From 8ab9e688aee10877d5d57de7f1c6b6569e73f021 Mon Sep 17 00:00:00 2001 From: Uwe Schmitt <uwe.schmitt@id.ethz.ch> Date: Wed, 12 Dec 2018 18:00:13 +0100 Subject: [PATCH] some fixes after resolving merge conflicts --- 01_introduction.ipynb | 13 +-- 02_classification.ipynb | 240 ++++------------------------------------ 2 files changed, 28 insertions(+), 225 deletions(-) diff --git a/01_introduction.ipynb b/01_introduction.ipynb index 04ed40d..3f2ec8e 100644 --- a/01_introduction.ipynb +++ b/01_introduction.ipynb @@ -848,7 +848,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 2. Visiual inspection\n", + "### 2. Inspect data\n", "\n", "Such checks are very useful before you start throwning ML on your data. Some vague understanding how features are distributed and correlate can later be very helpfull to optimize performance of ML procedures.\n", "\n" @@ -1096,8 +1096,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Comment**: `predicted_labels == labels` evaluates as a vector of values `True` or `False`. Python handles `True` as `1` and `False` as `0` when used as numbers. So the `sum(...)` just counts the correct results.\n", - "" + "**Comment**: `predicted_labels == labels` evaluates as a vector of values `True` or `False`. Python handles `True` as `1` and `False` as `0` when used as numbers. So the `sum(...)` just counts the correct results.\n" ] }, { @@ -1131,8 +1130,7 @@ "source": [ "Now we play with a different ML algorithm, the so called `Support Vector Classifier` (which belongs to a class of algorithms named `SVM`s (`Support Vector Machines`).\n", "\n", - "**we will discuss available ML algorithms in a following script**\n", - "" + "**we will discuss available ML algorithms in a following script**\n" ] }, { @@ -1193,8 +1191,7 @@ "\n", "Experiment with the so called \"iris datasedt\" which is included in `scikit-learn`:https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html\n", "\n", - "\n", - "" + "\n" ] }, { @@ -1498,7 +1495,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Instructions:\n", + "# Instrutions:\n", "\n", "Adapt the previous examples and play with `LogisticRegression` and `SVC` classfiers." ] diff --git a/02_classification.ipynb b/02_classification.ipynb index 37d0137..a5f8dbd 100644 --- a/02_classification.ipynb +++ b/02_classification.ipynb @@ -28,145 +28,6 @@ "## How could we build a simple classifier ?" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Geometrical interpretation of feature vectors\n", - "\n", - "\n", - "If you take the values of an input-feature vector you can imagine it as a point in a d-dimensional space.\n", - "\n", - "\n", - "E.g. if a data set consists of feature vectors of length 2, you can interpret the first feature value as a x-coordinate and the second value as a y-coordinate.\n", - "\n", - "Labeled features then group such points to different point clouds.\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Example\n", - "\n", - "For sake of simplicity we restrict our beer data set to two features: `alcohol_content` and `bitterness`.\n", - "\n", - "The following plot shows how these reduced feature vectors can be interpreted as point clouds. For every feature vector we color the points in green or red to indicate the according classes:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb463d2a90>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "# read some data\n", - "beer_data = pd.read_csv(\"beers.csv\")\n", - "\n", - "xv = beer_data[\"alcohol_content\"]\n", - "yv = beer_data[\"bitterness\"]\n", - "\n", - "colors = [\"rg\"[i] for i in beer_data[\"is_yummy\"]]\n", - "\n", - "plt.scatter(xv, yv, color=colors, marker='.');\n", - "plt.xlabel(\"alcohol_content\")\n", - "plt.ylabel(\"bitterness\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This plot tells us that:\n", - "1. The two features lack information for a 100% separation of the classes. \n", - "2. We could draw a line to separate most points of both clouds.\n", - "3. Later we could use this line to make a guess for classifying a new feature vector.\n", - "\n", - "Eventually **classification is about finding a procedure to separate two or more point clouds.**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can see how additional features can support (improve?) classification. We add the `darkness` feature as the third dimension.\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb051510b8>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", - "fig = plt.figure(figsize=(20, 7))\n", - "\n", - "xv = beer_data[\"alcohol_content\"]\n", - "yv = beer_data[\"darkness\"]\n", - "zv = beer_data[\"bitterness\"]\n", - "\n", - "colors = [\"rg\"[i] for i in beer_data[\"is_yummy\"]]\n", - "\n", - "def plot(ax):\n", - " ax.scatter(xv, yv, zv, c=colors, marker='.') \n", - "\n", - " ax.set_xlabel('alcohol_content')\n", - " ax.set_ylabel('darkness')\n", - " ax.set_zlabel('bitterness');\n", - "\n", - "ax = fig.add_subplot(121, projection='3d')\n", - "\n", - "plot(ax)\n", - "ax.view_init(5, 275)\n", - "\n", - "ax = fig.add_subplot(122, projection='3d')\n", - "plot(ax)\n", - "ax.view_init(5, 5);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first view is very similar to the scatter plot before and we don't see the effects of the third feature.\n", - "\n", - "The second view shows the same cube rotated by 90Ëš to the left. We see that the new dimenission adds extra information which could improve separation." - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -192,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -304,7 +165,7 @@ "max 5.955272 1.080170 7.221285 0.535315 1.000000" ] }, - "execution_count": 15, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -322,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -339,12 +200,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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=\n", + "image/png": 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"text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -372,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -445,12 +306,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -495,12 +356,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1440x504 with 2 Axes>" ] @@ -532,11 +393,11 @@ "ax = fig.add_subplot(121, projection='3d')\n", "\n", "plot(ax)\n", - "ax.view_init(3, 273)\n", + "ax.view_init(3, 270)\n", "\n", "ax = fig.add_subplot(122, projection='3d')\n", "plot(ax)\n", - "ax.view_init(3, 3);" + "ax.view_init(3, 0);" ] }, { @@ -552,13 +413,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "###### Decision surfaces\n", + "### Decision surfaces\n", "\n", "The concept of decision surfaces is crucial in classification. \n", "\n", - "Lets start with an easy to visualize example 2D:\n", + "Lets start with an easy to visualize example 2D: \n", "\n", - "For a weighted sum for two features `x` and `y` the equation\n", + "For a score based on a weighted sum for two features `x` and `y` the equation\n", "\n", "\n", " weight_x * x + weight_y * y = threshold\n", @@ -595,12 +456,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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qiC4VvHYdY90HqRbYM1EjfCPudg0TnRh+2tnrW+1hWXFTWyF2JnpK6YaXOq1Y90Eq7drUUKNvxN2uYaLdw0+7e307PCy3b2pTPSXBXOK5D5Jt16aGqHwj7nYNE+0efjrR67stxlZjqqckmI1d94GpISrfiDvYe/HsumCm9vom09I5k1CNYDcttTETHSjlVmXegoICvXHjRlf2bTeJioyIUuI0PWcSqhHsxpQ2ppTapLUuiLWdrzx3E0imAZjY65tO03MmoRrBbrzWxgJuG+A3mmsAQuKU7SljwboFlO0pi2v7xlBNUAUlvCXYgtfamHjuFiMx9NRJdvRj4qSW4B+81sZE3C3Gaw3ARJId/kp4S7AbL7UxEXcbsLoBpNuEq4x+BCF1RNwNx5QZeieR0Y8gpI6Iu+F4bYbeKrw0/E2WdBuRCc4i4m44EqLwJ+k4IhOcRcTdAFrz4EwJUYiXaS3pOiITnMMX4u5l4YnHg3M7RJEOXqbTbUhGZILdeF7cvS48yXpwToqR371MN9qQHSMyLzs5puCnc+h5cXdDeJqra5Jsg0h2rUcnxcjvXqZbnVciI7JYbczrTo4J+O0cel7cnRaepg1g4ZiFzHllTtINIhkPzo1FwK3yMk30jEzvvOIRHb+PrpzAb+fQ8+Lu9IRj0wawZvualBtEojF1N8TIqtWTTPSMTJm0bol4RMf0DspOrHIY/HYOPS/u4OyEY9MGcM0517Bu9zrHhdZkMWoJkz0jtyetWyMe0fFqm0gVKx0Gv51DX4i7kzTXAAacMsDxBmGyGLWE3zyjZEjGy4xXdLzYJlLFaofBT+dQFusQHMXEmLtTmBqWMp3W2kw6nlNLF+tQSo0BHgGCwGNa6wea2WYicC+ggQ+01j9KyOI0Jd3Ezk+eUaKYHJYylVji7bdQipXEFHelVBBYDFwCVAAblFIlWuvtUdv0AeYCF2mtv1RKnWKXwX4iHb2OdEbCUokTT4eYzg5Da8TjuRcCH2utPwVQSv0ZuBLYHrXNdGCx1vpLAK31AasN9SPiyaUX4mUmjnSIyROPuJ8B7Il6XQEMbrJNXwCl1DuEQzf3aq1fscRCHyMNN/2Ix8tMt1Bda0iHmDxWZcu0AfoAxUA34G2l1ACt9VfRGymlZgAzALp3727Rrr2LNFyhKRKq+y4SdkmOeBbI/hzIi3rdreF/0VQAJVrrWq31Z8BOwmJ/AlrrpVrrAq11QdeuXZO12VcU5RUxd+hcTzXeRBev9vp+ndx3awusu3n8gjV88803OJWhGI/nvgHoo5TKJyzqk4GmmTDPAdcCjyuluhAO03xqpaGCGbjlWdq9X7vT7eINtbQUqhOP3mxaur5aa0KhEMFgkOeff56JEyeydetW+vbta7tNMcVda12nlLoFeJVwPH2Z1nqbUmoesFFrXdLw3qVKqe1APXCb1rrSTsMFd3BrEtjO/cYSzlT3nYgwtxSqk8l3c2l6fV//8etc2P1CysvLGTlyJEuWLOHyyy/n/PPP52c/+xlZWVmO2BVXzF1r/RLwUpP/3RP1twZubfgRfIxbk8B27jeWcKa670SFubkYs0y+m0vk+tbU8+2T3/KvX/wrL/7uRfLz8ykuLiY3NxeAHj168PDDDztml5QfEBLCrUlgO/cbSzhT3bcVwiyT72YyY8YMvgl8Q2ZeJjWZNZALg3oPAiArK4v/+q//cs02KT8gCNiffijpjf7g97//Pe+//z5/+tOfAJg1axYdO3bkipuvcOz6Wlp+QBD8jt3pdpLO503+8pe/8OSTT7JixQoCgQCVlZXs3buXUChEIBBg8eLFkW1Nu77xpEJ6HqdTyCRlTRC8QdN7tby8nJtvvpnKynA+yBdffMGGDRvYv38/AL/+9a95+eWXCQTMl07fh2USTSFLdfgsKWvpgYRZvE/ZnjJ+sOQHVL9XTWa/TN687U0CewOMGjWKl156iaFDh0Y8dJOQsEwDiWQqWCHMfkhZE+FqHbs6cDnv9lNXV8eqVavo3r076/Q6aupq0Gs1NVnhe/WOi+6gsrKSzMxMAOOEPRF8L+6JZCpYIcxeT1mTkUds7OjA5bzbR1lZGd988w2jRo0iEAjw85//nMsvv5ybfn0TWR2zqL69mqycLIp7FhMIBCLC7nV8L+6JpJBJypo/Rh52Y0cHLufdOvbs2UN5eTmXXHIJALfffjvV1dURcV+/fj3du3cnGAx6+l6Nhe9j7omS7kPjdPIgU7nWVrcTE8/70k1LWbN9Ddeccw0zBs1w1ZbW+Pbbb9mwYQPDhg0D4Cc/+QmrV6/m0KFDtGnThh07dnDqqafSuXNnly21hnhj7iLuwndIhw7ORDE16bwv3bSUf/5//xx5/ejYR40ReK015eXl9O7dm8zMTB5++GFuv/12KioqOOOMM9i5cyd1dXX069cPpVTyOyorg9JSKC6GInPuA5lQFZImHXKyTQyDmHTe12xf853Xbor7kSNHCAQC5OTk8Morr3DZZZfxxhtvMGLECCZPnsyAAQPo0qULgDVFucrKYORIqKmBzExYu9YogY8H704FC0IKNMbNgyroyYlvuzn/9PNbfW03oVCIY8eOAbB7925yc3Mjj/JffPHFPProo/Tv3x+AvLw8xowZY21BrtLSsLDX14d/l5Za990OIZ67kJZ4feLbbjpndUah0GgUis5Z9sera2trycjIoL6+nvz8fK655hr+4z/+g7y8PObPn89FF10EQE5ODjNm2DyKKC4Oe+yNnntxsb37swERdyFtMSkMYhq57XIJBoKEQiGy2mTZMrLRWkdi4uPHj+fbb7/lxRdfJBgMcsstt0Q8c6UUc+fOtXz/rVJUFA7FGBhzjxcRd8E2TJogFOKnbE8Zc16ZQ0iHCAaCLByz0PLrt2DBAlatWsX7778PQHFxMbW1tZH3b7/9dkv3lxRFRZ4U9UZE3H2OWwJrYjZKOmDF9W6cbA7pEApF5fHU1915/vnnueuuu1i/fj3t27enZ8+eDB48mKqqKrKzs7nllltS3odwIiLuPsZNgTUxG8WvNAp6brtc5rwyJ6Hr3VxnYMVDWlu3buXWW2/lkUce4ZxzzqFz587k5eVx6NAh2rdvz7XXXsu1116bzOE6g6FpkIkg4u5DGm/Y3Ud2uyawJpZh8HKYqCXboztwpRQhHSKkQ3Fd75Y6/2Qmmw8fPsxtt93GpEmTuPTSS+ncuTN79+7l4MGDAAwfPpzhw4enfiKcwAdpkCDi7juib9hgIEibQBsI4bjAmpaN4uViX63ZHj1CCugAwUAQhYrrerc2uoo12ay15v7776dXr15cd9115GzbxtpnnqGwSxe49FLy8vLYtm2bZefgBOz2qptLgxRx9x9e8/aib1hCMH3gdLp36u6K/SZlo6QSJorHa7Yz7NWa7U1HSAvHLKTyeGVc1zvR0dXTTz9NZWUlM2fORCnFc889R2FhIdf16kXG6NF8Vl2N+t3v4Kqr7BNDJ7xqH6RBgoh7q3hxUrDpDTvln6ZQlFcUWZTAK52U1SQbJorXa7Yz7NWa7amMkGJ9duPGjZSVlTF79mwA1qxZw86dO5k5cyYQrraYmZkJCxZATQ0qFLLf03XCq/ZBGiSIuLeKFycFm7thvdhJWU2yIpiI12xX2CuW7amMkKI/+/nnn/PCCy8wffp0gsEgL7zwAg899BA33ngjHTp04NFHH6Vjx46Rz0ZK4zrp6Tq1L4+nQYKIe6uYOCkYD01vdi92UnaQjAgm6zVbHc6zI8R1/Phx1q5dy4UXXkhubi5vvfUWP/3pTyksLGTgwIH8y7/8C7fddhsdOnQAoFOnTi0Y56Cn6xOv2gmkKmQMvBZzbw7x3FMj0TZg6vnWWvPBBx9w8skn0717dzZt2kRBQQHLly/nxz/+MUePHmX//v2ceeaZbpsqtIJUhbQIkyYFk8W0zBWvkWgbMGmkdOjQIb7++mt69erFkSNHKCgoYO7cucyfP58LLriAN954gwsvvBAI12zJyclxxU7BekTc0wQ/dFJewc1wXl1dHfv27SMvLw+tNQMHDmTIkCGsWrWKzp0789xzzzFo0CAgvD7oiBEjHLNNcBYRd0GwGKdHSl9++SUnnXQSAFdffTW7d+/mgw8+QCnF73//e84444zItmPHjrXVlhPwwVOeXkbEXRBswM6RUvVbb5H1179CcTH3vvoqv/3tb6msrCQzM5NZs2Zx9OjRSMXFK664whYbYuKTpzy9jIi7IBhOY9KDUopnFizg+v/7f/koEKBHVhaXLlxIh1//mpqaGjIzMxkzZozL1jbgk6c8vYysxCQIBrNt2zby8/N57bXXABhw6BA/UQoaHhi6sLKSX/7yl5F0RWNozEcPBj39lKeXEXEXBIM4duwYw4cPZ8mSJQDk5+czaNCgiHj3GT+eRdnZ9DBdNBvz0efPl5CMS8QVllFKjQEeAYLAY1rrB1rY7hpgNfB9rbX5SeyCYAAzZ87k1FNP5b777qNDhw6cfPLJtG/fHoB27dqxZk3UYtWmPcTT2qSpW095ykQuEIe4K6WCwGLgEqAC2KCUKtFab2+yXQ7wL8C7dhgqCH5h8eLFlJeX87vf/Q6AqqoqqqqqIu8/++yzrX+BKY/GmzhpaqJNLhFPWKYQ+Fhr/anWugb4M3BlM9vNBx4Eqpp5T/A5jYXJyvaUuW2Kcbz22mv85Cc/iUyM7t69m/Ly8sjrJ554ggcffNA5g8rKwsW+ylK8Vs1NmrqNiTa5RDxhmTOAPVGvK4DB0RsopQYCeVrrF5VSt1lon+ABTH3c3i3Ky8tZsmQJ8+bNo2PHjnz66ae89tprHDx4kFNOOYUHHnggsjB0SiQTfojl2SbynfEW8XIyTOKTcr1WkHIqpFIqAPw7MDWObWcAMwC6d++e6q5Twg81Y0zBpMft3eDw4cM88cQTjB07lr59+/LFF1/w6KOPMmHCBC666CJuuukmZsyYERF0y4Q9mfBDtGdbVQXLl//jc4l+Zzzxf6fDJKbNSbhIPOL+OZAX9bpbw/8ayQHOBUobGu1pQIlS6oqmk6pa66XAUggXDkvB7pRI1tOMXqsy3gUR0gGvVs9MltraWkpKSsjLy6OwsJDq6mp+8Ytf0K5dO/r27cvFF1/M4cOHadu2LQBt2tjwOEmyeeTFxeH0xPp60BoefxymTAl/NpnvjBX/dyPf3ZQ5CZeJp9VtAPoopfIJi/pk4EeNb2qtjwBdGl8rpUqBX5qcLZOMp9nYIVTXVRMiREAFyApmpX0IAtKjMNmGDRv49ttvGTZsGEoppk+fzsSJEyksLOT0009n7969nH766UBYzG0R9GiSDT8UFcG0afDoo2Fxr6v7h+DaEdKQMIlrxGyBWus6pdQtwKuEUyGXaa23KaXmARu11iV2G2k1yXiajR1CiBBA3IsQpwt+K0y2b98+/v73vzNs2DAAZs2aRUZGBu+88w5t2rShrKyM3r17R7ZvFHbHSCX8MGUKPPnkdwXXjpCGSWGSNEuRTNt67snW6PaC5y7zCYlTU1PD5s2bKSwsBODHP/4xr7zyCvv37ycQCLB161ZOO+00unbt6rKlFpFmQuenFMl467mnrbgngxdi7pK5Ej+ffPIJPXr0oE2bNvzmN7/hrrvuYv/+/XTt2pUPP/yQ2tpazj//fGsmQAV3WbAA7r47HPsPBsNPzs6dm/j3GNApymIdNuCF0EO6Z660xjfffINSinbt2vHCCy9wxRVX8M4773DhhRcyefJk+vfvH1ms4txzz3XZWsESGsU4Nzf12L/HvH8Rd5+RbpkrraG1pqqqirZt2/Lpp5/Sr18/lixZwo033sjFF1/MokWL6NWrFwC9evWK/C34hKZivHAhVFYm73V7rNKliLvPSIfMldYIhUIEAgHq6uro06cPkyZN4oEHHiA/P5877riDgQMHAnDSSScxe/Zsl60VbKWpGFdWJheKacRjmT8i7j7EC+EjO5g4cSKhUIjVq1fTpk0bbrjhhoiYK6WYN2+eyxYKjmK1GJuU+RMHIu6CZ1mwYAEvvvgi//M//wMQyXRp5N5773XBKsEY7ErtNFzUGxFxNwxJY2yZ559/nvvvv59169aRnZ3NqaeeSt++famtrSUjI4Nf/vKXbpsomIaHxNhqZLFWHiD4AAASHElEQVQOg2hMY7z7zbsZuXxk2ldY3LJlCz/84Q/55JNPAMjOzqZTp04cOHAAgGnTprFs2TIyMjLcNFMQTiS66qZVFTiTQDx3g0j3NMZDhw5xzz33MGnSJIYPH067du3YuXMnn3/+Ob1792b06NGMHj3abTOdwYB8aiEJojN02rQJl3ior3cldTJtPXcT6483pjEGVZA2gTbsPrLbCPvsOlehUIgHHniA1atXA9ChQwfWrFlDeXk5AGeeeeYJJQDShkaBuPvu8G8XvD4hSZpm6NTWulZbPi09d1Of4mxMY1z+wXKWbV7GH//2R5784ElX7bP6XD3zzDN8/fXXTJ06lUAgwIoVKxg2bBjjx48nOzubvXv3EgwGLTwCD+KxfGrPYsfoKDpDp6nn7nDqZFqKuxPhj2QnRovyiijdVUp9qN6I8Eyq5+pvf/sbmzZtYvr06QCsWLGC3bt3M3XqVAA2btwYKY0LiLCD5/KpPYldT5s2zdAB18JraSnudj/Fmaq3G21fdHjGDYFP9Fzt27ePV199lRtuuAGlFKtWreKRRx7h+uuvp23btjz22GN07tw5sn20sAsNeCyf2pPYOTpqmqHjVg2adC0cZmfK4YJ1C7j7zbup1/UEVZD5I+Yzd2hiT8aV7SmLhGfqQ/UphURSPdbWPv/tt9/y9ttvM2TIEDp16sTjjz/OtGnT2LJlCwMGDODAgQNkZmaeIOiC4DoeqxMTjRQOi4GdT3EmOzJoKqJWhGesiJlHnyutNeXl5XTq1Invfe97vP/++4wZM4ZVq1YxYcIErr76agYPHky/fv0AOOWUUxLalyA4QhqMjtJW3O0kmfouzYmwFeEjK+YXjhw5wtGjR+nWrRuHDh2if//+zJs3j7vuuovCwkJefvnlSEZL586dk/fSJf1PcBKfP+Ak4m4TiY4MmhPhuUPnplwELJkOIhQKceDAAU477TS01vTr149Ro0axfPlyunbtysqVKxkyZAgQXlJuzJgxCdv1HTw8TBYEExFxN4SWRDjV8FG8o4hjx47RoUMHAC6//HIOHTrEu+++i1KKhQsX0qNHj8i2EyZMSNqeFvFS+p+MMAQPIOJuCHaW6m2ug6irq4ss4nzPPffwn//5n+zfv59gMMj06dM5fvx4ZNuJEydaZkuLeCX9r6URhgi+YBgi7i3QUoaInVk2dpfq1VqjlGLNmjVMmzaN8vJyTj/9dEaMGEHbtm2prq6mXbt2XHXVVbbZ0CJWT3DZJbbNjTBAQkqCcYi4N0NLGSamPtkai61btzJ+/Hj++Mc/MmzYMM4++2yuvfZaamtrARgxYgQjRoxw2Uqsm+CyM37f3AjDrpCSjAaEFEjb2jKt0dzkZmv/N40jR45wySWX8MQTTwDQo0cPzjzzzEgYpn///ixZsoTu3bu7aKWNtORdW0HjCGP+/H90Go2CHwxaF1JKtb6Mi9UIBTMQz70ZWprctCI10a6wzqxZs8jLy+POO++kY8eOAAQC4b67Y8eOvPjii5bty3jsjt839wSi1TnTqYwGJPNIQMS9WVqa3Ex10tPKsM6SJUv47LPPePDBBwE4cOAA7du3B8JLyr322mtJfa8vcOMBFatzplPpoLyUeSTYhoh7C7Q0uZnKpGcqDxS9/vrrlJSUsGjRIgC2b9/Otm3bIpOkTz/9dFI2+RavP6CSSgfllcwjwVYk5u4g0fXaY4V1duzYwR133BFJSdy+fTtPP/00hw8fBuCRRx5h7dq1KKWcMP0fmBbLNc0eKykqgrlzE++kmpsXENKOtC0c5hYtxdwPHz7MU089xQ9/+EPy8/N59dVXufzyyyNFuWpqasjIyHBezE8w3rBYrmn2CIIDxFs4TDx3hynKK2Lu0LkUnFZASUkJmzdvBuDrr79m9uzZvP766wD84Ac/4PDhw5HH/DMzM90VdrA3C8UP9giCQYi4O8gHH3zAu+++C4QfKLruuut47LHHAOjZsyefffZZZFGLjIyMSDkAY7Aj5c8KewKB8E9urrv2CIJBSFjGRiorK/nkk08oLCwE4LzzzqNLly688cYbAGzZsoWzzjqLrKwsN81MDNMerFm6FGbNglAIsrLcCc2YcE5MsEFwBKnn7gJ1dXVs376d8847D4CZM2fy17/+lYqKCpRSLFu2jO9973uR7Ru3s4SWbm6rb3rTslAqK8PrVIZC7qT9mRD3N8EGwTjiCssopcYopXYopT5WSt3ZzPu3KqW2K6W2KKXWKqV6NPc9fqSiooJQKATA/fffz8CBA/nqq68AmDt3Ls8880xk24KCghPE3TJaepox1accvYDboSIT4v4m2OAHmmZeeTwTK6bnrpQKAouBS4AKYINSqkRrvT1qs/eBAq31caXUT4GHgEl2GOw2VVVVAGRnZ/Pss88ybtw4Nm7cyKBBg5g8eTL9+/ePhFkGDhzojFEtPbSSDg+zuL2ijgk55SbY4HWajn4WLoQ5czw9GoonLFMIfKy1/hRAKfVn4EogIu5a6zejtl8PXG+lkW6itaa2tpbMzEx27tzJ+eefz2OPPcaPfvQjLrroIv7t3/4t4o2fffbZnH322c4b2dLNnS43vZuhIrc7F1Ns8DpNHaE1azzvGMUj7mcAe6JeVwCDW9n+JuDlVIxym8anPqurq+nfvz/XX3899957L71792bWrFmcc845QHh90F/84hcuW0vLN7fc9M5gwjyECTZ4maaO0DXXwLp1nnaMLJ1QVUpdDxQAw1t4fwYwA7C1ImEqxbkmTZpEVlYWy5cvJysri3HjxnH++ecDEAwGefjhh+0wOXVaurnlpheE2DTnCA0Y4GnHKB5x/xzIi3rdreF/J6CUGgX8Chiuta5u7ou01kuBpRBOhUzY2jhItDjXggULeOutt3jllVcAToiZAzz00EN2mCkIgmk0V+3Tg6LeSDzZMhuAPkqpfKVUJjAZKIneQCl1AfAocIXW+oD1ZsZPrJrrzz//PMOHD48sVNGpUye6du1KXV0dEF5y7o477nDabOdJNBPA45kDgpBuxBR3rXUdcAvwKvARsEprvU0pNU8pdUXDZg8DHYCnlVKblVIlLXyd7TQtztXt226MGzeOPXv+MW0QCoXYv38/ADfffDMrVqyILGSRFiSaIpkOKZWC4DPiUjSt9UvAS03+d0/U36Mstitpzsw+k8s/vZyTC05mytgpdPy6I3dtuotdu3aRl5fHlVdeyZVXXum2me6SaIpkOqRUWo08MSq4jOfd1bq6OhYtWkTfvn0ZO3Ysbdu25dU1r/LQ4IcoyitCa82uXbvcL7plEommSKZLSqVVyBOjggF4UtxLSko4fvw4kydPJhgMsnjxYkaPHs3YsWPp0KEDBw8eJCMjA0BEvTkSTZGUlMrEkJGO0BQXRnKeLBx22WWXceDAARo///XXX0fWDRUE1xHPXYjG4vbg68Jhy5YtIzeqvKtnhF3isM3jt/MiIx0hGpdGcp4U99NOO81tExJHvLnm8et58XiOtGAhLs1ZeVLcPYkbvXe0R9xog2meZCrnxasev1ftFpLDpZGciLtTON17R3vEwSAoBXV15