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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 3: Overfitting, underfitting and cross-validation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. What are overfitting and underfitting ?\n",
"Let us repeat the `LogisticRegression` based beer classfier we used in the first script, we disovered that setting `C = 2` (remember that the parameter `C` controls the `regularization`, lower `C` means higher `regularization` and vice-versa) gave us good results:"
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(225, 5)\n",
}
],
"source": [
"import pandas as pd\n",
"\n",
"beer_data = pd.read_csv(\"beers.csv\")\n",
"print(beer_data.shape)\n",
"\n",
"# all columns up to the last one:\n",
"input_features = beer_data.iloc[:, :-1]\n",
"\n",
"# only the last column:\n",
"labels = beer_data.iloc[:, -1]\n",
"\n",
"from sklearn.linear_model import LogisticRegression\n",
"classifier = LogisticRegression(C=2, solver=\"lbfgs\")\n",
"\n",
"classifier.fit(input_features, labels)\n",
"\n",
"# Predict\n",
"predicted_labels = classifier.predict(input_features)\n",
"print(\"{:.2f} % labeled correctly\".format(sum(predicted_labels == labels) / len(labels) * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here to train (fit) the model we only used 225 samples from the original data set of 300 beers.\n",
"But if the above classifier works well, it should also show the same performance on the left out 75 beers.\n",
"Let us check this on the left out data:"
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(75, 5)\n"
]
}
],
"source": [
"eval_data = pd.read_csv(\"beers_eval.csv\")\n",
"print(eval_data.shape)"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
]
}
],
"source": [
"eval_features = eval_data.iloc[:, :-1]\n",
"eval_labels = eval_data.iloc[:, -1]\n",
"\n",
"# Predict\n",
"predicted_labels = classifier.predict(eval_features)\n",
"print(\"{:.2f} % labeled correctly\".format(sum(predicted_labels == eval_labels) / len(eval_labels) * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## WHAT HAPPENED? \n",
"## Why is the accuracy on this data much lower?\n",
"\n",
"## Answer: OVERFITTING !!\n",
"\n",
"We observed a phenomenon called **\"overfitting\"**.\n",
"\n",
"\n",
"<img src=\"https://i.imgflip.com/2qky90.jpg\" />\n",
"\n",
"To explain the concept of \"overfitting\" we use one of the 2D data sets from script 02:"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "code",
"image/png": 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nGIcD1bu/QtXub2CtvgBJRDLCxt0J9bCb2/V5pzu0CQWfz22a62Upz4Hh/AHoT+1Bwr0f+fRzufboVtbVZIzFCN3B9Qgbe6fP7s8XtOjgKSIUI/mRL1D5+3Jo96+B3aCFPLEPIiY+CEX6kBZfb9PXoHD5Yy4FBwA4zPUoWPoIerz+JwTSIF+lzwtEKELCPR8hdOgM6LI2grGaoMgY1uFeJ95QtfNLl4LjUqXr/ouQgdPa9c7LWlMC7T+/uI05THpU7/kWUdOebPN1LyWNSoM0Kq3lE6kui2EYaP9Zi6rfP4ep5BzE6hhoRs5C+IR7m95YtcaF715Azd7vmv5sKjyOC189A0tZDqJveL5NOTlsFhSvetnt5HJd1gaEDpsBVa8JbbpmW1i17r/eWxvvLGjRwWMCsQyRVz+CyKsfafNrdQfXw2FxPyfEbtBCd2QL1EOmdzRF3uPrpDi2Za4AYK0qgqUiv12blJmKzwAMew8SY9HJNl+TotqqYvMilK1/p+nPlvJclK55E4a8w87W3a0YUTAWHncpOFyu/9tiaEbf1qaJ4Ibz/8BWW8Ear8361adFR0v7DHmriR/f0SWznZSV5V10I7Z32RQ3Wno81prHZ+601KK6q8znofzHWluB8l8/dBurPbSJtTV+s3OPbWcPMgzqjv/eprwcFs9dnx2t6ArdEcGZo1n75ojVcVD1m+zT+/MFLTo6KVkLTaG81TSKah9PM9VlcZkQt3MpryyhF2Rx7Ju8eeo4SVHeoD+122MPnLpj21p3oRa6Bre1q3BQygAQkYQ1rsjwbQsCIhAi+ZHlkCX0cjkujU5H8mMrA3IflfagRUcnpep3NcSaOLcxaXQ6lD3HcpwRdSnN6Dlue18QkQQxN7/a7glthBAk3PU+hG5GPCKvmd/u1SsU1WoeHu8Bre/CHNxzjMe4soX45UTBaoRPuM9tTBKZCvXQG9t0vfaQhCUg/fkNSH3qJ8Tf8Q5SnvgeGS/9BlkX2vyQzunopARiGZLnrkDBkgddNtySxfdE0gOf0c22/EwoC0bq/FWo+O0z6A5ugMNcD0X6EERMerhp6Wsjq7YU+jP7QAQCBGeOaXFZnSyuB7q98jtq/vwBxoJjEAVrEDrkRgQlt26ZNUV1RHCPUYBAyNoNuLVveIJSBkDVfwpqD21qFlOPvLVdk5mjrnsGArkSlduXOdv6C4RQ9b0asTcv4GxiPSEEirRBXfYNAKGbh7UNIeTggAEDBhw8eNAn17eb9Kg7th12Yy2CUvpDftlQXFsxDgfqz/0FS3URpBHJdOv6AMI4HChd8wYqdyxv+gZORBJEXfsUIiY+5OfsKIpdyZo3Ufnb4mbHg3uORfIjX4IIWjfI7rBZULH5Y1Tv+Qa22gqI1bEIG3snwq+6v0NvnBi7FVZtKYRBIX7v1xMIBg4ciKysrCyGYQZ29Fp0pINHdFkbUfT1s3CY9E3HlFeMR8K9H0HYzi2liUCA4O4jvJViu9iNdajZtwp1p3eDCMVQ9Z2E0ME3QODh+SoFVO38ApXbl7ocY2wWlK55E5KwBIQMuMZPmVGUZ9E3PA+JJg6VO5bDUp4LkTIc6pGzEDnlsVYXHAAgEEkQNW0+Iq95AozNAiKSeOVNExGKA34LhEBFiw6eMF04jYLljzUbkqw7sQPF37+EhLve91NmHWPVlSPnvZmwlOc2Has7+htq/lyNlEdX0k6WLBiGQeXvy1njlTuW06KD4i1CCMLG3oGwsXeAsdsAgbBDxQIhBEQs9WKGlL/QiaQ8UfXHV6zPQLUH1sHqYX05n5WuedOl4GhkyN6Pyu3L/JBRYGAsRliri1jj5pJzHGZDeWIqzUbRV8/g7MIJyH5rGip++6zF5ZldCRGK6CNdqgkd6eAJc2k2e9Bhh6UiH2JVBHcJeYHDZoEuawNrXLt/DSKnPMZhRoGDiGUQBoXAbtC5jYtCojjOiHKnPucg8j6c49KIz1hwDLVHtyJl3jddZhkkRbUWHengCbE6toV4DEeZeA9jNYOxWVjjdmMth9kEFiIQQD18JmtcM3IWh9lQ7jAMg+JVr7jt/Gs4fwDVe7/3Q1YUxW+06OAJzahbWWPBPcdCwtJzg88EsmBIItlbectbuVNuVxU17Ukoug1vdjxk4LVdYmMovrNWFcJUeJw17m6pJ8UfjMMB/Zl9qNq1ArrDm+G4bJ8qyjfo4xWeUKQPQfT0f6F07VvAJcuYpTEZiJ/zPz9m1n6EEEROfhRFK91sMCYQ0mWfLRBIg5Ay7xvUndgJ/andgEAAVZ9JUGQMpc/IeaClttm+bqtNtZ+luhj5i++F6ZK9iEQhkUi879Mu2z+DK7To4JGIiQ9B1fdqaA+sg92gczbH6TupaWmpVVuKim1LoD+x09nUpvdVCL/yvhb32/An9bAZsJvqUL7hvaZtncWhMYiZuRCK9MF+zo7/iEDIyw3rKEAamQJRSCRsunK3cV+31abah2EYFCx5wKXgAACbrhx5n9yN7v/eDZEi1E/ZdX606OAZaWQKoqY+3uy4pbIA59++0WWXxIqSs9BlbUDq0z/zepJp+Li7oBkxC8bCYyBCMeQJvdq9oRnlHw6rGboD61B3chdACFS9r0TIgGvatE15Z0OEYkRd8yQufNt8i3VhcBjCx9/th6yolhhyDsBYcMxtzGGshfbvnxE+4R6Os7osD4sRhtxDACEISu4PgaTzTEim3/kDROm6/7ndltlSWYDyTR8i7pb/+OS+DMPAUpEPAJBEJLV7WF8gkUGRRkc2ApHdWIvcD26DseBo0zHdgXWo3v0tkh9d0aV7rWhG3QoIhSjf+EHTEufgzDGIuflViEOj/Zwd5Y65LKeF+HmPcV+r+uNrlP7yf3A0TLQXBoUievrz0Ixkn/cXSGjREQAYhwO1hzezxmsPbfJJ0VF7bDtKfnoNlnLnF6k0Kg3RN75Ih/q7mLL177oUHI3qs/9GxdZPETXNzZydTspYdBLa/WthN2ghT+qL0ME3QDN8JtRDb4JVWwqBNIgOzfNcyysFPcd9SXfoVxR//6LLMbtBiwvfPA9RcJjH3akDBV29EggYu8elp96ede2wmlB38g/kL76vqeAAnO8A8hffB/2ZfV65D2O3QXd4M4pXL0Tp2v+DIb/5DzbKvxiGQc3fP7HGa/5ij3U25Zs+RPYbU1C57TPU7FuF4u9ewLn/TIS5PA9EIIBEE9upCg6GYVq9I2wgCe4+ApLwRLcxIpJAPWwGxxldVLHlE/bY1k85zMR36EhHACBCMYLSh8CQvd9tPNjNssr20J/9E2Xr34Hh/D/sJzEOlG/6sMP7udgNOuR+dAeMeYebjlVs/QRhY+9EzMyFXWZ1BuNwoD57P6xVhZBEJiModRC//u4Oe9Mwrzs2fRWHyfhPffZ+lK1/p9lxa80FFK2Yj7Rn1vghK98wlWajbP07qDu2HWAcCM4cjahpTzbb/djneRSfhfaftbDXayFP6o3QQdd7ZSdYIhAi8f7FyPv4TpdH1kQkQcLdH3DyWMxurANjs0AYrGn6emcYBkYPS7DZ5qEEGlp0BIioa+Yjd9GcZq3SiUjqla6e+jN7kbvoDsBha/Fcw/kDHb5f8Y//dik4GlXtWoGg1IEIHXx9h+/Bd+ay88hf8hDMJWebjsnieyLpgc9Y34lxjQhFkMX2gKn4tNs41z+I/KVm3w+sMUNuFkyl2ZBFp3OYkW+Yy3OR8/aNLp1w647/Dv2ZfUh9cjWCkvpwkkfF1sUoXfvmxQN7gPJNHyHl8W8hjUjq8PXlCVeg24Jd0B1cB1PJOYhDohA6ZDrEIZEdvrYnppKzKPnpNehP7gIASKPTEXXtUwjpPxWEEAiDQmGvr3H7WmGw2qe5cYU+XgkQwd1HIPmRLyCL79l0TBbfC6FDpqNyxxcoW/8OLJUF7b5+6S//a1XBAaDD7zbspnro/vmFNV6997sOXT8QOKxm5H50p0vBAQCmopPI+/gu5yZZPBE+ib2fSlfptWKtdb8sthHbstlAU/7rB25b7zNWE8rWv81JDobcLNeCo4G1ughFXz7htfsIZQpoRt6K2JteQcTEB31ecFiqipDzzs1NBQfg3P6iYOnDqNq1EnUndiL4inGsr1cP9d9jH2+iIx0BRNlzLIIzx8BWW4H67P0o+uppmIouDseVb/0EiXd/2ObdR+3GOhjzDrX6/JCB17bp+s3up68CY7eyxq3asg5dPxDUHtkKa1Wh25i57DzqTu7izYRd9ZDpsOtrULbhHThMegCAMCgE0dP/1ZSjw2aBMf8IwDCQJ/bpVEv8AEAW083lh4ULgRDS6DRuE/KRuhM7WWP6U7vB2G0+X+5evW8Va8yQmwVTyVnIYrr5NAdfqNy+tKlX0eWKV73c9HsiCQJzWWt9eUp/REx+1Kf5cYUWHQGGEAKhLBjF370AxmJ0DdptKFwxH4qMoRApw9tw0dYPeEkikhF5TcfebYhCoiCQK+Ew1rmNd4Zh6pZcPsLhNs6TogMAwifcA/WIW2DIzQIhBEGpg5oKi5q/f0bpz6/DVlcJABAqQhF13bMIG32bP1P2Ks2Y21H1x0owbiZthw66DuLOsgEfD+YT2Vp402HTlQMBWHToz+xt1XmMxQChQo2g9CEQCEVQ9roSIQOnQSCW+jhDbtDHKwGo9uhW1t1HGasZ2n/Wtel6QpkCiu4jWeMiVQTkyf0Rde1TSHv2lw43IhOIpQgbfTtrPKwLNFUStTCUy8ddZIUyBZSZoxHcY1RTwVF3YieKVsxvKjgAwF6vRfF3L0CXtdFfqXqdNCIJSQ8ug+iyz31Vv8mInfW6n7LyPlUv9kJXecU4Tpr6ST0VFEQAaVRgjiqRhs7SrWGvr0FIn4lIvO8TqIfN6DQFB8CTooMQchMhZBEhZDchpJYQwhBCvm7HdfIaXuvuV6kvcvcHq5smYZdy10SsJTE3vuB2roZYE4f0f/2K9GfXInLKPK8tCYy69kmoh93scoxI5Iib/WaHV8YEgpCB10IgcT83RiBXQdX3ao4zah9Py/jKt3zMYSa+p+w5Bt1f24ekR75A/F3vo9urvyPpgc8glCn8nZrXRE6dB2GwptlxgTQIUdc9w0kOYWPmgIjc/5ANGTgtIHfcBoCQflPadL7BTW+czoAvj1deAtAXgB5AEYAeHbiWDsD7bo7rO3BNXpHHZXqMy+La/s8nT+iFtGd+QfnmRdCf3gsiEiOk79WImDzXJxOsiFCM+DveRsTkR1Gf/TcEYhmUV4yDMCjE6/fiI5EiFAn3foSCZQ+7DNkLJEFIvO+TgPlB5q5pWCNT4QlO5gBwSSCSQNVrgleuZaurhLWmBGJNPEQ8WZkgCU9E2jNrUb7xfdQe/c25ZLbnGERdMx+y2O6c5ZD00FIUfjkf9kuWZCt7X4W42c0nmPKZVVcGxmaFWB2LsHF3QXfo12Z7vrARKfjxOeFtfPluMB/OYiMbwFgAOzpwLS3DMAu8kRRfKbqNgCy+p9tPXnFYAlT9JrfrurLYbki8Z1FH02sTaWQypJHJnN6TL1S9r0T3hbtR89dqWKqKII1IRuiwGbzeR+dyQnkIHGaD25hApgQEQo4z4j9bvRbF370I3eFNziXwAhFCB1+P2JkLIZQr/Z0epBFJSLjrPb/moOw5Fj1e/xP6U7ud3V8T+0AWGzjzOAy5h1D840IYc50T9CURyYi69mmkzl+Fyu2fQ3doI+xmI+y15e4bPxKC0ME3cJw1N3hRdDAM01Rk8KoxEk8RgQDJDy9HwbJHYMjNajoui8tE4v2fdqrnf52dODQKkQE8Kz106I2oYHmMEjp0Ov16vgzjcCDvk7uafhgBABw2aP/+CTZdGZIf+5r+mzUQiKVQ9bnK32m0mankLHI/mA3HJStQLBV5KFz+KBLv+wRR0+Yjatp8AM45UflLHmg2QTlmxiuQRqVymjdXeFF0eJmUEDIHQCKAegBHAfzBMIzd88sCi1gdg9Snf4ap8DjM5bkQa+IQlDKAfsOiOBVx9Vzoz+5z/SEKZwEcNe0pP2XFX/rTu5v9W12M7YH2wC9Qd9J3uF1FxdbFLgXHpco2vgdVQyMwwDk5t9vL21C951tnk7LQaGhGzurUTfc6Y9ERDeCry47lEkLuZhiGZaF9YCINpF+TAAAgAElEQVSEQJ7Yu1N/ggYKc1kOqvetcrYzj0iGZuQs3nQV9SWhTIHUJ1ZBe+AX1B3dBjAMgnuOdc6478K7z7JpqZtv0YonIVaGI7jHKI4yoryt/tzfrDFzyTnY62sgumSyriQ8EdE3PM9FarzQ2YqOLwDsBnACQB2AVACPAngAwCZCyHCGYY605kKEkIMsoY5McuWEubIQlduXwVx2HpKweGhGzERQygB/p9Vpaf/5BYUr5ru0qK/ctgSJ933SKXaFbIlALIVm+Exohs/0dyq8J5AFez7BYUfRN8+h+8I/QOh8mIDUUmO8yh1fIGzM7T7vgMpXvFgy6y0MwyxkGOZ3hmHKGIYxMAxznGGYhwC8C0AOYIF/M/S98k0f4uyro1G960vUn96Nmr3f4fz/pqPcw+6FVPvZ6ipR9NXTzfbEYexWFK54AnaWBmhU1xQyYGqLzfisVUUwuNmXiAoMLXWErtj0Ic4uGIf6bA8ba3Zinaro8GBxw8cxrX0BwzAD3f0C4H7nKx7QHf3NuROmm+2oy375P5gu8Db1gKU9sN797HMADlM9ag9v5jgjis8kYQmInv6vFs9jWxHUlTksRtT89SNK1ryJyh1fwKav9ndKboVfeb/LHlnuOMz1KFz+mMftIDqrrlJ0NHbLCozmB+1U+rPnzog1+zvP9tt80dLW7ra6rrH1O9V6EVc9APUo9hbxRCyl87QuY7pwGmdeHYuilU+h8rfFKFm9AKdfGoHaY9v9nVozQrkSqU+uRtR1zzbrYHspq7YE+jP7OMyMH7pK0TGs4WOOX7PwIYfZAEt5rsdz2LZMptpPHn+Fx7gswXOcah2H2YCKrYuR/dY0nP33lbjw7Qswt/D5zmcxNzwHUaj7zpph4+72WuffzoBx2JG/5AHYdK57sjAWIwqWPQIrD3f4FcqCETl5LpQt7J9kq630GO+MAq7oIISICSE9CCFplx3PJIQ0G8kghCQD+Kjhj21urR4wBMIWnxXLE/twlEzXoepzFeteELKEXgj2sKcN1ToOixE5H8xG6do3YSw4BnNpNqr3fIPst6bBWHCs6TyrrhyW6gtgHA4/Zts6wqAQpM5fheAeo5uOCeQqRE59AtHXP+vHzPhHf3oPLBX5bmOM1QTt/p85zqj15C08ZvH0GMZUmo3K3z9H5e/LA7rAvhwvVq8QQm4A0Lg4Pbrh43BCyJcNv69kGObpht/HATgFIB9A8iWXuQXAU4SQPxpidQDSAFwDQAbgVwBv++iv4HfORjoTUXtki9s4kQYhdAhd/+9tRChG8qMrUbD8UZf+C4qMYUi4+0MQQcDV9bxTtWsljHnNe1s4THoUr16AmBkvo2T1wqZGeZKIZERd9wxCB07jOtU2kUYkIWXe17DqymCv10ESntjiyoeuyFpd7DFuqb7AUSZtFzpkOso3LXK7H1Zw5hjI45tvacE4HChe9TKqd198j1zy40KEjb8HMTe9EvC9mHhRdADoB+DOy46lNvwCnEXE0/BsB4DuAPoDGAnn/A0tgD1w9u34imHczLDsRKKn/wv12fubPUYhIilS530DYUvL9ah2kYTFI+3pNTAVnXS2M49M5myfiq5Ad2gTa8xw/gBy3p8FxmJsOmapyEPh53NBBEKE9G/bJlv+IA6JgviyXYWNhSdQvulD6M/sAxGKoOp7NaKmPh6wm511hKSFbRKkkfzt3CmUq5Dy2NcoWP4ozCXnmo4re01Awl3utggDqnYsdyk4Lj0ujUpD2Jg5PsuXC6ST/xz2OkLIwQEDBgw4eJCtjYd/WaqLUbl9KepO7ABjt0GZORqR1z0LMU82lKKotjr3+mSYLpxq8+ukMd2Q8dLWgHtnaMg7gpz3b3EppABAFBqN9GfXQRwaxfLKzolxOJD95lS3nwMCuQrd/72b93NgGIaBMe8QrNoyyGK7sT6SBYAzr4yGpbLAbUwa0w3dXv7NV2myGjhwILKysrIaVnB2CF9GOigvkWhiEXvzq8DNr/o7FYryCkXGUPaiQyBs1iOlkbnkbLPuj4GgdM0bzQoOALBpS1Gx9VPEzlzAfVJ+RAQCJD24BHmf3uMyWiBUhiPp/sW8LzgAZ/fo1jRoZBwO1oIDAMzleV7Myj/oA2eKongt/Mr7IAwKcRsTKcPZX0gIiEjio6x8w27So/7cX6zx2mPcv8vlA0l4IjJe3ILkR1ciZsbLSLj3Y/R4bS8U6YP9nZpXEYEAYk0c+wl2K4q+eS6gmw7SooOiKF6ThCUgdf4PUHQb3nRMHJaA+DvehWbkLNbXBfccG3jzmFp63N2FH4cTgRDKnmMRfuV9CB04DQJx55x0qxntac4Gg5q93yP/03sDYpWWO/TxCtXEWHAMhtxDEMiVUPW+CkK50t8pURQAQBbXA6lPfA9bXRUcVhPEoTEgAgHsxlrUHtna7PGLUKFGzIyX/ZRt+wnlSgSlDoQhx/2cMWXPcdwmRHEu4qoHYC4+A+0/a1nPqc/+G/rTe6Ds2eom27xBiw4KdpMeBZ/Phf7EzqZjAlkw4ma/hdBB1/ovMYq6jEgZ5vJnoVyF1CdXo2rnl9Ad3gzGbkVw95EIn3AvJGHxfsqyY6Kvfw45H84G7DaX48JgDSKufthPWVFcIUIREu7+AKKQKFRu+4z1vPpzf9GigwpMxd+/5FJwAM4eCIVfPg5pdLrbteQUxRdCuRKRUx5D5JTH/J2KVygyhiL1ie9RtuE91J/907lkts9ERF33DCRhCf5Oj+KINCrFY5yIpRxl4l206OjibHWV0B5Y5z7osKP6j68QN/sNbpOiqC5OkTYYqY9/C8ZhB0Bok7kuSNn7KhChmHVTuJD+UznOyDto0dHFmSvyWZccAoC57DyH2VAUO6u2FBVbPkHt8e0AAyh7jkXE1Y8E7GOU1iACob9ToPxErIpA9I0vomT1gmaxiEmPQBaTwX1SXkCLji6GcThgN9ZCKFOACMUQh0Z7PL8rdkCk+MdSXYzz/7vBZdOv6j3fQHd4M9KeWQNpRJIfs6O6MoZhYMw/AktlISQRSZAn9vZaQ7rw8XdDGp2Oqp1fwlKeC7E6FprRt0HVb7JXru8PtOjoIhiHA5Xbl6Dy9+Ww6cogkAQhdNgMRF//HIKvGNdsTkcjzajZ3CZKUW6Ub3yv2S6jAGDXV6Fs/dtIvGeRH7KiujpLZQEKlj3isvGgPLkfEu/92GsjcMrM0VBmjm75xABBHxR2EaVrXkfpmjebvnE7LAZU//EV8j6+E3G3vgHp5XuFEILoG/4FRfoQP2RLUa7YNjIEgNrDW0C3c6C4xtityP3oTpeCAwCMeYeR98ldDfNxqMvRkQ4/M5fnQZe1EQ5zPRTpgxGcOdbrk8as2lJU7vjCbcyQcxDGgmPI+NdG1B7ZCkNuFgRyFUIHXQdppOfZ0xTFFeay5aMuMYfN2TQrwPZYoQJb7bHtsJTnuI2ZS86h7sROqHpfyXFW/EeLDj8q3/wRyta/3dRlsGILIE/pj5S5K1jbPreH/uyfHieL6k/tRki/yQgZcA1CBlzjtftSrhwWI6p2fgntgXVwmA0IShuEiIkPQhbTzd+p8V5wj1Gsox3B3UbQ1R0U50wXTrcQP0WLDjdo0eEndad2o2zd/5odN+YewoXvX/LqM2oiFHuOB9j+FIHIYTEh54NbYcw91HTMUuEc5Up57Gso0gZ5/Z62uirU7P8Z1spCSMITETr0xoDb/KxR5NR5qDu5C4zV5HKcCMWIuvZJP2VF+ZqtrhJ1J/9oavrGp5VKHvf9ASBSRXCUSWChRYefVO/+mjWmy/oVtpn/hshL29ErM0eDSORud64EAFXfSV65D8Wueu93LgVHI8ZiRPEPryD9+Y1e3YK97tRuFCx5AA6zoelY2YZ3kfTQUgR3H+m1+3BFntALqfNXoXTNm00bogWlDUb09c+1avdOynfsxlowdhuECrVXP4crtn6KsvXvXOxTQQQIG3snYm56hRcjWyEDp6H059fhsBiaxQQyBUL6TwHDMDDkHITu0K9gLCYoMoZC1X8KBK14o2erq0L13u9gOH8AAqkCIYOuharPJF783TuCFh1+YqkqYg86bLDpyrxWdAiDQhAz/QUUr2q+F0Xo4BugyBjmlftQ7GoPbWKNmQpPwFrlHI3wBruxFgXLHnYpOADAYa5HwdKH0f21PyGUKbxyLy4FJfdD6vxVsJvqATCBt5lbJ2MsPIGSn19D/Zl9AABZbA9EXfcMVH2u6vC1dVkbUbr2LdeDjANVO7+AWBOLiKse6PA9OkqkCEX8Xe+jcPmjYGyWpuNELEXC3YsgkClR/N2LqN7zTVOses83kP3WEynzvvE46mguO4+c926Brbai6ZguawNCBl2HhLveD+j+LbTo8BNpVCpMhcfdxohI4vX+GGFj74A4LB5Vv38OU/EZiEKioBlxCzSjb/Pqu5PLmctzYa0pgTQqtcWeIJ2Zw2b2HLd6jreFLmsjHCxbX9sNOtQe3gz1sBleux/XArFgCmSW6guo2rkChrxDEMpVCB18A2Rxmch5byYcJn3Teabi08j/7D4kPfR5h+cyVO5Yzhqr2vEFwq+836fft1orpN/VkL+6AzV//tDUp0M9fCYkmljU7F/jUnA0MhWdRPHqBUi8+0PW61749gWXgqOR7sA6KHtNgHrIdK/+PbhEiw4/CRt7B3Qs7cdDh87w6kTSRqpeE6DqNcHr13XHUn0BRSuebBoKBxEgZOA0xN36RpfcvTa423AY8w67jYlCory6UshaU+o5ri3x2r2ozs2QfxS5H852KWLrjm2DODzRpeBowjAoW/82lL0mdKgoMJdms8asNcVwmA28KT4lYfGImtZ8XlHNvlWsr9Ed3Aj7rNfdfi+0VBdf/L7phnb/moAuOgL74VAAU6QNRuytbzSbxKnsNQGxN73ip6y8w2E1IffD21y/cBgHdAfWoeDzuf5LzI/Cxt0N4WU7pDaKmvYkiNB79b+0hfbI0uh0r92L6rwYhsGFb55zO2pmrSxgfZ2p6CTs9doO3Vscyj7SKwwKgUAi79D1uWDTlbMHHTbY62vchuwGncfrthTnOzrS4Udho29DSP8pqD2ypWEJ5WAEJfXxd1odpsv6FZbyXLcx/cldMBaegDzhCo6z8i9xaBTSnvwRxT8uhP7kLoBhIAlPROTUJ7z+qEPVZyLEmjhYqy80i0kikugyvi6KYRjoT/0B7f61sBt0kCf3hWbUbIhZVlmYS8/BVHSyXfciIs8r5lqiHnGL2z1HAEA9fGZATKaUxnZn3btKIFdBFBLl/nWRyRDIlayPSOUB/jOCFh1+JgrWQDPyVn+n4VXG/KMtxI90uaIDcM7jSZm7AnaDDg6LCSJVhE++eQrEUiTPXYH8zx5waV4kjU5H0oNLW1xCTXU+DMOg+PuXXFbN1R3fjqodXyDl8W8hj+/Z7DV2lh96LQnOHNPhSb5hY++AMf8ItPvXuBxXdB+JqGuf6tC1uRI+/h7UHt7U1IfpUmHj7oSAZWt6gUSO8An3oXzje81iRCJH+Ph7vJ4rl2jRQXldS/NRfDFfJZAIg0J8/m8gi8lAt1e2QX9mX9PKGAVtotVl1Z3Y4XaZvr2+BkVfPe12ybYstjsEUgUc5nq31xQq1M0eEQjkKsTc+GKbcrMb62C6cAoCaRBk8VeAEAIiECL+zvegGX0bao/8BsZhgzJzDIIzxwTM57AifTDi73gXxatevjj/hQigGXkroqY+4fG1kVPmgbFZULljeVOrA0lkCuJv+7+A7xRNiw7K60IHX4/yTR+4rfAFchWUV4z3Q1ZdDxEIO9VGUVT7XT5icClT4QmYS85BFuvaGVcoC0b4hHtRvqn5KgthUChS5/8A7T9rUXtkCxibBYruIxEx8SFII5NblRPjcKB843uo3L6sqdeFJDIV8be9BUXGUBBCoEgbDEXa4Nb/RXlGPfRGqPpeDf2pP+CwmqBIG9yqBmdEIED09c8iYtJDMBaehFCmcBZkAVJweUKLDsrrpFGpiJ7+Akp/ft3lOBGKkXDHOxBIg/yUGcW1nLJaHDhfAQEhGJoRiYRw2lvDH+x695MWm+IG9xM/I6+ZDxCCyt8/b3q3Lk/qi7jb3oIsthuir38W0dc/266cKrZ81KygsZTnIPfjO5Hxr18hjUpt13X5RtjQKKxdr5WrENytc/VRokUH5RMRVz0ARdogVO/5DlZtKaTR6QgbMwfSqDR/p0ZxwO5w4N31R7Ht6MXJrEu3ncINQ5Lx0KSeXumx8E92Odbuz0NBpR7hShmmDkjEVX3ieNG/gW/kSX2gP73bbYyIJJCy7P9DBAJETXsS4Vc9CHNpNoRBKq8M7zusJlRsW+o2xliMqNyxHHGzXuvwfSj+oUUH5TNBKQNoi+ou6od9OS4FR6O1+/OQFKHE1AEd6776y/5cfLLl4sqKcp0RJ4tqcOpCDeZN7d2ha3dGmtFzULVrhdveGppRt0GkCPX4eqFMgaDkvl7Lx1KRD4exljVuzDvitXt1hLnsPAy5hyGUKxGcOQYCiczfKQW8wH9ARFGUW4ybOTVc3XfDgXzW+HoPsdaoNViwbLv7HT43HizAmeKO9YjojCSaWKQ89rXLSCMRip17mcxo28RPbxDKVZ7jLRRBvuawGFGw7BGcXTgBRSufRP5n9+P0i8NQe/Q3v+bVGdCRDorqZHYeL8bqP8/jfGktVEESTOobj9vGZEAu4ebL3Wp3oLLOxBovrWm+QVZb7M8uh8XmYI3vPVWK7rH+/aHFR0Ep/ZHxynaYCo/DbtBBFpcJEUvDOl8Tq2OgyBjG2nkzdPANHGfkqviHV6HL2uhyzF5fg/ylDyHjhU2QsTyO8gW7SQ/doV9hrSmBLCYDyt5XtWrDOL6iRQdFdSJr/s7F4q0XHzvoDBas/jMHJ4tq8N/bh0Ek9P3gplgoQJhSiqo69/vJRKs7NpHYamcvOACgxuC9fWw6G0II5In8ePwUe+vryH3vFtjqKl2Ohwy4BqFD/Fd02PTV0P79s/ug3YaqXSs5m2+iP70H+UsfdnkUJQ6LR/LcFZAFaGdh+niFojoJg9mGFTvPuI2dKKzB7lPc7LlCCMG0gUms8WkDOzafo2+S53fnWw8X4b0NR2FroTih/EsWnY6Ml7Yi6tqnENxzLFT9pyDxvk+QcM9Hft1F1VyeC8ZuZY+XnOMkD5u+GvmfPdBs7ou1qggFnz0AxmHnJA9voyMdFNVJnCishtHC/o1o/7lyjO8Vx0kuM0ekobBSj9+PF7scv25wEqZ0cBJprEaByf0TsPlQIes5mw8VQiWX4N4re3ToXpRviZRhiJwyz99puBCHRHqMi1qIe4t2/xrWxmzmsvPQn9kXkH14aNFBUV0El0tJRUIBnpveHzOGpTr7dAgIhmVEIjHCOzsMz5vaC+FKGb7fmw2b3f2E2Q0H8zFnTAakYv+9a6YCjyQsAYruI1F/Zq/buGbELZzkYfGwqV5r4nxFH69QPuewmmE36Py2mqKr6JWoQZCU/X3EkAxu3qFdKj0mBLNGpWPmiDSvFRwAIBQIcPvYbohTs29vbjDbUFFr9No9+cqmr4FVV06/vrwo/vb/QRKR3Ox45NTHEdxjFCc5SMI9jwi2FOcrOtJB+YxVV4bSn9+A7tBGMDYrJJEpiLx6LtTDb/Z3ap2SXCLC3eO74+PNJ5rFeidqMKpHtB+y8q0wlQz5lc17TwCAgBCEBLnfVKszMOQfRclP/4Ehez8AQBrTDdHXPQNV30l+zizwSTRxyHhxC7QH18GYewgCuQqhg693uzGer4QOmY6y9e+4fcQijUpDcPcRnOXiTbTooHzCbqxDznu3uGxxbynPRdFXT8Nu0iN8/N1+zC7wMQyD44U12HOqBBabA32SNBiVGYPrBidDHSzF6n05OF+qQ6hCiqv6xOHWUemcrFzh2uR+CcjKqXQbG5UZDaW8c+6oayo5i9z3b4HDfHH5sbnkLPKXPICkB5dB1ecqP2bXOQgkMmiGzwSGz/TL/UXBGiQ9uMTN6pUEJD64xK+TbTuCF0UHIeQmAGMB9APQF4ASwDcMw8xpx7XiAfwbwGQAYQBKAKwFsJBhGM8bEFBeU73ve5eC41LlG9+HZuSttLtfOzkYBu9vOIoth4uajv2aVYD0P3Pw5m1DMTozBqMzY9p9/WMF1dh2pAjaejNSo1W4ZkASwlX8/L8a0zMGxwqqmzUcS4lUYu7kK/yUle9VbPnUpeBowjAo2/AOZ0UHY7fBkJsFu0mPoKQ+ECnDOblvVxHcYxR6vP7nxT4d0elQ9plI+3R4wUtwFht6AEUA2jXlnBCSBmAfgEgAvwA4DWAIgMcBTCaEjGQYpsorGVMe6U/vYY3ZDVoYC48F9O6R/rT96AWXgqNRdmktFm89iWdv6Nfua3+54wy+25Pd9Oe/zjn3N3l99hD0jFe3+7q+QgjBo1N64crecfjjZAlMVrvzUVJmNCSiwHwn2BpsTbUAwFR0EnaDDsKgEJ/moD+9B0VfPwtrtbPdPRGKoRk9BzEzXgIR8uVHS+ATyoKdIy6XsZv0qNq1ErWHNjl3+e0xEuET7oVEw80Ktfbiy2fGfDiLjWw4Rzx2tPM6n8BZcMxjGGZR40FCyLsN93gdwEMdS5VqDSL0PKxNhIFbqfvb5sPsS0V3nSzGY1N7tav76KmiGpeCo5HBbMN/1x7G8rnjIODpZmqZ8Wpk8rAo8hUi9jxXpaWvv44ylWYj75N7wNguNmJj7FZU7fwCAokM0Tc879P7d3V2Yx1y3r8FpsKL87dMxaeh/ftnpD65GrKYDD9m5xkvHvIyDLODYZhzTAemXzeMckwCkAfg48vCrwKoB3A7IYR9ujvlNSF9r2aNidWxkCf24jCbwMA47LDqyuGwsLcQB4BqPXvcZmdQZ2RvbOTJtqPNR08aldQYcLKQPp3kC0+jhCJVJATSjnV9bUnVji9cCg6X2K6VsJvc95egvKNyx3KXgqORvb4GJT/9xw8ZtR4vig4vGd/wcSvDMC6tCBmGqQOwF0AQgGFcJ9YVhQy+HooMN//UAiFiZy4M2ElQvsA4HKjYtgSnXxyG0/8ajJNP9ULhiidh01e7PT/Zw9JTpVwMdXD7VmzUtlCs1Bot7bou5X2e3p/Z6iph1ZX59P5GNz/wGjnM9bBUuJ/PRXmH7uAG1pj+5C7YjXUcZtM2nano6N7w8SxLvLF3bat26iGEHHT3C+2cb9LVCEQSJM9dgajrnoE0JgMiVQSUfSYidf4quqTvMmXr30bpz6/DpisH4Bym1v79E3LfvxUOa/NRjelDU8D2kOP6wckQt3OVSrcY9jkABEB6tG/nCFCtZ625wB5kHD5vHCUK1niMCxWe41THOCye+8+wjULxAV/mdHhD43dEHUu88TjdfpIjAokMkZMfReTkR/2dCm/Z6qpQuW2J25ip+DR0B9Y362vSJykMT13XFx9vPgGjxQYAEBDgmoFJmD26/ZtAXd0vAav/zIHO0HxEY0LvOESGyNt9bcq7JOo4eHqAIVbH+vT+6mEzUHd8u9uYovsISDS+vb8vmMvzULnjcxjOH4BAqkDooGuhHjELghbmz/hDcMYw1FS5n9sljUqDMNg/uwe3RmcqOryKYZiB7o43jHYM4DgdqpOqP3/A4+ZS+jP73DZTm9g3HqMyo5GVUwmz1Y5eiZoOFwWqIAnemjMU/117GLnlzuFZASG4snccHptK5+DwiXrkLNT8tdptLPiKcT5fwaDqPxXqEbegZt8ql+Oi0BjEzX7Lp/f2BUPeEeR+cKtLIy7D+X+gO7wFyXO/5GSJqrHoJGr2rYK1pgTSmAxoRs1m/X8Mn/ggdFkb4bA0XzYdde1TnG550FadqehoHMlgGwNuPK7lIBeKahWB2PM3M+IhLpeIMNLLXUZTo1T49IHRyCmrhbbeguRIJcKU/OzR0ZUp0gYh5qZXUPLTa8AlU9hksT0QP+e/Pr8/IQRxt/0fQgZeC92BX2A31UORNgjqYTf5fKmutzEMg+LvX3Tb+bP+zF5o//oRmlGzfZpD1a6VKP7hFaBxrs6RLajcvgxJDy1zu6mbLCYDKU98h+LVC2DMPQQAkEQkIWraUwgZcI1Pc+2ozlR0NO7pzTZno3ENEducD4rinCJjOIRBobAb3NfCIf0mc5yR8wdKGp2/wXvhE+6Fqs9EaA+sh91Yi6DkflD1mchZjwxCCJSZowNyp9NLWasKYSw4xhrXHlzv06LDXJGP4h9evVhwNGCsJhR+8Th6vL4PAnHzwj8ouR/Sn1kLq64MjNUMsSYeRMD/aZqdqeho7O0xiRAiuHQFCyFECWAkAAMA9q46FMUxgUSGmJkLULRifrNvOqr+UxHcc5x/EqMCgiQ8EZGT57brtTZ9NezGOkg0sT7v68Fnbju7usR9u2mg9p+1LqNVl7Lrq1B3YqfHNx/ikChfpeYTAVd0EELEANIAWBmGOd94nGGY84SQrXD26pgLYNElL1sIQAHgM4Zh6AJyCpaqIlT+/jnqz/0FIpYipP9UhI2e4/P+Bu6oh0yHODQGlb8vg6noJETKcKiH3QTNqNm8fjZLBSZzRT6KV70M/cldAACRKgIREx9C2IR7u+TnmyQqFcLgMNj17ptVK9KH+PT+9jrPTbLt+s7VH4cXRQch5AYANzT8sfEh9XBCyJcNv69kGObpht/HATgFIB9A8mWXegTONugfEkKubDhvKJw9PM4CeNEX+VOBxVR8BjnvznR5pGHMPQRd1kakPv6dXwqP4G7DENyNtpChfMumr0bOezNh05ZePFZbgZKf/gOHzYLIqx/xY3b+IRBJEDnlMZSsXtAsJlSofbo5JeNwwNHC8lZZQufaQ4gXRQecG73dedmx1IZfgLPAeBotaBjtGISLG75NhXPDtw9AN3zrNBxmA3RZG2EuOw+xOgYhg66HSNH6ldDFqxe4nUNhzDuMql0rEDHpYW+mS1G8Ub37G8c9LxsAACAASURBVJeC41IVWz5G+Li7/FJ0+1vYuLsAQlCx+SPYaisAAIr0oYi95d8Qq9u/eaInDMPgwtfPsq5CApzLj4OS+vjk/v7Ci6KDYZgFABa08tw8gLU3EhiGKQRA903vpIyFx5H38V1N3xgAoHTNW0i8/xMorxjv4ZVONn0N6s/sY41rD26gRQfVadWf+5s15jDpYSw6CUXaIA4z4gdCCMLH3YWw0bfBUlkIgUzh87kS9Wf3eSw4gq8Yj4S73vdpDv7A/6muFNWAsduQ/9mDLgUHADgsBhQsfQS2Fp6NOs9toZNfC3GKCmQCiedeLi3FOzsiFEMalcrJ5EzdwY0e4+Hj7mrTCG6goEUHFTDqTu6Ctdr9pmQOi8E5C7wF4tBoSMITWeOKjKHtzo8KHGVaAzYfKsDWI4UeN9DrbEIGsvdwkESmQhaXyWE2XVtLb4BaigcqXjxeoQKPIfcQKrYtgbHgKEQKNUKH3AjNmDk+7dxnrfaw3wQASwtxACACASKvme9conoZgVSB8KseaHd+FP85GAZLfjuFtX/nonGBslBAcNvoDMwend7pV2+EDJgG7T+/oO747y7HiUiKuFtfD4g+D52FImMotPt/dh8UiBCU2jkbX9Oig2qz2qO/IX/Jg4DDDgCwVhXBWHAM+lN/IOnhz322g6wkMsVjXNpCvJF66I0Aw6Bsw7tNIydBKQMQM3Nhq69BBaa1+/Ow5m/XHVDtDgYrd51FjDoIE3r7tn24vxGhCEkPLkH13lXQ/rMWdoMOQcn9EH7l/ZDFtmovTMpLQgffgMptS2AuO98sFjbm9oDrv9FatOig2oSx23Dh+5eaCo5L1Z3YAd2hTQgdOM0n9w7uPhLSmAyYS841iwmDQhE6+PpWX0s9bAZCh9wAS1URBGIZxKGd8wucuohhGKzdz77l+tr9ee0uOkxWOzYezMeeU6Ww2OzomxyG6UNTEKHi3xwJIhQjbMwchI2Z4+9UujSBROZsZf7Dq6g9shVw2CEMCkHYuLsROXWev9PzGVp0UG1iyDvEuuQOAGp9WHQQgQBJDy5D/qf3uLw7EKkikPjAZxDKVW28nhDSiCRvp0nxlNXuQJmW/Tl5YaW+Xdc1Wmx47qu/cab44jLs7NJabDt6AW/fORyJ4cHtui7lfXZTPYhQxJudY8UhUUi6fzHsBh1s+hqI1TG8yc1XaNFBtQlja77t+aVaanTTUdLIZGS8/Bv0p/6AudTZp0PZ+6pO/4VKsTtWUI31/+ThQnU9IkPkmDogEYPTI5udJxYKEBIkgc7g/nM4XNW+je3W7s9zKTga6QwWfLb1JF6f7duOlq2RW1aLHceLUW+2okecGmN6xkAq9s1jUD6qPf47yje869xjRSCEqvdViJ7+L948ThUGhQTcRnntRYuOLsxWr0X5xvedz3YbNoyKmPwoVL0msL5GntQXAqnC7Y6MABDcbYSv0m1CBEIorxjfqr4cVOe24WA+Fv16vOnP2aW12HemDHeO64bZozNcziWEYHL/BKza2/wZOgBMGcC+qsmTP06WsMYOnK+A3mRFsMx/e5t8/cc5fLXr4j6XGw4W4Ls92XhrzlBEhvDv8Y+31R7dhvzP7ru4t5HDjtojW1B//gDSn98AiSbWvwl2MXSqchflMBuQ+94tqNr5Bez1NYDDDkPOQeR/crfHpadCWTAiWFolSyKSoR4x01cpU5QLbb0Zi7ecdBtbufMsLlQ1L4znjMnA4PSIZsfH94rF9YPb96jNZLV5jJutzec/ceVwXqVLwdHoQnU93l1/1A8Z+RbDMGAu2TiRYRiU/vJWs80UAedmapXbl3KZnjMnuxWMw/0Gb10BHenooqr3rYKp+LTbWMnPbyBkwDWsO09KotKajXZIo9KR/NhXEMro82uKG3+eLYPV7v6bNwNg96kSzBqV7nJcIhLiP7MG41BuFQ7mVIAAGN49Cj3j1e1eLtsrQYPiavc7lcZqgqAJbv7o78D5Cvz0Vw5yymqhVkgxqW88rhucDJHQu+8DNx8qZI0dyq1EmdaAqNDAb3tuyD2Eso3vQX96L4hQBFXfSYi69mkIxFK3E88b6U/9wVmOtUe2onzTIhgLjoJI5AgdeC2irn8WYlXzIrgzoyMdXVTdiR2sMZuuDMaiU25jhtxDKPx8brPHK+aybOgO/OLVHCnKE5PF8wiC0eJ+BIIQgnClFEkRwegZr0Z6dEiH+nPcPDwVMpb5EbeP6dbs2lsOF+LFb/cjK6cS2noLcsvr8Nlvp/CfH7PgcPOOvCOq6jw3PqvS+3YOFhfqzx9AznsznbvmOmxgrCboDqzD+f9Nh1VX4fG1bG+svK1m/xrkf3Y/jAXO0SXGYkTNnz8g592bYTfoOMmBL2jRQbVJ5fZlbpfLNsYYu5XjjKiuqleips1xk8WGf68+iPsX/4F31h3FwtUHMeeD7fjrbFm780iMUOKtOUPRLfbiRMAIlQxPX9e32RJck8WGz7a6fyT019ky/JNd3u483EmKULLGRAKCWHXgj3KU/fJftxPc7foq1Oz7HkEp7E22VH0n+TI1AM42A6Vr33Ibs5TnonrPdz7PgU9o0dFFeZqEKQqJgjy+p9uYsegE6+tsdZWwatv/zZui2iIjJgRDM5qvUgGAzLhQDExrPmz90f+zd97hbVXnH/8cybJsy5b3nonjbGfvPSAJEDaEEaDsFtpSWmhLGS1toVBKocwfhbL3CGGHkUl2yJ7OsGM78d5TljXu7w+PRNHwiCzJ9vk8D48fn/fec18H6d7vPecd3x5gY5ZtynetwcTfP9lBflldt30ZlhTOc7fM4O275vHqnbN589fzOHd0kt1xe/IqaDA6jwHZlOXe78/i8an4qRyv4szLTCRM17uzvixNDTQcc97Erm7/auKveAihsc9M0samEzXvlp50D4CmwsMuywy4WnXui0jR0U+JmHaV0z4L8Zfdj1A7DvfxC3bxdqlS95u0L4lvcP9lYzl/XAqa1lgItUowd2QCf79mEqoztjWqG4ys3ue4VL7ZovDljryz9icmNJCkyGDUTh70Fovr7ROzmwMM02JCeOCKcXbZM9OHxvHLRSPcei1v0OG2mBAEDRhH+u8/I3TCRfjpo9FEJhN1zu0MvGeZR+5XHVZo7qEKzr6KDCTtp6i0QQz87YeUtKXMNtYSNGAsuowpVG1ZRuk3z+IfnUbknBsJGT6r/bzwKVfSmLPD4ZyhYxahDnS+nCuRuJsAfz9+c0Emt84fSlltExEhWvSBjvv/FFQ2YLE6f+jnlXWvOFhXGJkSgUatchoAO25AlNuvOW1IHOPujmZHa/ru0MQwl9suvQmVNgjd4Kk0HNns0B6SOR+AwKRhpNz8nCdda0cbn4EmMhlTheOgXv2ocz3skXeRKx39GHVQKAlX/oXhT+wi8/lsdIMmUfbtcy2Ft0qyqdu/itznr6d89avt54RPW0LoOPuKo/4xA4m/8i+edF8iaUcXoCEtJsSp4ACICHZd/CvSQZaJu9EH+bNkWrpDW0Z8KLNG9EzNiACNmulD41g4JrnPCI424i65z+H2iZ8+hpgFjtP7PYlQqUm48i8g7B+3AUnDiZh2lRe88h5ypUMCQFPxMcq+e8GhrXj5Y4SOvxBNaAxCpSb5lucJm3wZtbtWYDU1ocuYQvjky1Bpe39QmqTvEh8exJi0SHbnVji0LxrbveJgXeX62RmE6vxZtjmHkhoDWo2a+ZmJ3DxvaPs2kaTzBKWNIf3eZZR+/Qx1WesRag2hoxcSc8HdaMLjve0e0LKaMeA371P2/Ys05uxAHRBC6MSLiVl4Z7+7bwrFzSlafR0hxI5x48aN27HD8RZDb6V0xXOUfPmkU3vitY8RMeNaD3okkbifkupG7nt3q11djRtmD2bprAwnZ/UMiqLQYDQToFG7vT6HROJOxo8fz86dO3cqijL+bOeSKx0SAKwm1/n81uYWu2K10Hh8F5bGGgJTRvaq9stWUxP1hzdhbWogaMBY/CPtswskfZvYsCBeun0WPx4s4lBBFcFaDXNHJjAgtmvNAt2BEMKr5dElEm8gRYcEAF3GFMq+fd65ffAUGo79xMm3fkdzeX7LoEpN+NQlJFz1N1R+zvfSfYGa3d9R8N59WOorWwaEaPH96kd83neJe9Fq1Jw7OslhSqtEIulZ5JqeBIDgIdPRZUxxaNOPPQ91oJ7cF244JTgArBaqNr5P0bK/e8jL7mE4eZD8/915SnAAKApVmz6k5PN/es8xiUQi6WdI0SEBQKhUpN7xKuHTr0G0tolXaXVEzrmR+MsfomLdW1iNjvtLVG14H3N9lSfd7RIVa14Hq+OCTBXr38XS1POpkhKJRCKR2yuS01AHBJO09HESrvgzTcXHKF/zGpUb3qNi7RsIF1sQisWEsegIfhmTPeht52kqPOzUpjQbaC7Pd1iBtanwCJUb3qO54gT+USlEzLiWgHjPBhtKJBJJX0KKDok9QsXJt+/FeNrD2lFvg9NRu6pU6mX8Ouji6BcSaTdWueUTCt66l5Z+pS1UrH2T5Jv+Q9iEi9ztokQikfQL5PaKxI7q7Z/bCI6OCEwd7dMrAOFTlzi1hYyYa5eBY6oupuBtW8EBgGLhxFv3+vRWkkQikfgyUnRI7Kg/vLHTx/qFRJF0vfP6Hr6AfvQCIufcZDfuHzOAxGsfsxsvWvYIOKtfYzZSu3uFu12USCSSfoHcXpHYoVK7TiENHj4HlTaQoLQxhE+9Cr/gcA951j2EECQseZjQ8Yup2fEVVmM9QQMnEDbxYlT+gXbHO+st00ZzZVFPuSqRSCR9Gik6JHboxyyiasvHDm1qXTipP/8vpqoiGo5uoe7gWkJGzMVPF+ZhL7uOLn0CuvQJHR7XUZVe/5g0N3kkkUjaMJZkU7nhPYwlx9FEJBAx/RoCk3t/J1yJLVJ0SOwIGTkP/agF1O793tYgBPFXPEThBw9StfmUKBEaLfGXP0TkrOs97GnPoMuYRM1Pnzs2qtSEjbdveCeRSLpPza4V5L/2K7CcSm2vXP8OCVc/SuTMpV70TOJuZEyHxA6hUpFy24vEX/kwAckj0YTFE5J5DgN+8wHGkhwbwQGgmIwUfvAg9VkbvOSxe4mefxuoHOvx6AV3oNL0fDfSnsRitdLU7LhuiUTiaSyGOk6+fa+N4ABAUSj88M80VxZ6xzFJjyBXOvoJpppSKje+jyF3D+rgcMInXYpuyHSEEA6PF2oNUXNvImruqQBMq7mZvP/e5vQa5atfI3jojPbfFYsZS2M1qkB9ryo1HpiSSerPX6bgvT9hrikBQPj5E3XO7cQuvsfL3nWf6gYjr67KYt2BQoxmKylRwVwzYxDzMhO97ZqkH1O79weszgr0Wc3UbP+C6AW/8KxTkh5Dio5+gCF/H8efXYqlsaZ9rHrLJ0TOvZn4K/7sVHicibm2DKuh1qndWHIMaBEbpSuepWLdW1gaqlBpdYRPvZK4i//Ya9o46zPnE/LIRhqP78La3ERQ2mjUQaHedqvbGJrN3PvmZk5UNLSP5ZfX88/PdlPfZOKiiWnec07Sr7E0uE5BtzRWe8gTiSeQoqMXYaouxpC/D3WgnqD0CQiVusNzFEXhxFv32AiONirWvIY+c77N6oQr/HThCD9/p4XCNGHxABS8e59NIKrV2EDF2jdoKjrCgF+/i1D1jl09odagGzTJ2264he92n7ARHKfz1rojLByTjFbT8eept3K0qIZvduZTWmMgMULH4vEppESHeNstnyaroJqvtudRUNlAbFggF4xPJTPF/UUAA1NGdWDPdPs1Jd5Dio5egNVkpPDDh6ja8glYLQBoIhJJuuHfBA+e6vLcppMHXBb6qtr6aadFh0obRNikS6na9KFDe/j0qzGWZDvNfGk4vIn6wxsJGTazU9eTuI8dOeVObXUGE8eKaxiR7LtVZc+GL7fn8fyK/e2/b88u46sdedx36VhmDY/3ome+y3e7T/D0l3vby+MdPFnFmv2F/PzcYVw2ZaBbrxWUPoGgQZNoPLbNzqaNG4R+9AK3Xs9dKIrS6VViySl6xytnP6fo00daHvStggPAVFlA7os32XZ9dYClwfXSZEdLm2cSf/mDBA4YazceMfsGwiZeQv3hTS7Pb+hC4TFJ12g2W/hu9wn+sWwnjy/fxdoDhVisVgDUHdwcVX305llaY+DFbw/YjVusCk99uYeGJpMXvPJtahqbee6b/WfW4wXglZWHKKl23PixuwghSL39ZUIyz7EZ12VMIe1XbyPUGrderztYjY005u6hIWc7J9/9EwfuyWT/r9PJfupK6g7+6G33ehU+tdIhhEgC/gYsAiKBIuAz4K+KonTq6SiEWAvMdnFIoKIoTWfpqscwN1RTteF9hzal2UDFujeJv/whp+cHJA5FqDUoFsc3146WNs9EHagn/Z5l1O1fTf2Rzaj8tISOO799CbSjG4Qv3ED6InUGE/e9s4VjxadibtbsL2RFWiR/u3oiU4fEsvlIicNzI0O0DE7ovfEqrlh7oBCrk7orhmYLm4+UcM6oJA975dtsOlyMyWJ1aLMq8OOhIq6cmu7Wa/oFh5N2x6s0l+djLM3FPzIRbax7r9EdFKuV0m+fo3zlyw6DXRuPbSP3hRtIufVFQsee7wUPex8+IzqEEOnAJiAG+BzIAiYBvwEWCSGmK4pS0YUp/+pkvFflChqLjzoVDACGE/ZvcafjFxJF+LSrqFz/jp1NFagnYua1XfZJqNToR52LftS5draQzPkuRY5+zKIuX0/SMW+sybIRHG3szq3g/Q1HuXZmBt/tPsGBE7baXQi4Y8EI1G6Os1EUhQ1ZxXy/5yTVDUbSY/VcMmkAaTGejaOoN7heyajrwN4faWhyfYts7MB+NvhHpeAfldJj83eVsu+ep/Srp1wfpCgUffoP9KMX9Zp4NW/iM6IDeJEWwXGXoijPtQ0KIZ4Cfgs8CnQ6b0pRlIfd7aA38Au274BqYw+J6nCO+Cv/AkDlxg/A2nLD0MZnkHTDU3bNzs4WjT6a2IvupXi5fU+TiNk3yAqDPYBVUVi1r8Cp/f0N2eSV1XP34lH8eKCQVfsLqDeYGJwQxpJp6YxOc/0Z6yqKovDciv18vePU1t+Rwhp+2HuSP185nskZ7v3MuSKjgxWcvrrCczYMS3JdXXh4sm+3Pegs5oZqhBBOs9KszQbKVr7cqblMFScwlhwjIH6wO13sk/iE6Ghd5VgA5AIvnGH+C3A7cL0Q4h5FURyH4PdRtLEDCRowjsbjOx3aw6dc0eEcKj9/Eq95lJgL7qapIAs/XRgBySN7LAgq+txfoI1Np3zN6zSX5KAJjydi5lLCJl/eI9fr75jMVgzNFpfHbDpcQnZxLS/ePpPrZrfcGBuaTKzcV8CqfScJDdJyzqhEUt2Q0bE3r9JGcLRhtij856t9vHVXNBq1Z94Ipw6OJSUqmPxy+6XxzJQIhif1jQeoOxmeFM6YtEh259ovLA9OCGXcwGgveOU+6o9spvizxzHk7gYgaOB44i79E7r0iTbHGYuPYTXUdWHmvhkX5W58QnQAc1t/fq8ois1moqIodUKIjbSIkinAqs5MKIS4ChgANAOHgNWKohjd57LnSLrhSXL+c017oao2IufdQvBwV+Ertmj00Wj0nrlhONt+kbgffz8VyZE6pymxbZTUGFixM58rp6WTW1rHfe9upar+1Ffi403Z3O6G7IS1B5xXkKysN7Ivr5JxAzteoXMHfmoVjy2dzL++2M3u4y0PUQFMHRLLby8cJbMPHCCE4M9LxvP8N/tZe6AIq6KgEjB1SBy/uSATtcr238xYlkfZt89Tf2g9tG69Ri+8w+2rqO6gIfsnjj93nU3108acHRx/5loG3rOMoNRTMW6qQH2n5/WPTvWJGJTegK+IjiGtP484sR+lRXQMppOiA/jgjN9LhRC/VBTlk86cLIRw1mp0aCev7za0sekMfugHqjZ/TOPxXaiDQgmbeDG6jMmedkXigwghWDI9nX9/sbfDY/fkVXDF1IE89ukuG8EBoAD//eEQo9MiSY/r/rZDRyXW65sc13npKaL0AfzzuikUVDZQVmMgIUJHTKh9d2HJKXRaDX+8dCw/XzCckhoDUSEBRIYE2B3XVHSEnH9fYVMHqGLt69Tu+Y7033+GJsy3hEfp1/+xL7cOKOZmSr95hrQ7Xm0f00anEpg2pn1FxClCRdylD8h4jk7iK/9KbXc4+wpWtuOdaWX6OXAhkAQE0iISHms990MhRK+MZFQHhRI1/1ZSbn2BxGv/IQWHxIZzRyVx6zlD0fq5/kr7+6k5UlRDbpnzZeNvdp44K1+GdbBlUVJtOKv5u0tihI4xA6Kk4OgCYTotQxLCHAoOgOLPn3BYeNBUVUjpd8/3tHtdQrFaqT+y2am94Yh9un/iNf9wHPOh1oBag27wVAbc9Q6hYxa609U+ja+sdLgNRVGePmPoMHC/EKIQeI4WAfJtJ+YZ72i8dQVk3Nn6KZG4EyEEV05NZ+GYZG7/v3VUNTheTZgxNI7KOte7jJsOF/Pr80d225eORMeOnHKunOYbS9H55fVsPVKCVVEYPzCaQfEysLSzKBYTdftXO7XX7vmexKv+7kGPOkCIlsw6q+P4J+GgP1Rg8ggyHviOinVv0ZizA1VgCGETLiR0/IWdqggtscdXREebVHb2jW8bP5si/P8DngbGCCFCFEXpSoSQRNIr0Af6c89Fo3n4w+2Yrbb1KSakRzN7RHyHKw2V9UYOF1YzJKEzC4v2qDoIk2g2uw569QSKovDS9wf5bFtu+9hrqw8zd2QC9140Gj8PBbr2ZhSrxaZgoZ3d7FvpyEIIQscsovqnzxzanaXza8Ljibvkjz3pWr/CV75ZbXW6neUbZbT+dBbz0SGtBcHahIauu/NIJL7OxEEx/Ofm6cwdmUBCRBCDE0K5c+FwHr5qAmqVioQIHUmRrr8Ce/O6UhLHluSoYEKDnHcV7on+HV3l290nbARHG2v2F/LhxmzPO9QLUWkCCHLRmyh4WOfaK3iS2Ivuxc9BML0mPIHYC37rBY9OYTUZqT+ymbpD67F0KWumd+ErKx1rWn8uEEKoTs9gEUKEANOBRmBLdy8ghBgChNMiPJw3opBI+gAZ8aHcd6l9ufo25o1M4K11R53atX7dXzr291OzdOYgXvzuoJ0tTOfvEx1tv/wpz6ntqx15XDtzkMxs6QRxF95LzjPXttf/aUOlDSJm0a+85JVz/COTGfTHLyn74b/UHVgDQqDPnE/UObd7NdumevsXFH78Vyx1LY8mlVZHzHl3EXXuz/vc59AnRIeiKNlCiO9pyVD5JS2xF238lZaVif+eXqNDCDG09dys08YGADWKolSePr8QIhp4vfXXDxRF6VVVSSUSdzN3ZCJvrzvqsL+GSgimDYk7q/kvmpiGSqXigw3HKK9r6TowbmAUdywc4TQo0ZMUu+gfUllvpNls7dNdd92FLmMyA+56h5LPn2ivJRQ8bBZxl9zns4WyNOHxJCx5GHjYy560UH9kMydevwtOK9dvNTZQ/NljqINCiZhxjRe9cz8+ITpauZOWMujPCiHm01JbYzItNTyOAA+ccfyh1p+ny8DZwEtCiA1ADlAJpADn0xIXsh34Q0/9ARJJbyEhQsd1szJ4+0f71Y6b5w0hSn92wkAIwYUTUjl/XDJlNU0E+KsJ02nPak53Eh8e5LBsPEBEsBb/DrKA+hP5ZXUUVTcSFxbksHhc8OCpBP9+OZameoRKjcpfZgd1hfIf/msjOE6n7PsXCZ9+dZ9a7fAZ0dG62jGBUw3fzqel4dszdL7h2w5a6nOMB8YCelq2U/YBH9GyWuLZIgESiY9y3ezBDIoP5cvteZRUNxIfoeOiCalMHBTjtmuoVSriwoPcNp+7uHBCKk9/tc+prS/d5LtLRV0Tjy/fxd68UwvHo1Ij+OMlYx2KUnVAsCfd6zMYTux3amsuz8dqqHVaqr034jOiA0BRlBPATZ081u6uoCjKPuBGN7slkfRZpgyOZcpg3yrg5AkWjkkmt6ye5VuP24zPz0zkqum+kc7rTSxWhQff/4mcEtvVoL15lTz4/jZeuG2mXWVSSfdQ68Ix15Y5tAmNFtHHVo58SnRIuoa5vpLm8hNowuJ8rvJff6TZbKGwspEAfzVxYb73di85hRCCXywYzgXjUth6tBSLVWFCetRZVWLtS+zMKbMTHG0cL61je3apRxv39WXCJ19G8WePO7SFTbgIlYP6Ib0ZKTp6IZamBoo++gtV25a3RI0LQcjI+SRe+xiaUPctjUs6h6IoLN96nA82ZlPT2LJ7NyQhjF+fP5IMNxebqqxv4rOtuezIKcNPrWLK4FgumpiKTqtx63X6C8lRwSRHyW2BMzla5Kw4dJu9VooONxE592bqszZSn7XeZlwbP5i4S/7kJa96Dik6egFWk5Hm8jzUgaFowmI58fpd1O1beeoARaFu30pyny9g0H1fItTyAeRJlm/L5b8/HLIZO1xYzR/f3sKLt89026pHcXUjv3tjExWnVRTNKqhm7f5CnvzZVEIC5f93iXvoKOjXVR0WSddQabSk/fINanatoHbv9ygWE8FDZxI++bI+GZQrRYcPo1itlH3/f5SvfBlLY0sx1sCUTAz5jgPgmgoOUbv3B0LHnu9JN/s1JouVDzYcc2hrMJr5bFsuv1gw3C3X+t/KLBvB0UZuWR0fbcrmlvke70Uo6aPMGBbH/313gGaz1c7m76di5rA4TlbU02A0kxoVTIC/fJScDULtR9iECwmbcKG3XelxZF6YD1P67XOUfPFEu+AAnAqONhpznDXHlfQEBRUN7VsqjjhwotKprSuYLFY2HS52al930Hk7eYmkq+gD/bn3otF2waJqlWDpzAwefP8nbnlxHXe9upGrn17JW2uPYHWS9imRnI6Upz6KpamhJX+7i6gC9T3gjcQZQVrXX6EgN70BWixWTVAHVwAAIABJREFULFbnN/WmZu/3M5H0LWaPSCA9Ts+KXScoqmwgLjyIyRmx/O3jHdQ3neqrYmi28O76lnovN8zxzYJgEt9Big4fpangEFZjQ8cHno4QhI1f3DMOSRwSExrIsKQwDp103Itw9ogEt1wnwN+PQXF6pwWtfKGfiaTvkRQZzG3nDGv//bXVWTaC43Q+3ZrDFVMHdijEJS0dei2GetRB+n7XrVZur/goKm3Xgw9jL7wXbaysMeBpfn3eSHQB9jfa8QOjOHd0ktuuc/1sx2+RGrWKq2cMctt1JBJnHDrpvEajodlCXlnfbVTmDqzNBgo/+RsHfz+WQ38Yw6H7JlLyzTM0VxVRn7WBpoIslD6+TSUlqY8SkDgMbWw6xhLHHS9jL/4DzaW5GEtz0IQnEDH9aoKHTPewlxKA9LhQ/u+2mXz+Uy4HTlQR4K9m9vAEFoxOcmuL9CmDY3nw8nG8ujqLoqqW3iEDY/XcsXC421NzJRJHdJSarZOrHE5RrFbyXrrNJjXWUl9B6VdPUfrV09DaCSkgeQTJP3uagIQhXvK0Z5GfEB9FCEHi0sc5/vwNKM0GG5t+9EKiz/1Fv1uW82Viw4K4/Vz3ZKm4YubweKYPi6O4qhG1ShATGihLdvcDFEUhr6yeJpOZtBg9AV5qRjd3ZAKbj5Q4tKXH6mXNExc0HNlkV4vjFKdWN5pOHOD4M9eS8edV+OnCPOOcB5Giw4fRDZpExp++oXzNaxhyd6MK1BM26RLCJ10mBUc/RiUECRE6b7sh8RD78it59ut95JfXAxAc4MeSaYNYMm2gxwXnzOHxzM4qZt3BIptxndaP3144SgpgF9Rnbez0sea6cqo2f0T0Obf3oEfeQYoOH0cbO5DEqx/xthsSicQL5JfX88B72zCaTmUn1TeZeW11Fhq14LIpAz3qj0oI7rtsLNOGxrFmfyENTSaGJoZx0cQ0YkL7XiErdyLUXXvcGvL29pAn3kWKDolE0i9pNls4eKIKi6IwLDHcJ7Mulm89biM4TufDTdlcNDHNrXFDnUElBHNGJDDHQWZWg9HElsMl1BvNDE0MY0hC39se6C76MQspXfFsp4/vS51lT8f3vmUSiUTSw/yw5yQv/3CQWkNL+megv5rrZg3miqmeXTnoCFfZItUNzRRXN5IU6RtxFOsOFPL0V3sxnFYzZvzAKB64fBy6AA2NRjNZBdX4qQXDksLReFgseZvA5JFEzLyOyvXvdOr4sMmX9bBH3kGKDolPoFit1O1f3dp7wEzw0BmEjrsAlcZ1DwiJpKtszy7jyS/22IwZmi28svIQ+iANC0Yne8kze3QBHWWL+Ea/neMltTy+fLddVdIdOeU88/U+BsWH8t76o+2CJEznzx0LRjBnZNfq2CiKAoq118a0JVz1dwJTR1G54T1MVYX4hURjLMlGMTXZHBe98JfoBo7v1jWspiYsDTWog8N9skOtFB39DGNJDnX7V6NYLYSMmOMTaVlWczP5r9xh08SueusyKta8xoC73u2zy4wS7/DxJsdp6C22HJ8SHfNGJrA/33Ep/TEDIgkP9g1R/tWOPKdl0H88WGQXeFrd0Mzjy3cRHqxldFpkh/ObG6op+erfVG/7DKuhlsCUTKIX3tnr+kwJlYqIaVcRMe2q9rHmykIq17+D4eQB/EKiCJ9yBcGDp3Z5bktTA8WfPUbVlk9Qmg2oAvVEzrqemAvu9inxIUVHP0FRFIqW/Z2K1a+2jxUv/wfhU68kcek/vfrmULH2Dduuua0Y8vdR/PkTJF7zqBe8kvRVjhU7b9ueX16P0WRB66WU1DNZOCaZLUdK2HaszGY8XOfPrxaN9JJX9pyscF492VmpKwX4ZHN2h6LD2mzg+H+upqngVCdnQ/4+8l+5g8SljxMx/ZpueOw7+EckEHfxH85qDsVqJe+/t9JweFP7mNVQS9l3L2CqLCD5pmfO1k23IUVHH6T+8CYqN76PqbqYgLgMImffQOPxXTaCo42qzR+jjU0nesEdXvD0lA/OqN76KQlL/trlyG+JxBn6IH/qm8wObYH+ajR+vhNr4KdW8fBVE1i7v5B1B4toMlnITIlg8fhUn1nlAIjWdy9z5WiR47L+p1O15RMbwXE6xZ8/QdikS1FpArp1/b5C/eGNNoLjdKp/+ozohb8kIME3+uLIO3kfo3