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@PetterS
Created August 15, 2017 11:14
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"DecisionTreeMetaRegressor\n",
"=============\n",
"\n",
"A decision tree which calls another regressor for every leaf.\n",
" \n",
"The tree is built using the normal criterion, i.e. the regressor\n",
"for the leaves are not taken into account when evaluating the\n",
"splits etc. After the tree is built, a separate regressor is\n",
"cloned and fit for every leaf.\n",
"\n",
"Parameters\n",
"----------\n",
"**tree** : DecisionTreeRegressor, optional\n",
"\n",
"The regressor used to build the decision tree. It is recommended\n",
"to control the size of the leaf nodes with min_samples_leaf.\n",
" \n",
"**leaf_regressor** : Regressor, optional (default=LinearRegression)\n",
"\n",
"The regressor to use (cloned) in every leaf node.\n",
"\n",
"Attributes\n",
"----------\n",
"**tree_** : DecisionTreeRegressor\n",
"\n",
"The fitted decision tree.\n",
"\n",
"**regressors_** : dict\n",
"\n",
"The regressor to use for every leaf node."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import sklearn.base\n",
"import sklearn.ensemble\n",
"import sklearn.linear_model\n",
"import sklearn.tree\n",
"%matplotlib inline\n",
"\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate some 1D regression data."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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WgNs4HA5UV1ejra0tCi3UJgY/EUXMxCgWnU4X1CiWiTOEqqoqWK1WOByOKLVUW9jVQ0QR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\nAlFpVwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d48de710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(1)\n",
"x = np.linspace(0, 1, 50)\n",
"xx = np.linspace(-0.5, 1.5, 500)\n",
"y = np.sin(5 * x) + 2 * x + 0.1*np.random.randn(50)\n",
"\n",
"x = x.reshape(-1, 1)\n",
"xx = xx.reshape(-1, 1)\n",
"\n",
"_, ax = plt.subplots()\n",
"ax.plot(x, y, 'k.');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot a normal decision tree regressor for various minimum leaf sizes."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VaL4waGzkhQERUShydze4sVFCZeVWmM1mKIoVZjPwn/+sxa5dnjNAbU7o9bap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\nAwaMw4ABtjsLZy/PZouLU5zuKphMJrz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"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d4a380b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_regressor(clf_factory, x, y):\n",
" _, axes = plt.subplots(2, 3, figsize=(20, 10))\n",
" axes = axes.flatten()\n",
"\n",
" for ax, samples in zip(axes, [2, 3, 4, 5, 7, 20]):\n",
" clf_new = clf_factory(samples)\n",
" clf_new.fit(x, y)\n",
" \n",
" ax.plot(xx, clf_new.predict(xx), '-', color=\"#6666ff\", lw=2);\n",
" ax.plot(x, y, 'k.');\n",
" ax.set_title(\"min_samples_leaf={}\".format(samples))\n",
" ax.set_ylim((-1, 3))\n",
"\n",
"plot_regressor(lambda s: sklearn.tree.DecisionTreeRegressor(min_samples_leaf=s), x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now create a decision tree that instead performs linear regression in every leaf."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BZGRktW1iY2Oxf/9+AEBGRgb69u1b4zllIiJyT8wJIiK6F+YEEZHzavTjaYWFhXj//fch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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d4e2a208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import sklearn.utils.estimator_checks\n",
"import sklearn.utils.validation\n",
"\n",
"class DecisionTreeMetaRegressor(sklearn.base.BaseEstimator, sklearn.base.RegressorMixin):\n",
" \"\"\"A decision tree which calls another regressor for every leaf.\n",
" \n",
" The tree is built using the normal criterion, i.e. the regressor\n",
" for the leaves are not taken into account when evaluating the\n",
" splits etc. After the tree is built, a separate regressor is\n",
" cloned and fit for every leaf.\n",
" \n",
" Parameters\n",
" ----------\n",
" tree : DecisionTreeRegressor, optional\n",
" The regressor used to build the decision tree. It is recommended\n",
" to control the size of the leaf nodes with min_samples_leaf.\n",
" leaf_regressor : Regressor, optional (default=LinearRegression)\n",
" The regressor to use (cloned) in every leaf node.\n",
" \n",
" Attributes\n",
" ----------\n",
" tree_ : DecisionTreeRegressor\n",
" The fitted decision tree.\n",
" regressors_ : dict\n",
" The regressor to use for every leaf node.\n",
" \"\"\"\n",
"\n",
" def __init__(self,\n",
" tree=None,\n",
" leaf_regressor=None):\n",
" self.tree = tree\n",
" self.leaf_regressor = leaf_regressor\n",
"\n",
" def fit(self, x, y):\n",
" x, y = sklearn.utils.validation.check_X_y(x, y)\n",
" \n",
" if self.tree is None:\n",
" self.tree_ = sklearn.tree.DecisionTreeRegressor(min_samples_leaf=4)\n",
" else:\n",
" self.tree_ = sklearn.base.clone(self.tree)\n",
" \n",
" if self.leaf_regressor is None:\n",
" leaf_regressor = sklearn.linear_model.LinearRegression()\n",
" else:\n",
" leaf_regressor = self.leaf_regressor\n",
"\n",
" self.tree_.fit(x, y)\n",
" leaves = self.tree_.apply(x)\n",
" unique_leaves = np.unique(leaves)\n",
"\n",
" # We have created the decision tree. Now create a\n",
" # separate regressor for every leaf.\n",
" self.regressors_ = {}\n",
" for leaf in unique_leaves:\n",
" xp = x[leaves == leaf, :]\n",
" yp = y[leaves == leaf]\n",
" r = sklearn.base.clone(leaf_regressor)\n",
" r.fit(xp, yp)\n",
" self.regressors_[leaf] = r\n",
"\n",
" return self\n",
" \n",
" def predict(self, x):\n",
" x = sklearn.utils.validation.check_array(x)\n",
" sklearn.utils.validation.check_is_fitted(self, ['regressors_', 'tree_'])\n",
" \n",
" leaves = self.tree_.apply(x)\n",
" y = np.zeros((x.shape[0],))\n",
" for leaf, regressor in self.regressors_.items():\n",
" ind = leaves == leaf\n",
" if np.any(ind):\n",
" y[ind] = regressor.predict(x[ind, :])\n",
" return y\n",
"\n",
"\n",
"# Some basic tests for the regressor.\n",
"sklearn.utils.estimator_checks.check_estimator(DecisionTreeMetaRegressor)\n",
" \n",
"plot_regressor(lambda s: DecisionTreeMetaRegressor(tree=sklearn.tree.DecisionTreeRegressor(min_samples_leaf=s)),\n",
" x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here is what the `DecisionTreeMetaRegressor` looks like when bagged like a decision tree in a random forest:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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FmkFDRKQVUk6IiMilKCdERIJLvYtG586do6ioCPDPfJCRkUGnTp2qLDNs2DBWr14NwMaN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RERERERkRpUNBIRERERERERkRpUNBIRERERERERkRpUNBIRERERERERkRpUNBIRERERERERkRpU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\nAbKu/A0XLCSFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d52a8cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def dtmr(s):\n",
" return DecisionTreeMetaRegressor(\n",
" tree=sklearn.tree.DecisionTreeRegressor(\n",
" min_samples_leaf=s))\n",
"\n",
"plot_regressor(lambda s: sklearn.ensemble.BaggingRegressor(base_estimator=dtmr(s), n_estimators=50),\n",
" x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Carbon Dioxide Dataset Test\n",
"===============\n",
"\n",
"Try the new estimator on the Hawaii CO2 dataset, which is atmospheric carbon dioxide data from Mauna Loa Observatory since 1958. The data is available from [Kaggle](https://www.kaggle.com/ucsandiego/carbon-dioxide)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year</th>\n",
" <th>Month</th>\n",
" <th>Decimal Date</th>\n",
" <th>Carbon Dioxide (ppm)</th>\n",
" <th>Seasonally Adjusted CO2 (ppm)</th>\n",
" <th>Carbon Dioxide Fit (ppm)</th>\n",
" <th>Seasonally Adjusted CO2 Fit (ppm)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1958</td>\n",
" <td>1</td>\n",
" <td>1958.0411</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1958</td>\n",
" <td>2</td>\n",
" <td>1958.1260</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1958</td>\n",
" <td>3</td>\n",
" <td>1958.2027</td>\n",
" <td>315.69</td>\n",
" <td>314.42</td>\n",
" <td>316.18</td>\n",
" <td>314.89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1958</td>\n",
" <td>4</td>\n",
" <td>1958.2877</td>\n",
" <td>317.45</td>\n",
" <td>315.15</td>\n",
" <td>317.30</td>\n",
" <td>314.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1958</td>\n",
" <td>5</td>\n",
" <td>1958.3699</td>\n",
" <td>317.50</td>\n",
" <td>314.73</td>\n",
" <td>317.83</td>\n",
" <td>315.06</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Year Month Decimal Date Carbon Dioxide (ppm) \\\n",
"0 1958 1 1958.0411 NaN \n",
"1 1958 2 1958.1260 NaN \n",
"2 1958 3 1958.2027 315.69 \n",
"3 1958 4 1958.2877 317.45 \n",
"4 1958 5 1958.3699 317.50 \n",
"\n",
" Seasonally Adjusted CO2 (ppm) Carbon Dioxide Fit (ppm) \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 314.42 316.18 \n",
"3 315.15 317.30 \n",
"4 314.73 317.83 \n",
"\n",
" Seasonally Adjusted CO2 Fit (ppm) \n",
"0 NaN \n",
"1 NaN \n",
"2 314.89 \n",
"3 314.98 \n",
"4 315.06 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_raw = pd.read_csv('co2_hawaii.csv')\n",
