"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Porch\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Neighborhoods\n",
"\n",
"The instructors' notes say:\n",
"\n",
"> For instructors who cover nominal variables in their class, I would suggest incorporating the neighborhood variable into their models by converting it to a set of dummy (indicator) variables. I have found that the coefficients for the continuous variables tend to have values with more realistic interpretations when used in conjunction with the neighborhood variable.\n",
"\n",
"Indeed, plotting the price distributions by neighborhood reveals significant differences in the price level."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" nhood_Blmngtn nhood_Blueste nhood_BrDale nhood_BrkSide \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_ClearCr nhood_CollgCr nhood_Crawfor nhood_Edwards \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_Gilbert nhood_Greens nhood_GrnHill nhood_IDOTRR \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 1 0 0 0 \n",
"\n",
" nhood_Landmrk nhood_MeadowV nhood_Mitchel nhood_Names \\\n",
"Order PID \n",
"1 526301100 0 0 0 1 \n",
"2 526350040 0 0 0 1 \n",
"3 526351010 0 0 0 1 \n",
"4 526353030 0 0 0 1 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_NoRidge nhood_NPkVill nhood_NridgHt nhood_NWAmes \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_OldTown nhood_SWISU nhood_Sawyer nhood_SawyerW \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_Somerst nhood_StoneBr nhood_Timber nhood_Veenker \n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[neighborhood.columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nominal Features\n",
"\n",
"This section investigates the rest of the nominal variables with regard to which realizations / encoding might be a useful predictor."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Alley Type of alley access to property\n",
"Bldg Type Type of dwelling\n",
"Central Air Central air conditioning\n",
"Condition 1 Proximity to various conditions\n",
"Condition 2 Proximity to various conditions (if more than one is present)\n",
"Exterior 1st Exterior covering on house\n",
"Exterior 2nd Exterior covering on house (if more than one material)\n",
"Foundation Type of foundation\n",
"Garage Type Garage location\n",
"Heating Type of heating\n",
"House Style Style of dwelling\n",
"Land Contour Flatness of the property\n",
"Lot Config Lot configuration\n",
"MS SubClass Identifies the type of dwelling involved in the sale.\n",
"MS Zoning Identifies the general zoning classification of the sale.\n",
"Mas Vnr Type Masonry veneer type\n",
"Misc Feature Miscellaneous feature not covered in other categories\n",
"Roof Matl Roof material\n",
"Roof Style Type of roof\n",
"Sale Condition Condition of sale\n",
"Sale Type Type of sale\n",
"Street Type of road access to property\n"
]
}
],
"source": [
"print_column_list(set(NOMINAL_VARIABLES) - set([\"Neighborhood\"]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Alleys\n",
"\n",
"Almost no house has access to an alley."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Alley\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Alley\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Building Type\n",
"\n",
"The type of a building clearly affects the valuation. The two types of townhouses as well as the 2-family condo and duplex type are summarized into a single category. This makes sense a) semantically, and b) by looking at the two sub-clusters in the scatter plot."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Central Air\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use a new variable name to cleary show that the variable's *dtype* is changed from *str* to *int*."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"df[\"air_cond\"] = df[\"Central Air\"].apply(lambda x: 1 if x == \"Y\" else 0).astype(int)\n",
"del df[\"Central Air\"]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"new_variables.append(\"air_cond\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" \n",
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air_cond
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Order
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PID
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1
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526301100
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1
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2
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526350040
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1
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526351010
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"text/plain": [
" air_cond\n",
"Order PID \n",
"1 526301100 1\n",
"2 526350040 1\n",
"3 526351010 1\n",
"4 526353030 1\n",
"5 527105010 1"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"air_cond\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### \"Proximity to various Conditions\"\n",
"\n",
"The columns *Condition 1* and *Condition 2* have the same realizations and can be regarded as \"tags\" given to a house indicating the nearby presence of a) a major street, b) a railroad, or c) a park.\n",
"\n",
"The default tag \"Norm\" (implying no \"condition\") is given to 86% of the houses (this realization should therefore not be regarded as a tag!).\n",
"\n",
"From the comparison of the grouped scatter plots below, it can be assumed that the proximity of a major street decreases the valuation (lower regression slope through the cloud of blue and orange dots). Therefore, a factor variable *major_street* is extracted indicating the proximity of an \"artery\" or \"feeder\" street.\n",
"\n",
"Further, a factor variable *railway* is extracted as a relatively high proportion of the houses has such a tag. From the plots, a railway seems to not affect the valuations strongly.\n",
"\n",
"Lastly, a factor variable *park* is extracted. From the plots, this does not seem to affect the valuation much."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"List the \"raw\" realizations:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Feedr 174\n",
"Artery 97\n",
"RRAn 48\n",
"PosN 43\n",
"RRAe 29\n",
"PosA 24\n",