TFc5R8+WT7743HtlG56UM0YXFOz6lY+yZR5/7Cazn25rpypzZrcyPWZgPqwBAPeiRxJ81mCyfK69Fq1CRG6Lxey+GczCTeWnfEoW1+ZiIqH6s1oVapmD8qifmj3FdS392cNy6ZH/aedGgTApxV9tYHdRyTUndgrVObpb4SQ/4+dOkTO+Nmn6XhyGaX9vojm6TokLifpqKjNoKjHasZU6XjGwKAqboIxWJCeGnfLzBpOPVZGxzaNJHJqAJ8IzrfGYqiYDRb0fqpvP5A9SUUReHzn3J5b/0xahqbARgQE8Kdi0aQmRLhtX+rK6YOZE9eBXtyK2zG02P13Dh3qFd86u2MSI7g5+cO4+WVh2wERmp0MKnRIfx4RkxHG+d0Rkh1+DmR37mO7t2+FJAvRUcfomb7F906zy80FqH2XhR81PzbnIqO6HNu99kHucVq5eNNOXyxPZeKOiPhOi0XjE/h6hmD+l06oCO+2pHP/3130GbseGkdv39rCxq1YNbwBG6cO8TjRaW0GjWPLZ3E+kPFbD5cglVRmJAezdyRCfj7+UYsR2/ksikDmTokjrUHCqlvMjE0IYypQ2KpbzKRV1ZHXlm9zfHjBkZxyaS0DufVj5xP3d4fHNr89NEEpo5yh/u9mtAxiyj9+mmHNqHWEDJyvoc9co4UHX0Ii6F7HR4jZ13v1Qd7yIg5JC79J0XL/o61qeXGJDRaos+9g4hZ13vNr474z1f7+H7PqRWkqgYj7/x4lLyyeh64fKzPiiVPYLFaeX/DUad2k0Vh1b4C9uZV8NwtMzwen6BWqZwWuJJ0n/jwIK45o+NxmE7Ls7fMYNXek+zMKcdPrWLqkFhmDotDrepYnIdNvpTKTR9gyN1tZ4u79P4ez8ywmpqo3vYZdQfWABAyYi5hky7xqTiSgMShRM67xWHcXuxFv0cTGuMFrxwjRUcfImjAWCrWvu7UHjr+Qmp2fGk7NvFirwaRthEx/WrCJlxE/dEtYDETlD4Rv+Bwb7vllNzSOhvBcTrrDxVxuHAAQxN91/+eprSmiYo6Y4fHldU2sXzrcW6e3z+3NRRFIbu4lqoGI2kxId0OyOzMdQ4X1nC0qIbQIH8mZcR4tGlcgEbNBeNTuWB8apfPVWkCGHDXu5R9+zxV25ZjaagmKG0M0QvuIGTEHPc7exoWQy3Hn1mKIf9USfLa3d9SueG9lnR+H4o1i7/8IYJSR1O5/l2aqwrQxgwkcs6N6DN9Z5UDpOjoU+jHLEIbNwhj8TF726gFpNzyPE3n3UXtvpXQWqcjMCXTC546RqUNQj9ynrfd6BQ7c8pc2rdnl/dr0RHo3/kH2vbssn4pOo6X1PLPz3ZzvLRlhVIlYPaIBO6+IJMAf/fdmusMJh75ZAe7T4thCQnU8IeLxzApw3fegF2hDggm7pL7iLvkPo9et/SbZ2wERxuGvD2UrniW+Mse8Kg/rhBCEDbxYsImXuxtV1wiN577EMaiIwSPmIt/9GlvEyo/wqdc2Z6nHZAwmJiFdxJz3q99SnD0NlQq11snHZj7PGE6LWMHRHXq2P64C1VnMPGnd7e2Cw4AqwJr9hfy7y/d2+jryS/22AiOtuv/7eMdFFU1uvVafY2qrcud2qq3fupBT/oOUnT0ARSrhRNv3cOxxxdTseoVmsvyANANmcHQRzaSdMOTqLRBXvaybzE5I9ZlzPy0Ic5TlPsLdy4aQZiu4/32KYNjPeCNb/H9nhNUNTQ7tP14sIjCSufFtrpCUVUjW46UOLSZLFa+3pHnluv0VSwNznvfmBuqPehJ30GKjj5AxZrXqd7yid14w+ENVDkYl5w98eFBTpuDLR6fQlqM7+z1eouUqGBevG0m18wYRFp0iEORlhih4+JOZDD0NY4VOa+KCpBd3HHRrM5wsqLepf2Ei0qiElxmxgSmypXi7iBjOvoAFevfdWqrXP8uMYt+5UFv+g+3zB9KSnQwX/yUR2FlA7FhQSwen8J541Jsjquoa+LDjdlsOVqCosCE9Giump5OXFjfX32KDAngxrlDuHHuELIKqnhv/TH25VWi1aiZOTyOpTMz0Af6Tl8IT6EPcv03d2TvLB0FpkbrfScDwxeJXnAn+S/f7tAWs+BOj/igKArG4mNYGqrQxg/GTxfmkev2FFJ09AFcFv6qKkSxWhGdSE3rLo3Hd1H2w0s0Ht+FOjCEsIkXEzX/NlT+nq2/4GmEECwYneyyQVhZrYG7X9tEed2pLpLf7Mxn/aFC/n3DNFL70YrI0MRw/nZ1/64c2cY5o5L4bFuuQ1tsaCAjUyLccp20mBCGJYVx6KTjrYBFY3ynuZ0vEjpmIYlLH6f4s8extG6nqHXhxF1yH/rRC3r8+k2Fhzn51r3twazCz5+I6dcQd/mDPtXErStI0dEH8I8ZgLHwsGNbdGqPCo7a/avJe+k2sLb0sjDXlFDy5b+pO7iOlJ+/giF7O4rFhC5jMn4hnQss7Eu8++NRG8HRRp3BzO3//ZFRqRHcMGcImW56yEh6Bxnxodwwe7BdOfZAfzV/uGQMajdGIv/xkrH86d2tNkGjKtESczMoXnZw7oiI6dcQNulSGo+31AkJGjDGIzU6zHUV5DxzDZa6U0HAirmZinVvolgtvbYRphQdfYDI2T+j8P37ndhu7LHrKlYrRR/9pV1wnE5j9nYO3z8FxdxSq0GoNUSdczuxF/2+XxXN2nTYcRBfG3vzKrnv7S08dt1kRqV23OJb0ndYOiuDsQOj+GHPSarqjQyIDeGCcalEuXnLIz48iJd/MYv1B4s40lqnY97IROLC+/72nrtQaQIIHjzFo9es3PiBjeA40xZzwd1o9NEe9ckdSNHRB4iYcS3NpTmUr37VprNSxOwbiJxzY49dt6ngEM3l+U7tbYIDQLGYKPvuBfz00UTNvckt12/I/omqTR9iqiklIGEIETOvQxvd9eJDPYnZYu34GKvC66sP8/RN0zzgkcSXGJ4UzvCknq/n4u+n9vmmcRJbDHl7nButZppOHEDTw8XRegIpOnyA5spCDHm7UQfq0WVM7nIfFCEE8Zc/ROTsn1G7fzUoCiEj5qCNGdBDHregWBy3B3dF+apXiJxz41mvdpR++zwlX/yr/ff6g+uoWPsmqb/4HyHDZ53V3O5k7IAoNmQVd3jcwZNVGJrNBLqxKJREIum9qAP1ru1BvXNrTN7hvIjVZKTwgwdb0lqVljdiv9BYkq5/slsPTv+oFKJ6cGXjTAISh6IOjsBSX9npc0yVBVib6jr8QrmiqSDLRnC0oZiNnHzztwx5ZJPPdFW8dmYGP2WXYTRZOjy2P207SSQS14RNuoSqLR87tPnHDCAwdbSHPXIPsk6HFyn+9FGqNn/ULjigJRAz76VbMJZke9GzzqHSaIldfE/XzvEPQuV/dnvJVducVwk015U77VjrDdLj9PzrhimMSXMdr6EP8l6XX4lE4nvohkwncvbP7MZVWh1J1z/ZowkCPYnPeC2ESBJCvCaEKBRCGIUQuUKI/wghurThKYSIaD0vt3WewtZ5fWoz09JYQ+XG9x3aFHMzFWvf9LBH3SNy1nUk/exp/GNaCmUJtYaA5BFOjw+bfBlCfXYLbJZG14WVOrJ7miEJYfzz+im8dudsQgIdi4vaRhP/W3nIw55JepJms4XSGgNNzV3fhuyPWBprMNWWoZwWl9afEUIQv+SvpP3yDUInXETw0BlEL7iDjAe/R5c+wdvudRuf2F4RQqQDm4AY4HMgC5gE/AZYJISYriiK4zBe23kiW+cZDKwGPgCGAjcBFwghpiqKktMzf0XXMJbkoJgdl0EGMBT0ngdQ+OTLCJt0KVZDLUKjRajU5L/6K2p3f2tzXGDaGOIu+eNZXy8odTRVTgQbuK4i6E0SI4MZHB/Kjpxyh/bvd5/glvlDZVxHJyiqamTFrnyKqxqJCwti0dhkEiJ03nYLaCkv/uaaw3yzM58Goxl/PxXzRiZy+7nD0AXIFa0zaSrIomjZ39tXKLVxg4i98F5Cx57nZc+8jxCCkBFzCRkx19uuuA1fubu9SIvguEtRlOfaBoUQTwG/BR4FftGJef5Bi+B4SlGU9nV/IcRdwDOt11nkRr+7jV+I6+X23lbTQghhE9iUcttL1B/6kdrd36FYTAQPm0no2PO6HCTriLCJF1P67XOYKgvsbPrRCwmIG3TW1+gpymrta3a0YTRbqawzkhjpK19L32TDoSIeW74Ls+XUG/GyLTncd+lYZg6P96JnLTz95V5W7Tv12Ww2W/l29wlOVNTzrxumurUGR2+nuTyf7KeuxGo4VfbdWHyM/Fd+Qcpt/0fo2PO96J2kJ/D69krrKscCIBd44QzzX4AG4HohhMvXGCFEMHB96/EPn2F+HsgDFgohHDfM8DD+USnoMpznfYdPvdKD3nQfxWKiuTzfrvmREIKQ4bNJvPYfJF3/L8ImXOQWwQGg0gYx4K73CBo4/rQLqgibeAlJP3vaLdfoKVzVRtCoVYQH+0YArK9SZzDxr8/32AgOaEk7/tcXe6htdL566Anyy+psBMfpHDhRxfbsUg975NuU/fBfG8FxOiVfPCm3WvogvvBK1bZu9L2iKDZFDRRFqRNCbKRFlEwBVrmYZwoQ2DpP3ekGRVGsQojvgNtbr+cTWyyJ1z3B8f9cg6nK9iYVOe8Wjy+nWY2NVPz4FjW7VqA0N6HLmEzU/Fvxj7LtI2Ix1GJprMUvNJaK1a9StvJlLPUVIAQhI+eTsOSv+Ef2fPiMNiaN9Hs/panoKObaUrSxg9CE+X630sXjU9h21PGDZ/6oRIK0vvCV9F3WHyqiyUkmkNFk4cdDRSwe7/5aLUaTBaPJQkigxmWW0d5815lce/MqmZzh+59Td1FaY2Dl3pOU1zWRGh3C/MxEgk/bYqo/vMnpucaSbMw1pb3iey3pPL5whxvS+vOIE/tRWkTHYFyLjs7MQ+s8HSKE2OHENLQz53cGbXQqGQ99T/XWZTTm7ETV2rdEl+7Z/hRWYyM5/7naphhNU2EWVduWk/67jwlIHIqpqojCj/5C7d4fQLGi8g/C2nyqrDKKQt2+leQUZJFx/zceyyEPiM+A+AyPXMsdTM6I5YbZg3l73RFOf4cbnRbJz88d7jW/egvVDcYO7O5d6SirNfDKD4fYkFWMxaoQHx7EtTMHOe234+/nevG4I3tfYs3+Ap78fA9m66lP+js/HuGRayYxJKGlaVlH/UNEL+0vInGOL4iOtqeTs5SDtvGOWuu5ax6Pog4IJnL2zxymRnmK8rVvOKx+ZzXUUvjxw6T+/BVynl5iU33URnCchqnyJFWbPyZq/q1AS/+A8lX/o3bfSrBaCB4xh+hzbkcTFtczf0wvYOmsDOaOTGBDVjFGk4XMlAhGp0XKOh2dID3OdX2X9Nju1385kzqDiXvf3ExxtaF9rKiqkX9/sRdDs4WLJ6bZnTM5IxaNWoXJSSXaGUO9H3PiCUprDHaCA1qytB75ZCdv/GoOapUK/djzaCrMcjiHLmMKfsE9X61V4ln6j+zuIoqijHf0Hy2ZNX2Kmp1fO7U1HNlMxbo3XZY7tzvn6FYATLVlZP/rEsq+fxFj0RGMJdlUrH6VY48v7tJ8fZGECB1LpqVz/ezBjBkQJQVHJ5mQHkNatOPOvClRwUzKcF8vihW78m0Ex+m8s+4IzWb7bZ7QIH9uO3eYw3MumzygQ9HUV1i596Sd4GijtMbAztYMrqh5NxOQYL94rAoIJv6KP/eojxLv4Auio20Fwtl6fNu4497M7p+n36E0O76xttEmIjqL8G9pWFW64lmH4sJcW0axg4qiEklHqFWCR66dyIhk2zfg4UnhPHrtJNRuLJi0+7jj1GaAWoOJnBLHAZAXT0zjH0snMTkjhsQIHWPSIvnTZWO53YkY6YtUOOis7MiuDtQz8J6PiTn/brQJQ/CPTiV8+tUMuu8rAl3U+5H0Xnxhe6WtJ7uzWIu2DXtnsRrunqffocuY4rQCqn9UCuqgru1ItaW51e5a4fSY2t3folitvbaqnsR7ROsDeerGaWQX11Jc3VKnoydWEPzUrj+bfi4+u+MHRjN+YO/rAOouUpysRjmyqwP1xC7+LbGLf9vTbkl8AF+4469p/blACGHjjxAiBJgONAJbOphnC2AApreed/o8KlqCUU+/nqSVqHNuRxUQ7NAWc8FvCR3X+Vx5/eiF6EcvBFp6yzhDMTeD0nE/EonEGelxeqYPjeuxLYtpQ5xnTcSFBTKwn2yVdIf5mYlOS/sPTQxjWKJPhdZJPIjXRYeiKNnA90Aa8MszzH8FdMDbiqI0tA0KIYYKIWw2AhVFqQfebj3+4TPm+VXr/N/5SkVSX0Ibk8bAuz8g6LSsGU1kMkk/e5rwyZe1CIlRC+xPVKnRZUxFG59BUPpEEq99nJRbX2xfvQgePNXpNYMGTXJb3Q6JpCeYPyqJzJQIu3G1SnDnohGoZByOU4IDNDx6zSRiQwNtxocmhvHnK8fLGKZ+jPCF4isOyqAfAibTUlPjCDDt9DLoQggFQFEUccY8Z5ZB3wYMAy4GSlvnOatOakKIHePGjRu3Y4ezjNrejam2DMXUhCY80WbrQ7GYqNz4IdVbl2FuqCIwJZOo+bcR5KLkuCF/H9lPXo5iPmPFQ6VmwK/fIXjItJ76MyS9nEajmfWHiiitMZAYoWP60Di0GrXH/TCaLHy27Tir9hXQ0GRmSGIYS6YNZGiizKroDBarlZ055VTUNZESHcKwxLBeJzjanpHm2jIqN76PIX8ffkFhhE26BN2Q6b3u7+kO48ePZ+fOnTtbkynOCp8QHQBCiGTgb7SUKY8EioDlwF8VRak641iHoqPVFkFLJdNLgHigAlgB/FlRlJNu8LNPiw5303DsJ4qWP4rh+C4AApKGE3fJfYQMn+1lzyS+yr68Ch7+aAf1Tab2sYhgLX+/eiKD4j1T/0UiqTu0ntIVz9KYvR2h0YLVYtcvK3LuzcRf8ec+Lzz6pOjoLfSU6DA3VFO99VOMJdlowuMJn3w5mvC+k9NvrqtAsVrw00f3+S+opPs0NJm4/rnVNDTZd2aN1gfw+q/moukgwFPSP1EsJmp2f0fDkc0IjZbQMecRlD6hW/ebmt3fkf/Kz6ETz8cBd71L8NAZ3XG51+BO0eEL2Sv9nobs7eS+eJNND4LSr/9D8s3P9pmGRx01uJNIANYeKHQoOKClWd62o6VMH9p/C8tJHGNuqCb3uesx5O9tH6tY/Srh064i8drHu5Qlp1itFC//R6cEB0DV1k/7vOhwJ/KVwctYTUby/3eHXdMjxWLixBt3Y6qRDaIk/YcSJ8W42iiudlwJV9K/KV72iI3gaKNqU0scWldoLs+juSy308dbGqo6PkjSjhQdXqbuwBrMToSFYjJSvW25hz2SSLxHfITzLrwA8S669Er6J1ZjI9XbP3dqr9z0YRdn7Np2TGBKZhfn799I0eFlzDUlLu2mDuwSSV9i9vAE9IGOU6ljwwKZNCjGwx5JfB1LY41dgOfpdHSPPRP/6FS0semdOlYVqCdixtIuzd/fkaLDy2jjXHdIDehFHVQlkrMlSOvHX6+eSJjOtrtoTGggf7tqYodVQiX9Dz99FGqd8xRmbcIQpzZHCCGIu+wBULlO0dbGDWLAr99BE+a8iJzEHhlI6mV0GVMISBpO08mDdjY/fTSh4y/yglcSifcYnhTOW7+ex6bDxZTWGEiI0DFlcKzMWpE4RKg1RM65kdKvn3Zoj5p7c5fn1GfOZ+Bv3qd0xXM0ZP+ESqsjbPxiImZeh6m6GLUujMCUTJmJ1w2k6PAyQqUi9Revkv/y7Rjy97WP+0elkHL7f1EH6LzonUTiHbQaNXNHJnrbDUkvIea8X2OuK6dy/bugWAFQaXXEX/Hnbhch1GVMZkDGZLvxgARn7b0knUGKDh/APyKB9D9+SWPOdowlOWjCEwgeMg3RwfKeRCLpvRhNFn48WMTx0lrCdVrmjkwkSh/gbbd6JUKlJvHqR4hecAcNR7ei0mgJHjYLdaDrxnMSzyNFh48ghECXPhHdaf1PJBJJ3+REeT33v7uV0tpTLeDfWHOY3104ivmjkrzoWe/GPyIR/8mXedsNiQvkJqlEIpF4EEVReHTZThvBAWC2Kjz5xV4KKhucnCmR9H6k6JBIJBIPklVQzfHSOoc2q6Lw3e4TZzW/yWLl4MkqDpyopNlsOau5JBJ3I7dXJJJ+iMVq5UR5A35qQWKETkbhe5CyM1Y47Ow1rquyumL1vgJeWXmIyvqWzs6hQf7cPG8Ii8amdHtOicSdSNEhkfQzVu09yetrDrc//FKigrlj4QjGDYzysmf9g8QI1xlpSZHB3Zp3e3YZ//xst81YTWMzT3+1D12AhpnD+k4DSUnvRW6vSHyKpsIjFLz/ADlPX8WJN+6m4ehWb7vUp1h/sIgnPt9j87adX17PQx9s40hhtRc96z+kx+nJTIlwaAvQqFk0Nrlb83648ZgLW3a35pRI3I0UHRKfoWbXNxz9x3lUrn+HhqNbqN62nJynl1D63Yvedq3P8O76ow7HzRaFD+SDyWPcf/lYhiSE2YzpAzX8ZckEIkO6lzZ7uLDGqe1oUQ0Wa+e6pkokPYncXpH4BJamBk6+8wew2rc1L/n8n+hHLyAgbtBZX8fQbEYlBFpN/6uB0mg0Ow1gBDh4ond3y7QqCsdLamkyWUiP1RPg77u3t4jgAJ65eRr78yvJKaklTKdlyuDYs/pchgRoMJocB44Gaf1Q9fOwHUtTPRXr3qJ27/dgsRA8bCaRc29Co4/2tmuNggCDAAAgAElEQVT9Ct/9Vkr6FXUH1mA1OH8g1mz/goDFv+v2/Dtzynlz7WGyCqoRwMRB0dwyfxhpMf2neJCfWuCnEpidvPEGanuvENudW85zX+/nZGu6qU7rx1XTB7Fk2kCfDZIVQpCZGklmaqRb5puXmchHmxyvVs3PTPTZfwdPYGmsIeepJTQVZrWPGfL3UrXlE9LvXYZ/ZPe2tCRdR26vSHwCq6HWpd3S6Nruih05ZTzw3jayClpiFhRg27Eyfvfmpn5VE8HfT830oXFO7XOGJ3jQG/eRW1rHQ+//1C44ABqMZl5bncVn23K955iHuXpGut2WDcCAmBBumNO/S3eXff+SjeBow1xTQvHyx73gUf9Fig6JTxCYNsalPWjA2G7P/cbqw1gV+7f7hiYzH/WzOIZbzxlGtINS24Pi9FwxbaAXPDp7lm3JodlsdWj7aFM2FqtjW19Dp9Xw5M+mcPfiTKZkxDA5I4ZfnTeC/9w8HX2gf8cT9GGqd3zp1Faz+1us5mYPetO/kdsrEp8gMGk4ISPnU7d/lZ1NG5uOfsyibs1b32TiSJHzALudx8u7NW9vJSY0kOdvncGX2/PYkVOGn0rFtCGxnD8uxadjIFzRtoLliMp6I6U1TcSHB3nQo1PkldWx4VAxRrOF0amRjB0YhaoHtzn8/dScNzaF82RdDhuUZhe1T6xmFLMJ/Pq3MPMUvfMuI+mTJN/8HIUfPEj19s/B2hIQFzxsFknXPYFKo+3WnOoOouc6svdFwnRarp89mOtn940l9+AAjVOboCW+w9MoisJrqw/bxFh8uDGbzJQI/nb1RIK84FN/JmjQRGp3rXBoC0gaLrt5exD5yZf4DOoAHck3Pk3cZffTXJaLJizurAO8Av39GDsgil1OVjRcxThIegfzMhM5eNJx5s2EQdHogzz/Brshq9hhUOe+/Epe/uEgdy8e5XGf+jMxC39J3b5VKA62UWIv+K0XPHIvFkMdjcd3IlRqggZOQOXvu92KZUyHxOfQ6KPRpU90W0T5becMJdDfPjMjPjyIK6f2zjgGySnOG5vMxEH2aY+RIVruXDjCCx7B1zvyndpW7Sugqdk+NVzScwSmZJL2q7cISBzWPuYflULyzc+jH73Ai56dHYqiUPbDS2TdP5nc52/g+LNLybp/MlWbP/a2a06RKx2SPk96XCjP3jKDDzceY9fxcvzUKqYPieOq6emE6bq3bSPxHfzUKv561QTWHShi3cEims0WMlMiuGB8KqFeWOUA1/1Tms1WqhubieulMTS9leDBUxl0/wpMlSdRLGb8o1IRqt793l215WOKlz9mM2ZprObk2/fiFxpDyPDZXvLMOfJTL+kXpEQF8/uLXWfISHovapWKeZmJzMtM9LYrACRG6mxSeE8n0F9NRLAUu95ACNFnanIoikL59y85tZf98JIUHRKJRNIfuHhiGluPljq0nT8uBX+/3luIra9iLMujauP7NJfno4lMJmL61WhjBnjbLacopiaMJc5T/g35+z3oTeeRokMikUjczPj0aH6xYDj/W3nIpgLsrOHx3Dh3iBc9kziiZtcK8l/7FVhOxdqUr/ofyTc9Q9j4xV70zDnCzx+VVofV6HhFzS/EPZVu3Y0UHRKJRNIDXDp5AHNGJLDlaAnNJgujUiMZEKv3tluSM7A01nDyzd/ZCA4ArGZOvnUPwUOm4RfsuCuwNxEqNWGTLqVy/TsO7eGTL/ewR52jd0fRSCQSiQ8THqzlvLEpXDxpgBQcPkrNzm+wNjc6tCmmJmp2fu1hjzpP3MV/ICDZPkNLN2Q6Uefc5gWPOkaudEgkEomk32Kur3Btr3Nt9wSK1ULdgbU0Zm9HpQ0idPxitDEDUAeFkn7vp1Rv/4L6gz+CSkXo6IXoRy9EqH3z8e6bXkkkEolE4gECHawUdMXe05gbqsl94WcYcne3j5V89W9iF/+OmPPuQqUJIGLqEiKmLvGil51Hbq9IJBJJH8aqKCgOGh5KWggeNsumaNjpaOMHEzJiroc9sqXww4dsBAcAikLJl/+m7uA67zh1FsiVDomkB6hvMrH7eDlWBUalRsgiZBKPs+VICe9vOEZWQTU6rR/zMhO5YfZgr5SF92WESk3aL9/gxGt30XBsa/t4UPpEkm