nnHyZ4Xr3r8XrXbbbzeIbowkhNxdwqne+9oj7ih3jxam5e9kex5cSsjJVWRkUya5mntvEqHmBQi7k7iZO8d7RE39dxNy1NP5ry4Ece0QmT8/MxAsh1frPPqhQ7RwJGFiLtfaeoRg3GNLyXciGNaITJ+zaRJpeOLdV5N6RBbW8rSwJGFiLufaa7KnZ9wOo5plcj4MZMmlY4v1nk1oUNsTcANHVmIuDdi4LBKMAwTRMZUUun44jmvbneIrQm4KSOLJnjyCdW4iVewTRpWSScjWImT7cnPbTeWRjh47L5+QjUuWrsYTS+EKcMqkzoZu/CzAJiG0+3Jbe/aTmKNLgw8dv+Ke0uC3VyDN2VYZUonYxfp0HmZhJ/akwlOgYEC3hr+FfeWBLu5Bj93rrOx1JYaqgmdjJ03kUliY4JY2I0J7ckKxClICv+Ke0vDqJYavFO9cmsN1e0JO7tvIlPEximxcLsDcbs9WYVJToGH8K+4Q/OCbXeDj3VDx2qobg797L6JTBEbJ8TCFG/TY6GEZjHFKfAY/hb3lrCrwcdzQ5vcUJ2wzQSxceI4xdu0DlOcAo+RnuJuF/Hc0CY3VJNtsxInjtPkTtyLmOAUeAx/57k7jSlDccEM3I65C75E8tzdIF08XyE+xNsUXETE3Wrkhm4d8WYFwRFE3AXnkLCVIDhGwG0DhDSiuQlnQRBsQcRdcI7GDJJgUDJIBMFmJCzjBfwSp5YJZ/9cS8F4RNxNx29x6nSecPbbtfQTPux0JSxjOhKnTp6yMliwIPzbBORamkljp3v33eHfprSXFBHP3XTkScfkMNFLlmtpJqWlUF0NoVD4t09KRYi4m47EqZPDxNouci3NJDc3LOwQ/p2b6649FhGXuCulxgCPAEHgMa31A03ezwKWA4OASmCS1nqXtaamMekcp04WU71kuZbmUVkJgUBY2AOB8GsfEFPclVJBYDFwCVABbFBKlWitt0dtdhPwpdb6TKXUZOBBYJIdBgtCXIiXLMRLcTFkZZnnCKRIPJ57IfCx1vpTAKXUn4ErgWhxvxK4t+Hv1cDvlVJKu1WVTBBAvGQhPnzqCMQj7mcAe6JeVwCDW9pGa12nlDoC5AKHrDBSEATBVnzoCDiaCqmUmqGU2qiU2njw4EEndy0IgpBWxCPunwN5Ua+7Nfyv2W2UUm2AToQnVk9Aa71Ua12gtS7o2rVrchYLgiAIMYlH3DcAfZRS+UqpTGAyUNJkmxLghoa/xwNvSLxdEATBPWLG3Bti6LcArxJOhVymtd6mlJoHbNRalwB/AlYopT4GDhPuAARBEASXiCvPXWv9EvBSk//dE/V3FTDBWtMEQRCEZJHaMoIgCD5ExF0QBMGHKLfmPZVSB4H/teCrupBe+fRyvP4lnY4V5HiTpYfWOma6oWvibhVKqY1a6wK37XAKOV7/kk7HCnK8diNhGUEQBB8i4i4IguBD/CDuS902wGHkeP1LOh0ryPHaiudj7oIgCMJ38YPnLgiCIDTBM+KulBqjlNqhlPpYKXVnM+9nKaVWNrz/rlKqp/NWWkccx3urUmq7UmqLUmqtUqqHG3ZaQaxjjdruGqWUVkp5OsMinuNVSk1suL7blFJPOW2jlcTRlrsrpd5USr3f0J4vc8NOK1BKLVNKHVBKfdjC+0optajhXGxRSg20zRittfE/hGvafAL0AjKBD4BzmmxzM7Ck4e/JwEq37bb5eEcA7Rr+/qlXjzeeY23YLgd4G1gPFLhtt83Xtg/wPnBSw+tT3Lbb5uNdCvy04e9zgF1u253C8Q4DBgIftvD+ZcDLgAKGAO/aZYtXPPfIalBa6xqgcTWoaK4Enmz4ezUwUimlHLTRSmIer9b6Ta318YaX6wmXYvYi8VxbgPmEl2+sctI4G4jneKcDi7XWXwJorQ84bKOVxHO8GujY8HcnYK+D9lmK1vptwsUTW+JKYLkOsx7orJQ63Q5bvCLuza0GdUZL22it64DG1aC8SDzHG81NhL0BLxLzWBuGrnla6xedNMwm4rm2fYG+Sql3lFLrGxao9yrxHO+9wPVKqQrCBQpnO2OaKyR6bydNXFUhBXNRSl0PFADD3bbFDpRSAeDfgakum+IkbQiHZooJj8jeVkoN0Fp/5apV9nEt8ITW+rdKqSLC5cPP1VqH3DbMy3jFc7dsNSiPEM/xopQaBfwKuEJrXe2QbVYT61hzgHOBUqXULsJxyhIPT6rGc20rgBKtda3W+jNgJ2Gx9yLxHO9NwCoArXUZkE24DosfievetgKviHu6rQYV83iVUhcAjxIWdi/HZFs9Vq31Ea11F611T611T8LzC1dorTe6Y27KxNOWnyPstaOU6kI4TPOpk0ZaSDzHuxsYCaCU6kdY3P26yHIJMKUha2YIcERrvc+WPbk9u5zALPRlhD2YT4BfNfxvHuEbHcIN4mngY+A9oJfbNtt8vK8D+4HNDT8lbtts17E22bYUD2fLxHltFeFQ1HZgKzDZbZttPt5zgHcIZ9JsBi512+YUjvW/gX1ALeER2E3ATGBm1LVd3HAuttrZluUJVUEQBB/ilbCMIAiCkAAi7oIgCD5ExF0QBMGHiLgLgiD4EBF3QRAEHyLiLgiC4ENE3AVBEHyIiLsgCIIP+f96QUe4oAZLJAAAAABJRU5ErkJggg==\n", + "image/png": 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cPwHYH720J05cfNhV3JOkqTgelZXx37+gi6FaovFTUmIJeyhk/d1zj7X4KJPKzelB+VAoRFaW5YV+9NFHefbZZykvLycrK4sbbriBL744sZh+2rRpMHiwNQhqh8Xt0sOu4p4kka60mhrrgQyFvDNbxE28OHvGyxQWWhZ7KGR9rq8P7uye5nBidpOIYIxh2bJl3H333Wzfvp0zzzyT/Px87rjjDr7++mvatWvH97///VN/HIDutQ6oJknkIGJWllUpExkzSXXLMS8TtAFjpykosFwxrVtbdalNm8R3OUq1LrldH+0clN+8eTMXX3wxpQ2ZufDCC7n22ms5duwYAOPGjeOxxx6jXbt2LWe8oMCK3OZDYQd0KmQqhBfuvPBCYrOdgj5Nz0v589riqpZIJq1BCj+Q7L2qrKyUkSNHyksvvdT4+ZprrpE1AX0Q0UVMzhPpSosnQFOYoC+w8UqP1m/uoWRcs3bUJa/Ux3jzLyLcdttt9OvXj5kzZ9K5c2dycnJo1cqSszPOOIMVK1bEPpFXMu4QKu42kciDGbSpkE3hhQHjgD+7gD11yQ/18YknnuCzzz7j6aefxhhDTU0NtQ2bKBhjeOuttxI/aaoZ9/isARV3F/CKZRt0/CBaqWJHXfJifVy6dClvvPEG8+fPB+DgwYN8+umnjf9fsmRJ6hdJJeM+6BaquLuEFyzboONF0XICO+qS2/Vx3bp1zJ07l+LiYnJzc9m3bx+bNm1qXFw0Z84cZy6cbMZ90C3U2TJKoPH7hIeg8o9//IMHHniATz75BIBDhw7x5ptvsnv3bgBmzJjBli1bml/W7zZejLkRhVruNuFx91ta0bJQTqK0lK/efJPnt25lxFlnMfzWWzl+5pnMnTuXESNG0KtXL8aNG8eBAwcaFxoZYxK+RlornQ+6hcaaWZN+8vPzZcOGDa5c22584H5LG1oWClgzWl555RW6VFQw7qGHqK6uJk+EmcbwcG4usnIl1UOG0LZt29QvlmGVzhizUUTyYx0XOLeMG4sxdNHOCbQsMpfVq1ezdOlSwLK8i4qK+P28eVBbS64I5cDDIlBbi/nLX+wRdtBK1wyBcsu41YBnwqyMeNGyyBx27tzJpk2bmDJlCgBPP/00H330EZMmTQJg5cqVnPPJJzBmDNTU0DkUspbg2l0xtNI1SaDE3a0BbB+439KGlkVwqaysZOXKlUyePBljDPPmzePXv/413/3ud2nXrh3PPPMMZ5xxRuPx5557Lpx77okKkZeXWHS9eNFK1ySB8rlnmOvNU+ggavCoqanhvffe47LLLqNTp07Mnz+fO++8ky1btjBo0CD2799PKBSie/fubic1o4jX5x4ocQcVGTfQRjUYiAg7duygU6dOnHvuuZSWlvLNb36T119/nUmTJnH48GE+/vhjhgwZQnZ2ttvJzVgydkBV5zWnH6fHs9yOWBhkDh06xJ49ewDL7XLJJZcwb948AIYOHcryJ59k3IcfQmkpZ5xxBvn5+fELu944d4knupgTf25EhfRThEA/4WRwPZ8G7hMRb9a3mpoa2bNnj4iIhEIhOfvss+WWW25p/P/rr78u+/btsz6kUvh+vnEeB40KeTLqOnAOJ8ezfLDKu0m8Ut9EhIMHD9K1YQ/Qa665hq+++or3338fYwzPPvssPXv2bDw+PNMFSK3wW/qt+k7TQsaIu1sikSn12KnYJH6d5eZmo3TkyBE6deoEwE9/+lPmz59PRUUF2dnZPPDAA9TX1zceO2HChOZPlErhN/dbr7R6GUDGiLsbImF3Pc6UhiISv85yS2d9O378OFlZWWRnZ7NgwQLuuusuysvL6dq1KzfccAN9+vShrq6O7Oxsxo8fH/+JUyn85n7r166YH4nHd+PEXyb43IuKLJcjWK9FRcmfS12Y/sOp+hYKhaSurk5ERNauXSsdOnSQkpISERHZvn27/PznP5eDBw/ae1G70IqcMqjP/VTSHdbUTust0w2e0lJ46SXr/a23+iPvdtY3EWuz588//5xhw4Yxc+ZMpk6dSr9+/fje975HXl4eABdffDGPPPKIPRd1Ar92xXxIRol7urGzHvvV92wHpaXwrW9BTY31ed68zGncRISrr76aoUOH8uSTT3LmmWdSWFhIjx49AOjYsSPPP/+8y6lMELeDx2cIKu4OY1c9zmSDJ9xrCXP8eLDFfcaMGVRUVPDKK69gjGHQoEH07t0bsAJyhXcnUpSWiEvcjTHjgN8A2cB/icgTzRw3EVgKDBWRYMTz9RCZavCEey1hy71162D1XJ5//nn+8Ic/NO4DGnaxhPnNb37jRrIUnxNT3I0x2cBcYAxQDqw3xiwXkW1Rx3UAfgKscyKhmUomzpCJpqAA3nnHfz735vjzn/9MUVERb7zxBqeddhqtWrWiTZs2HDt2jNNOO41Zs2ad+iOtCEqixBpxBQqANyM+zwRmNnHcHOA7QAmQH+u8bsyW8RvxTCywY0aGF1dSBont27fLpEmTZMeOHSIi8uc//1ny8/Nl586d8Z1AZ5goERDnbJl4YsucB+yL+Fze8F0jxphvAN1F5I3UmholklgxW8Lz6GfNsl6TCeFhxzmUk6mqquLee+9l1apVAOTm5rJ27Vr27t0LwOjRo1m/fj0XXXRRfCfUzSi8g4/i5aQcOMwYkwX8GnggjmOnGmM2GGM2VFRUpHrpwBNrD147nnnVjdQREYqKinj11VcBaNeuHa+//jrbt28HoGfPnuzdu5cxY8YkdwEfbMacEfjMEopnQHU/EBmwuVvDd2E6AAOAkoZNbc8BlhtjrpWoQVURKQaKwQr5m0K6M4JYM2TsmB6ZyVMsU2Hx4sV88cUXTJs2DWMMr732GsOHD+fmm28mJyeH/fv3nxQ9MeENnyPJ5KlSXsJni01ixnM3xrQCdgKjsER9PfA9EfmomeNLgJ9GC3s0Qdog203sGGeLPAeohjTFmjVrWLduHffddx8AkydP5pNPPmH9+vWAtbFFmzZt3Eyi4jQeiYsTbzz3uEIFAOOxBH438FDDd78Erm3i2BJ0QNWXpHPczuuDuLt27ZKnnnpK6uvrRUTk4Ycflvbt28uxY8dEROTIkSMSCoXcTKLiBh6ouMQ5oJpRsWWUlrEzFk5LeHHyR2VlpcyfP18OHTokIiILFy4UQLZu3SoiIlVVVfL111+7mURFERF7Z8soGUK6xu28MIhbW1vLn/70J3bv3g3A7t27ueOOO1i5ciUA119/PQcOHGDAgAEAnH766eTm5qZ2UR/NtFD8j4YfUBpJ17idG4O4IsKWLVvIyspi0KBBHD16lO985zs8XFjILx59lG9cfjmbN29m0KBBALRv35727dvblwCP+GuVzEHFXTmJdIQ4SFcjcvDgQQ4cOMCQIUMAaxeikSNHsnjxYs4oK+PdVq24tKQERo0ie9UqBjuZcZ/NtIgLXTXraVTcFVdwohH5+uuvKSsr49JLLwVgypQpHDlyhA8++KBxuuIFF1xgHVxSwjfr6yEUSo/YBm3OqR97IhnWGKm4N0GG1QHfIiKUlZVx8cUXA3D//ffzyiuvUFlZSevWrXn88cdP8pOPGDHixI/TLbZBm6vut56IHxujFFFxjyID64Cv+OyNN+i8aRM5o0fz7KZN3HPPPezdu5fu3btz9913893vfrdxwVBBSzfODbENUlhPv/VE/NYY2YCKexQZWAc8TU1NDXV1dbRr146SuXP51j338OesLEY//jjjFy5k3rx5dNyxA15+mUsLC7k00T1C9eYmh996In5rjGxAxT2KDKwDnkJEqK6upm3bthw8eJDevXvz1FNPMX36dPIrKnjMGC5s8JP32rmTXoWF2tVyC6cbRzv9o35rjGxAxT2KDKwDrlNXV0erVq0IhUL069ePsWPH8swzz3D22WfzwAMPMHToUADajx3Lvz/55Mktrxe7WmFRysuDykqtSMnghH80w3pqKu5NkGF1IO1Iw2bPYM1o+fLLL1mxYgVZWVncfvvt9O3bF7CCbc2ePfvED5treb3U1QqLUk2NNRMnKwvatNEeRaJ4sdH2GSruASdWzzbdM4OKiopYtGgRW7duxRjDiBEj+Prrrxv/P3PmzJZPEN3yeq2rFRalUMj6nK6pll4mmUqm/tHUiSdGgRN/GlvGeWLFcElHjJdly5bJBRdcIF9++aWIiCxZskSmT58e3Dgt4ULNyrKC9GRleSeAjhukUsmcDtLlgSBgyUCcsWXUcg8wsXq2TvR8P/jgA6ZNm8bvfvc7Bg0axFlnncXgwYOpqqqiQ4cOTJ48mcmTJ6d2ES8T2ZNQn3tqlSxZ/2g8PQUn5zx7ZKGMirtPcKJna0fPt6Kigrvuuosf/OAHXHvttZx11llkZ2dz9OhRAK688kquvPLKxE/sJE4HsNdBmxM0VcmcFL94Rdspn76HFsqouMeB2w1xsvUlljs6GXd1KBRi+vTpDB48mGnTptG5c2fKy8v58ssvATjvvPNYs2ZNgjlMI5GF2aoViFgPuE6jdIboSgbOil9zoh39EDvl0/fQQLCKewy80BBH1pfqanjpJed7tpHMmTOHo0eP8vDDD5OVlUVZWRldunQBoFWrVmzatCm1C6STyMIMD3qKuP4gBprISvj4486KX3M9haYeYicG4j00EKziHgMvNMSFhVaM9fp6S4fmz4dbb009Hc3V+eXLl/Puu+/y1FNPAbBp0yaOHDnS+LtVq1altieom0Q+fNGWu87IcB6nxa8p0W6uQXHCfeah2Vsq7jHwQkNcUAB33gkvvGBpUV2dPY3MiYZrI9XVC3n77V9RUJDN5s2bWbZsGbNnzyY3N5cFCxaQlXViXxffCXt0lzzaTeCBBzFjSIf4RYu2G0HiPFCXYm6Q7RR+2iDbbZ87QHExTJ9ueRJSXRNTXl7OvHnz+MY3pjJ58jlUVy9B5AcsXryRm27qQ21tLa1bt/afiDeFF/xqivt44SG2iXg3yFbLPQ7cbohLS2HGDEvYs7NhzpzE0nP06FEWLVpEQUEBAwcO5NChQzzyyCP8z/9cyqpV17Jy5fWMHHkDV12VA0BOTo5DOXGYph5gL/jVFPdx+yF2ARV3HxC56NEYa+p0S4RCIf7v//6PvLw8rrjiCkKhED/60Y/4xS9+wcCBAxk0aBAVFRXk5eUBUFDQxvlM2EVzFlhzFroX/GqKvwiIla/i7gPi0aeNGzdy+PBhxowZgzGGe+65h29+85tcccUVdOzYkd27d9OjRw8AsrKyGoXdV7TkYmnOQvfQAJfiAwLkxlNx9wFN6VN5eTkfffQRY8eOBeDBBx/k4MGDjTFbVq5cyfnnn994jsj3vqUlF0tLLWAGdsmVJAmQG0/F3ScMHHiUo0dLKSgYA8ATTzzB/PnzOXz4MG3atOE///M/T7LG+/TpY71xu4tp5/VjCXjksv+SkhPfK0q8BMmNF08AGif+NHBYy9TX18uGDRvk2LFjIiLyzDPPCCC7d+8WEZG///3v8uGHH0ooFGr+JOmIDNYSL7wg0rq1vcGzIoM9NRX4ye08BwmfBtZKGY/nmzgDh6m4e4jy8nKprKwUEZG33npLAFmxYoWIiHz66aeycuVKqa6ujv+ERUWWyIH1WlTkRLKbZs0akVatrGuHoyPaef3mRNzNPMfC46JxEkFrJP1U9jGIV9yzWrbrFSf55z//yeeffw7Ap59+Srdu3Vi4cCFgBdxauHAhw4YNA6Br166MGjWKNm0SmNkS7mJmZ6e/i1lScmJ5P1hpsPP6TflGwd08t0R4oG7WLOu1tNTtFLVMc+XrR1oq+9JSawWr1+9HEqjP3UGi3c2hUIiqqiry8vIIhUL07NmTG2+8kWeffZZzzz2XF154gauvvhqAtm3bcsstt6SWADdnihQWWqutamqs3Yh++1vnY4iAd2fH+G2gLki+5+aCMwVoZkxT6ApVhzix29pR2rRpz6pV8PDDowArNgvA7//93+lbWcmVt98eqErViNODuW4PFieCH4UkkfL18r0oLbXSVVtrfW7TBt55x0rvrFmW6Gdnw+zZEL0TmAfzFe8KVfW520xNTY2IWO49Y+4XOE+yskJSVCSyaNEiWbRokXVg0HyaSmwC5Pc9CT/U5WnTRIw5eSzGC1uVJQHqc0/y20pJAAARGUlEQVQP4YIEWLBgAWeccQZffPEFhYXQuvVojPkxOTnHKSyEm2++mZtvvtn6YZB8mkp8FBRYlqFHLEDb8ENdvvVWyM09eSwm7MKbPbvpnpQf8tUCcYm7MWacMabMGLPLGPNgE/+/3xizzRjzN2PMKmNMAFbMNE9YzNesWcO5557bGM984MCB/PCHP6SmpoaCAigpuYbHHvs33n4759Tn2asDf4qSKH6oy80JeUsNrh/y1RKxTHsgG9gN9AZygC3AJVHHfAs4reH9vwJLYp3Xj26Z/fv3y6WXXtroWjl48KBMmTJFNm/enNwJg9pNVzKPoNZlD+YLGzfIvhzYJSIfAxhjFgPXAdsiGoh3Io5fC6Q4zcMb1NfXc91113HllVfy4IMPcvbZZ9O9e3c6dOgAwNlnn82rr76a/AV0WbwSFIJal32cr3jE/TxgX8TncmBYC8ffBfyxqX8YY6YCU4HGIFZe49/+7d+orq7mmWeeITs7m44dO9K2bVsAsrOzWb58edM/9OCouqIomYut89yNMbcA+cDIpv4vIsVAMVhTIe28drL8/ve/55133uHll18GoLa2ltrwlClg0aJFsU/ix2luiqIEmngGVPcD3SM+d2v47iSMMaOBh4BrRaTGnuTZz9tvv83EiRM5fvw4AFVVVezbt69R0OfMmcPzzz+f2El9PqquKEoz+HgFazzivh64yBjTyxiTA0wBTvJNGGOGAC9gCfvn9iczecrKyvjBD37Avn2WZ6mqqoqtW7c2fv7pT3/KX/7yl9R2H/LLqLqPK6qipB2/hYyIIqa4i0gdcA/wJrAdeE1EPjLG/NIYc23DYU8B7YHXjTGbjTHNOKad5/Dhwzz88MOsW7cOgOPHj7Ns2TLKysoAmDBhAjt37qR37972XTTWfFkv4POKqihpx+c98rh87iKyAlgR9d1/RLwfbXO64qa+vp7nnnuO3r17M378eNq0acPTTz/NOeecw7Bhw+jfvz8VFRW0amVl1bFNn70+qu632CaK4jY+j6/jy8Bhy5cv59ixY0yZMoXs7Gyefvpprr76asaPH0+7du04dOhQ4wwXY0yjsHuKdM+u8XlFTQo7ylhnQWUuXg1CFye+DBw2fvx4KioqWL9+PWD50Tt37mxn8pzFrdk1mSRUdpRxOu5TJt0TP+Hh+xJv4DAPmrSxmTdv3klbyvlK2ME9F4nXXUd2UVoKjzxihRsOhZIvY6fvkx+m0HpY5BzDD/clDnwp7uecc47bSUiNTHSRpIsTsZYtYc/KSr6Mnb5PXh8HCYjIJYzX70uc+FLcfY/PfXmeJvxghoV99GjLik+mjJ28T6WlsHcvhMeDvNjIB0TkEiYgxpeKu1tkiosk3UQ/mMkKexgn7lOkRZydDT/8oRWS1mv1ISAilzABMb5U3JVg4YcHM9IiBujRw5vpdLEsjx8/Tnl5OdXV1Wm75kmcfjpcf731fvt2V5KQm5tLt27daN26dVK/V3FXgofXe0V+sohdKsvy8nI6dOhAz549nVub4mFEhMrKSsrLy+nVq1dS51Bxj5dMnDWgOIMfehcuU11dnbHCDtb6nLy8PCoqKpI+R2aIe6rCnKmzBhTn8HrvwgPYJuxHj8JXX0GHDtC+vT3nTAOp5j/44m6HMGfqrIFItOfiTzL9vh09Cjt3npg91adPSgLfvn17jh49amMCnSP44m6HMPvJR+oEzTWQmS4cXkd7nJbFHgpZ70Mh67OPrPdUiGuDbF9jRzheP0R9dJKmGkiNMul9fB7V0BY6dLAsdrBeG7bIjIfrr7+eyy67jP79+1NcXNz4/X333Uf//v0ZNWpUo0988+bNDB8+nEGDBnHDDTdQVVXFjh07uPzyyxt/t2fPHgYOHAjAxo0bGTlyJJdddhljx47lwIEDNmQ2ing2WnXiL60bZHtwk1tfsWaNSNu2ItnZ1mu4PLOzRcB6LSpyO5VKNE3dt8j/efiZ2LZtW8K/aTZLX30l8umn1msCVFZWiojIsWPHpH///nLo0CEB5OWXXxYRkV/84hcyffp0EREZOHCglJSUiIjIrFmz5Cc/+YmIiAwePFg+/vhjERF54oknZPbs2VJbWysFBQXy+eefi4jI4sWL5Y477mgyDU2VA3FukJ0Z4q6kTvST05JwJHtOxX6aKmM77p3DJCruTmTp5z//uQwaNEgGDRokHTt2lNLSUsnKypLjx4+LiMju3btl8ODB8sUXX0j37t0bf7dr1y4ZMmSIiIg89thj8vjjj4uIyJAhQ2Tnzp2ydetW6dChgwwePFgGDx4sAwYMkDFjxjSZhlTEPfg+91RQn/IJomd3FBTAnDmwbBlMnOjNiItK07NyAjhBwO4slZSUsHLlSkpLSznttNMoLCxsckFVrBktN910EzfeeCMTJkzAGMNFF13E1q1b6d+/P6UOuzKD73NPFvUpt0xpKcyYYYnyjBmJl4/6g93DiW0hXd7C0e4sHTlyhM6dO3PaaaexY8cO1q5dC0AoFGLp0qUALFq0iCuvvJJOnTrRuXNn3n33XQAWLlzIyJEjAbjgggvIzs5m9uzZ3HTTTQD07duXioqKRnE/fvw4H330UWoJbgK13JsjgNZNiyTaS0m1fDJ9BpKb2L2IygO9MLuzNG7cOJ5//nn69etH3759GT58OADt2rXj/fff59FHH+Wss85iyZIlALz44otMmzaNY8eO0bt3b+bPn994rptuuomf/exnfPLJJwDk5OSwdOlSfvzjH3PkyBHq6uqYMWMG/fv3Ty3R0cTju3Hiz/M+d7f8km74oZPJq/rclTAODK4nM6AaRNTn7gRuLBF3ywJKxgq3o3x0lWYw0F6YJ1Fxb4l0i49brqBkH067y0cHsP2JxsrxJMEQ96CIglsWkBceTg/4bZUU8FMvzKexZhLF/+IeJFFwU2TdfjgzbQDb6wTFYIrG5lgzXsb/4h40UXBbZN3CK37bdIuaF0U0SAZTNBkUa8b/4u4VUVBSIxNdQ14V0aAZTJGEY82ELfcEYs34Df8vYsr0oF5BoqAAZs507x6me2GVVxdyObHIySu0b2+5Ys47r0WXzJ49exgwYEDcp7399tsbFzd5Bf9b7opiF+nuBXq11+mFXpSTtG8fWFdMJP633DVMgGIX6e4FernX6VQvqrgYxo61Xj1OXV0d3//+9+nXrx+TJk3i2LFjcYXqXbVqFUOGDGHgwIHceeed1NTUsH79eiZMmADA//7v/9K2bVtqa2uprq6md+/ejqTf/+Lu1a6t4k/S7Rpy2xWVCKnGjykuhrvvhrfesl7tFnib49uUlZXxox/9iO3bt9OxY0fmzp3Lvffey9KlS9m4cSN33nknDz300Em/qa6u5vbbb2fJkiVs3bqVuro6nnvuOYYMGcLmzZsBePfddxkwYADr169n3bp1DBs2zJb0RuN/t4xXu7aKEiTsGPxdtuzUz1Oneid9UXTv3p0rrrgCgFtuuYWioiI+/PBDxowZA0B9fT1du3Y96TdlZWX06tWLPn36AHDbbbcxd+5cZsyYwQUXXMD27dt5//33uf/++1m9ejX19fWMGDEipXQ2R1yWuzFmnDGmzBizyxjzYBP/b2OMWdLw/3XGmJ52J7RZ4unauhyxTlF8jx095IkTW/6cCqmm7+hROHDAem0gOpxvhw4d6N+/P5s3b2bz5s1s3bqVt956K+5LXHXVVfzxj3+kdevWjB49mr/+9a/89a9/dU/cjTHZwFzgGuAS4GZjzCVRh90FVInIhcDTwP+zO6Et0lLXVn3y9qGNpL+w837ZMYNm6lR44QX49retV7us9lTTF17YtH+/9dog8Hv37m0My7to0SKGDx8eM1Rv37592bNnD7t27QJODv87YsQI5syZQ0FBAWeeeSaVlZWUlZUlNCsnEeJxy1wO7BKRjwGMMYuB64BtEcdcBzzS8H4p8FtjjGmIYOYuQZ6zm068OidbaRq775ddM2imTrVX1MOkkr6mFjZhCfXcuXO58847ueSSS7j33nsZO3Zsi6F6c3NzmT9/PjfeeCN1dXUMHTqUadOmATBs2DA+++wzrrrqKgAGDRrEwYMHY274kSzxiPt5wL6Iz+VA9AhA4zEiUmeMOQLkAYciDzLGTAWmAvTo0SPJJCeI+uTtQRtJf+HE/fL66ulk09fEwqaeXbuyY8eOUw699NJLWb169SnfL1iwoPH9qFGj+OCDD045pm3bttTU1DR+LnZ4xlBaB1RFpBgoBsjPz0+PVR/0ObvpQhtJf6H3K37CC5sCFkwsHnHfD3SP+Nyt4bumjik3xrQCOgGVtqTQDrxucfgBbST9hd6vxAjgwqZ4xH09cJExpheWiE8Bvhd1zHLgNqAUmAS87Ql/u2Iv2kj6C71fGU1McW/wod8DvAlkA/NE5CNjzC+xtntaDvweWGiM2QUcxmoAFEVRkkZEHBts9AOp2sdx+dxFZAWwIuq7/4h4Xw3cmFJKFEVRGsjNzaWyspK8vLyMFHgRobKyktzc3KTP4f8VqoqiBI5u3bpRXl5ORUWF20lxjdzcXLp165b071XcFUXxHK1bt6ZXr15uJ8PX+D9wmKIoinIKKu6KoigBRMVdURQlgBi3pqMbYyqAf9hwqi5EhTkIOJrf4JJJeQXNb7KcLyJnxjrINXG3C2PMBhHJdzsd6ULzG1wyKa+g+XUadcsoiqIEEBV3RVGUABIEcff+Trv2ovkNLpmUV9D8Oorvfe6KoijKqQTBclcURVGi8I24e3qTbgeII7/3G2O2GWP+ZoxZZYw534102kGsvEYcN9EYI8YYX8+wiCe/xpjJDff3I2PMonSn0U7iqMs9jDHvGGM+aKjP491Ipx0YY+YZYz43xnzYzP+NMeaZhrL4mzHmG44lRkQ8/4cVang30BvIAbYAl0Qd8yPg+Yb3U4Albqfb4fx+Czit4f2/+jW/8eS14bgOwGpgLZDvdrodvrcXAR8AnRs+n+V2uh3ObzHwrw3vLwH2uJ3uFPJ7FfAN4MNm/j8e+CNggOHAOqfS4hfLvXGTbhGpBcKbdEdyHfBiw/ulwCjj31ihMfMrIu+IyLGGj2uxdsjyI/HcW4DZwP8DqtOZOAeIJ78/BOaKSBWAiHye5jTaSTz5FaBjw/tOwKdpTJ+tiMhqrD0tmuM64CWxWAucbozp6kRa/CLuTW3SfV5zx4hIHRDepNuPxJPfSO7Csgb8SMy8NnRdu4vIG+lMmEPEc2/7AH2MMe8ZY9YaY8alLXX2E09+HwFuMcaUY+0bcW96kuYKiT7bSaMhf32OMeYWIB8Y6XZanMAYkwX8Grjd5aSkk1ZYrplCrB7ZamPMQBH5wtVUOcfNwAIR+ZUxpgBrV7cBIhJyO2F+xi+WeyKbdOPJTboTI578YowZDTwEXCsiNWlKm93EymsHYABQYozZg+WnXO7jQdV47m05sFxEjovIJ8BOLLH3I/Hk9y7gNQARKQVyseKwBJG4nm078Iu4N27SbYzJwRowXR51THiTbvD/Jt0x82uMGQK8gCXsfvbJtphXETkiIl1EpKeI9MQaX7hWRDa4k9yUiacu/w+W1Y4xpguWm+bjdCbSRuLJ715gFIAxph+WuAd1C6blwK0Ns2aGA0dE5IAjV3J7dDmBUejxWBbMbuChhu9+ifWgg1UhXgd2Ae8Dvd1Os8P5XQl8Bmxu+FvudpqdymvUsSX4eLZMnPfWYLmitgFbgSlup9nh/F4CvIc1k2Yz8G2305xCXl8FDgDHsXpgdwHTgGkR93ZuQ1lsdbIu6wpVRVGUAOIXt4yiKIqSACruiqIoAUTFXVEUJYCouCuKogQQFXdFUZQAouKuKIoSQFTcFUVRAoiKu6IoSgD5/xKkboCqwZJtAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -667,60 +528,6 @@ "Again: **Here the classifier separates the 4d space into two parts, the separation boundary is a plane in this space.**" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To illustrate this, we use ignore `fruitiness` such that we have 3 features:\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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2I5Xj6zF/tpEkCS6XC93d3UGVE8x+ZrMZkiTB4XBE5PgA0NvbC4fDMageVfpZqrENAPT392Pjxo1etw2XaIohkkk0i8WCbdu2+V2O0uMDwOTJk4dcPyi6MYmjUcHOieNPYkcQBIiiiJ6eHphMJmzatAmCICArKwtGoxFz586F0Wj03EHR6Uaeask9rry4uHjEbSPF5XIhLy8PGRkZkQ7Fp/3796OkpASpqamRDsWnQ4cOISsrC1lZWZEOxafm5ma4XC6UlpZGOpQh3Oeq3W7HgQMHMH36dJ/bhPIxb497227//v0YM2YM4uLiRjxGXl4e7rzzTkiShNtvvx0rVqwY9IMiNzfXs/3111+Pd999F3l5edizZ4/X8lasWIF169YhKSkJL7zwAmbOnOn1dRAR+evEJE4gNx6CGU7lcDhgMplgs9mwefNmxMfHIzMzE2VlZZ7nSktLB/3oD4TJZEJhYSFSUlKCKidQ7gTOhAkTInJ8AGhsbITT6UR5eXnEYti1axfGjRsXsc8BADZu3IgFCxZE7PjREIMkSdi0aRNOPfVUAOFNpJ3499atW1FVVeV1XzWSi5IkwWBgSkBr+ImRx8kntMvlwuHDh9HV1QWXy4WkpCTEx8ejurrac7J3dXUpStqcTAvd9qKty7Q3WngfKTjuz9jdOyWQ8y2c9Ho9EhMTvXbHP1lKSgpycnI8yeLq6mqf21577bX46U9/iquvvtrr8++//z5qa2tRW1uLr7/+GjfddBO+/vrrgF8HEdGJThxONRw15gWTJAnd3d3o7OxEd3c39Hq9p7fz7NmzB9UDXV1dQR0rmrBNQ9FGp9MNaoeFmyzL0Ol0SEhICNkxJEkKOgFM4cckjkb50+tGyb7AQHe9+vp6dHV1wWazwel0IikpCaWlpYiPj4fJZEJzczOztUTkUyA/YNyNlOEsWrQIR44c8fn8W2+9hauvvhqCIGD+/Pno7u5Gc3MzCgsL/YqFiMibUE5sfGJv5+7ublitVqSnp6O4uBjjxo3z/MDq6OgYcq1U84ZTNNy8ivTxiYi0gL/GY9xww6nMZjM6OzvR1dWFrq4uJCUloaSkBJMnT0ZSUhI2bdqEgoICT4PB11hLVriRxfc/eHwPI8s9vDIYjY2Ng4bDlZSUoLGxkUkcIlKFXq9XbWJjSZLQ39+Prq4uWCwWNDY2Ij093TNE6tixY8jIyPA6DFmNnj5EpB0838kbJnE0yp85cdxsNhu6urrQ1NSEnp4eWCwWZGVlYfz48UhLS0NiYuKIP3jUvNsT6B0tolCI9kpSKw33UPXEUVLGybTwfhGRNihpt7jbYd6uPTabDQ0NDTCZTLBarUhNTYXBYEBhYeGQCdwDSRTxZgRR7OF5Tb4wiRPDnE4nOjs7YTKZsHHjRhiNRmRlZSE3NxfJycmYPHmyZ9uOjo4RJzvmDyIiCgVJkoJO4pSUlKChocHz7+PHj6OoqCjY0IiIAHw7sbHSBMuJK0i5ezsXFBSgoqICiYmJEAQBjY2NfsXgLUkUS8Op2M6kaKKVm2c0OjGJo1HeKlpJkmC1WlFTU4Ouri4IgoCUlBQkJiZi5syZnjHV7u67Sow0w3mkK/xQiuXXRhRN1BhOtXTpUjzxxBNYvnw5vv76a6Snp3MoFRGpZqSeOA6HA06nEzU1Nejr6xu0glRiYiJSU1MHrbhH3rHdNYDvA7kxkUTeMImjYbIsw2Qyeea1sdvtEAQBpaWlGDduHIxGI/r7+3H48OERZx33Nd9NKLGCGj1YAQVPK+dLqIZTXX755fjss8/Q0dGBkpIS/OY3v4HT6QQA/OQnP8GSJUuwbt06VFRUICkpCc8//3zAr4GI6GQnrk4ly7JnOWz3ZMR6vR6SJCE/Px+VlZWDrmmdnZ2KlhV28+cmEutXdfH9pGiilbYfhR+TOBrT19eH9vZ2NDY2wul0Ijc3F9nZ2SgtLfWMt87Lyxu2DF8VlK8JkIfbL9DeKqwkRw9WQOqJ1fNGSU+cV199ddjnBUHAk08+qWZYREQeoih65hU0mUzo6enxTD7sXkHqm2++QVpamuLhof62oYZbrEIN7IFM9C0Op6JoxiSOxrS3t8NoNKKoqAh6vX7QZHg2m23I9mpX+KzcKRREScTBroPITMhEQUpBpMOhMFNjYmMiolBpbGzEU089hcWLF+Pcc8+FwWBAZWXlkO18/eDjD0FtYVuXogUTSeQLkzgaM378eEiS5OmJc6JgTnIlq12pfRFhJRm8WLmwv1HzBt459A7i9fG4f+H9KEktCevx+V1UTyANDjUmNiYiCpXi4mLcfvvtSExMRGZmJtra2vwuw59hU6N1OFUsvRYiolBiqznGjLTClPsxtXrixPJwKnYrDp/DpsNI0CfA5rKhzex/41gN0f6djOXv4kjL9hIRKXH99dcjLy8PU6dO9fq8LMv42c9+hoqKCkyfPh3btm1TXPaJc+L4MlxSRg3hGE4VabFc1xERqYVJHI3y1XPGGyUVotrJHiJ/XFZ1GQpTC7GodBGm5npvfFN0NLBHEsg1g8OpiEgN1157LdavX+/z+ffffx+1tbWora3FX/7yF9x0002Ky3YvMQ4Efp0L5fZqYbuPQmlL0xbc8+k9+HfDvyMdyoiiYShTNMRA0YnDqWKM0oRNIHdylAy5IgrEuIxxWLVwVaTDIJUEMpyKjRQiCtaiRYtw5MgRn8+/9dZbuPrqqyEIAubPn4/u7m40NzejsLBwxLJ1Oh1EURx2G7UmKvbnesh2GGmF3WXHin+tgFNy4uMjH+ODyz9AekJ6pMMi0iTe+tQopRW80so93D+g2OggIjf2xCGicGhsbERpaann3yUlJWhsbFS0r7vdEkj7JZB9gp0rJxCRbpsxmR/bdIIO8fp4OEUnjDojDDr2JRgJe+KQLzx7NExJrxhfw6QCKY8XkejEZNjooJXPmRMbE1G0CqbXi3tOnOH4e+0L9Rw6RNHEqDfimfOewefHPseCkgVIjkuOdEjDYgKFohmTOBrlz0VFydAppXdf1BxOFe0/SiN9R4rUd8h0CO8deg9TcqbgzPIzNVc5ay1epTiciojCoaSkBA0NDZ5/Hz9+HEVFRYr2dc+JM1LbINRJGQ5rDy3WRaFVkVWBiqyKSIdBpHm89alhgVbkSufECWVPHFaSFAnP7ngWdd11WHNgDZr6mzyPswEcWRxORUThsHTpUrz44ouQZRlfffUV0tPTFc2HAwye2DgQaiwxHuq2E9tmRNGFvYHIF/bE0Si158RRineASMvyk/Oxt2MvUowpSDYO7sbLSlI9nNiYiCLh8ssvx2effYaOjg6UlJTgN7/5DZxOJwDgJz/5CZYsWYJ169ahoqICSUlJeP755xWXrdfrR+yJEwttIq3Hrwa+B0QU7ZjE0TA1Eyr+LFmuFlaSFG4/OuVH2N+xH8WpxchIyIh0OH6J5fOFPXGISA2vvvrqsM8LgoAnn3wyoLIFQQi4J45ayR2uEkqjBb/TA9gTh3xhEkejgumJ40+Fz+FUFEuSjcmYXTg70mEELFbPG05sTETRTunExmotMR6pH7H88UzR5lDXIdhFO6bkTgnrcZlAoWjGVrOGqd0TR8ljwx0z1i50vLtFFB4cTkVE0c6dxAl0iXEt0EqcNHp8fvRzLF2zFJf84xKs2bcm0uEQRQ0mcTTKn5443h5TMrHxyY8pOSaTHkTkLw6nIqJop2Ri4+ESPGo8zuFUNNrsbNsJu2iHKInY3LQ50uGEXbh6AzGBqz1sNWuY0opc6YpVgRwz0HLY6FAHL7qjRyyfL+yyTETRzj0njprtF1/XPV4PI4fvffQQBAGXTLoEVTlVGJMxBjeecmNYj8+2CUUzzokT4/y5axPIxMZMxlAs0Mp3OFYbE+yJQ0TRTsmcOL6o2VYKZX3FNh1FC/f3sDi1GO9c9k6Eo4msWG37UXDYatYotVeT8rVvqCY2Joo2/H5HDic2JqJo5x5OpeYS4/5ObOzPEHkKHN9Pihb8LpIvbDVrlJKky3DbKdlXafmBXmB4YSIigBMbE1H0C7YnjlawbUZEFP04nErDghkmpXSenNG8xLhW7m5pIUYKXix/zhxORURaEExPHDWu4aFul2ihbaYGWZax8fhGyJBxWslpo+Z1k3+iZU6caIiBog9bzTEumFWsvInlH5KkbU9+8yTmvjAX9315n+LvabetG/Xd9ZDk4VcciRaxWpGzJw4RRbtgeuL44u9wKn/KiAhJgrBtG4R9+4BoicmLtTVr8ZP3f4Kb1t2E1/e/HulwiHyKmnObog6TOBrlz5w4oeyxw+FUFA0cogNPb38aBp0Bbx58E439jSPu02ntxD2f34Nff/lrvH307TBESb4wiUNE0U6v1yu6VgWblNEy3XvvQf/AA9Dfey+EbdsiHY5PR7qPwCk64ZScONJ9JNLhEEUc22Daw+FUGqU0YRNsef5uo+bxiJQy6oyYkT8Du9t3oyS1BLmJuSPu02puRa+jF6lxqajprglDlKNDINcgDqciomin0+kgiiIA39c5f9s2akyErHbbLKhkU1MTIAiAywV0dqoWl9qumn4VarpqIMkSrqm+JtLhkA+R/q0QDcOpoiEGik5M4mjMiSeykoo8mCXGvfF1TJvNhubmZvT09EAQhEGxnByXIAiw2Wyw2Ww4ePCg1+d9/dufbYPZVxAE9Pb2wmazwel0qnbcYMrx9m+73Y7+/n7Vy1Uas5JyRFGEy+Ua8j4GE8PJBEHAs+c+i5quGozLGId4Q/yw2wPAhMwJmFs4F7WmWpxbdu6I20daLFfkXJ2KiKJdOJcY92d7WZbhdDpx6NAhuFyuIeV4+9vXv00mE/r6+mAymfwuQxAE6GfOREZdHaTERPQUF0Ouq/O7DIfDgWPHjvm9n7/xPjD7gYE/zECbuc3znLvt19HREVT5wbQLXS4XrFYr9Hq9quX7E68sy57vYCTaHqOh5xpRMJjEiTFqXvRGmtjY6XTCbDZj79690Ol0KCgoQHFx8ZCGzskxybKM3t5e9Pb2Ijc3d8hzSv8djm3dlVgojutPOb7+bbVaAQBmszmkxwlmW4vFgt7eXhgMhhG39fVvf+w/ul/xtvMxH/Mz5sPR70C9uR7Hjx8P+LjD8ZaA8bfx53K54HA4YLFYVEuGhSI5abfbUVtbq6icffv24dNPP4XZbEZNTQ3uu+8+TxJYr9dj5cqVICKKBoIgqL7EeDAsFgtaW1vR1tYGp9OJsrIypKSkDNrG3/aI3W5HcnIyMjIyRtzHaxnJybDdfjsAIEHBsX097n4fT3xekqQh2430OgNpz5jNZjgcDnSe0JNopHjVOrb7v729vTh69GjA7SY13g+z2YxNmzYhUmRZhsViwcaNG1Ut1582kiRJsFgs2Lx5s+pJM6Xbulwu9Pb2Ys+ePSEp393mmjRpEkhbmMTRKG8NBW+Zcl+PBdodV5IktLS0oKmpCXa7HQAwfvx45OXlQZIkOBwORXfUZVmG3W5HZmamouNGgsvlQkJCAvLz8yMdik8HDx5EXl6ep8EVjWpra5GTkxPSz1qURHzd9DX0Oj3mFs71+67RsWPHEBcXh4KCghBFGHzjrre3F62traioqPC573BlqZnMG67szs5O5OTkKNpv7Nixnl58nZ2dmD179pCGu9v69euxYsUKiKKIG264AXfdddeg548dO4ZrrrkG3d3dEEURDz/8MJYsWTKkHCKiQISiJ85wSR9vj0uS5On1rNfrkZ+fj2nTpqG2thZ5eXkwGo0BxedmMpmQmpo66Boebg0NDSgtLY3Y8VtbW9Hf34/x48dHLIZdu3Zh7NixSE1NjVgMGzduxIIFC4Iu58mtT+Lvu/+O5VXLcdu82xTvJ4oitmzZgvnz5wcdAxBYkstisaC2thbTp08PedJsuKSiKIqec0KN8tW8cUqRwySORvn6kRrMiegtsSPLMiRJQmdnJ5qamtDX14fe3l5MmDABqamp2Lt3L+Li4gI+Jimj27ED+i+/hGvJEsgRbFhEq/cOvYfndj0HALhj7h1YVLYowhEN5c/wMG8MBgP0en3Un28Gg0Fxwi47OxtTp07F1q1bcfjwYXzve9/zup0oirjlllvw4YcfoqSkBHPmzMHSpUtRVVXl2ebBBx/EsmVEgPnvAAAgAElEQVTLcNNNN2Hfvn1YsmQJjhw5osZLIiKCTqcLW0+cE+sIl8uF9vZ2tLa2oq+vD0lJSZg2bZqnLnA4HPwRpjK+n+rotffij5v/iERDIv78zZ9x5bQrkZMUmQRhIG0wvV4PvV4fdHI0GIIgIC4uDunp6SE7xom93Eg7mMTRsEB703jjbSys3W5HXV0dzGYzsrKyUFJSAqvViokTJwZ8HApAVxcSL7kEgtWKuKefhnn3buA/vZ1idY4Uf5nsJsgY6MHR6+iNdDgh4W1IVqyQ5eEnNt68eTMqKiowbtw4AMDy5cvx1ltvDUriCMLAPFYA0NPTg6KiotAGTUSjSjiXGJckCf39/di9ezdsNhtyc3NRWVmJ+vp65OfnR3cy32YDZBlITIx0JBRhycZklKeXo6G3AUWpRUiLT/Nr/1ht8xCpgUmcGKOkgeGr0SDLMvr6+tDc3Iz29naIoogxY8agurp60KoMJ5cViHCOGw9UtMQoWK2AywVZECCYzYAoepI4AO8YAcBFEy+C2WmGUWfEGWPOiHQ45KeRlu1tbGwc1L2+pKQEX3/99aBt7r//fpx99tl4/PHHYTab8dFHH4UsXiIafZTOiePr8ZHqakmS0N3djZaWFnR3dyMhIQETJ04cNM+Nr+HwarUDgi7r8GEYHngAkCSI99wDubJSlbgofA51HcK6Q+uQ1peGBQhuOJVep8c/LvkHdrbtxPS86YjTK08+sm07IJZv4FFwmMTRqGAq2pMvBhaLBS0tLWhra4PFYkFhYSHGjx+PAwcOID093XOHPBRDuGhkcnEx7KtXw/DPf8L54x8DEezWGa3S4tNw88ybIx0GBWiknji+5pI40auvvoprr70Wd9xxBzZt2oSrrroKe/bs4apXRKQKpT1x/GkTybIMh8OBgwcPwmQyISMjA0VFRcjOzobVah0yUXG0023bBlitgF4P4auvmMTRGEmWcO0716LT2gnZIeN7i76H7MTsoMpMT0iPyiHuSvD3DUUzJnE0SumExb6IooijR4+ipaUFOp0OqampyM/Px5QpU4Y9Bi9okeG67DK4Lrss0mFQBMXyuTfSEuMlJSVoaGjw/Pv48eNDhks999xzWL9+PQDg1FNP9SwRm5eXF5qgiWhUCWZOnJMfN5vNaG1tRWtrKwCgqKgIFRUVnutge3u7XxMeRwtpzhzo1q8HRBGyCpPiUvg5RSf0gh5OOCFKQ3vgjzaR7gXDnjjkC5M4GuZvRe5yudDa2oqmpib09/dDlmVUV1cjISEBnZ2daG9v9/sYsTycikYPrXwXY7UiF0Vx2Nc2Z84c1NbWor6+HsXFxXjttdfwyiuvDNqmrKwMH3/8Ma699lrs37/fM48EEZEa3EmcQLlcLhw9ehTt7e2Ii4tDfn4+Jk2ahNbWVmRnK+vtEOwNPCXlB1VWeTlcTz018Hc0z9szjFitZ5XQCTr875L/xZr9a1BkKUJeMm+CEEUrJnFiiLeKR5IkOJ1O7NixAxaLBXl5eZg0aRL27t2L8vLyQfsGmrDRyg9gouGM5oZbpI00nMpgMOCJJ57AOeecA1EUcf3112PKlCn49a9/jdmzZ2Pp0qV45JFHcOONN+LRRx+FIAh44YUX+JkSkWrcc+L4w+FwoL29HcePH4coiigvL0d1dbVntZu+vr7Ya0OFKHkjSiIcogOJRk6YHEozCmZgRsEMbNy4MdKhENEwmMTRqOGSLrIso6urC83Nzeju7oYoihg3bhxSU1MhCILXCYp9HcNb2aMFewuphz+maThKugsvWbIES5YsGfTYqlWrPH9XVVVhw4YNIYmPiMg9J85Iw6lcLhdaWlrQ2toKp9OJvLw8jBkzBv39/YpXzVM6LGu06LR24t7P7kWXtQu3zb0N80vmh/R44XqPbS4b3qx5E6Ik4qJJFyHJmASAbSa3SL8P0TCUKRpioOjEJE6MkGUZvb29sNls2LBhAzIzM1FUVIQpU6Zg06ZNSEv7dlk/X6sb+Cp3uG1OLkvphWa0NkQUcToR98gjENrb4bjrLsgcEjKsNnMbjvQcwdTcqZ4GUCyK5fNlpJ44RESRNtxwKkmS0NXVhY6ODrS3tyM/Px8VFRVITk4GAHR1dYUsrqgaThUi+zv2o9XcitS4VKyvWx/yJE64fHLkE/zjwD8gQECiMREXT7o40iFFjWj8HhJFEyZxNMpd0fb396O5uRltbW1ISUmBXq/HggULAvpBxAtmdDCsWYO4P/8ZcLkg9PbC9swzkQ4pKKH8XvXae3Hbx7eh196LqblT8fB3Hg7ZsaKBGndjDnYdxO82/Q7ZSdm4+9S7kZmQqUJkwRlpYmMiokg7uSeOLMvo7u5Ga2srenp6kJWVhbS0NOTl5SEnJ2fQvoH0rGGb7FuTsichNykXJpsJ3y3/7rDb7mrdhb/t+hsm507GddOvg16nD1OUQ/XZ+/DGgTcGEjSVF8OoH7y6aKIhEQIG6vUkQ+zehKLAsScO+cIkjgbZbDYcP34cnZ2dEEURhYWFmDdvHgwGAzZu3DjijyFfPWq8PRaqiY1pqDcPvonX9r2G8xx5+LEA6AQBciLHfg+n296NXnsvUowpqOuuC7ic0dRYfuPAG+h39qOtow3ftHwzYoM4HNwrvhARRSv3nDh9fX2w2WzYvHkz0tLSUFBQgMrKSgiCgMOHD6tyLfNVRrT2lFGDyWbC3Z/cjZrjNXi84nFMzpmMfx74J9ot7bh86uX40zl/gkN0ICVu+GXXn9/5PPod/fio7iMsLF2IyuzILXP++v7XsbZmLQAgJzEHZ449c9Dzi8csRrwhHqIkYkEJV/MiIuWYxNGY+vp6NDc3Izs7GxkZGZg1a1ZA5XhrBATaMAhkv1huiATC7rLjj1v+iJS4FDwb14zz7v9v5JsccN5ww7D7SbI0qt/H0tRSLJ+8HF81fYUrplwRVFnhTCK4P7NIJC5mFszElpYtSI5Lxtj0sWE/vjccTkVE0e7FF1/EV199hfr6euj1esyZMyfo65YabaFYGU61sWEj9rTvgcPlwIu7X8SSiiX405Y/QZKlgTlxFt6LOP3IkyZX5lTisyOfISUuBTlJ3/aIkmUZJpsJ6fHp0Ov0sLlsiNfHh7QePnGId7whfsjzOkEX0uTNpuObcPuHtyM/OR/Pnv8scpM4PN8f7AVD0YxJHI0pLy9HWVkZLBYL+vr6VCs31MtWalE4X3+cPg5jM8aivrseeUl5SLrsBjgNCZ7nRUnErz7/Fb5p+QYrF6zEd8Z8B/s69uEnG36ChPgEPL3kaYzLGBeWWCPlSM8ROEQHKjIroBMGGs6CIODKqVfiyqlXRjg65Q50HsCP3v8RBAj433P/F5OyJynaT63v4jnjzkFVThWSjEnITlS2rG2osScOEUW7qqoqtLW1obq6Glu2bPGawFFrQuLROMxqYvZEpBhT0IEOzCuaB4Nu4CeKDHnIMKTh3DDjBiwqXYS85LxBddzvN/0er+59FZXZlfjuuO/izZo3MatgFu5deK/nWGq7eNLFyErMQqIhMSI9bf6y/S9wiA4cNh3G50c/x/cnfz/sMQSD7QImksg33vrUGPeJHMwJreZS4aM90aMWQRDw+FmP43en/w5/OfcvSDghgQMAm5s34+3at3G87zhWfrESAPDOoXdgFa0w2Uz4sP7DsMfc5+iDw+WAKClb7SwYf935Vyx+eTGWvbkMHx/5OOTHC6W1B9ei29YNk82ENw++6de+alXkpWmlUZPAAdgTh4jUs379elRWVqKiogIPPzx0nrRjx47h9NNPxymnnILp06dj3bp1ispdsGAB9PrA5ldR69odyz/mJmRNwIsXvIi7Ku/CxZMuxmklp+FXp/0KN8+6GbfMukVxOQadAVW5VYN64QDAGzVvICMhAwc7D+K1Pa8hNzEXnx/9HMd6jikqV5ZlHOo6hIOdBxW3e+P0cTh73NlYWLbQc/MpnM4oPwOiLCLZmIzpedPDfvxg8LcF0fDYatawcFzgQnkMXqAHS4lLgUty4ab1N+HP2/486P0pTi323Ily99xYWDLQKEg0JGJe0bywxvqHzX/AlGemoPjJYsx4fgZ2tu0M6fGe2/UcJFlCu6Udm5s3h/RYobaoZBHi9HGI08dhYcnCSIcTFTixMRGpQRRF3HLLLXj//fexb98+vPrqq9i3b9+gbR588EEsW7YM27dvx2uvvYabb75ZUdnDrU7l5m8PmmgbTgVEtm2Wl5yHosQiCIIAQRBwbsW5uHLalUiNTw267EsnXwqTzYTJuZNxzrhz8Hbt29jZthO/+PgXg7bzlSjb2rwVq75chQf+/QA2Hd8UdDzhcNW0q7D20rV4d/m7mJg9MdLhaE409ILhbyXyhcOpNErtSlvpZMeBbKPmfrHujk/ugMVhwd6OvThjzBmehE1ZWhnWXrwWh7sPY1HpIgDAgpIFeGL+E8jOysa4/KFDqSxOC75q+goTsyaiJLVE1Thf3PMiXJILDtGBHlsP/m///6E6r1rVY5zorPKz8NLel2DUGXHJxEtCdpw2cxver3sf4zLGYWFpaBIsp5WehveWvQcAyE/OD8kxtIbDqYhIDZs3b0ZFRQXGjRuoE5cvX4633noLVVVVnm0EQUBvby8AoKenB0VFRYrKdk9sHA5qDcsK5LhRTxQBQQD8TPzfOf9O3DjjRqTGp2Jf+z78ccsfoRf02Hh8o6If6y3mFoiyCAECmvqbgnkFYRXrQ+1HA02clxR2TOKQRzgnNibvilOKsb9zPxINiUOWfh6fOR7jM8cPeiwzPhMZ8Rley7r1w1vxTcs3SDIm4e1L3h7StTgY36/8Pv6y4y8w6AxIMibhnLHnqFa2N7/+r1/j0kmXoiClIKTDgB7d8ij2tO+BTtChILkAE7ImhOQ4gSRvYvk843AqIlJDY2MjSktLPf8uKSnB119/PWib+++/H2effTYef/xxmM1mfPTRR4rKdi8xPpzhki++xPK1XW3CwYPQP/wwkJgI1733AgUFfu2fnpAOAJiUMwmnjzkdnx79FLfPvX3I5+PtM1lUugh1pjpIsjRklSktc0kuLF+7HF8e+xL3LbwPN89W1jONiCKLSRyNUjsrq9bExv50PYz2hksk5vt55txn8NmxzzA1d2rQvTRqOmtg1BlhdVrRbG5WNYmz8rSV+NGMH8EluWDUG0O+4oFO0GFK7pSQlX/yalHurtzRJhpjUkM0dFkmIu1TkkB59dVXce211+KOO+7Apk2bcNVVV2HPnj0jJpKVDKcKNrZAqHntjPZ5DoWPPoLsdELo64Nu+3ZI554bUDkGnQEvXfiSX/ukJ6RjxdwVAR0vEOH6HDY3bcanRz6F2WnGys9WMokTZdg+Il9461PD1L7ABzqx8XD/VrpfrJNlGU988wQueuMirDvsexLFrMQsXFx5MSZmBT92+TcLf4OC5AJcOulSTMlRPwGSl5yHotSimFmyUhAE/HzOz3F51eX45bxfoiKzItIhaU4wvfnC2RNn69atqK+vBwB88cUXuPXWW/Hxx9qeMJuIBnreNDQ0eP59/PjxIcOlnnvuOSxbtgwAcOqpp8Jms6Gjo2PEspX0xPHF3zZPpIZTRTt53jwIsgykpECapGxlRyUkWcLe9r1o6G0YeeMYU5FZAaPOiBRjCmYXzo50OIOE+rfCwc6DeHHXi6jrrvP6PBMoFM3YE0ejwlGRx0qPmmhwtPcoXtzzIhL0CVi1YRXOHXduyCuGM8vPxJnlsdPlNxxyknLwgyk/iHQYo44kSQGv+uIPURSh1+tx//3347bbbkN5eTkeeughzJkzB7///e+RnJyM+fPnhzwOIgqNOXPmoLa2FvX19SguLsZrr72GV155ZdA2ZWVl+Pjjj3Httddi//79sNlsyM0d+WZEtE5sPJrIs2bB9eSTgF4PpKSoVu4/9v8Db+x/A3H6OKyYtgJpSFOt7Gi0oWEDnt72NM4aexaunn41tt+4Hfs69uG0ktMiHZpHqM+Lfkc/rn/3evTYe/D8zufx4RUfhmypeS1gskp72BNHY0J1kqmx7DgvAL5lJWQhPS4dNtGGiZkT+V5FoW57Nxp6G6K2QR2tcakh3BMbGwwGpKenY+3atZg3bx4efPBBZGZmwmKxhC0GIlKfwWDAE088gXPOOQeTJ0/GsmXLMGXKFPz617/G22+/DQB45JFH8Mwzz6C6uhqXX345XnjhBUXXH6U9cdS4VkcyuRPIcb849gUu+ccleODLB+CSXCGIChC2b4fur38FurpUTeAAQH13PeIMcbCLdnRYR+6VpXU3vX8TNjduxkMbHkJddx0KUwpxZvmZSDAkRDq0sHFJLthcNsTr42FxWiBKYqRD8oq9gciX0Zty1LhQnNAnV9xKV6cKdBhWLP8oPVlafBpeXvoyDnQewMyCmYr2EWproevogDh37sBdJwqZJksTVu9ZDUkn4YfVP8SFEy+MdEheRXtFHmhjI1yNFPcxiouLsWbNGnz00Ue45557AAC9vb2cXJkoBixZsgRLliwZ9NiqVas8f1dVVWHDhg1+l6u0J46vx9WYEyccq1MFUv5jmx+D2WHGh/UfYunEpajOV3m1yq4u6B99FDIAw9atA71xVKwzlk9Zjue2P4f8lHxMzZkKS29gCf197fuwo3UHFpYtRGla6cg7REhOUg6O9hxFoj4RKUZ1E2JakZGQgd+f+Xu8U/sOllUtQ7whfsg2TKBQNGMSR8PUXmLcW3mjKdFyMrWXE81LzkNecp6ibXU7dyLxyisBUYTz6qvhuOsu1eKIZZIsweqyItmY7Nd+x/qPwew0IyMpA1uat0RtEidWSZIUlgSK+xh/+tOf8PLLL+PUU0/FeeedB7PZjCuvvBKVlZUhj4GItCnYiY190Vo7q667Dn/d8VdMz5uOSydfCkEQUJ1fjY/qP0JqXCqKUkdest0lubC2Zi1cogsXT7p46A9ohwNoaABKSoD4+IEbWXo9YLPio5R2NO55BedNOA8ZCd5X5/TXmPQxWPWdgURfe3s7LPA/iWOymfDLT34Jm8uGdYfW4e8X/D1qEwAvX/gyPqz7ELMKZylul8ai08tPx+nlp0c6jBFF6/eIIotJHI2Klp4svLCoT5ZlfPnxs5jT24rkuGTot28P27G3t27HpsZNOGvsWZiQGZrltYNxvO843j30LqbkTMHC0oWDnrO77Hhs62Oo667D9yq+h/MqzlNc7pTMKZiQMQE9Yg+WTVqmdtg0gnAPpzKbzbjssssQHx+PpqYmbN68GYsXL0ZhYWHYYiAibVFyY0crPW6COe7PP/w5ajpr8NbBt1CZXYnq/Gr86rRf4YKJFyhe7GBtzVqs3rgaAGBxWvDDU3747ZOSBP2990KoqYE8YQLE3/0OSE+HeM892LHjfTzcvxbirhdQ31OPlf+1MqjX602g770oiRBlEQadATbRpnpcaipMKcTV06+OdBgj4m8M7SV5KXyYxCEAwS0xHsyKNDTU4e7DuDvx33iw3ICSbisqfvnLsBzXZDPh9o9uh9Vlxdu1b2PdsnXQCf73juh39CPBkBCSCeJ+t+l3ONZ7DOvr1qMsrQxj0sd4nms2N+Nw92HkJeXhk6Of+JXESTGkYNW8VYomt4wULZwvwQynCkdPHPfExpdffjlWrFiBs88+G1deeSVcLhfS09Pxhz/8ARMmRF/ykogiL5jVqQB1Jjb2d+LkQIxUTqI+ceCaDR3i9HEABpbs9mcIlWfeHAFwSs5Bz+ntdggHDgD5+RBqa4H+fiAtDXJFBcSU0yB/8i4gSyGtE2VZRkNvA7ISspAcp6xnb05SDu5beB++avwK544P/eIVSmxo2IA3a97EhZUX4rTS6Jm0WAkttHmIIolJHI0Kx5w4oRQNlVu0SotLgzM5AT+7Jg8TsyZizUzfc+io+T5KsgRJlqAX9BBlceD74Gfxf9v9N6z8YiWyE7Oxftl6FKQUqBYfAMTp4+CSXIjTxw1JEhUmF2J8xnhPT5zdbbvx2v7XML9oPs6vOH/E90oL30ktxBiIcPfEkWUZBQUF+Ne//oXZs2dj9erVuPjii9He3s4kDhF5FezqVP6Iht7WZocZLeYWjM0YO+iGzqNnP4o3DryBqpwqTM6ZHFDZF1deDKvTCofowFXTrhr0nJiYCGnZMujefRfSxRcDqame507JPwU/n/dzNPU14YLKCwI69tsH38br+17H8inLcd4E7zd7Xq9/HV9+8yWyErPw1JKnkJmQqajsecXzMK94XkBxqc3sMONH634Eh+jAusPrsPm6zXBKTiQaEr3O/0JDRcucOKGOIRpeI/mPSRwNi4YlxqOhoaF5sgz9l18Cej3EBQuQl5yHv53/N+zt2ItFpYsU7B7c+2932WGymZCfnI/Vp6/GFw1f4PyK86HX+T+Z8rM7nwUAdNu68UXDF1g2+duhSTaXDTpBh6M9R3Hde9dBJ+jw/HnPY3zmeMXl33XqXfj06KeYmDURxanFg56LN8Tjznl3wuqywuq0YsZfZ6DP0Yentj+FBxc+iHhDPOYXzceU3Cl+vy5SJpjvYjh64rivafHx8di3bx/WrFmDiy66CABgsVg4sTER+RRMT5zhhln5W2ao21yyLKPH1oPz/u88tJvb8b2J38P/++7/8zxfkFKAW2bf4leZHR3HsGPfJyiffCoqcisRb4jH9TOuR5e1a2Aeu5N6u0hXXAHpiiuGlCMIAs4Zf05gLwxAj60HKz9bCb1Oj7s/vRuLxyxGStzQiX23dmxFWlIaOq2dONJ9BJkFwydxnKIT6w6tg8VpwdKJSxX33gklQRAGbspJIvQGPd4++DZ+/9XvkZWYhb9f8HcUpnD4sBbwNxb5wiSORqmdPFFjiXF/aeHCFI4YDS+9hPiHHgIEAfZVq+C69FJMzJqIiVkTQ37sbls3LvrnRWjub8Y1067B3afejfnF82GymfDynpcxNmMsFpQsUFzeD6p+gN9u+i2Sjck4reTbrrtHeo/g9Z2vw6gzosvahYa+gaW8/77n77h/4f2Ky89Nyh2UGDqZTtAh2ZiMNnMbHKIDwMA49ae3P42sxCz848A/sOaiNUiNS/VZBgUnkDs64Z7Y+NFHH8UDDzyAsrIynH/++bDZbJg+fXpUD6cjosgK1cTG/gjXHflDpkPosHQgwZCAD+s/DKpMU1cTXrthDpK7LdhQVYSf/eErZCZkYkfLDtz6r1shyRJWn7E6LMN9EgwJSItPg8lmQlZiFuL13nukXFB2AV5veh3V+dWKehttaNiA53c+DwBwSA5cM/0aVeMORJIxCS9d8BI+qPsA54w7B7/d+FvE6+PRaenEjpYdKKxgEocGaOH3GA3FJA55cDjVYOGKUXf4MOB0AoIAXV1d4OUcOADDK69AXLgQ4llnKdpnX8c+tJnbkGBIwJsH38Tdp94NAPjV57/CxuMbEW+IxwvnvYCqnCpF5d008yZcUnkJUuNSkWhM9Dy+t3MvZMjod/ajKLXIM45+XlFouh2PzRiLX576Szy17SlMyJwAURY9/5dkZY3wQ6ZDeLv2bSwuW4xZBbNCEqc/YrmSDfdwqvLycjz33HPo7+9HUlISdDodVq9eHbbjE5H2jIaJjd2m5k7FKQWnYEvTFtw5/07/du7vh+7VV4H4eEjLl2PXwc+R3GNBV4oOeUfaYXVakZmQiU2Nm2Bz2aAX9Pji2Bc+kzh2lx1Pbn0S7dZ2rJizIqhh2vGGeLxy4SvY3LQZ84vnw6g3et3utILTcN2i6xR/bnqdHvJ//heni/M7LlmW8dbBt7C/Y7+qEw5Pz5+O6fnTAQDLq5Zj1ZerkJech1mFkW/T+CLLMp7b8Ry2Nm7Fd1O/i1mIXKzR0O6KliFdFH2YxNEotU/oQCc2jnRDIxY4f/xj6GprAZ0OzuuuU7SPyWZCh7UDgvzt55ZwzTUQ2tthXLMGlg8+gDxmzDAlDJiWNw1j0sfgsOkwfjTjR57H++x90At6yLKMfke/X6/H23KV03Omo6avBonxibh++vW4cOKF0Am6kPY2umPuHbhj7h0ABpJVH9R9gEVli5Aenz7ivpIs4fzXz0eXtQuPbX0M267bhuzE7JDFqlS0V+TRPrGxW21tLVasWIH169dj7969KCkpwV133YU777wTY8eODVscRKQd0TCxsa9y1OIZcmqIx6sXvQpJljzz4UiyhDZzG3KTcocdbq17+WXoX3554B/p6ShfNB+fTi1Ffl0rxAuWepYgP3vc2Xjr4FtwSk5cMNH3/Db/qvsXXtz9IoCBnrWrzxw+4b6zdSce+PcDqMiswG8W/WbI/C9l6WUoSy8b8T3wpy47rfQ0iLIIq9OKM8rPULyf27aWbVj52Uo4JSd2te3Cryp+5XcZI7mg8gKcOfbMkC08oZbtrdvx+JbHIcoi9uv24/uLvx/ReKK93UWjV/SexTQifypyJT+ugmkY9Pf34+jRozCZTIoueJIkwWazYcuWLUOeO3H/SP5tsVggyzLMZrOqZXt97qGHBv62WoGjR4ctp93ajts33Q6Ly4LTs0/HDyf/EHa7HeUuF/SSBFkU0dbWBldcnNdyTn7s+e88D7toR6IhER0dHQCAn0/7OV488CImZk7EuLhx6OrqGvZ1DRevw+FAdko2bp9xOwQIMMgGJCckQ5ZlPL/teezq2IUbp92I8vRyn+X0OnrxdfPXmJYzzdMAdG/zft37ONB1AJdPvtwzxvvkciZlTcKkrEmeBvNI31FJltDv6IcgCBAlETaX7+VCu23daLe0oyKzgpV9gMLVE8c9bOunP/0pVq9eDb1ej/7+fqSmpmLPnj0wmUxM4hCRV3q9XlFPnFAOufJ2nZRlGS6XCzt37oTT6fSyl3JOpxOyLKO5uXnIsR6rfQw7u3diUtok/GLSLwYlAk5sC+Q1NyP/P+2m4w0N6DlShtOvegpmlxkFCQXYsWOHZ7+HJz8MGTJczS7sat4FALBarWNB2X0AACAASURBVNi9e7enzM6OTjgdTkiyBLFXxL59+7y+H+6/V25eibq+Ouxt3osqVOCsWhE6pxN9CxdCTkoasZ1msVhg6jOhZXcLipOLPa9zpPZOhb4C0APtLe3Dbuvtsa6uLoiiCFES4bA7YLPZYDKZYLfb/S5rpG2tdquisiRJgtWqbNtAY/EmPT4dOp0ODqdD0U03otGKSRyNCkdPHGD4xI4sywOVncmE+Ph4lJWVYfz48YruqNvtdhw4cADV1dVDjqP2376eH2nfjo4OuFwu5OfnB1R+qP4+Zj4Gi8uCeH08dnbvhCzLkCQJxx95BOlvvQXz3LmwFRQALpdf8fbJfZ6/0+V03DrxVgBAd3c3TnTy/u80vIOPmj7CWYVnITcxF9WZ1Z7uxLIso7+/H6IowthtHLTf3u69WLVjFZyiE1uPb8VTc5/yGe+t39yKJmsTEvWJeHr200g2DEwaWNNbg/v23Aen5MSnBz/FQ9MeUvxenshut6O1tRX19fWex+6ZeA/+2fhPfCf3O2g60IQmNA3Zr9PRiV/u/iWsohVn552Na8rVHQd/4nnpblx3dHT41UDyK5mo8G9fz0uSBIvFgtraWkXlffnll9i3bx+am5vhdDrR3z+QOBMEASUlJbjyyisRCu7VqfR6ved6pdPpoNf7P5k3EY0OwcyJM9wwK3976LgfF0URra2taGxshMvlwvjx45GVlRVQfO4ym5qaBm4KlZcPPG6xALKMPr2Imj01KMsuw1HLUYyZNAY5iTlD9tft3Alh/HgIt9wCOTsbhWeeiUK93q+2SE9PD8b8pyexLMsoKSlBbl4uTDYTzhpz1qDhSpubN2PVV6swIWMCHjrtISQYElCVV4V6cz0SdAmY3epE7iefAYKApKQkWM8/H/rmZryy7yW849iBC8dfhIsrLh4Ug8VuweOHHkeP3IPqnGqsqF7hM94TH3N/NwJp15XHleO2qttwqPcQLiy/EI4+B3p7e2Gz2fwuS8ljI20LADabDfv371f1uEpvFv+s9Gc4Zj6G6qRqbNy4UdE+ahMEAS6XCy6Xy9MODradFEiby2q1wuVywWq1Bl2Wr8cSExM95zxpB5M4o4DS3gcnX1x9bS+KIpqbm9HQ0AAAyM/PR0VFBWRZhsPhCDjGkY4bbv39/XC5XEhLS4t0KIOclXsWPmj9ADVdNbii/Ark5OQgOzsbKCkBvvMdxAMIrBnnv6a+Jvz5kz/DJbmwqWMTshOyMa9oHl654BXPNgcPHkReXh4yMjIG7etsdcKwxwBJkJCRmoGpU6cOen7j8Y042HUQSyqWoO3rNiTEJ8AluVA8oRi5SbmQZRlil4i42jgIooDU9FTMHGY59uEcPnwYGRkZA+/jf8zBHNyEm4bd75Ojn0DaLyE5Lhn7nfsxZ86cgI5/Il8NnpaWFjgcDpSWloY9caj0b6fTib6+PuTk5Cjab9y4cTAajZAkCZIkobKyEpIkQZblQZ8FAKxfvx4rVqyAKIq44YYbcNddd+Fka9aswf333w9BEFBdXY1XXnll0PPua8uECROwbds2dHZ2Ii4uDmvXrkVKSgoyM5UtI0tEo4/SXjahHu7kcrlQV1eHjo4O5Obmorq6Gjt37kRKytBVlvwp1/1fQRAGktt1dTA89BAgSdD/93/j/Ann471D7+GM8jNQmFY4sO3u3dA/8gjk8nKIP/gBDPfcA8FmgzxjBmyPPQq9LHnmwBuJQ3Tgtb2vYWvjVsSPi8ecojmeuM7L8LIUeG8vnvnif9DsbEKLtQU7e3fi3Ipz8eBZD2LJ8SUoSi3CxEMm6BK+ggDAWFCAVJcLPY+vxovFHyIlNRvPu57HNXOvGbSaVJezCx3ODozLG4eD/QdRWFQ4aIn1UJkwYYLn7927d2PMmDERbX9u3Lgx4DZVsBZgAaxWK/bv369aDFanFQ9teAgNPQ2467S7fE5YfeL529HRgc7OTkycODGgRJUaia729nbYbDYUFxcr3s/fGA0GpgO0iJ8aAVCWOLHb7bDZbPjqq6+Qn5+PmTNnoqWlJWbvXg93JyySkoxJ+PM5fwYwkHwIF6GtbaB3T9G3w5kSjYmI08XB5rJBgABJlrCrfdfQfb18v2bkz8Afz/wjdrXtwtXTBk/kd6DzAG798FbYRTs+b/gcDy1+CE9vfxrnjjsXoiTizk/uhCRLuH327bj/v+7HnvY9uG76daq/ZlEamAjZ1+SH84rmYXL2ZBzoOoBbZ9+qyjF9JTR1Ol3U9xZxOBwwGo2KkyELFy4EAPT19SE5ORmXXHKJ1+1EUcQtt9yCDz/8ECUlJZgzZw6WLl2KqqpvJ9yura3Fb3/7W2zYsAGZmZloa2sbUo77/XziiSdw7733orGxEYsXL8asWbPw2GOPoazM9zwJRDS6KZkTx1dbyt+bU97aH/39/WhtbYXT6cTYsWMxe/Zs1ecS+//snXd4FOXah++Zbek9IZWaEAi9hN4UEURExC4HRexgRzzYsevBwmdveJQmIgdEFBVQUUCBCIEQwCSQkCYpEFI3m90p3x9LAiFtEzYN574ur7A7b3lm3Z155/c+5ex5xYQEKC9H1esR4+J49qaneSL0Jowh4VXnI372GRQXI+zcidijB4IsoxqNlBYcZ8LyiyizlvHWxLcYFTGqwblXHVzFK7+/QmZRJt/kf8OCEQu4e9DdtTc+eRLx66+ZcciA2UsmKVjks4TPWJ64nIVjFjK201gA1MEKyty5YLOhDhmCkJyMp0UhRHEnx1pKhFdPXPQu1YYOcgtiZIeRJFUkMavfrBYRcDSanx1ZO/gp7Sf0op63497mvcveq7XduWuwKlGzlSgpKUEQBLy9my+0rLWr7mk0DU3E+Qfg6OKhNk8cVVUpKSnh2LFjlJaWIooiw4cPr7qgNVXoaKsCyYXE8dLj/Jj2I30D+zIw+Px2MnQ7d+IyYwYoChVvvYV0xRUA+Lr4snb6WrZnbWdH1g4S8hN4fLjjCfkuj7ycyyNr7rCV2cooqiii1FpKelE6V0dfzdXR9gf8DSkbqJAq0Ik64vPiuTHmRqZHTz+v86uNzOJMntthD/d6fMTjtSZhdje4s/qq1U6fuz3TFE86Va0/sfHu3buJjIyka9euANxwww2sX7++mojz8ccfM3fu3CoBKSioZoLts2184YUXeOGFFxptq4aGxj+T8y0x3tiwqco+J0+eJDMzE51Oh6enJ15eXoSENH95aGXgQMQffkCQJOSRI9F99BHuv/4KgYFIr7wCHh6offsiHj6M6u6OMmIEuLsjHDjAd/0N5KcvwaQ3sergqrpFHEmC7GwIDERFpUKusHuOI7A3Z29Vs5KKEmRVxsfltEdvURFYLEzrez2dXQvZ2cOD9cnrMelMfHfkO7r7n75fiyLqkCFV46g9eqC/bArLUrtwYHx/+vSbWCNJsyiIzOg2gx49ejj189RoPM70zI/wisCkN2GTbfT0b7hsvIZGW0cTcf4hNFYwqRRvCgoKcHNzo3Pnzvj5+fHHH3+0qiKt4Tj3bb6PIwVHcDG48L+r/keYZ1jDnepA98svUF4Ooohuw4YqEQegZ0BPegb05I7+dzjDbI4VHePH1B8pshQhqRJHC49WCwccGDyQjUc38lvmbxw9dZTBwYOJ8ouqMY6qqsTnxuPn6kdn786NtmNPzh4KLYUYdAZ+zfi1WStpOUJ7ED2bamNlwuG6yM7OJiIioup1eHg4u3btqtYmOTkZgJEjRyLLMgsXLmTSpEm1jldcXMznn39OQkICNpsNnU5HUVER77zzDsHBTS9fq6GhceHiqCdOXWJNY5BlGbPZTFxcHN7e3kRHR+Pm5kZmZmbzhZwrCm4bN+Kang5z5kDHjkjvvAOqCgYD4p49qH5+dq/c3Fzw8EC5+WbUYcNQfX0hKAilY0e44gp6n0zCK+crrLKVqd2n1jml+MkniHFxqCEhXP/vR/jy4JcUlBWgE3TcM8gezpyYl8jsb2cjKRKLJyxmTKcxEB6O2qMHYnExA8ZejZuaz+bUzUiKxNDQoXXOVyqX80lkPkQGMTAkmPjceMZ0HKN527RBnL3mifaPZsmUJZwwn2BwyOBWsUFDw5loIs4FyLn5bxy54Ve2kSSJv//+m6ysLHQ6HcHBwdXidOuar6l2tgZiUhK6H35AvvhilD59mmeSggJwcwMXl4bbNhOl1lL0ot5eCaye6kqOIE2fjmHFCqiowHbbbfY3zWZwdQUnLihlRebaddeSV5aHTbVhEk34mHyqvp+KqpBckIyX0YsyaxnHpGO8EfcG7098H7Cfc3xuPDEBMXyW8Bnv7X0PURRZPW01AzoMaJQtfYP68nXy19gUG8NChzntHM+HtpIvytk05InjyEORJEmkpKSwdetWsrKyGD16NImJidVyMVWKRTNnziQwMJAJEybg4uKCqqqUl5fj6enpvJPS0NC4oHA0J05dNJSoGOzJZLOysqoS2A8cOBCDofZwXmcjxMfjuXw5siyjk2XkF1+Es3JlyDNnovv8c5TRo6EyCaogoEZH1xgr2j+an2b8hFWx4u/qX+N41Zz796MGBiIcP45SWEC5VM4QvyFYXaxEeNmF+20Z2yi1lmIQDWw8utEu4hiNqOPHn5kPP5ZcsQSbbCPIvW4vzK8Of8Waw2sorijmrbi38Hbx5p6B93DnwDsb+WlptEe6+Xajm2+3RvVp7XWXIzlNNf6ZaCLOBUZTqkyBfeFQVlbGrl27CAkJYfDgweTm5jZ516mpdjY7Nhuu06cjFBaivvceZX/+CU5+cNOvWYPp+edRvbwo/+IL1PDwOtsK2dkY33wTJSQE2/33gxMXa2+Mf4OliUsZFjqs6qZ1rOgY+eZ8BgUPatTOkxIdTVlCgn1HTqfD9O9/Y1i+HDk2lvKvvnKa3SoqpdZSjDojvi6+zOozi5t7n8mXsyxxGW/GvYlFsqCiYtAZ6BNgF+JUVeWG9TeQWpiKn4sffi5+2BQboipyIO9ADRGnQqpAFMQ689109enKexPfQ1EVPIxNTxj5T6Kpi42GPHHCw8OrEqkDZGVlEXpWbqbKNsOGDcNgMNClSxeio6NJSUmpNdl0cXExb775ZlV4loaGhkZDnI8nTn3twX5NyszMrEpgGhISQmpqag0Bp1lD0U9vygiyDLUkSVbHjUMaN87h4TxNDa+tlBtvRFy7FmXcOFxDOzElagpf7P2CK6KvqBJ/Lul6CcsTl2NVrFzdo/a8aUcKjvDGrjeI9o/mvtj76lzfeBm9QACbYkNFRVVV0ovSHT4njfPDbDOzLWMbkX6RjRZTNDQ0qqOJOBcgjXmQKioq4tixY5jNZnQ6nVPy3bRpJAksFlSdDmw2qKeaVlPPX79mDapej1BYiC4uDqkeEcf48svot25FFUXUHj2QLq+lAkM91GdjTEAMr4x7per1oROHuOmbm5AVmVt638yjnpNR/f1RHQ0fqXzIVhQMy5ejurgg7tvHtl2reDbzc2ICYvjPRf+pkSSwMehFPR9O+pAlCUuYFjWNq6KvqnY8vSgdWZXRi3pm9Z3FpV0uZUTYCMC+KEsuSMZF78LJ8pPMHzqfhdsX0sG9Q428O39k/8GcH+dg0plYNnUZglr778XN4Nbkc9FwHEVR6r1mxcbGkpKSQlpaGmFhYaxatapG5alp06bxxRdfMGvWLE6cOEFycnINkaZyjssuu4yffvqJwMBAPD09tZ0uDY02RlpaWlWlusq/giAgyzKKotCrV68Wt+l8PHFqu1erqkpeXh5ms5n09HQiIiLw9vauKivcolRUoJpMFD70ELacHDrceGOzTaWqKt+mfEtWcRY3DLkB3zFjABCAecPmMUgaxNiRY89UE/SLYuvMrSiqgklvqnXMBb8sIDEvka3pW+nfoT8jI0bywvYX2HN8Dw8PfZiLOl8EwLToaXi5eGG2mdmRsYMSa0lV2FYl2r2g+XhkyyP8nvU7LnoX1ly9hnCvutfHGnYuuOcwDaehiTj/AM5dPKiqis1mY9euXRiNRjp37oyHhwd79+6tsRvuyK5Tu8pq7uqK5eOPMXz2GbbrrgP/ut18m4p0002YnnoKNSAAeVj9YTjq6fkFUURt5lKSSQVJWGUroiAS9cEqXLe+Czod5Rs3otTiDl0bO7J2kFGcwb8uHY/rz7+idO7Mq9lfUFRRxLbMbcQdj2N0xOjzsnNMxzGM6Tim1mN39r+TnLIcXPQuPBT70Jkkh4BRZ2TBsAV8tP8jpvSYwtSoqVzZ/cpax1l1aBU2xUa5VM6WtC1M8JpwXja3BO3hRn4+NtbniaPX63nnnXeYOHEisiwze/ZsevXqxdNPP83gwYOZOnUqEydOZNOmTcTExKDT6Vi0aFGNMuWVD4Jffvkl8fHx3H///ej1evR6PUVFRaSlpdGpU6cmn4OGhoZzmDp1KgcPHqRTp04IgsCxY8eIjIzE3d0dRVHYt29fiz9sOxqa3tB1sDJsPScnB19fX1xcXOhzTmh3i26iyTL6efMQkpLw6NqVjHnz6FBfuXKr1e5928TPf3vmdh796VFsio3E/ETevezdaseNorHGZ12Qfpjlm1+ja3gfpk1+pMbxQLdAFFVBL+rxcfEhMS+R7498j0lv4tU/Xq0ScXSijgld7Pf7utYH0D7uty1Fua2cJ399kpzSHJ4b+9x5edCknkrFoDNgla3km/PbvIjTVr4HmrCoURuaiHOBUduN/+x8N1lZWWRnZyPLMn369MHNza3qWGvb2VLIF1+MfPHFzTa+NHUq0vjxYDQ2GGZkXbAApVcvu+AzcCBiYqJdUGmGGPjxncbzdcjXZBZncsXRMrtXkqIg7tnjkIjz5/E/uW3jbUiKxPbrJvDes9tQQ0IYtPMFvkn5Bhe9S5MSCJ+Loir8+5d/s/nYZm7rdxv3DTpTujvYI7iqvHptzO43m9n9Zjc4x9SoqfyS8Qtuejf25e7j96O/88TwJ/DH+aKeM2kPN/KmhlM11G/y5MlMnjy52nvPPfdctXnfeOMN3njjjTrHqBSK1q9fT3g9HnIaGhqty5gxY/j000+rwiETEhJ48803+e9//9vKlp2hMR58giBU5e06deoUISEhDBw4EL1eT1xcnMNzOlLNqtHX4OJihL/+Qu3QAcPhw4iWunPoiZ99hu7LL1FiY5Gffrpazpy6kBQJnaCrsssi28OhBUHAIteTr0+S7HYFBfH46jv4Q05Dn7+JkPAYhvU7412bb87HJtkI8wzjwSEP0q9DP/LK8nA3ulNqLWV42HDHP4s67NeLtZ+nRbLwd+nfRHhG1Bma3d75JuUbvk76GlVVeXH7i3x6xadNHuu5cc+xeNdiBoUMon+H/k60svloD+sujX8mmojTzmjKxUSWZZKTkyksLCQsLIyhQ4eye/fuKgGncty6Sow3RFtRqtsU7u6OtXN1RbruOigvx23UKMTcXHuemXXrnG6Sl8mLz6d8DoDO/0eYOxc1PBxp4kSH+p8oP2F3bVcVss3HUTt2BOCpkU8xJXIKYR5hhHqGNjBKw6QXpfNj2o94GDz4MP5D5gyYU6MEaEOsOrSKxX8uZmzEWF4a+1KN/uM7j2frTVtZdXgVi3YtQpIk3Pa58WH4h+dtv0bjaSixsTPnEQSB6667jpUrV9K5MjmnhoZGm2L79u28+eabgP1327dvX/bs2YPNZmuxRL/n4uj661zP56KiIjIyMjCbzXTq1InIyMgGx2rRjS4fH+Srr0b37beUTZuG4lZHGLGqovvqK9TgYIS4OPj7bzi9DqiL71K+44UdL9DFuwsfTP4AL5MX4zuPZ96weaQXpTNn0Jw6+4pLliD+8ou9bHmUfX4ADNUfXb5J+ob43HhEQSTpZBIAQQYfVl7+ORnlx5ssFiiqwvPbn2dr+lau73k9dw+6u9pxm2xj/pb5pBam0r9Df14Y94LTHvjbknAQ4hGCXtQjKzKdvM/PU3VI6BBWXrWy4YanaUufQ2uhhXtr1IUm4lxgVN74VVWlsLCQY8eOUVpaSnh4OD179nT6g9KFfGFpyUWUmJ6OmJsLioJuxw6QZdCdFh4kCZd77kH3xx9UPPUU0vXXn/d88sSJlB05Yn+hqogHDqAGBaF26FBnn0s6X8LM3jNJPpXMkyOerHpfL+qJDamZPLYxJOYnAtA7sDfB7sGEe4aTXZLN0NChjRZwAF78/UUEQWDDkQ3c0ucWYgJiarTxc/Uj1CMUnaBDERT8Xdq2F057EEubK7Gxsxk9ejT79u0jNDS06oHwQr6WaWi0N3r37s3dd9/NDTfcgF6vZ+XKlfTp0wedrvH3g+agcn1w7nWjqpKiopCXl0d2djYuLi5EREQgSRJBQXVXTmo1BAHlnntQ7rkHc14ealFRtcOHTxzm25RvGddpHEPHj0fctAm6dwcH8ul9nvA5rnpXUgtTic+JZ2ynsYiCyB0D7mjYrCNHUD08EEpLeWnUcyzL/o6uIb0Y0mMCfx7/kzJrGaM7jibSLxKjzoiKSo+AHnD0KLqXXiI8LY3QiRNR5saAh7HRH0tuWS6/pf9GiEcIqw+v5rb+t1XztimsKORo4VE6uHVgX+4+bIoNo67x87R1xnQcw2dXfEa+OZ9J3Sa12LztYc2jodGaaCLOBYaqquTk5JCVlYWrqytdu3ZFlmUCAwPrfUiqLwyrObggkyafRr9qFaYXX0SOjcXy4YcOhUYpUVFIo0ah//lnrHfddUbAAXRxceg2bUKw2TA9+aRTRBywuwj/dOwnPJevYsJHmxD0Bso2b0ato6S8XtTz5Mgn2Ze7j/XJ67m066X0C+p33nZ8e+RbHtv6GAAvj3uZKZFTWHPVGo4VHSPKt/7y9nXRr0M/9ubsxdPoSYhHSJ3troy6Ep2g40jmEW7oc0OT5mpNym3l/JLxC/6u/gwJGdJuhQhHwqmcyf79+1m0aBHh4eF4e3uj0+k4deoUcXFxbfMhS0PjH8ann37Khx9+yPvvv48kSYwcOZJ77rkHURSpqKjAZKo9wW1rI0kShYWF5Ofn4+/vT69evXBxcUGWZaeseVo6D6GkSDy57BZG7vqbpRGfEvncDnz/9S/w83MolGpSt0l8FP8RvpKBXlv2IYwNQ42MdGhu5dZbEZcuRRkxgqDhlzBPZ/ca/jX9V+b/NB9VVbln0D3M7j+bT6/4FJtso09QH8RVqxAyMhBychB//hl18OBq5cgdJcA1gB4BPfjrxF+MDh2B4VgGhIWBi0vV8SlRU9icupl/9f7XBSngVDI8/PxC0jQ0NJyPJuJcINhsNjIzMykpKaGkpIT+/fvj4tL0KkGV6NPSEIqLUfv0qTWJ3YUsxjQV08svg9WKbvt2xL17UYYObbiTTodl1Sq7u/A5n7PSpQsYDKiA3O/8RZNKPjvwGR/Ff4ROSmNRmMKkLNDt3YtUh4gDUGYr477N91EulfPNkW/YdP0mXA2u9c7T0PcjIS8Bm2Kr+veUyCm4Gdxq9Z5xlE8u+4S9OXuJ8ovC18W3znbbMrexJ3cPAzwHYNK1zYeCszlX6Hgv/j3WJ69Hr9Oz6KJFDAoe1EqWnR8tFU5V+fktXboUSZKqPQxJkkRAQECz26ChodEwU6dOpaKiAr1ejyAIbNmyhW+++Ybff/+d+++/n7fffhujsfUems9d+5jNZjIzMzl58iRubm4MGjTovLyG2tLaau7aTMJyzaj7ytDNSoNe59xnMjMRkpJQBw8GH59qh27tdyuXhYzB76U3cDNmwaH3kV991SEBSI2JQX7llRrvHy89jqRICAhkFGcA0DOg55l+gwfDV1+h6vUQGAj1eBjXh0FnYPGExeSV5hC2+BP0/12I2q0b8lNPgc6e42fOoDn1hoRptG/aQihTS9nQ2uep0Xg0EaedU1ZWRnp6OoWFhYSHh+Pl5UVkZGS1mPG6FgNnXxhq+/G67N6N/7x56HU65CeeQLnllhr9NGoiDR2KfutWcHNDPafEcYPU8rmqwcGYt25FTEpCHjXKOUZiTwaooiIF+HHS8xRK165IE+qv0iRw2j4nri1n9p7J7uO7ySrJYvnB5aQXp1NsKcbH1YdXxr2Ct8m70WO66F0YET6i3jaFlkJe/uNlRFFkW/k2hnWpv5JYW+RU+SlEQURWZEqtpa1tTpOvDS19TQkKCmLXrl3s2bOH2bNnY7VaycvLa7H5NTQ06mfRokVV4q4gCFUeOACPP/54qwo4laiqSkFBAZmZmSiKQkREBH5+fpSUlNQQcNqSKFMf59qpF/UM6TgCS+FePN19MblUF2koKkI/Zw5CURFqVBTSkiU1xgvxiUDn5o1QWGgP2XZAsK/vnnB55OUk5CVQXFHMnQPurNk3Kgpp5UpIS7N7zXTp4sCZV7e5EoPOQJjeD/3RNNSgIITUVCgvh/qqd2loaGi0AJqI0w6pXDiYzWYOHTpEp06d6NmzJ4IgkJub2+SFwrn9jH/9hVhRAQYDws6dcMstTn3Qag8LmqZQ8d572PbuRe3aFdVJO/tqeDiyk6vp3NHvDspsZbgb3LnknvsxG2omYza8/jqmxYuRLroIy3//i5vBjXcufYdNaZuY2GVig144jhDhFcHa6Wvp+n5XDKKBdcnr8DR6ohN0rEtax6y+s+rtn1uWS0JeAsPDhuNhdHxhZdAZcNW7UlhRiIfeA5GWy8nSFGpb1N43+D5cDa4EuwczMnxkK1l2/rS0iPOf//yHuLg4duzYwbXXXouvry+zZs1i7dq1WjiVhkYboG/fvsiyjKIoKIqC0WjkkUceoWPHjoSFhbWqbYqiYLVaiY+Px8PDg27duuFx+qH+5MmTTgubqm2c1hCDPF57B68NG1BjYlC7nVNeuqQESktR3d0RsrJq9SbGZEJ+8EGE1FTU7t1Zk7SWLWlbmNF7BqM7jm60PZ4mT1666KX6G7m4QM+e9bdxFHd3lGuuQdi0CeXqqzUBR6PF0TbONWpDE3HaGcXFxezbtw8PDw9MuyM/EwAAIABJREFUJlNV+c36qO3HX1dSvrMxT56MadMm3GQZ5b4zZZ7P9eBpyoKiPVyQmrxY0utRhgw5//lTUhDz8pCHDauWI8dZBLgF8MKYF9CvWIHpX31R+valfOVKcD0tzKgqpldfBUFA//PPiIcOofTpQ7+gfk7JhXM2oiDSJ7APh08ext3gjkE0oBf1dPSuv/JFoaWQsSvGUi6VE+UbxZYbtzg8p7vBndfHv86B/AMEWALQ69r+5fDc300H9w48MeKJVrLGebRUYuPKa9eqVavYtWsX48ePR5Ik9Ho9lnrK6mpoaLQszz77LO+++y7l5eUIgoAgCJSVlfHBBx8wb948nnnmmRZPcpyXl4eqqnzzzTcEBgbSq1evalU+L1hCQlDurOnxAkBYGMrddyNu24Y0Y0at3sQAdOiA2qEDOaU5LN69GJPOxFO/PsVPM36qUbzA2evDCqmClQdXIiBwY68bMekbHzqtTJ0KU6c61S5HSMhN4NU/XqVvUF/mD5+PKLTtzSZn0ha8/tuKDRoatdH2n1o0quHq6srAgQMxmUz8/vvvNY7XdbFp6CJQWz8lKIiMjz+m27k7LxcSioL+u++grAzpqqugGZMlCnl5oKr1VoCqRNy/H9ebbgJZxjZzJtYnmu9B3fTyy2CxIMbHo/vjD+SLLz5tsIAcG4suIQHV3R2l0/mVlmyIL6d9yZ6cPfTw70FCXgKeRk+GhNYvhuWU5WC2mZFVmYMnDvLKH6/gY/Jhdr/ZDiUZ7OLThS4+XUhJSXHWafyjaS/Vqdzc3LBardUSKrd0cmUNDY26WbNmDSkpKXh7nwmnHTZsGNu3b0fvQD6V5mDFihVYLBYmTJhAUlJSo0K6nOlB05wPdY22UxBQrr8e5ayCC6qqkluWi4+LDy766rkZPYweeBg9KLIU0dG7I2JqGvpFi1ADApAfe6zKy8UZD8/HCo9RZivj98zfWRy3GAEBWZG5bcBttbZXVZVvU74lJTeFYZ5tI7x6wS8LOFZ4jPiceEZGjGRUhPNC6jU0NNo3mojTzjA4UOmotipTzqo8VVs5TWeFb7UG+nXrMD3+OKgqQmYmtvnzHetYXIxgsaA6GHqh+/13THPngqpS8X//hzx2LPq1azG+/jpyv35UvPlmNQFJTEkBmz3Zr7h/f6PPqzFIY8bYhSyjEaVHj2rHyteuRRcfj9y9O3h5NW5gRcHwf/9H5z/+QHrsMRgwoN7mbgY3RkfYXavHd3askkS0XzTX9byOH1J/INInkmWJyxAFkUD3QK6Ovrpx9mq0Gi0l4lRev2699Vb+/e9/k5WVxZo1a/jqq6+YPn06Puck5dTQ0GgdYmNjq9Y7lQ/0PXv2rEp23Bo89NBDLF26FHd392YPd6pv/LbO4t2LWZqwlGCPYL646gt8TN5VHjoeRg8+vvxjDuYfJDY0Fv0Lb8DRo4iHDqGOHo0yyTklrBPzEpm3ZR6yKtPVp2tVPj9ZlevsE3c8jtd2voZVspLklcSI/vXn1XMW2SXZ3PvDvZh0Jt697F38Xf2rjkV4RpB6KhWjzkiQmxbq+0+kLXgDabRN/jl+ef8QGrOAaE3xpa1ckITCQpBlUBTEggKH+ojJybhdcgmuEyagX7/eoT66X39FqKhAsNnQbd0KgOGDD1BNJnR79yImJlZrL02ciDxiBGpEBNZ//7tu+52wYKx4+23K//c/zDt2oIaGVj9oMtnDufz86h3DJts4kZOKcf58jI89BqWl6H76CePixfhu3Yrvww9Xtfv+6Pfszdl7XjZXIggCr138Gom3JzI0bGjV98ogNix2tjfagujZEOdzTWlJT5zbbruNGTNmMHPmTFJTU3n00Ud5/PHHHRLJNTQ0mp9PP/0Us9nM0aNHSUlJIT09HYvFwuHDhzlx4kS9fX/44Qeio6OJjIzklVqqGwGsXr2amJgYevXqxU033dQcp1CNtrLmaQk2pGzA3ehOTlkOueuWYRg/Ht0994DZDNjz4E3qNgl/V3/UHj0QZBnVxQW1CXn/JEXi6V+f5tKVl7L2r7VV76cXpWORLQgIBLkFMWfQHOYOnsvNfW+ucyydYK84hQo6Wi5U76UdL7E1fSubUjfx7p/vVjv2+oTXefmil1l25TK6+3dvMZs0NDTaPponzj+AunLiONLPWR48bRXbjTcipKcjlJZinTfPoT5iXBxCaSmq0Yj+22+RrryywT7S9Ol2bxdFQbr2WgC7N86GDai+vvYy4mfj6Ynls88aezpNQ6dDGTy4yd0tkoVbvr2FaZ/9wcydZkx6F/D1RR4zxt5AEFDd7UmTn9n+DF/99RUCAsuuWMbQUAfKrzvI/YPvJ9AtEG+TN1Mipzht3LaEM39/JdYSdIION4Nzczo0NZyqJa8tjzzyCM8//zzDhw+veu+xxx7jySefxN29ZoJvDQ2NluXuu+/mxx9/xMPDA1EU0el0JCUlER8fzx133MEDDzxQq0eOLMvMnTuXzZs3Ex4eTmxsLFOnTiUmJqaqTUpKCi+//DI7duzA19e3SZXpWivxcGuPL+zfD3l5qKNGncmfdw6z+s7ijV1vEO0fTY8vt6GaTIiJiSgJCajDqocpKf/6F2qfPqheXtDYap5A6qlUfsv4DT8XPz6K/4jpPaYDMLrjaH7L+I3fMn5jU9ombul7S4OlwAcGD+SJkU+QkpvCILdB9bZ1Jp29O1eFf3f0OpMHUFVVPIweXNXjqhazRaM6mheMRltGE3EuMBqTE8cZnjjtpWxmnbi5YX3uuVoP1XVu8pgxqB9/DEVF2GbOdGgaJToa87ZtlQMDYH3sMWzXXYcaHAyenk2zvxX4Jf0XdmTt4Pqe1xPlF8WxomOkFqYie7hhVYtxEUVUT0/kYcOoePddTm7fjnjnnXgCKQUpSIqEiEh6UbrTRJxdf+9ixcEVXBF5BRO61F8mvTZUVeXro1+Tacnk1r63EuEV4RS76ptve9Z2DuQfYEToCPoH92/W+c7l5/SfuW3jbehFPV9N+4r+HVp2/nNpKU+cyiTGP//8MwsWLMDV1RWbzYbBYOCHH35gwYIFzW6DhoZGw8TFxREfH18txHH48OFs3ry5qhJUbezevZvIyEi6nhYEbrjhBtavX19NxPn444+ZO3cuvr6+AG2yIl1bXFsJf/2FbsECsFpRJk1CqSP8/Oa+N3NdzHUYdUaEvI8QVq5E9fWtWdkK7Js8/Zt+/wnzDCPYPZicshwu7nxx1fteJi8eGf4I27O2I6oir+18jXGdxtErsFfd5ycITOg6gcG+gzl+/HiTbWosDw99mC4+XTDpTEyJujA3oJqKJqBoQpJG3WgizgWIs278zbmIaC8XJM+tWzG9/DLSLbcgj7InlFMjIjD//LM9DKsx4RfnnrMookZFOdHa5ierJIuHf3oYq2zlp/Sf+OWqjfR5+CW+35vDU5e7Yb1rOFd3moz3zbcDIE2ZQk5UFMH+/phtZq7rcR2l1lK6+nRtlLfM4ROHWf3XavoH9Wdq1NRq3x9JkZi5YSYWycJ3R79j5807CXQLbNR5JZ5K5M2EN1EEhaSCJFZMXdGo/o2lxFrCrr93EegWyM8ZP9O3Q19EQURVVT7c9yE7snZw/+D7iQ1puPpcU1h1aBU22YZFsvB96vdOE3HOJ7FxS1wTVq5cyVtvvUVSUhJjx46tqm5TXFzMgAEDcHFxaWAEDQ2NlmDy5MlVv89K8XXSpEkNrkmys7OJiDgjwoeHh7Nr165qbZKTkwEYOXIksiyzcOFCJjmQi6XyGlXfda4lxJdWE3eKi6vWPdsL9zP7/R508enCl9O/xMtUPWdeZUJj5a67UC67zB6S7eBmVYOf4YkTYLVCaCjuRneWTFlCTlkOnb07V2vm6+JLqEcoP6b+iFE08uCmB9k8Y3OjTrkl0Ik6rul5TWub0eZoayKmhkZbQxNxLjDqKyfe0HtNGb8t7hY5C/HkSUKfew6dqqL/9VfKEhOhshqFKNr/+4ej++UXjH/spKNiwsMs8WZkFp8YvuAb240EGAKq2qmKwuyNs0k6mUQH9w68Pv71GlUr6mNx3GLMkpnE/ET6d+hPJ+/qlbIMogGzakZEbFIJTkmVKJfLEQXRoapW54ubwY0O7h3IKcuhu2/3KpsPnjjIO3veQVEUHtjyAL/PPFOBzpm/sxtibmDzsc24iq5c1vUyp43bVFrKE+fqq6/miiuu4P7772fhwoW4ubkhyzLu7u5Vu/IaGhqtz/PPP89vv/3Gxo0bKS0tZdy4cTz55JMNlhV3JBmwJEmkpKSwdetWsrKyGD16NImJiY1ObN4aYU31id3NXf1KHTQIZeZMhIwM5gWuJetUFvnmfNb+tZZZ/WbVPpgggBMqW2YVZ7H7792Ms4QQtOgdhIwMlMBAlDvuwP2yy+hmrOnloxf1LByzkP05+1FwfKOgvWwyajQ/mheMRltGE3EuQJzpidOc47d59HrQ6ew7PiaTJtoA4Z7hvDn+Tf74+w+u6XENar4Kej2CLPN7mBWDzkCJtYS0ojQC3OwijseePfg99wyHbirAI6wrOWU5nCw/SZhnmMPzhniEcCD/AO4GdzyM1V3p9aKe1dNWszZ5LRM6T6hW2aE+VFWlwFKAp9GTg6cOEuERgQ0bDw5+0PEPpInoRT3X97yeoooi/FzOJI32NnmjE3RISAS7B9fo56zFxMWdLibhtoRmyYnTFFpKxHF3d6/KeRMeHo7prIpwN998Mx999JHmjaOh0QZYunQp7777LrfffjuLFy+mpKSEhIQEFixYgJtb3des8PBwMjMzq15nZWURek7C/vDwcIYNG4bBYKBLly5ER0eTkpJCbKzjno/1eeK0Z+q1X6dDOR1CHvtjLkdKM1BR6w1RqkFFBZw8CR062NdXDlBmLeOSFZdQai1lepor7xZFI2RnI+j16JYuRbr44mrVPc+mV2Av3p70Nn8e/5Mbe9/ouJ0aGm0ETUjSqAtNxLnAcLYnzoWe2Lg+FG9v0hYvplNyMtLll9tFHQ3GdRrHuE7jAFB8wfzdd4jZ2Tzsd5xXdv+HoRFD6RfUr6p9h5UrcSm3Mm+3no8vKeHaITMJ9QitY/TaeWToIyTkJdDRu2OtIk2vwF6NW0gCXx7+kjVJawh1D0WwCYR7hKMztJyoYdQZa4R9RXhFsHzqchLzE7m0y6XNOr+n0fl5mNp6OFVl/psDBw5QXl6O0WhElmX0ej179+5FUZRmt0FDQ6Nh3n33XZYvX05UVBSffPIJn3zyCZMmTaKwsLBeESc2NpaUlBTS0tIICwtj1apVrFy5slqbadOm8cUXXzBr1ixOnDhBcnJyVQ6dxlCnx0prJh5uoTXamxPeZErUFMI8wxq895ptZvLN+XR0CUb/4ot2L5phw1DuvrvW9ueeQ1FFEcXWYgQEtgQWI+miMB4/Dh4eqF27nvGQroOJ3SYysdvExp3gP5Djpcc5mH+QwSGD8XFpnFeahoZGy6M9lV6AtGQ89oUcTiUIAuaYGKxXXNHaprRp1C5dkLt04Wrg6phraxwvGj0ar0OHmJPiw60vrEJpQhJDD6MHI8JHOMHaM/yc/jN+rn78XfY30ztM55R4iujgaCJ9I506T2PpE9iHPoF9WtWGlqalPHHee+89nn32WUpKSujY8UwVEFEUufXWW6t55mhoaLQulb9HRVEoKSlBkqQG1xt6vZ533nmHiRMnIssys2fPplevXjz99NMMHjyYqVOnMnHiRDZt2kRMTAw6nY5Fixbh7++YB2dL0di1lbPWYo6OoxN1XNr1UigrQ/fss1BUhDx/PoSEVGtXaCnkxnU3kleWx7URl/FkRhZqSAhiXBzKXXfVzBV4mrNtCPUMZf6w+Xx56EvuGXcPQr9bsJWVIWRmonbqVDXGofxDbM/czthOY4n2jz6PT6HhdbRw5AjC9u2oQ4agnpU0u71SZi1j5vqZFFoK6ezTma+mf9XaJmmcRvPE0agLTcT5B+DMEuMa/wCsVoTCQlQnVew4MW0apkmT8AwORu3QwSljKqrCwRMHkWSJPkF90IuNv5RNj57Okv1LiPaLpo9vHyJCIhqdE6ElaS+/xbbsifPAAw/wwAMP8Oyzz/LMM880+3waGhpNw8fHh7///puOHTvi6urKVVddxciRIx26Rk+ePJnJkydXe++5s6pQCoLAG2+8wRtvvNFk+1qrxHhrIa5Zg7hsGcqECShz51YJJ+L33yNu2GAPN/f2Rj7nuppSkEJeWR7uRnc25e3g8VEzEHftQr722joFnNp4aOhDPDT0oTNvuLuj9uhR9bLMWsa9P95LqbWU1YdXs/GGjc2X306S0L36KqrVivjrr0jvvAOnw3TbK8XWYoorinHTu5FRlIGsyq1tEtD63v+agKLRltFEnAuMuhYQzioxrl3MLnAKCnCbMAExNxfr7bdjXbjQKcPKnTujens7ZSyAxPxEliUuQ0XlStuVjI4Y3egxJnWdxPhO49GLelJSUtrFd7ut29jUh5eW8sTZt28f/fv35/LLL2fnzp2IooggCFWf6+DBg5vdBg0NjYZZsmRJVRLjBx98EF9fXy666KJWtqrlaGr1K6c9dCoK4sqVCElJKDNmoHv7bVQfH3RffYUyfTqczjOkBgXZq3TKMqqPDyhKtfyBvQN70yuwFwfyDzB/2HyU3jeh3HZbowQcR1BRkRQJvahHUiQUtXlDY1WjEcFsBje3CyJfYohHCHMGzeH7o99zS99bmrQxpqGh0bJov9J2jiM3bEfz5Dja5p8STtXmKC8HFxcQBISMDAzLluHVoQPKlVc6bQrd/v0IBQWogoBh9WqniTgNsSNzB09ue5KuPl15a8JbuBvq39WyylYURSHpVBInzSfp4d+j0WXFAQw6e4n4s7/Df5f8zWu7X8PXxZd5Q+a1icS/FzqKorSIiPPBBx/wwQcf8PTTT2M2m6veF0URSZL45ZdfGqx+o6Gh0fyoqorZbObo0aP07dsXVVU5dOgQ3bt3R98G8tO1NU8cZ88rHDyIbsUKVL0e3cmTKL16IR48iBocbC8Xfhp19Gik//s/xPfeQ7d+PUJODvKLL1YJG64GV5ZeuRRZkdGJukpj7X8LChDi41H79IHz9Pz1MHrwxoQ32JS6icndJjeq+mWj0euRH3sMMT4epXdvcHVtvrlaiAqpgl6BvZjafSp+rn4Nd2gBtGcLO5o3kEZdtP6dUMOpNMYTp6nja7Q8pieeQL9mDfLo0Vg++giXe+9F/OsvQgWBvO7dIbDxAkZtyAMHonbogJiZifWWW5wypiO8tvs1TpWfIs4cx7bMbUzqOqne9v2C+vFL+i+sTlqNgMD8n+fz2ZTPnGLL+/HvsyNzBwoKvQN7c1X3q+ptn1uWy8pDK/F38eeGmBuazYW7PSxo2npi4w8++ACAr