"RRNn 11\n",
"RRNe 6\n",
"dtype: int64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" (\n",
" df[\"Condition 1\"].value_counts() + df[\"Condition 2\"].value_counts()\n",
" )\n",
" .sort_values(ascending=False)[1:]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# Condition 2 is only filled with anything other than \"Norm\"\n",
"# if Condition 1 already has such a tag.\n",
"assert not ((df[\"Condition 1\"] == \"Norm\") & (df[\"Condition 2\"] != \"Norm\")).any()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"86"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 86% of the houses actually have no tag.\n",
"round(100* (df[\"Condition 1\"] == \"Norm\").sum() / df.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From a simple scatter plot it is hard to see any significant impact by a predictor."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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a2xFTU1M+//xzFixYQG1tLVqtlocffpigoCA++ugj3nrrLb766is0Gg2jRo2ic+fOzJs3jxdeeIFvv/22xYZ+R9GhzqWmpobXXnvNWEHtvffew8/Pj+eee47CwkI8PDxYvHgxtra26PV63n33Xfbt24e5uTnvv/8+oaGhAKxfv56vvvoKgBkzZjBhwgTAEC1xqcxxVFQU8+bNQyQSoVQqWx1DQOBaXKy5iFKlBCC3Jpei+iLcrNzwtvEmwDaArOosPKw88LX1vWY/TakVNKVWAlC1NgMzfxsklqYdbL3AP4JL+yrtHC3WWj5KSEjIFRvzAF5eXnz33Xettv95Ge25554DoE+fPvTp0+eW7GuNDl0We/fddxk0aBDbtm1j48aNBAQEsGzZMvr168eOHTvo168fy5YtA2D//v3k5uayY8cO5s+fz1tvvQUYSnwuXbqUVatWsXr1apYuXUp1dTUAb731FvPnz2fHjh3k5uayf/9+gKuOISBwLTrZd6KTnaGoU3+3/vjZ+AHgbuXOkmFLWDpsKctiluFt433NfkTml5/ZTORmiEyE1ed/Fd3ugeeS4S2l4f8dEIZ8J9Bhf/W1tbUcP36cyZMnA4ZpnI2NDQkJCYwfPx6A8ePHs2vXLgBju0gkIjw8nJqaGkpLSzl48CADBgxALpdja2vLgAEDOHDgAKWlpdTV1REeHo5IJGL8+PEkJCS06OuvYwgIXAtPa0++HP4lP9/1M+8Pfh97mb3xmJe1F1GeUdd1LAAWYY7IxwdgNdQL+d3BiM2E1WeBfx8d9ldfUFCAvb09r7zyCunp6YSGhjJv3jwqKipwdnYGwMnJyVjTWaFQ4Orqarze1dUVhUJxRbuLi0ur7ZfOB646hoDAtWisqcZGLMPZudst9SM2N8Gqr3s7WSUgcGfSYTMXjUZDamoq9913Hxs2bEAmk12xPCUSia4aGtde/B1jCNz55Jw+yffPPsEPc5+iIC35dpsjIHDH02HOxdXVFVdXV7p37w7AyJEjSU1NxcHBgdLSUgBKS0uxtzcsPbi4uFBSUmK8vqSkBBcXlyvaFQpFq+2XzgeuOoaAwNU4sXk9TfV11FVWkHZo3+0257ZS31xPZlUmyibl7TZF4A6mw5yLk5MTrq6uZGdnA3DkyBECAgKIjo5mw4YNAGzYsIFhw4YBGNv1ej2nT5/G2toaZ2dnBg4cyMGDB6murqa6upqDBw8ycOBAnJ2dsbKy4vTp0+j1+lb7+usYAgJXw9Hbx/ja1tG5w8c7VnyMhYkL+Sn1J+qb6zt8vLZS21zLgqMLmLhpIk/tfoqiuqLbbZLAHUqH7jS+/vrrvPDCC6jVary8vFi4cCE6nY5nn32WNWvW4O7uzuLFiwGIiopi3759xMTEIJPJeO+99wCQy+XMnDnTGBgwa9Ys5HI5AG+++aYxFHnw4MEMHjwYgOnTp7c6hoDA1egVNxG5iytiExOC+wzo0LHKGsp4bs9z1KhrALAzt2O0/+gOHbOt5FTnsCVnCwBnys5wrvwc7lbC/tHtplOnTkybNo2XX34ZgO+++46Ghgaefvrp22zZ1elQ5xISEsK6deuuaP/hhx+uaBOJRLz55put9jN58mSjc/kzYWFhbNmy5Yp2Ozu7VscQELgaVvYO9Bj592Sca3VaGrWXk+xUWtXfMm5bcJQ54m7pTlF9EeYSczyt2jezXODmMDU1ZceOHUyfPv2mlvnbU0q/rQgxkgICfzOuVq58MPgDViSvoJtTN6I8o263SUbcrdxZOmwp58rPEWAbQKhj6O026Y4jPjuez059Rkl9Ca6WrjwT8cwtz0xNTEy49957+eGHH4zJj5coKCjg1VdfpaqqCnt7exYuXIi7uzsvv/wypqampKWlERERQXV1NWZmZqSlpVFRUcF7773Hhg0bOH36NN27d+f999+/JRuvsLldexMQEGgTMT4xxPjE3G4zWiXILoggu6DbbcYdSXx2PG8dfosmbRMAxfXFvHX4LYBbdjAPPPAAY8eO5bHHHmvRvmDBAiZMmMCECRNYs2aNUYofDAFQv/32GxKJhJdffpmamhp+//13EhISmDFjBr/++itBQUFMnjyZtLQ0QkJCbsnGPyOkDgsICAi0E5+d+szoWC7RpG3is1Of3XLfVlZWjBs3jpUrV7ZoT0pKYsyYMYBBSv/kyZPGYyNHjkQikRjfDx06FJFIRKdOnXB0dKRTp06IxWICAwMpLLy+IOuNIDgXAQEBgXaipL7khtpvlIcffpi1a9fS2Nh4/ZMBmUzW4r2pqUHjTiQSGV8DiMViNBpNu9ho7LNdexMQ+B+horGCI0VHWkjvdwRNmiZWnV/Fh8c/5EjRkQ4dS6DjcbV0vaH2G0UulzNy5EjWrFljbPuzlP7mzZuJjIxsl7FuFcG5CAj8BWWTklcPvMr0ndOZunUqGZUZABTWFrL6/Gr25O1BrVO3y1gHCw8y/+h8fkz9kWf2PENRrZBXcifzTMQzmEvMW7SZS8x5JuKZq1xx4zzyyCNUVVUZ37/++uusW7eOuLg4Nm7cyLx589ptrFtB2NAXEPgLxfXFHC4+DEB5UzkZVRn42PjwztF3OFxkaP846mNG+I645bGaNJfX55u1zTTrmm+5T4Hbx6VN+/aOFvuz5L6joyNnzpwxvvfw8LhiHwa4Ivrrz+89PT1bpHG0d6QYCM5FQOAKXC1d6ePah8SSROzM7QiyC6JeU09S6eV/4AW17VO2doDHAB4MeZBjJcd4OPTh69aKaS8a1A1sztpMYV0hQ72G0sOlx98y7r+B0f6j/zFJsbcTwbkICPwFO3M73hv0HhlVGXhYeeBn64der+fpHk/z4fEP8bD0oJ9bv3Yb68XeL6LX6/9WgdXdebtZkLgAMITPro5b3aLEgIDArSI4FwGBVnC2cMbZ4rLGmEgk4oGQB4jyjMJSaomDzKFN/dQ112EhtUAsuvb2Zkc5lvSKdNZlrsNSasnk4MnG8sz16st6ZlWqKmE5TqDdEZyLgEAbEYvEbSoWBqDWqfkx9UdWpqxkiNcQno14Frm5vGMNbIXPT3/OgYIDAEglUmaGzwRgiNcQzpWf42zZWWaGz2y3aCYBgUsIzkVAoAPIqMxg0clFAKzNXMsA9wHE+P79GfkqzWXdMo3uch6Di6ULCwYuQKPTYCIWfgYE2h/hr0pAoAOwMrVCZiKjUWNIdrMxs7ktdszuMZvlKcuRm8kZGzD2iuOCYxHoKIS/LAGBDsDHxoel0Us5VnKMYLtgern2ui12dHfuzmLnxbdlbIH2IyQkhODgYLRaLZ6ennz44YfY2NhQUFDAqFGj8PPzQ61W07VrV959912kUimJiYk89NBDfPXVV0RHRwPwxBNP8Mgjj9CnT58Ot1lIohQQ6CB6u/XmqR5PEesbe90NfQGBa2Fubs7GjRvZsmULtra2/Pzzz8Zj3t7ebNy4kc2bN1NSUsLWrVuNx1xdXfn6669vh8mCcxEQEBBoT6o3byYzehhpIV3IjB5G9ebN7dp/eHg4CoXiinaJREK3bt1aHOvcuTPW1tYcOnToivOjo6P5/PPPmTBhAnFxcWRlZbWrnYJzERAQEGgnqjdvpvj1N9AUFYFej6aoiOLX32g3B6PVajly5IhxmevPqFQqzpw5w6BBg1q0P/nkk3z11Vet9mdnZ8f69euZMmUK33//fbvYeAnBuQgICAi0E6WLFqNvaim5r29qonTR4lvqt6mpiXHjxjFgwAAqKioYMOByKe68vDzGjRtH//79cXZ2pnPnzi2u7dXLsN934sSJK/qNjY0FoGvXrneW5H50dDRxcXGMGzeOiRMnAqBUKpk2bRqxsbFMmzaN6upqAPR6PQsWLCAmJoa4uDhSUlKM/axfv57Y2FhiY2NZv369sT05OZm4uDhiYmJYsGABer3+mmMICIBBuqW95FsEBP6Mprj4htrbyqU9lz179qDX61vdc9m5cyfJyckkJCRccf3VZi9SqRQwSO5rtdpbsvGvdPjM5YcffmDjxo2sW7cOgGXLltGvXz927NhBv379WLZsGQD79+8nNzeXHTt2MH/+fN566y3A4CiWLl3KqlWrWL16NUuXLjU6i7feeov58+ezY8cOcnNz2b9//zXHEBDYnbebsRvGMn7jePbl7+PX9F9ZcmoJ6RXp7T7W3vy9LE1aakxiFPjfx8TN7YbabxSZTMZrr73G8uXLr6i/Ym9vzwsvvNDq793AgQOpqanh/Pnz7WJHW/jbl8USEhIYP348AOPHj2fXrl0t2kUiEeHh4dTU1FBaWsrBgwcZMGAAcrkcW1tbBgwYwIEDBygtLaWuro7w8HBEIhHjx483euyrjSEgsOnCJtQ6NSqtiiNFR3gv8T2WnVvGW0feolHdtgJMbeFc2Tme3fMs35z9htl7ZpNWkdZufQv8c3F+7llE5i0l90Xm5jg/92y7jdGlSxc6derUQtX4EsOHD6exsbHVJbAnn3yS4lucQd0IHZ7n8uijjyISibj33nu59957qaiowNnZoNnk5ORERUUFYKj17Op6WYLC1dUVhUJxRbuLi0ur7ZfOB646hoBAqGMoCfmGh5A/63kV1RWh1qmRIbvapW2iWdvMvvx9ZFdn08O5BycUJ9DoNNSp626pX4E7A9u4OMCw96IpLsbEzQ3n5541tt8sf5bcB1qEF//ZyYhEIjZt2mR8/+d8lmHDhrWYuezevdv4OiwsjB9//PGWbPwrHepcfv31V1xcXKioqGDatGn4+/u3OC4SiTpcCfbvGEPgzmFK5yl4WBnEGwPlgRTUFnBBeYG5vea2Sxb9jtwdvHLwFQB6u/Ym1CGUAR4DCHMMu+W+Be4MbOPibtmZ/C/Qoc7FxcUFAAcHB2JiYjh79iwODg6Ulpbi7OxMaWkp9vb2xnNLSi7XmS4pKcHFxQUXFxeOHTtmbFcoFPTu3fuq518ar7UxBASsTa0Z5T/K+P6z6M/Q6DSYSkyvcVXbKai7HChwvuo868aua6Gu3N7k1eSxLXcbpmJTxviPwdHCscPGEhC4ETpsz6WhoYG6ujrj60OHDhEUFER0dDQbNmwAYMOGDQwbNgzA2K7X6zl9+jTW1tY4OzszcOBADh48SHV1NdXV1Rw8eJCBAwfi7OyMlZUVp0+fRq/Xt9rXX8cQEPgrYpH4ph1LjaqGkvoSY5QiwGDPwXhaeSIWiXk24tkOdSwA3577liVJS/jk5CesvbC2Q8cSELgROmzmUlFRwaxZswBD4s+YMWMYPHgwYWFhPPvss6xZswZ3d3cWL14MQFRUFPv27SMmJgaZTMZ7770HgFwuZ+bMmUyePBmAWbNmIZfLAXjzzTd55ZVXaGpqYvDgwQwePBiA6dOntzqGgMCf0eg01KvrsTG1ueGl04zKDF468BI51Tm80vsV7u18LwBdHLrw6+hfqdfU427p3hFmt6Corsj4urKxssPHq2lUYy4VY2oi6fCxBO5sRPo/P3b9i5k4caIxXFrgf5/Kxko+OfkJe/P3MjV0KlNDpyKVSNt8/fLk5Xx68lMAzCXmbJu0rc0FxNqTYyXHWHBkAVZSK+b1nUeoY2iHjbUhqZB3tqQS4mbN/HFd8Xey6rCx/kmkpaUREhJyu834R9Davbjab6egiixwx3K46DAnSk7Qyb4TMT4xNyQOeazkGJuyDFE1nyd9zgD3AXRx7HLNazRqNTWlCmQ2Ni2Ka3V17IqFicXNfYhbpLdrb1bHrUYsEt+Qc7xRKupVzFt/jvpmLYcuVLArrZTp/xLnInBzCM5F4I4kW5nN7N2zUWlViBDx3YjvbkjW3s7cDhEi9OixklphbWZ9zfM1ajWHf/+J45vX4uzrz8hn5vJJ1CeUNZYx0GMgMqmMtMo0/sj+AxtTG8YHjsfJwulWP2abMDMx6/AxzE3E+DlaklxUA4CDZfsEQAi0jZuR3AfQaDQMHDiQyZMn88ILL/ytNgvOReCOpF5dj0prqLKoR09d843lkfRy7cWnQz4lU5lJb5feeFl7XfP86lIFxzcbNsxLc7MpTk8lNnqE8bhWp+Wj4x9xvOQ4YCjCNa3rtJZ9lJWSc/oEVvaOeHTugszyznnytzST8tHd3dmVqsDFxpy7ugplkf9OLsm/ALz00kv8/PPPzJgxA7gs/6LVapk2bRpbt25l7FhDYbhDhw7h6+vLtm3bmDNnzt+aliE4F4E7ks72nXku4jl+Sf+FYd7DiHSNvKHrxSIxw32GM9xneJvOl1lb4+jlQ3n+RUQiMXLnlj+uOnRUqy5r2DVpWooX6nRa9q38FnMrK1IvJqHO2cfgyFH4+XbcHkl7E+JmQ4jb7amoeSeRkVjCkY1Z1FWqsLI3o9+4AIL7tJ8zDg8Pb1XGpTXJ/fj4eB566CF+/fVXkpKSiIiIAAwRtePHj2fPnj1oNBoWL15MQEBAu9kIgiqywB2KVCLlkbBH2DJhC3ODn0V/qIqavflolKrrX3wTWNjYMubZlxn++CwmzXsH767dW9ojlvJy75eJcI7gLt+7uMvvrhbHNc3NNNbVUm6t4guLP/i4fiUfpy6hvrm+Q+wVuD1kJJaw5+d06ioNf4d1lSr2/JxORmLJda5sGzciua9SqTh8+DDR0dGMGTOG+Pj4Fud3pNw+3IBzKSws5PDhw4BB/vlSDouAwO3E3MSc2oNFpFSmcqTqKGVnc9t8rVanZU3GGh7Z/gg/pPxgXGa7Gg6eXnQffhc+YeGtHu/l2osf7vqBD6M+xNfWt8UxU3MZ3WJGUW6jokZt2LfYX3YIRcOVRZ8E7lyObMxC06xr0aZp1nFk460V4roZyf09e/bQp08fzM3NiY2NZdeuXS2UjztSbh/a6FxWrVrF7NmzeeONNwBDNvylHBYBgdtNkvw8Mxte4YWad/im+Wc0Os31LwJSKlJ4+8jbHC85zscnPuZkyclWz9PqtFSrqtHpda0evxYXqy+yr2AfRXVFhPQfRO9Og7CSWgIwyH3Q37bpL/D3cGnG0tb2tnIzkvvx8fHGWc6kSZNQKpUcPXrUeF1Hyu1DG/dcfv75Z1avXs0999wDgK+vL5WVHZ+wJSDQFjLN84wO5Q/FNmarnsVednXJn2xlNiJESMVSxCKx0WmYiK/851DXXMeSpCVsztrMhKAJzAqfhYW0bWHHudW5PL7zcUrqSwiSB/Hl8C/pGxTFj44/UVxfTBeHLlibXjtKTeDOwsrerFVHYmXfPhF9lyT3Z82axf3339/i2J8l9/v06cOJEyfYt28fpqaGyL61a9eyZcuWFrOejqRNMxdTU1OjgcAVdQQEBP5Oaptr+SXtF5acWkJaRRrhnj0wkxj+8U4KmoStme1Vr92Ru4NJmyYxcfNEiuqK+GDQB0wKmsT8/vOJcIm44vwz5Wf4Jf0XatW1rExdybmyc222M7s6m5L6EmxMbdDqtcYCZYF2gQzyHHTVpMuqpir2F+wnpTyl1eMC/1z6jQvAxLTlz6qJqZh+49pvs7wtkvsrVqygb9++LX63hw0bxp49e2hubm43W65Fm2YuvXr14uuvv6apqYlDhw7xyy+/tLqhJCDwd7AtZxsLjy0E4FDRIZaPWM6vo39FqVIS6hCKRHx1aZIt2VvQ6DWgh+252/kw6kNG+o286vl2ZnaYiE0M4pZiU2zNr+64/kqQPIhhXsNo1jVTUFtAfm3+daPaVFoVHx7/kC3ZWzARm/DVsK/o6963zWMK3F4uRYW1d7TYzUru/xm5XG5cFutouX1oo3N54YUXWLNmDcHBwfz+++9ERUVx9913t7sxAgJtoba51vi6uL4YjU5DkF1Qm67t4dyDPfl7AAhzur4MfheHLiyJXkJKeQphjmF0tu983Wsu4WXjRV/3vryb+C4Abx95m0iXSLxsrp5TU6OqYVvONsCgfZZWmXZTzqWuuQ5EYCW9c3Jp/lcI7uParqHHdyptci5NTU1MmjTJuOei1WppampCJru1wkoCAjfDMJ9hJJUmcUF5gRd7vXjd7Po/c2+ne/G28Qagv1v/FsdUGlWr2e4DPQYy0GPgTdlqZ25nfG0ltTIu310NuZmcu4Pv5tfzvyIzkdHNqdsNj3ms5BivH3wdiUjC/IHz6enS84b7EBC4VdrkXKZOncry5cuxtDREuTQ1NfHoo4/y22+/dahxAgKt4WLhwgjfEUQ2Rra6v1JX1YS6WYvc2eKKjGQLqQXDvFuWYNDqtPx+/ndWpKwgyjOKWeGzkJvL28XWKM8oXu/7Onk1eUR5ReFsaZDgL28oJz4nHo1Ow0jfkXhYGwqYSSVSnol4hhjfGBzMHfCX+1+r+1b5Lf03iuoNasnrMtYJzkXgttAm56JSqYyOBcDS0pLGxvarNy4gcCMcKTzCjos7yKvN4/uU71kTt8YY0luUWcXWr8/R1KBh6AOd6TLw+rL3mVWZxj2c387/RqRrJCN8R1znqtZJKU8hIS8BR5kjcQFxWJtac0+ne644b03mGr44/QUABbUFvNn/TeMxS1PLG9JJ+yuXKm0CuFt1vOy/gEBrtMm5yGQyUlJSCA01SFUkJydjbm7eoYYJCABGzTArU8PeQZOmiYNFB9mTv4cu9l3wt/VvkfyYl1JJU70hmvHE1lx8etpheZ3lW5lUhsxERqPG8MD0132KalU1W7K2UKmqJMYn5qr7Lg3qBt48/CbnqwzSHGYSMyYFTwIM4c+/pP9Cs7aZ+zvfT0VjhfG6wrr2TWB7MORBnGXOiEQiRvpePVjhVlHr1NSp6rAxs7lmEIXAv5M2OZdXX32VZ555BmdnZ/R6PeXl5SxatKijbRP4l3O85DivHXwNPXreHfAuvdx6kVudy6qMVQCkVqbydI+n8bT2NF5j63w5B0XqpeLDpPd5NuLZFnsff8XHxoclQ5eQWJJIgDyAPm59WhzfmrOV94+/D0BiUSLfj/y+RfXKoroiShtKcbFwobi+2NheXF+MXq9HJBKxNnMtv5//HTA4yAe7PMiZsjM0qBt4rNtjt3CXrsTZ0pkHQx9s1z7/SrWqmk9OfML23O1M6TyFGd1nYG4iPHAKXKZNzqVbt25s3bqVnJwcAPz8/IzZnQICHcXq86uNewerzq+il1sv5GZyXCxcUDQoEIvERDhHkFicyOGiw/jb+jMiYiS9Re4czzvJDtO9nMg8SqxPLAM8rp041se9D33c+7R6rEV0WkMxh4sOk1yeTG/X3tiZ2zEzYSYl9SWM8hvFewPf44PjH+Bi4UJSaRI7L+4k1je2RX9isZgwpzB+GvUTWp0WmbTtgTEanYZtOdvIVGbSz63fVSPJDhQc4ITiBCH2IcT6xt5QrZu2cEpxivUX1gPwffL3RHlFEeF8ZZ6QQPvwZ8l9f39/PvjggxsKqCooKGDYsGG89tprPPig4cHjnXfeoWvXrkycOLFDbL6mczly5Aj9+vVjx44dLdpzc3OBy9o0AgIdwaVNbsA4O3G1cmVJ9BJOlZ7C18YXVwtXJm+eTL3GIAApj5bjEeLBD9mf09DUgMxEhrPs1urYx/jEcLbsLLk1uTzS9RGe2fMMOr2On1J/YnbEbErqDaKExwoP85ptOIvNO7HbBL4o3EWoYyixvrFMCppEs7YZtU7NlM5TADCVmFLcWMzR4qN423gTIL9+ot3RoqO8cvAVAH5N/5U1cWuM0W+XuFB1gWf2PINap0aECEeZ4w2rRl8PO3M7JCIJWr0WmYkMuam8XfsXaMmfJffnzJnDb7/9xrRp065zVUscHBxYuXIl9957b4vkyo7ims7l+PHj9OvXjz179rR6vC3ORavVMmnSJFxcXPjmm2/Iz8/n+eefR6lUEhoayocffoipqSnNzc28+OKLpKSkIJfLWbRoEZ6ehh+Ub775hjVr1iAWi3nttdeMqp/79+/n3XffRafTcffddzN9+nSAq44hcGdxf+f7cZQ5gp4WT/8hDiGEOISg1WnZcGEDDZoG47E6dR2B8kC+ifmG1IpUQuxDCLJvWw5Ma6h1ajKrMonyjOJ51+c5X3XeKBdTr6nH3dIdc4k5TdomPnCNxnr9k1gDng6BJPmG0tPZEKnlL/dnXt95FNQUsDV3K1tztjLIfRCfnvyUcxXnkJvJ+S72O4Ltg69pT53msmBso6aRJm3TFec0aBpQ69SAodZNvbr9lZfDncNZEr2E9Mp0ejj3uKmotv9V0g7s4cBvK6mtKMfawZFBUx4iZNDQdus/MjKS8+fPo1QqefXVV8nPz0cmk/HOO+/QuXNnjh07xrvvGnKrRCIRP/30E2CQh4mIiGDDhg3GtJKO5JrOZfbs2eh0OgYNGsSoUaNuaoCVK1cSEBBgVFH++OOPmTp1KqNHj+aNN95gzZo13H///axevRobGxt27txJfHw8H3/8MYsXL+bChQvEx8cTHx+PQqFg2rRpbN++HTBM65YvX46LiwuTJ08mOjqawMDAq44hcGfhZOHEAyEPXPV4dnU2X53+inGB4zhRcoIwxzD6uxtyV8Kdwwl3Dr9lG/bl7eP5fc8DhoTKxUMWMyloEgcKD/Bwl4cZ6DmQH+76gcK6QroXphuvs6jMZnrsGxwpO4ebpZvRaWzL3cYXp79Aq9ciEUk4V2GQk1GqlGRVZ13XufRz68d9ne/jQMEBHg59mEB54BXnhDiEMKfnHH4//zvDfYYT6dK+s5ZLDPIcxCDPQR3S951K2oE97Fi2FE2zIciktryMHcuWArSLg9FoNOzfv59BgwaxZMkSunTpwpdffsmRI0d46aWX2LhxI99//z1vvPEGPXv2pL6+HjOzy7lVjz/+OI899hiTJk26ZVuux3UXYsViMd9+++1NdV5SUsLevXuZPHkyAHq9nqNHjzJihCHMc8KECUYFz927dzNhwgQARowYwZEjR9Dr9SQkJDB69GhMTU3x8vLCx8eHs2fPcvbsWXx8fPDy8sLU1JTRo0eTkJBwzTEEbi86vY7KxkqatS21jRpqqjm+eR0Hfv2B0txs47n78/fzU+pPZFRlAHCi5AQLExfyQ8oPLDm1hK05WwmwC+CP7D+wlFrS1bHrNTfub4bihssb9OcrzyMSiXiz35tsmbCFh0IfwkRsQheHLsT4xGAWPALcI0AsoWLwHGaffJ9vzn3DB8c/QKszqM4W1hei1Rteny07a3SG7pbudLLvdF17bM1sebXPq2wav4kpnae0upciFUuZ2nUqm8ZvYk7kHCxNLVvpSaAjOPDbSqNjuYSmWcWB31beUr+XJPcnTZqEu7s7kydP5uTJk4wbNw6Afv36oVQqqaurIyIigvfff5+VK1dSW1uLicnlOYSXlxfdu3dn8+bNt2RPW2jThn7//v357rvvGDVqVItNJLlcfs3r3nvvPebOnUt9vWFaXlVVhY2NjfHDurq6GqumKRQK3NzcDEaZmGBtbU1VVRUKhYLu3S8XZnJxcTFe4+rq2qL97Nmz1xxDoH1Q1Cv45uw3pFSk8ES3J4j2vr7OnFqr5vvk7/ku+TsGeQzi5d4vG3NT0g7uZf9PhmJF1UUlDI64j4azZZj5qljZ9AOrM1bz+dDPeeXAK5Q2ljLcezg7Lhr2AccFjKOvW188rT0Z5Xdzs+tr0d+9P6EOoaRXpjO311xcLFwQiUTITFrZTHUMhoc2QnMd63O3UJNnmK2XNZSRW53LxdqL9HTuycYLG1Hr1ITYhzAtbBrZymzcLN1a7DFdD6nk+gE1bTlHoH2prSi/ofa28uc9l+sxffp0oqKi2LdvH/fddx/ffvtti9nLE088wTPPPEOvXjefS9UW2uRc/vjjD4AWNQREItE1ZwR79uzB3t6erl27kpiYeItmCvyT2JO/h9UZqwF4+cDLxE+Iv25dkixlFktPG5YHdlzcwTDvYYzyNziD5obLeyYe9sHUbL+I3kqCfZUlzwbOZKd6P0mlSZQ0lCAVS1vktTRoGvhi+BfG9xq1GlVDPRbWNojENxchpdFpOKU4hVqnpqdLT/4b+1/q1fVGx3JNzG3A3IZo7+GcKT+Hol7BzO4zeWLnEygaFQTLg/km5hsAwhzDMDcxx9716uUBBO4srB0cqS0va7W9vYmMjGTTpk3MmjWLxMRE7OzssLKyIi8vj06dOtGpUyeSk5PJyckxFhADCAgIICAggD179hAWdn19vZulTc7lzwqabeXUqVPs3r2b/fv3o1KpqKur491336WmpgaNRoOJiQklJSW4uLgAhplHcXExrq6uaDQaamtrsbOzw8XFhZKSyyVCFQqF8ZrW2u3s7K46hkD78Gd9LCupFVLx9Z+QbUxtkJvJUaqUiBC1kJvv1G8QpbnZVCuK8ezalTqlgp86b2dTxR8M1wwnpyaHEydPMDV0KtnKbLo4dEHZpESHjoe6PGTsp15Zye7ly8g+dZze4ybRe/zdSEwMtml0Gk4qTqLRaYh0jbymxteW7C28fuh1AOb0nMPUrlOvqLuSX5PPl2e+JK8mj6d6PEU/934tjvva+jLCdwRnSs9QVF9k3IjPUBqW+G4lA7+jaNQ0tj4jE2gzg6Y81GLPBcDE1IxBUx66xlU3x1NPPcWrr75KXFwcMpmM99835GL98MMPJCYmIhKJCAoKYvDgwZSWlra4dsaMGYwfP77dbfoz13QuZ86c4fXXXyc/P5/g4GDee+89AgLaVpdgzpw5zJkzB4DExES+//57PvnkE2bPns327dsZPXo069evN0r3R0dHs379enr06MH27dvp27cvIpGI6Oho5syZw7Rp01AoFOTm5tKtWzf0ej25ubnk5+fj4uJCfHw8n3zyCSKRiD59+rQ6hkD7MNxnOHXNdRTVFxHjE9MmHS53a3eWDlvKieIT+Mv96e3a23hM6mhL9NOzKW8sp0lsQpG5hlWn1gGw5eIWor2jyVJm4WPtQ2VTJd+c/QZ3S3feGfAOnlaeHC06ioe1B/Up2WQcPQjA4dW/ENCzD85+hr/XzVmbeeOwoZLqC5Ev8HDowy3sy1Zmk1qRSoA8gLNlZ43te/L3MLXr1Cs+z7bcbWzJNkidv3PkHdaPW4+pxJTtudtJq0gjSB7Eq4deBUCEiLuD7mZV5ip6OPfA18a3bTf6b0KlVbEieQWrMlYxwmcEM8NnGhURBG6MS5v27R0t9lfJfTBsS3z55ZdXtL/++utXtHl6eraQ5u/cuTPp6elXnNeeXNO5vP3227z00kv06tWLhIQE3nvvPb777rtbGnDu3Lk899xzLF68mJCQEKN0/+TJk5k7dy4xMTHY2toaFQCCgoK46667GDVqFBKJhDfeeAOJxCA18cYbb/DYY48Zw52DgoKuOYZA+2Btan1DGeBanZaTipOodCoe6PJAi0zu48XHmXdwHmMDxlJYV4irlSthDmGYScxQaVVIxVLMxGaMDxjPL+m/UNlUyfjA8azPXM/5yvN8c/Yb1Fq1Id/FfDiIRKDXI7Oywczy8g/k6bLTxtf7C/a3cC5FdUU8uetJiuuLsZJaMa/PPNZmrkWn1xEXEHfF57lYcxGV5vKTqdxcjlgk5pTiFC/ufxGgheyKHj1DvIcw0n8kvja+/7jSxqkVqcYlyx/TfqSve18Gew6+zVbduYQMGtquocd3Ktd0Lnq93lgS86677mLZsmU3NUifPn3o08eQ/ezl5cWaNWuuOMfMzIzPP/+81etnzJjBjBkzrmiPiooiKirqivarjSFwe4jPjmfeoXkAzO4xm8e7PU5+TT5/5PyBokFBuHM4F2svsi13G2KRmPs63cfb/d6mqL6Iro5dCbYL5vvk78lUZgKGKKtHQh8h0DaQzVmbcbF0oaShhHmlH/H2zKcRVzbi1aUbts6Xl0P7ufVjw4UN6PQ6RvuPbmFfTnWOUbalTl1HlaqKX0f/ikanIdQh1HhebnUuK1JWoKhX4G7lTpy/QZhyXOA4TCWmLfJJkkqTmNl9JgeLDjLabzR93fsiFUtJLE7kx9Qf8bf1Z5T/qBYyMreLS0ubap0asUgslF4WaBeu6VxqampaZOf/9b2QoS/QFpLLk42vd+Xt4vFuj7MpaxMZygxqVDX0d+vPL+d/AQwhyMX1xYhFYp7u8bRRGsXZ4nKWvYeVB1tytqBsVjLabzSbsjdR2lBKtHc08bpEXh396hV17kf6jcTHxsfgMBxDWxxzs3Sju1N3zpSdIUAegJWJFV0culzxOTZc2MDazLUARDhHcLHmIgsGLjCeG+kSySNdH2HnxZ2MDRjL8eLjNDQ34GLhglQspbC2kGd2P3NZTcBMzhDvIbd4d2+dILsgPh/6OadKTxHqEEq4U/jtNkngf4BrOpfevXu3yM7/63vBuQi0hd5uvVmVsQqtXsvEwIkU1BYQnx1Pfl0+3tbeaHVaYn1i+SX9F0zFpsaiWg2aBqNzGR84HnMTc0obSjmlOIWiQcHazLU8FPKQUYV4b/5exgeMN2an/5UQh5BW2/3l/jwY8iDB8mB8bX2vutn+50gxsUhMJ7tOBNhe3oO0NLXkuZ7P8VSPp/jvmf9yTHEMgI9OfMQgz0GotKoWagKXnMw/gYGeAxnoeXMF0QQEWuOazmXhwoV/lx0C/8MM9xnOb6N/o1nXTKhDKIeKDpFflw9AXm0elmaWbLu4jZd6vYRSpUSj0+Bu5U5yRTJhjmHYm9tja2bLvZ3u5VDhIbKV2UQ4R5BcnmwsvgUG/bFebr2MBcQK6wpJr0jH28b7umWQo7yiSKtM47NTn5FcnsxLvV9qEdEGMCFwAs3aZurV9QzyGESYYxiHig6x6vwqBnoMZGroVCxNLZGKpdjLLocXd7bvjFQsxc/Wj7f6v8X3576nn0c/YwJle1JcV4wOXYuaLgICt4M2hSKXl5fz6aefUlpayrfffsuFCxdISkoSNsoF2kxnh8tx9v62/vja+JJbk4uvtS8HCw7S06Un7hbudHXoSkFdAW8deQuVVsVw7+G8N/A9ZFIZKeUpPL/3eRo0DYQ6hLI0eilhTmFYSa2oUlUxxHMIgXYGOZSKxgrm7J1DSkUKNlIbvh/5/TUz4DOrMvku2RCssjV3K7G+sQz3GW48XlJfQlJpElGeUQTIA3CQOXC+8jxvHn4TPXqSK5LpZN/JeM0Y/zGYSkypaa5hmNcw46xnYtBExgaMxUTcpn96N8ShwkM8t/c5NDoNHw3+iGE+w65/kYBAB9GmLLOXX36ZgQMHGmOlfX19Wbny1uQMBP69eFp78vXwr3mtz2s4WjhyuPgwqzJWYWdhR15tHjvzdhoTJXfl7aKyqRIwJGJeWlZKqUjBQeaAlakVk4In8VjYY0bHAoZaKikVKQDUqGvIqc65pk1yMznWUsNGtlgkxt788syjsrGSOfvm8Nqh13hi1xMsOrmItRlrkYqlLZyEueRyFJyVqRUTgyYyNXQqXjZeLcbqCMcChuTURk0jap3aWDtG4H+DkJAQxo0bx5gxY5g9e/ZNVwJesWIFYWFh1NbWXv/kW6RNzqWqqopRo0Yh/v+MZxMTE+NrAYGbwcPag/7u/alqqgKgr1tffGx8OFJ8BKlYiqXUoIc1LmCccXkqxCEEV0uD5E+Mdww6vY4lSUv477n/Ulp/OUmspL6EJEUSvVwMeyfeVt50su+ERqdhS/YWPjnxCQcKDrSwx8vGiy+GfcFzEc+xoP8CksuT2Zy1GZVWRVJpkjH3RaPTYCIx4WDhQY4UH+H1vq9zf+f7eavfW1cUGQNDUa2fUn9i0clFpJSntPNdbIm/7WVl4jCnjsu8Fvj7uST/smXLFqRSKb/99ttN9RMfH09YWNgVZVQ6gjY9QllYWFBVVWWc2p8+fRprayFcUeDW8LLx4uuYrymqK8LHxgd7c3v6uPXhjUNvMNhzMP3c+jE2cKwxLybILogVI1agaFAQIA/gnSPvGDXG9Ho907sZSi6szVhLpjKTAHkAgzwGMcJvBO5W7hwpOsIrBwy1UH5J+4XVcavxl/uj1+s5pThFbXMtQ7yG8GPqj2zO3oxGp6FGVYOHlQcD3AdwqOgQDuYOeFt5szJvJbvydmEiNmHFiBV0d+5+xedrVDfye/rvLDm9BICDhQf56a6fbqg42I0wKWgSTjInNHoNgz2EPJXbRX1SKTXbc9EqVUjkZtiM8MWyx63VFPozNyO5f0kWpqGhgTfffJOvv/66w5WR2+RcXn75ZWbMmEFeXh5TpkyhqqqKzz77rEMNE/h34GrpapyNAMT5x+Fl7YVer6e7c/crpGU8rD2MAo/ljZfFAC/lmDRrm3GQOfD7+d+pUlVhKjalt1tv3K3cadRcXkpo1jUba6HsytvFnL1z0KNnSqcpVDRVGJfl/sj9g3f7vctQr6FEOEcgN5Oj1WupaKoADKHTOdU5/JHzB25WbkwMnIiNmQ0AP6f/TFplmnHM8sZyNDrNde+JXq/nQMEBsqqziHSJbPMsxMrUyqjXJnB7qE8qRbkuE73aUPNHq1ShXGfIz2oPB3Mrkvvx8fGMGjWKyMhIcnJyKC8vx9Gx/TXPLtEm5xIaGspPP/1ETk4Oer1eKHMs0C5kVGaQV5tHiH2I0WFIxBJ6uhgKbOn0OtIr05GZyPCx8bni+qd7PM2nJz/F1syW0f6jOVt2lg0XNqDVa+nn3o9z5efIr82nuL6YUMdQerv25pGuj7A7bzf3db6PTnaGDf60ijT06AGD3Mu4wHHsyTeE3Pvb+PPb+d84U3GGjMoMnuv5HOMDx1OpqiRHmYOPjQ+fJX1mdHQ2UhsmBhvKxu7N34tULKWPax/KG8t5LvI5rM2uP+M/oTjB03ueRqfX4WDuwC+jf8Hdyv3WbrbA30LN9lyjY7mEXq2jZnvuLTmXS5L7YJi5TJ48mXvuuYclSwyz4tYk9+Pi4oiNjcXS0rDEHB8fz9KlSxGLxcTGxrJt2zb+85//3LRN1+OazuVq63JCmWOBWyVDkcahw1uwM7fnF9uTyK3smRQ0qUUI7+rzq1mQuABziTkfhbxLhLIzFhHOmNgZlskiXSP5adRPxpomX57+klOlp8hSZgEGCRZ3K3d8bXz57tx31DTXEOcfx+wes5GIJcZxIl0j+SHlB5p1zfR3749Wp2VS0CQa1A3YmNpQVF9kTARdmboSkUhESV0JphJTUitSaVBfzl1Jq0yjrKEMJwsnxgWO450j7+Aoc2R+//kt8khqm2s5XHgYU4kp/dz7tZDEKWssM1a7rGiqQKlSCs7lDkGrVN1Qe1u5Vcl9jUZDbm4ujzzyCADNzc14enrePudytfLGlxCci8AlmrXNHC85jk6vo5drrxY/ln9GrVWzImUFv6b/Sj+7SLpf1BJcb8OXrMHCxIIHuhgqT2p0GlamGiISm7RNHCs7TuBeGXqtDttYX2N/fy6W5WjuSFnDZblzf1t//tPlP6w5v4bFpxYDhlnKJcn7S/R378/vcb9zoeoChwoPkVebR4BtAJWiSuJz4lvobPV168v7xwzqs1ZSQ0RYoF0gx4qP4WThREpFCoeKDjE+cDwTAycSYheCicSEzvadW4y5ImUFy84a5JRe7/s693S6XHa2l0svor2i2V+wn0fCHmm12qTAPxOJ3KxVRyKRX12F+2a5Ecn9s2fP8vTTT/PEE08Yr4+OjqawsBAPj47JiRKSKAXahfUX1rPg6AIAXuz1Ig92uVLYUqvTcqr0FJ8nGTTkNjVuRRc8hnCVHaEmoS0y1vXoGRcwjvSqdBKLE/HDEM6ra7r6nsVQ76HUa+r5MfVHAuWB3OV3F+YScyRiCYM8BnGw8KBhP0WjYt2FdezN30uMTwwTgiYQKA/kbNlZNmZtRI8e2yBb7gm+h6FeQ1Fr1XhZe6HSqrAzu1zpslHTSJ26jmB5MBq9huMlx2nQNDC923TKGsrYeXEnUrG0Rb5MVUMzYhEcLTpqbLs007qEk4UTHw7+kJrmGuzN7VvMsgT+2