961u3bFBZDLZUb3qP+0HpQqdFnnkP41CUOS5eb66tcxpRUrn/XJ2txuEKKDonEzXy69ThvrM7C2Npu3U8tuGb6IJbOykD0YIdRiaSNVXtP8sTne9p/bzCa+XJ7HnvzKnjm5ukEymqoNmjC4hj4u49oKjxMc1kemshkApMcr36cDaaaEnKeWkJzWW77WP3BdVRt+YQBv3kPdUCwzfHmmpL25pcO56sqdLuPPY3PbK8IIaYJIb4RQlQKIQxCiL1CiLuFEF2qoiOEUFz8t6Wn/JdIANYfKuK/3x9sFxwAZovC2z8eZcWuE170TNIT7M2r4Okv9/K3j3fw4cZj1DTaNxTzNGaLlf+tynJoyyur51v5OXRKQMIQ9KMX9IjgACj+/AkbwdGGIW8PZT/YVxfVRCQg/JyvTPn7cPEyZ/iE3BVCXAwsA5qAD4FK4ELgaWA6cGUXp8wD3nAwfrL7XkokHbNsS45z2+Yczh+X4kFvJD2Foii8svIQy7Ycbx/bmFXMJ1uO88/rJjPQi+mxOSW1VNYbndp/OlbKpZN738Oqt6NYzNTs+NKpveanz4m78F6bMXWgnrDJl1O18X2H50TOvsGtPnoCr4sOIYQeeAWwAHMURdneOv4QsBq4QghxtaIoH3Rh2lxFUR52u7MSSQfkltY5tZ2sbMBksaJR+8wCo6Sb7M6tsBEcbdQ2NvPk53t44bYZXttK6/C6covPKygWE4rJuRi0GGpPHasoNBUcwlxTQtS8WzDXlFK3f1W7Xfj5k7Dkr+jSJ/aozz2B10UHcAUQDbzVJjgAFEVpEkI8CKwC7gC6IjokEq8QHqzFUOm40FBIoAY/lbzh9wV+2ON80TS7pJbc0jqvFQMbGBtCVEgA5XVNDu1TMmI87JEEQOUfSEDiMJoKDjm0B6WNBcBYksOJ13+DIX9vu00/ZhED7v6QpoJDqLRB6EctwC843CN+uxtfEB3zWn9+68D2I9AITBNCaBVFcS4TbQkTQtwMxAE1wA5FUWQ8h6THWTQmmddWH3ZoWzgm2WNvv7WGZlbuLSCvrI7okADOGZ1EXFiQR67dH6g1uI7d8GZsh1ql4vZzh/HYp7s4M1E2PVbPgjF9o8uqr2Guq6DuwBoUswnd4KloY9Lsjok579fk/+9O+5NVaqIX3omlqYHjzy61CxCt3f0tislI2i/f6BnnPYgviI627kdHzjQoimIWQhwHRgADAccS0Z7RwKunDwgh9gDXK4qy7yx87fOYasuo27cSa3MTuowpPRZQ1Ve5bMpADpyosuswmpkSwfWzMjziQ1ZBFQ+89xP1Tab2sfc2HOPei0b7TOv33k56rJ6fjpU5tPmpBGkxIR72yJbZIxIIDtDwwcaWlNngAA1zRyZw7cwMAjSyw627KVv1CiWf/RPFcuo7Fz79GhKvfsQm5TZ03AUkXvcEJV/8C3Nty+dHE5lEwhV/QTdoEpUb3neakVJ3YA2Gk4d6/T3ZF0RHaOvPGif2tvGwTs73FC1BqUdoCUwdCvyRlm2c1UKIMYqiFHQ0iRBihxPT0E760esoX/M6xZ8+avPFCR13AUk/ewqVxj6HXGJPo9FMUqSOI0VaDEYzkSEBXDwxjcUTUlCrej6Ww2yx8vdPdtoIDgCLVeHfX+xhZEoEMaGBPe5HX2fxhFS+2J5Ho9FsZ1swJtkn6rKMT49mfHq0t93o89TuXUnxskfsxqs2vo8mPJ7Y839jMx4x7SrCJl1KU0EWQqUmIHEoQtUiBA35rt+JDSf29XrR4Za7oBAit4NU1TP/c9wWzw0oinKPoiibFEUpVxSlXlGU7YqiXEmLEIkC7u1gin5J3aH1FH38sI3gAKjZ+TXFnz/hJa96FzWNzdz9+kaWbTlOVb2RJpOFgsoG3lh72GWAqTvZkVNGea3jvXyzVWHlXpnA5Q6i9YE8eu0kEiJObVmphGDRmGTuWDjci55JPE35mtec2irWvonioM6Gys+foNRRBCaPaBccAOoO4jT8dL7X7baruGulI5uWVYXOcvr6UdtKRqijA08br+6qU2fwEnA5MKszByuKMt7ReOsKyLiz9MXnqFj3plNb1cYPiLvoDw4r5klO8fGmbAodBJE2Gs28sjKLx6+b3OM+uEqV7Ixd0nmGJ4Xz6p1zOFxQTZ3BRHqcnsgQ+R3paawmI3X7V9FccRJtzEBCRszxanMzY0m2U5ulvgJLQzV+IZGdmits0qWUffcCOChb7xcSRfCwmd3201dwy/8pRVHmn8Xph4EJwGDAZktDCOEHDADMgPMCCJ2jbQNWd5bz9EmaS5z/81qNDZhrS/GPkjUmXLHpcIlT267j5TQazQRpe/bmmBrtOpagI7uka6iEYFiS67dTq6Kw7WgpW46UYLEqjBsYxYxh8TJ1uhs05u0l76VbWyp1tqKJTCbl1hcISh3tFZ80YfGYq4sd2lRaHarAzn/nAuIGEX/ZgxQt+7vNuPAPJPmmZ1BpvL9td7b4QkzHamApsAg4swLKLCAI+LELmSvOmNL682zFS59EE5HoVLELP3/UwZ1T6v0Zs9Xq0m6x9nzTrWGJYQxLCuPQSfuFwTCdP/MyE3rcB8kpTBYrf/94h01g8fd7TjJkay6PLZ2ELkDjRe96F1ZjI7kv3ojljFbzpooTZP/zIoIGTSb+sgcISvOs+IiYcQ0Fubsc2sKnXIHKRUVRR0TNvxVdxmQqN36AuaYUbXwGETOuxT8yyR3ueh1fkNqfAOXA1UKICW2DQogAoC065/9OP0EIESSEGCqESDljfJQQwu5bLIQYBTza+muPxZP0ZiJmXOvUFjbpUtQBcoGoI8amRTm1DYrTExLY8w8YIQR/vnI8I5Jt377jw4N49JpJ6LTeeciZLFa+232Cv3y4nYfe38anW4/TYDR1fGIv57Otx+0ymQAOF1b/P3vnHR5VtbXxd0+fycxkMumFFAJJKEEIvYOAdFERFLCgXlTEq9j9LFe8Xq9ee2+g2AVRQZQiXXrvLSQhhfQ+k0wv5/tjSMgwcyZtOvv3PDyQvc7Ze4VMZtbZe613Yfl256XVFOfUH/3TIeBoiTb3AC6+dxt0xWe96BUQNmQWlCPmOYyHdB+C6BnPdGhOcWIm4ue8iqQHlyJmxtNBE3AAfrDTwTCMmhCyALbgYwchZAVsMug3wlZO+wts0ugtGQRgO4C/AYxpMf44gOmEkF0ALgEwwFZtMgkAFzblU+d6stc48r6TEDlxke08sQWSboMQO/NFH3kVWMwenopd58ug0dtXNBACzB+bznJX6xhMFhhMFsjE/DbpfCilIrx991BcKFOhqKoR4TIRrksOB9dHwmR6kwXP/3gQp4tqm8cO5lZh3eFCvHn3ECilwZsHscmFiNiWkyVYOLGXz34ugYaxsqDVaxijDpUbPkDSAsc+Jp6CcDiIn/tfhA2/3aanYTZCmjEc0h6jQbxQsRZo+DzoAACGYdYQQkYDeB62ZE8RgFzYgogPGMZJVo1z1gCQA+gDm+iYCEANgA0AljIMs9bdvgcLhBDEzHgaikE3Q3VsPRiTASHdB0OaMZL+4rSReGUI3rl7GJZuOYcjeVVgAHSPDcX8sekY0IHSxUqVDl9sPos95ytgZRgkKEMwd2Q3jOvT+lMPIQTpcQqkx7W10txz/Lb/ol3A0URxrQZfbj2Pp2b09YFX3qFOw34qrDOaYTRbaMfXNsJXtk1jpvH8Hg97YtMzqt39I3SFJ8ENUSBs0M0ISR8OSVIfj68d6PjNq51hmD0AprTx2h0AHB4PGIZZA1vgQekgotjuEMU+2vqFXoCxWtFwehtUxzfYgqC0oQgbfAs4Av/VmUiOkuHVuYOgN5phsTIdPrNXa4144uu9qGxR/lpcq8Ebv5+AwWwNqMZxW0+xy+L8faYMj03rA16QJlWmRMlwstAx4AJsR15UqKvtKPpPQ/ma12DVuS4/J1zPHiHqLp1B/vtzYdFeyZuq3/8Lwsfcg9hZL/ms506gEJy/6ZSAh7GYUfTlQyj87D7U7/8FqiN/oPSn55D72lSYVI5n5P6GSMDrVJLgn0cK7QKOlny74wJMFtdJq/7E1UJlLTFZrDCYHXUMgoVbh3Zltc0c0pV+QLUDriQUSfd/3mo1SGjfiR7zgWEYFH/7hF3A0UTNjuVoPL/bY2sHCzTooPgltXtWQH1sg8O4oSLPoZwsGDmWX81qq9MYUOglsTF34OqIJyE8BJIgPl4Y3D0aj0zpDbHgyo4Gn8vBHaO6Y1r/wNmt8hek6cOR8coeRE19DMSJSjI/LA5RUzy3U6svOcfasA0A6g/86rG1g4Xg/W2neBSGYaArOAZN7kFwBBLI+04EPzTabfPX7f+F1aY6uh6Wua8HdUVNa8cNgXQcMXtYKg7mVjrTO8KcEd2C/ml/av8kXJ8ZjxMFNbBaGfROVEIuaV8ZJeUKXEkooqcuRtiQW1G16VM0nNkBwuFA1mcCIic84Nb3IcZihvrkZjSe2wkQTqt5JWZNndvWDlZo0EFpN1aDFoXLFqLxzI7msdJVLyP2lucRcf29blnD0sheGgerGVadOqiDjmHpMTh60fluR4IyBEmRUi971HF6Jyrx4q398clfZ5ol2mViPu4cnYbxbUiKDQbEAh6GpLnvw5ACCMITED/n1dYv7CAWvQYFn8yHNvegvYEQp4qhACBJpImkrUGDDkq7Kfv1FbuAAwBgNaPsl5chik+HNH14p9cQdekFY3WRUxtPHgmePLgbWU3sm4Ctp4odRL54XIKHJvUKuN2B4RkxGJIWhZwyNSxWK7rFhEJIkygpfkzlunccAw6ANeDgiOVQjnTU66DYEzh7tBS/wKJrcHn0UbPzO7esEzFuAUCcvzwjxi3waa8FbyDgcfH6vMG4e0waEiOkiJCJMLJHLN6dPyxgO4dyORxkxCvQq4uSBhwUv4axWlG792dWO0cst6uSEcZ0Q8o/vwNfEeMN9wKa4H7nprgdU305GLOR1W6sKnTLOiFd+yPxvo9QsvJfsDTYjhkIX4iIcQsQMf5+t6zhCRiGwd9ny7D2UAFKajWIDpVg2oBETOiT0O7dCZGAh7kju2PuyO4e8tZ/ySlT4addOThRWAsBj4ORPWIxd2Q3v2gZTwl+GIsRVp3axQUMMv67H7ric+CFKCDq0jvgdh99BQ06AhxjbQnqD/wGk7oSotg0KAbOAFcs99h6fEU0CJcPxuK8DFKgdN8ZfWjWVMgyx0ObdwhWkwGSlCzwWmn97Gu+35mD73fmNH9drzEie2098srVWDixFyxWBofzKnGuuB4SIQ+jesYiRiFxMeO1x5lLtXj2+wMwmq+UBf9+qAAHcyvxwb3DaRImxeMQnhCCyGQYqwqc2kXx6eDJIiALgq6v3oYGHQFM3cHVKP7uScByRXa7Yt27SHn4W4i79PbImlyxHIqBN6Fu/yqnduWoO9y6HocvhDRjhFvn9BSVKh1+3JXj1LbmYAFG9ojF55vO4kKZqnl8+bbz+Mf4Hpg5hF3P4Vrj803n7AKOJsrqtPjtQL6dpHylSodNxy+htE6L6FAxJvbtgpgwGsRROgchBBHjFqB0xfNO7RHjFnRqfl3xWdTu/B6GqnwIlAlQjpwHSXLwKvO2hAYdAYqx5hKKv30SsNr3+bA01KBo2UNIe2k7CMfx3Nxq1AME4DipcW8rsbNegrHmEjQ5+68MEoLo6U9B1nN0h+cNdPZfqICrRrLvrzuFoupGuzErA3yx+RzSYkORmUQ7+dZrDMgudRReamJfdkVz0HEwpxKv/HLELkD5eW8enr25H0b2jPW4r5TgRjlyHsyqClRt+rR5Z5cIxIi58WmE9p3U4XnrDq5G8TePA4ztdasBULfvZ8Td9grCR9/lDtf9Ghp0BCh1+391CDiaMFYVQnNhn90OgebiEVT8/oYtUCAE0vQRiLnpGYgTM9u9NlcsQ8riFdBc2AtNzkFwhGKE9psCQcS1LXZkbqV1/dUBR0vWHS2iQQcASyv/h9bLlQNagxmvrz7msCNitjJ44/fjyExS0vwPCgCAsVqgLz4LxmKCKL4nOIK2PXARQhA9/QmEj7kbjRf2g3A4kKYPB1cS2mFfzJp6lPzwbHPA0ZLSVUsgyxwPgTKuw/MHAjToCFBM9WWt2Mub/63NP4b8926/kgDKMGg8vwsX3zmC1KdWQxSf0e71CSGQpg93S3lssJCVwt7avjUqVTo3ehK4KKVCpETJkM+iuNrUOG/P+XJoDCxBt9mKv8+WYcbAZE+5SQkQ1Ke3oXTlv2CquQQA4EoUiJq6GBFj72nzHDxZBBT9p7nHn+MbwZictzeA1QLV0T8R6ceJ8u6AlswGKKIY1xUNwhb2ij/fcVpxYjVqUbH+fbf7dq2SHCXDuEznioX9u0Y4dihsQVxY8AqdtQdCCO4blwFnhQBhUmFz7ku9i+6tAFDf6NpOCX60BSdQ+NmC5oADACzaepStWoLaPSt84pPFVUUMAItW5dIeDNCgI0BRDJ7Jus0n6dof4sstlhmr1WUTosZzuzzi37XK49P74I5R3RF6ucJCKuJj1tCuWHLbAIzt7XzblACYNiDJi176NwO7ReG/cwejZ4KtUonHIRjd06ZREiG3bY2nRLuu0GrNTgl+qjZ/xnoEXfXXx2BYRL48iSS5X6fswQA9XglQeNIwJC/6GkVLH7I7ahGn9EPigk/tasYJl8eqrUG4VKTJnfC4HNw5Og1zR3aH1mCGRMgFl2OL7R+e0ht1GqNdMzcBj4OHJ/dGRjx7U7RrkayuEcjqGgGTxQoOIeByiIOd7RgmTinB0HQqOX6toys8wWozVhfB0lgLnsy7eVSS1AEI6TYYmtwDDjZRQk/Ieo/1qj++gAYdAYwkJQvpr+xCw9mdMKsqIYxLgyQlyz7g4HAgyxzntGMrAMj7TPCWu9cUXA6BTGzf2j5EyMdr8wbhfEk9zhbXQSLkYXh6DNWdcAGfpbEdhxC8MmcgXv31qJ1UfLcYOZ6fmcV6H+XagSuWw4QS50YODxyh90urCSFIenApin94BurjG5sl1WW9xiL+zjedVhwGGzToCHAIlw955jiX18Tc+BQ02ftg0V7Vx0Meiagpiz3pHuUqCCHokRCGHgn+LXIWCETKxXh3/jDklqtRWqtBtEKC9LhQqgxJAQAoBt6EcpY29KF9J4IjEHvZIxtcSSiSFnwGU305jNVF4IfFQRB+bTQ+BGjQcU0gjE5F6jNrUbXxIzSc3QEQDuSZ4xE5cVHQl2dRApu8cjV+3X8R50vqESLi4fre8ZjaPxECnu2JkBCC7rGh6B7b8TJGSnASPnY+Gs5st9cTAsAPT0DMLS/4yKsWfihirsleLTTouEYQRiYh4c43fe0GhdJmjuVX48WfDsFkuaJpcKFUhYO5lXjl9oHg0SMUigs4fBGS//kd6g+tgfrYRjAWE6Tpw6EcMadTWhuUzkGDDgqF4ndYGQYfrD9lF3A0cfRiNbafLsWE666dLWlKx+DwBFAOnQ3l0Nm+doVyGRp0UCgBCsMw2HKyBGsO5uNSjQaRchGmZCXipkHJzRUznsTKMGAYOFSWuIP8CjVKa7Ws9t3nymjQQaEEIDTooFAClG//voAfd+U2f11co8EXm88hp0yFZ27q67GEyvI6LZZvz8ae8+UwW6zITFLirtFpbpVxd9bwrSWGVuwUCsU/oYeiFEoAUqXWYcXuPKe27adLca6EvWlaZ6hW67H4673YcaYUJosVDICThbV45vsDOHqxutX720pKtBxSEZ/V3idJ6ba1KBSK96BBB4USgBzOq2pufuaM/dkVHll31b481DmRGLdYGXy59ZzbVB5FfC7mjOjm1BYhE2Faf6rgSqEEIvR4hUIJQFr7bHcVkHSGw7lVrLbccjVUWqPburvOHJICIZ+DFXvyUK3WgwAY3D0KCyf2ooJq1xiMxQRt/jFYjTpIkvvS6pMAhgYdAQxjtaJu7wrU7PwOxppiCCOToRx1FxSDbwGHypsHNVmXG8ixhRYDu0V5ZN3W0kTcmUdCCMH0AcmYkpWEmgY9JEKeyyOXYKe8XoudZ8ug0ZvQs0sYBqRGeSSJ199Qn9yCkp+eg1ll270jfCEixi1A9LQnQLyQME1xLzToCGBKV76I2l3fN3+tKzqJku+fRMkPT0PedxJibnwKwuiuPvSQ4iliFBLcNDgFqw/kO9iGpEV7LOdhSFo0Lu276NTWI0HR3OjOnXA5BFGhvlGP9Bd+3X8Ry7acg7VFlJkWG4r/zB3kkf9zf0FXdAqFXzxg17iNMRlQtfEjcEVSRN6w0IfeUToCDRMDFH3JebuAww7GCvWx9ch782YYqgq96xjFa9w/oQcWTuyJ2DBbDwmlVIh5I7vj+Zn9PFa5cuvQrohWOAYAfC4HC8b38Mia1zqnCmvwxWb7gAMALpSp8P6fJ33jlJeo3rqMvVPslqVgLCYve0TpLHSnI0BRn9zc6jUWbT2qNn5ElUiDFA4huGlQCm4alAKL1dpmbQ6j2YJ6jRGKEEGznPjV1GsMWLknD7vOlcFotqJPUjjmjEhFakwo3p0/DD/sysHuc+Uwma24Ljkc80Z1p1LkHmLd0SJW297sCtQ06BEuE3nRI++hKzrFarM01sBUVwZBRKIXPaJ0Fhp0BCgM0zadgoazOzzrCMUvaEvAoTeasWzreWw6UQyDyQKJkIcpWYm4e0yaXfCh1hnxxNf7UFyraR7bda4MB3Iq8Podg9GrixKPTMnEI1MyPfK9UOypqNex2hgA1QEedFhNetRsX466A7/BoqmDOOk6RE54ACHdBoErVQIVzkvDQTg0oTQAoccrAYqsx6i2XUjojyrGV68AACAASURBVJhiUy99edUR/HG4EAaTBQCgNZjxy76L+N/q43bXrt6fbxdwNGE0W7F0s/OunRTPER8ewmrjcgiiAzjfhbGYUPDJvShf8zoMZRdgVleh4dQWXHz3NqiOrUfY4Jms98r7TKBBRwBCP5ECFHFyX8j7TW71OnnmeC94Q/F3ThbWsop37T5fjtwyVfPX+y6wa3ycK6l3qtNB8RzTBySBLUNnTK84t5Uo+4L6I39Ck73H0cBYUfrzEigG3eT0fU4QkYjYWUs87yDF7dDjlQCFEIIu93yAqtiPULPjG1i0jgqUPHkkIic+5APvKP7GiYIa1/bCGnS7nJNhuTpj8So8pQFCcU56nAKPTe+DjzactpOH75cSgUWTe/nQs86jPvEXq82sqoDu0hkk3vcJGk5vheroOlhNeoR0G4ywIbeCK5Z50VOKu6BBRwDD4QkQPe1xRE19DLrCE6jc9Bk053eDcLmQ95mAqCmLIVDG+9pNih8g4Lne1Gxp758aiaLqRqfXJUfKoJQG7pN1oDKxbxcMTYvG3uxyaAxm9EwIQ0a8wmNVSt6CsTivTLliN4FwOJD3mQB5nwle8oriSWjQEQQQQiBJ7ovk+z/ztSsUP2V4RgyWb892auMQgqFpMc1fzxySgh2nS1CnMdpdRwhwz/XpXvmgO5ZfjV/3X8TFCjUUEiEmXJeA6QOSwONeuyfCcokAk/oFV6WGNH04Glgq8ThiGSRJ13nZI4qn8flvMCGETwh5lBCynBBynBBiJIQwhJB/dGLOYYSQ9YSQWkKIjhBykhCymBBCZTop1yRdIqS4bXiqU9v8sWmIkF+pfoiUi/H2/GEYkRHTrHiZEa/Af+YMwpC0aI/7uvlEMZ79/gAO5VahpsGAvAo1Ptt0Fq/+epQe7QQZYUNnQxjt/HUZNeVRcIQSL3tE8TT+sNMRAuC9y/+uAFAOoEtHJyOEzADwKwA9gJUAagFMB/AugOEAZnXGWQolULlnbDq6x4TizyOFqFDpEBcmwY0Dk50GEvHKELw4qz/MFissVgZCvnfidb3Jgs82nXFq25tdgUO5lRjc3fOBD8U7cEUhSHlsJcpXvwbVkT/AmI0QRCYh8oaHEDbsNl+75zMYhoG++AyM1UUQhHeBqEvvgD9Ka8Ifgg4tgCkAjjMMU0YIWQLgpY5MRAiRA1gKwAJgDMMwhy+PvwhgG4BbCSG3Mwyzwi2eUzqESVWB2l0/Qlt4HFxJKBQDb4Ks19ig+aXyVwghGNkzFiN7xrb5Hh6XAxb9MI9wsqAGjXr2c/695yto0BFk8OWR6HL3O4if+xoYkx4csTxg3gusRh0as/eCMRsgSR0Ivjyy03Maa0tQ9OUi6PKPNY+Jk/sh8b6PIAhP6PT8vsbnQQfDMEYAG9w03a0AIgF82xRwXF5DTwh5AcBWAAsB0KDDR+gunUH++3Ptqm1Uh36HcsRcxM35b8C82VwrmC1W7DhTir3ny2G2MuiXEoGJfbtAIvTMW4fZ6lr0zmRpmygeJfDg8IUA371JyubGOtQfXA1jzSUIIhKhGHQzeCEKt8xdd+A3lP78Eqw6NQCAcPkIH3sPYm76vw43omMsZhR8fDcMZTl247qCYyj4+G50f/4vEK7PP7Y7RWB778j1l//e6MS2E7ZdlWGEECHDMFRswMswDIPi7550Wt5bu/tHyDLHQ545zgeetQ5jtUJfcg6M2QhRQg9w+IGrANlWjGYLXvzpEI63KLc9kFOJPw8X4s27h0Apdf//Qa8uSvC5HNbgol9KhNvXpAQnjdl7UPjZAlgNV4TuKv54C0kPLoM0bWin5tbkHEDxt48DLXKMGIsJ1Vu+ADckDFEdlCpoOLPDIeBowlCei4Yz2wO+isfniaRuJv3y3xeuNjAMYwaQD1ug1WrrVULIEWd/AGS41eNrCEPZBeiLz7La6w+u9qI3bafh7E5ceHkMcl+bgrw3b8L554agevtyX7vlcVYfyLcLOJoortVg2ZbzHlkzVCLArKHOfz1To+UY3attR0O1jXpsO1WC7adLoNIaW7+BElRYdA0o/OJBu4ADAKz6RhR98SAsekfF3fZQvXWZXcDRkpptX7ZaCsyGvoT9/