"df_raw.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oH40/EuO1g72sqcgamnE7Vmmmnab+kQHunbp+QjGDdVUnLsBNixm4k8FkMvHEE0/wrW99\ni5/97Gc4HA5KS0v59re/jcvl4sknn+SBBx7gH//xH4nH41x33XXccsstADzyyCP09PQMLZ20Wq28\n8sorI+6xdu1a3n33XSoqKsjNzWX16tVceumlrFmzhgceeICDBw8O7dtyu908+uijHDlyhO9973uY\nTCZsNhsPPfQQADfeeCM33ngjRUVFw4qYuFwuHnzwQW688UbcbvewPWPH+9znPsd9993H2rVrsVgs\nPPLIIzgcDlavXk15eTmXXHIJc+fOHXVv4LG+853vcPvtt/Ozn/1s1CImx3/ntWvXDjtus9n42te+\nxtVXX01xcTFz5swZOnbDDTdw7733DitiMppNmzZx3333jfvMIiIiIjL9bar38G6Dl4a+MH++IPlK\nuOMd6AwSiRtcNDv59qTSTDtv1PRjGMawVWYbDvcxK9vB3CR746aKyRhsXnaSNTc3n+xHOOHa2tr4\n6le/ygsvvDAl17darUSjUXw+H2lpaRiGwf33309FRQVf+tKXpuSep5qOjg5uv/12/t//+3+Tcr38\n/Hw6Ozsn5VpylN7r5NM7nRp6r5NP73Rq6L1ODb3XyTfZ7zQaN7jjpRravBHiBvziL6ooTB9/b9p/\n7ezgV7u7eO76ubhtIytNvlzdw79vbePJa6uG9ro19oW4/aVa/u7MwpSD4lhKSkpSOk9LKE+ioqIi\nPvvZz+LxeKb0Ps899xyXXXYZa9aswePxJN1X90nV1NTEN7/5zZP9GCIiIiJyAmxr8tLiifA3ywsA\n2N6S2pabfe0BKnIcScMbQGlWYlnlscsoD3cn6jMsK077OI88YVpCeZKdiNL2X/rSl06bGbfjrVix\n4mQ/goiIiIicIId7gphNcPX8HF492MP2Zh9Xzs0Zc0w0blDdGeCyOdmjnlOamQhwjf3hocBW3xfG\nbIKSJHvmppJm4ERERERE5BPhSE+IGRl2HFYzZ8xIZ2ern0hs7B1jtT1BQjGDRWP0cct1WXFazTQe\nMwPX0BeiJMOOzTLxyusfhwKciIiIiIh8IhzpDTE7O9FaamVJGoFonOrOwJhjdrT4gbEbcZtMpkQl\nyr6j7bQa+sKUZTkm4aknRgHuEyw7e/RpYBERERGRTxJ/JEabN0JFTiJULSt2YzHB9ubR98FFYnFe\nPtDDkiL3uI24SzPtQzNwkVicVm+YsqwTu3wSFOBEREREROQT4EhPYnZsdnaipL/bZmFhoZvtLb5R\nx7x1pJ/uQJTrFo1fRbIs20GnP0pvIEpTf5i4gWbgRERERETk9OWPxPjH9XVsONw74bFHegcCXM7R\nULVyRhq1PSG6A9GkY363v4eKHAdnzBi/kuSKgeIl21t81PclZuLKNQMnIiIiIiKnq2c/7GB3e4Bf\nbG2jwxeZ0NgjPSHS7Wby3UcL7a8sSYSuD5Iso+wPxajrDXHBrMxhzblHU5nrINtpYXuzl4a+EGYT\nzMxUgBMRERERkdPQwa4AfzjQy/nlGRgGPLGtbULj93cEqMx1Dgtjs7MdOCwmantDI84/OFDcZF6e\nM6Xrm00mVpak80GLj7eO9DMr24HNcuLjlAKciIiIiIicdJsbvJhMcMc5xXxqXg7vN3qJxOIpje3w\nRajrC3FmyfClkCaTieJ0O23ekbN5B7oCmIA5KQY4gDNL0vCG43T4Ity6ujjlcZNJAU5ERERERE66\n2p4gZVkO3DYLFTkO4ga0JAleyWxtSiyRXFWSPuJYcYaNVk94xOcHOoOUD9wvVStmpJFuN/M3ywvG\nbDswlazjn5IQj8e59957yc3N5d5776W9vZ1//ud/xuPxUFlZyZ133onVaiUSifDYY49RU1NDRkYG\nd911F4WFhVP5HUREREREZJqr6Q6yfKCYSGlmohBJY1+I8hQqPW5p8lKcbku6J60o3cYHLT4Mwxha\nXmkYBge7ApxdljGhZ0y3W3j6urlYzCe2efexUp6B+8Mf/sDMmTOHfv3ss89y1VVX8eijj5KWlsYb\nb7wBwBtvvEFaWhqPPvooV111Fc8999zkP7WIiIiIiHxi9ASi9ARjVOYkljMOBrHBvmtjCUTi7Grz\ns2pmetJiJMXpdsIxY1glyhZPBE84zvz8ic+inczwBikGuK6uLrZv387atWuBRGLds2cP55xzDgCX\nXHIJW7ZsAWDr1q1ccsklAJxzzjns3r0bwzCm4NFFRERERORU0tgXIhaf+M/+tT1BIFHpEcBlS1ST\nbOobO8AZhsG/bWklEjO4aHZm0nNmZCQadB+7D+5gV6KAydwJ7H87VaS0hPKpp57ib/7mbwgEEl/U\n4/HgdruxWBLrRXNzc+nu7gagu7ubvLw8ACwWC263G4/HQ2bm8Be6YcMGNmzYAMAPfvAD8vPzJ+cb\nyRCr1ar3Osn0TqeG3uvk0zudGnqvk0/vdGrovU4NvdextXlC/P3L+7nzokquX1GS0pjBd9pam8gZ\nq+bMJMORiCiV+a20+KNjvvNX9rXxv7X9fOHscs5fUJb0nIWWNKARL46ha7Xv92I1m1hRWXJSKkl+\nHOMGuG3btpGVlUVlZSV79uyZtBuvW7eOdevWDf26s7Nz0q4tCfn5+Xqvk0zvdGrovU4+vdOpofc6\n+fROp4be69TQex3bxiP9xAx4bW8La0pT6482+E53N3ZTlG4j5Okl5EkcK3SZ2Nnso6OjY9Q+bS9s\nbaAix8HVVa5Rf2+sMQOzCQ62dNNZmJiA2tfSQ1mWnb6e7ol/0SlSUpJi6B3vhOrqarZu3coHH3xA\nOBwmEAjw1FNP4ff7icViWCwWuru7yc3NBRKzcV1dXeTl5RGLxfD7/WRkTGxzoIiIiIiITC8HBpYl\n7u8I0BOIkuNKuV4ih7qDVOYML1ZSmmknGDXo9EcpSLONGNPmDXOoO8jnzijAPEYjbpvFRL7bRusx\nSyiP9IRYWuxO+flOJePOF372s5/l5z//OY8//jh33XUXS5Ys4e///u9ZvHgxmzdvBuDNN99k1apV\nAJx55pm8+eabAGzevJnFixen1NlcRERERESmrwOdAXJcVgzgvUZPyuPavRHavBEWFw4PVKVZiVm8\nplEKmWysS9zj/PLxJ4uK04+2EugPxegKRJmdPX51y1PRR17weeONN/LSSy9x55134vV6ufTSSwG4\n9NJL8Xq93Hnnnbz00kvceOONk/awIiIiIiJy6onE4tR0h7h4dibF6TbebfCmPHZnmw+AZcXDm3AP\ntg+o6w0lHbex3sPcPCdF6eMv1yzJtNPUHyZuGBwZKJgyO2f6FTCBCfSBA1i8eDGLFy8GoKioiIce\nemjEOXa7na9//euT83QiIiIiInLKq+0JEYkbzM93EokbrD/USzRuYE2h5P6uVj9ZDgvlWcODWJbT\nSp7LSk13cMSYvmCUQ91BblpekNLzzc938erBXhr6wkOBsOJ0m4ETEREREREBqO5M7H+bl+9icYGL\ncMzgcJLgdTzDMNjZ5mdpsTvptqvKXAeHe0ZeZ//A/RYXptbHbVFB4ry97X6O9IbIclrInsAevVOJ\nApyIiIiIiHws25t9FKfbyHfbWDiwl21fh3/MMXHD4I/VHXQHoiwrSkt6TmWuk6b+MKFofNjn+zsC\nWM1QlWIft6J0G7kuK7va/HzQ4mNu7vRcPgkKcCIiIiIi8jF4QzF2tPo4tyxRTCTXZaU43cbe9sCY\n4/59Sxvfee0AJRl2zi5LT3pOZY6TuAFHjtsHt78jQGWOE3uKPdxMJhMLC1xsqvfQ5Y/yqXk5KY07\nFSnAiYiIiIjIR/Z+k5eYAeceUw1yUaGbvR0BDMNIOiYci/O/tf2sm5fPY1dXkO1MvpyxamCm7Nh9\ncNG4waHuIAsKUls+OWhxoRsDKMuys7Ik+YzfdKAAJyIiIiIiH9m7DR7y3FbmHrOccVGBC08oRuMo\nLQB2tPgJRuN8amERljEKneS7rWTYzdQcsw+utidIOGZMOMAtLXZjAv5yUd6YfeNOdQpwIiIiIiLy\nkXzQ4mNrk5cLyjOGhaL5+YlwNVohk82NHtw2M2eWZY15fZPJREWuk8PdR5dQ7u9ILM1ckD+xAFee\n5eAXn65iTUXmhMadahTgREREREROc53+CI9tbqHLH0l5THN/mB++3UR5loO/WpY/7FhJph2rOXkP\nt1jc4L1GL6tmpmNLYQ9bVY6Tut4Q0XhiOea+jgAFbit5blvKzzqoIM2WtNrldKIAJyIiIiJyGgtF\n4zz0VhPrD/fx6sHelMe9XtNHOBbn/1xSittmGXbMajZRluVIGuBqeoJ4QjFWz0xeuOR4lblOonGD\nxr7Etao7AxNePvlJogAnIiIiInIa++WuTg51BylMs/HWkf5RC48cb1uzlwUFLgrSks+EzcpyjKge\nCXCgM7GscmGKIawyN9Fw+3B3kA5fhE5/VAFOREREREROT7vbAywudPHXy/Jp80aGmmSPpTsQpbYn\nxMqS0WfRZuU46PJH8YZiwz4/0Bkgx2kh351aI+2SDDtOq4mantBQw/D5E9z/9kmiACciIiIicpoy\nDIOGvhCzsh2cU5aO3WLirdr+ccd92OIDYOWM0cvxz85OzJwdv4zyQFeAefmulPeimU0mZmc7qekO\nsr8zgN1ioiJn+jbi/rgU4ERERERETlOd/ij+SJzyLAdum4WVJWlsa/aNO257s5ccp4WKHMeo58wa\nCHDHLqPsD8Vo9kQmPINWleugpifE1iYv8/KcWMdoPfBJpwAnIiIiInKaqh8IV4Nha1lRGu2+CK2e\n5P3bIFFF8sMWH2eUpI05i5brSvRwO3YG7uDAEsh5+RObQavMdRKMxunyR/mLhbkTGvtJk9rCUxER\nERER+cSpG6jsWJ41EOCK3QDsbPNTnGFPOuZQdxBPOM4ZM8auImkymZiV4+RI79FecNVdAcwmmJM7\nsRm4c0ozODI/xJVzsynNGn3W73SgGTgRERERkdNUfW+IXJeVdEeiDUBppp0cl5WdraMvo9ze7MVs\nghVj7H8bNCvbQV1vmPhAZct97QFmZztw2SYWQ9IdFv5uVdFpH95AAU5ERERE5LRV3xemPPtoKDKZ\nTCwvcrOzzT9qO4HtzT7m5jnJdFiSHj/W7GwHwWicdm+EaNygujPAokL3pD3/6UgBTkRERERkGosb\nBgc6Ayn3bxsUiw9UoMwavlRyabGbvmCMpv6R++D6QzEOdgVZOc7yyUHHFjI53B0kFDNYVHj6tgCY\nDApwIiIiIiLT2IbDfdz9Wh3v1HkmNG5/R4BwzGBu3vBAVTlQoj9ZE+5drT4MUls+CYm9dSYSrQT2\ntvsBWFSgGbiPQwFORERERGQa++OhXgD+Y3s7/khsnLOPeutIPw6LidWlw2fTyrLsmE1wpGdkgNvZ\n5sdpNTMnL7Uqki6bmeIMG0d6Q+ztCDAjw0aOS3UUPw4FOBERERGRaepIT5CDXUEunp1JdyDKi3u7\nUxoXiRlsqu/n7LIMnNbhkcBmMVOaaU8+A9fmZ3Gha0J92GZlO9jXEWB3m1+zb5NAAU5EREREZJra\ncLgPq9nE360qYuWMNN460p/SXrj3Gz14wnEunp2Z9HiieuTwANflj9DUH2Zp0cRC2OxsBz2BKA6r\nmWsXnd493CaDApyIiIiIyEnyZm0fn/vNQTyh1Jc+DorE4rxZ28fZpelkOiycW55BmzdCbZKlj8ff\n85FNLczIsLG8OPlettnZTtp9EXzho8+1uy2xh21pUWr73wZdNDuLi2dn8vAVsyhTG4CPTQFORERE\nROQkMAyD3+zpojcYY1P9xAqQAGxu8OIJx1lXlQXA2aXpmE2wcYxrhaJxHn+vlbl5Tn50+SxsluRL\nIWfnJIJW/TGzcLvb/aTZzFTkTCyEzcy08/XzSyhIs01onCSnACciIiIichLsbvdT3xfGYkrMik3U\nhsO95LutQ7NoWU4riwvdvNsweoDb0+4nHDO4fkkemc7Ri4kcW/5/0OHuEHPznFgmsP9NJp8CnIiI\niIjISfBydS8ZDgvXLc5jb0eANu/IvmujaegLsaPVz9qqrGGBatXMNJr6w/QGo0nHfdDiw2Y2sXic\nZtr5bivpdjOHu4NAomdcfW+I2TmpVZ+UqaMAJyIiIiJygkVicbY1e7lodiaXVWUDsDHFPm6xuMG/\nvNtCut0i1nVxAAAgAElEQVTMn83NGXasNDMxc9aSpAk3JALc4kIXDuvYMcBkMrGo0M2egd5tTZ4w\nkbjB7GztYTvZFOBERERERE6w6s4g4ZjBimI3hek2itNtHByY7RrPS9U9HOgK8sVVRWQf11NtZqYd\nSASu43X4IjT0hVlZkj7iWDJLCt00eyJ0+SNDPeEmuv9NJp+66ImIiIiInGA7Wn2YTQwtZazIcVKT\nQoDrDUR5fmcnq0rSuChJC4DCNBsWEzQnmYHb2eoDYMWM1KpIDrYL2NXmp643hNUMMzMV4E42zcCJ\niIiIiJxgu9r8VOU6SbNbAKjMddDqjeCPjN1O4LmdHYRjcf72zCJMppHFRCxmE8UZdpqTzMDt7wyQ\nbjdTlmVP6RlnZTtIs5vZPRDgSjMdo1atlBNHAU5ERERE5AQKROIc6Ayw7JiG2JUDxUHG6uHmCcXY\ncLiPK+flDC2VTKYkw06zJzLi8/0dAebnuzAnCX7JWMwmlhS62d7s41BXcKi1gJxcCnAiIiIiIifQ\nzjYfMQOWHdNEe3Bv2VjLKPd1+IkbcH5ZxpjXn5lpp8UTJm4YQ595QzHq+8IsKHBN6Fkvn5ONJxyj\nLxRjTq4qUJ4KtAdOREREROQE+t+afrIcFpYcMwOX67KS5bRQM8YM3N72AFYzzMkbO0iVZNgJxwy6\n/NGh5tnVnQEAFuRPLMCtmpnO09fNZX9ngEUTDH8yNTQDJyIiIiJygvSHYmxp8nBxRSbWY/q3mUwm\nKnOc1PaMPgO3t8PPnNzxWwCUZCZCW9MxhUz2dwYwm2DeBAMcgMtm5owZaePeV04M/S6IiIiIiHwE\nu9v8PPNhx7CliuN5+0gf0Tisrcwacawix0FDX4hIbOT1QtE4h7qCLCocP4CVZCT2xzX2H53N29cR\noCLHgVMhbNrT76CIiIiIyAT5IzF+vLGZX+/p4rWDvSmP21TvYXa2g9k5I5dBVuY4icahoW/kMsrq\nzgAx42jbgbHkuqwUuK3sbE004Q5F4+zrCLC0KLX2AXJqU4ATEREREZmgX+7qojcQZXa2g6c+6KDD\nN7Lq4/EisTgHOoMsK04ewioHioTUJFlGuavNj9mU2h42k8nEmTPT2dHqIxKLs6fdTzRusHyU+8r0\nogAnIiIiIjIB3lCMl6q7ubQyi/svnkkwGuetI/3jjjvcHSISN1hUkDxIzciw4bSakhYyeb/Ry4J8\nF+kOS0rPuKoknWDUYE97gA9bfFjNppRm7+TUpwAnIiIiIjIB7zV6iMbhU/OyKUq3MzPTzv6OwLjj\n9nYkljQuHKWao9lkYna2k9rjWgm0ecMc6Q1xzjjtA461rNiN3WJia5OXD1v9LCocv/iJTA/6XRQR\nERERmYCN9R4K02xDfdEWFrjY3xnAGKeYyf6OADMybGS7Ru/kVZnroKYnNKwwynuNXgDOKk1P+Rkd\nVjNLi9y8crCHut4QK4q1/+2TQgFORERERE47hmEQi6dePXKQNxRjR6uP88szMJkSbQAW5LvwhGI0\necKjjjMMg70dARaOsnxyUEWOk2A0Tqvn6J669xo8zMpyMGOgumSq/nZlIVfPz+WcsnQursic0Fg5\ndamRt4iIiIicdv7vtnZ2tPr44RWzcNtS21cGsKXJSzQO5886upxxwcCSyP0dAUozHUnH1fWG8IRi\n4zbDrsw5WsikJNNOKBpnf2eAP5+fm/IzDirNcnDLysIJj5NTm2bgREREROS080GLj/q+MP/ybuu4\nSx+PtaPVR5bDQlXu0TYAMzPtZNjN7BtjH9zGeg9mE6yaOfYyyFnZDqxmEwe7EvvgDnUFicZJqf+b\nnB4U4ERERETktOKPxGjqDzMjw8a7DR52tvlTGmcYBrva/CwpcmMeWD4JieIj8/JdHOhMHuAMw2BT\nvYdFhW5yxtj/BmCzmKjMcXCwK3GtwcInC8ZZeimnDwU4ERERETmt1HaHMIDPLisAGDV4Ha+pL0in\nP8rSopFhqiLHSVN/mEgsPuJYfV+Yxv4wF5SnVkVybr6LQ11BYnGDfR0ByrLsZKbYPkA++RTgRERE\nROS0cmigTP+yYjfF6TYOd4/su5bM9sY+gKQBbla2g5gBjf0jC5lsqu/HbIJzU2wDMC/PSShmUNcb\nYn9HYNS+cXJ6UoATERERkdPKoa4gBW4r2U4rVblOanqC4w8Ctjf0keO0MDNzZDXI2TmJ4iV1vSPD\n4M5WP1W5zjHbBxxrbl5iv9srB3vwReKj9o2T05MCnIiIiIicVg51B5iTlyhCUpXrpM0bwROKjTnm\nYFeA/z3UyZkz04faBxyrJMOO1WziSM/wABeKxjnQFWRxYeqzaDMybKTZzfzxUB8ZdjNnzFAPNzlK\nAU5EREREThu9wSjNnshQFcnBf441C+ePxHj4T83kue187ozkZfmtZhNlWfYRM3DVnQGicYMlEwhw\nZpOJFcVpFLitPHT5rJRn7uT0oD8NIiIiIjJthKJx/niol4I0G+ekuKfsWG8f6QfgrNLE2MqBAHe4\nK8jy4uQzXVubfLR5I/zztUvIdERHvfasbAc7W4dXtNzT7scELJxgG4CvnTcDs8mExTxytk9Ob5qB\nExEREZFpoT8Y5bbf1/DEtnZ+/KdmGvtTKz5yrDdq+piT62RWdmLPWqbDQmGalcNjzMDt7/DjtJo4\nozRrzGvPznbQHYjSf8xyzN3tASpyHKTbJ1ZF0mYxK7xJUgpwIiIiIjIt7GkP0OWPcttZRTisJh7b\n3Eo8xSbcR3qC/PFQL7U9IdZWDQ9is7KdNPSOrB45aH9ngHl5LqzjBKqKnIHlmANVLqNxgwOdgQnt\nfxMZjwKciIiIiEwLNT1BzCZYU5HFzSsK2dcRoLpj/B5u/cEo33itjsffa8VhMXHRrMxhx8uy7DR5\nQsTiI8NgIBKntifEghQqQc7Ld2I2JZZNAtT3hgjHDOblq4qkTB4FOBERERGZFmp7QpRm2nFYzZw7\n0BR7V7t/nFHwhwO9hGIG9188k0evriD9uKbYZVkOonFo8Y6chTvQFSBukFIpf7fNQlWuk91tiWc6\n2JWYiZs7UPFSZDIowImIiIjItFDbExxappjpsDAr28GetrEDXCga56UDPayemc7ZpRkUpY/s4VaW\nlfissW9kgNvXEcAEzE9xFm1JoZsDXUFC0TgHuwJk2M0Up9tSGiuSCgU4ERERETlh1h/qHVpiOBH9\noRid/igVAw2zAZYUudnXESASG30f3KZ6D55QjGsX5o56zmBj7oa+kUVRdrX6mJ3jIC3FIiRLitxE\n4wbVnQEOdQepynMl7Rsn8lEpwImIiIjICbGz1cdj77Xyb++3YaRYfGTQkYEqkYMzcABLC92EYgaH\nukffB7e73U+G3TxmGX+3zUK+20rDcTNwvcEoezsCnFWanvJzLixwYTbB1iYvdb0h5uRq+aRMLgU4\nEREREZlyoWicn73fitUMdX0hqjtHL9ufTG1PYnbs2Bm4xQOhbPcYyyj3tPtZVOjGPM4sWFmWY8QM\n3PuNXuIGnDuBfnNpdgvLitz8z/4e4ob2v8nkU4ATERERkSn3fqOXFk+Er59XgtNq5rVDvSmPNQyD\n95u8FLitZDmtQ59nOq0Up9s40pu8H1yXP0KLJ5JSGf/SLDuN/eFhbQk21XsoTrcxO9sxxsiRvnHh\nTJYUJtoOqAKlTDYFOBERERGZcoe7g1jNJs4qzeCi2Rn8qa6fUDSe0tgtTV52t/m5dlHeiGPFGXZa\nPZGk4/a2J5ZWLhpj+eSgWVkOwjGD+oEw6A3H2Nnq49yyjAnvYUuzW/j22nJ+9ucV5Lqs4w8QmQAF\nOBERERGZcod7gszKdmCzmDizJJ1wzBhaFjmWWNzgqQ86mJlp54q52SOOz0i30Zqk/D8klk86rWYq\nc8ZfxrhqZjpmE7xT5wFgR4uPmAGrJ7D/7VhWsylpxUuRj0sBTkRERESmlGEY1HQHqcpNLEWcM7Av\nbKziI4MOdAZo6g9zw5I8rOaRM2FF6Ta84TjeUGzEsV1tfhYUuLAkGXe8HJeV5cVpvH2kn7hhsK3Z\nR5rdzAItgZRTjAKciIiIiEypdl8Ebzg+NBOW57KS47RwqGv8QiabG71YzbB6ZvKZsOKMxCxXq3f4\nMsp2b4TG/jArZ6Sl/JwXz86k3RdhX0eA7c1eVhSnpRT+RE4kBTgRERERmVI13YmlkoMzbyaTiTl5\nTg51jx3gDMNgc4OHZUVpo/ZhmzHQJPv4ZZQftPgAOKMk9QB3TlkGTquZf97UTE8wxqpRQqPIyaQA\nJyIiIiJT6nB3ELMJZh1TzXFOrovGvjCByOiFTOr7wrR6I5xdNnqQKhwMcMcVMtne4iXfbaUsM/V9\naC6bmXsvmoknlHimiczeiZwoKosjIiIiIlMmFjfY3uKjPMuB3XJ07mBOnhMDqOkJjlrmf1N9Pybg\nrNLR+7C5bRaynJZhM3DRuMHOVj8XzJp4BckzZqTx8JWzaO4Pk60KknIK0gyciIiIiIxrb7ufB99q\n5MltbXT6k5ftT+YPB3o43B3kLxbmDvu8KnegkMko++DihsEbNX0sL3aPW4q/ON0+bA/cwc4A/kic\nMz7iDFpZloOzJ9C8W+REUoATERERkTG93+jhvvX17OsI8PvqHr7xWh2xuDHuuA5fhGc+7ODMkjTW\nVGQOO5bjspLnto66D25nq592X5S1VSNbBxyvON1Gq+foDNyejkR1yyUpNPAWmW4U4ERERERkTB+0\n+HBZzTzx6SruPGcGXf4odb3j93D7r50dxA24dXVx0qWMc3Kdo87AbTjcS7rdzDlj7H8bVJJhp9Mf\nxTPQSmBvu5/STDuZTi2BlE8eBTgRERERGVNtT4iKHAcOq5llxYlZrV1t/nHGBPnfmn6unp8zVGjk\neHPynDR7wvjCw3u4ReMGW5q8nF+eOWzf3GhWl6ZjABvr+4nFDfZ3BEbdVycy3SnAiYiIiMio4oYx\nFOAA8t02ZmTYxg1wL1X34LKZ+czivFHPmTOwD+7wccsoa3uCBKMGS4tSC2GVOQ7Ksuy8VdtPfV8I\nXyTOokI14JZPJgU4ERERERlVmzdCMBqnciBsASwtcrO33T/mPrhdbX6WF7tJdyTv3wZHA9zxyyj3\nD+xhW5hiCDOZTFwyO4u9HQFeru4BYFGBZuDkk2nchcHhcJhvfetbRKNRYrEY55xzDjfccAO7du3i\n2WefJR6P43Q6uf322ykuLiYSifDYY49RU1NDRkYGd911F4WFhSfiu4iIiIhIErG4QVN/mJmZdizm\niZXVr+lJhKuKnKMBbkmhmz8e6uNIb2iomuSx2r0R2rwRrlmQM+a1M51WitJtIwqZ7O0IUJhmJd+d\nfOllMhdXZPLczg7WH+6jON026rJNkelu3ABns9n41re+hdPpJBqN8s1vfpMVK1bwxBNPcPfdd1Na\nWsprr73Gb37zG26//XbeeOMN0tLSePTRR9m4cSPPPfccX/va107EdxERERGR42xt8vIv77bQF4rx\nxVWFXD0/d/xBx6jtDmExQVnW0YbYiwb2l+3vCCQNcLvbE8srU6kCOSfXOSzAGYbBvo4Ay1JcPjmo\nIM3GT6+qoC8YpTg99ebdItPNuEsoTSYTTmfiP8xYLEYsFhuqIhQIJKa3/X4/OTmJv2HZunUrl1xy\nCQDnnHMOu3fvxjDGLzMrIiIiIpPvT3X9xAyDGRk23j7SP+HxtT1BSo9rwp3vtpJuN49aiXJXm58M\nh4XybMe415+T66TNG6F/oIJkmzdCTyDKwoKJ72Erz3KwtCiNgjTNvsknV0q1VePxOPfccw+tra1c\nccUVzJ07l1tvvZWHHnoIu92Oy+Xi+9//PgDd3d3k5SU2q1osFtxuNx6Ph8zMzLFuISIiIiJToL4v\nzJxcJ0uL0nhmRwcdvkjKAaepP8yOVj9rq7KGfW4ymZiV7eDIKAFud5ufJYUuzElaBxxvTt7RQiZn\nzEhjR2ti9k5VJEWSSynAmc1mHn74YXw+Hz/+8Y+pr6/n5Zdf5r777mPu3Ln87ne/4+mnn+bWW29N\n+cYbNmxgw4YNAPzgBz8gPz//o30DGZXVatV7nWR6p1ND73Xy6Z1ODb3Xyad3OjUG32vcMGjqP8A1\nS4q5evkMntnRwY6uOH81a/x3bhgG/99bu3FYzXzl4nnkpQ1flrhgRh+v7GsnNy9vWFDr8IZo90X4\nqzNLU/q9XZ2RDa830Bwwc1l+PlvfaaU0y8kZVSVJe8edTPrzOvn0TiduQt0N09LSWLx4MR9++CF1\ndXXMnTsXgPPOO29oBi43N5euri7y8vKIxWL4/X4yMjJGXGvdunWsW7du6NednZ0f53tIEvn5+Xqv\nk0zvdGrovU4+vdOpofc6+fROp8bge231hAlG4xQ44jijPipyHGzY38q68vGXNn7Q4uODxj5uO6sI\nI9BPZ2D48SKHgT8cY19dC0XH7DnbXO8BoNQVT/n3tiTDxs7GLmpn2tnW0MtfLEz8PHmq0Z/Xyad3\nelRJSUlK5427B66/vx+fzwckKlLu3LmTmTNn4vf7aW5uBhj6DODMM8/kzTffBGDz5s0sXrz4lPvb\nExEREZHTQUNfGDhagGRZkZtDXUGiY5T/H7StyYvdYmJNRVbS47MH+sIdv4zyQFcAq5mhvnGpmJPr\n4lBXkPcbPcQMOK985F/+i0jCuDNwPT09PP7448TjcQzD4Nxzz+XMM8/ky1/+Mj/5yU8wm82kpaVx\n2223AXDppZfy2GOPceedd5Kens5dd9015V9CREREREaq70uEq7KsRJiqzHUSiRs09oWYnTOyeuSx\nPmjxsbjQjcOa/O/7B0NhXW+Is0uPBq4DXUEqcpzDip6MZ06ek7fr+vnVni4K06xD/eFEZKRxA9ys\nWbP40Y9+NOLzs846i7POOmvE53a7na9//euT83QiIiIi8pHV94XIc1lJtyeaaQ82467pGTvAtXsj\nNPaHuWJu9qjnuG0WitJtwypRxuIGh7qCrK2cWPG6wUIm3lCMr59/6u19EzmVTGgPnIiIiIiceP5I\nDLfNMuFxDX0hyo4p5T8zw47dYqKmO8illcmXRkJi9g3gjBlpY15/VraD+mMCXENfiGA0zrz8ibUA\nWFTg4u/PKWbFjDTyJtC8W+R0lPrctoiIiIiccHvb/dz4q4M89HYjXf5IyuP8kRj1vWFmHxPgLGYT\nFTkOanqCY4yELU0e8t1WSjPHbohdmmmn2RMhNrCn7kBX4rrz8iYW4EwmE2urshXeRFKgACciIiJy\nCntuRwcum5ntzT4e29ya8rgtjV4icYOzS9OHfV6Z46SmO0TcSF7IpDsQZVuzj4tmZ467lLE00040\nbtDuSwTLfR0BMh0WZmQoiIlMFQU4ERERkVPUzlYfu9sD/PXSfC6bk82edn9KFSQB3qnzkOe2sqBg\n+GxYZa6TQDROmzf5bN7rh3uJG3BZ1ej73waVDhRHaRgolrKvw8/CApf2sIlMIQU4ERERkVPUqwd7\nyXZauGJuNosKXIRiBrXjLH8E6A9G+aDFy4WzMoc12QaoGihkcrh75HXihsGGw30sKXJTMs7ySYCZ\nA+c09ofpCURp8URYVDix5ZMiMjEKcCIiIiKnIMMw2NvuZ3lxGnaLmYUDM2n7OgLjjITf72klGocL\nZo3sp1aeZcdigpokAa6uN0SrN8KlFalVkUy3W8hxWmjqD7Ovww/AwgJ3SmNF5KNRgBMRERE5BbX7\nIvQEY0PBLc9tozDNxt72sQNchy/Ck5vrWVWSlrSfms1ipjzbQU1PaMSx6s7EtRcXph7CZmY5aOwL\ns7cjgN1ionKc/nIi8vEowImIiIicggZn2hYes4dtUYGLfR1+jFEKkAD8x/Z2DOBLq4tG3YuWKGQS\nHHGd6s4AWY5Ef7dUlWbaaegPsa3Jx7x8FzaL9r+JTCUFOBEREZFT0L6OAG6bmbKso20AFhS46A3G\nhqo+Hs8XjvFeo4dPLy2mKH30PWyVuQ76QjG6A9Fhn1d3BpmXP7EiJKWZdnzhOK3eMNcsyEl5nIh8\nNApwIiIiIqegfR0B5uW7sJiPhqmKgeWJdb0jlz8CbGnyEo3DpXPzx7x2Vc7IQiaeUIym/jALJtiE\ne26eCxNw21nFnF06cs+diEwuBTgRERGRU0xdb4j63hCLjmsBUJaVmFWr7wsnHbe5wUOuy8qi4rGD\n1OwcJyYYtg/uwMD+t3n5E9vDtqDAxX/dMJfL54zfdkBEPj4FOBEREZFTSCga58d/aiJroH3AsdLs\nFvJcVhqSzMAFo3G2Nfs4pyx9ROuA47lsZkoy7cMqUVZ3BTCbEjNqE+W2WSY8RkQ+GgU4ERERkSlS\n2xPkG68d4Ve7O/FHYimN+Z993dT3hfnquTPIdlpHHC/LdtDQPzLA7Wr1E44ZKS9jrMxxDA9wnUFm\nZTtw2fTjocipTP+FioiIiEyRp7a3c7g7yLM7Ovm/29rHPT9uGKw/3MuKGWmsLElPek55lp2GvjDx\n4ypI7mj1YbeYUm6kXZnrpMMfpT8UI24YHOwMMO8jzL6JyImlACciIiIyBfa0+/mw1c9NKwo4vzyD\nD5p9Y5b/B9jZ6qfdF2VdZdao55RlOQjHDNq9wytR7mz1s7DAhd2S2o93g/3aarqDNPaH8UXizJ/g\n/jcROfEU4ERERESmwG/2dJHjtPCpuTksLXLTFYjS7Ele/n/QhsO9pNvNnF2WfPYNoHygrUB939Fl\nlD2BKHV9IZYXp6X8fJUDTb5reoJDBUzmF2gGTuRUpwAnIiIiMsnCsTi72vxcMCsTh9XMsoFgtavN\nN+oYTyjG5gYvF1dkjTmLVjpQibLhmEqUO1sT111W7E75GTMdFgrcVmq6g1R3Bki3mynJGL13nIic\nGhTgRERERCbZ/o4A4ZgxNCNWkmEjz2VlZ6t/1DFvH+knEjfGXD4JkG63UJhmHdbDbUern3S7eWhZ\nZKoqc50c7Aqypz2x/2286pUicvIpwImIiIgkUd8X4omtbUTjY+9bS2ZHqx+zCRYXJZYkmkwmlha5\n2d3mH3Uf3IbDvVTlOoaWNo5lQYGbvR0BDMPAMAx2tvpYWuQe1vQ7FZW5Tlq9EZr6w5xbribcItOB\nApyIiIhIEr/f383vq3t4s7ZvwmN3tvqYl+ca1h9tXr6LvlCM7kB0xPk13UFqekKsrUytGfaiAhc9\ngSht3git3ggd/ujQMs2JWFORyafmZvOjK2apEbfINKEAJyIiInKcuGGwpdELwK92d01oFq4vGOVQ\nd5DlM4bvRyvJTOwva01SyGTnwN6481OcBVs4UGxkb0eAD1sSYydSwGRQUbqdW88qZn6+ipeITBcK\ncCIiIiLHOdgVpCcY46JZmbR6I/yprj+lcbG4wT9tasFsgvPLM4cdm5FuA6DFGx4x7nBXiHy3lWzX\nyMbdyZRnO0izm9nb7mdnm588t5WSDFtKY0VkelOAExERETnOew0ezCb48uoiclxWPmgZvXrksX61\np4sPW3x8eXUxs7Idw44VpNmwmKAlyQzcoe4Ac/JSL0BiNplYmO9ia7OPHS0+lhenYVIBEpHTggKc\niIiIyDHihsGmBg9LCt2kOyzMy0tUahxPpz/Cb/Z0cX55RtL9ZBazicJ0Gy2e4TNwvnCMZk+EqhSK\nlxzr3PIMvKEYVrOJi2dnjj9ARD4RUpunFxERETlNvNfgpcUT4bPLCgCYk+fkvUYv3nCMdLtl1HHP\n7egkbsDnzigY9ZwZ6XZaj1tCWdOTCIdzJhjg1lVls65KhUdETjeagRMREREZYBgGv97TRXG6baig\nyLy8RIGPY/uuHa83GOXN2j7+bF42RemjN8MuzrDR6okMayVwaGB2b6IzcCJyelKAExERERnwQYuP\nQ91B/nJR3lBPtcGZsYOdowe47c0+4gasqRi7CfeMDDu+SBxPKDb02eHuIAVuK1lOLYwSkfHp/xQi\nIiLyidLiCfPrPV009Ye5cFYmV87NTqnBdSxu8OT2dorTbVxaeXRPWbrDQkmGjQNdgVHHbmnykuuy\nUpHjGPUcSCyhBGjxRsgcCGyHu4NUTaCAiYic3jQDJyIiIp8Y4Vicu1+r4+0j/fjDcf59axuv16TW\niPu1Q7009IX525WF2CzDf0Sam+caWup4vEjM4MMWH6tmjl8JcsZAqf/BQiaDBUwmuv9NRE5fCnAi\nIiJyyjCi0WH7wyZqZ6sfTyjGPRfO5KdXzSbXZWV3mz+lsa8e6GV+vouzStNHHJud46ArEB229HHQ\nvg4//kicVSUjxx2vKN2G02oaakswuK9O+99EJFUKcCIiInJKMPxe4l+/ifi3/x5j658+0jXeb/Ti\ntJpZXuzGZDIxP9/F/s7Rlz4O6vBFqOsLcX55RtJZtFlZiaWR9X2hEcd2tPqxmGBZcdq497FZzKyr\nyuadI/10+iNDAU4zcCKSKgU4EREROTUc3g8BH/i8xJ/4J4yO1gkNjxsG7zd6WFmSNrQEcmGBizZv\nhJ5AdMyxW5u8AJxZkjyElQ805a7vHRng9ncGqMhx4rKl9mPVNQtyMICXq3s41B2kMM06tB9ORGQ8\nCnAiIiJySjAO7QOzGfM/fB8sZoz/fnZC4w92BekJxjj7mCWQCwoSLQDGm4Xb1uyjKN3GzMzkLQDy\n3VbcNvOIGbho3OBgZ2DoPqkoSrdzfnkGL1X3sLPVr+WTIjIhCnAiIiJySjAO74eySkxFJZjWfRrj\n/bcxGmtTHv9uvQeLCc48Zi9aZY4Dm9nE/o7RA1w4Fmdnq48zS0YvQmIymSjLcoyYgTvSEyIUM1iQ\nn3qAA/i7M4vIsFvoD8UU4ERkQhTgRERE5KQzolGorcY0ZyEApsv/AiwWjPfeTm28YbCxvp8VM9LI\ncFiGPrdZzFTlOscMcG/W9hOKGZxbljHmPWZl26nrCw8rsrK/M1EgZSIzcADZLiv3XDSTPJeVM2aM\nX/xERGSQApyIiIicfI21EA5D1UCAS8uABcswtm9KqSrlwa4g7b4o55ePDGFVeU6O9IaIJ7lOLG7w\n2yBDFMgAACAASURBVL1dVOU6WVrkHvMe5VkOPKEYvcGjlSirO4LkuawUpNnGfcbjzc938eRfzmGO\nesCJyAQowImIiMhJZxzYDYCpasHQZ6aV50F7CzQeGXf8xnoPVjOcnWQWbXa2g2A0TocvMuLY5gYP\nLZ4In1mcO24Pt8FCJnXHLKPc3/n/s3ffgVVm953/3+eqAaIKAepdAiF6Z3of2+OaOF6nOZvYWe+6\nZJ14vU6yu5ls9pfJxOPd7NoeexMn9joeO26xx55iGzNMYeggJFBBvdMRICSh+pzfH0ftcu/VfS4D\nQ/u8/kF6nud7nqM7zMB3zjnfb3/Mq28iIm+FEjgRERG5Zry9r+LtfiWmGDsygt3xEuQVY1JSJ66b\ntVvABLAHd00bv6/jEi/Xn2d9xmxmJ8aF3M8dS7xaw1SQfK21h0Wz4tmcNf32SYD8sXHGS/+f6x/m\ndN+IEjgReVupZq2IiIhcE7b7LPZbX4GRYbyERAIb7/UXt+81OHeawG9+POi6mTMPCkomVufCKT/e\ny9M7uyhMmcGnNqeFfSZnrIdb2/nBoERteKx4yYP584gLTL/6BjB3RjwZcxKoG6toOf5rrAVMRETe\nCq3AiYiIyDVhX/4BWAu5Rdhv/h9s99noMaMj2Jd/CDkFsGpDyH2Tng2nuiLGly2exQdKU/j/HsmJ\n2EttZkKAtNkJIStwNWcuMzBiWReh91s4443BrbUcO3OZxDhD/gKdYRORt48SOBEREXnL7Plz2De3\nY+59jMBH/xiGh7BHDkSNG9i5HU6fIPDuD4c/g5aWCZcuYvt6w8YnxQf4yNrFzIif/q80ufOTgs6u\nARzq6iU+YFiVFlsCd3FglFO9wxw7e5milBkkxEVfvRMRuVaUwImIiMhbZo8ehNERzIPvgrQsWLgY\nW3Vo+hhvlL4f/T/IyoPVm8I+Y5Zkui9Odr6l+eXOT+L4pSGGRr2Ja4eO97Fi8cyoyd9U4+fdqk73\n09Q9qPNvIvK2UwInIiIib11NBcxfCOnZGGMwK9fDsSPY4dDKjxOOHGC0q53AEx/CBCL8lSTNJXA2\nzDZKe2g33s5tvqaXNz8Jz0LHxSEALlweobNniNXp/lffwJ2nmxEf4AdV5xjxLEt1/k1E3mZK4ERE\nROQtsd4otrYSU7ZmYhukWbEeBgegsSZyXPkezOw5sHZr5MFT0yAuDk6GJnDeKz/Dvv4LX3Mc77U2\n3tD72FgBkuWLpu/9dqW4gGHlkpmc6Rvm7pw5rI0xARQReatUhVJERETemrYm6O+F0jWT15atgvh4\nbHU5pnR1SIj1RrFHDzFj3VaG40JL/48z8fGQmhayAmcHLkNzHeax9/ua4uLkBBbOjKf2TD9PLF1A\n7ZnLxAcMhSlJ/n7GKf7k7gyGRy3zIhRNERG5nvRfHhEREXlLbE0FAGb5ZAJnkmZAdgG2tTF8UHM9\n9PaQtPEeptlk6aRlhq7A1VfB6ChmatI4DWMMyxfPpOb0ZAVJV4Ak9s1IsxLiICHmMBGRa0JbKEVE\nROQtsUcPQm6R69s2hcnOh45mrLWhMUf2Q1wciWu3RB3fpGXC6eNYb3QyvrYSEhKhqNT3PEsXzeLc\n5RG6Lg3R2D2gAiQicktSAiciIiIAeG/8AltfHVOM7TnvtjKuCVNFMrsA+vug+0xoXFU5FC0nkDw7\n+kuWZMLICJw9PRlfWwlFpZiERN9zXb7YJWw/qelmxLNK4ETklqQETkRERPB2bcd++6t4P/5WTHH2\nyEGwFrN6c8g9k53vvmhvDo7p74POVszSlb7eYdKy3Bdj5+Bsz3noavO9fXJczrwkkhMCbG+6yIz4\nAKVK4ETkFqQzcCIiInc4e7IT+9xXITEJmuuwPRcwc+f7i63cDymLXC+3K2XlgwlgO5oxU7dKNh9z\nSZ/f7Y/jrQROdmFWboDGYwCYkjJ/8WPiAoZ/vymNM33D3JUzh/kqQiIityCtwImIiNzhbPVhGBkh\n8IefBWvdmTY/cZf7oeYwZvXGifYBU5mkJFiSgb1yBa6hFgIBKFjqb4Kz58Ks2ROFTGxTLcQnQE6h\nv/gp7suby6+XLSR9jv+tlyIiNxMlcCIiIne6tiaYtwBWb4YFqdiK/b7C7O4dMDSE2fpQxGdMTgF0\ntATHNdZATqGrVOmDMQbSMidaCdimY5BXhElQKUgRufMogRMREbkNhKv06Du2vcklVMZgVm+CmsPY\n4aHpYzwPu+NFKFiKyS+J/GB2PnSfwfb2uLiRYWipxxQtj2mOJi0LTna5ebU1YgqXxRQvInK7UAIn\nIiJyi7ODA3h/9R/xfvbd2GOHBuFEBybXbUc0qzfB0CAcOzJ9YHU5nD6Oeejd0z5mcgrcF+OrcK0N\nMDzk//zbuLRMuNgNx47CyEjs8SIitwklcCIiIrc4++pL0NmKfeF7ePvfiC24sxU8DzN+nmzpSkia\nGXUbpd3zKsyei1l/9/TjZ7sEzo4lcPZouTv/VroqpmmaJa6QibfjRXehQCtwInJnUgInIiJyC7MD\n/dhf/hiWr4GiUuxzX8OOjPiPb2tyX4wlcCYhAcrWYo/sx3pe+JjBQWzlfsy6uzDx01dyNHPmwfyF\n0OEKmdijB1z/tlk++r9NNVaJkqpDsGaz7yqZIiK3GyVwIiIitzD7yovQe4nA+3+XwKPvg8t90FLv\nf4C2RlflMSV14pJZvQkudEN7U/iYqoMwNIjZeI+/d2TnYztasOfPQUcLZsUG//MbtyjdrdzNSyHw\nkU/HHi8icptQAxQREZFblO3vw277CazehMkvxi5Od33XaiswxdGLhNhzZ7AH38SsCm4DYFZuwOLa\nC5i84pA478BOmDsffPZhMzkF2Opy7OE9Y+Ov9xUXNEZCAua3/wMmtwgzZ27M8SIitwutwImIiNyi\n7PafQX8fgff+JgAmeTbkFWFrKnzFe9/7B9dQ+9d/L+i6mTMXFqWFlP8HV32SmgrM6k2YQJyv95js\nAvA87PPfgYWLITPXV9yVAvc9PlFsRUTkTqUETkRE5AayIyN4r/8C23M+triBfuwrP4O1WyYLkACm\ndA201GP7+6aPb6yBin2Yd38Ys3Bx6ANZedjO1tDrZ0/B5X6YrnXAlcYrUcYFCPyHPwvb9FtERPxR\nAiciInKD2JERvK