7/+mvfff59t27ahqirDhw9nzpw5moCjodFGuOuuuzh69Ciurq5YLBaOHTuGm5sbiYmJNapNaTiPyjWk6u2NajCAxYIaGor8yCMof/2F2q2bfTPpTAfUmBjEjAzU0FB7qFRhYTWhBzgj4FQiy+jvvBMhOxs1IADpq6+qxhUlCSwW8KheibIhBocMZnDI+XtT1ncvSshNIDEvkT4d+tBryuWIgl2syinNIa0wjT5BfWpU0GwP3LnxTvYc34OPiw8bb9iIl8nLqeMfyj/E89ufp5tvN54e/XTzhbo5mfaw7tL456KJOO2YypttUz1xmkpdnjiqqlJSUlLNprPnOfc9RVGqdsPra1ffscb0bQqtsqOWkYFh+XKUmBikK68EqxX9mjWo3t7ofv8dISvLvpOlqs534/X2xrxjB5SWghPDnxri6pPB+KzZxY+DvIm8uuHEwgadgd5BvTHpTNhkm1NtCfMIAwEMgoEgt4Z3B9clreNg/kGsspVo/2iGhg51qj1nc6GKqC0VTlXJDTfcgJ+fH/feey86nY6VK1cyY8YM1q5de8F+xhoa7YmNGzdWe52Zmckrr7zSZoTW1vLEqW98WZYpLCysFiJa2ae2v7W9V1FRgSRJWIKCEF96CSE7G2XIEARRhNMJfAWbrXpfFxeESy5Bt2UL8tixKN7eCKdtrPN6arMhHD+O6u6OUFAAZrNdxMnIoMezz2IyGlGefRZ10KAmfU7NQb45n2d+e4YDeQc4ZTnFJV0uYcW0FZTbypm3eR6FFYX0DOjJa5e81tqmNpq9x/di0ps4ZTnF8dLjThdxnvntGRJyE4jPiWdUxCgmdat/o64t0dprAs0TR6MuNBHnAsOZOXEasxg5ceIER44cwWg0YjAYqgk7585X+beiooLU1NQG29X2nqPtzwdJkpAkiVOnTp33WOC4KNVz4UKEY8dQdTqOyDLmyEgi+/fHe88eyrt25a+TJzHeey9B335LQceOnHJ3x+XgwXrncFT0qvbeyZONsr2uY2VlZeTn51NWVla7bRUV3PHKjyjlClcnlZE9WyXPltfguLHesTzU7yGyyrKYHTObwsLCRp3f2f+22WxYLBYMBgMzomfQ2aMzniZPBvoPpKKiot7xAlwDsMpW9KIeb6M3sizXaKei8uz2Z/kh9Qdm9p7JvYPupTEUWgrZmbeT7gHdCXJSwunm4Hxy4rTkIuXYsWOsXbu26vXo0aPp37+/tljS0GiDqKpKREQEKSkplJSU0MFJCfIvFBRFwWq1Eh8fj6+v75n7TiPWTZV/bTYbZrOZg6fXFAQEoB492vB4F12EOGIEstEIu3fXuBfoS0rw27kTU34+5s6dKYiNxW/6dDps2UL+RReR/9df9um2bSOkoIAiFxeKPvmE9LPuv+dDY4QsSZKoqKhgz5491dqU5KVhTM0ljzxMOhO7M3ezaecmDDoD2SezcdW5kpCRQEJCQq3rrvrWIee+LioqQlVVXFxczmv95Wibu2PuZsnhJVwcejGeVk9ycnKw2Wzk5eU5bHN9f0NcQ9in7kOPHi/Bi5KSkgb7V1RUIMsyFovFoTkcXWNraFwoaCJOO6Oum4CjfRrbt6F+paWl5OTkUFFRQZ8+fdDr9Q6PHRcXR+/evZtkR0tQUFBAQUEBkZHnV3K6xsJHkuweNOd4MVXiFhiIPjsbjEY6R0cjR0Wh/ve/lB0/jhwURDe93t5+5EikrCyCXF3xO+267KjIZZNtpJxKodRWysCggQgI9bZvirBmyMjAfetWSrp3h759URSl1naCzYaqqugUFUUQMVdUoJjNDYpzqqoyMXAiaoAKZZBflt9kAbCkpASbzVYlQIYRhmpRSSlKaXCMTkonLve6HFedK2XpZexL31ejXX5FPmsS1+Cuc+fd3e8yUBqIQTTgKO+nvk9GWQauOlceynkIT4Onw33PpTHebDnlOaSaU+nn06/anHW1t1qtVFRUYDtnp7a2eQVBYPny5eTk5JCens7bb7/NmjVrEEURURQZNWoUU6ZMafJ51obFYkGn09G3b19+/vlnxo4diyAI7Nq1i+HDh7eoN5CGhkb9yLKMqqpVObM+/vhjQs4pYd1aNLfHjSOoqkpubi4ZGRmoqkq/fv3w9PSsfw2mKHZP3jraFBUVkZmZ2ai1mfDTT+g++gi1Xz97mXFDzXubbt48xE2boKwMZcwYlDFjUOfNg3nz8AGiKhuGhlKyeTPeJhOes2cTFhvrsB214cha4Ny/xcXFZGdn06NHjzP909NxWbWBvkVe3DYyinhTAYODBzOyz0hERG4z3sbuv3czvft0ugR3aXCOhuwoKirC09MTNze3evs39vzqOjY5fDKXhV0GQLm5HLCLg8XFxY2ao65js8Jm0d3YnSCXIDxKPUgrTWtwHKvVSnl5eZWg2NjP8Nw2TcFqtQKQnZ3d5DHOpilCmNlsJj8/n8zMTKeLd5V//fz8iIiIcMo5arQcmojTzjn34tQSnjiqqlJaWkpKSgoWiwVfX1/69euHqqpVFzyNM5x9sdRv2IDpoYdQg4MpX7u21jLe0iuvoH77LWpUFPrevc/8SLt1q9HWaDRiMplwb0R5y4S8BG7feDuZJZmEeYQxZ9AcZved3ZRTqxubDfdLLkEoLMTXZCJ/+3a8wsIA+/dn9/HdFFmKGNNxDK6Fpejc3REsFuRx4+jYCsJeUlISwcHBeDcxhCyW+heaFVIF0XnRZBRnMCpoFMOHDG+UkLrk5BJ88UURFGL6xhDsEdxoGxsrzhWUF3D7/27HbDMT5RvF6qmrGxyjqKiIoqKiaouB+vpMmjSJkpISVq5cyZgxY4iKiqp6aDt3QfHDDz/wwAMPIMsyt99+OwsWLKj1PNesWcO1115LXFxcjWpTQ4YMqZp7+fLlhIWFIQgCmZmZ9DirXK2GhkbrEhsbS3x8PB4eHthsNqxWK7Is89dff9G9e/fWNq9OmlvcEQQBRVEo3bgRy/ffY7v8cvpffDGJiYkNJnwW9u1Dt2gRamCgvRS4r2/NRqpq/68R6JYtAzc3hF27EFJTUaOja85dWopqMiGUlNiFpLry3XTuTNLChfTr3RuDA+XkG6Khjc91f63j+6Pfc/uA2xkSOgQAg8GATqfDZDKd6XviBDqrlQC/MNbpJ1Fwxy14m7yrcuLMHDCTmQNmnre9leTm5uLr69vkNYmzbDjfTcyzGcjARrVviqDobDIzM1FVlY4dO573WJXXhf8d/h9rk9Zye//bGdtxbIOi1NGjR/Hx8alzs7apm5dn/zUa20eOIo3qaCJOO6Y1doIURSEpKYmKigqioux7J7m5udVs0qgbw/vvAyAcP45u61ak666r0UYNCECaNavZbPg6+WvKbGXYFBul1lKOnDrSuAEsFgxLl6K6uiLddBPUlqNAkhBKSlAB0WpFPMslOj43npf/eBlJkThWfIx7SnqCzWYvX5qY2OTzyi7JRhREQjyatlPbnN9dk97E8iuWk16UTqRvZKPnenjIwyzdvZRBoYOaJOBA492Ki0uKsUgW9KKetOK0agvauqgMSfNwMCHliBHH3NSQAAAgAElEQVQjAFi3bh2DBw9mUB35D2RZZu7cuWzevJnw8HBiY2OZOnUqMadzNFRSUlLCW2+9xdChtecl2rJlS5VIVPkwBPbrWmvvqmtoaJwhLi6u2uv9+/ezevVqfJzwYN+eKSsrozA5mZ4LFmDALsyYL73UofWgsGEDqigipKcjJCSgjh1bvUF6Ot5z52IqKUH4+GNUB8UyZehQxB9+gMBA1Do8paTHHkO3YgWKpyfqpZei1iOaqyYTqlvzV4XMKMrgoc0PIakSv2X8xuG7D9d5f1T79kXp3Rvh5EnUqVPxdalFANNoV/xy7BeOnjrKtOhpBLgFNPt8giCQU5rDg5sfRFZldmTt4MicIxj09Xtl6/V6DAYDLi7NV3Gtci2k0b7QRJwLjLpCpxz12KlrLKvVSmpqKoWFhURHRxMeHo4gCE7LF9NWcfaDnTR1KsbXXgNXV+RWSth3caeL+SH1ByyShT5Bfbij3x32A0VFGF99FdzcsM6fj5CVhXj8OPLw4dWEGuOrr2JYsqTKHVuaWcvuk6sr5e+/j/GTT8gYMwZTwJkbZIVcgaIqiIKI2WZGHjwYJSYG8cABrPfWzBWzI2sH+/L2cVHHi4gJiKlxHGBvzl4+O/AZgiAwZ8Acov1r7gTWR0s8wLsZ3OgZ0LNJfbv7dee26NscFkecQaRvJLf2vZUtx7Zw3+D7HO7XFDFMVetPbLx7924iIyPp2rUrYE9MvH79+hoizlNPPcWjjz7Ka6/VnliyLecT0tDQqB2bzUa/fv247777uPHGG1v9d6yqap1rqObaXCstLSU1NRWbzYa3tzdGkwnBakVtxPVWHTkScf9+8PJCjYqqcVzcvBny8tDJMuLXXyM/+qhD4yp33YUyeTIEBMC5XsFHjyLk56MOGID8xBMO29oSGHVGdKIOq83acElyT0+Uxx9vGcOakXJbOQdPHKSrT9c2U0q8NTiQd4BHfnoEm2wj7ngcH07+sEXmNeqM6HV6rFYrbi5uVZ5c9aFtMGnUhSbitGPq3DFw4g9elmWOHj1KTk4OXbp0wc/PD39//2pzX6gXmObwzLDdfTfS5MmoXl7QSjuKoyJGseHaDfZEvKYzrrrGl17CuHSpXZypqMCwbh3IMtLVV1PxwgtV7YSSEgRFse/olZbWOY88ZQrlU6ZQkJTE2XtzsSGx3Nz7Zk6Wn+TaHtfaBZ916+wu3Od85qcsp/juyHd4mbz48vCXLBy1sNb/L5nFmQBIskRWSVaDIo6iKpyynMLPxU/zHqsDQRCYN3Qe84bOa/a5Gioxnp2dXS28Kjw8nF27dlVrEx8fT2ZmJlOmTKlTxNHQ0GgfbN68mRMnTlRVo0pOTqa8vBxXV9dWtUsUxRZd85SXl5OWlkZFRQVdu3ZFURROnDhBxdtvo/v1V6Rp0xquUpmejrhhA2rv3kjvvw+urrWGM6mDBoHJBOXlKMOHnzlgNiP+738gCCjTp8O5XjKiCJ061Zz32DH0zz1nrzxVVgZubsjz56PW4SlZGyfLT7L2r7UMChnEwODGheMAHCk4wo6sHYzpOIYuPl2qHQv2CGbFtBXsyNzBtOhp/4i1wLwt80jIS8Df1Z8V01a0y3LozqBCrgAVBAQskqXOds7+rfu5+rHumnVsTd/KlKgp6ETHqu0153ez8hz/Cd//Cw1NxGnnOOJh0xRPHEVRyMnJIS8vj8jIyKqkn3l5eResaNNSqPXE1gopKZheew0lIgLr/Pn2BVUz4O/qX/NNvd4uoogiQmGhPcQJEOPjqzWreOwxUFVUd3fkIUMwLliAfNFFyBMnOjS3XtRzTY9rah6o5QbiqnfF2+RNgaWAbr7d6rzJjIoYRWpRKgbRwKDg+j2crLKVW7+7lQP5B7gy6kqeH/O8Q3a3Nu3hd1e5Q92UfvV54tS1412Joig89NBDfPbZZ42eW0NDo+2xY8cOjhw5gpubG6IoEhAQwKpVq+hWS264lkQUxSrRua5rsjOu1VarFYvFwsGDB6s20M72fpaHD7d7yZ6mPnv0zz8PmZnw7bdIH3wAgYG12z1gAKVLl5KZnk7P0aOr3hc3bULcsMG+0eLlhTJ1qkPnIJSUgM0GZWUIycmoUVHoPvwQqREizmVfXEZyQTICAn/e9ifdfBv4/5+Rge7DD1G9vCi54xZmfD2DoooiPtr7EVtnbsWgqx66MixsGMPChjlsT3tGVVUO5h/E0+jJyfKTnDCfaBER5+e0n1m0cxHjOo3j0eGPNmqN0FzCwqDgQfx7xL85fOIwt/a7tUVtGBA8gAHBA5w6psY/E03Eacc0x8VNVVWOHz9OWloaPj4+BAYG0qm2HZZmtOGfjOn11xH370eMj0ceOhR5woQWm9v6+OPg44Pq6ortX/9CKC9HPHKEiqefrt7Q35+K118HwG3gQISTJzH873+Yf/qpXoGqKbjoXbh74N3kleUR4VV35nx/V38ein3IoTEzizM5eOIgPiYfvk7+mmdHP+ssc5udC/X3Vll9pi7Cw8PJzMysep2VlUVoaGjV65KSEhITExk3bhwAOTk5TJ06lW+++aZGcmMNDY22z8KFC4HqgkhbuP6dnUurruPngyRJZGRkVHkhDRo0qMaYNcSa8nIESap7UKMRQZZRFQVx0ybUiy9GrSNhrRoQgK2kpPp7nqcrEwoCaiNCetWYGLvnzsGD6CoqEMrLkQc27E1z9vlmFmdikSy4GdzIKc1pUMQRv/8ecnIQjx1D2reXcqkck85Ema0MSZFqiDgNzX8hIQgC84fPZ8m+JUzqNolO3nWv7Z3JA5sewGwzk1yQzOWRl9M7qPWr0gqCwHUxNXNStkWaujmmceGjiTjtnNo8bM7FkfdUVcVms7Fz5058fX2JjY2lvLy82oNTXWO1Bw+B9oLcqRPi3r2g16MGNy2BbZNxd7d7/5zG8sknDfepfPBuxhuMt8m7WtjX+RLhFUGfwD7sz9vPffpReMQOIdrDg9KlS8HLy2nzaDhOQ+FUsbGxpKSkkJaWRlhYGKtWrWLlypVVx729vTlx4kTV63HjxvHaa69pAo6GRjtFlmWeeeYZPv/8cwoLCxk4cCCvv/56q/+mK8OpnJ37RpZlsrOzycnJISwsjMGDB7Nnz54a18VzX+t27MD49NP0AtSPP4ZaKkNJzzyDuHkz4rJl6L74AvW775BWrKi7QtQ5qBddhOzubhdxGlPyW6dDueYauOYalPx8e24cB6sAVn62n0/9nCd+eYJxncYxInxEw/26d0f84w9wc8O7UzT/6fQf1iWt48aYG3E1tG4oXltgStQUpkRNadE5O3l34uCJg7joXPB3q8ULvA60ZwsNjfrRRJx2TGNy4tT33qlTp0hOTkaSJIYMGVIVc26x1B4n2tZ2xi4kbPPmoQwdihoUhOKksorCsWOYXnwRpWtXu0jTQBnSxmBZsQL9ihXIY8Y0ygtHPHAAjEaUWhaczY1R9//snXl8VNXZ+L/3zkxmsgfIQhYCJBCWYGQLICqiLaJUsIoLrUsrta79VVtReVvFV/tqra/FulVrhapVBHewKr5udSkgskOAJJAQQliykjBJZrnL748hMQkzyWzJzITz/Xzymcm9Z3nuzNxznvuc53lOFC9f8jKN9kYyLr8GQ0kJcSYT+htvwKJFfS5Pf6K3wqmMRiPPPPMMs2fPRlVVFi5cSH5+PkuWLGHy5MnM89K9XyAQRAa/+93vaG5uprKykssvv5xrr72W5557jt/+9rfk5+eHTK62cCpP+Grc0TQNp9PJpk2bSEtLY9KkSe15gLzBsHo1kiRhamhA27zZrRGHtDS0BQuQV61y5bKz211hTt4iy+jTAgw5SklB9xDG1R0X5lzIhTkXel1enzkTJSfHlfcnNZWLyOWi3It87lfwPc2OZv647o8ALJ6+2OcQrFd//Cqfln9KQWqB37uHhoqedBOBIJQII06E462y4K5cc3MzJSUlyLJMfn4+O3bsOCVpoDft91dreSi2cCcqCvWCC4LapOW3v0XeuBGDyYQ2bhzK3LlBa1sbNQrHQw91PmizIZeXo+XmQlTUKXWMr72GZfFiAFr//nfUi/pewZIlmQGWAahnnIFhyxZ0VUXJy+NUabunyd7ESztf4oTjBDeccQMZ8Rk9V/KT/nqfgXfGnzlz5jBnzpxOxx7q+ts7yb///e9giSYQCELAjh07uP/++wFoamqisLCQd955hxMnQ31CFWLQMSdOIOi6Tm1tLQcOHEDTNCZPnkyUm/myK131EnXOHAybNqHEx6NNmOB5DjMaUR9+GPn991FnzoQB7rfIDone4y3V1dDaCtnZnr1/Jcl9kmUfCdvPIAQ8sfEJXtjyAuBaBFty7pIeanQmyZLEFWPc5EH0A03X2sPrThdEOJXAE8KIE8H4sp14R1paWmhoaKC5uZkxY8aQ5GGXJG/bj3haW5FaWtAHee/mGUnobcqaJH0f295bKArRc+ciHziANm4cre+8c0oR49dfg90OgGH9+pAYcdpwPPII2rnnUt7cTNL55/tsxNlVs4vdtbuxGC18XvE51467tlfkbCPcJ3J/xwZd131afRYIBP2bNg8VcHnilZSU4HQ6Qz5OdPTE8XeL8YaGBsrKyoiLi6OgoICdO3di9NNDVp05k9ZJk9i9dy8js7K6LasXFKAWFPjVT1/idp7bvx/jAw+Aw4F6443oF3rvnSMIjCg5qv07MRt6Z7MNT3T8LdgUGwvfX0hRbRE3TbiJ2yff3qeyCAThhjDiRDi+5MSx2+3s37+fpqYmYmJiyMvLIzGx+1wjPSkj7nLrhPuDZkekykqi585FamrCfv/9KDd0n6U+3OikMB4/TtSzz6Knp+P8+c/b89XYnngC04oVaNnZrhW43pSnuhq5rAzMZteuVs3Np5Rx/OpXGNavR4+Kwvmzn/WqPB3ZenQra8vXMjN7JmdlntzVw2BAueQSrHv24M+G7+lx6ViMFhRVYcQA94kiTzf8uf97SmwsEAhOL2bMmMHRo0cBSEpKYv78+fz1r39l0iTX7oOh0jPaEhv7s6Clqirbtm3DaDQyZswYYrpu1e0v8fHovbSTZag4Rbc9eBBaWtCjo5F27RJGnD7kjil3tCeEvm3SbSGTo6SuhL11e0k0J/LaztcCMuIs/XYpb+95m8tHX85vp/7Wp/QUoaC3x7tIem4TfI8w4kQw3g46bQnzSktLycnJYcyYMRQVFQWtz3AZ5PzBsH69axtMWca0cmXfGnGcTqQDB9CHDnUbduQrljvvxPjBB2AyoScmosyf7zqRkIDzllsCbt8b9PR0lDlzMP7rXzivucZt4kRt3Diat2/vE3nacKgOHvrPQ+jobKjawCtzXwlKsuThScO5b/p9OFRHr4ZS9XeCEZ4gEAj6D7///e/b37/88stERUWFxRjRk/HGnYwtLS2UlZVht9vJz88nPgCP2N72hg5Xb2t90iT0ggKor0e79NJQi3NaYTaa+c1U73b/DCZdf4e5A3LJTsjmQOMBrs6/2u92G22NrNi1gkHRg1hZtJKF4xcywOI+vBBCb+AIx/tREB4II06E093NraoqBw8e5PDhwwwePJiCggKfVrs9Teb9KbGxeu656AMHItXX41y4sNO5Xr02TcOycCGG7dvRRo2ideVKMBiQysqI/ulPwW7H9tJLaGee6X2bra3Q9t14SErtFzYbppdfRk9IQLn66u93pHKHJGF/+mnsTz3VqztW9YTVYeXv2/7Ocdtxbp5wM2mxacSaYqlprSHRnIhJ7nmbUW9JjkkOWlvdEQkTeW8lNhYIBKcXf/zjHxk3bhxz585lzZo1LFu2jB//+Mf87Gc/OyV3X1/SU2Jj+H6sttvtlJeX09zcTE5ODq2trW4NOMEwnISj8UX67DMMTzyBPmEC6pIlYPJh3j1xwqXTtIWDJySgntx2vreJdL22vxIbFcub89+k3lZPakyq3+3Em+PJT8lnT+0eRg8aTUKU2JVUEJkII04E4yl0StM0Dh06REVFBRkZGWRlZZGYmNjpISmYk1S4KQ6+oKen07J+vStHS2zsqed769qsVgxbt6InJSHv3YtUV4eemorpjTeQqqpcnkEvvoj94Ycx/Oc/aAUF6JmZ3TZpf/JJ9D/8weUNc7X/qxRdMd9/P6ZXXgFZxqZpKNdc03OlECtBm45uYn3VeqIMUbxX+h63TbyNx85/jE1HN1GQWhCxSfH6q3IpwqkEAkFH1q1bx/Tpri2lly9fzm233cYLL7zA6NGjmTlzZlgkNvakH6iqyr59+2hoaGDYsGGMGjUqaLKGo7HGE4YnnwSHA/nzz9Hmz0cfP96repZDh4h54AEMDgfKkiXo55zTy5JGJk32JjRdI8niTzB4ZGIymEiLTQuoDVmS+ducv1F+vJzhScMxyOGfj6+/6n6CwBBac4TTcTLXdR2r1crevXtpaWlhypQpDB8+3OPDkT+KQCQpEF5jNLo14PQqCQk4r7wSqaEBZc6c9q031enTwWIBkwn1/POJvuwyLLfeSsz550N9fbdN6oMHY3/2WRz33RfUbcSl2lpQFFBVpPp6jO+8Q/SPf4xxzZrgtF9WRuyoUcRlZmL45pugtJkem47ZaEbVVYYlDAMgIz6DeSPnMSxx2Cnl+91vOkT4+zmKcCqBQNARWZaxWCx88MEHTJgwgXnz5hEXF9ejF0xv07ZQ5g5VVTl06BBWq5XY2FgmT55MSkqKV2NbsOagcPLo0SdNQmpuRk9IQHeXdNlud3nbdCG2tBSpqQndYED+/POgyNLf2H5sOxe8egEz/zmTryq+CrU4EYfFaGFM8hgsRku35cIhz6fQTwWeEJ44EUzHgaWuro7S0lI0TSM3N5fMDl4b3uxY5al9XxMbC7zH8cADOO6/v1N4kjpjBi2ffgpOJ3puLpZf/xodQNeRjx1DGziwz+W0P/IIqCp6UhLOyy8nbvJkcDgwbNiAdeZMSOjeFbWn35Bp1SqkY8dA04j6859pDcKq26hBo3j4vIdpdbaSNzAv4PYE3iPCqQQCQaCcddZZPPbYY6xbt44nn3wScBlJQj1OyLLc/mDXNrdpmsaRI0eoqqoiNTWV+Ph40tPTvW4zGHpUOC6wqffdh3b55egmE1JxsUu+kwtW0t69GG+6CRQF5bHHXJ7G2dlgMGAdNw79s8+Q7PaQ5b8Jt8+yK18f/JpmZzNG2chH+z9ixtAZoRZJIBD0McKIE+E0NTVRVFREVFQUBQUFVFVVYfIy7thTvpvuFIr+ltg45LhRSPWhQ9vf2x59FPOf/4xz9my00aM7V92yhWH33IOSmwtPPQW9tDuFnp6O7ZVXXP9YrS4vH6fTtRtGEBIyq+ecA3/5Czo6/xk/kJqyj5k1fBayFJiynp2Q7VP5cDdI9uf7THjiCASCjixevJhvvvmGe++9l4kTJ6LrOq+++irmk/NcqMaLrluMHzt2jIqKCpKTk5k4cSIA9T14zQZCOBprPGIwoI8ahWHJEqT6evSUFNSHHnLl//viC2hqAoMB469/DSkpqLNmoS1ahKW8HJxOl67hxlNHABfmXMiKohU4VAfzx8wPtTi9htALwsMbSBCeCCNOhGK1Wjl+/Dh2u50xY8aQcNIborstxn3Fm8TG/ZlwGDSVa69FufZat+fMDz2EdvAg5spKnF98gXrRRb0vUFwcLR99hPHjj1HmzHGFfgWC1Yrh889xXH89qyaZ+XfyCdTS9xmaOJTRg0b3XD8IWB1WND0wF31VU1F1lShD4Eat7giH32R3BKJshHqFXSAQhA8ffvghiYmJTJkyheLiYt5//32mTp3KOeecE9JxUJZlVFWltbWVmpoaBg4cyPjx44k6uaChKEq39d2NkcEyzASjjaB/tooCzc3osbGuRSBVdRl3zjsPVqyA5mYwm9EHDkT+z3/QFi0i+uBB0HUkTUMqK0OfNi24MvUD8gbl8eV1X6Kj97reoWoq7xW/h02xccWYKzAb+2Y7+7bfc31rPSX1JYxPG99j+JNAcDohtOYIQ1EUdu3aRVFRETExMeTn57cbcNrwxvDiKcTK1/Apd3X6k5EnnK9FGzMGJAndaOzkvdPr/Y4bh+Ouu9DGjEH+7jss112H6bnnvt8Zyweinn4a0z/+genNNxm17RAOxYFBNhBr6jlHkbxtG6aXX0aqrvbnMgB4ZecrXPbOZTyy6xFaFf9W/I5aj3LFu1cwa+UsvqkMTk6f0w2R2FggEHRk+fLl1NXVAfDb3/6WAwcO8D//8z989ZUr/0eo5mZFUfj4449pbm4mOzubvLy8dgMOhM5TJmw3q4iJQbvlFvQzzkC77bZ271197FicH3+M8/PP0S66COnECbQbbgCg4fzzUfPy0JKSYM8eKCsLnjz9CJPB1OsGHIB3i9/lga8e4JF1j/DC1hd6vb+ONDubmf36bK577zqufc/9gmZvIrxgBOGM8MSJMAwGA4MHD2bQoEHs3LnzlPP+5r9xh6d6niZ4SZIiy9U3wrE/9BB1BQUwZAiDxowJiQyWO+5AqqvDsHkz6jnnoJ1xhk/19TblV5LIz5zIjePPJsmcxJCEId3Wk6qqiL7mGrDZML7+Oq1r1/ol/3sl7zHQMpCD9QepaKogJSnF5za+Pfwtx5qPYTaaeXPvm5wzROyk4SsinEogEHTEaDQSHx/P5s2bGTlyJI899hi33norTU1NIZNpzZo1FBUVcdNNN5GSkuJ16HobbfpRIGNdTzpWOI6jen4+en7+qSdiYiAmBvWBB1A7HHampGC/9Vai7roLff165KoqlOXL+0xeQWdanC2u35yE34td/lJjq6GhtQGTwcSWo1tOS6PK6XjNAu8QRpwIQ5ZlkpOT2//31mDirSdOT/W6IgaWEGIy0Xz22Z1WAfsaPTXVtXuVwYCemOhzfeftt7t2BpNl9J//nEleXovU1ORyy5ZlpJoan/tt40cjfsTK3SvJisnyOYdOG+PTxpNgTqDZ2cxFOb0X0hYJxlF/lQ2R2FggEHRk8ODBrF27ls2bNzN37lyioqKw2Wwh1Tnmzp3LsmXLyMsLbrL8cAunCoe5RrdY0GUZyWZDj4sLtTinoOs6x5qPkRyTjFHu349SV429igZbAzbFxi0Tb+nTvrPjsvnxqB/zSfkn3DX1LvHMIRB0oH+PPKchgebE6Th5e9tWOEz4gl7GZsOwfj3a8OHow4Z9f3jZMgxr16Ll56Nn+2EEsVhw3uKbUqBoCpsTGjH++nKmrjuA9v/u8L3fk/zizF8wf9R8KvdXEmOM8auNoYlDefvyt7EpNgZFD/JbFm/orwqMCKcSCAQd+dOf/sTzzz9PYmIi11xzDQB333032Sfnme7GwrVr13LHHXegqio33ngjixcvdlvurbfe4sorr+S7775j8uTJPcokSVKn3ak8lenOW7m39KVQzg3Spk0Yf/Mb9MGDUZ5/HgYFPg/qWVmof/oTUlkZ2nnnBUFKLzh6FGnnTuScnB6LLvpsEe/ufZeRA0ey+qrVAedqqWis4JYPb8GhOnju4ufCaq63GC3cMcV/PSsQZEnm8R8+HpK+ITy8YMJBBkF4Iow4EYwviYe98brx1kBzuhhtwmVFKhww//KXmNauBUmiZfVqtLPOAkAfNAjlpILtLZqusaN6BxajhVEDR/k8OW0+upl3S96DMeC89NdMy5zqU/2uJFmSqKIqoDZiTbFe5fHp7/h7vwhPHIFA0BGz2cwdd3R+cBw/fnyP9VRV5fbbb+eTTz4hKyuLwsJC5s2bx9ixYzuVO3HiBE899RRTp/o2f7TtTmU0GoOmH/iia4SjXmJ49llobESurUX+7DO0q64KSrv6+PHoXnznQcHpxLhoEVJNDbEDBiDdfXe3xd8rfo/YqFjKGsrYV7+PcanjAur+nb3vUHa8DFmS+efOf7IgZUFA7fUH2owX1c3VbK/ezvi08aTE+B7yLhD0V4TWHMF4MsT4G2Ll6ZivMgj6H8YNG1xbfjocRL3QObGdVFaGVFHhdVsf7PuAh9c9zANfP8C26m3BFtVvxG85OPjzOQpPHIFAEAw2btzIiBEjyMnJISoqigULFrB69epTyt1///3cc889WHzcYVGSpPYtxj2dD5WRJVS7U2nnnAO6jh4d7T73jR8y9Pln6HTC8ePosbFIx48j9bDL2HXjrsPqsJKfms/IgSMD7n5S+iTMBjNG2ci0LLEbVxtOzcmNH9zI/f++nxv/dSNO1RlqkQSCsEF44kQ43kx0/k6I3hqJwm1VSBB8nAsXEvX44xAVhTJ7dvtxw9q1WO66CyQJ21NPoV5wQY9tHW0+iiRJKJpCXWtdp3ON9kZMsokYk+fQpkmDJwGu393k9J5d4AFsio3PDnxGjCmGGUNmYJANJ0/YML34IoOrq+E3v3Hl5wlT+rNLrUhsLBAIgkFVVRVDhnyfGD8rK4tvv/22U5mtW7dSWVnJJZdcwuOP+xaq0TGcyp9FL3d1gjH2dWrD4UB+911oakK78kpISvKpLV+vS1u4EH36dPSEBMjM9Klu2BATg7p4MfKHH9I6cyZqD8a9/z7vv7lr2l3ERsUiS4EvQMzInsGaq9ag6iq5A3IpKioKuM3+gF21U9tSS6wpltqWWuyqHZPBt4TikU5/1v0EgSGMOP0Mb290kdhY4A3SoUMY33kHddo0Wr74AlQVbcKE9vOG//zHtYIFGL791isjzmV5l3Hcdpy4qDimZ05vP769ejsv7XgJs8HMHYV3kB6X7ra+oimMGTSGBHOCxz5sio1Ve1ZR21rLT8b8hK8rv+btkrcBiJKjOHvI2a73Tz2F6dlnyVRVWgcMcBlyBH4jEhsLBIJQ0pORRNM0fvOb3/DSSy/51X5bOJUn/NWJghlOJW3c6DLiGAxgMqH9/Od+yeQ1koQeoh0yg4l+zjmo55yDYrXC/v09lo83xwe1/2FJw4Lanq+omsq3h78l0ZxIfkrgHlXBIM4Ux71n3asoiPcAACAASURBVMu7xe8yf/R84qL6Nsm1MKAIwhlhxIlgvM2J42+IlUhs7AO67vrrZw+i5kWLkEtLwWSi9dVX0UeM6HReufZajF9+CQYDziuv9KrN5Jhk7p52arz5juodmAwmrE4rFY0VpMelY1Ns7KrZRUpMCkMTh1LfWs/ru1+nVWnlR7k/Ykyye8VxT90eNh7eSLQpmo/KPurk2aPT4ffqcLi+t7b3goDx14gjFCWBQBAoWVlZVFZWtv9/6NAhMjIy2v8/ceIEu3btYubMmQAcPXqUefPmsWbNGq+SG7cZcYLpiRMs2tuOi3PpIpoGPu4aGY45dwR9w/Lty3lp+0sYZAN/ufAvoRannUtHXcqloy4NtRghQ9yPAk8II04EE8hDTyCeOKfLgOKtMiMdPUr0/PlINTXYnn0WddasPpCuj+i44ujms9BGjaLlq6+C0tXZWWdTVFtESnQKIwe4YsxXFK1gw+ENmA1mfj/99zTaG7E6rMSaYiltKPVoxEmOTsZitNDqbEXVVApSCrAYLMSYYjgr86z2co477wRNo7q+HtPChYRvMFX/RnjiCASCYFBYWEhpaSnl5eVkZmaycuVKVqxY0X4+MTGR2tra9v9nzpzJ448/7pUBp43uPHH8wVfDSU/eRvqZZ6IuXgwtLeg+XFc4cbromeHEgeMHkCQJp+rkqPUoSfgWhtcbiMUdF+JzELhDaM0RjjdeN4EmO+4OMbCA4ZNPkI4cAVUl6q9/DbU4QcX++OM4FyzA/oc/oI8MPHlfd+Qk5TBjyAzKG8tZtmMZDtVBXWsdFqMFRVewOq1kJWSRGZ8JEkwcPNFjW0MShnDvtHuZNHgSRbVFLN+xnILUAmbnzP4+Hw5AXByOJUuo+uUvIca/Lcb7ikjwVvFXRpHYWCAQBAOj0cgzzzzD7NmzGTNmDFdddRX5+fksWbKENWvWBNy+wWDwOydOMHA7vuo6ktPZsRB6QQH6tGlgDNFara4jFRcjFRe7XQDqjnCf5/orN028iQlpE7go9yJmDp0ZanHCgkjQuwSnL8ITp5/hS04cb8p4YxA63VdMtClTwGIBhwPlkktCLU5Q0bOzcfaw1WYw+XD/h6TGpLK7djeHThzimvxr+GD/B2QnZJOblIskSVw77lqvJtbU2FQsRgtG2YiqqbQqrZ3O76rZxQnHCQrTC0/733CoEYmNBQJBsJgzZw5z5szpdOyhhx5yW/bf//63T233lBOnO7pLbOxpDupxrrPZMN91F6M3b8Z+441w661+ydZRlmAgffMNhkcfBUC99170GTNchp2SEvTERBg8OCj9CILH0MShPH3R06EWox2hl7kQhiSBJ4QRJ4IJNCdOIB477mhtbaW0tBRFUdoHnI4DT8djkiRhs9koLi4+pWxPr+7acnfcl7bcnW9tbcVut1NXV9d9W4MH0/jhh8hWK2p2NtKJE17JHchr2/v+NsmdN+Q8Ptj/AUMShpAem060KZpfjv/lKeU8TWhbj22ltqWWGUNmYDaauTj3YmRJZoBlAKMHjW4vt716Ow98/QCqpnL1mKsZz/igTJKKpvB28dtUNFZw+ajLGTFgRM+VBEJJEQgEEUEgOXGCQdd+5X37kHfvRklMxPzmm2yfPr29XNfXnvQecI3Fzc3NbnUzQ2srsV9/jRYXR8tZZyGd9PJx11fC5s0kNDcDcGLTJqw5OcT+61/Ev/8+elQUDf/1XyhZWW7r2mw26urqaGlp6VYX8kaP8+dVURQ0TcPpdHrdR3/nUNMh3tj9BmeknsGsnP6TMmDTkU0cOXGEHw7/IdGm6FCLIxD4hDDinCZ4k/+mK97kzZEkCU3TKC8v58iRIwwfPhxLh60ZO9Zve9/22tDQQFpamsfznl67Huuuj7bXtpUzT225q+dwOHA4HBw/ftw7uUwm9MOHvZY7kNeOMkqS1CmRY2/R8UHbFwOb1WqlubkZk8nUbV1Jkhirj2XIkCHEGmM5sO+AR0Wz47FaWy0xxhgqmyt5ZMcjKJrChVkXsjBvIZIkMS1mGgBVlVXt9Yqri2luacYgGyg5UkJeYh7Hjh0jKioqIAWwvKmcb8q/Ic4Ux5s73uSWglv8bqvrtSqKgsPhwG63B9xWbxGIMeZ0UYYFAkFk46/xxlfDT1v57sZGbdgw1IwMKCnh6A9+wPDhwzEajX7rFk6nk4aGBgYNGnSKvhHzySeYv/oKNI0TgwdjLyjw2FbrBRcQVVaGpGk0X3ABmqZhKi1FNZmQW1vRDx3CnpLSXr5jX4qiYLVacTgcQdOZutMVu5ZVFIWWlha2bt3qVds9oWgKBsng0xzX2tpKfX09BoPhlHOB6Cjd6Wodj7ctZLZtdf7b737L/qb9RMlRPD7lcXIScoLed9dXq9WK1WplT/kePj74MVlxWZydcbbf19O1TFFtEb/+/Nc4NSffHPiG+86675RyTqcTu91Oa2urX324exUIgoUw4kQwnows3iYj9tcTp2OZxsZGmpqaGDhwINOmTUNRFK8f5AwGAwkJCWGbC8NqtaKqKrm5uaEWxSOVlZUYjUbS091vxx1sfDWwAZSWlpKWlkZcXJxXbfRk9Op4/tODn/J6yetEG6K5MPtCdEnHZDTRpDYRFxfnse2pg6dyoPkAx23HmZ8zH0f99ztTeTL4VbdUs7FmI5kxmZw56Ey3bRscBgyqgTp7HSOSR7Qn0AzUWAfQ1NSEw+FoV+r8aau3aTMqHjx40CuF5q677gKgrq6OH/3oRxgMBmRZRpZl7rrrLs4999w+k10gEAh6QpbloI+pvhp32tB1nSNNTVTddhsxdjsZ48cTHx8fkE6lKAoHDhwgOTn5lHNycjJyVBTIMlFpaejd6R1ZWfDUUwC0ZZuTbr0V+dln0TMySLv4Yoh27/nQ3NxMdnY28fHB3cLbW5qbmyktLWX8+PEBt7WmZA0PfvUg2YnZ/GPuP0iyeJcsuKioiMzMTJKSOpf3x1jlr/7R0NBAVlYWuq5j2m7CZDJhkAwMGjSIlKSUTmVbnC0caznGkLghyJLsc1+qpqJr3+ea0nUdVVXRNI2lW5aysXojJtnEg5MfZHTSaL+up+trcU0xrXaXcWb/sf2Ul5efUubEiRM0NTVRU1Pjcx/u9Dh/aGlpYcuWLX7d194alnJzc/vsOUIQPIQRJwLxZzUn2DidTkpKSmhubiYuLo4RI3wPGwl3q3S4yxcK/FlRMBgMREVFdfLQCha7du0iIToBq8NKTloOP+EnHGk+wq0TbiUlIaXbuvdk3fN9O627SEtLI6ab5MZvb3ybarWassYyCvMKyYjPcFsuNyeXRnsjmfGZyFLwDJR79uwhKysrZIqtN1RUVGA2mxk8eLBXSs7KlSvRNI2rrrqK5cuXAy4jmqZpDBw4sL3dtWvXcscdd6CqKjfeeCOLFy/u1O/SpUt58cUXMRqNpKSksHz5coYOHdrr1ysQCE4vAt1iPFDa+m0LeYqLi2PC1KmUlZUh9fKCmDZvHnpyMsTFoZ95pm+VVRU9IwP1iSd6R7gw5aXtL2ExWqhorGDTkU38cPgPA2qvL706DAYDiSe3qH9mzjOsKFrB+LTxTM2d2qlcs6OZm9fczBHrEWYNn8WD5z3oUz/bj23nzv+7k2hjNM/NeY6hia65u6amhoaGBsz1ZixmC3bVztbWrRSOLiQ1NjXg6xuljaIxupGy42XcOfVOcpJyTilTUlLCgAEDSEnpXp/sTbZs2cKYMWOI9mD0dIe3Xmdtx9o85QWRhTDiRDCePHG6Jt1zN9h7qttTGYD6+npKS0sZPnw4I0eOZNu2bf5egkDgP6rKZSN/zNLvniB3QC4FqQWcO+R7z42y42UYZSPZCdlB6S4+Kp6KxgosJgtmo9ljuQRzAgnmBI/nq05U4dScDEscFhS5wg1fXIhTU12KmK7rDB482G1ZVVW5/fbb+eSTT8jKyqKwsJB58+YxduzY9jITJkxg06ZNxMTE8Nxzz3HPPfewatWqYF6WQCAQBJTYGHxbkXeng6mqSktLC3v27CEvL4+EhO/nml73urRY0C+4wPd6TU0YFy2CqirU225D/9GPgi9bmHLJyEt4dtOzDLAMYFzKuD7r167YeXXXqwBcO+7abnUWbxiWNIzfnf07t+cOnTjEEesRksxJfHnwS5/bfmvPW9gUG02OJr448AU/P/Pnnc7//pzf8+x3z7Jq9ype3/U6O47t4I35b/hzGZ0wykbunHpnwO30Nt5GN3TElzB6f9oXhAfCiHOa4O3k3l255uZmjhw5QnR0NFOmTMFkMuHsuK1lL8olCGPavkNJcr1vaXFt192LuVjkDRswP/YYU9PSePnhvyB18NoA+OzAZzy6/lEkSeLh8x6mML0w4D4XjF3Anro9pMWmMSh6kF9tlNaX8tetf0XTNH4y9idMy5zmdd1IuFd6Q8aNGzcyYsQIcnJcq2QLFixg9erVnYw4559/fvv7adOm8eqrrwZdDoFAIGhbKHO3YBZIm96MnXV1dezbtw9Jkpg0aVKf5jsLBKm4GCorITERw+rVKKeREWfh+IVcPOJiEs2JxJg8e/oGm5d3vMwTG11eT6qmctPEm3qtr9wBuZyddTbrD63ntsm3+Vz/gmEX8NmBz4g1xVKYcaqulh6XzvUF1/PBvg/Q0am31QdDbK+IBL1LcPoijDgRjC85cbyt665MW+Li6upqBg4cSEpKSqcktf4OcuGsdJzOSPv2QXw8eoek0x45fhzj2rWgaSizZxO1bBmGL75AnTEDx+LFnQw5wcT0zjvoUVHIlZUYd+1CnTGj0/mdNTvR0XFqTvbW7u3RiOPNbzguKi5gY1B1SzWKqmCSTRy2Hva5fiTcM8GWsaqqiiFDhrT/n5WVxbfffuux/LJly7j44ouDKoNAIBBA72wx3hN2u53S0lJ0XSc/P5/S0tJemwsC0ek8oeflQXo6HD2K9pOfBLXtSCA9zn2ukRZnCybZhMngRShLYyOGJ58EpxP1jjvATc6ijiiaAnqH926obKrk0XWPMih6EIunL/bbyGSUjfzvD//Xb4+O84edz+qrVmOSTR5zBuUNyuPe6fey/tB6fjH+F6ec31m9E5NsYnTyaDe1+xZFUzjYdJDMuMyAPaAEgu4QRpzTAF8m5a7lFEVhw4YNDB48mKlTp3ZK/HU6EJJr1TQMGzagDR6MnnNqjG5vYly+HPMjj4DRSOubb6KdcUa35eWKCmhuBllG3r0bwxdfoGdkYPj6a7j1VkjyLomfrygzZxL1/PPoiYloeXmnnL8s7zJ2VO8gyhDF7JzZXrXZFwaSM1PPpKS+hFallfOyz+v1/voD7u5BT9/Vq6++yqZNm/jyS99dugUCgaAnemOL8e7aqqqq4ujRo+Tk5JCcnNyt93PY6maJiSh/+xu0tkKC51DjNnrDkOQLfaELfFL2Cf/1xX8RHxXPPy/9J1kJWd2Wl//1L+RPPwVZRs/IQLv1VtcJpxM0DcydjQU3nHkDqq62v3fHUxufYl3lOnR0xqeN5/LRlwd0TYF8bikxPeecWZC/gAX5C045/m7xuzz41YNIksTSHy7l/GHnu6ntP75e192f3s1/Dv2HnKQcXp73csCGHBHuJPCEMOJEMIF64nSHw+Fg79692O12pk+f3m3C1/5KqAbNqMWLiToZDtLy0UdoviYQrKtDPngQraAA3GxP2R3Gjz92KQQ2G4bvvuvRiKNnZIDRiKTr6Hl5qNOnY1i/HnXqVDiZEM8jzc1EX3018t692J58EtUHF2t1zhxsU6ag22xIra2uMK4O39fQxKEs/9Fyr9vrK+Ki4rihwL1C1R/oDcU7KyuLysrK9v8PHTpERsapSaU//fRTHn74Yb788kvMZrH6JRAIgk8gu1P5Ypw4ceIEVquV+Ph4Jk2a1L4roac2gqWv9JoBxWRy/QkAeGPPG8iSTF1rHRuqNnBFwhXdlm/TtdB1aJv/9u/HdNNNYLejPPEEeuH3nsLRpmj+X+H/67bN7IRsJEnCIBkYHDc44GvqDbz5Xe+s3omqqWi6RlFNUdCNOL6gaApfVX5FSkwK+xv2c6z5GNmJwcnLKBB0RRhxTgO83Xa8Lcb70KFDVFRUkJOTw4kTJzoZcLxNfhyIXKc7xm++ca1Ymc0Ytm/3yYgj1dQQc9FFYLWiXHgh9qef9qlv569+heGmm9AHDULxIiRFT0lBWbDApVhYLDjuuw8aGmDAgB5DqYwff4xhyxZoacHyu9/R7GucvKZhXroUWlpQ5sxBnTfPt/oRRqTcK8E2fhYWFlJaWkp5eTmZmZmsXLmSFStWdCqzdetWbr75ZtauXdueLFkgEAiCTaCJjXtCURTKy8vbda/hw4e3G3AE/YfLRl3GlqNbGBA9wG0emK7oM2eiJCS4dvk6aayRv/oK6ushKgr5vfdQC30L97518q2MThlNkjnJKxnClevPuJ4dx3ZgMpiYP2Z+SGUxykZuKLiBl3a8xA+H/7BHDyuBIBCEESeC8bTrlL8oisLOnTtJTExk6tSpGAwGysvLTykXKQ+TkYr9wQex3HIL+tChOOfO9amuvG8fWK0gSRi/+Qa7j32r555L8549vlXq6PUgSdAlybAntPx815uYGNQpU3zrE5Cqq12hXLGxyKWlqD63EHmcji61RqORZ555htmzZ6OqKgsXLiQ/P58lS5YwefJk5s2bx913343VauXKK68EIDs7mzVr1oRYcoFA0N/omNg42OFUtbW1lJWVkZmZyYgRI3ze+bO/6GbhMM/19mc5Z8Qczs46G7PRjMVo6bmCJKFPmtTpkH7WWfDSS+BwoPmRB84oG5k1fJbP9foKb7+DYUnDeOuKt3pNBl9/j78q/BW3T749aL9jEU4l8IQw4kQ43nrYdKWjAqKqKmVlZTQ2NjJ27FjS090nYXPXlvCmCT7qrFk079/vX92JE1GnTsWwZQv2RYsClkUuKUGqqnIlDvZzNdDT70MbNYrmb75BrqhAPfdct2W6Q8vLQyssRKqqQrn0Ur9kEwSX3lI25syZw5w5czode+ihh9rff/rpp0HvUyAQCLrSG+FUqqqyb98+zGYz48ePJyoqyuc2+ttD3umgVyZaegg57wF99GicH3wAqtpz+LqgT+lv96MgPBFGnAjGl5w4nibE2tpaSkpKyMjIYNCgQcTHx/fYbzAn13CfqHtNPkVBLi1FGzrUtR13sDCbsb3ySlCaknfuJPrKK107T11xBfZHHglKux3Rc3JQ/U3eHBWF88YbgyuQD4jVEYFAIDi9CGZi47bw9fr6eoYNG9ZpFz4IzSKZWJiLMOLiQi1B2PLyjpf56uBX/Gryr5gweEKoxREIgo4w4pwGuJuUVVXl8OHDWCwWJk6ciMViYceOHb3SV3dlw5nelM9yzTUYvv0WPT2dls8/h+hov9rpTYVLLitzrfBoGvL27d3LceAA8uHDqBMngsUL1+Aww5fP0KbYeGXnKxw8cZAFYxYwLmVcL0r2PUKxFggEgtASrC3Gm5qaKCkpYeDAgaSkpJDgxa5NPeHTHNHailRWhj58eHAXkgSCEGFX7Ly15y1io2IZOXAkf/j6Dyiawo5jO/juF9/51WY46F1iwVDgCWHEiWD8yYmj6zqVlZVUVFSQlpbG2LFjTznvS59i1cYPVBXjN9+gm81IR44gV1a63SY71CizZmE891zksjLsDzzgsZxUVYXlnnvAZkM991wcd9/dh1IGD28nycoTlew/vp8kSxKfHfisz4w4EP6GT6FsCASC/kygOXEURaG4uJiWlhbGjBlDbGwsJSUlHvtydyzgcCpVxbhoEdK+feg5OSjPPNMeLi3G7whHVZHWrQOz2ZUAOcK/T19+j3/Z+Bde2PoCsiRz19S7kCQJVVdJMAdmIBX3hCBcEUacCMeXnDgnTpxg9+7dJCUlkZOT4/fAdDqFU/UKBgOOX/6SqL//HeW889D8DSfqbWJisC3veZtuqaEB3eEAiwWpqqoPBOtlNA3D//0f0vHjKJdccoq78uDYwQyMHkh9az3Tc6eHSEiBQCAQ9DX+5sTRdR2bzcaePXsYNmwYeXl5nXQwT232io7U2opUWoqenAxlZa7NEMIop0owH5qlvXuRvvwSfepU9PHjg9ZuuCK/9RaG558HWUZ54AH0GTNCLZJnFAVstqCFhB23HUfXdTQ0LEYL/7z0n2w9upVL8yI7Z6JYHBN4QhhxIhhPOXG6oqoqtbW11NfXM3bsWOLj46msrPSqrjcy+MvpPCg5/vu/cSxZArIcalECRhs7FmX+fOTiYpw/+1moxQkYw7p1RP35z6BpSMeO4bzjjk7n46PiuXPynTQ7mxkY7d1OXN7iVJ38bdvf2Newj5vG38TY5LE9Vwoj/H24gdN7PBAIBJGBPzlxWltbKSkpwW63M3r0aAYMGNArsnk9/sbFof7sZ8irV6Nde21YGXDaCIrxSlGQn34adB1p82bUpUu9MhhE9Fx07JjrVVGQ6uoI22XS6mqMP/85Um0t6n33oc2bd0oRT78Bh+pA13XMRnOn43dNu8vleROVwNVjrybaFM20zGm9In6f43Ag7d+PPmSICH8UtCOMOP2QjgNfdXU1xcXFxMbGMmnSpPbJydcEyG2I8Kkg0g8MOIBrxee660ItRfBQXZuVS4DkIfeB2Wg+RYEIBkW1RXx24DOijdG8uO1Flv5wafu5SLnvIloBFggEgm7wxRNH0zQOHjxITU0NI0aM4OjRoxiNp6rdvoRIBWt3Ku2aa9CuucanOr2OzYa0ezdGqxUyMwNvT5IgNhapuho9MRHcfPb9De2aa5CamtCjo9EuvDDU4nhE3rIFqboaoqOR33jDrRHHHVuPbuXqd65GR2fFj1dQmFHYfi45JpnHfvBYUOUMCy8YXcf0wAMYt21DHzIE5bnnwBxc/TPk1yjwi/4/ovVjusuJ0+a2K8syeXl5NDU1nVI+GJ44gRDug4YwWIU3Ul0dhnffRc/IQL344qDFfqvnnIPzttugoQHliiuC0qa3pMWmYTFaaFFaGDlw5Cnnw/2eEQgEgv6Mtzlxjh8/TmlpKSkpKUyaNAlZljl27JjPOkVY6iBtMgV5PpKfegr5u+/I1DTUxx+HpKTAGjQYUO++G2nPHvQRIyJy0wWfGTQI9b77Qi1Fj2gTJiAnJyPV1aFdfrnX9d7e8zbNzmYA3tj9RicjTn9FVxQM27a5wh8rK6G+HtLTQy2WIAwQRpwIp+sEr+s6x48fp6amhry8PJKTk6mtrfW7va4E27ARlgqKICIwvfgi8vr1SIcOoa9ahePee9HG+h9+1G4gMRhQLrssSFJ2oKEBw3/+g56RgTZxotsi6XHpLP3BUqpbqslPzg++DL2MuJ8FAkF/xmAwdDvOOZ1ObDYbBw4cID8/n5gghz50Z8j3avxtbEQqKkLPz/cvjOrwYYyLFoHVivrHP7raCRLygQPo8fEYjhxBb2wMTqMpKegpKT5XC9lcpmlI69YRfexYcLyRwpW0NJTVq105cbr5HXb9vc8ZOYfXd7+OruvMzZvb21KGB0Yjyi9+gfH119HmzoXBg0MtkSBMEEacCKarQaWxsZHi4mJMJhNTp07F0GG3AXdeN+KBSxDJ6BYL0okTyMePozocGF9/Hccf/uBfW31wL5hWrUIqLkYCHMnJ6NnZbsulx6WTHhe5qyzCW0ggEPRXPHni6LrO0aNHqaysxGAwcOaZZ7rdzdNTm55CpLydm7wadxUF4w03uBY+0tNR3noLTCav2m+jfeHEYkF+5x3UIBpx1FtuQV65kuP5+Vg8zI/9HXnZMgxPPMFwp5PWpUthbj82VJjNPocFTc+azuZfbAYgyRKgp1aEoOs62lVXoSxYEGpRBGGGMOL0A5xOJ6WlpVitVoYNG0ZLS0u7AccXhGFHEEk4f/ELtJQUTO+8A0Yj2pgxwWu8rg7jRx+hJyejzprVvv1qQBiNrhw7BoNf7Yl7UyAQCEJLW2LjjrS0tFBcXExMTAwTJkxg27ZtHo0qIR3HbTakgwchPt61k6TVCj4mWdbHjYO4OCSHA/Wcc4Iqnl5QgFpQQMPu3aSfposBUnGxa5twRcFw4ECoxQkpnu6VvjTehEVOHIHAA8KIE+E0NjZSUVHB0KFDGTNmDHV1dbS0tHQqE0xPnGAaesLdaCQG7jAnLg71pz9FvegipPp69CBu1W5aswZ5xw5QFPQhQ9CCsNrovOoqDLm56IMHo/vpJh3uv0mh8AgEgv5MRyOOruuUlZVRX1/PyJEjSfRzl6dgeOK0ydMtcXGov/418qpVaNdf77MBB0AfNQrna6+BwwFpaT7XjwRCOYept9+OdPAgVlVFnTuXoKavVVWkDRtgwAD0AELPBQJBeCCMOBFKS0sLlZWVGI1GCgsLiYqKAgIzjIS7USUUiM/DDboOx4+7kg6GwwP7wIHoA4O71beWlISsKGAyocfGBqfRhATU888PTlsCgUAg6HPawqmsVitHjhxh6NChTJw4EdmL3SZ7U8fy1vCgXX+9y4ATCD0Yf+T330f+29/QJ092Jdk9DXaFChrDh6O88QYVRUVkBprYuQvy889jeOklV96/v/4V3UNuPkF4IRbHBJ7oJ3scn16Ul5ezbds2kpOTycjIaDfgeKK7Xax8RSQ2DjJNTZhvvpnoSy9F3rUr1NL0jK5jueEG4saMIXrevPbtuPsb6iWX4PzFL3D86lfow4aFWpyIQigbAoGgv9La2kpxcTE1NTWkpKSQnZ3tlQGnLwgXfUr+xz8gNhZ53TqksjKf64s5JDgomoLVYW3/Xyopcb1xOJAOHQqRVJGFMKAIwpnwmHkEPhEfH8+0adOIdeMh4MnI4s0xscV432P87DOMGzYgVVYS9fTTfrXRp4pbSwvGDz8EoxHDli3dKwItLch79iDZbH0nX7AwmdDGjw9qiFagRIIyES4PEQKBQBBsjh07xt///necTie5ubk+5x70NWwqI1YuiQAAIABJREFU6ImN+wht+nSkhgb0tDT0rlshK4pXbfg8l+zfj/y//4v0f//nW70wJdDvs661jmn/mMao50bx/ObnAVB//Wv0cePQLrwQ7Qc/8L1RTcPwu99hOuss5GXLApKvt7EpNu757B6uee8a9jfsD7U4AdOb97fQ2yIXYcSJQFJSUpBl2eub2hdPHG9uZnHDBw8tNxf9pCeVWlDgc/1O36PdjlRZ6Qp36i1iYlDOPx9UFTU/33NuF1XFvGQJUUuWMOTZZ6FLIsjeQDp6FOnwYa/Kynv3Yr73XowvvABOZy9LJhAIBIJIJy0tjTvvvJPRo0f3WPZ01pO03/wG59/+hvL88xAff/Kghvz00xh/+lPkf/4z6H0a//Qn5G+/xfDcc1BREXB7kf79bTi0gZrmGgyygRe3veg6mJuL8o9/oD76KPgTJn7gAPInn0BsrOtz7oPPyF/jxb9K/8U7e99hQ9UG/vC1f7uWCgThjjDiRDjeJiz29lhPhNNqT2/TF9eqFRTQunIlthdewHnrrf431NxM9Ny5xFx4IeZ77w2egF2RJGyvv07zli20fvSR51j3lhbkzZsxfPUVKatXY9q6tfdkAgz//jexhYXETpmC4cMPeyxvevllpJoajJ9/jrx3b0R4uUQC4nMUCAThwNq1axk1ahQjRozg0UcfPeX80qVLGTt2LAUFBfzgBz+gwssHf5PJ5HaL8UAIVlthY3gwGGD48M6Ggvp65K++Qs/KQn7/fVdi5CCiDxgANptLJ4mODmrbkUhhRiGJlkRUTeWn+T91HTx6FKqq/G80PR09KwuOH0ebPj08ciJ6ID0uHYNsQEYmO/H03K5e0P8R2cYiGG8nfm89cfo6sXEkJFLuC/n03FwC7UXevx+5qgo9OhrjBx9gf+yxoMjmvjP5VBdpd8WOHEFqbQVZJmbVKrSZM3tNJMP770NzMwDG1atR58zptrw6YgTG8nKIjkZPTYUjR3pNtmAR7veKQCAQhAOqqnL77bfzySefkJWVRWFhIfPmzWNshx15JkyYwKZNm4iJieG5557jnnvuYdWqVT22Lctyj2Nxm27TVc/yVeeJ1HAqtwwYgJ6fj7R7N9pZZ4HJ1G1xX+c79b/+C+m772DYMEhNDUDQ/kFqbCobF26kyd5Eamwq0rZtGO+5B13TUJcsQZ8xw/dGo6NRXnsN6dChPgk1D0TnOXvI2bw872Wqm6u5KPeigGQI+3srCJwO19gfEUacfoYvYVKh3mJcEDy0UaPQxo1D3roVx003hVocUBS0IUMw1NaCrmOfPp3uVbbA0NPS0E8ml1TPPrtn8X7+c7Rp09CTk9HT0iLCiAPhP9GKsUEgEISajRs3MmLECHJOPmguWLCA1atXdzLinN9hp8Bp06bx6quvetW2LMuoqhr2Y3HYYTC4dqqqr4fk5G69OPz6bJOS0GfNCkDA/ofFaMFitAAg7dgBdjsYjUibNn1vxGmbs739zGNi0PPyekHa4DMtc1qoRRAIehVhxIlgAslrEw6eOIIgYjbTunKla5K2WPq+f13vrAQMGID9j3/E+NFHHMjIIP7HP+5VI46Wm4s6bx5IEtr48T1XMBjQ8vN7UaLTF/FwIxAIQklVVRVDhgxp/z8rK4tvv/3WY/lly5Zx8cUXe9W2LMsoJ5PzetKXgpnA2BedLOz1N6NReMmECO0HP0D+9FOw29EuvRQAaedODL//PSQlofzv/0JaWoilPBWhTwgEnhFGnAjHm5w4vuTJ6YlgDqjCaBRkJKnvDTh2O5brrsOwaROORYtw3nZb+ylt8mQckyfTuGcP8b0shnrJJZCaih4Tg3bGGT7Xjzp2jKjycqRJk9CzwzN+WtwrAoFA0DOeDCXuePXVV9m0aRNffvmlV21LktSeE6e38aUP8bAbPPrlZ5mZifLKK50OyW+95dpuvKIC+dtv0ebNC5Fw4cvpEk4liEyEESeCCfbA4q1Rpbsydrsdm82GfDK0pU1Gd6+qquJwODCdjI3urmzba18OpqeDkcn46quYli9HufhinIsW+ZyoTt6xA8O2bWA2E/Xss52MOH2K2Yx67rn+1XU6yf3LX7A4HDBoELZXXgmNN1M/wJ/7pb/fYwKBoG/JysqisrKy/f9Dhw6RkZFxSrlPP/2Uhx9+mC+//BKz2exV2x1z4nQ3doVqXGtubu704OlOf+r6vuurrusoitJtOZ84ftyV5LiHPDiCvkU75xwM69ZBfDz6mDFIGzeC2Yx+5pmhFg3ocg9VVmK87TZQFNRFi5A//BC9sBBtwYLQCSgQhBhhxIlw3HnddMWTd06w5aisrKSyspK4uLhTlBx3r01NTZSXl2MwGNB13as6fUXbZ9bS0sLmzZt7VIh6eg1Wma5lGxsbO32/PvWjKAz54x9RY2IwvPIKNRddhJqR4ZMsckYGUYmJyA0N2GfNoqWl5ZQyqqridDpxOBw+XWOfoaoYWlvR4+KQW1rgpKu83zidSMeOoaekgJcPBt4SCStCvsqo63q70VcgEAgCpbCwkNLSUsrLy8nMzGTlypWsWLGiU5mtW7dy8803s3btWlJ9CPExGAxomtZtGU9jYDDDrLqiaRrHjh2jurqa6Ohor/QpT+/b9B5353wl7eOPSf/oI+ypqZTceSdqTEyPdWw2GzU1NW4X+HrSmbzVsXpaYGxubqa0tLTX+/J0zGaz0dTU1O715Utdr2U6/3yUsWPBbMb48ccY//QnkCSUxx8Pu/xChlWrkIqLQZIw/vKXLg+id9/FOXo0ujch9AJBP0QYcSIYT4qCtxOtP4Ydd0qFpmls3boVi8XCpEmTvPaYKSoqYujQocTFxXklb1/QUVlxOp0UFRVx5plneq0I9XaZrmUNBgNA+0Nw2/E2JbPbfjSNluHDMVdU4EhMpF6W0Y8f91mmg3/9K1HV1bRmZUFZ2SllTpw4gd1ubzfWeXONfUFHhcZ4zTVkbdlCw7RpnOiouGka5upqlIED0SyWno1PwODXXiNm/37sWVkcueEGJC88zbwxatlsNg4fPozx5LbuwTIIBrNOm8HO6XR63W5fhSYIBILTA6PRyDPPPMPs2bNRVZWFCxeSn5/PkiVLmDx5MvPmzePuu+/GarVy5ZVXApCdnc2aNWt6bFuW5aBvMQ6BzX1NTU1UVlYyYMAAzjjjjHa9wF/WrVvH1KlTA2qjDePTT8PQoXD8OAOTk3t84NZ1neLiYgYOHEhycnK3xqaur4HoXF11v8bGRhITE/3uq+Nfd3U9HWttbaW+vr7ds8rX6/f12LDPPyeluRlJ06j85BOqYmOxWq2sW7eu2+8rEHoyetntdnRdp76+nqTYWIbrOug6utmMqbkZXZIo3r8fWwfPf1/1lp7OW61WDh8+jNls9ts4548Rr+MxVVWxWq290pcgshFGnAjHG0OMp2PulAZfFYmamhpaWlrIy8sjNTUVp9PZ4ypVd3KFmo6DmyzLSJIUsELUm6iqCuDWVdwrVq1C274dbfRocgYODKJk37Nnzx6ysrKIj+/tzDje4U6B2S5JxF53HYlGY6fj5hdfxPT112ipqViXLEE/uYroUZGy20k8ehR12DCiq6shPh4tIaH7Oj4Y8Dp6rHhlqPPjNZAyJ06cwOFwuA056Pp68OBBHnnkEQBqa2uZNGkSHVm9ejVZWVkArF27ljvuuANVVbnxxhtZvHhxp7J2u53rr7+ezZs3M2jQIFatWsWwYcMQCASnJ3PmzGHOnDmdjj300EPt7z/99FO/2pUkyStPHHe6VHfHPbXTHbquU1FRQV1dHRkZGURFRXVbPhRol1+O4YUX0HNy0EeO7LF828OmLMsh89C02+1UVVX55KEVFDQN6YsvQNMoSk8nPTOTAQMG9E3fGRkYbTawWBh6zz0MTU5m3bp1TJ8+PTjtO52gaa5wLS91iqNHj2K3211JyvPzcU6fjq6q6HFxsGIF6plnknHSYyhQI5a7c7ru8hI2mUyYTCaPRrpADGve6FsOh4OykwukweyrDV3XmTJlSrvnmyByEEacCMYXTxxfjTM99amqKiUlJbS0tBATE9P3k53ALcbXXsP0z3/i/MlPUH72s54rxMaiBmuSjhDcrUK0GevavFzaMG/bhp6airG2lugTJ9AHDULetg15zx7UqVPRT25h205cHNIVV2BZuxZ1zhwShgyBIBkrjxw5Qnp6+ikyhhNFRUUMGzaM2NjYHssWFhYyf/58bDYbl1xyicfdY1RV5fbbb+eTTz4hKyuLwsJC5s2b12m74GXLljFgwAD27dvHypUruffee1m1alXQrksgEAjg+5w4wfbE8YSnPmw2G3v27CEhIYEJEyZw5MiRPpHHV7Qrr0T70Y9cocVhvCAWDshvv43hwQdB1xlw3XVw881913l2Nsprr7X/G9Tf0v79mG68Eex2lL/8BaZMAXo2UhqNRlRVxdKWo7Bjrp7//m8MQG+bLWtqakhNTQ1pxMC6desoKCjotfY1TQtrvVLgGZGIIMLxxhPH23LeesbYbDY2btxITEwMEydO7LRaEo7eNYEQjkpRV9plbGrC/OCDyAcOYH74YaivD61gYYS0bx9yUZHP+W6cCxYgtbSgnnMO+pAh0NSE4d//BpsN49q14Ob3oV58MfYnn0S54oqgGXD6Mz2FU23cuJERI0aQk5NDVFQUCxYsYPXq1Z3KrF69mp+dNFpeccUVfPbZZxFx7woEgsiio5ehJ3w18Pha3ul0smPHDoYNG0Zubm6713DYEhPjswGnT8fv6mrkN99E2r277/p0x5EjLh1FVYmqrg6tLEFE/vJLlz6qKMjvvutT3bD+XQsEIUaY3iKYQAw27sp5OtbxXE1NDTU1NUyePNlteIwvA25frWT5SyRMHp0+w+ho9IEDkRoa0BMTXbtB9DfsdpeS48O1Sfv3Y1qxAnQd5YIL0HzYxUq94ALUCy74/oDFgp6U5PqMhw4VRpoutK1Q+1qnO7f5qqoqlzv1SbKysk7x2ulYxmg0kpiYSF1dHcnJyT7JIhAIBN0RSE4cf4w7HVEUhZKSEhRFobCwMPThD04n0r596GlpEMRw7L7WvYy/+Y0raW5MDM4330TqqxCmLmjXX49UUQGKQu0VV9Bf/Nv16dPhH/8AhwOtS4hjuBPOzygCgTDiRDjeDDDeTojdlbPb7ezcuRNZlsnMzAyb/CaCDphMtL73Hob161GnTg36zkiBEAylTDpwAMtNNyFZrdgffRR1xgzv6imKy2NGlpFaWwMTIioK5corkerrXYprH9JflQlN07o14niTQ8KXPBMCgUDgL21GnO4I5tjTNrY1NjZSXFxMdnY2VqvVrQGnr+cI+dlnkb/6CpKSUJYuhaSkPu0/aNTXo5vNSE4ntLRAiIw4JCWh/vnPAKih9goKIvro0TjXrnUtwJ1MFu1VvTDReYQuIQhXhBGnn+FtwmJfEhtXV1dTWlrKqFGj0DSNxsZGj/2Hy6B7uqIPHoxy2WUh61/etAn58GGU2bODbkQybNyIVF/v2g7z3Xe9NuJoI0agzJ6NZLWinnWW2zI+/W5jY9FD5OUU7sqEP/d/T+FUWVlZVFZWtv9/6NChUxJ5t5XJyspCURQaGxsZ2EuJugUCwelLW2LjnrxqfE1s7KktXdcpLy+noaGBM844g+jo6E7jYcc2+hq5qAg9MRGpsRGppgY9Qo046mOPIb/yCtr06TB8ODgcoRap/9EfPcMFghAjcuJEML0djqSqKq2trRw6dIjCwkKSk5ODqiiEeziVwDfkTZuIvvZazHfdhfn3vw96++qUKS4lUddR5s1z7eRQXQ0nd+jyiMGANm0a6g9/2K0iEe4GkkjBn3Cq7uoUFhZSWlpKeXk5DoeDlStXMm/evE5l5s2bx8svvwzAW2+9xQUXXCC+T4FAEHS8zYkTDFRVpbS0FIDx48cTHR0dlHaDhXrjjUjR0WizZp2a5D+C0M/4/+ydeXgUVfb3v72ls4dACCEkJCGQPSF7ABEFlW0UBVFwF0Ud0QFcBnT0xX2bUUfHZVBE8aejMKIjoMCMiogwImtC9n3r7J2k0/ta9f7RVk0n9FK9pTtwP8/Dk6bq1q3T1d11T33vuedkw/SXv4Dy4QQYgUAgOAuJxLnAsCaMuLJNLpejoqICAoEAeXl5w5ySi0l4uZjeq7vwOzvNgorJBH5zs8f7pxMTofnmG3OpytBQBGzZAuHRozDNnAnda6+RyhdjFEeROEKhEG+//TYWLVoEk8mEu+66C5mZmdiyZQsKCwuxbNky3H333bjtttswffp0jB8/Hjt37hzFd0AgEC4WuIg4gPuRON3d3ZBKpUhKSkJcXBwn20bbX6FLSmAsKfF4v/4wwef2+ZVKYHAQiIsbm7nzFAoEdXSYy4L7qNS7P+BKnj8CYbQgIs4YxhsDHRO629PTg5ycHJw7d+6ivYFdrO/bVYyLFkHw88/gNzVB99xz3jlJYKD5n0YD4c8/g4qJgaC0FLz+ftCjWOae19kJ3tAQqNTUUXNwfO3UcsEVGx0lNgaApUuXYumIhIjPPvss+zowMBBffPGF0+cmEAgEZ+C6nMpVDAYD6urqwOPxMGnSJAQHB3O2a9ShaaCvDwgNNVegIpjp7obwjjvAk8lgWrsW1D33+Noi5+jvR8B11yGnowOCqiqYnnrKZ6YQP5xAsM3FK69eoNgqHc6lYpXRaERTUxP0ej2Ki4sRGhrKqS93bB0LD6YEjojF0P3lL9B8+SWojAzX+qAo8CQSwFEC4sBAGK6+GvyuLhjnzQM9caJr5wPAr61FxNmzjs/5G7zWVoiffBIBzz8P4VdfuXxeztA0oFCYr80YcGictdFRYmMCgUDwFxgRx1EbZ3PfAIBMJsPZs2cRFRWFjIwMv78v8r79FsL16yF8+GGgv9/X5vgNvJoa8AYHgeBg8L/7ztfmOA2vthYYGAAlFvvUfvJ8QCDYh0TijGGcSU5sDct23d3d6OjowJQpU5CSknJeOy4PZjRNw2QywWAwDLPR1rEURcFkMsFoNHKyl+nPUzjqi6Io0DTt0GED4PfO1lhBuH07RN99Byo6GrqXXzbP8FmDx4Ph0UdhePBBcwJlF78XvOZmBDz9NOKlUohVKpjWr3d8TE8PoNUCgYHgNTW5dF5nEG7fDtHBg0iaOBHIzQUCArx+ztHE0XIqAoFA8BcEAgHrE3nyIbOvrw+9vb3IyclBYGCgS31QFAW9Xo+A38YIV++r9vweyz4Fx46BDg0FBgaApibQHkwmT9O0W+XYfQmdnw86JQW8piaY7rrL1+Y4DZ2bCzonB/xff4Vp3TrPdNrbC+HateD198P4zjugc3M90y+BcBFDRJwLDK5RN8w2o9GImpoaGI1GTJ061WHiPFsDpeWgL3CQm4SmaXR2dkKlUiEkJOS8fDv2zuGKQOUqPT09CAgIgMlB4lzmXL5wIrRaLQQCwTDhjAtchDlb3yNXIi2MRqNVsW5kXwG//AJTZCR4PT2gOzpATZ9uv3ORyLxm2wW7AIA/NAQYjaCEQkAqZb/D9kQ5KicHprlzwevuhvHGG50+p1NQFIT//jeo2FiEVleD19cHTJni3XO6gSvrx7kspyIQCAR/gM/nO/QJnBF41Go12traEBISguzs7GH3T2f6oWkaCoUCvb29EAqFw/ph7q8jx3DLSTYmwqi9vR1isRhDQ0MQNjQgcNcumLKyoF++HBjRXrB4MYL+/ndQCQnQJiSAp9Xa7Z8LBoMBUqkU48ePd2qCzxkc2aJUKgHA4fmZfs7zlUJCYNqxwxxFy+c7Lr5gBZPJxE50crXbWWz2FxQE/T/+gV9/+QWz58wxvw83EezbB/65c6AFAgjefBOGDz90zbZRhuTEIfgzRMQZg1gOiu6IGjqdDidOnEBCQgJiY2PR2trKSQCy1pfRaARN0xAIBBAKbX+tjEYjqqqqIBKJUFRU5JcPb0xeILlcjpycHIeiFABO0Tpcz80VqVSKwcFB5OTkQCQSuRWV5SmbRqJWq6FUKhEUFGQ1OfbIvvWrVkG8YweMBQUwTZ3KOg/eCqs1paeDWrECsl9/hWDNGsBksivK0TQNnkAAg+UadycFNGfhX3UVRP/+N+TJyYiIjATPyvlcFeW8UW3OZDI5fMixxGAweM1ZJxAIBE/CJDZ2JRLH8hiaptHV1YWOjg5ER0cjICDApfsx86AfFhYGrVYLg8EAvV5/3hhr+dfaNqPRiIGBAQQGBiI4OBhtbW1IevFFGAcGwPvlF0jCw6FNTBzeT3Aw8NBDoAGgpcVm31yvE0VR0Gg0EIvFqKmpceo6WBOMbG2zt89oNEImkyEyMhJVVVUu9evM+axtU6lUGBgYQHh4OLRarVvvx9lzM6/7+voQFBwMnU5ns70zUOnpEIjFAEXBUFTEacxXqVQIDAx0OEnpKT/GmihnTUzzFFzt5roiwNXrwPjoIpHIpeMJvoOIOBcY9qJuGGiahkQigUwmw6xZsxwmzrP1gMjcWEJDQ3Hy5El2my2YATogIAAikQgnTpzg8pbOey/uDExcBt/BwUHweDyMHz8ejY2NnAdGd/c78z5kMhk6OzuRlpYGg8EAg8HgNVtcxWAwoKamBtnZ2ZyTM2LpUhh/S2Arduvs3KktKkLwZZchMD4egPNh3PZwtZ9hTsTatRhcuhSdfX2Y4GKYvSdsYo61dy/Q6XTscgOuNjQ0NKCnp8dlmwgEAmG04PEc58RxBDM2ikQi5Ofno7e31yUhm4ly5fF4CAsLQ0REhEv2DA4OsmP1eIslUaKUFPBPnwbCw5FWXAx68mSX+ueCTCZDdXU1ioqKEB4e7tSxjsQjrtsUCgUaGxuRlZWFwMBAj/XrzDaNRoPe3l5MnjzZZUHO2ja+Vouor78GTCb0XncdTL+9P2vHGo1GqFQqhIWFobS01Ob5nSXo+echUKmgnD4dsOP/M78xjUaD0NBQdHV1cRbOPOn7GgwGKJVKdHR0uO3PO3sc81qn04HH40Emk3F+P1ztAcyi9N///nfExMTg3nvvtfmZjDYkAoobRMQZw/B43HPiMNs0Gg3Ky8sRHByMqKioYQ/Xtvqzdk7moY2iKGRkZDj8sXV1daG1tRUlJSVWEyZzwZUBzJljjEYjGhoaMH78eERbVDryxEDN5Ndxth9r+zQaDeRyOSZMmIDu7m6n3jtPqwUNgPptzby7M2f2UKvVCAgIQGVl5Xn73BXi7G2zts/Wfo1GA5lMhtjYWDQ3N3tEYHN3m7WBtr67G8nJyexskKtOhDcZGBjAuHHjuAt2v3H48GE888wzXrKKQCAQPIdlJI4tbPlSPB4PSqUSEokESUlJmOggIb89n4yJeGSin12JaqZpGm1tbejt7UVeXt55uXgMjz8O/q+/gk5I8KqA09PTg5aWFqs2cMFy7HMVmUyGlpYW5OfnO0wr4C3UajXKyspQWFjo9DjqCMHHH0N46BAAYHJKCkxr1lhtZzAYcPr0aZvFTbwN82xx+vRpFBQUIDQ01KN+vjPbmpubERcXh5CQEKf6GOnvu2Pz4OAgxGIxJBKJx9/jQw89BLVaDblcjkmTJuG9995jP4fHHnsMN9xwg51PyrsQAYcbRMS5wLA26DM/hq6uLjQ1NSEjIwMCgQCtra0u9UfT5iUTjCNj78dGURTq6uqg1+tRWFhod6kVF1ss/3oSrVaLmpoaJCYmYtKkSR7v31P09fWhubkZc+bMcTr0kX/8OAJuvRXg8aDftQtUQYFXbKRpGtXV1Zg8eTISEhKs7rf115vbRu43GAzo7OxEUlISey259uNJZ8LR9dDpdNDr9ejo6HDrengL5h6gVqshFotx8uRJh4LS4OAgXnvtNfD5fNTV1aGrqwt79+4Fn8+HQCDApk2bkJqa6lW7CQQCwVn4fD4biePMvZWiKPT29kKn0yEvLw9i8f9iTblMoFn2Q1EUBgcHWQHHlckBxjcTiUTIyckBn89no3rYdiEhoK+4wmsPVDRNo7W1FQMDAygoKHDLP3SHgYEB1NXVITc31+Wk0u6i0+lw7tw5ZGVleVzAAQD8JkQAsFkOnqZpVFRUYNq0aT4RcADz966trQ0TJkxwObLMEzDiybSEBPCPHwcdFQV6lH0Sg8GAU6dOIT8/3yu/wf/+97+oqanBk08+if3793u8f1epq6uDSqVCXl7esO2OxPOLESLijGG4DvxGoxEKhQJ9fX0oLi6GSCSCQqGwKvbY64/Z19PTA6VSyclJkMlkCAoKQkhICGprazk5GKMZ5cBEY7S0tCAhIQEikYhdTuWJvj0ZJcEIOHl5eS6tXRV88YW5qhJNQ/DVV14TcRhxcOrUqVb3j2Z0iD3Ky8uRkpLi16IdTdM4ceIEioqKfOZc2oO5J+h0OpSWlqKwsHDYPlviksFgwJ///GdUVlZi79692LJlC7vunKIoxMbGjv6bIRAIBAdwyYkzcp9KpUJ1dTXEYjEmTpw4TMCxx8h+mOVTkydPxsDAwLD9zgj8jE8YGBgIiqJQUVHBaWLBkzATFAAQGBiIM2fOsO/ZXV/LmWOZaNxJkyahs7PTo31z3W80GlFXV4f4+HjQtDlBtafPZ7zuOtDBweDRNKikJIh+/3vQM2bAuHEj8Fvex8bGRoSFhQ2LRB9tlEol+vr6hvkSow1N02hoaEBGRgaEb7wBwWefgScUQrdtG+icnFGzo6urC7GxsV71lb/88kusWrXKa/07Q2trKxISErBt2zZcdtllyMvLY6vtMVGHhOEQEecCY+SPfXBwEJWVlexsiyv9MYM6RVEICwvDrFmz2P32QgBbWlqQmprKKvruRi9wOdbZZUtqtRqDg4OIioqCVquFRqPhfD537B65zRFGoxE6nQ7BwcE4ffo0p2OA4QP5uPR0pPP5AI+H6hkzoDh92uPOkVqthkKhwKRJk87LJ+QL58jWtv7+fhiNRoSGhkKtVrt1Hsu/nqazsxPjx4/3SwEH+N+CWGXEAAAgAElEQVT77unpQWxsLOeZ1KCgIGRkZODDDz/EmjVrkJ6e7k0zCQQCwSNYRuI4gqbNlTiZ/HUKhcLlfDqMwC0QCJCQkOByUYje3l40NTWhsLAQYWFhLvXhLkajEefOnUNMTMywaF13o1q5bmNeDw4OQqFQYMaMGewDorP9uOoXMq9NJhOkUilCQ0OhUCiGTbA68144bfst31HWQw8hpKUF+PFH1IaEQJaby+ZWDAoKglQqBWga4VVV4BsMkM2cCTjwcVzxw0Zuo2maXZZdXV3tFf+RSz9DQ0MQCATmhL9lZRCZTOAZDFBUVkJrIapw6U/Q2wt+Tw9M2dkAn8/ZBgDo6OhAfn4+e8+wbOcJKIrCgQMHsGnTJo/16SomkwmHDh3C66+/jtbWVvZ5NeC31A+vv/46rrnmGqSlpfnSTL+DiDhjGOamNxJGcGlsbMTg4CBmzpyJqqqq8451pj/L5VPMj8oaNE2jqakJMpkMRUVFdtv6GolEgsHBQcyePduv7WQicEpKSpyKwDlvAC8ogG75ctAAksLDPS6kqVQq9Pb2IiUlZZhD5KqT5a5zZGubyWRCf38/xo8fj6amJo/17Q1UKhVCQkIwODgIwDtRYJ4QyFpbWzF16lS0t7c7PLa3txdnz54Fj8fDoUOHsHDhQhw4cAACgQB8Ph+zZ89m16ATCASCP8HjOU5szOPxoNfr0dTUBLFYjPz8fAgEAjbCwlp7W+MIRVFsdR6BQOByBRmaNkcXKJVKFBQU+KwSjVarRVlZGRISEhATE+MTGwDzxMPg4CAbne4LKIrCuXPnkJycjClTpozaeUWZmRB0dQEiEdIvvRTKxESUl5dj1qxZ7LUQfPstRK+/DgAwbNoE0x132OzPWV/R1ra2tjZMnjyZjcQdDTHPmn/Y29uL2NhYqNVqdN12G6Lfegv6mBj0ZGWBlsk49x3Q0YGUjRvBMxggXbwYkt+qmnLxs3U6HQwGA86dO2e1nTscPXoUn376KbtaYsGCBQDMAjWfz8ehQ4dG3QcTCARYs2YNBAIB3nrrLfzjH//Aq6++ivz8fCxevBiffPIJ1q9fP6o2jQWIiHOBwePxYDKZcPLkSURFRaGoqMhmaTxHNwNmf0dHB6d110ajEa2trQgODkZSUhJUKhXUavWoKOfOqNM0TaOxsRFqtZp1rvwVqVTq8hIqq9dmwgRPmsfC5BTKz8/3znpuD0HTNM6ePYuZM2cOq8LhjzCJlhMSElx2irg6V+70zZQBtSxzb0+E6+/vR01NDfr7+zFu3DicPXuWnWWmKAo5OTlExCEQCH4Jl+VUOp0OtbW1mDFjBqKiotjt9o6xBVO1SiQSueyr6PV6VFRUICIiArm5uV6LHHWEQqFARUUF0tPTMW7cOJ/YAICNjsrLy/NZHh6aNucOjIiIGFUBBwAMzz0Hat480FOnwpCaivJTp5CZmTnMx+Q1NwO/iYe8hga7/XkiIlkul7MCo6tRZp6gpaUF8fHxSEpKMm9ISgKuugoiAMlO9sWXSBAAAIGBmNzYiPFOrIY4ffo0Zs6c6RVfaNasWXj00Ufx1FNPoaCgAKtXrwbwvwAAX17/m266CbfccgsEAgHOnDmDffv24f/+7/9w5513QiwW+9w+f4OIOGOYkQ4BTZtDd5VKJYqKithBkqvjYNmO+TEnJCRApVKxQpCtBzOtVov+/n5EREQgICAAfX19Lj8wuqrqc0Wj0YDP57NJWLlcF3cFJldEK2atdkxMDNra2pyyg28wQNTeDkNCAni/RRm5aoejbRRFobKyEklJSeDxeNBqtS5FhIwGEokEISEhfi/g6PV6dHd3o6SkxOMhtJ6msrIS06dP53xNExMTMX/+fKxfvx7PP/88rrzySi9bSCAQCJ7B3nIqk8mEpqYmqFQqpKenc74nWvPRTCYTxGIxOjo60NXV5fIMvMlkglarhVgshl6vR19fn00bPB2hablNq9ViaGgIUVFR6O3tRW9vr0f9Ja7b+vv7IZPJkJycPCz3jCcnG7n4OQ0NDRAKhUhMTLT6eXgUmoZgzx7wOjpgvP12ICwMpuuuA03TqDx3DomJiectrTPedBP4Z88Cej1Mv/+9V82jKArV1dXIzMz06QO6wWBAV1cXiouLPdIfNXcuqMJC8OrrYXj0Uc7HKZVK8Pl8r05mURSFf//733j66afZbTwez6eT2hRF4eDBg/j555+xdOlSFBcXIz8/H8D/nvP82Rf2BUTEuUAwGAyorKwEn89HWFiYw1kOW8IOI44wy6eioqLslsGkaRoSiQQDAwMoLi72WWlGLjChiVOmTEF8fDynY9wJ03Tn+KGhIXattlAodK5PvR6xt9+OgLY2aDMy0L51K5hP2hO2Wb4OPXMGhtZW8OfPR09Pz3klz7n24y1Gik1qtRphYWE4deqURxxIrvsdtRvZtqenBxEREeju7h4159aVPk0mE+RyOTIyMjh9Hgx6vR7Hjx/H1q1bnTqOQCAQfAkj4oz0oZRKJWpqahATE4Px48e7HOHBJHgHgMmTJ3P2VawhkUjYiBN7EbKe9F2sve7p6YFOp0NmZqbLuWdsvXbWr9JoNJg4cSL6+/udtsMT1wgwj38mkwmBgYH49ddfbX4uXHE0no//9VfMeOEF8EwmKH76CY1/+hN4PB5UKhVo2hxV1tfXd34/jzxifq1QADU1HvUlLLf19PQgODgYCoWCLZrizPHu2GH5uqGhgf29mUwmq+2cIiQE+v/7P6cPa2trc+t3z4XTp08jIyPDL6Kemeiazz//HFu3bkVKSgoee+wxAEBxcTGuv/56XHbZZQCIiDMSIuKMYRgnYmBgANXV1UhOTsbEiRPPiy6xJdhYg6l+wOPxHCriRqMR1dXVEAgEKCgo8OtlSRqNBmVlZew14orLN283kEqlkEqlLucU4kkkCGxvBx0YiJCKCiRMnDi8vKSH4P/8MwR/+hN4NA16YACGN97w+DncwdKBoigKp0+fRl5eHsLCwrwuwrnTp16vh1qtRlRUFJsLwRd2cOlHr9eDpmnOjujevXuxf/9+mEwmKJVKlJSUDNt/7Ngxv03iTCAQCMyEAANNmyeyenp6kJaWhtDQUNTU1Ng81povxmxnBBwejweRSORyVILJZEJNTQ1omubkm1mLFPEENE2jvr4eWq0WRUVFPvURW1paIBQKMWfOHJ9Ge3R2dqKnpwczZ870mB2OxnJhY6NZVKRpjOPzkZaWhv7+fuj1+mETMJ4W8Rztp2lzcRGVSoW4uDi2WpkvfDCj0QilUgmlUomuri6b7byB5XMGTdNQqVRQqVRspVdPTjK+99570Gq1aGlpQVRUFJ588kk2H2F2djZWrFjhtfdpC8a+o0eP4sknn8SiRYsAACdOnMC2bdtw8OBBXHbZZazgSPgfRMQZw1AUBblcjsbGRhQUFLDlIrkw0pmgaRoikQhNTU3o7OzkdG6NRoOAgAAEBARYjWzwRESCJ6IPtFoturu7MXnyZGi1WkgkEpfP78n91tr29/ejpaUFM2fOZCNwnL1p0bGxMC1aBMH+/TDecotXBBwAkFVUYAJFgU/ToFpavHIOd7C8rs3NzYiOjkZkZKSPrXJMeXk5MjIyMMFL+Ys8yYkTJzBz5kzOJXNnzZqFF198Effddx/uuecezJs3z8sWEggEguewzIljMplw7tw5BAcHIy8vjxUpnJk4Y6Bpc+lvgUAAoVDo8gO+RqNBeXk5Jk+ejLi4OJ899JhMJlRUVCAkJATZ2dk+s4OmaTQ3N0OlUiE7O9unAk5fXx9bcciTdjicbFyxAsbGRvAlElB/+hMoikJ7ezvy8/N9WtTDZDLh1KlTyMvL83lEyLlz55xaFu5JLMWilpYWxMTEYMqUKV6ZkFu8eDE0Gg1effVVPPLIIxAKhWxOQiah9GjD4/FgMBig0+mwd+9eTJ06FampqSguLvbY0rYLFSLijFFUKhUqKirA4/FQWFg47AY+0nlwNHjStHn51Pjx4zFnzhyH7bu7u9HS0oLi4mKr5cOZv67eeDx5vFwuR29vLxISEtjEq5b/7PXj7s3SWZv1ej00Gg1CQkLYjPSW+53irruAO+8E+Hzg+HGbzVwVngwGA9TTpiHv8ssR2N2N1rvugq6y0usilyvHWFbNGhgYGHUR0RnkcjkMBsOYEHAUCgXEYjFnAYdBq9WitLQUl1xyiZcsIxAIBO/AiDhSqRRqtRrJycmc79fWxB0moXtPTw9UKhX4dsoQM39tvdZqtRgYGEBUVBT0ej2bHN/RcVy3cW1rNBrR0NCAqKgoTJo0iV0iM9rjKk2bK3Lp9XpkZWX5TEgCzOXMm5qafFNMQyiE8fHHAZg/m/LfltL4uiprY2MjJk+e7HMBRyaTsc9AvoD5jjP3geLiYq99RxYuXIijR48iKysL11xzjVfO4QptbW0IDg5GW1sbduzYgdjYWEybNg1ZWVlI+i3JtC9/v/4KEXHGIJ2dnWhsbERycjJ6eno4fbGtCTuMeMOs73Y0M0BRFOrq6qDT6VBYWDhszbc//rja2tqgVCqHlU30V/r7+9HQ0IC5c+eO2sDqqkil0WhQXV2N7OJi8OfOhY6mMcnLItfI11yPpygKXV1d7Br40RTmXBHf1Go1xGIxjtsR3gDvCk5cj5FKpQgJCUFzczOn448cOQKpVAqJRIIpU6Zg165dbBhvSEgIli5d6vT1IhAIhNFEp9NBKpWivb0dwcHBVgUcrv4Qs3xq/PjxiIiIGCbyODPuMA9/SqUSM2bMsFopkMtrT0y46fV6DAwMIDw8HDqdDm1tbV6ZHHMETdPs8hyxWMxpya+3Jp8MBgMGBwcRFRWFxsZGj/fP9XgAaG1tRWRkJIxGo9VJLXfPz1V8k8lkbN5HX8IIfWlpaT61AzBHak2YMMHrIt/u3btx0003efUczpKcnIy3334bPT092L9/P5qamnDmzBmo1WpWxCGcDxFxxiBhYWEoKSlhlwlZYm2mx5pDwTyMSySSYTM/tm7ABoMBzc3NiIyMRHx8PBQKhc2bubceLrlC0zTq6uqg1+uRl5fn9+XoGAEnLy9vVGdGXLm+BoMBdXV1yMnJOa+agT9SXV2N6dOnj3oJT1eQSqXo7u5GVlaWw7buiExcnXF7rymKQmdnJxITE23aNPK1Xq+HUqlEbW0tsrKy0NnZyc5C+3omjkAgEBxB0zT++Mc/Ijg4GLm5uThz5ozdtiOx9M9MJhNMJpPby6eYohbBwcEoKSnxqb8zODiImpoaFBQU+NQ/oGmazdeYkpLi1ESnpwUnrVaL+vp6pKWlITAw0KMTRM6Kb0NDQ2zOS6lU6tY5XbkWltdarVYjKCjIq4mduTx3aLVa6PV6tPyWEmA0Ba2R25qbmxEfH89OzntKvOPxeFAoFJDL5aAoCkePHsWWLVvQ19cHPp8PgUCAsLAwq+KRVqvFvHnzoNPpYDQasXLlSjzzzDPD2uh0Otx+++04ffo0JkyYgF27dg3zDR3BLKN65513sGTJEmzevBkajQZ1dXWYNGkSAPN3xtlnwYsBIuKMQcLCwtjqBa5A0zSEQiFiY2NZR8LejVmtVmNgYIBViJkSld688Y/c7wyWJcRPnDhhs523ZjucaavRaDAwMIDY2Fg2F9FoDhrOHE/TNCoqKjB16lQEBgbCaDTa7dfXSKVS6HQ6n63zdQaaptHY2IicnBxO7S2vuS/o7OxEbGwsO8By4c4774RKpcKVV16J1157zeWHjdraWqxatYr9f1NTE5599lls3LjRpf4IBAKBCzweD2+88Qbefvttu/cva5NpDDRNswnrRSKRy1WsAHNFrIqKCiQlJTl1L/YGXV1daG9vR15enk+T09M0jaqqKojFYiQnJ3MeJ73hu+j1elRVVSE7Oxvh4eEe69cVmNLqxcXFPp/YrK2tRVxcnEcqMLnz3MHktMrMzGSj9T313OKs+KbRaACYl7sZDAarx7tzzp9++gn79++HVquFVqvFfffdx67EoCgK77zzDlJTU8+7vmKxGIcOHUJoaCgMBgPmzp2LJUuWYNasWWyb7du3IzIyEg0NDdi5cyc2b96MXbt22f/gfrv+AoEA27ZtQ01NDX73u9/hX//6FzZv3oxz585BKBQiJiYGgH88U/gjRMQZw1j7Utv7otM0zf5g+Xw+pk6dard/mjYnhDMYDJg9e7bTuS9GG71ej7KyMqSkpDiMvPDFDMTIm7ZcLodMJkNycrLDMuLOzLZ46z0oFAoIBAJ0dXWhq6uL04yLp+EqRFEUhaGhIURGRuLcuXOjPqvirJg2ODgIsVgMlUoFtVrtM7u40tnZiczMTM7tGQ4ePIilS5e65USmpqaitLQUgNkJmDJlCpYvX+5yfwQC4cLj4MGD2LBhA0wmE9auXcuWrGVwdfY4KCiIXYLuLDRtjsxQqVQQiURsVATA/V7NvO7p6UFbWxuysrLY3IS+gPETh4aGkJ+f75Yo5S4URaGiogKhoaGYNm2az+wAzA/jpaWlSElJ8bmAw0Q1eDqhsisMDg5CpVIhJSXFI/25I761tbUhJibGLwpeVFRUIC0tzWt5eXJycvCHP/wB69atw8svv4z58+dzOo7H47H3F4PBAIPBcN613rNnD55++mkAwMqVK/Hggw9yipxhvovfffcdnn/+eezevRs33HADAGD//v0wGo0oKCggUTh2ICLOGMeZB2Zm/TWzfMoeer0elZWVCA0NHRNLklQqFcrLyzFjxgxOSQZ9HTHS398PqVSK4uJinyeX40JrayvEYjHS09N9ds24ilMURaGqqgopKSnsd8EXohdji6O2TN6eyZMnY3Bw0Ct2cW3LBYqioNVqUVZWxvmYBx98EHw+HwqFAlFRUTh+/Dj4fD74fD5mzZqF5557jnNflvzwww9ITk5GQkKCS8cT54BAuPAwmUx44IEH8N133yEuLg5FRUVYtmzZsHLKrs4e8/l8zlVAR9rELKexLGHM/HVmTNFoNKAoCkFBQaioqHDaFq44mhgAzL4X86BXWVlps623J02YJb7BwcEIDAxkr7EvJm4YMSkuLg4RERFs2Xhr18/bmEwmtuKlrydijUYjamtrMXPmTJ+PuwaDAR0dHX5R/Uin00GlUnldTNLpdDh16hS2b9/u1HEmkwkFBQVoaGjAAw88gJKSkmH7Ozo62KgqoVCIiIgI9Pf3Iyoqym6/PJ65wl9hYSEUCgW+++47HDt2DIA5cujZZ58FQPw0exARZwzD9UvNzP5YKwPO/LV8bTAYIJfLERYWBr1ej+rqar+MZGD+r1Kp0NraimnTpkEoFGJoaMgvohVs4ascOK7S29sLqVSKvLw8n95IuX4GnZ2dCAwMRFxc3GiY5TYtLS1ISEgYM8nb6urqEBERwSl8n3n4OHbsGAYHB7Fy5UocPnwYNP2/pOrOztzKZDKsXbsWFRUV6O7uxt133+3qWxn2XWIekoizQCCMbU6cOIHp06ez0RirV6/Gnj17hok4rs4eMw/pjtpYii7M8vfw8HC3Ztp1Oh3Ky8uRkJCAhIQEr96rHE0MGAwGVFVVYcqUKYiNjR32nkdr0oR5bTKZIJFIEBoainHjxsFoNI66DcxrJmpZJBKhs7MTHR0dNvvyNCN9V5o2574UCoVoaGjwuR/f09ODkJAQSKXSUXs+sNW2ubmZTSnB/J4dHectJBIJ4uLivH6eQ4cOYcGCBZwTJ4/Mh/PAAw/gxIkTqKioYHM37tixAzU1NVi0aBFEIhEefPBBAM75UUuXLsX999+PhoYG7NmzB7/88gsCAgIwb948APD7IAJfQkScMY69wYCZ5acoCpdcconNwcjS2eju7kZvby+ys7OtJmHz1kDI3ESd7VelUkEulyMqKgpyuRxDQ0NO2+PM+dzFZDJBq9UiODh4WFJEawPTaIti1l7rdDp0d3dj6tSp6Ojo8PnA6+i1VqtFa2srCgsLuX8oPsRgMKCrq8svZoO4QFEU+vv7MX36dE7tmc9GLBbj+++/x7Jly9xOeLlhwwYsXrwYn332GWJjY3Hfffc5dTyznPT48eMIDg5m8xAR8YZAuDCwnBkGgLi4uPMSqLo6e8yUGOcCRVEwGo3g8/kQiURuPYzIZDJUV1cjNTV1VEoh25s00Wg0KC8vR1JSEqKjo71uiz1MJhPKysqQkJDg8wIGNG1OqBwZGemT5Vwj/dX29vZhS5d8JWwBgEKhgNFoHBZtwiVS2Rv2Go1GyOVy9jfPtV9PwwhtKpUKYWFh6Ozs9Lg/r9fr2RxetbW1SElJwRNPPMEmNE5JScHNN99s1T5r+XCys7Nx8ODBYQU4YmNj8cEHH2D27NkwGo147LHHHN6jtFotAgMD8dxzz+GRRx7Bd999h61bt2Lbtm1YuXIl1q1bB+B//hrBOkTEGcPYe+iwFHB4PJ7D2W6TyYSqqioIBAIUFxd7vcSdu9A0jdbWViiVSlxyySU+XYfNlYGBAdTX1+PSSy8dFoHjzoDkzQHZYDCgu7sb8fHxbMnSkcLfaDoFXNoolUoEBgbi9OnTTn02zuBJYUoul0MkEqG2ttZvhDt7bQcHBxEaGgqVSnVeG2vvWa/XQ6FQgM/nY/fu3XjhhRfY3Ep8Ph9CodCp365cLseRI0ewY8cO7N27F/n5+U6vrWccgieffBIvvvgiAOCLL75AaWkp1q1b5/MHAQKB4B7WHrpG+ktc2liDy3IqHo/nsepTzMN4T0+Pz5MGA8DQ0BCqqqqQkZGBiIgIn9rC5J2ZMmUKJk+e7FNbAKCxsRF8Pt9nUbUjx+q+vj4UFBT4/CHYaDSipaXFL76/AFBeXo6cnBxOqRe8CU2bl1aqVCpW9HPHH7bW1mAw4Nprr4VOp0NFRQVuueUWAGAjkCZOnGjTPh6PB41GA6PRiICAAHY51nXXXTesXVJSEj7++GPMnj0bu3fvxoIFC+zeS1UqFY4cOYLq6mp8/PHH2LRpE8LCwrB582Zs3rwZ1dXV7BJ5X393/R3/f/Il2MWaI0LT5nK+ADjlv1GpVKioqEB8fPyYqORDURRqa2tBURRyc3PHxI+cEXByc3PPW0I1GuGazmIymXD69GlkZWWNyqyfJ2hpaUFkZCRmzJjhtXN4UpjSarWQy+XDRAh7A7U7Qp+nxLa+vj5ERESgra2N03krKyvx4YcfsuHumzdvZpcXUBSFNWvWYO3atZyvf1NTEyZOnIg1a9Zgz549yM7Ohkql4lyinKbNyyWqq6uhVCpRXFyMXbt2Yfv27UhMTMSuXbvw0EMP+d3vkUAgcCcuLg7t7e3s/yUSyXm+DdMmLi4ORqMRQ0NDnMY6R5E4zORZZ2cnZDIZOyHmioBO0zS6u7vB5/OH5UxzV7B3VdSXSqVobW1Fdnb2eQmeR/ueaTAYUFpaiqlTp/q8MhdgTpKr0WiQlZXl8/FDq9WipqbGb/JZ1tXVISEhwS8EnKGhIRgMBp8LOAwSiQQ5OTlenThnqj5dccUVWLx4sVPHSiQSzJkzB3q9HpGRkVi/fj2uvvpqbNmyhY14r6urQ1lZGT799FMkJyfjX//6l90+meTun3zyCcRiMd5//32MGzcOxcXFkMvleOmll7Bnzx6X3+/FBBFxxjDWZpYoioJYLMaZM2c4hQEajUbodDoEBQWhra2NfTjjev7RdiRomkZvby8CAwMRGRmJ1tZWp/vwlEPDtb+hoSE0NTUhOzsbfD7f70tz0zTNJuUbKwKOQqFAb2+v15dRefJzamlpwYwZM3w+m8kVjUYDlUqFmTNncj4mLy8Pt956Kz788EMoFAo8/vjjbtmwZMkSdHd3o7+/HwqFAhkZGXj55Zc5J0ZmPreWlhZMmDABTz31FCQSCZ5//nkEBgbi/vvvx8MPP+yWjQQCwbcUFRWhvr4ezc3NmDJlCnbu3InPPvtsWJtly5Y5NXvMIBAIbEbiMMunpkyZAr1eDx7Pdp4Yy23Wtut0OnR0dGDcuHGIiIhgxW9n+vBk5KtGo4Fer0dISAiqq6utHusNrPlVNG3OOxMcHIyOjg52GYple2uvbfXn6DhHfTBL+adOncopobKt/Z6wiaIolJWVYcaMGRCJRD5NqgwAUqkUer3eLyKlaJpGQ0ODxypjucvQ0BCCgoJGRdz66quv8MQTTzh1jMlkwl133YUrrrgCn376KZYvX44VK1YAAJ544gncfvvtOHnyJOLj4/HPf/4TBw8exD//+U+HSwknTJiAlStXAjDfVwYGBnDq1CmcPXsWFRUVrB/PRDISbENEnDGI5U3YciBlBvjc3FyHN2qKolBfXw+tVouSkhKIRCKnbHAlGsDaa8ttjhwLvV7PzsQz62q5Ri44E43giegHS5uZ9a61tbWcjvM0zjoHlktl+vv7XeqDi+PkCfGMcehqa2uRmJjIJrW2dU5X7ba131UUCgV0Op3D/Av+RGdnp0tLjWiaxldffYUPPvjAbRuEQiHi4+PR2NgIAPj555/x8ssvO93PkiVLIJVK8dVXX+Hee+9FcXExHnjgAVx99dVu20ggEHyLUCjE22+/jUWLFrEPIpmZmezs8bJly3D33Xfjtttuw/Tp0zF+/Hjs3LmTU9/Mg/JImOhCgUAAsVjsVu6vvr4+tLe3Y+bMmT4vT82MrwEBAcjIyBjVyA5r/pFWq0V5eTkyMzMRGRnpcT/T2T4UCgUGBwcRHx8PmqbZpMq+skmpVEIgEKClpQXNzc02j/M01vwjmjYvcQ8LC8PZs2c97oM562cqFAqYTCbI5XLI5fJRFfys9dfS0oL4+HgYjUav+JkMCoUCTU1NyM3Ndeq4N998E+np6ZDL5Rg3bhwuv/xyNh8OU92vqamJre732WefYfPmzZz7X7JkCXp6ejBt2jQoFAqUlZXhnnvuQWJiIgCylIoLRMQZw1jeKK1Fd9iCGQQnTpyIlJQUl24Unr7JOEKpVKK+vh7p6eljJjqEWUI1Z84cn5V2dNYR6OnpAQ2WarwAACAASURBVEVRSE1NdaoPV50QZ4U2a+cZGBiAWCyGUqmEQqFwaJMnHCZ3UavVEIvFw5JtuuOoODrO3T4Ac1htYmIiJBKJzbaW/6+srERPTw/UajX6+vrQ0NCAlpYWtrR4Tk4Oxo0b59R1EwgEiImJQW1tLVJTU/HDDz8MqzhjD5o2L6Xq7u5GW1sbbrjhBtx2223sfoPBwK4XJxAIY5ulS5di6dKlw7YxJWsBIDAwEF988YXT/Y5cTmVZfUokErk1c0zTNBobGyGXy5Gfn+/z6pVMeeqwsDCkpqaOmr/HMHIMYnzXlJQUv/ADZTIZJBIJiouLff5ZAeYxOiAgAJmZmaP6Wdnyk5jqZUzeFXd9SHd8N6Yow5QpU+wmVHZWdHPVJpPJBKVSeZ7oN7KtO7z99tuoqKiAyWSCWq1GYWEh638JBAL84x//sBk1I5FI8PXXX+PRRx/F+++/D41Gg++//54VaZjqfl1dXWx1vz179iA9Pd2uTUx0zdatW3HkyBEoFAoYDAbMmzcPixcvHpYwebTvN2MRIuKMYWjaHOkxMDAAHo/Hqpb2HqwGBwfR1NSEGTNmsKUYHT3M+ZqBgQHU1dUhKysLoaGhvjaHE4zNeXl5PhNwAOfEtsHBQfT09KCgoGDMhDAODg6yDq+/fF8dMTAwwK6DZvDkTJy7Qpq113K5HCEhIez3gqZtV5RjXtfX16OmpgYdHR2IiYnBDz/8wOaLMJlMmDRpktMiDo/Hg0wmQ35+PiIjI1FYWIiPPvqI07HMLPkLL7yA6OhoFBcX4+TJkzh8+DCmT5+ON998E0FBQU7ZQyAQLi4sExvTNO2x6lN6vR4VFRUIDw9HXl6ez8cznU6HsrIyxMXF+UWuRI1Gg7KyMqSlpTk9bngDpVKJmpoaq3kOfYFMJkNnZycKCgp8IrZZ/gWA3t5e0DTNlp/3Ne3t7YiNjfVJ1TBr1NfXIy4uzqvLzGbNmgUAuOGGG/DKK68gKyuLFZAoirJbVGLjxo1Yt24dHn74YfT29qKoqAg33ngjmw+npqYG8fHx+Nvf/oa9e/dCoVDgtddew44dO+zaxPiQH330ER555BHMnj0bNTU1OHz4MO677z6sX79+2OQawT5ExBmjMLPKERER6OzsZLfZeyBTqVQwGAwIDQ2FRCJhE//ZU7y9gaMZfMvtWq0WGo0G48aNQ1NTk9eiDVyNarD2WqlUor29HSkpKdBoNNBqtV630V3UajWbCG+sCDhGoxG1tbWclg/6CzRtXpNtOdsAjH5km7P09vYiNTXVqSUC9957L2iaxqJFi7Br1y63qz6ZTCaEhIQgMTERR44cwVVXXYWHH354WMlSezDf6xMnTuCbb75BbW0tnnjiCUybNg3d3d249NJLiYhDIBDswog4JpMJRqMR586dGzZGu+I36PV6DA0NISwsDAaDga1WaK295TZP+i2Wr7VaLbvUIygoCDKZzOGxtuxyxnZbqFQqlJeXIz093S9yyDEl1rOzs/0iWa9Op0N1dTVyc3P9wn/T6/VobGz0iaBkDaPRCIlEgqKiIl+bAsDsy0ilUiQnJ3v9XIODg+jt7UVmZiYA8+/MUUXQb775BtHR0Vi9ejViYmLw6quv4ptvvmH3P/vss/jyyy8BAC+99BJeeuklJCcnY+/evXYTRjPPrVKpFAsXLsTChQsxbtw4xMXFYe7cubj33nuHRW35w3fH3yEizhiktrYWarWaDYkLCAhgy/UyoXLMPj6fj4GBAZw9exYZGRmYNm0aBAIBBAKBUz8QT/2YuEYSUBSFtrY2GI1GFBUVDQth9mSEgaPQTWfDKJkkXdHR0RgYGPCILY7O7y40TUOtViMwMBClpaUAvC90eULE6urqQlhYGPr7+z3mvHpbaOvp6UF4eDiCg4M5fjq+R6fTQa/Xu5TjQSKRQCgUemQm980330ROTg7kcjmio6OxfPlynDhxAvPmzePcR3d3N6Kjo/H5559j9+7d2LRpExYsWICSkhJs2rTJbRsJBMKFDZNTo6amBlFRUayfZfmPx+OxPhbzf2vbAeDYsWMIDw9Heno6G7Vrywewt4+rP+OoP5VKBZlMhqioKGi1Wmi1Wq/5MCPb2rreWq0WgYGBqK6uduqz8sZ4TlEUpFIpIiMj0dHRYfNYZ17bOieXNhRFoaGhAVOmTGHHam/4a848A9TW1iI5OdkvIpSA/+WecSRejBZdXV2YNGnSqOR82bdvH6699lqnPr9jx45hz549+OCDD9h71q233opPP/0UALBjxw7U19djwYIFCA4Oxv3338+puh9jw6effoq//OUvaGhowDPPPIOUlBQEBQWxZcUt2xLs4x/faIJTfPzxx2hpaWGXJliW7B35V6FQoK6uDkVFRVCpVMP2eTrahqbp8xwa5v/WHB1b+3g8cwngkpISdrmXZVtr/2deW/ZlyxZ7+2wJYSPtHWkDn89HaWkpxGIxsrOz2Wti2Wakfbaug2Ubrrh6w2NCprOzsxEdHc1+js46ibbaWGvriddyuRwURSEsLIzNR+BLGx2dn0GlUiE4OBjHjx/n8OnYZzSENh6Ph6GhIQiFQjQ0NDjsm/n/zp07wePxUFNTg7i4OHz88cfDfgerV6926r1KJBLs3bsXjz76KLZu3QqVSoX//Oc/2LJlC+c+aJpGTEwMNm7ciEOHDuGmm27C1Vdfje+//x4TJkzwizK1BALBv+HxeNBoNHj99ddB0/9bmmDPD7Nsw/xjogMmTpyI0NBQNq+hu3D1Laz5OF1dXQgODmaTrTpzrDX/yZ6/ZKs/y+0SiQRSqRSzZs2CWq122n9ixiRbfiZj20ixbaT/xYzlcrmc9ZfCw8PPG+Pd8S1sLU+23GZtu1QqhUgkglqthkql8qr/xQWDwQCj0QiVSoWmpiaH7b3txzBRLzExMaivr/eYeOaqXYC5HH1qaiqbw9GTAt9IvvzyS7z77rsOPwdLXnrpJUycOBGnTp1Cc3MzJkyYwAo4DLNnz0Z6ejq2bt2KnTt3cq7uR9M0Nm7ciMLCQnzxxRf43e9+h0mTJuGyyy7DH//4R79YKjmWICLOGOSVV17h3FYmk6G/v9+tsD2uN29mILLnwFhuY/6N3H7y5EnExMTg5ptvBoBhbS2dJmf6tdZOr9dzdrwcOWVSqRTHjh3DlVdeiZ9++ol10qzZa6vfkW29IbKNFL76+vqQmpo6LLLLloM00hly5