REAdFe9f+rLc1G97UtUb18OYzV7jx5/Ith2Opo0cVUs9qZx9+yvUdqFRcv2Y7ls1zjugPgaXdEpFHx6D9DiTcSiqUPZqiXgCMRQDr/dh955li0nS1htf58txeJpmawN4zrDXWPSIJcI8Ov+i6hS6yHkcTC2dzzuG5/R6noMw+CbHRfw8968ZpEzHpfgzlFpuH1EN7f72hkYhsGJghpsOVWCBq0R3WNDMTkrMaD7qPgLqmPrm489rsairYf6+AaEDbm1w/PrStjbAZgbqmFuqAZfEcN6DRs8meuckKacEcZqQemKF1C7+8dmW9kvLyNi3ALE3PycXx9TuyXoIIQUAEhqxy0/MAxzhzvW9hQMw/R3Nn55tyPLy+4EBaK4dBC+EIzJ+cmWOKmPlz1qnarNn9sFHC2p3PgRwobd5te/4J2hUc/eNtxsYWAwWT0SdBBCcPPgFMwYlIxGnQliIQ/8NupzrDtahJ925zr4unx7NqIVYozt7T9ieUu3nMOv+/Obv96fU4nVBwvw+h2Dvdax19xQg/pDa2CqK4MwJhWh/W8EV8Te6yVQMNWXu7bXlXVqfp48AqaaS86NHB64YnmH5g3NmoKyX/4Nq1HrYCMCMeT9pgAAqrcutQs4AAAMg+otX0AY3RXK4XM6tL43cNfxSh6A7Hb8KXXTulfT9CjN9hvbNO5/j9TXAFxJKJQjnceaHLEM4aPu9LJHraNtkUF+NaaaSzA3OO9nEgykxbFvCMYpJZCKPLtRyiEEcomgzQEHYGtWx8ZvB9ht3uZ4QbVdwNFEo96EN9YcB+MFPRL1yS04/+JwlP3yb1RvXYqSH55F9ksjXbaTDxTYtD+a7TGu7a0R2m8qq40jlIB0MOeLKwlFwvx3Qbh8u3HC5aPL3e+CF6IAwzCo+ftb1jlc2fwBt7xrMAzjL9l/2QAGAEgDcKSlgRDCA5ACwAzgovddowBA7M3/BzAMand9D8ZsO2sXxqYh4c63wA9reymnt+BK5DDVshg5XHCFgf9UyMbsYV1xMKfSqSDX7cO7+d0Oj8Vqddodt4nCKufS7r7A1dFVUXUjcsvVHt3tMKmrUPTlIjAmvd24paEGhV88iPSXdzh88AUS8j4TwFfGw1Tr+P/MD+8CWacbYbIHhVadGprcAx1OVg3tOwniJdtRu3elTacjIhHKobMhiLCp0TIWk9PvqwljVUGH1vUWwZbTsQ3APACTAPx0lW0UAAmAnbRyxXcQLh9xs15C1ORHoC85B64kFKKEnn73AdaEYuAMlLMkv8qvuyGoFRN7dVHihVuz8MnGM6husH04SUU8zBuVhol9O6zf5zE4hEARIkC9xnniaLjMf3rGNLSS3Kr2cPJr/cHVDgFHE6baYjSc3em3lWRtgcMXInnR1yj8bIHdh7AgqiuSHlwKDk/QqfmNVYWt2AuATlTICMK7IGb6k05thMsHLzQaZpXzbtB8pX9reQRk0EEICQUQC0DFMEzLw7lfAPwPwO2EkA9biIOJAPzn8jWfetVZilN40jBI04f52o1WCR8zHw2nt0OTs99unK9MQOzMF33klfcYnhGDIWlRuFCqgtliRfc4BUReUidtjQadCbnlKogFXKTFKcAhBBP7dsHKPXlOr5/kR4FS9zgF9udUOrVxOQQp0Z7toNpaToOpzlMn4N5DFJuGtJe2ofH87ss7BkmQZgwH4XT+9SuIcP1aEoR77rVGCIFy5DxU/vmOU7ty5DyPre0O/CLoIIQ8iyulqH0v/30PIWTE5X/vZhhmWYtbbgawHMA3AOY3DTIMoyaELIAt+NhBCFkBmwz6jbCV0/4CmzQ6hdImOHwRkv/5HeoProb6+EYwZiNC0oZBOXKe20SG/B0uh4MeCWG+dqMZK8Pg623ZWH0wv7nVe2yYBIunZmLeyO7IKVPh6EX7XJuhadGYOaTVSnmvMSWrC1YfyHearHvDdQnNGijG6iJocg+C8EWQ9RzV4QTFqxFGu/6/aM0eKBAOF7Keo90+r2LwTFSsew+MUedgE0anIiTNsw9UURMfgqEsB6ojf9iNhw2fg/BRd3l07c5CvJGw1KoThOwA4OqV8Q3DMPNbXD8fl4OOluMt7MMBPA9gKAARgFwAXwH4gGEYSyd9PZKVlZV15MiR1i+mUAKc0loNdp0rg85oQa8uYeifGgmOj4/Cvvv7Ar7f6SigJOBx8PGCkUgID8Hh3CoczqsCIcDg7tHolxLud0d4OWUqvPn78eZcEy6H4IbrEvDQpF7gEytKVryAur0rm/UgOAIJYmcvgdINPUksOjWy/zUKFk2dg00Ul4Fuz23osKrmtULDme0oWrbITguEHxaP5Ie/gSi2u1d80BYcR8OZHSAcDmSZ4yFO6OmRdfr374+jR48eZavqbA9+EXQEEjTooFwrrNidi6+3Z9ulzPWIV+DfcwZCLu7cmXhHMZgsmPPuFmgMzsuYp/ZPxCNTMr3sVcdhGAa55WqodUZ0jZIjTGrLOyn//Q1U/fWx03tSFq+ENG1Ip9fW5h9D4RcP2OUGCGPTkLzwy+akRYprLFoV6o/8CXN9OYSx3SG/bqJNzj3IcGfQ4RfHKxQKxb84crEKy7dnO4yfK6nHxxvO4P9u6ecDr2w7L2wBBwDklLoWoPM3CCEOVSpWkwE1O79jvadm+1duCTokKf2Q/spuNJzedlmnoxuk6cPdvsPBWC0AwwR8zxBncCWhCPfzHAp/I/heBRQKpdOsP8IuqbzzbBkWTeoFucT7ux2yVnZYZOLALfNswqyuZFXTBAA9S2+OjsDhCRDad5Lb5muJrvgsKta+iYYzOwAAsp6jEX3jkxB36e2R9SiBAQ06KBSKAxUqxwS5JqwMg+oGvU+Cjgi5CH2Tw532hAGA8X38u1ywLXBDwkC4fDAW54qw/NCoDs9t0apQtflzqI9vhNVkgDR9KCJvWNiqmFZ70RWfw8W3Z8JquKKs2XBmOzQ5B9D1yV/dmntgrC5C7b6fYaq+BEFkMsKGzYZA6T/KsxR7aKYQhUJxIF7JLnrG4xJEhYq96I09j0zJdKq5MaZXHEb3ivOBR+6FK5IitP90VrtyRMckri1aFfLeugVVf30MQ0UeTLXFqNu3CrmvT4fu0umOuuuUynXv2gUcTViNWlT++a7b1lEdXYfsl8eiasOHqD+0BpXr38OFl8dCfWqr29aguBcadFAoFAemD2BvpTQ+MwFSke+OMeLDQ/DZA6Nw37gMDOkehTG94rBk9gA8c3NfcDn+VaHSUWJnvQRxomNCrHLUnQgdMKNDc1ZvXQZDea7DuNWgQdkvr3RoTjYazv7t0uaOAgZzYy0uffO4Q28kxmTApeWPwKL3HwVayhXo8QqFQnGgd6ISj0zpjU//OguTxdo8PrBbJB6c6JmyvPYgFwswe1gqMMy9xwL+Ai9EgdSnVkN9YhMac/aDwxchtN8USFI6nsCrOr6R1abJ2Q+zpt5t2jOEw2UXCndT6bLqyB+sqqpWfSPUxzd2qpMsxTPQoINCoThlav8kDM+Iwd7sCuiNZvRKVCLdRRM4inshXD5Cs6YiNIu9uVh7YMsRaau9Pcgyx0F1eK1Tm7zPBLdoppjVrpsttman+AYadFAoFFYUIUJMyaKaDcGANH04aiudd9oVxqaBJ4tw21rR0x5H47ldDuJjXIkC0dMed8saovgM1/aEHm5Zh+JeaE4HBYBNpMhUXw5jbalX2mpTKBTvEjnhAXAlTjrXEoKYGU+7VbFVGJWC1KfWQJKSZXecwhGKYXBTF1RZnwkQRCY7tYnie0CaMdIt61DcCw06KGi8sA+5r0/F+ecGI/uFocj5zw1Qn97ma7coFIobEUQkouvjqyBt0YtEFN8DSQ8sg7zPBLevpys8Dm3+0WYZd8DWaK7wswW28U7C4QmQ8s/vILpK90OSkoWkhV9RGXc/hcqgt5Ngk0HX5h/DxXdmOZ7nEg5S/vkdpBkjnN9IoVACFou+EYzZBG6IwiM9aRiGQc4r451WywCA/LqJSHrgC7etpSs8AWNNMYSRSRB16e13fXYCHSqDTnEblRs+dJ5AxlhRsf59GnS0AsMwNoln+lRFCSC4IqlH57fqG1gDDgBu2eloghACSXJfSJL7tn4xxefQoOMaR5N7kNWmzTsExmoB4XC96FFgYKjMR8Ufb0N9chMYixnSjBGInvpYh0oaDZX50OYfA1csgzRjJDgCkQc8plC8B+EJXaqqcsVyl/frS85DW3gCXEkoZD3H0N+JIIIGHdc4HIEIVn2DUxvhCQDi+yd4k7oKjNkEflisX2ybGmsuIe+tW2BprG0eazz7NzQX9iHl0Z8QkjqgTfNYjXoUf/+UXWkhNyQMCXe8Afl1N7jdbwpgNWhRt38VGs7tAuHyIO9zAxQDpoNwA79niz/B4Qshz5oC1aHfndpDBzoXOLPoG3Fp+aNoOLWleYwrUSDhrrch7zPeI75SvIvvP1EoPkXebzKrLbTfFJ9+yGsLjiPvrVtw/tkByH5hKC68fD1UR9f5zJ8mKjd+bBdwNMGYjahY+2ab5yn75d8OWgYWTR0Kly2EvtSxwyulc5gbqpH7v+koXfkvNJzcDPWxDSj+5jHkf3AHrEbnIlOUjhN783Pgh3dxGJekZCFy3AKn95T+9LxdwAEAFm09ipY+CENFnkf8pHgXGnRc40RNfgSCSEfJa54iBtE3PuUDj2zoyy4g/7050F68krBrrLyIomUPuVRW9AaNl7tmOkOTs99pz4mrsWhVqNv3M4vRjJq/v+2gdxQ2yte87jTPQJOzH9XblvnAo+CGr4hB9/9bh+gZzyAkfRikPUcjbs5/kbL4J3CEEofrTaoK1LMIijEWE2p2fu9plylegB6vXOPw5ZFIfep31Gz/CupTWwCrFdJeYxBx/X2d6mbZWao2fQar0fmHd8Wf70B+3UTf7cK0sq7VqHP6ptoSQ2WBSwVIfen5DrlGcQ5jMbF+oAFA/YHfEDXpYS96xI42/yjqD62FVd8ISdf+UAyc0erryV/hSkIRNfEhRE18qNVrDRX5AGNlt5fluNM1io+gQQcFPGkYoqc/gejpT/jalWY0OQdYbYbSbFg09eBJw7zo0RVkva9H7S72p678D+9A18UrnAsxXYYnj3S5Bj80usP+dRbGaoFZXQWOMARcscxnfrgTq1EPxmRgtZs19V70xjkMw6D8t/+geuuVXZe6/atQuekTdH30JwjCE3zonefhK2I6ZacEBvR4heKXcPiOrcubIcSW5OojoiY9DJ6cfRdIX3wWlRs+dDmHQBkHaY9RrPawYbd12L+OwjAMav7+FtkvDMf55wbj7JN9UPj5/TDWlnjdF3fDEUkhiOrKahcnOXZ07SyM1dIudV/1qa12AUcTpuoiFH//9JV5GQaq43+h6MuHkf/RXahY/z5M6iq3+OxLhFHJCOk+hNXui98JivuhQQfFL5FnTWG1yXqOAVcU4kVv7OGHxaLrk78BHPaNwvrDzrP2WxI/738QRKU4jEdOXARZC9VIb1G95XOUrnwRpvoy2wBjhfrEX7j4zmxYtCqv++NOCCHsW/yEg8gJC922lur4RuS+Ph2nH+6Ks0/2QcmKF2BurGv1vsr177HaNNl7YKorA2O1ovibx1D0xf1QHfkDjWf/RuWf7yDnPxODIvk44a63nOaYRc94BiHdBvrAI4q7occrFL8kcvz9aDix2SG3gRsShpiZL/jIqysIlHGA1cxqt+iclyFfPUf35zZCdeQPaC4eAVcsg2LAjRAnuv+puzWsRh0qN37k1GaqLUbtnp8QOeFBL3vlXsKGzoJFp0bFundhvfzz4ckjETtrCaRp7E/Y7aFu3yoUf/dk89dWnRq1O7+DNvcQUp9a7TI3w1hx0eXcpvpyW77HwdUONktjDYp/eAbdnlrTcef9AEF4F3R/fhNUR9dBW3gcXEkoFANmQBTb3deuUdwEDToofglXLEfXJ35BzY7lUB3fCMZsgjR9OCLGL4BAGe9r90A4XIiT+0JXcNypXZKS1aZ5OAIRwobOQtjQWe50r93oLp1u/iB2RmP23oAPOgAg4vr7oBw+B9rCkyBcLiTJfd2m0WE1GVC25nWnNn3pedTtX4Xw0Xez3s+4SKIEAK5Uicq/Pma16/KPwVBVCKGTnYJAgiMQIWzITIQNmelrVygegAYdPoZhGJjqSgEA/LA4vxC/8he4YhmiJj+CqMmP+NoVp0RN+icKP7vP0UAIQtKGwdxY57Nk1/bC4btWfGzNHkhwhBK37Wy0RF98BpaGalZ7w+ntLoMOUUx36IpOOjdyeSj8fAEMrRyhmNWVUJ/4C6rDa2HRNUCS0g8R4x+AmLZ5p/gJNKfDhzSc/Rs5r05E9gvDkP3CMOS8OhENLjQgKP6FvM94JMx/D7yWWfWEAzAMKv94E+efG4Ty398AY3X9BOsPiBJ6OhVyakLed5IXvQlUWnlgaOWBInLSInajxdxqwMERSlC+5n8o/+1V6IpOwVhVgPqDq5H3xo1ozN7r2jcKxUvQoMNHaHIPouCTe+3eSAyl2Sj49F6X5aLBgkldBU3eYRhrin3tSqcIG3QzMl7Zg/g73gRA7HQGGLMRVX99jOqtS33nYBshHC7ib/8PwHXc/JT2GAXFgBt94FVgIU7sDZ4LbRtZpmsZ79C+kxB949MAuarXURt3PyXdBkObd8hhnDEbUbrihXZV0lAonoIer/iIyvXvO09EtFpQsf59dH30R+875QUs+kaUrnjBJtRktQAApD1HI+GONwK2Dp9weWg4sw2A8zf16q1LETHuH37fOE/Wawy6PbUGVVu+gK7wBLjiUCgG3QzlyHkgToIRij2Ey0fsLS/g0nLH40BxYibCBreeoxA1aRHChtyKhtNbYTUbYTXqUbHmNdfr8kUIHzMfuuKzrNcYKvJgKLsAUVx6698IheJB6DuJj3C1mxGIOx3a/GNQHV0Hq1GHkG6DIO87yanWxqUvH0bDme12Y41n/0b+h3eg2/+tB8eH+hudQX/pDKvNrK6CWV0VEEGVODETife61hihsKMYOAPcEAWq/voE2oLL1RcDb0LU5Ifb3CmVr4iGcsRcAECdk0qVlsj7TkLCHW+AKwnFxXdd61hYXYijUQKbQOoGToMOH0EEYjA65zLYgSR5zDAMyn5+CTV/f9M8Vrvre4jiMpDy6A/gySKax3WXTjsEHE0YynKgPrEJiv7TPO6zJ+BKw4HqIudGDg8cUXAoe1JaR9ZztNt0VqQZI1y2iFeOmNesfBuSPgyanP1Or+NKlRDFpbnFJ4p/wDAM6vauRPW2ZTCU5YArDYdy2G2ImvIIOAKxr91jheZ0+IjQrKkubOzCWP6G6ug6u4CjCX3peZSu/JfdmDbfeXnpFftRt/rmTVyV94VmTfGpmBklcOHLIxE5+Z9ObbLe10OaMaL56/CRd9gnNbcgavIjQVWBRAEqN3yAkh+eae5JY2msQdWmT1Dw6b1gLh9d+yM06PAR0dMec1otwA9PQPS0x33gUceo27uS1aY6vtFOybK1Ph6uepX4O8rhcyDvN9lhXBiditiZL/rAI0qwEDX5ESTc+RZE8T0ADhf8sDhETXsciQs+A+FceQvnycKR+vgqW8Lq5eRTvjIB8XNfR/iY+T7ynuIJzI21qGJptaDJ3ouG09u87FHboccrPoIfGo1uz6xF9favml8gst7XI2LsveBJlT72ru2YVZXsRqsF5obq5mBCljkOHJEUVn2j47WEQNF/uoe89DyEy0PifZ+g4cx2qI9tgNVsgDRtGBSDbvLrrU6K/0MIabOAnCAiEckLv4RFp4bVoAVPHmUXmFCCA82FfS67VDec3g55nwle9Kjt0KDDh/CkSsRMfxIx059s/WI/RRiXxtqGnSOSgh8W1/w1VyRFwh1voOirRxwqd2JmPAthNHtDrkCAcDiQZ46DPHOcr12h+AGGygLU7V0BY3URBBGJCBt2O4RRyV5ZmyuWgyuWe2Utih/ixyKTNOigdIrwMfOhOvIH4EQDQDlinsNTfmjWVHSPTkXNzu9gKM8FPywWyhFzEdJtkLdcplA8juroOhQtfwSwXAmuq7YuReI9H7jM56IELyZVBao2f27b2WYYyHqNReSEB8APi233XCHpw0H4QjAsFUkyP37woUEHpVOEdO2PhLveQenKF68cmxCCsCG3ImbGU07vEcVnIH7Oq170kkLxHmZNPS59+4RdwAEAsJhx6dsnEJI2LGDk8SnuwVRXhtw3b4a5qYMzYOsrdXQdUp/6DQIXasDO4IUoED3tCZSv/q+DTdZrLGQ9x3TWZY9Bgw5KpwkbfAvk101E47mdNp2O1AEQRCT62i0KxSeojq4DY9Q5tTFGHVTH1iN85Dwve0XxJRXr3rULOJowqytR8cfb6DL/vXbPadsliUP11qXQl54HTx4F5bDZiBj/gF/n8fg86CCE8AE8BKAvgH4AegLgA1jAMMyyds6VDCDfxSUrGYa5vWOeBg/6kvNovLAPHL4Qssxx4IdGd3pOrigEoU6qNyjXHlaTHqpjG6ArOgVeSBgUg25q95NcIGNprHFpN7toCkcJTlTHNrDbjm9EAsN0qNmnYsB0KAYEVgK+z4MOACEAmsK8CgDlADr7DnUCwBon46c7OW9AYzUbUfztE1AdXntlkMNDzIyngqJtOcX3GKuLkP/hnTBWFTSPVax7F3GzX0b4qDt955gXESX0cmkXd+ntJU8o/gJjNnbIFoz4Q9ChBTAFwHGGYcoIIUsAvNTJOY8zDLOks44FGxV/vG0fcACA1Yzy1a9BGNOdVl1QOs2lrxfbBRwAAKsFpStfhCQlC+Iurj+QgwFZrzEQxWU4reoSxqVD1muM952i4LZXdwAAIABJREFU+BRp+nA0nN7q3JY2rEO7HIGKzw9+GIYxMgyzgWEYxwMvituwmo2o3f0Dq92ZqiiF0h70pRegvXjEuZFhULt3hXcd8hGEw0Xyoq8huaoiS5I6ECmLvgmYHhkU9xE15VEQZ32luDxETV3sfYd8iD/sdHiCOELIAwDCAdQA2McwzEkf++Q19KUX0Ji9B4QngDxzPPiKaFgaa2HVNbDeY6i46EUPKcGIqa60Ffu181zBD4tF6uOroC8536zTIYrP8LVbFB8hSb4OKY/+iPI1r0ObdxgAIE7ph5gZzyIkdYCPvfMuwRp0TLj8pxlCyA4AdzMMw9KVyx5CCMsjGzz6zmGsKYY2/xg4QgmkGcPb1S+BsZhQ/N3TqD/4W/NY6cp/IXra44gYd5+tyRxLVr1AGd9p3ymex2rSo/7Ab1Cf2ATGYkZIxnCIE3uDEA7EiZk+FYRqTdxNGBXY4m8dQRSfQYMNCgAgJHUgUp/4FRatCgzDgBei8LVLPiHYgg4tgFdgSyJtenTvA2AJgLEAthJC+jIMo/GNe+xYzUaUrngBdft+bhba4kqViJ/7GkL7TmrTHBXr37cLOC5PjIq1b0AYk4qwIbeidud3Tu9VjryjU/5TPIfVoIUm9yAsBi2qN38GXeGJZlvj+V3N/yYCMSLHP4CoqYt9ckYsiEiELHM8Gk5tcbARngBKWiZKoQR0jyl34JaggxBSACCpHbf8wDCM2z/lGIapBPCvq4Z3EkJuALAbwGAA/wDwfhvm6u9s/PIOSFYnXXWg4vf/OTRPszTWomjZInR7Zm2rCXiMxcwaUAC2nI2kB5bBUHERmuw9draI8fcjNEBbygc7tXt+Qtlvr7o8GmuCMepQuf49cIRin1UjJdz1Noq+eMCuxTpHLEeX+e9BGNmetwgKhRKMuGunIw+Avh3Xuz78dTMMw5gJIctgCzpGoQ1Bhzex6BtRs4slydNqRvW2LxFz07PgySJYRV8s2npYNPWsaxgr8sEVhSDlkR+gyd6Dxuy9IHwhQvtNhig2zR3fBqWdqI5tQPWWL2zCPrIIhA2djYjx94PDFwIA1Ke3oeSHZ9s9b9XmLxBx/X0gXL67XW4VXogCKYtXQFdwHLqik+CGKCHPHAeOUOJ1XygUiv/hlqCDYZhAqLWsuvx3iE+9cIKx+hJrrgUA1B/4DfUHfgVPEYPICQ8ifMx8h+1zriSUvYMrAH64LWeDEAJpxghIM0a47xugtJvq7ctRtmpJ89dGQxEq/ngLmouHkbxwOQiHg+rNn3dobktjDUx1ZT5ThSWEQJLSD5KUfj5Zn0Kh+C8+L5n1IkMu/+13ZRo8WXgrXQFtOR7m+nKUrVqCyg0fOFxBuHyEDZ3NOoNyBD1P9xcsOjXKf/+fU1vjmR1oOLMdAKArPtuxBQgBh3YYpVAofkhABh2EkFBCSAYhJPaq8SxCiMP3RAgZB+Cxy19+7w0f2wM/NAqyXmPbfH3Vpk9h0aocxmNmPA1pj1EO4+Fj74Vi0M2d8pHiPhqz97nc2VKf3AwA4MkiOjS/rPe4azYz3l8xN9ai7sBvqN1ja3VPoVyr+EX1CiHkWVwpRe17+e97CCFNZwC7r+rDcjOA5QC+ATC/xfg7ALoTQvYCKL481gfA9Zf//SLDMHvd7L5biJ/zX1x8fy6Mla1vxDBGHbQFJyDraR9gcARiJD/8LTQX9jXrdIReN5GW7PkJjNUCxmoBGGtrFwIAwobcioq1b7RrDb4yAXGzX+6oi17HatTDolODJwsPWtGs6m1fonzN61fkrgmBcvhcxN3+StB+zxQKG34RdACYBGD0VWPDLv9poi3N376DLSAZCGAybI3jKgD8DOAjhmF2ubjXp/DDYtH9ufWoP7wW2rxD0OQdcRmAEJ7zJEFCCKTpwyBNH+bUTvE+proylP/+P1v3UbPR1puDy3NsfX4ZWU/br0LEuH9Ak3sAjWf/trOLumQi9tYXQHgCmGouQX1iM6wmPUK6D4Zy6OyAKMkzN9ai7LdXoTq8FozZCJ48EhHjFiBi3AKfd8hkGAYNJzejZtf3MNWVQhiZgvAxd3coD0p9aivKfvn31QugdvcP4CmiET3lUTd5TaEEBoS5rAlBaRuEkCNZWVlZR46waYe5B9WxDSha6rzskSePRPp/9oLjTFaX4leYG2uR+/o0mGpL2nS9pNsgdH30JxCu7XmAsVqgPrnZduRitUDaYxRCs6Y2V7i4QnfpNFRH14MxGxCSNgyyXmP84snaajIg740Z0Jecc7BF3rAQMTe1v2LHnZT/8RaqNnzoMB47awkixt7TrrnyP7jDTkulJVxZBHq8dtAvfiYUiiv69++Po0ePHmWTkmgP/rLTQbkK+XU3OBdaIhzEzX6ZBhwBQs2Or1kDDq5UCV5IGAwVeeCGKBA2dDaipixuDjgAWx+P0L6T2iwQB9ie1Mt++Tdqtn/VPFa9dRkkXfsjedHXPlUtBQDVkT+dBhyAzc+Icf/ocD5LZzFU5DkNOACg/LdXoRgwvV2+6ctzWG2WhmpYNPW2RHJKwGGqr4Dq2HpY9Q2QpGQhJG2Yz3fpAgEadPgphMNF0v2foWbn96g/8CvMjbUQd+mNiPH3X3Na/YFMw9mdrDZLYy1Sn/gVgoguAIfnNhVR1eG1dgFHE9qLR1D263+QcEf78kTcTeNV4nQtYSwmaPIOtyvIcieqo+tYbYzFBPXJzVAOn9Pm+fiKWJjry53aOAIJOGJZu32k+J6and+h9OclgPXKEakkJQtJDy2nSdytQIMOP4Zw+YgYe0+7t3Qp/kOrTz4crttFvGp3/8hqqz+0BnGzlvhUrMtpt8122D2J1eha47A1+9Uoh9+OkoJjTm2KIbfSHcsARJt/FKUrXnA6XvLj/yFpwac+8CpwoHtBFIoHkWWOZ7UJY9M8IuBlYnmyBgDGZIBZU+f2NdtDaL/JrDauJBTStKFe9MaekO6DXduvalffGmFDZyOMZWdEk3sADeeu5HtY9BrU7PwOl5Y/ipIfn0PjhX2gOXf+R81OdtUF9fGNMKkqvOhN4EGDDgrFg4SPuhNCZzLzHB5iZ77okcZswuhUVhsRhfgsX6KJpmRYBwhB7Kwl4AjE3nfqMtKMkZCwBBbyfpNb7YF0NYTDQcK81xE39zUA9j9rQ2k2Cj6eD03uQRhrS5D730koXfEC6g+tQe3uH5D/3u0o/el5twceDMNAm38U5X+8hfI/3oI2/ygNbtqBseYSu5GxwlTr1S4fAQc9XqFQPAhXLEPXx1ehauNHUB35ExaDBiGpAxE5aRFCunY6EdwpimGz0XB6q3N/BCFuP74wqSrQeN6WpyHtMRJ8eaTL6wkh6HLPBwhJG4q6fatgbqiGKL4HIsYtgDRtiMt7PQ3hcJC88EuU/fJv1B9cA8ZiAkcgQdiw2xBzs62qxtxo2yniScPaPK/62AY0KQvbYTWjcv0HAJfrVDSsdvcPkGYMdx6kdQDGYsalbx6D6vDa5rGqDR8itP90dJn/nl0SM8U5gohEaHMPOjcSDvjKeO86FGDQVxjlmoCxWlB/cDXqD66GRauCOOk6RFx/r8tdAXfBC1EgduYLiJ3peA7sCSwutnfN6kpoLx5GSOrATq/DMAwq/nwbVX992pxQR7h8RE7+J6ImP+JyF4dweQgfdSfCR93ZaT/cDVcsR8KdbyF21hKY1dXgK6LBEYihyTmAstWvQXc5R0Oc3BcxN/1fmwIlTc4BVltjzj5WzRYAqNu3ym1BR/XWpXYBRxOqI39A3KUXIm9Y6JZ1gpnwkXegfv8vTm2h/SaDHxrlZY8CC3q8Qgl6GKsVRV8uQvG3T6Dx/G7oik6hdtf3yHltqssPg0BFX8ZepgkAhrJct6xTt2eFrby0RQY/YzGh8s93UH/gN7es4Uu4IimEUcngCMTQ5h9F/gfzmgMOANAVHEfBh3dAm3+01bmIC12V1pJJzQ3VbXe6FVi7WQOo2eX+DhGmujJUrH8fl75ejIo/3nZ9NBEgSFL6IW7Ofx0SwCWpAxA/9zUfeRU40J0OStCjPr7h8va2PYxRh5If/w/d/7XVI7kVvoKviHVtD4txyzrV29hFgqu3LUPYkJluWccfqFj3HhiLyWGcsZhQse49pDz8rcv7Q7OmoG7PCqc2ed9JUB//C1aDxqldlNCz/Q6zYKpjzzdwdy5Cw5ntKPziQTCmKxU/VZs+RZd7P0BovyluXcvbhI+cB3mfCVAf3wCLrkmnY2hQvY94CrrTQQk4THVlKFv9GvLevhX5H9+Nuv2/gnGxPV1/5A9Wm6EiD/riM55w02eEDb6FtQyXr4yHNGNkp9dgGAaGcvYdE1e2QERzYV+HbE1ET33c6Vk/PyweMTOeQfjou5zfyOUhfIz7SuaFUSkdsrUXi74RRV/90y7gAGxB2qWvH4O5sdZta/kKfmgUwkffjahJD0OaPowGHG2EBh2UgEJ36QxyXp2I6s2fQZt3CI1ndqD428dRuPRB1sDDatC6nLM1e6DBD4tFwt3vOgQeXKkSiQs+c0uyICEEvNBoVrsrWyDiKvm2LYm5fEU0uj2zFpETF0EUlwFRXAYiJy5Ct2fXgq+IQfT0J6EcdSfQQhKdJ49E0v1fQJzQwy3fAwCXAUy4G/WA1Mc3wqprcGpjTHqoXDwIUIIberxCCShKfnoeFq3KYbzh5GbUH1qDsCG3OthCUgc4NE1rgiMMgSjefW/q7kBXfNbWJZjLh7zPBAg6kA2vGDAdIakDUHfgN5hU5RDFdIdi0E1ulUBXDr8dlevfZ7UFE/K+k1iTB+VtVE/lySIQM+NpxMx42sFGuDzE3/4fRE36J7QFx8ARhiCk+2C3i4cpR86DsSof1du+BJrKZAlB+Nh7oRx5h9vWMatd56GY1FVuW4sSWNCggxIwGKuL7BL5rqb+8FqnQYdyxDzU/P0tzE7e6CLGLQDXT6SorWYjir99wq66oGzVy4iaurhD3Uj5YbGImrTInS7aETnxIegKT6LhzHa7cXmfGxAx/n6PresLoqc9jsbzux0kzXmKGERPe9xt6/AV0R6VgCeEIHbmiwgffTcaLgfisp6j3S5SJ4rPcGkX+1mgT/EeNOigBAwWfaNru07tdJwnC0fXx1ai5Kfnm8/fuRIFIsYvQOQND7ndz45Sue49x3JGxorKP9+BKKab28om3QWHL0LSwq/QmL0HDae3AYRAnjnO1vgqyM63Bcp4dHt6Laq3fgH1qW0AAFnvsYgc/wD4isA7ShJEJHq0XFnaYyREcRnQl553XDsyGbI+Ezy2NsW/oUEHJWAQRncFVxLq9HgFgEuxLWF0KrouXgFTfTksWjUEkYng8EWecrXdMBYzal2ULNb8/a3fBR2ATUxL1mMkZD06n5zq7/AV0Yid+SJiZ77oa1f8HsLhIumh5Sj68iHo8q/sToq69ELiPz6lPWeuYWjQQQkYOHwRIiY8iIrf/+doE8sQPmZ+q3PwFTHgK9xTMupOLNp61mAKAAxVBd5zhkJxAwJlHFKfXA39pdMwVBZAEJ4AcXLfoNsFo7QPGnRQAorIGxYCDIOqzZ/Bevk4RdSlNxLmvQ5BeBcfe9dxuJJQcEQyWPXOM/4F4Qle9ohC6TyEEIgTMyFOzPS1KxQ/gQYdlICCEIKoSYsQcf19MJTngCOSQhCZHPBPT4TLh3L47ajeutSp3Z2VBRQKheIraNBBCUg4AlHQPT1FT38Shoo8W1JmCyLG3w/FwJt85BWFDWNtKer2roShIg/8sFiEDZ0NUWz3ds/DWC0wlOUAhEAY0w2khVYHhRJs0KCDQvETOAJbNYg27/AVnY6+EyGK6eZr1yhX0XBuFwo/XwDGqGseq966DPHzXody2G1tnqf+8B8oX/MaTLUlAAB+eAJiZ77o0bJZCsWX0KAjCNAVn4Pu0inwQpSQ9hgJjovmUoGO1aiD+uRmmNVVEMWl28ozOcEjrEsIQUi3gQjp1vkusBTPYDXqcWn5I3YBBwCAsaLkx+cgzRjRJkE39eltuPTVw3ZjpppiFC1diJRHvoc0fbg73aZQ/AIadAQQjNUKxmwE4QtBCIFFp0bRlw/bqW1yZRFIvOd9SDNG+NBTz9CYvQdFyxbBoqlrHhMl9ETywq/AD3Pd5IxCcRcNp7fCwtY7xGpG/cE1bRJlq9rwoXMDY0Xlxo9o0EEJSmjQEQBY9BpU/Pk26vatglWnhiAiERHj/oHG83sc5L0tDdUo+OwfSHtxS1BVPJhUlSj89B+wGu37pOiLz6Jw2UKkPrnaZ8mkFl0Dqrd/BfXxjWBMBoSkDUXkhAfcrvJI8Q0Mw0CbdwiavMPgCCWw6p13g23C3FjT+pxWK7Qu1HW1F4+2208KJRCgQYefw1gtKPzkHmhyDzSPGauLULryX+z3GHWo3f2j0x4PgUrd/l8cAo4mdPnHoCs8CUnydV72yhZwXHxnFvQl55rHDBV5qD+8FqmPr2pVDpri31h0DSj84n5osvdeGWwl0VPcllb0hIAjDIGVRWXXX6T5KRR3EzyH4UGK+uQWu4CjrRjKcjzgje8wVl50aTe0YvcU1du+tAs4mrDq1Cj79RUfeERxJ6WrltgHHABgtbBez1fGIzRrWqvzEkKgGHAjqz3UhY1CCWToToef03huZ4fu44VGudmTtmFuqEbdvlXQl+WAr4hB2JBbIYzu2ul5+WGuE/M60onVHaiOrWe1NZ7fDYtWBa4k1IseUdyFWVMP1aHfWe08WQTMDVe6qYq69ELivR+BI2ibvH709CfQeGG/Q0AtjEtH1ORHOuY0heLn0KDD3+lgZYYvWotr8g6h4OP5dlvGVZs+bXcZoTPChs5C5V8fARazg00YmwZJqm+qPRiTwaXdajKAqi4EJqa6MjAWE6udHxaHlMU/wVBxEfywOIgTM9uVV8STRaDbM7+jdvePaDi9HSAEssxxUA6fA65I6o5vgULxO2jQ4efIMyeg9u9vnRs5XKdbvcpRd3ldOMtqNqLoy4cdz6gZK0p+/D9I04Z2KrFSEJ6AxHs+wKWvF4MxG5vH+WHxSFzwqU+SSBmGAV8ZDyNLXxRhdCp48kjvOkVxG3xFDMDhAVbHQBcABBFdIIpNgyg2rcNrcMVyRE54EJETHuzwHBRHGIsZDWf/hrGqAPywOMgyx9Emc34CDTr8HGmPkZBfNxHqE385GlnOltUnNyFu1r9AuHwPe3eFxnO7YK4vd260WlB3cDWipzzaqTVCs6ZC0m0QVIfXwqSqhCguHaFZU3zWLbbi9zegyd7Dao+e/kTAy7Nfy/CkYVAMmI76g6ud2qk0vX9iqMhDwaf3wViZ3zzGU8Qg6YGlkCT18aFnFIAGHX4PIQSJ//gY1du+Qt2+ny9/2KaBJ4uA+vhGp/eY68vReH4PZL3GdGptU10ZGs5sB2O1QNpjFISRSazXmtVVLucyqyo75UsTfHkkIq6/zy1zdQZ9WQ6qNn3Cao+f+5pftqKntI+42/4NU22pfTI3h4vYm5+DNH2Y7xyjOIWxWhwCDsD2nljw8Xyk/3sXuKIQH3lHAWjQERAQLh+REx5A5IQHmseKf3jG5T3mhta1AthgGAaVf76Dyo0fAYy1eVw5+i7E/X97dx9cVX3ncfz9zXMICRCCGBR5UEAGV1211ka3GnHxYWeRoqytK1TcKtpuFfdB3fq0urvO7tRuq85qd3wAFVyEWtelI7bbxeAjnZYp27ogUAoKDZWBBCKQQB6++8e5EZLce5OQm3NOcj+vmcyde373nvtlzpB87jm/3/fMeShpB9Cik6am3Wd34wNNw/pVUZcgIcgtLmPCnS9zcPP7HNz6c3KLhlJ29pUUlI+JurTPeFsbDetXUb/2FVoO1lE89gwqqudTOPrUqEsL3acb1nQJHO1aD+xl/7qVkcx3k6MUOgao4pOnUZ9u/JQzjnvf+372Q3averzL9ro1L1AwciyjLrul6+eNO5OS0z6fdHlvTmHJoPvW39bdBNIjTSFVIv3NzBg6pSqWZzbcnd8tvZv695d/tq1x2y+pf3854297blB2Jk4nVeBod7ibcel/6tMxQA0//0vkDRuddKx0WjVFY6Yc97731ixKM/Y87t5lu5lxys1PkZ9k6Wrb4YPUrngw6fsGqqGTv5B2vGTyBSFV0jve1krDr/+HT15/jL1vvUhLqnbeMiAc2LCmQ+Bo582H2bnkbjxNT5HBKH9E+jNQcTpDla0UOgao3OJSJty+pMtli7IzZzB2/mN92ne6bwPNdTs7rB45VltzE831u5KO7f/5azSmafs80JRMrqIkRfAYds6f9KwrZcia63ex5ZEr+eipm9j9o3+ldtl9fHjvF9j3i5VRlzZoeGsLde+8xNbvXMPmhy5lx+KFNO74oN8+b9+61MeuuW4nh7ZlVzv10j+YnvLLWE5hCcM/NyvkiqSzyC+vmNkkYDZwOTAJGA3UA2uB77n7m8exzyrgPuACoBjYAjwHPOHugyb6F1VO5rRvraLxo1/R0rCbwsrJaSd79lT+iDEc3rU56VheaQWWYunZgQ1rOswB6azhVz9lyIRz+lxfHFhODuNufYbf//AR6n/2Ct7cRE7RUMov/AqjZ/5t1OUltWPRHRyu3dRhmzc3sWPxQorHTstIE7ds5m1tfPzM1zusNDv8yVb2rVvJuAVPU3bGpRn/zFRt1I+Op79PzGCTk1fAuAVPs/3J+bQecw+cnMISTrnl39WoLwYiDx3APwDXARuA14E6YAowE5hpZne4e9cJBimY2dXAK0AT8HJif38KfBe4EJiT0eojZmYZv+dI+UXXs2vF3ycdG3HRV1IuAx1Ml096IrdoKCdd/wiV195Py6d7ySuriGz5bneaajelbqff1kLdu8uonP2tcIsaZBr+98fJl7a3tlD7H/dS+vDbWG5mf+UOmXhuylVslpsfer+eOBgy/iymPPw2+9et5PDubRSUj2H452YpcMREHELHG8C/uHuHc+9mdjHw38C3zWyFuyc/b9/xPWXA00ArcIm7/yKx/X5gNXCtmX3Z3Zdl+h8xmIy8eB5NO/6P+rUrOmwvPfOPOeGKb6Z8X+nUPwIzSBE+SqdVZ7TOuMgpKI79HX2P7NmRfnzvxyFVMnila4nfXF/Loe3rKTn1vIx+ZnnVdexZ/WzSHjnlX5xLXunIjH7eQJFbVKJVKjEV+ZwOd1/cOXAktq8BaoACoKfTxq8FRgHL2gNHYl9NBJdbAG7rU8FZwHJyOXneo5x6138x6spvMurybzDxzuWMW/A0OfmFKd9XUHEKI6tvSjpWdvYVDMnwL1zpue66wRZU9P2yXLbrriW+N2d+RVPukGFMXLisw/yinMISRs34OpWz783454n0VRzOdKTTfuOD5H2Iu2q/aJrsfONbwCGgyswK3T39bwhhyPizen3ppnL2fRSMHMveNc9zZPc28oafSPlF1zNqxm3qzhmhojGTKZl0AQe3rO06mJunb4UZUHLa+ckvrwBWUExxP3XDLDxhAhMXLuNIXS2tB+soGDVBDbAktmIbOsxsHDCdICj09Far7etEu8yCdPcWM9sGTAMmAl3vRy59Zjk5VFTPp6J6Pt7WlrSRmERj7PzH2f7kjTTt3PDZNisoZuy871B4woQIKxscRlT9GXtqFtG8d2eXsVGX3UJucVm/fn5B+RjQklCJuViGDjMrBJYChcBd7p6uD9ax2mcK7U8x3r59eA9qWJdi6PQe1pL1FDjiJX/4aE6750cc2PgWjR9/QF7pSMr+8CrySrr97yA9kFtcxsQ7l1O7/EE+/fVPwZ280goqLruZissWdL8DkSyQkdBhZtuB3lwUXuruSe+WZGa5wIsEK01eBh7tc4EiAgTzdUqnVQ/aSb1RKyg/ifG3PkProf20HtpP/ojKUG+8KBJ3mTrTsZVgiWpP1SbbmAgcSwiWtS4HbvDercNsP5ORam1U+/Z93e3I3c9NUeM6YHA0mxCRfpE7ZJiWaIokkZHQ4e7T+7oPM8snuKQyB3gJmHccjbw2AecBk4EOl0fMLA+YQDAp9bd9rVdERER6JxYX3c2sAFhBEDheAOYeZ+fQ1YnHK5KMfREYArynlSsiIiLhizx0JCaNvgpcDTwLzHdP00s7eM8wMzvdzCo7Df0A2AN82czOO+b1RcA/Jp4+lbHiRUREpMfisHrl+8BVBGHhd8ADSfo51Lh7zTHPvwQsAp4Hbmzf6O4NZnYzQfioMbNlBG3QZxIsp/0BweRUERERCVkcQkd7g4AK4IE0r6vpyc7c/T8TLdTvBa4BioDfAH8FPN7LiakiIiKSIZGHDne/5DjesxhYnGb8XYKzJyIiIhITkc/pEBERkeyg0CEiIiKhUOgQERGRUCh0iIiISCgUOkRERCQUCh0iIiISCoUOERERCYVCh4iIiITC1KCzd8xsb3FxcfnUqVOjLkVERKTfbdy4kcbGxjp3H9nXfSl09JKZbQPKgO0Z2N3piccPM7AvyRwdl3jScYknHZd4yuRxGQ80uPuE7l7YHYWOCJnZOgB3PzfqWuQoHZd40nGJJx2XeIrrcdGcDhEREQmFQoeIiIiEQqFDREREQqHQISIiIqFQ6BAREZFQaPWKiIiIhEJnOkRERCQUCh0iIiISCoUOERERCYVCh4iIiIRCoUNERERCodAhIiIioVDoEBERkVAodMSEmU0ys7vNbLWZ7TCzI2b2iZm9ZmbVUdeXrcws38zuMLNFZrY+cVzczL4WdW3ZwsxONrPnzKzWzA6b2XYz+56ZjYi6tmxlZtea2RNm9raZNST+TyyJuq5sZmYjzexrZvaqmf3GzBrNbL+ZvWNmf2Fmsfh7r+ZgMWFmy4DrgA3AO0AdMAWYCeQCd7j749FVmJ3MbDhQn3j6CXAEGAvc7O7PRFZYljCzU4H3gBOA14APgfOBamATcKG7742uwuxkZuuBs4ADwE7gdGCpu98QaWFZzMxuBZ4CdgFvAh8Do4EPjjNLAAADm0lEQVTZwDDgFWCOR/xHPxbJRwB4AzjH3ae5+wJ3/zt3nw1MB5qBb5tZZbQlZqVDwFXAGHc/EXgu4nqyzZMEgeN2d5/l7ve4+6XAdwlC+T9FWl32uhOYDJQBt0VciwQ2E3xJPdnd/zzxN+QmgkC4A7iGIIBESqEjJtx9sbv/Msn2NUANUABUhV1XtnP3I+6+yt13RV1Ltkmc5ZgBbAf+rdPwg8BBYK6ZlYRcWtZz9zfdfUvU35rlKHdf7e4r3b2t0/bfA99PPL0k9MI6UegYGJoTjy2RViESrva5TD9J8ov0U+BdYAhwQdiFiQwwsfkbotARc2Y2juASyyHgrYjLEQnTlMTj5hTjWxKPk0OoRWRAMrM8YF7i6RtR1gKQF3UBkpqZFQJLgULgLnev7+YtIoPJsMTj/hTj7duHh1CLyED1z8AZwOvu/uOoi9GZjgxKLOXzXvykXGJmZrnAi8CFwMvAo2H9OwabTB4XEZGBwsxuB/6aYNXX3IjLAXSmI9O2Ak29eH1tso2JwLEEmAMsB27QhK0+ychxkdC1n8kYlmK8ffu+EGoRGVDM7C+BxwjaMEx397qISwIUOjLK3af3dR9mlk9wSWUO8BIwz91b+7rfbJaJ4yKR2JR4TDVnY1LiMdWcD5GsZGYLCZaVf0AQOHZHXNJndHklRsysAFhBEDheAOYqcEgWezPxOKNzN0UzKyW49HgIWBt2YSJxZWZ3EwSO9UB1nAIHKHTERmLS6KvA1cCzwPzOywRFsom7bwV+AowHvtFp+CGgBHjR3Q+GXJpILJnZ/QQTR9cRnOHYE3FJXagNekyY2SLgRmAPQRfGZAemxt1rQixLADO7h6CrH8DZBO2f3+Poks131BK9fyRpg74R+DxBD4/NQJXaoIfPzGYBsxJPTwQuB34LvJ3Ytsfd/yaK2rKVmX0VWAy0Ak+QfNXXdndfHGJZXWhOR3xMSDxWAA+keV1N/5cinVwBXNxpWxUdO8QqdPQDd99qZucBDxMch6sI7i3xGPCQlpFH5mzgq522TUz8AHwEKHSEq/1vSC6wMMVr1hAEk8joTIeIiIiEQnM6REREJBQKHSIiIhIKhQ4REREJhUKHiIiIhEKhQ0REREKh0CEiIiKhUOgQERGRUCh0iIiISCgUOkRERCQUCh0iIiISCoUOERERCYVCh4iIiIRCoUNERERCodAhIiIioVDoEBERkVAodIiIiEgoFDpEREQkFP8P7+qcSU+mg8sAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 270
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = pd.read_csv(\"2d_points.csv\")\n",
"features = data.iloc[:, :-1]\n",
"labels = data.iloc[:, -1]\n",
"\n",
"COLORS = [\"chocolate\", \"steelblue\"]\n",
"\n",
"plt.figure(figsize=(4, 4))\n",
"ax = plt.subplot(1, 1, 1)\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], c=[COLORS[l] for l in labels], marker=\".\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We mentioned before that classifiers depend on parameters (like `C`) which can be tuned to improve performance. \n",
"\n",
"Let us try to find out the purpose of the `gamma` parameter of `SVC` classifier:\n",
"(more details about the parameters of different classifiers will be introduced in script 5)."