9/EfvcV/H+8X/F1MvNvrndrb6949eDrpvla8DzoL5q+vhXXoRZyZiHngh732Tl\nwenj2MHB4BtjxUgm2gP4kboE83ufJvD5v9UKmojIW6QETkRE5Aaxv/oplO+GlRugthL75q/8xY2O\nuu2TxcsxBUuDb+YVgzETZfvDxnefxZbvxtzzKCZpRthnTFYeWAvH24Nj25shLg4y/G+DNMYQuOdR\n14xbRETeEiVwIiIiN4htqIaMHAKf+q9QtBz74vf9rcJVl8O50wQefX/ILZOUBKlLQhKvoPe+/gt3\n9u2Bd0V+R1aee7YzOBG07c2Qnu3aDYiIyNtOCZyIiMiN0t6MyS3EBAKYzfdD9xk4fSJqmK08AEkz\nIVI1x4wcbFdb+NjhIezOX8KqjZhFaZFfkpoGiUlw5Tgdza4oiYiI3BBK4ERERG4Ae6EbLnZPNtBe\ntspdP3Zk+jhrsUcOQNlaTHz4VTCTke3Or40Mh8YfeBMuXSTw0LunfY8JBCAzN6iQib14Hi6enyxK\nIiIibzslcCIiIjfCRDGQsaIeSzJgQSrUVkaPu3AOs2pj5GcycmF0FE6FrubZHS9CejaUro46RZOV\nB12tkxfar6KAiYiIXFNK4ERERG4A29bkvsjJB1yhD7NsFbbuqOu1FinuyAEwBrNyXcRnTEaOe/bK\nAiQXzkFbI+buR/yV8k/Lgt5L2N4eF99SD8ZoBU5E5AZSAiciIvIWxFL6PyiuvQmWZGJmzJq8uGwV\n9PbA8fDn1wBsVTnkFmHmLog8eHoWmEBoIZOmOgBMSZmvOZq0TPfFyS737pZ6yMgJnrOIiLytlMCJ\niIhcJVtTgfef/wBbXx1bnDcKrY0hWxFNXpG73xmhAMnlfmipd73epmESEmFRWugKXFMtJCRCdr6/\niY4lcPZkp0tUW+sxecX+YkVE5LpQAiciInIV7IlOvP/7t3DhHN7Pvhtb7N7X4PxZWLs1+MaiNLdF\n8fTx8IH11eB5EwVPppWRE7KSZ5uOudW7CMVPQixcAnHxbgXuzEnovQQFJf5iRUTkulACJyIichW8\n578NgQDm4fdA3VFsc52vODs4iH3+O5Bfgtlwd9A9k5AIKYvCFh8BsMcq3QpaUWnU95iMHDh9Ajvs\nKlHa4SFoa8IULvM1TwATFweL07Gnutz2ScDkKYETEbmRlMCJiIjEyI6OQm0lZt1WzPt/G2bNxv7q\np/5i9+yA82cJfPDfhi8ksjgdG2EFztZWQlGpS/SiycgGz4NTne77tiYYHYkpgQPcNsqTXdBSD4mJ\nkJkbW7yIiFxT8dEeGBoa4sknn2RkZITR0VG2bNnChz70Iay1fO9732Pv3r0EAgEeffRR3vWud2Gt\n5Zvf/CaHDx8mKSmJT3ziExQUqFqViIjcRlrq4XI/pmwtZsYszNot2MN7sZ7n+qdNwx54wxUCKVkR\n9r5ZkoHd/wbW2qAEz148D11truG3DyYzBwvYrnZMVj627qi7UbjUV/zEOGmZ2CMHsYf3Qv5Styon\nIiI3TNQELiEhgSeffJIZM2YwMjLCX/zFX7BmzRq6uro4d+4cf/d3f0cgEODixYsAHD58mJMnT/Kl\nL32JhoYG/vEf/5Gnnnrquv8gIiIisbDeKDTWQnGZv5L6U2NrKtxZtfGzaMtWwq7t0Nky0Zg7bFz3\nWWiowbz3tyIPvjgD+vvcebM5cydjK/cDYFau9zfJJVkQCMDxjsn4aNUrI40zOgLdZwh89E9iixUR\nkWsu6hZKYwwzZswAYHR0lNHRUYwxbNu2jQ9+8IMExv5P47x58wA4ePAg9913H8YYSkpK6Ovr4/z5\n89fxRxAREYmdfe3neM/8ORzaFXtszWHIK8YkzwHALHWJnD12dPq4Q7vAWszGeyM+YxZnuC+u2EZp\nK/ZB6hLIzPM1R5OQAIszsMfbsRe6XfXKNZt9xQaNM1aJ0mx9yHf7ARERuX58nYHzPI/Pfe5zfOxj\nH2PlypUUFxdz6tQpdu/ezZ/+6Z/y1FNPceKEO3Dd3d1NamrqROzChQvp7u6+PrMXERG5CtbzsK+8\nCID30++61Ti/sX2XXDJUOlnK3yxYCEsysceOTB+773XIKcQsyYj80JJ09+ypyQTODlx2Z+7WbI5t\ntXCsEqU9csDN8yoSOPJLML/97zEf/ljssSIics1F3UIJEAgEeOaZZ+jr6+OLX/wi7e3tDA8Pk5CQ\nwNNPP82+ffv42te+xl/91V/5fvH27dvZvn07AE8//XRQ0ifXRnx8vD7Xa0yf6fWhz/Xau90/08GK\nffS/8APmfurPiVuwMPb4Q7u5cPo4SXc/zOCuV5hdXc7MB98ZNS4+Pp7ZDdX0eB4LHnychCmfcc/q\njQzs3MbCBfMxcaF/vI60NXGurZE5f/AfmTXNPxs7bx6nAwFm9V5g9thzA3te5eLIMPPvf4zEGP65\n9hYto+/wHuL2vopdksHC1etj3i4KwAc/EnuMT7f779UbRZ/r9aHP9drTZxo7XwncuOTkZMrKyqio\nqGDhwoVs3uz+T96mTZv46le/CkBKSgpnz56diDl37hwpKSkhYz3yyCM88sgjE99PjZFrIzU1VZ/r\nNabP9PrQ53rt3cyfqT3RgW2pJ3DXw1cX33Me73/9JVy6yNn//scEPvcUJmlGTGOM/vR7MC+F4d/+\nBNRX0/PGNvpWbowal5qaSs/rv4CFi7kwLxUz5TP2cgqxl/s5e+QwJkyjbO+lH0FcPH0rNtIf7Z/N\nwsX0NzcwMPact3cnzJzFxUWZQe+Mxi5IBWsZaTqG+fAfcu7cOd+xb5eb+ffqrUyf6/Whz/Xa02c6\nKSNjmt0ZU0TdQtnT00NfXx/gKlIeOXKEzMxMNm7cSFVVFQA1NTUTL9ywYQNvvOGqZ9XX1zNr1iwW\nLIjxwLSIiNyWrLV4//wV7Df/jyvocTVjfPcfXAXID/4+tDViX3khtvi+XqipwGy5H5OQgMkphK62\n6IGAd6nHbWXccE/ISpbJckmbDTOWHRlxzbtXb8JMKUwSickrxjbWYq118e1NbutlrBUg12zG/M4n\nCPz13xN48InYYkVE5KYUdQXu/PnzPPvss3ieh7WWrVu3sn79epYtW8aXvvQlXnrpJWbMmMHHP/5x\nANauXUt5eTl/9Ed/RGJiIp/4xCeu+w8hIiK3iIZqV/kRsBV7MQ+9O6ZwO3AZW7EP89ATBB7/AKOv\n/xw6WmIbo3K/64e2fqyJdmYulO/GDg5EXckb2LUdRkdDGnAD7uxaXDwcD5MM1lfBpYsEtj7ob5LL\nVsKBnXCqC5uaBp2tmIdiT8BMfALm/nfEHCciIjevqAlcbm4uX/jCF0KuJycn82d/9mch140xfOxj\nOugsIiKhvJd/CHPmucbX5XsgxgSOhhqXfK0YK6WfloU90RHTELZ8N6SkQl4xMNYvzVpXbj+/OHJc\nzwV6v/t1KFwGuUUh9018AqRlYrvaQ2Mba8AEYOlKX3M0JStdD7e6KszwMIwMT9ueQERE7hy+qlCK\niIi8Vba3B6oPY+5/p1vBqq/GXroY2xi1FRCfAEWlAJj0bDh13HcVSXu5H6rLMevuntwCOVaW34Zb\nOZsa+/1/xF7uJ/B7n45YCMRk5MDxcAlcLWTlYmbO8jVPlmTA/BSoO+q2TwImVwmciIgogRMRkbdL\nfTUAZvkazNqtYD3s0UMxDWFrj0BRKSYxyV1Iy3SrU2dP+xug5jCMjGDWbpm8tmgJJCZOew7ODg5g\nD77JrHf+mksaI8nIgbOnXNn/8djRUWiuwxQt9zdH3G4Ws3Sla0vQ1ghJM12DbxERueMpgRMRkbeF\nra9yiVJeMWTnua9jOL9mey5AZwtm2aqJaxPJ1IlOf2McPQizkt02yPExAnGQnhO2+MiElnrwPBJX\nb5p2fJOZOzafKds6O1tgcGBi1dC3lRvg0kXsG9sgJx8T0B/ZIiKiBE5ERN4mtq4KCktd5cfxpCnK\ntsWg+KpywK3gTUjPcvdORk/grOdhq8oxZetCqjmajBwIc3ZtIraxBowhYdmK6V+SmeOen5IM2oYa\n944YVuAAzKb7MB/4XfBGMQXLogeIiMgdIaY+cCIiIlfD9l2CrlbMe39z4prJzMVWl/sfo3w3zF8Y\nVEDEJM9xRVH8FDLpaIaL52G8AMpUmbmwZwe2twczO7TMv22ohYwcAslz4PJg5Hekjm3H7GydvNZY\nCwsXY1Jia1RrjMG86zew6+6Cq2hWLiIityetwImIiG/e3lfxfvqd2AMbqsFaTMmUKoyZOXDxPPZS\nT9RwO9DvCqCsvyt0K2F6tr8VuEO7wRjMinUh9ya2PoarIOmNQvMxTHH0FTQTiIPsAmxrg4u1FttY\niymMcfvk1DHTMmNuVC4iIrcvJXAiIuKL9UaxP/429qUfYM+diS22rgoSEiG/ZOKaGav+GLZv2pXx\nRw/ByDBm3daQeyY9C050TDS9DhvfdAy77Sewdgtm7vzQB8YSONvVGnqvsw0GLoPPJMzkL4X2ZuzI\nCJw9BRe7ofjqEzgREZGplMCJiIg/dVVw/ixYi92zI6ZQW18FBUsxCQmTF8fPi3X6SOD273RbJcMV\nAsnMhf4+OH8ufOzoKN4/PAMLUgl85NPhXzA/BWbNDr8C1zh2hs3HChwABSUwPARdra59AGBiLWAi\nIiISgRI4ERHxxe7ZATNdBUe7+xWs5/mL6+uFjhbMlU2s56VA8pyoK3D2eDtU7sPc+5jboniFye2P\nEcZproPuMwQ++G8xybPDPmKMgcwIRVUaa2FBKqQsmnaeE2ONrTLa5noXOzPZtRcQERG5BpTAiYhI\nVPZyP7Z8D2bD3ZgH3glnTkLTMX/BjTXu/NvS4AqOLmnKnb58P2B//iNISMQ88r7wD4w34g63/RFc\noZRAAErXhL0/MZ/MXOhqD9qKaa3FNtRgikojNu8OsXAxzJ0PzXVu9a5wWdjEU0RE5GoogRMRkajs\n7h0wOOBWwVZtBGOwtZX+YuuOQnxC0Pm3cSYzB7raIp5fs91nsPvewNz/Dsyc0OqQgFtVm78w4gqc\nrSp32zdnJU8/0cxcuNzntomO6z4DF87F1MPNGAP5Ja5q5vF2/1svRUREfFACJyJyB7CDA3g/+Ce8\nX/4k9ljPw+540SVB+SWYWbNdpcX6Kn/xtUfGzr8lht7MzHMFQrrDF0Wx+94A62EefGL6l2TlYaeW\n7h+Pv9QD7U2YstDKk1cyGaFbMa/2DJtZvQniEzCPvg/z8HtiihUREZmO+sCJiNzm7OV+vKc+Cye7\n3MpZ4dLYmkpXHYLTxzHv/ezEJVOyAvv6z7HDQ+ETs/F3n+yEzhbMv/lo2PsmMxcLrtLjwsWh8fte\nc8nforRpp2gyc7G1ldiREUz85B9ttuaw277pI4GbqETZ2YpZucFda6yBGTMntmn6Fbj3Mbj3sZhi\nRERE/NAKnIjI7a7uKJzswvzepyFlEd63voIdGfYVaq3Fe/H7sCAVs/7uietm6QpXabGlfvr4A2+6\n3mvr7wn/wFhxj3Dn12xnK3S1YTbfH32iWbkwOgKnjgdfry6H2XMgtyDqECZ5tksiO1om51BfDQXL\nMHE6wyYiIjcHJXAiIrc529YIgQBm430EPvQHcLITfJ5f48gBaKnHvPvfBK1sUVzmVvPqIm+jtNZi\n978BxWWYBQvDPmNmJbvqjuHK9x940817Q4Tkb+o4YQqZWM/DVh/GLF/rv4hIdgG2vdnFX+h2Z9hK\nV/mLFREReRsogRMRuc3Z1kbIyMEkJcHKDZCYhD16MHqctXg/+y4sTsfc9XDQPZM8GzLzJnqkhdVU\nCyc7MRvvnf5FmbnhV+COHICi5eEbb18pLctVmpxayKSzFXouQNna6PFjTG4BnOrCDvRjjx1x16JU\nrxQREXk7KYETEbmNWWuhtQGTWwTgzquVrsYeORix8uOErjZob8Y88r7g1bcxJrcgaLth0HsHB/C+\n+SVIScVsum/a15jMXDjZhR0ZmYy/cM6dnVuxPspPODZGQgIsyQxqSWCrD7t7y2NI4LIL3RcdrW6V\nMnkOZOf7jhcREbnelMCJiNzkrOcx+rW/wfvxt2IP7j4DvT2QVzRxyazcAOdOu62U0733wE4wAcz6\nu8I/kJUPly5iL54PjX3x+3D6OIHf/4y/8v1XnF+zVeVjc/VRfGSMycpzq27jY1SXQ1Y+Zn6K7zHG\nz8rZ9ibssUpYthIT0B+VIiJy89CfSiIiNzm773Uo34P9+b/ivfpybMGtjQCY3OKJS+OrWvZI5G2U\n1lqXwC1bGXELoxlfmQqzCmfLd8PKDZhl0c+Pmayx6o9Tz69VHXK93WKp/piZC+dOu6bjZ05CfRVm\nzWb/8QDzUmDOPOxrP4fus5hlq2OLFxERuc6UwImI3MTs4CD2x/8MuUWwcgP2+1/H9vb4j2+ug7h4\nyMqbuGYWLoJFadNXkGxvgjMnpz+/luUSOHtFAme7z8DpE5jlPpOfJePn11whE+uNQk0lZsU61xTb\nJzP+M3a1Yd/4pat+GWMpf2MM5Ba61cni5ZgtPipgioiIvI3UB05E5CZmD++BC+cI/MFnICEB7+hB\nqK+CdRG2NU6N7bmA3flLKFvrzohNlZHjerRFii3f4ypArt0S8RmTPNtVkOy8IoE7dtTd97H6BlPP\nr7W6C13tcLkPlq7wFT9hvI9bWyP2zW2wZjMmJTW2MYDAYx/A5pVg3vUboZ+biIjIDaYVOBGRm9mx\nSpg12yUzecWuguQ0pfunss8/B0ODBD74+yH3TFqWq7Y4Oho+tmKfK/8/e+70L8nOD1mB49gR13st\nI9fXPGFs9WysAIltrHXXCkt9xwOuh9uMmdifPAe9lwg8+ERs8eNzKV1N4H2/peRNRERuSkrgRERu\nUtZabO2RsUIacZj4BCgqxdYdjRrX+8NvYnduwzz0bkx6VuhD6VkwMgJnT4XGnzru+p/5OD9msvJc\nIjg8NDnnuiOwNMbiHxk5cPYUduAyNNa6s2ipS/zHM7b9MSsfhgYxH/5D3yuAIiIitxIlcCIiN6uz\np6D7TFAiYkpWuDNelyKfg7O7ttP33a9jtjyA+bWPhH3GpI0ldWG2UdqKfe4ZPwlcdj54Hhwfa8R9\n7rQr/rF0ZdTYoHHGCplwvB3bVAtFy2I6/zYu8JFPEfjzZwg8/J6YY0VERG4FSuBERG5SE42kpyZw\n44lRfeRtlLbyAHFLMjB/8Mdu1S6csVU5e6IjTPw+V37fzwrYFYVMbHOdm2fBsuixU41tt7Q1h+Hc\naUxRjNsnx5j0LExecdTnREREblVK4EREblK2cj/MWwBpU7ZA5hVBfAK2+Vj4GM+D+ioSolRwNLNm\nu7FPBK/A2f4+aDqGWbXB3yQXpUHSjMn+ay31kJA4UVDEt9QlkDQD+6ufufkVLo8tXkRE5A6hBE5E\n5DqzjTXTbnkMx9v3OlTux9z3jqBEzMQnuAqSUxpWB+lqg/5eElesjf6StKzQSpTHKsHzMGX+Gmib\nQAAycydX4FrqIbcQEx9bkWMTCGA23w8LFmLuewfkFMQULyIicqdQGwERkevIdp/Be+bPYdlqAp/5\nS1/numxvD/a5r0LhMswTHwq5b7LyXKPrcLFjWysTy9bSF+U9Jj0Lu+8NrLUT87LVh2HGTChYGnWe\nk/PJxx7YiR0ZhrYmzIPv8h07VeB3P3lVcSIiIncSrcCJiFxHduc2V+Sj5jCU7/EXU30YBi4T+NBH\nMXFxoQ9k50HPBWzP+dDYuqOQuoS4RWnRX5SR4/qtnT/rYq3FVpVD6erYVtCy89w4Rw7AyDDk+0/+\nREREJDZK4ERErhM7MuISuLK1kJWP96NvYq2NHlhTAclz3Hm3MMxY4RCu2EZpvVGoq8L4bIBtQg16\nngAAIABJREFUssfGGe/jdrLTVb1c4W/75JXz8bY9774vKIkpXkRERPxTAicicr0cOQAXzxN46N2Y\n+x4bawtwdtoQay225jCmdDUmEGb1DSArzz175Tm45nro74Wy9f7ml5UHxmA7mt141eUAvs+/TY4z\nVrCk6ZhLVlMWxRYvIiIivukMnIjIdWKPVboKjWXrMG2NWIC2Rlg4TYJzvAMudMPyNREfMbPnwvyF\n0NEa/L6jhyAQwEwTGzTOjFmwKB3bPpbAVZVDWhZm4WJf8VPHMb/2e5A8G3PPo1fVv01ERET80Qqc\niMh1YpvqIL/EnWPLyoO4OGxb4/QxNYcBMMujVJHMysN2tgTHVh10hU+SZ/ueo8kpgI4W7NAg1FfH\nvH1yXOCdv07gvsddVUoRERG5bvQnrYhIBHZwAO//fQnb1nRVsXS2TDS0NolJkJ6DbY2SwNUdhcXp\nmOlW6RhLvE50YIeHXNyFbmhvxqzwuX1yXHY+nD2FrTwAw0OYMh/tB0REROSGUQInIhKB3f4z7K7t\neM991V/xkalaG1w/tcLJiowmrwjaGyOOZT0PGmowJdGLkJi8YhgdhfYrzq+t9NmAe3ycsX5r9if/\n7Bpw+3i3iIiI3DhK4EREwrC9Pdhf/hjmpbhkrHx3bPFNx9wXU/up5RZB7yU4dzp80PF2V4SkuCz6\nC/KK3XvGVvTs0YMwP2WiwIlvOQVgAtBzAfMbv+9WCkVEROSmpQRORCQM+/ovXC+2zzwJ6dl4L/8w\ntvjmOkjLdAVHxpjxtgCtDeFjGmrcc8XLo45vFiycSC7tyAjUVGBWrI+5gIiZu4DA558m8NTfE3jw\niZhiRURE5O2nBE5EJAzbWAMZOZisfMyGe1yhj/4+f7EDl+HYEUzJyuAbWXmQmIStrw4f2FANC1Ih\ndYm/SeYVYVvrofkYXO7HrIzx/NsYU7gMM3fBVcWKiIjI20sJnIjcluzAZbyXfoDt7Yk91lpobcCM\nbVM0hctg7Jqv+EO7YXAAs/WBoOsmPgGKSrH1VWHfaRuqMcVlvlfRTH4JnOzCvrkd4uKg1F/7ABER\nEbl1KYETkduS/el3sM8/h/3pd2IPPnvKnVXLL3Hf54+dN2uu8/fu3dthcQYUlobcM0tXQlcb9tLF\n4Budra7/27KVITGRjCeYds8OWLkRM3OW71gRERG5NSmBE5Hbjm1vxr7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/wZyzJ5hRGPkc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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d6d280b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import datetime\n",
"\n",
"df = df_raw.copy()\n",
"df['Date'] = pd.to_datetime(df.Year.map(str) + '-' + df.Month.map(str))\n",
"df = df.set_index(['Date'])\n",
"\n",
"# To remove missing values. This is good enough for our purposes.\n",
"nan_cutoff = datetime.datetime(1969, 1, 1)\n",
"df = df[df.index >= nan_cutoff]\n",
"\n",
"CO2 = 'Carbon Dioxide (ppm)'\n",
"\n",
"train_test_cutoff = datetime.datetime(2000, 1, 1)\n",
"df_train = df[df.index < train_test_cutoff][[CO2]]\n",