diM8G2x5wIgkoqxGeHb7mPdiOT+woULr9CGjImJIT4+nunTp7e7bdDGPReAvXv3kpmZiUp12Ss/9dRTHWKUwJ1HUullSfDE4sQrnEuztpllZ5dRUl9iVDwWIcLdyp0yy2YCRYGM9B3JtpxtHCo8hLuVO1+eMciJvxgxl8EnuyMOEmPZ05Wr4WThxLSu07in0z2YSkwxEZmw7Owylp5eipXUivtD7ifaK5oz5WdYeMzw4HSk+AiB8kB6uPQgS5ll3Hs5qTjJAPcBDPc1OIahDEXZpGR95npG+Y4irTKNHi492JqzFb/ufoz0GUlhfSHN2mZqVDWsSFlhnHkpVUoe7/Y4h7PKeeZXw316ZvwkkiuSkYqlDPS4UnbFzMQMJ5N/lnqywPW5tK/S3tFityq531phx1deeeWWbLoebXIub7zxBk1NTSQmJnL33Xezffv2Dq1gJnDnMcRzCFtztqLX6xnhOwIwLG2VN5RzsOggWcosqlXViBAxPWw6KRUpeNl44WjuyLnyc0S4RJBZlclLB15ipO9IEksuVy89W36WPvUKrBp01NWPYXv6WfJq8oh0iWSAx4AWS3AanYbDRYfJr82nj0sfVqSsAAxqx3ZmdvR2603Cxcv/0ESIjDODni49+SXtFzR6g7jlZ6c+Y7DXYCqbKtlwYQNSsZTfz/+Oq4UrQ72GsjJ1JeHO4cTnxJNemc7YgLFszt7MsZJjLZayCuoKAFh1PJ+yumYAjif7sW7sOqRiKd423u36XRwpOsLBwoP42/ozJmDMNQujCbQ/lj2c2zX0+E6lTc4lKSmJzZs3ExcXx1NPPcW0adN4/PHHO9o2gTuIkX6GWiU6dITYh6DSqvj6jCGH5Y8cQ5lsG1MbHuryEGlVaZibmLMuYx216lrG+I8hqTQJmURGhHMEZ0rPEOkayUnFSQC64YF2yTKqgUMBGt6rNSSQ/ZH9B0+FP8XYoLGYik05qThJljKLBYmG5bmuDl3p5dqLPfl7ECEyZvDvuriL8YHjqWisINw5nDDHME6UnOB85XleiHyBE4oTHC0+SrhzOJmVmewr3McfOX8gFUspri+muL4Ydyt3Fg1dxPac7WzJMRRhalA3MMxrGC4WLgz0HEhKRQqO5o6EO4XzY+qP9AkOZdMZiA3X4eedhbmknzFKrr0oqC3gmT3PGMOu7c3tGeot1BYR+Ptpk3MxNzc8GcpkMhQKBXK5nLKyK+tEC/y7+bN+2IWqC3x77luGeV/Wt6pT11HRWEEvl16kVqRSqzZIUBwuOkyEcwS2ZrZ0ceiC3ExOk7aJWJ9YPK09CU64XM668U+RWXXqOs5WnCXYPpiKpgqe2/scQ7yGGI8nVySz0H4eXezcCPAOJdorGr1eT2F9IUmlSUjFUoLtgimoLeCphKewMbMhyjMKb2tvnC2cSS5PZkbCDEb4jaBZ24yLhaE+jLe1NxHOEQz0GEhFYwVbcrZgIjLBw8qDH1J/QCqWEuMXw5YJW9iZu5O3jryFTq8jyjOKRQ/ex8LTcziUUc/RilC+GPbFFQKZt0KzttmYowO0UGEWEPg7aZNzGTJkCDU1NTz22GPGrM7Jkyd3qGECdx6HCg9xseYiPV16IjeTIzeTo2hQMNBjIBdrLjLSdyTHSo7x2/nfjMmS+bX5BNsF427pjlgsNi5jRThHYCIyQalSUuttwpShAzApUxLk3o3hmgayq7Pp4dyDTVmbECEiyC4InV5HXXMdXey7cEF5gQf87iH3uw2o6upINknE9B0rdhbvppdLL1wsXGjSNjHafzR16jrqNfUM9BzIb+cNsyJLqSU9nHugr9XjaelJsF0w3Z26E+Ecwemy0yw8thBFo4LHwx4nxCGE+uZ6ZibMBECtU5OlNCRAZiozjWHFJxQnGOw52JjwmVKRQkl9Sbs6Fz9bP97p/w7LU5bTz60fA9wHtFvfAgI3wjWdy9mzZ3Fzc2PWrFkANDQ0EBwcjL+/P1OnTr1mxyqVigceeIDm5ma0Wi0jRoxg9uzZ5Ofn8/zzz6NUKgkNDeXDDz/E1NSU5uZmXnzxRVJSUpDL5SxatAhPT08AvvnmG9asWYNYLOa1115j0KBBAOzfv593330XnU7H3XffbYx6uNoYAh3H8eLjzEyYiU6vY4DbAHq69mSU3yh8bXyRiCXk1uRS11zHmbIzAGzK3sRjXR+jWdfMqdJTiMXiFoKOjZpGejj1wNHCEa9gLzwmDsJCasHrf/wHR5kjTuZObLiwgVCHUKRiKUV1RdiY2nCs5BhzI+fSz60fmScOk1ZXB4BLz268mvg6NeoaAJ6NeJbKpkpSK1KJ9Y1lVvdZ5NbkGsdv0jRhLjHnkdBH+PjkxwDsK9jHU+FPcbTYEOm17OwyhnsPp4tDF/Jr8vlPyH9IqUzhQuUFwhwMe5IRLhFsuLCBBk0DI31H0sOpB95W3uTV5THMaxhe1i1FLW8VkUjEuMBxxAXEtQjTFhD4u7mmc3nzzTdZvnw5AMePH+fjjz/m9ddfJy0tjTfeeOOqZYkBTE1N+eGHH7C0tEStVnP//fczePBgli9fztSpUxk9ejRvvPEGa9as4f7772f16tXY2Niwc+dO4uPj+fjjj1m8eDEXLlwgPj6e+Ph4FAoF06ZNY/v27QC88847LF++HBcXFyZPnkx0dDSBgYF8/PHHrY4h0HEUNxSj0+uIcI7Aw9rDGG4c5hjG9yO+p7C2kDNlZxjuPZyyxjJyqnNIr0qnXl1vLBZWrarmvMd5Kpsq6ebUDUupJXcH343cXG4c577O9/Haodd4KOQhLM0sKa4rZlXGKmZ2n8mEwAmEO4cz2HMwphJTfKK8cNXIKc+7iFdUX/orGjGXmmNhYoGyScn23O2sTF2Jo8zRuEcR7RXNxdqLzOg2g16uvbigvNDiczpbOCMWiY3Z87ZmtpTWlzJ3/1xSKlJwtzTsxXRxNFSn7ObQjdf7vo6ySUmwXTBB9kG8PeBtdl7ciVKlJKc6p1VdsmuRpEji94zfcZI5cX/n+3GzcrviHMGxCNxurvkXqNVqkcvlAPzxxx/ce++9jBgxgmeffZaLFy9es2ORSGSUHdBoNGg0GkQiEUePHmXECEM00YQJE4whcrt372bChAkAjBgxgiNHjqDX60lISGD06NGYmpri5eWFj48PZ8+e5ezZs/j4+ODl5YWpqSmjR48mISEBvV5/1TEEOo5Il0ji/OOoV9ejVCmNsxBHmSPVTdVsv7id+Ynz2ZW3C1OxKaP9RnOw8CAh9iE4y5zJr81n9p7ZhvNV1fya/iv/PfdfNlzYwNO7n2bXxV0AjAkYw6oxq7A0teRQ4SHSKtMQISK7OpsfUn9g/tH5KJuUAJiamRMxahyxT85G72zFgcIDaHVafkn/hRWpK4wqxk2aJlytXNlXsI9jJccYFzCO75O/583DbyI3k/Nan9cY4D6AuZFz+fHcj4zyG8Vov9F8MPgD3K3cyavNM8r7F9UXUdFo0B0rayhjeepyXj34Kh+c+IBZu2eRrcxmS/YWfkn/hT9y/uDntJ9v6D43a5tZcHQB8dnxrEhZYQyWaE/qmusobyi//okCfxt/ltx/8sknqakxzMALCgro1q0b48aNY9SoUbz44ouo1YZKrImJiXTq1Indu3cb+3niiSdITExsdYz25prORafTodEYktaOHDlC3759jce0Wu11O9dqtYwbN47+/fvTv39/vLy8sLGxwcTE8MPj6uqKQqEAQKFQ4OZmeAIzMTHB2tqaqqoqFAoFrq6XcxtcXFxQKBRXba+qqrrqGAIdh7uVOw+FPoS9zB6JSMJw7+E8Ff4UGVUZTN4ymRpVjVG08bjiOOHO4UzpNIWa5hokYgmZVZlYSCyoV9dTWFcIgEQk4UzZGfbm72Xu/rnk1eQB4GXtxdbsrcT6xBLnH8fU0KkcKjwEQFVTFY3aywKVJfUlfH7qc7ZkbUEillBcX2w8VtFYwYzuM/Cr7YrZlmBeU33B/PD32Zy1mdTKVPYW7GXHxR3c2/levo75GmcLZzJrM9mSvYX4nHhj/RZva2+6OnQFwNPKkwA7Q+njgroCyhrKjLkzTdom6tR1RmFLAHMTc86UnumIr+SmSK9M58E/HmTkupFsztp8u80R+H/+LLlva2vLzz9ffijx9vZm48aNbN68mZKSErZu3Wo85urqytdff307TL72stjo0aP5z3/+g52dHebm5kRGRgJw8eJFrKysrtu5RCJh48aN1NTUMGvWLLKzs9vHaoHbSm1zLRsvbKS4vpjhPsPp4dwDAB9rg2x+fHY8IkSIfEVGR6FHj9xMjlKlZJLLCFwr9MhMZOwr2EdxfbFBMDJgHDvzdjI1dCpqnRpva28+PfkpAGLEiDCUfJBJZbzW7zV+TP2RMMcwUipSCHEIIbcml8fCHsPb+nLeyKYLm/jvuf8yyGMQllJLvG28OVV6CoD+Hv2xxY79P2Zi7qWnWaXHq8wPR5kjmUqDkq1Wr0Wv1yMSiQiUB+Jr40uoQyg6vY6EvAQspZYE2gWyaOgispRZeFt742XjxSnFKU4qTiJGzGDPwaRWpDI5aDIh9iE4mDtgLjanuL6YgroCpm6bypfDv6SvW190et01M/JNJaa81vc1VmWswtnCmdH+o9v1u92bv5cL1YalwI9PfMwQzyFtEtsUuMzZs2dJSEiguroaW1tbhg0bRrdu3dqt//DwcM6fP39Fu0QioVu3bi0epjt37oxGo+HQoUMMGNAyuCM5OZn333+fhoYG7OzsWLhwIc7O7Zefc03nMmPGDPr160dZWRkDBgww1nPR6XStZoFeDRsbG/r06cPp06epqalBo9FgYmJCSUkJLi6G8E4XFxeKi4txdXVFo9FQW1uLnZ0dLi4ulJRcDkVVKBTGa1prt7Ozu+oYAjeGSqviWPEx9Ho9fdz6YGZiSMZLyEvgg+MfALA9Zztrx67F1twWmVSGmdhwjh491qaXf5SqmqpYaDqF5qx0XFYnY+5bj8/Tw40zCT16rEytiPWJxVRsilQkJS4gjmZdM+mV6YzwHWGs6FjbXMsF5QWC7YIZ5DmIuIA48mvysTGzIdAu0Ph3CoZwZYADhQe4y/cubKW2LBywEGWzkrUZa+nl2AefqBA+r3wfjV7N6zbvMMZ6DC4WLmj1Wg4XHibKM4pw53AyqjK4J/gevkv+zii5r9VrmdtrbovSAVVNVczZN4fyxnK6OXZjQuAEXox8ER9bg7Kzh7UHE4ImMGLtCPTo6efWj3Nl5zhYcJBTpaeY22suES4RV/1eerj0oIdLj1v/glvB1eLyakAXhy5X1YgTaJ2zZ8+yefNm49JUdXU1mzcbZoDt4WC0Wi1HjhxpNVpXpVJx5swZ5s2b16L9ySef5LPPPmvhXNRqNQsWLODLL7/E3t6eP/74g0WLFrWr5Nd1Q5HDw8OvaPPz87tux5WVlZiYmGBjY0NTUxOHDx/m8ccfp0+fPmzfvp3Ro0ezfv16oqOjAYOI2vr16+nRowfbt2+nb9++iEQioqOjmTNnDtOmTUOhUJCbm0u3bt3Q6/Xk5uaSn5+Pi4sL8fHxfPLJJ4hEoquOIXBjrM1Ya5RJeanXS/yni0FBtUnTZDxnotUDHFyeg72bNYGD5Iz0HYm9uT325vYo6hU8FPIQOr0OWzNbHPZfhJ8NeydquaEuytiAsWzK2kSoQyjFdcXUqmtxljmjQUN+bT4Phz4MQI2qhj+y/kCtU9OoaeTdY4ZiSAeLDvJ6n9d59dCrFNcX81Kvl3gg5AFEIhFqnZp+bv0ori+mtrkWC6kFy1OX81T4U3xx+gv06MmpySHGK5ba/48i26BYTVZGFhVNFYzxH0N6Vboxb6RJ04SZxMwYSvzXe3EJjU5DXbPBqZ0tP8vYgLFGx3IJR5kjD4Q8QFplGvm1+RwpPoK11JpI10i+OvMV/439r/HcS+oGf8eP/Ui/kUjFUipVlUR5RiGVCKU1boSEhASjY7mEWq0mISHhlpzLJcl9hUJBQEBAC0eRl5fHuHHjKCgoYMiQIXTu3FIktVcvQ0XWEydOGNtycnLIyMhg2rRpgGHC4OTUvnJDHVPMGygtLeXll19GqzUsK4wcOZKhQ4cSGBjIc889x+LFiwkJCeHuu+8GDHkzc+fOJSYmBltbWxYtWgRAUFAQd911F6NGjUIikfDGG28gkRiWDd544w0ee+wxtFotkyZNIigoCIC5c+e2OobAjXFKccr4+ljJMaNzGeo1lPTKdBpUjdjs60SlaR0p4Tv54OAhhnoO5YfUH3CzdMNf7s/e/L08EvoIF6ou0D9mCJKLhZjUNXLoLm+KlZmYic2Y13seGy5sICHfEHjRyb4TRXVFxGfHo6hTMMRnCFtzt/Jz6s/k1+UzLXQaMhMZjZpGCmsLSa1IpbyxnGHewzhdepq7fO7iXOU5ViSvoL9Hf7ysvFh7YS0mYhO8rb0xEZtgITXs76h1atysLz+tu1q5crrsNGDYr3ml1ytIRBJWJq9kx8UdpFSmMDV0Kvvz9+Np7cldvndRrarG2tTaGKHlZOHE+4Pe5+uzX9PVsStDva7MkJdKpMzuMZsDhQeYs28OALXqWkSIcJRdLuB0rPgYT+1+ikZNI4+GPcrsHrM7NBLM3MSc0QHtu9T2b6K6uvqG2tvKpT2XxsZGHn30UX7++Wceeugh4PKeS2VlJffddx8JCQkMGzasxfVPPvkkX331lXEvWq/XExQUxO+//35Ldl2LDnMunTt3ZsOGDVe0e3l5sWbNmivazczMrhraPGPGDGbMmHFFe1RUFFFRUW0eQ+DGGOYzjJ15OwFDbZRLuFi68Fb/t1CrNaw7dApN/3x+zFhJH9c+/Hb+N9Q6NXm1eUZ9rZrmGkb4jSCxOpekKVZcUJZgLc1ioGQg9fp6TpWeortzd7o4dKFKVYVUJGVv/l60ei1mEjNszW05UnSEnJocAH5K+4k4/zj2F+5nctBk0qvSubfTvRwsPEiAbQDLU5ejVCmJ9ormo5MfYSYx4/7O91NUX0SkSyTo4Z6ge9CiJUAeQJRnFH62fmh0Gqyl1sRnxyMWiZkcPBm9Xs/jOx5Ho9fQ3ak7HlYe/Jr+K+8GvkLlwTNsM/2DZ/ZuZ2LgRGaEz8BCamG8d9He0S2W6P6KTCqjl2svBnkM4kDhAfxt/Yl0iWSQ5yDjOUmlScYw6d/Sf+PhLg9jZ253tS4FbjO2tratOhJbW9t26V8mk/Haa68xa9asK9Ir7O3teeGFF1i2bNkVzmXgwIF89tlnRmUVPz8/KisrSUpKokePHqjVanJzc40P6O1BhzkXgTufu/zuwt/WHz36K+qRqLVqEksT8RptRZXWhoEeA3G3cKdB08C58nMA2MvsGeY9DBtTG8oay0iuSMbf1p9wp3DMTcwRIWJb2jaK6osY4TOC7RcN+UsyExkDPAawv2A/Vaoq0irTjJFZAEHyIHKrc3E0d6SysZLfzxuevkb6jsTB3IEfUn8ADLVXLv1w16hq2HVxF92cuoEeno18Fr1ezynFKQprCxkbMNboCHzkPuh1elwsXFiQuACN3hDldrbsLEO8hhAsD0ZxNoVq+2Z+zzIUcFqRuoJBnoPo7dYbgEZ1I4kliUhEEvq49cFUYkjibajIQp97AOS+WAYMwVZqw1TTMfSVeuNt7ks/vzjMLCyNnzXEIQSJSIJWr2Wk78gW+1gC/zyGDRvWYs8FQCqVXvFjfyt06dKFTp06sWXLFmOQ1SWGDx/OkiVLWiyBXeLJJ59k5kyDioSpqSmff/45CxYsoLa2Fq1Wy8MPPyw4F4G/j072na5oU9Qr+C39N75N/haAORFzuFh9kYOFB4n2jOaBzg/QpG1CpVZhLjZHJpXx0YmP0Og0hDmGodKqyKzK5MluTxpruGj1l0PbVVoVpmJTXC1c0eq0FNUVYW9uz9SQqViaWSJCRGF9If42/nyf/L3xOrVOTW1zrfF9fm0+oQ6hiEVixIgZHzievfl7aVQ3klaexp6CPdSp68hWZhPtHU0X+y4065oN8jXmcsobyzERmWBjakNNcw3jA8cTaheKTbWItF0/4XPfSEyqTdDoNUjFUmzMbDhfeZ6yhjJSK1NZkmQoQfta39e4t9O9qGqKMdv+CpKM7ehldtSP+ZQas64c+MIgm17GQTwdfQmMvBzyP9hzMCtGrqCqqYqeLj1bqBgI/PO4tK/S3tFif5Xc/3N48ZYtW4yvRSIRmzZtMr7v06eP8fWwYcNaRJmFhIS0CGlub4S/VIEbZmfuTrKqDQWuRIho0DSQX5cPwO6C3TzS9RF8rH1YkbqCAHkAWp2WoV5DESHiaPFRIl0jyajKIEOZwaOhj7AlJ94QVus3moyqDO7yu4v0qnQ8rD1QaVXEusey6vwqvK29+eL0FwCM9hvN8uTlTAyayJbsLXhYeTDGbwyNWsOMobKpkrEBY3FusibaoStmDm68f+5jKpoqqGiq4I/cP7CSWrEl2/APM7UylSe6PUGSIomTipPMiZyDo8yRni49MTMxw8bUhuK6YsLdwgkM9qf/51HIrK1xrjCEQndz6kajupHpO6djZWqFl9VlWZeU8hToBNqKTMwyDLMzUWMVJgUnkHbpiUQqRfv/T7qmMtkV9zvcObzDvkuB9qdbt27tGnp8pyI4F4EbRiwWY2tmi4nYBGupNSX1JXR17EpyuWHZy9fCjXdPfoxKq6KovohQh1Bjhv20rtPYlrMNmYmMTnadqFHX0tm+M2YSM/bk78FB5kBGVQYelh70denLubJzfHv2W+7yvYvk4jSjDZnKTMYGjGX3xd04yhwJtA2kqL6ILGUWXtZe3Nf5PkxrdZT9tIuGigoc/f3xGOSBosGQAyA3kxtDh03Fpvja+mIqNsVaao1Or+Ok4iTljeWcLjuNhdSCbTnbUDQquKfTPUjspNg6G8LbB3kOMu6R/Jr2KyN8R1DbXIu3jTeF9YVUNlYyyMNwXGTvh86rL3WqajYE96fQ3IQRphWMnTOPgtRzOPn44xUi1EkS+N9AcC4C10Sn15FXk4el1BInC0OoYqxvLHXNdczoPoMgeRCZVZmkVaUR7RVNT6cerMuJx87MjpKGEixMLEipSDFmqadXpnNfp/uwM7cjrTKNn9MN03JLqSUTgiZQXFdMhHMEW7K38EPqD4wLGEetupacmhyCzUOMul5jvMdiZ2lLqGMoDuYOpFSksDtvN362fjjIHFiRsoKXnKdTWmHIRynPzmbQiFjsvO2wM7OjQdPAV2e+4qHODyEWi9mZt5OzZWeJdI1k0alFlDeVsyN3B3r0iEViRviMQCKW0NWx61XvlZu5Gx/nfEyzzlAQbF6feUS6RBrryMhsvciOfYstJYf5b+oKAHYXH2H12NX494i8WrcCAnckgnMRuCa/pf/GwmMLcZY583HUx5Q1lnGh6gIhDiEM8RqCSCRCUa8g0iUSezN7qmpLOF12mvs7309lUyUSkQQXCxcOFB4gwjmCSOdIZFIZv6T/Ytz8BlBpVGh0Gnbn70YsEnO2/CwA6y+sJ9orml/P/8rCbh/zhs/7mNmKOF+XzqdnDGrFL0S+QLOmmRjvGArqC9iau5WxAWOpEqmwDfKlOjMXe39f0uuz2Vexj6d6PMXiU4sBKGwoZHfebvToKawrxNHCEZ1eh1anNTpEnV5Hb9feDPUaiqWpJVWNVejQXSGVL6+xQK1TM8xxCDKxDIlGbHQsl9hWehpbnRveFr7kNeRSq65Fq7u+lJKAwJ2G4FwErkqNqoblycvxsPKgv3t/ksqS+O/Z/1KnrkOEiP/G/peyxjIK6grwsvJCLBJjKjHlxZ5z2HcxgUl+o7iormZH7g4e7vIwBwsP8vnpzwmUB9LVoSv5NfnE+ceRWZXJhKAJRqkXU4kpIkToMURs1TTXIDeTs71qC9EWo1CuteZE5DGjnZmVmXhae/LJqU9wkDnwcJeHKa4rJlWXhfMIb2wG+mHv5oWyNIFYn1jCHMLoYt+F1MpUdDodMhOZsajWpRyT5Ipk7ut0HydLTxJsF4xKp8LBwoFjxceYu38uTZomPor6iMGeg412BOp8+NX/W2z2ahCr9ajt5ZxWnCbcJRwAVYMa16TuFJ9sYmrYy5wO3k5Mp+h2reciIPBPQdDlFmiVffn7eHr30/R37083p26szlhNWnmaUU5Fj54jRUdIKT1HX5WaJnUdC48v5MszX5JfV8R9XaeyQ3EMNws3MpWZqLQqYxDABeUFfOW+SCVSEvISqFPXsTtvN/cE3wNAWkUaD3d5mGivaO7rdB8BtgE8HvY4F2su0ljXTE1FE4PNYhEhwkRsQlfHrqzOXI1ap6akvoT0SkMwgJe1F17O/nh26sLR6iROlJxAL9Kzt2Avr/R+hcfDHidAHsC00GncHXQ3r3SfQ3plOjE+MYzwGYFer6dR08jR4qOEOoTSrG1mU9YmKpsqadA08GPKjy3umUUXB9wUckT1WvTNOiSJdXx95muatYZlsrL8WopPNIEeSs+quNv2oRaVM1tD85dsbwGBOwVh5iJwBRWNFby4/0UaNA2Ym5gbM/WTypKY0mmKQa7FMdRQZ94pnDI7bzZm/o5Or6NB04CiQcGJkhN4WnvSoG5gZveZpFWk4WrpSkl9CW4WbjiaO2IhtaBB00BDnWHW8HzE83R17EpKRQqHig4hFUtxlDlS1lBGkF0Qr/R+hYbKcuSToaDagvmdPuSiOANlk5IA2wBKG0oBQ914nUaHtZk1J0tPsiV7C15WXjwU+hArkleg0WvIqsqiQlXB+SpDaObd7qOxLq9kQtexKFTlJOTu4gHrSXT3DMXB2Zlw53B+TP0Rte7yj30nh04t7lluySl85Z7GthoHFTXqGvR6w/KahbUpUjMJapUWiYkY92to3un1es4lbCdxw2p8wsIZOOVBLGzl7fMFC9xxhISEEBwcjFarxdPTkw8//BAbGxsKCgoYNWoUfn5+qNVqunbtyrvvvotUapDt0Wg0DBw4kMmTJ/PCCy/8rTYLMxeBFmh1WpQqJaGOoYBB12qgx0AAyhvLcbd0J9wpnLwaQw0TiUjCb1kbjUmWwXbBhDmF4WLpwrrMdXx66lMu1lxkT8Ee/Gz8mBA4ge5O3Zl/dD4BtgFEOEfgbe3NAI8BTPljCgcKD7Aucx2B8kD6uPZhVcYq9hTs4aszX1HVVIVddRrvlMzjZ/XXnNMfp4kmTCQmTHQax+NBjzCtyzQa1Y18k/INxQ3FVDZV0tu1N/l1+ej1emNCZKYyk9kBs+gp74GDqT12Dh4s0+7h2QNzOKE4wfN2TxK8xYbwdQ54HzcogO/J30NGVQYjfEbwn87/YWroVMBQY2Xvme/pHP8KdmlPYDNYTcMwMxL9z/NC5AtGwU97dyviZndnwN2BjHm6O87eV0+IrCwqZOe3X1BTpuDc7u3knDl1xTl1KjVFykY0Wl37fPkC/1huVnL/0KFD+Pr6sm3bNuNDzt+FMHMRMKLRaVievJwlSUsIcwzj6fCnMZWY0smuE+6W7igaFHyX/B33drqXmuYaerv2xkJqQYRrBO6W7gTJg9iTt4fPT33OpKBJ9HXri1Qsxd7cHoAjxUcY7DmYk4qTqLQqsquzKakvYaj3UH5J+wU9enbn7aa7U3dMJaYom5WM8htFcnkyPjY+pJQnkyVS4WrlRoA8gN8zVgHgaunKU6GziDnfi3tUl2WCCusLOVx0mBifGMwkZvR07slh+8MoG6pYYjofy5/UzPd6msLeSn5VbjGWOd55cScT/e/CFoMqgDirCb3akCE//+h8spRZfDDoA+P+TG1zLfZlmViWG2T6bSomYDPjCMEuj19xj90C5LgFyK/7XUjNTDGVWdDcYEgyNf9T1j5AXmUDc1ef5lhuFc8OC2Lm0ECkEuFZ8Z9AcclGsrM+pklVjLmZG/4BL+DmOq7d+r8Ryf34+Hgeeughfv31V5KSkoiIMKhtHzx4kCVLltDc3IyXlxcLFy40FndsLwTnIgDAgYIDnCo9xbfnDFn3Wr1hBlOnriOnOofihmLMJGb0deuLm5Ub93e+n8+TPmdzw2YmBU3i45MfMzV0Ko6WjsRax3K+6jxOMic0Og1FdQZ5F0eZI1KJFGupNSqNCntze+7yu4vShlJjZNbk4MnG96fLTpNTncOjXR+loLaA5f8fvjs5aDKVqkqj7aUNpZxVnsMiLJJ7Ku5mVc5q5GZyJCIJJmITIpwiCLILorC+kE+jPqUsrxDLn5pRucLuwGPo/j/EeH/BfjR6DZ5Wnljb2SIyVaNv1mE1yAORVMLEoIkE2wVjIjIxzuzAkDPj6NYTxGtAp0XrGIzE8rL45M1g4+jM+BdeI+fMSezdPfENbynBfySrgsScKgAW7cpkdDc3Ap0FaZjbTXHJRtLT56HTGfTgmlRFpKcbJPDbw8HciOS+SqXi8OHDvPPOO9TW1hIfH09ERASVlZV89dVXLF++HAsLC5YtW8by5ct56qmnbtm+PyM4FwHKG8t5Yd8LdLLvhJulG8X1xXhaefJjmmHDuot9F+o19RTXFfNI10dYc34N/dz74WntSReHLjhbOONm6cYpxSmjovAYvzE4WThR3VSNUq3Ew8qDdRfWoVQpsTOzY6jXUP577r/YmNowq/sstHotHpYerM1cQ6WqColIwj3B91BcV0y1qpr82nyjvbXNtQxw6091UzXnq84z3Gc41apq3j73LtO7TidGF4OXlRdVqiqe7fEsqZWpiEQifkr9iSxlFtMd76LZVsvprjnUyZvZlLmJWnUtI31H4m/rT1enroS5RaJ9RoVepUXqaniiMxGbtJotLxFLCO4xlUpLN2Q1xcj8h4DVrRdd8goNwyu09aRKN1tzRCLQ68HbwQJbmektjydw62RnfWx0LJfQ6RrJzvr4lpzLzUju79mzhz59+mBubk5sbCxffvklr776KmfOnOHChQvcd999gKEkQGulVW4VwbkIGKOukkqTGOI1hGivaPiTmG+jppGHQx5GLBJT01xDV6eu1DbXUlJfwgnFCQrrC+nt0pvkimTjNWYmZuTX5jPQYyCfnPiEZm2zsS5KqGMom7MNBZRqmmvIqs5Cp9chFotp1DZhYWLBSL+RnC47TaxPLHXqOro6dkXRoEAmlSESidiYtYlx/uPo6dKTgtoC/Gz9sDS1JLs6m50XDUrOz/d8ns+TPjcmNY7wHcG58nMc0ehwGRBMsayC3JpcypsM9eK35GxhXvA79HPvB4DYoaUUS7NKQ1OdGksbMyTSlktQZhIzzELGtuO3cm0GBjry3cOR5JY30C/AASdrs79tbIGr06QqvqH2tnIzkvvx8fGcPHnSWM9KqVRy9OhR9Ho9AwYM4NNPP70lm66H4FwEcJA58MmQTziYfxCJREJtcy12ZnZEeUZR1VRFb9fepFelsyZzDX42fozyG0WmMpOCugIAzleeZ5jXMHzlvuzL34fMRIa5iTlrM9fiaulKrbqWkyUneaTrI9Sp63CSOaHX6zlUdAixSIyl1JJVGaswEZnwVPgsSusV/Ja5Cp1eR1plGpODJiMVS5kQOIHDxYfZlruNaK9ojpceZ1vuNgC6O3WnvLGcJ7o9wdoLawHDRvslxwKGgkjDPKN4/ezXmIhMGOw5iJyaHPq49iGxJJEwm+5YF7leeYOA+moV+345T86ZcrpGudNvQiCm5rfvn49YLCK6s1Bh9Z+GuZkbTaqiVtvbg7ZK7vfp04cTJ06wb98+TE0Ns9q1a9eyZcsW5s6dyzvvvMPFixfx8fGhoaEBhULRpiKQN4KwAygAGOTpnSycyK3OpV5djwgRgbaBxPjEkF+Xz7HiY4zyG4WXjRd69HSx74KzzLD0M8xrGPsL9rPo5CJ0Oh0jvUdS2VjJ5KDJmEnMmBAwgVH+o1h2bhk/pP7A+qz12JraMqv7LMYHjEetVRPtFU20dzTJ5SmEOXdHKr5cAdHP1o+f03/mSPERvKy9mBA4AR8bHyykFpiITBCLxPR164uiXoGF1oSZ3WbwUMiDuIudGBcwDjdLN8YFjKObYzfyavPR6XU065pxtXQjvyafkvoS5oW8xV2ZjxHo2fo/sJLsanLOGGY4yfuKqCis6/gvReCOwz/gBcTiljNesViGf0D7hQH/WXL/rwwfPpzGxkZWrFhB3759jY4FDKrIe/bswcrKioULF/L8888TFxfHvffeS3Z2drvZdwlh5iIAQH5NPuuz1pOlzEKEiKd7PM2e3D00aBqwMLEg0jWSNZmGAmyJxYlEukTyQMgDnCk7g4ulCyUNJUR7RZOjzCG3LpetuVuRmcgY7j2czdmb+U/If4w5IlnKLHysfdDqddQ215KQl0B1czUuMhemdJ7C+arz3B18N4V1hdia2mIqNsXTypOUihRSKlJ4tOuj6PQ64rPjGew1mHD7MIbV13KP/WDylFn8rjzLccVxpjjE0SnflLCASVwUV5FUnkS0ZzQplelUNlXSrGtmsOdgJrn0pav9SHT363DwsGr1/ljJzRCbiNBp9JhbmmBhbUqjupHCukIcZA5CAS8B4PKmfXtHi92s5P6fkcvlHD16FIB+/fqxdu3aW7LpegjORQCA/QX7yVIaMuj16ClvLEepUuJl7cVJxUmiPC9X/FRr1YQ7hVOnqmN3/m4mBU2iSdPE7vzdRHlGGXXBGjWNxnrzliaWuFq4UtJQQj/3fjRrmrEwkRHmFGasdtnbrTefJX0GwAD3AaRXphPpEklKRQr+cn+C7YIxNzHHwsSg4TXEcwg6dHSvV+K9Yz4AjqZWjI15ETdLNyylDjQdz6H8wGlKH/Bmd/keBnkM4sPBH7L45CLWZKwhxDaAkLAnsHe6dhimi58tsTNCqCyqwzvQGVM7ER+d+IjVGasJdQjlo8Ef4WXjdc0+BP4duLmOa9fQ4zuVDlsWKy4u5sEHH2TUqFGMHj2aH34wVAdUKpVMmzaN2NhYpk2bZiwJqtfrWbBgATExMcTFxZGSkmLsa/369cTGxhIbG8v69euN7cnJycTFxRETE8OCBQuMSUJXG0Ogdfbl7+N81XlifWIB8Lb2xtvam57OPXG3dOc/If9Bo9UQ5x9HF/suPNzlYTKqMrCT2XF38N3o9DqjtMu+gn10c7xcy8LG1AaZiQxFo4L7O9/PzO4zcbNwo6ypjLUZazGXmDM2YCxj/McYw5EBzled54luT+Bh5YFWr8VJ5kRpQylSsZTfzv9GUX0R2y9uZ+fFnTTUXl7jFjfXIWluICE/gXoaUfS1ptfDD1ItbeTBkAfp5tSNDRc2EGQXzJt93+SR7k+yLGs9P6b8iLJJedV7dEpxiseS7+PJkns5K0rkYs1FVmesBiClIsUYJScgIGCgw2YuEomEl19+mdDQUOrq6pg0aRIDBgxg3bp19OvXj+nTp7Ns2TKWLVvG3Llz2b9/P7m5uezYsYMzZ87w1ltvsXr1apRKJUuXLmXt2rWIRCImTpxIdHQ0tra2vPXWW8yfP5/u3bvz+OOPs3//fqKioli2bFmrY/ybaNI0sSlrE+crzzPYczBRXlFXPTevNo+yhjJcLFyY2X0mtma2JJclo9KpCLANoEpVhbuNu1GYcl3WOqqaqqhprsHSxJII1wikYilqnRp3K3dK6ksY7j0cE7EJwfJgzEzMKG8sp0nbhEQkoV5dTx+3PsgkMn5J+4XCukJEIhHPRjzL7rzdNGgaGOE7AqVKSUlDCY4yR8SImRo6lbyaPFwCXbCQWtDTuSdVqirUPgNoqq3B/OJBskLHcArDjKmyqRKdmY6B0ZMYyCQAvj/3PStTVxIXEIdEJOGn9J+oV9fjaumKnbkdYwLGtHqPtuduN0aVfX3ma76K+Qo/Gz9yanIwEZvgZe1FWnENa04WYGEq4d5eXnjaWbT/F4thWfKLpC/wsPZgRvcZeNt431xHqZsgey94REC3KSARFjKuhl6vN5bB/rdyoxn+HfbX5OzsjLOzYcPXysoKf39/FAoFCQkJ/PijIX9i/PjxPPjgg8ydO5eEhATGjx+PSCQiPDycmpoaSktLOXbsGAMGDEAulwMwYMAADhw4QO/evamrqzPGZ48fP56EhASioqKuOsa/iSNFR5h/1LBUtOHCBtaOXYuvrW+r53pbeaNyUWFpaomyUcn3yd/Tx7UPEpEEcxNzjucd5+f0n+ni0IXerr2pajIk7x0pPsIX/d7lgqqce4Pvoai+mEB5IIkliTjKHLE1taVSdbnGfY2qhh5OPfCw8mBD1gZmhc9isNdg0BtmKop6BZGukZiKTTlRfAJLU0tOlZ4i1CEUFwsXtuZuZVLQJKqaqnCycKKqqYopnadQIzFhd+hYrILjSNYWklq4j2jvaFxkLgTaBdKkacLcxJBtL0JEP/d+7MnbQy+3XsZlu5L6Eho1ja3en/0F+6lprjG+7+bcDWcLZxYNXcSZ0jP42voS7hzOEz+eZHtKCQBikYjnYoJv/Yv8C43qRt4+8jb5tfkklSXhZe3FzPCZN95R8VlYMxV0WjjxHdh6gv+Q9jb3fwJzc3MqKipwcHD41zoYvV5PRUUF5ubmbb7mb3lUKSgoIC0tje7du1NRUWF0Ok5OTlT8fzEnhUKBq+vlMFBXV1cUCsUV7S4uLq22XzofuOoY/yb+LLCo0WvQ6DRXnKPT6yipL6GiqYKLtRfZeGEj1qbWDPEcYlQ91ul0ZFRlAJBakcpAj4FYSi2pV9fTzbEbabUXcZQ50EdnzqkmFZ4NdaRJZCTkJSBCxN3BdxvHK6grYELABJIrk3kk9BFWpKwgvzafQR6D6Onck9LGUvYX7AfAwdwBKzPD5rqrpSsJeQlEukSyMWsjhXWFyExkLOi7AC1a3kl8hzp1Hd2dutOoaaRaVU1xXTEjImJ4+/h8tuVu4/W+r+Nl48Uo/1GYmZhxouQEdc11xtlHP7d+9Hfv3+q93Jy1mdSKVEb6jkRuJmd6t+nodHqUDc1YmNgYK1qGO2hw6mLC6gwdKk3H1GjJr8tHZnI5Gqm177VN6DQGx3IJbfPVz/2X4+npSUFBAWVlZbfblNuKubk5np6e1z/x/+lw51JfX8/s2bN59dVXsbJqGYkjEok6/Eng7xjjn0h/9/7M7jGbisYKzEzM0GEQN1TUK9iUtQkziRkNmgYyqjLwsfLhcNFh9Oipaa5BJBLRoG6gTl1Hk7YJB3MHKpoqcJI54W/tz2u9X2Nn3k7KGstYmryMGO8Ymm1CiKq0QW1qztHSk4AhMMDR3JFgu2AqGisY4D6AnOocVFoVdeo6rE2tjfs8NuY2nC0/y/iA8SjqSxnuPIIaTTVqjQZ/W38SSMDGzIYTihOAYdkvsyaTjKoMHgx5kJ/Tf+ZM2Rnm9ZpHamUq4XZhvHN8AQ2aBo4UH+FQ0SGm2EzBxdKF+0PuR2YiY3XGaqK9o+nh3INw53BszWxbvZfBdsHsvLiTvNo8ng5/GkeZI6vOHOOz1OepVdcQah/KcsdBPJmyGFFTFQ8N+QhR2MAO+V5lEhn+Nv54WntiKjalh1OPm+vIrTvEfQ5nfoWgEeDTMfb+LyCVSts9B+TfQIc6F7VazezZs4mLiyM21vAj4uDgQGlpKc7OzpSWlmJvbxA1dHFxoaSkxHhtSUkJLi4uuLi4cOzY5cJQCoWC3r17X/X8a43xb8LK1ApvG28+T/ocgD15e1g5aiVrM9eSWJxokKcXQVeHrgRaBxLmGEZCXoLx+kB5ILvydnGo6BDTQqdhKjGlrKGMk6UnUaqUHCw8aExQNJOYoTulYPWuVGTyIqY8dDc/XvgFWzNb6jR1BNgG4GLhgqeVJzZmNlRXVWMptcTd0p0dF3cA4ChzoK9db3QaLWHynnyU8i5qnZp7Pf5DD1EPXuwxl/raOtTuag4UHWB8wDh+TvuZWnUt+wv2c2/ne5FJZCxPW05RXRE7pTuZ0nkKRfVF5FTnGEUmLzEhaAITgia06V762vgyym8Uvja+uFm5sTEznqSSMmrVhqWylMoUxBpbRPUGyf/g1M9hyH9u7Qu8Cl42XkzuNJnE4kQC5AH08+h3cx2JJdDzYcN/AlelukxB2oG96HU6QgYNRe7SepLtzdKobuRQ0SE0Og0DPAZgbfq/ow/XYc5Fr9czb948/P39mTZtmrE9OjqaDRs2MH36dDZs2MCwYcOM7T/99BOjR4/mzJkzWFtb4+zszMCBA/n000+NEV8HDx7k+eefRy6XY2VlxenTp+nevTsbNmzgwQcfvOYY/xaylFkklydTrao2VnTMqcmhqrHKWNUxpSKFoV5D2Za7DalYSmlDKcO8h+Fh6UFJfQkarYaHujxEs6YZU4kpzdpm6tX16PQ6zpafZVrXaZTUl6BHT3VtFbUnCwFoVCrpXuiMU7c5nFWeYWXqSjwtPXmy+5NkVWdhJbUi4WICErEEfxt/o801tTU8uG8wejsJR/vn0qRtAmB10S8Ui/I4XnKcr3w/ZWRpb6a5TuaiZRnr1RsAw7KfpYklevQU1Rkix+rUdeTU5LA7bzdPdnuSUIdQDmbsx03tiLeTL1Lntm22ZyuzefHAi8blpxE+I9h+cTuzur6Ec7UbpU3FDHSKQKwxA6kFiYHPUmwZQu86De5y6XV6vzn6uPWhj1ufDulboCVndvzB8U2GfJDG2hqipz3Rrv2vu7CO94+9D8DM8JnM6D7jOlfcOXSYczl58iQbN24kODiYceMMMd/PP/8806dP59lnn2XNmjW4u7uzePFiAKKioti3bx8xMTHIZDLee+89wJD4M3PmTKMK6KxZs4yb+2+++SavvPIKTU1NDB48mMGDDSVnrzbGv4HC2kJm7