"image/png": 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"text/plain": [
"<Figure size 1440x432 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 372,
"width": 1163
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# most code here copy-paste from script 02\n",
"\n",
"from sklearn.svm import SVC\n",
"import numpy as np\n",
"\n",
"\n",
"def train_and_plot_decision_surface(clf, preproc, features, labels, marker=\".\", N=200):\n",
" \n",
" features = np.array(features)\n",
" xmin, ymin = features.min(axis=0)\n",
" xmax, ymax = features.max(axis=0)\n",
" \n",
" x = np.linspace(xmin, xmax, N)\n",
" y = np.linspace(ymin, ymax, N) \n",
" points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)\n",
" \n",
" if preproc is not None:\n",
" points_for_clf = preproc.fit_transform(points)\n",
" features = preproc.fit_transform(features)\n",
" else:\n",
" points_for_clf = points\n",
" \n",
" clf.fit(features, labels)\n",
" predicted = clf.predict(features)\n",
" # print(sum(predicted == labels), \"out of\", len(labels), \"predicted correctly\")\n",
" classes = np.array(clf.predict(points_for_clf), dtype=bool) \n",
" plt.plot(points[~classes][:, 0], points[~classes][:, 1], marker, c=COLORS[0], markersize=1, alpha=.2)\n",
" plt.plot(points[classes][:, 0], points[classes][:, 1], marker, c=COLORS[1], markersize=1, alpha=.2)\n",
" \n",
"df = pd.read_csv(\"2d_points.csv\")\n",
"\n",
"features = df.iloc[:, :-1]\n",
"labels = df.iloc[:, -1]\n",
"\n",
"#############################################\n",
"# this is new code\n",
"#############################################\n",
"\n",
"# three classifiers with different values for gamma:\n",
"classifiers = [SVC(gamma=22), \n",
" SVC(gamma=12), \n",
" SVC(gamma=.1)]\n",
"\n",
"plt.figure(figsize=(20, 6));\n",
"for i, clf in enumerate(classifiers):\n",
" \n",
" plt.subplot(1, len(classifiers), i + 1)\n",
" train_and_plot_decision_surface(clf, None, features, labels)\n",
"\n",
" c = [COLORS[i] for i in labels]\n",
" plt.scatter(features.iloc[:, 0], features.iloc[:, 1], c=c, marker='.');\n",
" plt.title(\"gamma = {}\".format(clf.gamma))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Observation:\n",
"\n",
"The parameter `gamma` of `SVC` has an effect on the flexibility/complexity of the decision surface. A large value allows a very flexible / \"irregular\" decision surface, for smaller values the surface gets smoother / \"stiffer\" / \"more regular\".\n",
"This is also coined **simple** resp. **complex** models.\n",
"\n",
"- that the smallest `gamma` value produces a classifier which seems to get the idea of a \"circle\", \n",
"- whereas the large `gamma` value adapts the classifier more to the given examples."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets choose an even larger `gamma` value:"
]
},
{
"cell_type": "code",
"image/png": 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\n",
]
},
"metadata": {
"image/png": {
"height": 358,
"width": 382
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"clf = SVC(gamma=80)\n",
"plt.figure(figsize=(6, 6));\n",
"train_and_plot_decision_surface(clf, None, features, labels)\n",
"c = [COLORS[i] for i in labels]\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=c, marker='.');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot above shows an extreme example for the previously mentioned effect of overfitting.\n",
"- If we evaluate performance of this classifier on the training data set we get an **accuracy of `~100%`**\n",
"\n",
"- But the classifier totally fails to learn the concept of a circle, and you can easily imagine how bad this classifier performs on new and unseen data.\n",
"\n",
"Definition:\n",
"\n",
"**Overfitting**: The classifier adapts/fits too closely to the sample data from a given model instead of learning the underlying concept. Thus the classifier does not generalize well and shows strongly degraded performance on previously unseen data.\n",
"**Generalization**: A classifier \"generalizes\" well if we see similar performance on training and on new data.\n",
"\n",
"A **robust classifier**: A trained classifier which is not or very little susceptible to overfitting."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### More \"probabilistic\" definition:\n",
"\n",
"- Our data is generated by a (usually unknown) model.\n",
"- We have only samples from this model.\n",
"- A classifier tries to approximate the underlying model based on the given samples.\n",
"\n",
"In this context the observed bad generalization performance of the classifier can be explained by computing a model which is to far away from the original model.\n",
"\n",
"The following graphics depicts our explanations: \n",
"\n",
"- The more \"complex\" a model gets the better it fits trainig data. Thus accuracy on the training data improves.\n",
"- At a certain point the model is too adapted to the training data and gets worse and worse on evaluation data.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"./accuracy_training_vs_eval.svg?xxxx\" width=50%/> "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Underfitting\n",
"\n",
"The other extreme is called **underfitting**: The classifiers decision boundary deviates too far from the sample data and produces a classifier which performs badly even on the training data.\n",
"\n",
"We can demonstrate this by choosing a \"too small\" value of `gamma`"
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 358,
"width": 382
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# small gamma tries to build a \"perfect\" circle\n",
"\n",
"clf = SVC(gamma=.062)\n",
"plt.figure(figsize=(6, 6));\n",
"\n",
"train_and_plot_decision_surface(clf, None, features, labels)\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=c, marker='.');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How did we fall for overfitting ? \n",
"\n",
"<br/>\n",
"<br/>\n",
"<div style=\"font-size: 18px; color: red;\">\n",
"<center>\n",
"Our fundamental mistake was to evaluate the performace <br/>of the classifier on the training data.\n",
"</center>\n",
"</div>\n",
"<br/><br/>\n",
"Repeat:\n",
"<br/><br/>\n",
"<div style=\"font-size: 18px; color: red;\">\n",
"<center>\n",
"Our fundamental mistake was to evaluate the performace <br/> of the classifier on the training data.\n",
"</center>\n",
"</div>\n",
"<br/>\n",
"\n",
"## 2. How can we do better ?\n",
"\n",
"\n",
"There is no classifier which works out of the box in all situations. Depending on the \"geometry\" / \"shape\" of the data, classification algorithms and their settings can make a big difference.\n",
"In our previous 2D examples we were able to visualize the data and classification results, this is not possible for higher dimensional data.\n",
"\n",
"The general way to handle this situation is as follows: \n",
"\n",
"- split our data into a learning data set and a test data set\n",
"- train the classifier on the learning data set\n",
"- assess performance of the classifier on the test data set."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross-validation\n",
"\n",
"The procedure called *cross-validation* goes a step further: In this procedure the full dataset is split into learn-/test-set in various ways and statistics of the achieved metrics is computed to assess the classifier.\n",
"\n",
"A common approach is **K-fold cross-validation**:\n",
"K-fold cross-validation has an advantage that we do not leave out part of our data from training. This is useful when we do not have a lot of data. \n",
"\n",
"### Example: 4-fold cross validation\n",
"\n",
"For 4-fold cross validation we split our data set into four equal sized partitions P1, P2, P3 and P4.\n",
"\n",
"We:\n",
"\n",
"- train the classifier on `P2 + P3 + P4`, compute metrics `m1` on `P1`.\n",
"\n",
"<img src=\"cross_val_0.svg?2\" />\n",
"\n",
"- train the classifier on `P1 + P3 + P4`, compute metrics `m2` on `P2`.\n",
"\n",
"<img src=\"cross_val_1.svg?2\" />\n",
"\n",
"- train the classifier on `P1 + P2 + P4`, compute metrics `m3` on `P3`.\n",
"\n",
"<img src=\"cross_val_2.svg?2\" />\n",
"\n",
"- train the classifier on `P1 + P2 + P3`, compute metrics `m4` on `P4`.\n",
"\n",
"<img src=\"cross_val_3.svg?2\" />\n",
"\n",
"Finally we can compute the average of `m1` .. `m4` as the final metric.\n",
"\n",
"Some advice:\n",
"\n",
"- This can be done on the original data or on randomly shuffled data. It is recommended to shuffle the data first, as there might be some unknown underlying ordering in your dataset\n",
"- Usually one uses 3- to 10-fold cross validation, depending on the amount of data available."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Variant: randomized cross validation\n",
"\n",
"A randomized variant works like this:\n",
"\n",
"- Perform $n$ iterations:\n",
"\n",
" - draw a fraction $p$ (e.g. 80%) from your full data set without replacement for the training data set.\n",
" - use the remaining fraction $1 - p$ as evaluation data set\n",
" - train classifier and compute metric(s).\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Cross valiation with scikit-learn"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(300, 5)"
]
},
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.utils import shuffle\n",
"import pandas as pd\n",
"\n",
"beer = pd.read_csv(\"beers.csv\")\n",
"beer_eval = pd.read_csv(\"beers_eval.csv\")\n",
"\n",
"all_beer = pd.concat((beer, beer_eval))\n",
"\n",
"all_beer.shape"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"features = all_beer.iloc[:, :-1]\n",
"labels = all_beer.iloc[:, -1]"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.svm import SVC\n",
"\n",
"classifier = LogisticRegression(C=2, solver=\"lbfgs\")\n",
"# classifier = SVC(C=1, gamma=.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below we use _accuracy_ as a so called _\"metric\"_, this is the percentage of correct classifications.\n",
"More about strategies on how to assess the quality of a classifier in the following chapter.\n"
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.85245902 0.86666667 0.76666667 0.86666667 0.84745763]\n"
}
],
"source": [
"features = all_beer.iloc[:, :-1]\n",
"labels = all_beer.iloc[:, -1]\n",
"\n",
"# \"accuracy\" is the way we evaluated the classifier up to now,\n",
"# which is the percentage of correct classification.\n",
"# more about so called \"metrics\" in the following chapter.\n",
"\n",
"scores = cross_val_score(classifier, features, labels, scoring=\"accuracy\", cv=5)\n",
"\n",
"print(scores)"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean test score is 0.916\n",
"std dev of test score is 0.046\n",
"true test score is with 75% probability between 0.824 and 1.009\n"
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"source": [
"m = scores.mean()\n",
"s = scores.std()\n",
"\n",
"low = m - 2 * s\n",
"high = m + 2 * s\n",
"\n",
"print(\"mean test score is {:.3f}\".format(m))\n",
"print(\"std dev of test score is {:.3f}\".format(s))\n",
"print(\"true test score is with 75% probability between {:.3f} and {:.3f}\".format(low, high))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise section\n",
"\n",
"1. Play with the previous examples.\n",
"2. Optional exercise: implement classifier + cross evaluation on the iris data set introduced in script 1."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Some reasons for overfitting and how you might fight it.\n",
"\n",
"### 1. Small / insufficient data sets.\n",
"\n",
"The classifier fails go \"grab the concept\" because the \"concept\" is not represented strongly enough in the data set. \n",
"\n",
"Possible solutions:\n",
"\n",
"- Get more data.\n",
"- Augment your data by creating artificial/synthetic data (e.g. for images: shift / scale / rotate images) if feasible.\n",
"\n",
"\n",
"### 2. Unsuitbable classifier / classifier parameters used\n",
"\n",
"This is what we observed in the example before.\n",
"\n",
"Possible solutions:\n",
"\n",
"- optimize parameters using cross-validation.\n",
"\n",
"- evaluate other classification algorithms.\n",
"\n",
"### 3. Noise / uninformative features\n",
"\n",
"A classifier can in some sitations use noise or uninformative features to explain noise in the training data. In such cases noise contributes to \"artificially\" good results on the training data.\n",
"\n",
"Possible solutions:\n",
"\n",
"- Inspect your data to detect noisy or uninformative features.\n",
"\n",
"- run experiments with excluded features. This can be automated, see [recursive feature elimination in scikit-learn](https://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFE.html#sklearn.feature_selection.RFE).\n",
"\n",
"\n",
"### 4. Strongly correlated / redundant features\n",
"\n",
"In case the data set contains strongly, but not 100% correlated features, their (weighted) difference might be considered as random data. The effect is then similar to 3.\n",
"\n",
"Possible solutions:\n",
"\n",
"- Inspect data to detect noise and correlations.\n",
"\n",
"- Use dimension reduction techniques like `PCA` (more about this later).\n",
"\n",
"- Run experiments with excluded features. This can be automated, see [recursive feature elimination](https://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFE.html#sklearn.feature_selection.RFE).\n",
"\n",
"The following code demonstrates the effect of noise and redundant features:"
]
},
{
"cell_type": "code",
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"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ORIGINAL DATA\n",
"98.67 % labeled correctly on training dataset\n",
"93.33 % labeled correctly on evaluation dataset\n",
"\n",
"WITH ADDED NOISY FEATURES\n",
"99.11 % labeled correctly on training dataset\n",
"89.33 % labeled correctly on evaluation dataset\n"
]
}
],
"source": [
"beer_data = pd.read_csv(\"beers.csv\")\n",
"\n",
"# all columns up to the last one:\n",
"input_features = beer_data.iloc[:, :-1]\n",
"input_labels = beer_data.iloc[:, -1]\n",
"\n",
"eval_data = pd.read_csv(\"beers_eval.csv\")\n",
"\n",
"eval_features = eval_data.iloc[:, :-1]\n",
"eval_labels = eval_data.iloc[:, -1]\n",
"\n",
"\n",
"def assess(classifier, input_features, eval_features):\n",
"\n",
" predicted_labels = classifier.predict(input_features)\n",
" print(\"{:.2f} % labeled correctly on training dataset\".format(sum(predicted_labels == input_labels) / len(input_labels) * 100))\n",
"\n",
" # Predict\n",
" predicted_labels = classifier.predict(eval_features)\n",
" print(\"{:.2f} % labeled correctly on evaluation dataset\".format(sum(predicted_labels == eval_labels) / len(eval_labels) * 100))\n",
"\n",
" \n",
"from sklearn.linear_model import LogisticRegression\n",
"classifier = SVC(C=2, gamma=2)\n",
"\n",
"classifier.fit(input_features, input_labels)\n",
"\n",
"print(\"ORIGINAL DATA\")\n",
"assess(classifier, input_features, eval_features)\n",
"\n",
"print()\n",
"print(\"WITH ADDED NOISY FEATURES\")\n",
"np.random.seed(5)\n",
"\n",
"input_features[\"redundant\"] = input_features.loc[:, \"alcohol_content\"] + 1 * (np.random.random((225,)) - .5)\n",
"input_features[\"noise\"] = .1 * (np.random.random((225,)) - .5)\n",
"\n",
"eval_features[\"redundant\"] = eval_features.loc[:, \"alcohol_content\"] + 1 * (np.random.random((75,)) - .5)\n",
"eval_features[\"noise\"] = .1 * (np.random.random((75,)) - .5)\n",
"\n",
"classifier.fit(input_features, input_labels)\n",
"\n",
"assess(classifier, input_features, eval_features)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see above that the classifier yields better accuracy on the extended training data set. But you also can see that the performance on the extended evaluation data set is worse than before.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Training the final classifier\n",
"\n",
"Cross-validation was helpful to determine and tune a good classifier. But how do we eventually build the classifier we want to use later \"in production\" ?\n",
"\n",
"A common procedure is:\n",
"\n",
"- Split your data 80% to 20% (or another fraction) from the beginning.\n",
"\n",
"- Use the 80% fraction for determining and tuning a classifier.\n",
"\n",
"- Train the final classifier on the 80% part.\n",
"\n",
"- Finally use the 20% fraction for a final validation of the classifiers accuracy.\n",
"\n",
"<img src=\"./cross_eval_and_test.svg?7\">\n",
"\n",
"Comment: Literature is not consistent in terms. Sometimes the terms \"validation data set\" and \"test data set\" are interchanged."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Demonstration"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# SPLIT DATASETS 80:20\n",
"\n",
"np.random.seed(5) # to get same results every time\n",
"n = len(features)\n",
"indices = np.arange(n)\n",
"np.random.shuffle(indices)\n",
"indices_validation = indices[:n // 5]\n",
"indices_crosseval = indices[n//5 :]\n",
"\n",
"features_crosseval = features.iloc[indices_crosseval, :]\n",
"labels_crosseval = labels.iloc[indices_crosseval]\n",
"\n",
"features_validation = features.iloc[indices_validation, :]\n",
"labels_validation = labels.iloc[indices_validation]"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OPTIMIZE SETTINGS\n",
"score = 0.825 C=1.0 gamma=0.1\n",
"score = 0.887 C=1.0 gamma=1.0\n",
"score = 0.883 C=1.0 gamma=2.0\n",
"score = 0.879 C=1.0 gamma=4.0\n",
"score = 0.946 C=4.0 gamma=0.1\n",
"score = 0.925 C=4.0 gamma=1.0\n",
"score = 0.929 C=4.0 gamma=2.0\n",
"score = 0.912 C=4.0 gamma=4.0\n",
"score = 0.942 C=6.0 gamma=0.1\n",
"score = 0.938 C=6.0 gamma=1.0\n",
"score = 0.925 C=6.0 gamma=2.0\n",
"score = 0.900 C=6.0 gamma=4.0\n",
]
}
],
"source": [
"# FIND A \"BEST\" CLASSIFIER\n",
" \n",
"results = []\n",
"\n",
"print(\"OPTIMIZE SETTINGS\")\n",
"\n",
"for C in (1, 4, 6):\n",
" for gamma in (.1, 1, 2, 4):\n",
" classifier = SVC(C=C, gamma=gamma)\n",
" test_scores = cross_val_score(classifier, features_crosseval, labels_crosseval, scoring=\"accuracy\", cv=5)\n",
" print(\"score = {:.3f} C={:.1f} gamma={:.1f}\".format(test_scores.mean(), C, gamma))\n",
" results.append((test_scores.mean(), C, gamma))\n",
" \n",
"# max of list of tuples considers value of first entry\n",
"# to compare tuples. This we look for test_scores.mean() value:\n",
"\n",
"best_result = max(results)\n",
"best_score, C, gamma = best_result\n",
"\n",
"print()\n",
"print(\"BEST RESULT CROSS VALIDATION\")\n",
"print(\"score = {:.3f} C={:.1f} gamma={:.1f}\".format(best_score, C, gamma))"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"VALIDATION\n",
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],
"source": [
"# EVALUATE CLASSIFIER ON VALIDATION DATASET\n",
"\n",
"classifier = SVC(C=C, gamma=gamma)\n",
"\n",
"classifier.fit(features_crosseval, labels_crosseval)\n",
"predicted = classifier.predict(features_validation)\n",
"\n",
"final_accuracy = sum(predicted == labels_validation) / len(labels_validation)\n",
"\n",
"print(\"VALIDATION\")\n",
"print(\"score = {:.3f}\".format(final_accuracy))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise section \n",
"\n",
"1. Run the previous examples.\n",
"\n",
"2. Can you determina a better pair of `C` and `gamma` ?\n",
"\n",
"### Optional exercises\n",
"\n",
"1. Play with `LogisticRegression` classifier.\n",
"\n",
"2. Optional exercise: implement same stragety for the iris data set introduced in script 1."
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/uweschmitt/Projects/machinelearning-introduction-workshop/venv37/lib/python3.7/site-packages/ipykernel_launcher.py:9: UserWarning: get_ipython_dir has moved to the IPython.paths module since IPython 4.0.\n",
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