"df_test = df[df.index >= train_test_cutoff][[CO2]]\n",
"df_train.columns = ['CO2 (train)']\n",
"df_test.columns = ['CO2 (test ground truth)']\n",
"\n",
"_, ax = plt.subplots(figsize=(15, 7))\n",
"df_train.plot(ax=ax);\n",
"df_test.plot(ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def gen_x(df):\n",
" x = 12 * (df[\"Year\"].values - 1958) + df[\"Month\"].values\n",
" return x.reshape(-1, 1)\n",
"\n",
"def gen_y(df):\n",
" return df[CO2].values\n",
"\n",
"x_train = gen_x(df[df.index < train_test_cutoff])\n",
"y_train = gen_y(df[df.index < train_test_cutoff])\n",
"x_test = gen_x(df[df.index >= train_test_cutoff])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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S5A0Ei42cMDElCr8Bh6rb74PbV+GmvtnP5ZkxYd1jxPFqkflVHnYcn9WbnBpe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W/JMm+B9A+6aGyz60TEogFys1GjJqH69LM7VgghhBBCXJ6kgBPdiq46CQU7UDNvMlfcBg0zD6ve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\nAACf+AfXBJ0kIA5M5wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d58c7b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import sklearn.linear_model\n",
"\n",
"clf = sklearn.linear_model.LinearRegression()\n",
"clf.fit(x_train, y_train)\n",
"\n",
"def plot_carbon_regressor(clf, augment=lambda x: x):\n",
" y1 = clf.predict(augment(x_train))\n",
" y2 = clf.predict(augment(x_test))\n",
"\n",
" _, ax = plt.subplots(figsize=(15, 7))\n",
" ax.plot(df_train.index, y1, '-k');\n",
" ax.plot(df_test.index, y2, '-k');\n",
" df_train.plot(ax=ax);\n",
" df_test.plot(ax=ax);\n",
"\n",
"plot_carbon_regressor(clf)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We know the data has a 12 month periodicity, so adding a sine and cosine component as predictors should improve things."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YSFlZGUVFReh0OhYuXMiSJUs4fvw4AL6+vg7xdkOGDCEnJ6d1Rcp+XsyVq666ik2bNgFw\n9uxZ8vPziYmJITIykpMnT2K1WsnPz+fIkSOdzt/EiRP57LPPgJaqnK60/87thYaGUlZWRkVFBY2N\njWzfvt3j2LYyMzMZNmyYR58VQgghhBC91+6cWoxN1tZzbPvyPPu9eKTIyLAQHXpv133cogJbFgqy\nK79fyMgob1lcuFDVJ+16xQrcxaBQKHjrrbdYsWIF//jHP9BoNERERLBy5Up0Oh3vvPMOy5cv509/\n+hNWq5WFCxdyzz33APDyyy9TWVnZunXSy8uLLVu2OL1j9uzZ7Nmzh8GDBxMUFMTEiROZNWsWM2fO\nZPny5Zw5c6b13JZer+fVV18lOzubZ599FoVCgbe3N6tWrQLgzjvv5M4776Rv374ORUx0Oh3PP/88\nd955J3q93uHMWHu//OUv+eMf/8js2bNRqVS8/PLLaDQaJk6cyMCBA5kxYwaxsbFuzwa29cwzz/DQ\nQw/xj3/8w20Rk/bfefbs2Q73vb29+d3vfsf1119PeHg4MTExrfd+9rOf8eSTTzoUMXEnJSWFP/7x\nj52OWQghhBBC9G5nyk0EalVMifQjwl/Nntxarhsa2GFMTaOFzIoGFo8JcfuZQX3OJ3BVjVw5oOUI\nVGZFA2qVgv5+ardxPUFh60rljx5UUFDwo+K7ewvlhVBcXMxvf/tb1q9f36Pvqa+vx8fHB5vNxlNP\nPcXgwYO5//77PYrtjfPaVmlpKQ899BAfffTRxR5Kq5CQEMrKyi72MH5yZF67n8xpz5B57X4ypz1D\n5rVnyLx2v7Zz+tAXmfT3V/On6RGsPVLKJ2nlvL8wFj+N65U1gF05NazeVcCLCYMYHuq+FcB9mzIY\nEabn0fj+ADy1LYcmi43V86K65Xv079/fo8/JFsqLqG/fvtxxxx3U1tb26HvWrVvH3LlzmTlzJrW1\ntS7P1f1U5efn8/TTT1/sYQghhBBCiB5Wb7aQV2MmNqil9sGkSF+sNkjNd7+N0maz8fl3FQTrvIgN\n7rhmQlSghpzzWyhtNhtZlY1EB134OguyhfIiuxCl7e+//36PV9x+asaNG3exhyCEEEIIIS6AsxUt\nZ9JiQ1pW0WKCtITovdiTW8us6ACXMfvz6kgva+Chq8NRKTsuRBLVR8uhgnKMTRZqGiwYm6xEB174\nBE5W4IQQQgghhBCXhNpGCyuSzrEnt+s71E6fLyoSc35VTKFQMCnSjyOF9ZiarC5j/nOsjAH+ama7\nSfDaurK/DxYbpObVkXV+JW7w+eImF5IkcEIIIYQQQoiLzmaz8fq+Io4UGXklpZDiOnOX4jPKTfTz\n83Y47zY50g+zxcbhQudtlOXGJrKrGkmM6dPp6hvAsFAdQTovUnJryaxsQKn4vrjJhSQJnBBCCCGE\nEOKi25Nby57cWm4YFohCAa/tLfI41mK1caLExLAQxyIkw0N1qBSQWdHoFHOyxATAFWHuC5e0pVQo\nmDzQj0MF9Xx1upLhITo0Xhc+nfrJJHB9+rjumi5+HJlXIYQQQghxIRwsqMdfo+JXV4Zx3dBATpQY\naWx2vfWxve/KTNQ2WrjqfIl/Oy+lgnA/NXk1zqt5aSVGtF7KLp1jiz+/ogfw28n9PI7rTh4XMbFa\nrTz55JMEBQXx5JNPUlJSwt///ndqa2uJjo7m4YcfxsvLi6amJl577TUyMzPx8/Nj2bJlhIWF9eR3\nEEIIIYQQQvRy6WUmhoVoUSoURAdqsNogr8bMEA8qPe7Pq8NLqWB8f+em2hH+avJrnFfg0kpNDA/R\nerR90m54qI6bRwRxdYQv4Re4/5udxytwX331FQMGDGj98wcffMD8+fN59dVX8fHxYceOHQDs2LED\nHx8fXn31VebPn8+6deu6f9RCCCGEEEKIn4w6s4XcajNDz2+BtJ8ty6lyTrzas9ls7MurZXRfPXpv\n535vA/zVFNQ2YbF+3/66rtHCuapGrgjTd2mcKqWCe+LCuhzXnTxK4MrLyzl06BCzZ88GWibp5MmT\nTJo0CYAZM2aQmpoKwIEDB5gxYwYAkyZN4sSJE1wivcKFEEIIIYQQPahtktQVGecrSNrPsPXzU+Ot\nVHiUwH15spjC2iYmRfq6vD/AX02z1UZJfVPrte/KTNjw/PzbpcSjBG7NmjX8/Oc/R6FoWV6sra1F\nr9ejUrVkuEFBQVRUVABQUVFBcHAwACqVCr1e3+ONqoUQQgghhBAXV5mxids/Ok1qnvvG2e6kl5lQ\nQGszbZVSQWSAmuxOErgjhfWs3pHB+H4+zBniunZDhH/Lal5e9ffn4E6Xm1AqIDa49yVwnZ6BO3jw\nIAEBAURHR3Py5Mlue/H27dvZvn07AC+88AIhISE/6nleXl4/+hnCmcxr95M57Rkyr91P5rRnyLx2\nP5nTniHz2jN+yvO6P62YRouNpJx6rh0X1aXYrJpiooL1DOzXt/Xa0PAKUs9VdThfH+8oINxfy4s3\nj8ZH7Tq1GePbBORQafl+7nNqiokK0hMR3vtqdXSawKWnp3PgwAEOHz6M2WzGZDKxZs0ajEYjFosF\nlUpFRUUFQUFBQMtqXHl5OcHBwVgsFoxGI35+fk7PnTNnDnPmzGn9c1lZ2Y/6IiEhIT/6GcKZzGv3\nkzntGTKv3U/mtGfIvHY/mdOeIfPaM37K87ovs6TlnzmVnMktIlDnWb1Ei9XG8YJqJkX6OcxNuNZG\neb2ZzPxi/DXOZ9vyqhs5VljDg1OjMNVUYergHQFaFemFlZSVabHZbKQV1TBxgO8l9XfRv39/jz7X\n6RbKO+64gzfeeIPXX3+dZcuWMWrUKB555BFGjhzJ3r17Afj222+ZMGECAFdeeSXffvstAHv37mXk\nyJGtWy+FEEIIIYQQP00nS4xEBqix2sCQXeNxXGZlA3VmK2PDHStI2guZZFc2uIxLyqxGqYB5wztf\nRWupRNmyhbKkvomaRkvrds3e5gf3gbvzzjv58ssvefjhh6mrq2PWrFkAzJo1i7q6Oh5++GG+/PJL\n7rzzzm4brBBCCCGEEOLSU2FqprC2iblD+hATpCU5x/ME7mihEYAx4Y6VHe3tAzIqnBM4i9XGN5nV\nTBjgS7BP5+X8owK1ZFY00GSxthZMiemlCZzHfeAARo4cyciRIwHo27cvq1atcvqMWq3m97//ffeM\nTgghhBBCCHHJSytpScKuCNNharKy/ngZtY0W/FxsfWzvaFE9gwM19NE6piYBWi/Cfb1JL3PeHJlV\n2Uhlg4X4gc5HtVwZG65nc3ol35WZOFPegJdSQVSf3pnA/eAVOCGEEEIIIYQAOFxYj9ZLSXSgljHh\nemzAiWJjp3F1jRbSSk1O2yfthoXoSC81ObUlO15cD8Dovp71YxvdV49SAUcKjZwoMTI4UIO3qnce\n85IETgghhBBCCPGDNTZb2Z1Ty5SBfqiUCmKDdWi9FBwtqu8wbkdmNfd+epZmq42rI1z3cBsWoqOy\nwUJpfbPD9ePFRgb4qwnWe3s0Rr23imEhOraeqeRMeQPTo/w9+3KXIEnghBBCCCGEED/YntxaTM1W\nZkW3JEXeKgUjw/Qc62AFzmK1sfZIKQP81bw0bxBXhLleSRse2tKn7bs22ygtVhtpJSaPV9/sxoX7\nUGu2EqTzIjHWdc+43kASOCGEEEIIIcQP9k1mNWE+3oxsk4SNCdeTX2OmzNjkMuZ4sZEKUzO3jgzq\nsJl2VB8NapWC020SuIyKBkzN1i4ncFcOaNmmuWhUMGpV702Deu/IhRBCCCGEEBfVjsxqjhQZmTMk\nAGWb1mH2ZM5VARJoSfp81EomDnC9ddKuZUum1mEF7vj5lb1RXUzgYoN1vHJdFNf24tU3kAROCCGE\nEEKIy97hwnoe+iKTc1WNHsecrWjgtb2FjA3Xc8sVwQ73ovpo8FLSWrK/rYZmK3tya5k60B9vD1bC\nhoXoyKpswGyxAnC8qJ6BAWqnqpWeiArU9voe1ZLACSGEEEIIcRk7W9HAC4Y88mrMfPZdhcdxSZnV\nqJQKnpg2wKmio7dKSVQfrcsebmklRhotNiZ72AJgeIiOZmvLOJssNk6Vmhjtpmrl5UASOCGEEEII\nIS5j64+XofVScnWEL4bsGurMlk5jrDYbe8/VMr6fD75q173eYoK1nC1vwNquBcDJEhNKRUti5olh\n5z+XXmbiTLmJRouty+fffkokgRNCCCGEEOIyllHewLh+Ptw2OgSzxcY3mdWdxpwpb6Dc1MzkSPer\naDFBWuqbrBTVOhYySSsxMiRIi87bs1Skj86Lvr7efFfawPFiIwpglJuqlZcDSeCEEEIIIYS4TFWa\nmqkwNTMkSNv6v53ZNZ3G7TlXi5cSJrrp3wYtK3CAwzZKs8XK6fIGh4qVnhgWouO7MhOp+XVEBWrw\n07he9btU5OfnExcXx7Rp03jzzTe79dmSwAkhhBBCCHGZyjyfXA0JbEm2JkX4klHeQFVDs9sYm83G\nntxaxvR1v30SYGBASwuAjPLvK0ieKWug2WrjijDPtk/aDQ/RUWlq5kx5A7OjA7oUezGsXLmS6upq\nAgICeOaZZ8jIyOi2Z0sCJ4QQQgghxGXqbGVLAjc4SAPAlQN8sQGHC+rdxmRVNlJU19RpERKVUsHg\nQC1n2lSiPFHS0gLgitCurcBNivRlcqQvK2dFcsPwoC7FXmi7du1i8+bNLF26lDVr1qDVavnrX//a\nbc+XBE4IIYQQQojL1NmKBvr7eaP3bllJGxyoIVCr4mBBnduYPbm1KBVwdQfbJ+1igrVkVjZgsbYU\nMjlaVE/0D9gCGaz35slrIhjX79KvPrl27VpCQ0P5zW9+Q0hICPfddx+ff/45Z86c6ZbnSwInhBBC\nCCHEZSqzooHoIG3rn5UKBXH9fTlUWN+adLW3J7eWK8L0BHjQhy02SEtDs438WjPGJgvpZaZekYT9\nUBaLhV27djFjxgy02pZ5/dWvfoVCoeDLL7/slndIAieEEEIIIUQvVlBj5q0DxTQ0W7sUV2lqpqS+\nufX8m924fj7Um63kuGjqnVfTSG61mSkdVJ9sq7WQSXkDJ4tNNFth/CWewJWWlvKrX/2KJ598kuPH\nj3cp9uTJk1RVVXHNNde0XgsNDSUuLo6tW7d2y/gkgRNCCCGEEKIXW3u0lC/SK1lzqKRLcck5LdUm\nJwxw3AoZez7pant2ze5gfsvZuKs82D4J0N9PjdZLSUa5icNF9ahVCkaEdq2AyYX27LPPkpSUxCef\nfMLdd99NQ4PzPLhjMBgAmDZtmsP1xMREjh8/TkFBwY8enyRwQgghhBBC9FIldU3sza0lUOfFljNV\nHCl0X3ykLZvNRtLZamKDtQzso3G4F+7rja9aSUaFySnuUEEdkQFqQn28PXqPSqlgSJCGU6UmDubX\nMSpMj7fq0k1BUlNT2bhxI0uWLOHdd9+lqKiIDz74wON4g8HAiBEjCA0NdbiekJAAwNdff/2jx3jp\nzp4QQgghhBCiQ1+drgTg+TkDCfPx4uO0co/izlY0kl3V6LIkv0KhICZI67QC19Bs5USJibguboGM\nDdaRWdlIcV0Tc4Zc2i0AXn/9dcLCwnjkkUeIj48nPj6eV199FZPJOZltz2QykZqa6rT6BhATE8Pg\nwYMlgRNCCCGEEKI3M2TX8OTXOTRZXBcM6YipycrXZ6uYHOlHf381M6MDOF5kpNzY1GFcal4dK7/J\nRe+tZNogf5efiQnWca6qkcY25+pOFBtpttqI6+/Z9km7SRG+9PdT8//NiCDezfsuBWazmd27d3Pt\ntdfi49OSpC5dupSysjK+/fbbTuP37duH2Wx2OP9mp1AoSEhIICUlhdra2h81TknghBBCCCGEuAia\nrTbWHinhVKmJPbld/1H/TVY19WYrNwwPBGBGVAA2YGd2jduYxmYrq3flE6z34i+Jg/B1U84/JliL\nxQbZbQqZHCqsR6NSdLkJ94gwPf+8MdrprF1PqKio4LXXXmPz5s00NjoXYenIwYMHMRqNDgnY5MmT\n6dOnj0cFSJKTk1Gr1UyaNMnl/cTERJqamvjmm2+6NK72JIETQgghhBDiItiVU0NJfTMalYIt57dC\nespqs/FleiWxwVqGh7QkVP391QwN1rIzy30Cd6iwnkaLjV/FhREZoHH7udg21SPt0ktNDAvRob6E\nz7CtWLGSVGB9AAAgAElEQVSCVatWcf/99/PYY491KdZgMKBSqZgyZUrrNW9vb2bNmsX27dtpbm7u\nNH7ChAnodK4T3AkTJhAYGPijt1FeurMvhBBCCCHET9inpyoYGKBm8ZgQ0kpNZFd2odphdg35NWau\nHxaIQqFovX51hB/ZVY0Ymywu4/aeq8VPrWRkmL7D5wfrvAjWeXGixAhAk8VKdlVDa1uAS1Fqaiqf\nfPIJv/nNb7jvvvvYtGkTp06d8jjeYDAwfvx4/P0dt3kmJCRQWVnJwYMH3caWlpaSlpbmcvuknUql\nYs6cOezYsYOmJsdtrkVFRR6PUxI4IYQQQgghLrDCWjNZlY3MjenD3CF9UCpg9znPtlFWmJp580Ax\nw0J0TmfYBvZRA3CuyuwU12SxkZpfx1URfqiUCqf7bSkUCsb39+Ho+YbeWZWNNFthaPCl2wLghRde\noF+/fvz+979n2bJl+Pr6snr1ao9iKysrOXr0KNOnT3e6N3PmTNRqdYfbKHft2gXQYQIHcN1111Fd\nXe20jXLFihUejRMkgRNCCCGEEOKCO5BfB8DEAb74aVREBmgctiu6Y7PZ+Me+IswWG7+d3M8pERt0\nviXAuWrn81/Hi+upb7Iy2cMm3BP6+1LfZOW7MlNrRcpLdQWuqqqK/fv3s3jxYvR6PYGBgdx7771s\n3brVo95ru3btwmazuUzAfH19mTJlClu3bsVmc11sxmAw0KdPH0aNGtXhe2bOnEloaCgffvhh67WK\nioouNfmWBE4IIYQQQogL7EB+HRH+avr5tayYxQZrOVPR4DZBsPsmq4bU/DruGhfKAH+10/1QH280\nKgXnqpwTuKNFRryUCsaEd7x90m5sPz0qBRzMr+N0uYlArYoQvZdHsT9EQ0MDqampVFRUdDk2JSUF\nq9XqkIDddNNNAGzfvr3TeIPBgL+/P+PGjXN5PyEhgezsbDIyMpzu2Ww2kpOTiY+PR6VyXRTGztvb\nm0WLFpGUlERJSUvj9U2bNjltqeyIJHBCCCGEEEJcQMYmCydKjA5VGWOCtNQ2Wiipd/9D3myx8tbB\nYq4I1XH9sECXn1EqFEQGaMhxuQJnZFiIFo2XZymA3lvFiDA9+/Lq+K7UREywzuG8XXdbsWIFN998\nM2PGjGHDhg1dijUYDPj4+DB+/PjWa7GxsURFRXVaNMRms2EwGIiPj8fLy3WCam/E7Wql7OzZsxQW\nFna6fdLutttuw2Kx8Pbbb2Oz2Vi/fj1jxozxKBYkgRNCCCGEEOKCOlxQT7MVJgz4viF27PmzZR1t\no0wrMVFvtrJwZDDKDhKpgX005LZbgaszW8iqbGB0X89W3+xmRweQV2OmqK6JoT24ffLYsWOsW7eO\nW265hXHjxrFq1SqMRqPH8cnJyUyePBlvb+/Wa/bea7t376aurs5tbGZmJnl5eS4bcNv169ePsWPH\nukzgDAYD0Pn5N7uYmBhuueUWXnvtNW666SbS0tK46667PIoFSeCEEEIIIYS4oJIyqwnWeXFF6PfJ\n1KA+GryUitazZq4cKazHSwmjOknCBgaoqWywUNP4fSXKtBIjVlvnse3Nig7g9esH89DV4Vw71PWq\nX3dYuXIlwcHBPPfcczz99NOUlpayZs0aj2Kzs7PJzs52mUAlJiZiNps7bMSdnJwM4LKASftnHTp0\niNzcXIfrO3fuJCoqioEDB3o0XoDVq1czefJkjhw5wsqVK7n99ts9jpUETgghhBBCiAukuLaRQwX1\nzB4S4FCAxFulYHCghjMVHSRwRfUMD9Wj7WQLpL2QSdtVuOPFRryVCoaFdL2KZESAhoSYPvi5afr9\nY5WUlLB3717uvfde/P39ueqqq5gxYwb/+te/sFhct0NoKykpCXC9AjZhwoROG3Hv3LmTQYMGERUV\n1eF7Fi5ciEKh4KOPPmq9Vl5ezs6dO1u3WHpKq9Wybt06UlJSuO+++7q0NVUSOCGEEEIIIX6AdUdL\neWJrttuea658lVaMDZgzJMDpXmywloxyExarcyGTKlMzWZWNjA/3cbrXnj2By2iTDB4tMjI8tGeb\ncHuSbLliXwGbMWNG67Wf/exnlJWVddh7zS4pKYnw8HBiYmKc7nl5ebntvQbQ1NRESkpKh9sn7SIi\nIpg2bRobNmzAarUC8Mknn9DU1MRtt93WaXx7Go2GiIiILsdJAieEEEIIIUQXnSg28tGJctLLGvjn\nvuJOq0faJWeWc0Wojr6+zhUkR4TqaWi2ke2iguSRonoAxvXrPIEL1nsT1UfDntyWvnLFdWZyqhqZ\n2KZoSndbtWoV0dHRzJs3j/T09C7FJicnExgY6FCCf9asWXh7e3daXt9isfDNN99wzTXXuF3FSkxM\nbG0z0N7hw4epq6vrdPuk3eLFi8nPz+ebb77BZrOxYcMGxo8fz/Dhwz2K7w6SwAkhhBBCCNEFFquN\nV/cWEu7rza0jgzHk1HAgv77TuJqGZk6X1DPeTRI2IrRle2NaiXPxjj25tQRqVUQHaTwaY/wgP06V\nmigzNrEvr6WAx1URPZPApaen889//pMrr7yS3NxcVq5c6XGsvQT/1KlTUSq/T038/PyYMmVKpxUk\nT548SUVFRYcraNOnT0ej0bh81s6dO1EqlcTHx3s03sTERCIjI3n00UdZvnw5p06d+kGrbz+GJHBC\nCCGEEEJ0weHCeorqmrh7fBi3jwlB66XkYIH7Kod2x4qN2ICxbhK4UB9vQvVenCo1OVyvN1s4mF/P\n1EH+HVafbCt+oD8Ae87Vsi+3lkEBmtaec93t6aefxs/Pj7feeouHH36YnTt3snfvXo9iz5w5Q1FR\nkcvzawkJCWRmZrrsvWZnrwDZUQLn4+NDfHw8W7Zsad362DZ+3LhxBAQ4b2l1RavVsnbtWpqamnj3\n3Xf5+c9/zuLFiz2K7S6SwAkhhBBCCNEF285WEaBVMTHCFy+lgpFhOo4Xd17y/mhRPb5qFTFB7svx\njwjTc6rU5LAlc19eHU1WG9Oi/D0e4wB/NYMDNWw8WU5aqanHVt/OnTvHrl27ePDBBwkKCuKXv/wl\nffv25e9//7tH8R0lYHPnzgVc915rGz969GhCQ0M7fM/ChQvJz89n9+7drddyc3M5fPgws2bN8mis\ndrGxsXz88cesWbOGF1980aF1wYUgCZwQQgghhLjsWG02ml0UC+lMVUMzqXl1zBwcgNf5KpKj+urJ\nqzFTYWp2G2ez2ThSaCQu0rH6ZHsjQnVUmJodGnonZ9cQ5uPd5T5sv76yLwMDNIT7qpkR7Xny1xX2\nAiT2Kow6nY7bb7+d3bt3U1FR0Wm8wWAgKiqKyMhIp3sDBgxg9OjRbrdRmkwmUlNTmT17dqfvSUxM\nJCAgwKFB+H//+18AFi1a1Gl8e8OHD29NMC80SeCEEEIIIcRl59W9RfzuqyyHXmme2JVTg8XW0uDa\nzt4c+0QHq3C51WZK6puYGNlxL7Urzp+Ds2+jbGy2cqzYyJSBfl0qNQ8wsq+eP88ZyD9vjCbC3/3Z\nuXfffZdbb721y82zoSUBa18BMiEhAavVyvbt2zuMNZvN7Nmzp8MG2ImJiRw8eJDS0lKne/v27cNs\nNnuUwOl0OhYsWMBXX31FVVUVVquVDRs2MHXq1B9UCfJikgROCCGEEEJcVmw2G4cK6jhXbeb5nXk0\nWaydB513pLCefn7eDOzzfUIUHajFx1vJ8WL3hUySMqtRKWBmbHCHz48M0KD3VpJW0pLAnSwx0my1\neVR98ofIysrimWeeISsri9dee41//vOfHsdaLBZ27drlVAFyzJgxhIeHs23btg7jDx8+jNFo7DCB\nmzt3LjabzWUymJycjFqtZurUqR6N94477sBsNvPEE0/w5ptvkpeXd8HPr3UHSeCEEEIIIcRlpaS+\niaoGC2PCW86bHSjovIIkQLPVxvFiE2Pb9WJTKRWMCNW1Jl2u4r7JqmZihC+B+o4LiaiUCoaH6Pju\n/ArckcJ6vJWK1pW57vb//t//w9vbm6+++orrrruOf//73x5tfQQ4ceIEVVVVTufXFAoFCQkJfPvt\ntzQ0uG9MbjAYUCqVTJkyxe1nRo4cSUREBFu2bHEZP2HCBPR6vUfjHTlyJE8//TSbN2/mmWeeYdas\nWVx33XUexV5KJIETQgghhBCXFfv2xLvGhuKlVHC6zHXi1d6ZchMNzVbGhDsnDLEhOvJrzJianFfz\nDuTXUd1gYU50H4/eMyJMR051I3WNFo4UGRkRpkPj1f0/28+cOcP27dt5+OGH6du3L4899hj19fX8\n61//8ijefv7NVQGShIQEjEajQ9GQ9jypAKlQKLjhhhv49ttvKSkpab1+7tw50tLSHJp/e+L+++9n\n+fLlLF++nPfeew+1umcqc/YkSeCEEEIIIcRl5btSE1ovJUOCtEQHakj3MIE7WmREAYzu67ydMSZI\niw3IrHBecdqdU0uARkVcf8+2Qdr7we3NqyWnqpFx4T2zfXLnzp0A3HzzzQAMGzaMuXPn8vHHH3vU\nmNxgMDBixAiXFSCnTJmCr6+v2wqS1dXVHDlypMPy/3aLFy/GYrHw8ccft1776KOPUCgUrWPviiVL\nlrBkyRKHvnO9Se8ctRBCCCGEED9QepmJYSFaVEoFw0J0nClvwNJJRco6s4Vvs6qJDtLir1E53be3\nBshol8BZbTaOFNUzvr9Ph9Un2xoarEOlgLcPtqw4dZT4ffnll/z9738nNTXVo2e3tXPnTgYPHuxQ\nAXLevHkUFhZy4sSJDmPtFSDdnV/TaDTMmDGDbdu2OfVeA0hJScFqtXZ4/s0uJiaGCRMmsH79emw2\nGxaLhQ0bNjB9+nQGDBjQafxPjSRwQgghhBDislFvtpBd1cjw86tcQ0N0mC02cqoa3cZYrDZeNORT\nWt/EPXGu+4310XkRovcio9wxgcuqbKSm0cL4LhQh0XgpiQ3WYbZYeejqcAYHum4fkJmZydKlS1m9\nejU333wz+/fv9/gdjY2N7Nmzh+nTpztcnzNnDkqlssPeawD79+/HbDZ3uIKWkJBASUkJR48edbqX\nnJyMXq8nLi7Oo/HefvvtZGRksGHDBr788ksKCgq47bbbPIr9qZEETgghhBBC9Bp1ZgufnargWJFn\nhUfa25FZjdUGVw3wA2BYSEty1NE2ysOF9RwrNvLAxHCX2yftYoO1ZFQ4PudwYcs42xc+6czv4/vx\nynWDSYhxfW7OZrOxYsUKNBoN3377LWFhYbz44osebX0EOHjwICaTyWkFLDg4mAkTJnSawBkMBtRq\nNZMmTXL7mVmzZqFSqVw+y2AwMHnyZI/PoN1yyy1MmzaNJ554gqVLlzJixIjW3nOXG0nghBBCCCFE\nr1BcZ+b+z87yzqESntuZT16N+1UzVyxWG1+mVzI8REfM+abYYT7e9NGqOF3uPoE7UlSPWqVgxuCO\nm2HHBOkoqG2izvx9b7kjhfUMDtQQqPPq0lj7+qqJCHDfu+3AgQPs2LGD3/3ud8TGxvLII4+wd+/e\n1sIinTEYDKhUKpcVIBMTE0lLSyM3N7fD+AkTJqDTua+OGRgYSHx8PJ9++qnDNsqsrCyysrI82j5p\np1arefPNN7nqqqtYsGABn332GVpt1xqb/1RIAieEEEIIIXqFQwX11JutPDG1P94qBauTC2ju5Oya\n3TeZ1by+r4iiuiZuGP59M22FQsGQIC2ZFe6TwWNFRkaE6lCrOv7pHHt+Ne+7Nk24T5U6tx3oDjt2\n7EClUnHHHXcALT3OwsLCWLt2rUfxBoOBuLg4/Pz8nO7ZV7bc9XErLS0lLS3NowTstttuIzc316Ea\n5UcffYRSqWT+/PkejdXOz8+PjRs38n//93/4+PRMYZfeQBI4IYQQQgjRK6SXmQjQqpgy0I9fXxlG\ndlUjaSXGTuOyKxt4ZU8h32RVM6iPhkmRjknL4EAtudWNLht6V5qayalqZIwHSdiIUB0alYJDBXUA\nZJQ30Gy1MTLM9SrVyZMn2b9/P/X1Xd8OmpyczLhx4/D3b1kV1Gg0HvVeA6ioqODYsWNO59/soqOj\niY2NdbuN0p6MeVJBct68eQQEBLB+/Xqgpfn3Rx99xIwZM+jXr1+n8cKZJHBCCCGEEKJXOF3ewNBg\nHQqFgokRvqgULVsUO7PuWBl6byVrF8byf/MH49WuGuTgQA0WG+RWm51i7Wftxrro/daeWqVkdF89\nB883Bj9Z2pJcjgh1js3Pz+fGG29kwYIFTJs2jcrKyk6fb1dVVcXRo0edVsASExMxGo2kpKR0GL9r\n1y5sNluHK2gJCQns3buX6upqp3sGg4E+ffowevToTseq1WpZsGABW7ZsITMzk2+//ZaioqLLtgBJ\nd5AETgghhBBCXDAVpmaPtz22VddoIb/GzNDz2xT13iqGh+pai4S4c6bcxP68OhZcEYSvi/L/QGuV\nx8xK55WrI0VGfNRKot1Ugmwvrr8vRXVNFNSYOVViYmCAGj8X7125ciUAL774IiUlJbzxxhsePR/c\nl+CPj4/Hx8fHowIk/v7+jB071u1nEhISaG5u5ptvvnG4brPZMBgMxMfHo1K5ns/2lixZgo+PD4sX\nL+bBBx+kX79+zJ0716NY4UwSOCGEEEIIcUHkVjey5LOzvL6vqMuxZ873Vxsa/P12xPH9fMisbKTK\n1Ow2bldOLV5KBfOHBbr9TLivN1ovBVmVjufgmiw29ufVcmV/X497uNl7th0oqOO7MhNXhDmvvqWm\nprJ582aWLl3Kz3/+c2666SbefvttSktLPXqHwWDAx8eH8ePHO1zXaDRMnz7dbe81+D4Bmzp1Kl5e\n7gurxMXF0bdvXz777DOH62fOnKGwsLBLBUgiIyN57733qKioIDY2ls8++wyNxn2BFtExSeCEEEII\nIUSPa7JY+evuAhotNnZmVVNa39Sl+NNlJhS0lOq3G9/PF2ipEunO4cJ6rgjVofd2v1qkUioY1EdL\nVrsVuKNF9dSZrVwzqOPqk23181MTGaBm3dEyjE1WRoQ6n3/76quvUKvVPPDAAwA8+uijNDQ0eFyA\nJDk5mcmTJ+Pt7e10LzExkeLiYo4dO+Yy9uzZs+Tn53d6fk2pVLJw4UKSkpIoKSlpvf7xxx+jVCqZ\nM2eOR2O1i4uLY//+/Xz66aeXZfPt7iQJnBBCCCGE6HHJObVkVTZy35Vh2IAvvqvwONZqs7E/r47I\nADU+6u8TseggDXpvpdsebuXGJnKqGj1qoh0dqCGrstGhj1pyTg0+aiXjXMQbjUaam12v/D15zQCC\n9V4oFTDSxQpccnIyEydORK9vuRcdHe1R7zWAc+fOkZ2d7XYFrKPea/Z3A24LmLR12223YbFY2Lhx\nIwDNzc1s3LiRWbNmER4e3ml8e0FBQR2u+gnPSAInhBBCCCF63KnSlrNk84cFMnWQP19nVLus+ujK\nzqwaMioauHlEkMN1pULBAH81+TXOxUfg+yba4/t7kMAFaTE2WVu3UTY2W9mXW8fkSD+8VY7bJ0tK\nSpg4cSLDhg3jkUcecWqeHeGv4aV5g3hpXhShPo6rZEVFRZw6dcplAZITJ06Qn5/f4TjtCZi7BC4o\nKIirrrrKbQuAnTt3EhUVxaBBgzp8D0BMTAwTJ07kP//5D2azmZ07d0oBkkuAJHBCCCGEEKLHpZc2\nMCxYh1KhYHKkL6ZmK5mVnTfibrLYeP9IKbHBWmZGBzjdj/BXk9dBAheoVRHVp/PzVpMi/VCrFGzN\nqAJaes6Zmq1Mc7F98rnnnsNoNJKQkMDHH3/M119/7fQZvbeKIUHOhU/sRUHaJ2D2oh6untWWwWAg\nPDycmJgYt59JSEjg1KlTnDt3zuF6U1MTKSkpHpX/t1uyZAlZWVksWbKEP/3pT4SEhHR5+6ToXpLA\nCSGEEEKIHlVvtnCuupFh58+DDQtp+ae94XVHDhfWUWFq5mejglEqnAuJRPhrKDc2Y2yyOFxvtto4\nXFjP+P6+KFzEteevUTF1kB/fZtVgbLKQnFNDgFbF6L6OWyAPHjzIxo0buf/++3n11VcZPHgwq1ev\ndls0pL2kpCQCAwMZNWqUw/WYmBiGDBnSYQJntVrZtWsX06ZN6/A72Rtxb9682eH6oUOHqK+v92j7\npN28efN47LHH2Lp1K83NzaxZswa1Wu1xvOh+ksAJIYQQQogedbq8ARsw/HziFqz3JszHi+/cnF1r\n69usGvw1KuL6+7q8P8C/JZkoqHEsinKyxEi92cqkCNdxrsyLDaSh2crGE+Wk5tcRP9DPqfrkxo0b\n8fHx4ZFHHsHLy4vHHnuMU6dOud2y2JbNZiMpKYmpU6eiVDr/DE9MTGTPnj3U1NS4jD9x4gRVVVWd\nVoCMioriyiuvZMOGDQ7bOz/77DO0Wi3x8fGdjrWtZcuW8e6777J161anypfiwpMETgghhBBC9Kjv\nSo0oFbT2cAMYHqLnu1KT0/mxturNFlLz65g2yM+p+bbdgICWBC6vxnE75r7cWtQqhcsCJO4MDdZy\ndYQvH6dVYLbYXG6fNBgMTJ48GR+fludef/31BAYG8uWXX3b6/DNnzlBQUOB2C2NCQgJNTU1Ovdfa\nvhvwaAvk4sWLOXPmDAcPHgSgoaGBTz/9lGuvvRZ/f8+ragIoFAoSEhIIDg7uUpzoGZLACSGEEEKI\nHnWi2MjAAI1DKf/hoToqTM2UGd33cEs5V4vZYmPGYOezb3b9fL1RKnAoZGKz2dibV8f4fj5ovBx/\n7lZUVHDTTTdxxx13OPU4UygU/GHaAH42KpirInwZ3q4FQG5urlMFSC8vL2bPns2OHTvcVqW066wA\nSVxcHMHBwW63URoMBkaMGEFoaGiH7wG48cYb0el0rF+/HoCtW7dSXV0tBUh+AiSBE0IIIYQQncqu\nbODfqUVsTq+kzmzpPOC8Pbm1nCgxcU2U46qP/RzcKTfn4Gw2G1+mVzIoQOPQ+609b5WScF9vh0Im\nmZWNlBubudrF9snVq1dz+PBhsrOzWbZsmVPVR5VSwZ1jQ/nT9AinM3fuVsASExOpqqpi//79bsdp\njx8yZAiRkZEu76tUKubOncuOHTtoanLcEmoymUhNTfW4AImvry8LFy5kw4YNrFu3jldeeYWIiIgu\nb58Ulx5J4IQQQgghRIf25dby26+y2ZpRxb8PFPOHrTkdbn20q2u08K/9RQwO1HBTuxYAUYEaNCqF\n2x5ux4uNZFc1cuOIwE6LkAzw15Bf/X0CZ28fcGW7c3MnTpxg7dq13H333fz3v/8F4JVXXun0e9jZ\nK0DGxsY6XJ8+fToajabDAiRNTU3s2bOH2bNnd/iOxMREampqSElJcbi+f/9+zGZzp+ff2nr66acZ\nNWoUTzzxBPn5+bzwwgsuz96J3kX+BoUQQgghRIf25tUSoFHx3i2x/HpCGHk1ZnKqOm8B8O7hEqob\nLTw8qZ/TGTYvpYLYEJ3bSpSff1dBgFbltHLnSmSAmvzaRmobW1YGjxTWMzhQQx+dY9Pot99+Gz8/\nPx599FEGDBjAnXfeyfr1653K7btisVjcVoD08fEhPj6er7/+2m1ia68A2VkJ/muuuYaAgAA++ugj\nh+tbtmxBq9Vy9dVXdzrWtuN6//33ue+++9i8eTMzZ870OFZcuiSBE0IIIYQQHTpd1sDQEB2+GhWT\nI/0AOHR+lcudo0X1bD9bzYIRQS77oUFLVcqsygYamx1L8BubLBwsqGd2dABqVec/V6+J8qfZCjsy\nq2lotnKq1Mj4dsVLbDYbBoOB6dOnExDQcqZuyZIlWCwWjwqQnDx5ssMKkAkJCeTk5JCenu7yvsFg\nQKlUdlrCX6vVsmDBArZs2UJVVUtPOpPJxGeffcZ1112HXq/vML690NBQVq5c2WHfONG7SAInhBBC\nCCHcqmu0kFdjZtj5CpLBem8G9dFwuKDjBG5zeiVBOi9uGx3i9jPDQ3RYbJBR3uBwPa3EhNWGUxJW\nWVnJ8uXL+cc//kFRUVHr9cGBWkaE6thyppLjRUaarTA23DH29OnTFBUVOSRgERERjBo1iq1bt3Y8\nCXx//m3q1Kku73fWiDs5OZmxY8fSp0+fTt91++2309jYyKeffgq0rL7V1NSwePHiTmPFT59XZx8w\nm82sWLGC5uZmLBYLkyZN4mc/+xnHjx/ngw8+wGq1otVqeeihhwgPD6epqYnXXnuNzMxM/Pz8WLZs\nGWFhYRfiuwghhBBCiG52pqIluRoa8n1FxvH9fPgyvZKGZitaL+f1gCaLlaNFRmYM9neqAtmWPSk8\nVWZiZJuG2ceK6vFWKloLnditWrWKdevWAbBp0ya2bt3aeqbr2tg+/C2lkH/sL0KtUnBFmGOsPQFr\nv4KWmJjI3/72N0pLSzus7mivAOnud214eDjjxo3j66+/5pFHHnG4V1NTw5EjR1i6dKnb57c1atQo\nRo0axeuvv84111zD22+/zcCBA5k8ebJH8eKnrdMVOG9vb1asWMHq1av5y1/+wpEjRzh9+jRvvfUW\nDz/8MKtXr2bq1Kl8/PHHAOzYsQMfHx9effVV5s+f3/ofmRBCCCGEuPCK68z8+0Axj/8vm7MVDZ0H\ntJNeZkIBDpUgx/fzodlq42Sx0WVMWqmJhmYrV/bvuAebv9aLAf5qp3Nwx4qNDA/VOSR/x44d4z//\n+Q/33Xcfr7zyCmlpaWzevLn1/pSBfsQP9CPc15tFI4Odtl4aDAaio6OJiIhwuJ6QkNDaYNsdTytA\nJiQkcPjwYYfVQYCUlBQsFkuXCpC89NJLVFVVMX36dI4dO8ajjz4qBUgE4EECp1Ao0Gpb/oO1WCxY\nLJbWg5smU8t/bEajkcDAQAAOHDjAjBkzAJg0aRInTpzwqEqREEIIIYTofh+frOB/pyvJqmzk01MV\nXY4/XWYiIkDt0MNtWIgOpQLOlLtOCA8V1OOlVDAmvPMm2sNDdHxXZsJ6/vdiTaOFrMpGxvR1POv1\n8ssvExQUxKOPPsqCBQsYOnQoL730EhZLS+ESb5WSJ6YNYFXCIH7WbttmY2Mje/bscXn+bOTIkQwY\nMPuJdN4AACAASURBVKDDbZT79u3zqALk/PnzAVq3PtolJSWh1+uJi4vrML6t0aNH89ZbbzF69Gj+\n85//cOutt3ocK37aPErjrVYrjz/+OPfddx+jR48mNjaWJUuWsGrVKpYsWYLBYODmm28GWpoj2ru0\nq1Qq9Ho9tbW1PfcNhBBCCCGEW2crGhgZpmfOkAD2nKulrtHzHm6l9U2cKDYyol1Da523kgh/NRkV\nritIHsivY1Rfvcvtle1dEaajttFC3vk2AIcL6gAckj+z2cyuXbu44YYb8Pf3R6VS8cgjj5CRkUFq\namqn7zhw4AAmk8llAqZQKEhISMBgMLQuTrSXnJyMWq3utAJkTEwMEyZM4MMPP2xdwDCZTHz++efM\nnz8ftVrd6Vjbmj59Ol999ZXHvd/E5aHTM3AASqWS1atXU19fz0svvcS5c+fYvHkzf/zjH4mNjeXz\nzz/n/fffZ8mSJR6/ePv27Wzfvh2AF154gZAQ9wdcPeHl5fWjnyGcybx2P5nTniHz2v1kTnuGzGv3\nkzl1r9liJac6nVvH9mfO0FC2nDnC4XIrC8b07TRWpVLx5uFylEoFv54aS0iAYyXJkf0r2J9TSXBw\nsENZ/dK6RvJqzCwYO8Dh78VkMvHFF18QHR1NXFxc63bAad6+vLq3iByjkriYEHbvKqKvn4Ypw79v\npG0wGDAajVx33XWtz1y8eDG///3vSU5O5vrrr+/wuxw4cAAvLy9uuOEG/Pz8nO4vWrSI/5+9O4+P\nqjz7P/45s2SZhOyBAAGSsENC2MIahABJFAQ3KqC1WkWpWn1af67V6qNWS+vW2lqtlfrUpSKKLLIo\nm2QChBAIIYEEQghZyL4vM8kkM3N+fwwEQraJiqJe77/gnPmeOecAr3h53/d1v/vuu6SlpbFo0aIO\n5/fv38/06dMZPHhwj+/t7rvvZuXKleTk5DB9+nQ+/PBDGhsbWblyJQEBAfL39TL4qb1Tpwq48zw8\nPBg7dixpaWnk5+e3bWI4Y8YMXnjhBQD8/PyoqqrC398fm82G2Wzu9B/K/Pnz2+2DUVlZ+U2eg4CA\ngG98DdGRvNdvn7zTy0Pe67dP3unlIe/12yfvtGt5Nc202lT6u9nx1zQR6uvK5xnFzBqg7zFb0Kwj\nOb+WFZP64tLaSGVlY7vzgzwUtplbyS4sxd9w4Xp78+oBGOJhb/fn8r//+7/861//AuCuu+7iueee\nA8BFVfF315GcW85oHziYX8vPwv2prqpqy27evBmtVktERES7a0ZHR7NhwwYefvjhbjf7/uKLL5g0\naRIWiwWLpeP+dWPGjMHLy4tPP/20Q6OQiooK0tPTeeyxx5z6ezZnzhwMBgN/+MMfWL16NW+99RYh\nISGMGjWKyspK+ft6GfxY3umAAQOc+lyP49r19fWYTI42sS0tLaSnpzNw4EDMZjPFxcUAbccAJk2a\nxJ49ewA4cOAAY8eO7fYflBBCCCGEuDxyaxzFSpifG4qiMLG/BzlVTR32XevMnpwqXLQKscM6b3s/\n7FxTkw5bAFSYcdNpCPO9MGKXnZ3Nu+++y4033siNN97If/7zH/Lz8wHHFMaxfQ0cK2/iq9w6VGBu\nmHe7axqNRsaPH4+XV/tNvWNjY8nLy+PUqVNdPkd1dTUZGRndTkPU6/XExMSwY8eOtjV15+3duxfo\n2L2yK56enjz88MPs3LmTWbNmcfDgQe68807572HxremxgKupqeHZZ5/l4Ycf5oknnmDcuHFMmjSJ\nlStX8sorr/DII49gNBq57bbbAJg7dy6NjY088MADbN68mVtvvfWyP4QQQgghhOjodHUzrlqFAX0c\na69Gntt3Lbem+26UdlXFeLqKiQM8ulzHFuLjikaBnOqOe7iNCnBDq7lQsLz44ot4enry7LPP8uST\nT6LT6Xj11Vfbzo/p605Nk5X/plcS0c9A/z4X1orV1tZy9OjRTguonvZeA8f6NVVVe9xA+5prrqGq\nqop9+/a1O75nzx58fHyIiIjoNn+xe+65hxUrVlBSUsIf//hH7rzzTqezQvSkxymUQ4YM4c9//nOH\n41OmTGHKlCkdjru4uPDQQw99O3cnhBBCCCG+ttzqZkJ8LxRT5/dyy65sZnSgocvcqapmKhpb+Pk4\n/y4/46rTMMTHtV0nysYWG/m1FmaMa7/2LSEhgTvuuAM/Pz8AbrvtNlavXs3TTz+Nv7//uUJRYVpw\nH+6a1H6ftf3792O32zsdQevfvz+RkZF8+eWXXe6xZjQa8fb2JjIysstnAUcx6OPjw5o1a9qKRZPJ\nxLZt21i4cCFarbbb/MUUReHZZ5/lsccew2Do+j0L8XXIZhJCCCGEEFew0oYW/mg8S1JhQ6+2ZrLa\nVc7UWAjzdW075uuuo6+HnpOVnXdbPG9/QQNajcLkgZ6AoyN5cXExdnv7qZehvm7kXTSad6KiCRXa\nbaJ9vgX/xSNgN910E3a7va2hXT9PFz66eQS/nTkAL7f24wtGoxEPD48uW/Cf33utvLy8wzlVVTEa\njcycObPHAszNzY0bbriBL774gpqaGsCx9s5kMrF8+fJus12R4k1cDlLACSGEEEJcwf6dWs6BwkZW\nGYt4L63C6VxaiYkmq50J/dvvxTYywK3bAs5itbMrt44ZIb54ujiKnldffZWoqCjGjBnTbrpiiI8r\nNc02aputAKSXOvZ/G+F/oYAzGo0dWvCHh4fTv3//dnuvabpYI5aYmMj06dPR6ztvvBIfH4+qqm3F\n4MVOnz5NcXFxj9Mnz1u2bBkWi4U1a9YA8PHHHxMaGkpUVJRTeSG+C1LACSGEEEJcodJLTSSfbeSW\ncQFM7O+BMa/e6VG43bl1eLlqmTjAs93xkQHuVJqtVJlbu8w1WGwsm+hoUHfmzBneeOMNZs2aRVBQ\nEM888wwtLY4920LOje7l1zqapaSVmhkT6I7rRevmjEYjUVFRuLtfKOrO772WkJDQ5d5rAIWFheTl\n5XXbQGTUqFEMGjSo0424jUYj4HwDkvDwcObMmcOqVau49957SU5O5pZbbpEGJOKKIgWcEEIIIcQV\nan1mNf4GHdeP9mNKsCeVZiuljZ0XXhdrtNg4eLaRWSFe6LXti4/z6+A6G4WzqyqbTlQz3N+NyAGO\njo/PP/88er2ev/71rzz99NMUFBS0jVCF+DgKuLwaCzVNVvJrLUReNOJXUVFBVlZWp+vX4uPjaW5u\nJjExscvnOF+AdddBUlEU4uPjSUxMpLa2tt25PXv2EBIS4tT+bee9+eabbfsc33XXXdx9991OZ4X4\nLkgBJ4QQQghxBWq12TlWbmb6oD646jREBDnWU6WXmnvMrs+qptWuMjfUu8O5MF839BqFk5UdO1Ge\nrm6muKGVBSN8URSF2tpaduzYwS9/+Uv69etHTEwMUVFR/P3vf0dVVbzddPi6acmrbeZoqWPbqfFB\nFwq488VZZyNg06dPx9PTs9sOkkajkaCgoLa9h7uyZMkSLBYLGzdubDtWXV2N0Whst++wM7y8vPjk\nk0/YsGEDzz33XJdTN4X4vkgBJ4QQQghxBTpR2USLTSXyXOE2sI8Lfu460stM3eaOl5lZd7yK+UO9\n2/Zqu5heqxDm50Z2JyNwx8ocxeH5dXNJSUnY7Xbmzp0LOEa7br31VoqKikhPTwdgiK8beTUW0kpM\n9HHVEuZ3oWlKYmIiPj4+hIeHd/guFxeXtr3XLm2OAmCz2di7dy+zZs3qcQpjeHg4Y8aMaRsZBFi/\nfj2tra0sW7as22xnfH19Zd2buGJJASeEEEIIcQU6WmJGo0B4P0cBpygK4/oZyCg1d7kOTlVV3kwp\npZ+nnhWT+gHw7rvvMn36dO6++26KiooARyOTnOpmrPb21zlebmaglwu+7o5OkJ11gJw3bx4ajaZt\nzVmojysFdRaSChuYEOTR1ozkfAfI6OjoLjtAxsfHU1lZSWpqaodzx48fp7a21qn1a4qisHz5ctLT\n0zl27BgAa9asITIyktGjR/eYF+KHRAo4IYQQQogr0NFSE8P93THoLxQ/Y/sZqLPYKGnofB3cqapm\nCutauGmsP+56DUVFRbzwwgu4uLiwe/dunn32WcDRyKTFppJXY2nL2uwqx8ubCO97ofW90Whk2rRp\n7aYR+vn5MWXKlLapjyG+rljtEGDQc8fEwLbP5eTkUFpa2m0BFhMTg1ar7XQa5fn1b9HR0d2+p/Nu\nuOEGvLy8ePDBB/nb3/5GZmYmN998s1NZIX5IpIATQgghhLjC1DZZyalubps+ed5QP8eUyNyajuvX\nAL46U4deozBzcB8A/vCHP6CqKh988AG/+tWv2LJlC8eOHWNkJ41MztRYMLfa20b88vLyuuwAGRcX\nR1ZWFgUFBUwN7sPyiABemD8Yf8OFQs+ZDpA+Pj5MmzaNbdu2dRhVNBqNjB49mr59+3aRbs/X15d/\n/etf5ObmsmrVKq6++uqvNX1SiCudFHBCCCGEEFcQu6ry16QStIrCrBCvducGe7ugVRzF1qVabXYS\n8+qZOsgTDxctFRUVbNq0iRUrVjBo0CBWrlyJj48Pr776KgEGHb7uunbr4I6XO9a/jT23Cffu3buB\nzguw+Ph4ALZv3467XsOycQH4uHfcgDskJIRBgwZ1+7zXX389ubm5HD58uO1YVVUVycnJzJkzp9vs\npaKjo3n33XdZtWoV77zzDm5uHdcACvFDJwWcEEIIIcRlklvdzIsJZ9meU0uLrWOjjs5sz6kltcTE\nXZP6Mtjbtd05vVbDIG9Xcqs7jsCllZhpaLETc67z5PkOkAsXLgQc3RWXL1/O7t27aWhocGzoXXWh\ngMsoMzOgj75tFG3Xrl1ddoAMCQlhxIgRne69BtDa2kpSUlK37f/PW7x4MQaDoV0DknXr1mG1Wlmy\nZEmP+UvFxMRw2223yd5t4kdLCjghhBBCiMvArqr842ApKUWNvJFcyntpFT1mbHaV9ZnVjAxw4+rh\nPqxfv56HHnqI//73v9hsNgDC/Fw7nUKZUtSIm07TNu0yISEBX1/fdh0g4+PjaW1t5auvvmKkvzsl\nDa3UN1ux2VUyK8yMPbf+zW6389VXXxEdHd1lIRQXF0dycnKHvdcAjhw5gslkcqoBiaenJ4sWLWLT\npk2YTCZUVWXt2rVMmDCBUaNG9ZgX4qdGCjghhBBCiMsg4Uw9p6qaeWBaf6IGepBc2NBl98jzDhU1\nUtrYyuJRfhQXF/Pwww+zYcMGHnnkET766CPAsY9bbbON6iZrW05VVVKKGpnQ34Beq0FVVRITE5k1\naxYazYX/3Js4cSL+/v5s3769bR1cdlUz+bUWTC0X1r8dO3aMqqqqbguw+Ph4bDZb21TLixmNRjQa\nDTNnznTqXd1yyy2YTCZeeOEFtm7dSlZWFkuXLnUqK8RPjRRwQgghhBCXwafHqxjq58qcUC8mDfCk\n3GTlbH1Lt5lNJ6oJNOiYPqgPzz33HOAohiZOnMhf/vIXmpubCfM918jkommUZ2osVDdZiRroCcDJ\nkycpKytj9uzZ7a6v1WqZP38+u3fvZrCXFo0CJyqayDi3/9v5Au58A5LupkCOHz+evn378sUXX3Q4\nZzQaiYyMxNu740binZk8eTIrV67kP//5D/fccw9jx47lhhtucCorxE+NFHBCCCGEEN+yovoWzta3\nMDfMG42iMGmAo7BKLe56E+7c6maOlTexcKQvuadz2Lx5M/fffz/BwcE89thjlJSU8OGHHxJ6bqPs\niwu4lKJGFGj7nu4KsPj4eOrr60k7dJBQX1dOVjVxvNxMkKeegHPr3xITEwkPD++2A6RGo2HhwoXs\n3Lmz3TTKiooK0tLSnJo+ebGnnnqKO++8k9tvv52NGzfi6enZq7wQPxVSwAkhhBBCdMJitVNY17Hb\nozNSihoA2kbE+nrqCfZy4XBxY5eZjSeqcdMpxA7zYc+ePQBt+5hFR0czceJE1qxZg0GvZYiPa9uo\nmeP7Ghnu79bWCdJoNDJs2DAGDhzY4XtmzZqFm5sbO3bsYIS/O1nlTRwpMbWNvjU1NZGSksLcuXN7\nfM5ly5ZhsVjYsGFD27F169Zhs9l6PYKm0Wh4/vnnefHFF3F3d+9VVoifEinghBBCCCE6sSajkge3\nnCG/tvdFXMrZRvq62DBu20heXh4AEwZ4cLy8CZu94zq46iYre/PrmTfUB08XLUajkdDQUIKDg9s+\ns3DhQjIzMyksLGRCfw8yK5qwWO3UNlk5VdXcVixaLBaSkpK6HAEzGAzMmjWLL7/8kokDPLCpKhMH\neLAsIgCAgwcPYrFYmDdvXo/PGR4eztixY9s6SKqqyscff8ykSZM67V4phPjmpIATQgghhLiEXVUx\n5tVjV+Hfh8t6bD5ysXqLjcyKJjJ3reM3v/kNc+bM4fjx44T6uGK1q5Q2tnbIJBU0YLXDghE+tLS0\ncODAgQ4FWFxcHODYey0yyIDVrnK83Myhc6N6k88VcCkpKTQ3N3c7hTEuLo6zZ8/iUVfAJ8tG8sRV\nwQR6OKZPGo1GXFxcnNoCAGD58uVkZGSwY8cOkpKSyM7Olg20hbiMpIATQgghhLjEyYomKs1WxgS6\nk1Zq7nbt2sXsqsrfD5Rgt9upPrqH999/H4PBwEsvvUTwuT3dznYyLfNERRP+7jqCvVxJTU3FbDZ3\nKMDCwsIYPnw427dvZ2xfAzqNQlqJiUNFjfi76wj1dVzfaDSi0+mYPn16l/cZGxuLoihs374dnab9\nNgFGo5FJkybh4eHh1DMvXbqUiIgI7r33Xn7xi18QFBTEokWLnMoKIXpPCjghhBBCiEskFjTgolX4\n3exgPFw0JBU2OJX79HgVyWcbKdj0Jr9YHMvcuXNZuXIlO3bsoOpMFgCFnXSiPFFpZlSgY93X+Rb8\nM2bM6PC5uLg4Dhw4QLOpgTF93THmN5BabGLyQM+2/dqMRiOTJ0/utglIYGAgUVFRbNiwod3oYllZ\nGZmZmU6PvoFjSuZ7771Hv379GDduHFu3bqVPnz5O54UQvSMFnBBCCCHERcytNhLz6pk0wIM+rlpG\nBbiTVdHUY66wzsLHGVX0tZRQvu8zVqxYAcCKFSvw8fHho/fexc9d12EErsrcSrnJ2q6AGz9+PF5e\nXh2+Iy4uDqvVyu7du5kX5mjRH+ChZ95Qx6+rqqrIyMhwqgC7+eabycnJ4fDhw23H1q1bBzjW2/VG\n3759MRqNrFu3jn79+vUqK4ToHSnghBBCCCEusjGrmnqLjVmBdlRVZUyggbP1LdRbbF1mVFXlzYOl\nuOkUanb/hzFjxhAYGAiAh4cHcXFx7Nq1i4F99B32gjtR6SgORwW4U1tby9GjR7tcvzZx4kQCAwPZ\nvn07c0K9+b8bh/GPRWFtm3Lv3bsXoMP+b51ZtGgRBoOhQwOSqKgohg0b1mP+Ulqttm0UUAhx+UgB\nJ4QQQghxTk2TlfWZ1TRm7efm+dOJjY0ltI+jKDlRYe4yd6bGwvHyJm4a5c3hfQmdNiCpq6tD11TN\n2bqWdtMWT1Q04aJVCPV1IykpCbvd3mUBp9FoiI2N5auvvqKlpeNUzISEBHx8fBg3blyPz+rp6cni\nxYvZtGkT5eXlHDp0iJycHGlAIsQVTgo4IYQQQvyoqKrK8TIzX+XWdTtq1pn30yqwtFop2PI2Dzzw\nAFlZWSRu+gidhm6nUe7Nr0ejgFtZFi0tLR0KsNmzZ+Pm5kZ5zjGarHaqmqxt505UNDHMzw29VsFo\nNOLh4cHEiRO7/K7Y2FgaGhpISkrq8NxGo5GZM2ei1Wqdet577rkHu93OLbfcwr333ouXlxfXXnut\nU1khxPdDCjghhBBC/GjYVZXf7yrkdzsL+EtSCb/8LIcTTqxfAzhZ2cSu3DpKjZ+y7NpYHn/8cebN\nm8fbb75BiLeezPLOr6OqKvsKGhgX5MGh/Y4W/FOmTGn3GYPBQHR0NBn7dgFwts4xemax2smtaW63\n/m369Ono9fou73PWrFkYDAY+//zzdsdPnTpFSUmJU9Mnzxs5ciRvvfUW2dnZ6HQ61q5d223zEyHE\n908KOCGEEEL8aBwrM5NRZmZphD8vxQ9Bo0Bifr1T2Y8zKtHbmind/SG//e1vAXj00Uepq6ujtfQ0\nuTXNnW7CnVPdTGljK9GD+2A0GomKisLd3b3D5+Li4ijISGm7T4DT1c1Y7TAq0J3CwkLy8vJ6bEDi\n7u7Otddey6ZNmzCbL0zrXL9+PRqNhrlz5zr1vOfNnz+fHTt2sH37diIiInqVFUJ896SAE0IIIcQV\nQa2vxfbondhe/T1q1tGvdY2EvHrcdRpuGuPPiAB3Rge6txVL3Wm02DhaaqIl+wDjxozEz88PgPDw\ncMaNG8eZ1L202NQODUgADp5tRKPAMIOFrKysLtevxcbGYjXVEmgpZfPJGuqbrW2jg6MC3ElMTATo\ndgPu85YvX47JZGobhbPZbKxdu5Y5c+bQv3//HvOXGjlyZKddL4UQVx4p4IQQQghxRVCPH4GaSjib\nh/2NF1GrK3qVb7HZ2ZdfT13mPubOnsWf/vQnIvoZyKu19LgWLvlsA1Y7nNz1SYcRsLi4OLL27wQc\nI2aXSi81M9TPjSMH9gF0OYLWt29fJkyYQMmO92i22lmXWc2JyiYG9NHj7abDaDQSFBTE8OHDe3zW\nqKgowsLC+O9//9u29q20tJSlS5f2mBVC/LBJASeEEEKIK0PWUfDsg+bxP4Nqw/7Rv3oVTylqpMmq\nkpewnqCgIF5//XXU8lwAjvcwCrevoIE+mlYaC050GAGLj4+nqbwQHbYOBVxTq51TVU2M62cgMTER\nHx8fwsPDu/ye+Ph40oxfMr2/C5tOVJNWYmJUoDt2u529e/cya9Ysp1rxK4rCnXfeyaFDh3jmmWd4\n/vnn8fX1JTY2tsesEOKHTQo4IYQQQnzvVFVFPZEOIyNQ+vZHuXY5pB1APZXp9DW2Hiumtb6KhVGj\n+PDDDwkKCuLDv63CVauQUd51AVfbZOVoqQmXspMYDIYOHSBHjx5N8MABqDXF5F5SwGVVmLGpEN7P\ngNFoJDo6utsOkPHx8QD4F+wl1NcVi01lVICBY8eOUVNT49T0yfPuuOMOlixZwurVqyktLeWNN97A\n1dXV6bwQ4odJCjghhBBCfP/KiqGmEmVUJADK3IXg6oaatNupeIPFxvFqG7UZCTzx+GO4ubnxP//z\nPxw6mEw/nYXMbgq4j49VYlchZ8dHTJ8+HRcXl3bnFUUhPj6e8pNHOF3dvpFJRpkZnQZc6ospLS3t\nsQAbPnw4Y8aMYd3HH/H7OYO4ZrgP0wZ5smXLFrRaba8KOEVRePnll3nuuefYtm1br7pPCiF+uKSA\nE0IIIcT3Tj3haFqijD5XwLm6oUycjnpoH2prx8Yhl9pf0ICqaBlCNf7+/gAsXboUT09PGvMzKai1\nYLHaO+SK61v48lQtM4J0nE470GUBFRcXR33+CSw2lZKGC/eTUWZmuL87yfscDUh66iCpKArLli0j\nPT2d4tyT/GpKEB46+PTTT4mJiSEgIKDHZ72YXq/nrrvuYsiQIb3KCSF+uKSAE0IIIcS3Rs3PQS0r\n7l1GVVH37cLu35d7n36Wxx57jEOHDqFMi4EmExw92G2+qK6ZT9JLaSrLJzZqbNtxV1dXYmJiOHFg\nFzYV8motHbIbT1Sj1Sj4laQCXXeAnDp1Kpo6x3NlVzmmUZpaHGviIs6tfwsJCWHw4ME9Pu8NN9yA\ni4sLH3/8MQAJCQmUlpaybNmyHrNCCCEFnBBCCCG+FWptNfaXfof9hf+Hmn/a+WB6CuSdYovNjc1b\ntrBx40Zuv/12GgaEgJcP6pHkLqNZ5Wbu+iiN2iYrBRteZ94le6DFx8dTctyx91pOVfv1aza7yoHC\nBqIGepKSuLvbDpB6vZ6ZEcOwmetJL20EILO8CbsKo/1dSEpK6nH07Tw/Pz8WLFjAhx9+yJ49e/jb\n3/6Gn58f8+bNcyovhPhpkwJOCCGEEN8KdcMHYLWCmzv2vzyNamrsOWO3Y9/4Ia0+/vy/Tz7nlltu\nYe3atdTW1vKv1athyDDUorwu80F9XBgb1AfdnjfppzR2mEoYExODvbEava2ZnEsakGRXNlHbbGNq\nsAd79+4lOjq62w6Q8XFx1J9O43BhHaqqklFmQq9RaDp7ksbGxl6tX3vuuecICgri1ltvJTU1laee\neqrD2jshhOiMFHBCCCGE+MbUkkLU/btQ5i1Cs/JRaGxAPdr1yFlbLukrKDzD2iYtejd3HnvsMcaN\nG8eCBQt4