JRZc7isiWSWDp6j/gQCARQKBc6dO4f58+ejv7+fsw2O2thyQG39dWZ2isfj4dSpU0hKSvLImuzRENqYf729vUhJSQGfzz0aLiAgAEajEc3NzbjuuuvYqhDM994ZtFotcnJyEB4ejhUrVoDH46G4uBg333wzFi9ezLkfHs9cbS09PR0xMTHIyMiARqPBuXPnsG7dOqdsIhAIFycJCQk4e/asR/o6dOgQ5s+f73AcccYHc+TPMH+NRuMwP0ShUODVV1/Fxo0bIRaLrfpVXCYOR/Zry7+x9MGs9aNSqfDJJ59g5cqVOH78OCe/yZbP5azAZm2ik6IodHR0ICMjA3K5HIDzk2c07Xii056vNfKY7u5utgS9o4lOa5OIrky62pvoVCgUOHv2LK666ioYDAZOwp2loGZtu6UYZ3ltmO2OfJJffvkFaWlp7DI8V/0iTyVD1mg0oGlzERFvTC4CwOHDh/H5558DMOdgHDlptmrVKruRxxKJBN9++y2eeOKJYWXJmep+AJCeno7+/n7O1f1o2rw8iqIoqNVqiEQiPProo3jzzTfx/fff4/XXX4darSYijpPwnHxQ9OxTJYFwgWA0GjE4OMiu5xxNnPkNWzouCoUC7733Hh588EGrjg/jjHFxiCwdN65tR24f6YzZcri++uor5OTkID4+3qFzZiksjhQCrdnIxcmz3A5wc+SMRiM6OzuRlJTEHmftc7Tm4Nhy8kZutzfb6chBtHTyLP/f09MDg8GAadOmcbaF2SaVSvHFF1/g6NGjnL+f1ti3bx/27t2Lbdu24fvvv8fKlStx8OBBNmmfIyiKAp9vjpR799138eOPP+KSSy7Bjh07oFarQVEUgoODh828EkBimf0P4n8RLirUarXfLD02GAz48ccfsXDhwvP2eWqic6QfYmuik6IoGAwGvPDCC9iwYQPEYrHdiU4u/dqaEOViL/P3wIEDSEtLQ2xsrNV+R25zNNE50m5nJzo1Gg1UKhWioqI4fz72fCwuE532Jg4FAgFKS0tRXFwMAOf15amJTuaYQ4cOIT4+Hk899RSn98+wcuVKPP7446ywa5kPBzAvp3r88cfZCsd//etfER8fb7dPk8lcleq9997Dvn37MH78eCiVSkyaNAmvvPIKwsPDnbLxIoCTD0ZEHAKBMKZg1sePJTo6OlBVVYUrr7zSbjuapm3OZFpzsJyZaWT6deQ0Wfa7a9cuzJw5E0lJSZycQMttPT09mDFjBh5++GG3rt3jjz+OTz75BEKhEBqNBn19fVi4cCEOHjzI6XhGxLnttttw4403oqGhAc3Nzfjb3/6Gbdu2QSAQ4K677nLLxgsQIuL4H8T/IhAIfotcLverh/GKigrweDxkZGRwPsaRkOTORKdGo8Ebb7yBRx55xO4x9vq1FMAc+X01NTV49NFHnUro/M0332D//v149913cfjwYasiTn9/P0JDQyEWi7F161b885//xKFDhzj1P3PmTGzbtg1Tp06FXq/HG2+8gaCgIGzZsgUBAQEkF87/ICIOgUAgENyDCYP1JSaTCQUFBaitrUVsbCwaGxud7uO6667D22+/jXXr1uGJJ55ASUkJbrjhBixevBh33323F6we0xBPyv8g/heBQCAQvEZERATUajW7VE0kEmHFihVsThyaprFhwwbs378fwcHB2L59O6688koMDQ057Lu1tRV33nknfvzxR3bbwMAArr76auzfv58spRoOJx+MxI8TCAQCwSa+EnDa29sxf/58pKenIycnB2vWrMEXX3wBmUyGiooKp/tbvXo1XnjhBXR1dSEzMxNNTU2oqqrCjTfe6AXrCQQCgUAgEMYOkZGR6Orqgl6vx3fffYcFCxYMS2p84MABVFRUoL6+Hu+//z5uueUWpKenc+o7ISEB6enpmD17Nnbv3o2BgQH897//BY/Hw7hx4zyeB/RigCQ2JhAIBILfIRQK8dprryE/Px8KhQIFBQX4+uuvsX79ehw8eBBZWVlO9XfNNdegsrISYrEYmzZtQktLC+6++26XSqcTCAQCgUAgXAwwSY2//fZbhIWFISsrC0KhEBKJBB988AGnPnp6evDuu+9i27Zt2LdvH9avX4+lS5fi+eefB2Be+i4QCLz5Ni44yHIqAoFAIPgtfX19EIlEuOOOO3DPPffglVdewebNm3H11Vdz7qO3txdtbW0oKChAd3c32trakJKSgoiICJLQ2DpkOZX/QfwvAoFAIHiNpKQkREZGgsfj4b777sO99947bP/VV1+Nxx57DHPnzgUAXHHFFXjllVfYqlUjYXISnjx5El9++SWee+45CIVCqNVqCIVCiEQi4oNZh5MPRiJxCAQCgeC3dHV14aabbkJ9fT3q6+uxevVqTgIOUw3h3//+N959913I5XJ0dHTg8ssvx8qVKxEZGTkK1hMIBAKBQCD4P8eOHUNsbCx6e3tx1VVXIS0tDfPmzWP3Wwv8sLfknmn/1ltvobCwECKRCBRFISQkBKWlpeDz+cjJyfH8G7lIIPIXgUAgEPyOu+66C9HR0Vi1ahUCAwOxc+dOVFVVYcuWLZyOZ2Z3PvnkEyxYsAA//vgj9u/fj8TERKxfv/68GSYCgUAgEAiEi43ExERkZ2dj6dKlKCwsRHR0NJYvX44TJ04AAA4fPoyIiAj8+uuvuPXWW/Hss88CACQSCWJjY232yyyPkslkmDVrFgBzdA4A/O1vf0Nzc7M339YFDxFxCAQCgeB33Hnnndi3bx/a29txyy23YMWKFU4dz1RXmDp1KrKzswEA06dPx5/+9CfU1NTgtdde84bZBAKBQCAQCGOKb775Bj///DNOnToFlUqF//znP8NyD1566aX4+OOPkZ6ejv/3//4fjh8/joiICEyePNlh39deey3++te/orGxETKZDK2trTh27Bjmz5/vzbd0wUOWUxEIBALB77j00ktx/fXXQywW4+GHH3apj+PHj2PXrl04c+YM9Ho9MjMzERUVhcDAQJLQmEAgEAgEAgHm/IPLli0DABiNRtx8881YvHgxtm7dirq6OgDA0qVLsX//fkyfPh3BwcH46KOPOPW9fPly1NTUYPPmzYiMjER3dzfWrFmD8PBwNm8OwXlIYmMCgUAg+B1Hjx7FpZdeCrFYjLS0NADAiy++iKVLlzo8lqZp8Hg86HQ61NTUYO/evTh69CgCAgKQnJyMu+66i6zDtg9JbOx/EP+LQCAQCB7HUULjw4cP4/rrr0dcXBxiY2Px6quvIjMz0+nz/Prrr+jr60NxcTGioqJY8Ybx2QgsnC4GEXEIBAKB4FccPHgQGzZsgFarhU6nQ3d3t9N9aDQarFy5Et9++y277ejRo/jXv/6F1atXo6ioyJMmX2gQb8r/IP4XgUAgEDxOZ2fnsITGb7311rCExnK5HHw+H6Ghodi/fz82bNiA+vp6zv3bE2mIgGMVTheExC9dAGi1WhQXF2PmzJnIzMzEU089dV4bnU6HVatWYfr06SgpKUFLS8voG2oBF5t37NiBiRMnIjc3F7m5ufjggw98YCmBQBhNTCYTHnjgARw4cADfffcdZDIZqqqqnO5HKBQiPj4eu3btYrfNnTsX1113HRFwCASCzzh48CBSU1Mxffp0vPzyyz61hUkgb5n7gkAgXDzIZDKsX78eaWlpuOyyy1BYWMgmNAbMIsuTTz6J3Nxc5OTkICYmBgaDAVKp1GafTPJiBkakYQJHmP3l5eV4/PHHPf2WLhqIiHMBIBaLcejQIZSVlaG0tBQHDx7E8ePHh7XZvn07IiMj0dDQgIceegibN2/2kbVmuNgMAKtWrUJpaSlKS0uxdu1aH1h6PiaTCXl5eVbLHPubWMZgz2YilhH8iRMnTmD69OmYNm0aAgICEBERgT179nA+fvfu3Thy5AhomsayZctQW1uLzs5OPPPMM1i4cCH27t3rResJBALBNpYidVVVFT7//HOXRGpPceedd+LgwYM+O/9I2tvbMX/+fKSnpyMzMxNvvvmmT+3hMuHoC+z5dASCMzzwwAO4/PLLUVNTg//+978oLy8fJuoeOHAAFRUVqKurw/vvv4/bb78dFEVhwoQJNvtklklRFAWTycRuHynmfP7551i0aJE33tZFAUlsfAHA4/EQGhoKADAYDDAYDOeFpu3ZswdPP/00AGDlypV48MEHfRrCxsVmf+XNN99Eeno65HL5efssxbKdO3di8+bNwyIBfIU9mwGzWPb222+PslX2SUxMRFhYGAQCAYRCIU6dOjVsP03T2LBhA/bv34/g4GDs2LED+fn5PrLWjCObDx8+jGuvvRZJSUkAgBUrVnAumX2x0NHRgfj4eNx00004fPgw+vv78cILLyA6Ohp333233WMHBwdx6NAhBAYG4qeffkJUVBR2796N9957D1u2bMH777+PxMTE0XkjBAKBMAJLkRoAVq9ejT179iAjI8Mn9sybN89vJpsAcwTla6+9hvz8fCgUChQUFOCqq67y2fVhJhxDQ0NhMBgwd+5cLFmyhC2X7Csc+XSjjSPfZ7SRyWRYu3YtKioqwOPx8OGHH2L27Nk+tckfkcvlOHLkCMrLy7Ft27bzEhoDwNmzZ9kqn0KhEI2Njdi1a5fNZ7Yvv/wSbW1tuOOOOzB+/Hh2O0VRoGkaAoGALT1++PBh9tmU4DwkEucCwWQyITc3F9HR0bjqqqtQUlIybD/zYASYB8mIiAj09/f7wlQWRzYD5ptBTk4OVq5cifb2dh9YORyJRIJvv/3WZlTQnj17cMcddwAwi2U//PADnMw75XEc2ezP/PjjjygtLbXqEBw4cAD19fWor6/H+++/j/vvv98HFp6PPZsBc9UlJrrMXwQcmUyGlStXIi0tDenp6fjll1+G7adpGuvXr8f06dORk5ODM2fOeM0Wyxmarq4ufPTRR1izZo1DAQcAIiMj8fzzz7Mlxevq6hAfH4/rr78eISEhUCqVXrObQCAQHGHpiwFAXFwcOjo6fGiRfzF58mR2MiYsLAzp6ek+vT7+OOHorz6dI99nNNmwYQMWL16MmpoalJWVIT093We21NbWspHuubm5CA8PxxtvvOEzeyxpampif3N8Ph+zZ8/Gxo0bAQC///3v8fvf/x4dHR1Yu3YtKisrUVZWhjlz5iA2NtZmn0KhEN9//z0WLFiAa6+9Fjt27IBCoQCfz2fFG8BcPXTGjBkICAjw+vu8UCEizgWCQCBAaWkpJBIJTpw4gYqKimH7rQkJvh6IHNl8zTXXoKWlBefOncOVV17JiiO+ZOPGjfjzn/9ssxyeP4pljmwG/E8s48KePXtw++23g8fjYdasWZDJZOjq6vK1WWMSRw7PaApmcXFxw76DEonErsNgCUVRGD9+PCoqKnDttdfiySefxIMPPoj4+Hj89NNP591jCAQCYTTxR1/MX2lpacHZs2etTvCNJlwmHEcTLj7dxQwTXcJM/AQEBGDcuHE+syc1NZWduDt9+jSCg4OxfPlyn9ljidFoxJkzZ3D//ffj7NmzCAkJOS9Pl7P3rGuvvRbffvst9uzZg8WLF2Pfvn2YM2cOVq1ahR07drD5cE6ePIl169Z59g1dZJA7wAXGuHHjcPnll5+3xtnywchoNGJoaGhYmJsvsWXzhAkTIBaLAQD33HMPTp8+7QvzWL755htER0ejoKDAZht/c9C42OyPYhlgvm4LFy5EQUEB3n///fP2++OMpiObAeCXX37BzJkzsWTJElRWVo6yhefDxeEZTcGsqKgI9fX1aG5uhl6vx86dO7Fs2TJOx/L5fMjlctTX1yMnJwcTJkzAkiVL8Mc//hGbNm3CwoULvWIzgUAgcMEdkfpiQqlU4vrrr8cbb7yB8PBwn9riaMJxNOHi0/kCLr7PaNHU1ISJEydizZo1yMvLw9q1a6FSqXxqE8MPP/yA5ORkJCQk+NoUAOb7UVxcHCtMrly58rxIa1fvWQkJCbj//vuxfft2fP311ygpKcHXX3/Nio/XXHMNiouLPfhuLj6IiHMB0NfXB5lMBsBcVvf7779HWlrasDbLli3Dxx9/DMCc+HPBggU+FRe42Gz5kLh3716fhkMCwLFjx7B3714kJiZi9erVOHToEG699dZhbfxNLONis7+JZQzHjh3DmTNncODAAbzzzjs4cuTIsP3+JpgBjm3Oz89Ha2srysrK8Ic//AHX/f/27j0q6jKP4/h7hsFBJEXNCyZ4CRUxQfCyS+lxFQ3FG17LysoMVtPKPG2y2Gpaaml6NsTV3VQqzeScZGXzluVltUzXC17WRDJXNxW84IVArjO//cMzs2BaWMEw+nmdw1EefjPn6+DMfOfze37PExPjokr/ryINT1UGZhaLhaSkJKKiomjbti0jRoygXbt2P3k7x/+Hffv2kZ+fz/PPP8+RI0ecrzOtWrWqNsG1iNydfklIfbcoKSlh6NChPP744wwZMsTV5Tjd6oRjVapIT+equn6s96lKFZld4iqrVq1i5MiRri7DqXHjxvj7+3Ps2DHgesh04/pTAwcO5IMPPsAwDHbt2kWdOnXw8/O76f05ZtmsX7+evn378vjjj5OcnIzdbmfSpEmsWbPGeWzz5s1d3rO7O4U4d4CsrCx69OhBSEgInTt3pnfv3vTv35+pU6c6d2IZM2YMOTk5BAYGMn/+fJe/oFWk5sTERNq1a0doaCiJiYm89957Lq159uzZnD59mpMnT7Jq1Sp69uzJihUryh1T3cKyitRc3cIyB0fS37BhQwYPHlxuy0Oonmc0f6rm2rVrO6+vj46O/sltGqtCZUyn/aWio6PJzMzk22+/ZcqUKRW6jaMex3XdFy9eZMGCBSxbtow1a9Zw7ty5SqtXRKQifm5IXVlGjhxJREQEx44do2nTpixdutRltcD195oxY8bQtm1bJk2a5NJaoGInHKtSRXo6V/ip3qcqVWR2iSsUFxfzj3/8g+HDh7u6lHIWLFjA448/TkhICAcOHCAhIYHFixc7FzaOjo6mZcuWBAYGEhsby1/+8pdb3pfZbOby5ctMnDiR+Ph4oqOjOXfuHH379nVpsHfHMgzjdr5ExDCMrVu3Gv369TMMwzD+9Kc/GWlpaYZhGEZBQYExbNgw4/777zc6d+5sfPvtt64ss5xb1RwfH28EBwcbISEhxu9+9zvj6NGjrizTMAzDyMvLM3Jzc51/j4iIMDZs2FDumLVr1xp9+vQx7Ha78dVXXxmdO3d2RalOFak5KyvLsNvthmEYxu7duw1/f3/n966SlZVlNGvWzPn99u3bjejo6HLHxMXFGStXrnR+37p1a+Ps2bNVVeLPkpeXZ2zevNmYMmWK0b9/f+PUqVOuLsmd3G5voK/K/xK54+3YscMAjPbt2xuhoaFGaGiosW7dOpfVc/DgQaNDhw5G+/btjXbt2hnTp093WS03KtvTuVJFep+q1rVrVyMjI8MwDMOYNm2a8fLLL7u0HsMwjDVr1hi9e/d2dRmVxtHLrl692nj00UfL/SwlJcWYOHGiK8pyVxXqC0zGTc6w/ljmU0lZkoiI04kTJ5wLvzm2PJwyZYrzzMDYsWMxDIMJEyawceNGvL29SU5OplOnTtW65qSkJBYtWoTFYqFmzZrMnz+fBx980GU1O3Tr1o0lS5bQpk0bXnvtNfLz85k7d67z5+vWrSMpKYn169eze/duXnjhBZeeabuRzWbDw8ODHTt2cPjwYY4dO0ZAQABdu3alc+fOFBQUUKtWLVeX6U40x7n6Uf8l3XFjSQAAE8dJREFUItXOrXofVzpw4ADPPvssxcXFtGzZkuTkZOrWrevSmh599FGioqIYPXq0S+uobHv27GHy5Mk89dRTREZG0rRpUxYuXMiuXbtYvnw5drtdi3L/tAr1YApxRETucjdreFJSUoDqGZjdyNEU9OrViyFDhrBs2TJCQ0M5e/Ysdrud+Ph4evTo4eoy3YlCnOpH/ZeIiBu6du0a/v7+nDhxgjp16ri6nEq3evVqNm7cSOPGjTl06BBFRUXMmjWL8PBwhTgVoxBHRETuDidOnOCRRx5hz549hISEsH79elJSUti/fz/z5s2jcePGri7RnSjEqX7Uf4lUA2+//TZ2u52XXnoJT0/P65c13GSNOMeH1cWLF2O324mLi8NisTjH7XY7JpPJeWmEh4eH87aGYTgXiTWbzc77t9vtOD63OY4vO1b2WJGq4ngOlJSUkJ2djb+/P2fPnmXPnj14eXlx//33ExgY6Ooy3UmFnsSKwkSqkOONtkOHDhw/frzcuOOr7JjjzdkxPmPGDNasWUNJSUm5N27H8TabDZvN5hzPy8tjwoQJP7q94s1uBzjHHI2EY8xRl81mc45fvHiRCxculBtzHFf29mX/rWXH7XY7ly5d+sGxIj8lMzOT3NxcsrOzmTRpEhkZGQQEBNC0aVOGDx9OXl6eAhwREflVlJaWUlpaiqenJ3DrRf4dsw0uXrxITk5OuaDF8afJZMJsNv8gwDGZTHh4eODh4VHu/h3Hlj2+7JgCHHEFx/+7adOmMWrUKBo1asTMmTMJCAggKiqKwMDAcp8P5NehEEekCjle6PLy8n4w7vgqO+Z4k3eMnzp1itzcXDw9PX9wxuVmb/qFhYWsXbuWkpKSm9bzY82CY6zstEfHMTc2HV9++SU7duwoN+Y47sZpk45/z43jb775pqZYym1btmwZs2fP5sCBAzRs2BBvb2+8vb0ZNWoUCQkJtGnTxtUlioiIG/vzn/9Mu3bt6NWrF4cPH8bT05P333+frl270qFDB0aMGMG1a9cAePnll3njjTfo378/kydPxjAMPD098fT0ZPPmzQwfPpyCggLGjRvHggULGDx4MJGRkXz99dfA9R5pyZIlDB8+nH79+rFp0yZnHfHx8TzxxBOMHDmSffv2AbBixQpiY2OJi4sjNTWV27zCQuQXKS4uBuDcuXOsWrWKjRs3snXrVjw8PIiJicFisXDq1Klynw/k12FxdQEid7pRo0aRkZFBXl4e48ePZ8KECeUCk02bNjF9+nSKiooICgpi6dKlGIZBXFwcx48fp2HDhixevJjGjRtjtVrJzMxk6NChnDlzhjfffJPu3btjMplYuXIlKSkplJaW8uqrrxIREYHJZKJu3bq3fPE0mUxs3LiR9evXU1paSlRUFAMGDCA/P5933nmH3NxcOnbsyCOPPALAwoULeeCBB0hPT8dkMvHMM89gtVpZtmwZJSUlnD17ln79+tGiRQs2bdrEhQsXMJlMDBw4EB8fHzIzM53TLfPz8+ncuTN+fn7s2LGDDz/8kJ49ezqnXeqMkvyUoqIiIiMjSU9PZ8eOHaSkpNCzZ0+CgoL417/+RVRUFLGxsa4uU0RE3FRGRgbLli1j27Zt+Pj4EB4eTnBwMFFRUTzxxBN4eHgwffp03n//fcaNG0dubi7p6eksWbKE+vXrs2DBAry9vVm9ejXvvvsus2fPpmbNmnz99dcUFhYydepUtm3bxqxZs/jggw/Yvn072dnZTJ8+HYApU6YQFhbG1q1bKSgo4KmnnuLy5cv4+Phw6tQpUlJSePrppyksLNQC/lLlNmzYwKVLlwAYMGAAXl5eBAcHk5iYSGJiIl9//TXNmjVzcZV3JoU4IpUsMTERX19fTCYTYWFhPPbYY87rn7Oyspg0aRIrVqwgICCAS5cuYbVaGTt2LK1bt+b1119n9erVTJkyhaVLl2I2m0lPT+f111/nv//9L1OmTGHLli1kZGTw7rvvEh8fT2lpKS+88ALr1q3Dw8OD0tLSW85w2bdvH0lJSfTt2xer1YqXlxdms5kXXniB+vXr4+/vT3JyMg0aNKBnz55MnTqVkSNH4ufnx7Zt2/D29mbEiBEUFBRQWFjI0aNH6d69O5s3b+aLL77AZDJx9epVvvvuOyZPnsyKFSvYvn07gYGBfPfdd9x7772sWLGCzz77jIKCAt555x0iIiJISEjAYtHLk/w4q9VK7969OXz4MPfeey/h4eGYTCYOHjyIr68vPj4++Pj4uLpMERFxU//85z8ZMGAA9evXx2w2069fPzw9PTl9+jTPPPMMFy5cICcnh8jISOD6ybHBgwfTokUL4PrlTikpKfj5+ZGUlORcG8RqtRITE0NYWBgtWrRg0aJFAKSkpLBz506++eYbatSowcaNG9m7dy9ms5ldu3bRp08fRowYAcCZM2c4cOAAZrOZoUOH4uXl5YJHSO5mWVlZ7Ny5E8MwOHHiBLNmzeLhhx/Gz8+PRo0aERwcrMWMK4k+JYlUsiVLljh3+jl27BjHjx/HZrNRo0YNPv30U3r16kVISAhms5l69eoB8Mknn7B//34aNWrEiy++iL+/v3MdnN69exMeHk54eDhPPvkkAGvXrqVHjx5ERUUBkJSUxP79+wkLC7vppUsO7733Ht27d2f8+PHOsYsXLzq3aq5ZsyY1a9ZkxYoV9OzZEz8/P/r06UP//v3p2bMnM2bMIDY2lpiYGAzDcN7Pgw8+SHR0NA8++CD5+fkMGjSI8ePHU7duXWrVqsWSJUsAqFevHufPn2f69OmsW7eODRs2VM4vQe5IjssBV61aRVpaGn5+fgAcPHiQV155hebNm7u2QBERcWuGYZQ7qWSxWPD09GTUqFEsXryYsLAwUlNT2bp1K3B9jb9GjRo5358c3+/bt4+mTZs678dms9GkSRPnSb2SkhJMJhPZ2dk899xzNG/eHLvdzpNPPklQUBA+Pj58//337Nixg7/+9a9MnjyZiIgI3nrrLfbu3cvq1auJjo7mscceq/LHSO5eY8eOJS4ujvT0dI4cOcLWrVs5evQoLVu2pFWrVgwbNkzhYiVRLCZSifbu3UtaWhobNmxg7969REREUFBQ4HxzLygowNfX9wcLGBcVFTnHPTw8KC4udjYDfn5+5RYIM5vN5OTk0Lp1a4qKigAICgoiJyfHuVDwrS5NOnnyJN27d6ekpMR52zNnztCmTRssFgulpaV069aNrKwsZ10dO3YEoHbt2hQWFmKz2bhy5QpXr151rvWTmZnJuXPnWL58Oampqfz+97/HbDZTWFhIjx49nNfQNm/enCtXrnD+/HlsNhu5ubm6nlsqzGQyUVhYSOfOnZk2bRqZmZkAhIaGUlBQQNu2bV1coYiIuLOHHnqINWvWUFxcTGlpKWlpaRiGQVZWFmFhYdSuXZu0tLQfrFFY9vvf/va3zJ07l169ejnXKHRc5u7o7SwWCyaTiU6dOpGRkUFUVBR9+/alW7duNGjQAJPJxOjRo5k1axaBgYF89NFHFBQU8NhjjzFz5kyGDRvGG2+8oQ0ipMo4PouYzWYaNmxIly5dSE5O5vXXX8fb25uDBw8qwKlEmokjUokuX76Mr68vDRo0ICsri127dmEYhnNmTI8ePRg0aBB/+MMfqFWrFiUlJXh6ehIaGsqGDRuIiYlh8+bNtG3b1vkGD//f3cBxdqhDhw6kpqby6KOPAtdn5owePRqTyYTFYrnlmjghISF8/PHHdOnSxTkWEBDA4cOHnYvxff755wQEBADXmw5Hg+AImBy1eHl5OS9dqV+/PgkJCc6ZEWWVPavleCwcQVXt2rV/waMtdyMvLy/i4+OZM2cOH374IefOnePcuXPUr1+/3FlPERGR29W+fXseeeQRwsLCCAgIoFOnTpSWljJ9+nTCw8MJCAigRYsWzl1A8/Lyym0mkZeXh4+PD0OGDOHy5cv06NGDTz75hIsXL1JaWgpc/zCclZWFYRiMHTuWiRMn0q9fPzw8PPD09GTp0qVs2rSJ1atX4+vrS3Z2NrGxsfznP/9h7ty51K5dm4KCAgYOHKjLVqTKOD5bTJgwgatXr7J3715yc3N5/vnniY+Pdz4PHCeu5delEEekEkVGRrJgwQJCQkIICgoiJCQEwDkbJygoiJdeeolu3brh4eFBu3btSE5OZsGCBUyYMIE5c+bg4eHBvHnzALh06ZJzxgzAlStXMAyD4cOH89lnnxEdHY3NZmPIkCEEBweTnZ3NmTNnbvniGRcXx6RJk4iNjcXLy4tu3boxYsQIRowYwfjx42nQoAHp6em89tprwPVZOg7FxcWcP38eu91O+/btWbRoETVr1mTAgAG88sorvPzyy0RGRmKxWMjLy+O5554jPz+fGjVqlKvfbrfj6+uLzWZjy5Yt+Pv706pVq1/7VyF3MH9/f2bMmMEXX3zB1atX8fLyIiIiwtVliYjIHSAhIYH4+Hjnh1HHCagxY8YA4Onp6ZyV8Le//Q2r1eq87R//+EcA5/Hdu3endu3apKam0rhxYwDq1KnDl19+iclkon79+syePZtvvvkGm82G1Wrlnnvu4Te/+Q1WqxWbzUatWrWIiori8uXLPPzww87Z2oMGDariR0buVo7nQkZGBrt37+bTTz+lXr16HDlyhFmzZrFx40b69OkD3PpqAPllTLd56YKucxD5GRyXS8H1N/KioiLnFEO73c7Vq1ex2WxYLBZ8fX0BOH/+PAUFBXh6etKkSRMAsrOzqVWrFvfccw8Ahw4dcgZDZ8+e5cSJE9hsNsLDw7nnnnsoKipiz549PPTQQz+YYutYK+fQoUPs2bMHu91OWFgYnTp1Ij8/n+XLl5Ofn0+7du2cL8SJiYmMGTOGWrVqkZWVRVpaGmPHjuXatWu8/fbb5OTkEBsbywMPPMCiRYtIT0+nuLiYsLAwXnzxRT7++GMsFgsxMTEAjBs3jqlTp+Ln58e8efPYsmULDz30EAkJCZX8GxGRH6GOq/pR/yUiItVKcnIymzZt4qOPPnIuYJySksLKlStJS0tzdXnuqkI9mEIcERERKUshTvWj/ktERKqV77//nnHjxhEWFsZLL71EaWkpzz33HIGBgcTHx2Oz2W65pIPckkIckTvdjdeZOp7PN47t3r2bpKQk5xo2ZrOZ++67jxkzZpRbULnstdRlZ+44xm98MS67baBjKrHj52VnHzlm/dxYX9n7cxxvNps19VLEtfQErH7Uf4mIiMs5PnsUFhbi5eXF559/zsyZMzly5AhdunShWbNmvPrqq/j5+Wk9nJ9HIY6IXFdYWEhOTg6GYWC32507IWjhVxG5CXVc1Y/6LxERcTnHCdg5c+ZQr149nn32WQCuXbvGqVOntDPoL1ehHkwLG4vcBby8vLjvvvtcXYaIiIiIiLgpxwz6lJQUli9fDkBRURHe3t5cvHiRK1euONf3lMqjfehERERERERE5CcdP34cHx8fgoODAbBarRiGQUJCgnNrcalcCnFERERERERE5EcZhkGjRo1o0qQJY8aM4d///jelpaVs3rwZgAYNGnCby7XIz6A1cURERKQsrYlT/aj/EhERl7Hb7Vy5coV69eoBcObMGRYuXOgMcFq0aMHTTz9N//79tSvVL6OFjUVEROS2KcSpftR/iYiIy3z++ecMGjSI6OhoYmJiGDBgAIWFhRw/fhxfX1/q1q2Ln5+fq8u8EyjEERERkdumEKf6Uf8lIiIu4dgqPDs7m9TUVFJTUzl58iSRkZEMHTqUrl274u3t7eoy7xQKcUREROS2KcSpftR/iYiIyziCnKKiIi5cuMDJkyf5+9//zs6dOzl69Chr166la9euri7zTqAQR0RERG6bQpzqR/2XiIi4hN1ux2w2s3XrVhYtWsT+/fu599576devH6GhodhsNqKjo7Fara4u9U5QoR5Mu1OJiIiIiIiIyA84Jn0sXbqUuLg4XnnlFYKCgrh27RrDhg3j9OnTCnCqmMXVBYiIiIiIiIhI9ePYaerbb7+lY8eOvPXWWyQnJ9O0aVOuXLlCcHAw8P8ZO1L59CiLiIiIiIiIyE0ZhkFiYiJWq5VWrVoxf/58tmzZwldffeVcC0cBTtXRmjgiIiJSltbEqX7Uf4mISLWQmZnJvHnzuHTpEq1atWLWrFmahfPr0cLGIiIictsU4lQ/6r9ERKTayM/Px2q1YrFcX53FsXuV/GIKcUREROS2qQurftR/iYiI3Pm0O5WIiIiIiIiIyJ1CIY6IiIiIiIiIiBtQiCMiIiIiIiIi4gYU4oiIiIiIiIiIuAGFOCIiIiIiIiIibkAhjoiIiIiIiIiIG1CIIyIiIiIiIiLiBhTiiIiIiIiIiIi4AYU4IiIiIiIiIiJuQCGOiIiIiIiIiIgbUIgjIiIiIiIiIuIGFOKIiIiIiIiIiLgBhTgiIiIiIiIiIm5AIY6IiIiIiIiIiBtQiCMiIiIiIiIi4gYU4oiIiIiIiIiIuAGFOCIiIiIiIiIibkAhjoiIiIiIiIiIG1CIIyIiIiIiIiLiBhTiiIiIiIiIiIi4AYU4IiIiIiIiIiJuQCGOiIiIiIiIiIgbUIgjIiIiIiIiIuIGLLd5vKlSqhARERGRW1H/JSIiIoBm4oiIiIiIiIiIuAWFOCIiIiIiIiIibkAhjoiIiIiIiIiIG1CIIyIiIiIiIiLiBhTiiIiIiIiIiIi4AYU4IiIiIiIiIiJuQCGOiIiIiIiIiIgbUIgjIiIiIiIiIuIGFOKIiIiIiIiIiLgBhTgiIiIiIiIiIm7gfwIJbMpgVErAAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb04e6ab38>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", - "fig = plt.figure(figsize=(20, 7))\n", - "\n", - "xv = beer_data[\"alcohol_content\"]\n", - "yv = beer_data[\"darkness\"]\n", - "zv = beer_data[\"bitterness\"]\n", - "\n", - "colors = [\"rg\"[i] for i in beer_data[\"is_yummy\"]]\n", - "\n", - "def plot(ax):\n", - " ax.scatter(xv, yv, zv, c=colors, marker='.') \n", - "\n", - " ax.set_xlabel('alcohol_content')\n", - " ax.set_ylabel('darkness')\n", - " ax.set_zlabel('bitterness');\n", - "\n", - "ax = fig.add_subplot(121, projection='3d')\n", - "\n", - "plot(ax)\n", - "ax.view_init(5, 275)\n", - "\n", - "ax = fig.add_subplot(122, projection='3d')\n", - "plot(ax)\n", - "ax.view_init(5, 5);" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -852,7 +659,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this case the decision line is curved and is looks like a circle. A hand-crafted classifier could classify new points based on their distance to the center.\n", + "In this case a suitable decision surface is curved and is looks like a circle. A hand-crafted classifier could classify new points based on their distance to the center.\n", "\n", "\n", "It should be clear that a linear classifier is not suitable for this problem !\n", @@ -1085,7 +892,7 @@ "\n", "Examples:\n", "\n", - "- ~~nudity classifier~~: color histograms of full image and image patches\n", + "- early classifiers to detect nudity in images used color histograms of full image and image patches (plus more features) to create suitable features. \n", "\n", "\n", "- spam classifier: choice of dictionary, extra feature which counts words only in capital cases or words with unusual characters (like \"pill$\")\n", @@ -1172,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1225,7 +1032,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1237,7 +1044,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x432 with 1 Axes>" ] @@ -1311,8 +1118,7 @@ "\n", "- play with the other classifiers which are outcommented in the script.\n", "- play with their parameters.\n", - "- activate the feature engineering step and experiment with classifiers and their parameters.\n", - "" + "- activate the feature engineering step and experiment with classifiers and their parameters.\n" ] }, { -- GitLab