++23sQT0g9KzqNbWTvO+7jpevGYYKV990WkTDx8fH6ZNm4a56BSnLxmBO3C2EZ1GwVBX\n6FQHyHnz5tFccJx6q4ayxlYyysyMDHRnz64daLVaZsyY0ePznufv788HH3zANddcw9q1a2X/NiGE\n06SAE0IIIcQ3pqY4mngo8ddD2EjwDUA9cqD7jKUZdf37EDqCv+xPZc6cOW0NSB544AEaGxs5UlYN\nNhuUFnV5nYMHD9Lc3MzMmTM7PR8fH0/FySMU1FloPtfIRFUd0ycjgwwc3GcEem5A4uHhwZQQx/3t\nOV3FmRoLYwPd+PTTT5k3bx4+Pj7d5i8VGhrKO++8w7Rp03qVE0L8tEkBJ4QQQohvzJaaRKmHD5u+\nMmIymVDGT4XjR1AtzV1m1P27oK6aommxlJWVtRsBi4iIIDg4mG3pjn3g1KL8Dnn7f/+J/e2XSEhI\nQFEUpk6d2un3xMXFYTp7EpUL6+BKG1spbWxl0gBPjEYjo0ePpm/fvj0+5y+uv4bWhmo+Pl6DCliL\nsigvL5cGJEKI74wUcEIIIYT4RtSKUjRF+bydks59993H7bffDhOmQWsLHE/tOncwEQYOYXtuIdC+\nA6SiKMTFxfFpYhKqRguXrINT7XbU1P2gquzZs4eIiIguR8AGDRrEAJcWUO0cLTUBkF7q2BdupK+W\nlJQUoqOjnXrWqKjJWDP3YDl7gnsivfjig38SEBDA3EuapwghxOUiBZwQQgghvpGq3Vsdvxg3Bo1V\nBwAAIABJREFUhSeffJIDBw6QUFwJ7h6ox9M6zahVFZCTiRI1C6PRSGhoKMHBwe0+ExsbS0NTEyZP\nb9Szl4zAFeZCXQ2toyJJTk7ucf1Z3JxZNBac4FBhHQBHS034ues4m3kEi8XidAMSRVF4akk0x//x\nW/7fkrkkJCTwq1/9Cr1e71ReCCG+KSnghBBCCPGNVO3axsnGZu59+llWrFhBcHAwf375ZQgZjnrm\nZKcZ9dBeAKzjp3XZgn/69Ol4eXlxytwCl0yhVI+mgKKQ2gItLS09FnALFiygPvsQubWtNFhsZJSZ\nGRdk4KuvdqPX63u1Du2qq67ilVdeQa/X8+qrr3Lvvfc6nRVCiG9KCjghhBBCAKBmHEKtruhVxlZb\nTai9mXzf/gQFBeHi4sKDDz5Ieno6pQYvOJvf6To49fA+GDKM1MJizGZzpyNger2euXPnsvdMIVRX\noJpNF/LpKRA2klGTp/Dee+91uf7tvPDwcPyt1aAobMiqpt5iIzzQlQ0bNjB//nwMBkOvnnvJkiWk\np6dL90ghxHdOCjghhBDiJ85ut3PmvX9if/057P/9Z6+yZ7dtQKsouEy5MIK2YMECtFote4vKQbVD\nXk67jGpqhLwclHGTSUxMRKPRdDmCFhcXR2pZleM3xY5ROLW+BvJzUCIm4+vry9KlS/H09OzxXpfM\nnYqt2cSnx6vQaRTqTx2hsrLyaxdh3e0ZJ4QQl4sUcEIIIcRP3Ccv/5GBxs2YrDZs6Smo5p434D7P\nmrKXQrOFcQsWtx3z9fVl6tSpfJR0CKDjNMrsY6DaUUZFYjQaGT9+PN7e3p1ePyYmhpwmxx5w59fB\nqVnpAChjJzh9nwA33XA9xVv/iVfRYf4UN5jP135A3759iYmJ6dV1hBDi+yQFnBBCCPETVlxcTOn2\nzSgovGHrg1ZVqUvY7lRWra9hQH0lh1o1BF7Sgj8uLo6UrJO0+gai5rYv4NSso+DiSr1/EGlpad02\nEPHy8mLIhEk02tQL6+CyjoLBA3VQaK+e1dfXlyWTQtj910d5ZMUt7Nixg+XLl6PT6Xp1HSGE+D5J\nASeEEEL8hK1atYoJ3u5Y+w9i+bN/pMBsoXTzp05lW7d8ihaV0pEdR8Li4+MByNe4QG42qqq2nVNP\npMPwMew/eBC73d5jB8j4+Ks5UWfCdCoTVVUd+ZERPPnU77nnnnvaXbsnjz/+OIsWLeLgwYPcd999\nPPTQQ05nhRDiSiAFnBBCCPEDp6oq9gN7UCvLepVrbW3ly23bmOznhevoCEJCQznt25/Q5gbqigq7\n/876WkjYxsbiasLnxXU4P3jwYEaPHo2xsBTqqqGm0pGrrYaSQpTRjumTBoOBCRO6nwq5ePFiss0W\nlOJCqCiBqnKsw8bw2Wef4eHh0au1aBqNhr///e8kJiby5JNPyuibEOIHRwo4IYQQ4gfOnpaMuvpV\n7C/9DrW60ulcamoqg7Qqrthh6GgAghb9DJ1GIffTD7vNqnu2orFZeSu/qssOkLGxsWw4mun4zblp\nlOrRg4Bj/VpiYiLTp0/HxcWl2+/y8/NDOygMd9WGNXEHAF+VVNHY2Pi1GpDodDrCwsJ6nRNCiCuB\nFHBCCCHED9j7777LmZeeoaTVjq2hDvsbLzg9pdBoNBLl1wcAJWwkAKPnxZPb1IL7sUNd5lS7DXXf\nTg6bbfiNicDd3b3Tz8XHx3O81oRNo0U9k+3IHt4H/QZSpOo4c+aM0xtoj55/teMXX66HoGDe+Xwr\nISEhPW4fIIQQPzZSwAkhhBA/UBUVFRR98DahHq6syq/hH8UNUHAaSs86lTcajcwLDQZvXwjoB4BW\npyPHpz9DVQst5SWdBzOPQnUl/z6R320BNm7cOPz69iXPrkHNPYnaUAcnMlAmzcSYmAjgdAE37uqF\nADRbrbyj+JCUdIClS5dKK38hxE+OFHBCCCHED9TfXvwDvxrkh3noGGJ/8ygfZJybppie0mO2vr6e\nypOZRHtoUUZHtiuE+sRcjUZRyNu4ttOsuncHFr0r28truy3ANBoNsbGxGAtLUfNzUFMSHdsHRM3E\naDQSFBTE8OHDnXpWrZcPjdPm8kRuFc+t/g+LFy/m7rvvdiorhBA/JlLACSGEED9ATU1NjDxxGINe\ni+cdv2bRokX4hA7jVLO1bZ1Zd/bv28cLY4LR6HQo19/W7tykaxZRYWmlPv1wh5xqs6FmpHBYdcXg\n5U14eHi333PjjTdysKIWpbUVdd3/wYDBmH0C2b17N3Pnzu3VCJr3Xb/ht6s/4M033+Qf//hHl1M3\nhRDix0wKOCGEEOJ7pJYWYX/7JdTze5w5KW3HFywZ4EvpyAkoQcFoNBruuOMOthZWoOZkoZoaus0X\n79rK7EBvlOtuRfEPbHfO3WCg2MWAT21Fx/V0RfnQ0sK2U3nMnDkTrVbb7fdMmTKFij5+2FXANxDN\n/U+yecsWTCYTN998c6+eGWDo0KEsXrxYpk4KIX6ypIATQgghvic7/v02tU/ei5qSiPWNF1CbzU5n\n9bs2YVNVAn++su1YbGwsuyvqUFTVsdl1F1RVZVJJDpWqgm7etZ1+Rjd0NENcdWQdSW2fzXM0I9mT\nX+TU+jVFUZi3ZCnX78+iYPn9KH378/HHHxMWFsbkyZOdeVQhhBAXkQJOCCGE+B6Ul5fTsum/2G02\nHsnIh4pS1LX/diqrVlcQYaokwabHPWhA2/F+/fqhCx1Bq6qiFpzuMl+RuItwg57skHAUnb7Tzwy5\nai4aRSFj84b2J3Kzada5kG9ucboByc9+9jOymm38v98/zcaNG0lOTmbZsmUyiiaEEF+DFHBCCCHE\n9+DFF18kso8bunGT0UTH8klRNbbkBNTW1h6z9Ts3o1MUKsfP7HBublwcJ+ubsJzK6jJv+3wNpc0t\n9LtheZef8Ro3CYDao+23E1DzTpHdojJkyBAGDx7c472Co7B87bXXSE5O5r777mP8+PHceuutTmWF\nEEK0JwWcEEII8R0rLy9n7+cb6O/mQp/Iyfz2t79lV0U9mhYL5GT2mLce2ENqTSMTYq/ucC4+Pp5j\n9Wbs+ac73Q9OzT5G39pyPqwwM3zM2C6/Q+njTaOrO/2aGzh+/Lgj22xGLS4gIb+Y2bNn9+KJ4brr\nruPVV1/l17/+NevWrcPHx6dXeSGEEA5SwAkhhBDfscTERCb5eAKgDB3FwIED8Z8xhxa7HVsPHSTV\n0rP4NNSwq76FMWPGdDg/YsQISnXuuLVaoKaqw3n75o+pbLFSPiKyxymMriPCifTxYM2aNY4D+adR\nVJVDlbXcdNNNTj7tBUuXLuWJJ57Azc2t11khhBAOUsAJIYQQX8PevXt59dVXMRqNvc4mJiYyo78/\n6F0gOBSAeQsWklTVQFPKvm6z9oOJ2FWVhuHhaDQdf4wrioJ3xAQAmrKPtzun1lZB1lHePVPG9Nlz\nerxPl7ARDDa48sWG9TQ3N6OeOo5dhVrffkyaNMnJpxVCCPFtkgJOCCGE6KXq6mpWrlzJK6+8wm/u\n+AUbN250OquqKomJiUT3D4DQ4Sg6HQBXXXUViTVmDPXVqJVlXeabk/ZwqKaRcVfFdPmZiGsWYVdV\nCvbtaf/dJ48BsKeinujo6B7vVQkeAkA/ewtvvvkm9YeSONFgZuHNS6UBiRBCfE+kgBNCCCF66aWX\nXqKhoYGU3z1Iyrxx7Hvrr1itVqeyJ06cwFpdySDFhhI2qu24u7s7hI0EQC3I7TSrVlXgVlnCjrK6\nbjtATpoxk7ymVpqzL1lPl30Mswq2AYPp169fzzc7MASA5VfN4K+vvIKu4DQZzfavtX+bEEKIb4cU\ncEIIIUQvFBUV8cEHH/D3JQvpl7YPu0bDnT5aPvvkE6fyO3fu5JERA9AooMyc3+7cmLlxAJSlHe40\nq6Y71sed9vClf//+XX6HTqejzssff3M9JpOp7bgtK50DlfXMnDXLqXvFvy+4unHzzKncHT8Xd62G\nhb99FH9/f+fyQgghvnVSwAkhhBC9sGfPHux2O3GaJhgxFu3djzDc052Szz50Kn9i15csHRSAZu4i\nlKCB7c7NufoazjZZqM7sfBNuW+oB8swWQqZ23D7gUoGTpjDATc/2zz4FHOvfNBUl7Kus47rrrnPq\nXhWNBgYMRlN6lieWLAbAa+I0p7JCCCEuD11PH2hpaeGZZ57BarVis9mYNm0aN998M6qqsmbNGg4c\nOIBGoyE2NpYFCxagqirvvvsuR44cwdXVlfvuu4+wsLDv4lmEEEIIp5w5c4bS0lLCw8Pp06dPr7JG\no5Ho0GD0ddUo192CMmkGZW59iKaUsrKybqcmtra2Mro0F2t/X3TXLu1wPjAwkBSNK94VJR3Oqc1N\nkH2MHWW1zL5rTo/3OWjmHNTkXaR9vp4bbrsd9UQGACWe/owfP97p51WCQ1CPJKHabNB/EIqXtP8X\nQojvU48FnF6v55lnnsHNzQ2r1crTTz/N+PHjKSoqoqqqitdeew2NRkNdXR0AR44cobS0lNdff51T\np07xzjvv8OKLL172BxFCCCGc0dDQwI033kh5eTn9fX345PPNhIaGOpW12Wzs3buXl+ZMhtZalMgo\nFEVBM2Ea4/ZvZ8OWz/nZnSu6zKcdSGJBYB8qhoxksIdnp5/RBIcwsDSXosJCBg4a1HZcPXoQjd3G\n7qpGfjGt51EwZXAYKqArKSAlJYURCV9iam5h0vVLeteAZOAQSNwOOZkoy+5xPieEEOKy6HEKpaIo\nbfu12Gw2bDYbiqKwfft2lixZ0tbC2NvbG4BDhw5x1VVXoSgKI0aMwGQyUVNTcxkfQQghhHDea6+9\nRkVFBWsfXEHi1FA+ffmPTmePHTtGbW0tU90UGDoKxcsXgMA5cWgUhQrjzm7zVV9swEOnxXdR101A\nBk6agptWw4HN7TtbqimJVFhVGDYag8HQ470qHn2w+wYwJSiA/7l7Ba7Zx9hW2ciNS5Y48aQXXWeg\noxMlIyNQYhb0KiuEEOLb59QaOLvdziOPPMKKFSuIiIhg+PDhlJWVsX//fh5//HFefPFFSkoc0z2q\nq6sJCAhoy/r7+1NdXX157l4IIYTohcLCQlavXs2tS5cyraoQF42GeeWnOZmV5VQ+MTGRYHcXfOqr\nUcZPbTuuhAzHpNHRr7K4XdOQi6mqSmjRKQqs4Dmu6z3U+o6fDMDJPReKQdXUiHrsMOsLypl11Wyn\n7hVAEzKM2WGDmOdnQK9RiHnsmXY/o50ybDRK/I1o7vyNY02cEEKI71WPUygBNBoNL730EiaTiZdf\nfpmCggJaW1vR6/WsWrWK5ORk3nzzTZ577jmnv3jnzp3s3On44bRq1are/0C5hE6n+8bXEB3Je/32\nyTu9POS9fvuu5Hdq3rqOpi/X4/3oi+gGDnY6t2bNGqxWK89cPRvWvoMSHUvk3h1seOdvzPzP2h7z\nSUlJ3D1hNAD+869Fe9H7qRk+luimQxxJTeX6G27okK05tJ9heoXE4DFEBQZ2+R12wwQqAEoKqamp\nYfjw4TQdPUC9zcamkmreW7bM6T+XxtERmI4c4H9nTkCjUYi6adnX27/tVw/3PvMdupL/rv6QyXu9\nPOS9fvt+au/UqQLuPA8PD8aOHUtaWhr+/v5Mner4v49TpkzhH//4BwB+fn5UVla2ZaqqqvDz8+tw\nrfnz5zN//oX2yRdnvo6AgIBvfA3RkbzXb5+808tD3uu373K9U3vidjibh2b511tPZTl+BO3q11Ds\ndqqeug/NY39CCXBiTzNg27ZthISE4Jr4JQweivKLX1O+dzfeedmUlZWh1Wq7zDY1NbF//35eumYK\nDBpMjdYFLno/XlOiUU4e5Z21/yW6kzb9Rf/3Ju6tVoJuWN7je7V5+zHWq4a33nqLJ554AtuBBMpb\n7eiHjSYwMNDpPxc16Fxxa2qA2+6nqqrKqdwPjfz7vzzkvV4e8l6/fT+WdzpgwACnPtfjXIj6+gt7\nyLS0tJCens7AgQOJiori2LFjAGRmZrZ94eTJkzEajaiqSnZ2NgaDAV9f36/7HEIIIX5E1IY61I9X\no+7ejFpe3Ot8k9lM+Z+f4kxDE39o8URtqEdN+MKpbGtrK0lJSSyfNhlKClHmXIO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NDRE41lhRBCCCG+IinghBBfmc1mI6NfP/wLt6KGjmP8Xfexpa6FgJOHunwXrr6+nv07CpgT6g39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\nBk5ERERERMRL/H/ekaYvvNhYuAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d52855f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def periodic_augment(x, period=12.0):\n",
" return np.concatenate([x, np.sin(2*np.pi / period * x), np.cos(2*np.pi / period * x)], axis=1)\n",
"\n",
"clf = sklearn.linear_model.LinearRegression()\n",
"clf.fit(periodic_augment(x_train), y_train)\n",
"\n",
"plot_carbon_regressor(clf, augment=periodic_augment)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Try a random forest regressor. We know that this will not work very well, though, since regular decision trees can not generalize outside the range of the training data."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mFrqIGFDW0ncf3I5GPx3BCKcVpyX1jIld1SJ3NwfY1JXVm12UXP83iU8BnIiI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8Du11b2G6s3NRBcuJsVFY1cuOTyPo8JyxmPR9fRynvv4fabn/2UifZ6CmwR3HDXd33mGpSVg0FR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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d4df8dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clf = sklearn.ensemble.RandomForestRegressor()\n",
"clf.fit(periodic_augment(x_train), y_train)\n",
"\n",
"plot_carbon_regressor(clf, augment=periodic_augment)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Try the `DecisionTreeMetaRegressor` with the month number only. This will fit a piecewise linear function."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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hfD4fmZmZ7N27t8X+GzVqFB988AFQW5WzMed/8/k6duxIQUEBRUVFeDwe1q5d2+q25zp+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aFwsBhdeRyOlF7W8kkhhBBCCCHOJwWc6BKttbWRyOXEHj14ugHJzah7fwIBIRhffmh//O4zrfjb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\nfwDB/4Bf3/NAdwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d59015f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clf = DecisionTreeMetaRegressor(tree=sklearn.tree.DecisionTreeRegressor(min_samples_leaf=40))\n",
"clf.fit(x_train, y_train)\n",
"\n",
"plot_carbon_regressor(clf)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now try `DecisionTreeMetaRegressor` with the periodic predictors as well."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/zWXBXpyoNmOxOVrEppcZ8dSoGB7sxY4dOxgzZgwBAQGtvqHRaIiJiWH3d18Q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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a3d4dfd5f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clf = DecisionTreeMetaRegressor(tree=sklearn.tree.DecisionTreeRegressor(min_samples_leaf=40))\n",
"clf.fit(periodic_augment(x_train), y_train)\n",
"\n",
"plot_carbon_regressor(clf, augment=periodic_augment)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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