JxBcUMx1lJrJgdPZl3mOuIC4nCUORLnH8ea9DXM7D6TalU1EwMnolQpOVd+DjCU+X2g8wPo9Xo2nt+Ik4UTzdpmLigvYCI24bGujyGTyvjm7Dc4yhwZ7Tca9ODU0wfVvkRDMLGdOZ+efZ/Hwx4n2isacxNzPjzxIWMDxrIjbwfdnbtT21yLn9zPUBNGLGGgZV9Q6xGVavBv9jBGn0W6RpJakWpwFraF1HWup6KylBH1/ZnoP4ENORsZ4DaArOos8mvz6enSk5OKkwTYBlCjMswszCRmvLL/FU6WncTN3JWPTOcROqQvJnbX35zU6DXo9JfrpVxaXiyqOcuTwR8iMq1hiL0d0rRNHBi4koe3NaPTwyDFWb7+TwSWZh3jYAT+HhprLwdyNFQr273/S/uZAKdKTkH3dh/ittFhziUyMrLVmgOAMeflz4hEIt58881Wz588eXKrEtNhYWGtSiDY2dm1Osa/gaL6IoobDCJ5tepaAJ6LeI5Qx1AuKC9Q3liOh40Hi04tAmCU3ygC5YEcLjpMk7aJ0X6jUaqUNOua8bT2ZKD7QJacXgIYNo+1Wi0SkQQwqCkfKjqERqshrP99XPQvQSaRIZPXQRHkVOewO3+30bbi+mKOlRwjxjsGW1Nbfj//O33c+qDT6dBUNoDYAZGZhMSmRKI8o7A1tcVMbEpqRSrTvR6ktKaETFUukz37UVt5iAdrapnpfQ+qrpP4Jv1HXCxdeDT0USykFhTVFfF98vdEeUahaFBwssywD1TcVEK2aT6dlT3a5FyC5EHMHzCfdRnrCLPvxIHiRGQmMkbqxPTv7Aey/9+ncQvjwqEcdPpUAA5eKEfZqBGcyx1Ot+F3UVVchE6rJWJU+ydGRntFsyVrCzq9jknBk9q9/9uJENj+P0agbSB9XftytOQoQfIgNDoNjZpGUitS+ejERwCMC7j8j+R81Xk6yTtxd/DduFu5s+r8KgLtAo3KwmUNZcalID8bP6zMrLhYd5HxgeOpb66np0tPqpqq+CNvG0mlBomKidKJPOX+AmqzBsz8zThbdpahnkPJqMrA2cIZa4093RsGoHZVs69oH6G2Abi6N/BD7HbMpDI8bT2xranGzlSO094KnlANoMxVx7KMbxjoMZBPL/xObk0uY/zH0NvEiuzsLfR3HUC91rAUNtpvNGKxmJL6EjKVmQTKA+li34XUylQczRwJsPHH5M/LYnVlkLkdTGQQPBLMLmfri3QaxqoljHUfBTYe3FtZzv+1d9/hUVXpA8e/02fS+6T3RhIglEAwFAlJQEogFNEVUWxYVmxbfi666rrKupZl1dUF26oIdlBp0ktAagghEAghhPRJL5M27f7+GB1kQVcxCMbzeR6eJ7lz25k7zJt7zznvqzC5EOA98Gxg+VpKuBd6Nw2Gth7uGBWJr4vIVPxLFxAdy+zHFiEhIZcren3/Y0LGsHLqSmyS7TunCvxSieDSx6iVah4e9jBHGo44+iDkMjm7qnY51glyCUIpU2KRLIwOHk1uTS7Jvsk0dDXgonZB9nW+/WDXYBK9EhnkO4hhnqmo1Eoe3/+Y4zFRdlQ2a06vYUzQGLy13o79y2VydF4qAomkprMSD7UHMpmM0rZS4tzjSGgfRs0GianXzuHWIHfCdb78sX4bXzUcBmBGzAxMVhPHGoqYOWYiUn0b23u229unUFPUVATA6tLV1PgNIbc6F72TnquDr0an1PFx8cfMSZjDfUPuY1XJKoYHDGdC2ATKmk4TrPAn3CcKhdO37ihyn4c9r9p/vuZZGH7H2deKvoCPv+4zjBlP8NRXQDKD6/lZbpOC3Fl5dxpNHSai/VxQK0Ve2L5AJpdzKcebXvQk2CucCC59yPGm4zyS+whR7lHsM+yjoauBa2OvRYaM0cGj6bH14KJywVXtyj3J91DVXsW60nXMHzCf3OpcNpdvto+Icg7gurjrkMvkLD++nC/PfMnUqKmMdkk+p//BTe1Gu6md94+/x31RMxiUdAd5baeQy+S8UbKEGTEzcFG5kB6SzkuHX8Im2ajrrCPWMxnf8ASanGtIlFxo8o7F2HJ2RKDRZCTYJZjD9fmMzphAfWc9A0+12B/pOQc51gt1icDQaZ/bZOg0UN9Vj0wmY/nx5fT37U92VDbZUdl0mDo4WHcQJ50zEfpY5LL/+tIv233256az2WHbetpos3bi7xOLsqEYyneDTAYu9sBik2x0W7pxUp29Cwr00IGymU6LFa3q1zdKUfiF6W6Dzkb7H0uqHz5B8ocQweUXyGqz0mZqw03thkKuoNPcSZWxivy6fHyQE6Zypc0rnvK2claWrGR4wHDy6/MZFTSKus46tlduZ0/NHq4OvprM0Ezaze2OYchlbWUMDxhOh7mDdpO9z2aofig6pQ5JK3HXwDvZVbWbFP8UWntaMfa0slQbR8yaP2PyS8SUMIb19YdpN7Wjlqupt9Qjk8vw1HjS2G2fzBrvXk1QWit1vv1Y0SjH2lzIiMAROCmdUCvU+Dn5gQzu77+Az099zr6afST5JOGp9WRj+UbmJtyE1aLAlTg219ozMYwOHk1xczFJPkmYbCbyDHkcqjvEMP9hbKnYwtKCpQA8M+oZJkZOPPcNHXk/fHo7qJwh7hr7+9Baxh93/pFjjcfISZ7K1dYppGsDwMkeMOo763nh4AvsrdnL/AHzuTbuWmQyGdtPfoH6xFp0yGhLnkt4cOql/jgIwsVprYJVd8PpbZByO2Q8DpoLZwW/GCK4/AJUtlfySfEndFo6mRo9lTWlaxwjwHKicnhk1yNUGiuZGT2DReh5B4n9tfuJ84xjsN9g8uryKG8vZ2zIWHydfPm81J6Se1vlNtJD0ik3lhPsHExlRyVquZpuSzerS1fzu6G/o8vchafOk7rOOnZZe2jqbqK2s5bPT33O/AHzce1oIGbXOwCo644yMX4in1tNPDTkITrMHZhtZtaUruH2/rdjaDpBZEcrYw9+gKazia1Tn+O94x8wK3YWSwuWMth3MP28+lHTUcOIgFTKG0r5vPZLknyTKG8vd0ygfOfY21wTfg1GeTOTgu7EL0LidHcRIc7B5NUd4vr46yloKMBV7cr+mv1UGM+WSD7WeMweXKxmOL4GWsohahzcexAUanALBGBf7T6ONdo751ee+oz20Ayi428i9OsJuftq97G61D6Y5Km9TzHMfxh6Zz3+xRuIO7AcgDazBURwEa5UFXvtgQVg/2uQfD0EDem13Yvg8gvwWclnvF74OgCeGk/eOWb/Ml9xfIUjf1aidyK1rWU0yxW8fvJDAAoaCujn1Y/y9nK8tF4cbTzKYL/BaBQaeqw9uKpcMdvM7Kzaye39b6euo444rzg2lW8iJzoHD5UH48LG8c6xd6g0VuKh8SAnJoftlfb+j7rOOhICr8LsswdVQzEtgQNp0CdwS3AS+fX5jhnvST5JHDQc5E7XeGI32VPqm31iMatdGB82njZTGwN9B+Lr5Mt/jv0HsOctS/RJJFU/jJWnP+MPgx9ALVdjsplwU7thNBtRyXuolR8hv9aFgT2RpL+zmOQ7J/KH4685MixfE34NU6Km8NKhl1DKlQz1H2ovPH9yE3z09QTCvHfh1i8ddyVg75f6Zo5QsEswzV3NyOUKTFYTn578lF1Vu5geM50NZRsYGTSSg4aD9hxoprNpVJwaTl3U9a4yVnHIcIgAlwCG6HvvP7sgnMM9GBQq+x9aLv7g5NuruxfB5RfgmzxhCd4JqOVqx5esUq6ksLGQTeWbGBM8hkEBQ2iVuaDvOILh60dQYW5hZEdmo1PpaOxqRIaM3w/9PcXNxagVaj44/gH3DryX4pZiTrWewsfJhyMNRzCajYS7BuOhUjrKGbf0tCDZ7F/ag/0GY7VZOdhWypHIZFKTJvJmZykHDjzGUP1QJoRPYEnBElIDUllZYi+TEJUUzq5rFhLgpOdAWyl1VVvZWrEVgKywrHNS7pttZuI843BrgPv6/5bMxhqCgq5hnUqiw9rNnpo9DPcfjrPWQpcmlya5D6rqOtSFp5D8z+4n2jOaG+JvIFU/DG1HPbG1p2DLC+ARCvokMBRCUwmYjOcElxGBI3hx7IscqjuEWqEmySeJYNdgdlfv5qm9TwH2JJgLhy/k1cOvsr5sPR4aD15LeRSP0p3ITW0w6qEffa3bTe08vPNhDtUdQiFT8O/Mf5MaIO5+hEsgZBjMWQn1xyFkOHj27sACEVx+AbKjsmnoasBX54tMJmNu4lwq2iqI9ojmtSOvAVDUVERLdwtHdD6k+KcS5RlFU3czSrmSZN9kiluKkSSJlp4WVpWsIjM8k01nNjEiaASdlna+PPMlAOVt5VwXdx0FDQW8cOhFMkOuZrDvIPLqDxHhFoFSruS6uOvIq8sjtzoXnUpHfn0+lSHpHPi6pskBwwEG+g6kvqueDnMHKrmKZL9kVpZ+jqHTgFKmZP7A+ZQZqxxt1CAnWxeKX2QOx9rPMCYoiyOlrgz2DWdWQhJ8cTcjDq8gJiSFvQlZRMb/BoVcwetHXifSKZDxvtG4jBxKnMmbPw97hPXl9juK6+KuQ6fSMaD6KHx2N8jkNGf9FUVHHW4J06CxBDKfBHd7oa9uSzfbKrbR2N3I6KDRXB169fdeG0/t2b6klp4W6jU64u/aDZIZpfOP/0uwubvZMaTbKlk503ZGBBfh0okYZf93CYjg8gsQ6RHJ/UPu53DdYY41HsNsNePv7I9cLkchV4ANhvkPY3/tfpzUTsjlcpYULKXb2k2ISwg3Jd7EJyc/wWwzE+kWyejg0ZxoPkGFsQKzzUyCV4LjWM4qZ8Jcw3i3yN5RvrFiGw8PfYChASmUtZZR0V6Br86X4uZiZkfPwNvJl8N19iHEripX2s3teGo8iXSLZKh+KIEugYwIGMEw/2E8V/scYJ/1XtRYRHpoOs3dzagUKlKDRnGwrYnOTmcipSwqyz3YXVRDcUUjPm61jIgag7rwE3yq8vALHcrGrmo2V9gHIRS1n+aExp+kWUOQDZnLLJ2OWf1mY+gwUNJSQrh7OK7l9vKuO0bcysNly3FRaHnGYwjJ83PBJ9o+CgzYcGYDC3MXApAblMs/x/4TteJsHfKh+qEsHL6QfbX7SA9JZ4jfEEYGjSS3Kpdh+mHEe8WDk8dFX2t/Z39uTLiRd4+9S5Bz0MUnphSEy0wEl1+A4sZilh9fzl7DXirbK9EpdDwy/BFyq3PJDMskwDmAGmMNcxLm8GLei4wKHuXIzVVhrHB0rAOUtpWSHZ2NyWYi1DUUPyc/1p5ey7Wx19Jl6WKQ70A8FU4EOgdS3VGNi8qFCmM9h+oPcbTRXh10Tr85LOp3C+l7l9Hs1w+3QffTYu1imP8wajpqCHAO4MX8Fwl0DuRM2xlOtZxCpVAxIXwC68vWE+sZi0ahYU3pGsw2M1bJSo+th38XPg/AUJ+rGelzE/2Tv6Ci8wRnTPOQzFWoM/5AaaeBMrUcq8lKqGso5e3lyJARJFMhuXnyVdNBWntaCXUL5eGdD3Om7QwTIybyaGwmLqVbea37DG2mNtpoY52HkWBbF62tpYS6haKSq6jtOJsM9UjDEbot3ecEF7VCTbQ2i8qeZBoMWjTBbvxt1N+oMdagd9bjqfX8SddarVCzYNACpkZNxVPjiZ+z30/anyBcLiK4XOE+PvExhk4DcrmcQS6RPBJ3E9vbS3m98HWGBwynraeNk80nGaIfgs1m4+bEm2k3tXNd3HWsLFnJQN+BOCudCXYJptJYyYjAEajkKpBgVNAo3j5mT5PTbmpndtxsChoKKWwo5O6431Bhbudk60lyq3PP+YJVmjqZvMme+80mk2GOG8XpttPsqdnD+LDxvFH4BvVd9Rg6DWSEZuDv7M8BwwG8Nd7cNfAu5DI5NpuNdWXr7PuTKWnqbnLsv7gtj+H6Ueytt/fHvFb0LM8nzefegpcc69wz8B6i3KNwtvaQIPMmkCA26VT8fpM98d8N8Tdwpu0MAGtPr2Ve4jziZ79HzKkPyW8+DoCHRyRzdv6Bqo4q7km+h5sSbmKQ7yAyQjI40niEe5LvwU3jds71aOowcc/yPAxtPQC4aZRMHxL8nen6L4ZWqSXOK67X9icIl4MILlcws81MSWsJ2yq2MT84i4mnvuRIVw8rWvailquRy+Scaj3FieYT7K3dyw3xN/DW0bew2CwoZUpuSryJLeVbONV6iozQDHpsPYS6htJj6WS4byxnutpwV7vTamplTMgY/l3wbwDGh4+n1tiEQqvlq+qv+I3XIBI8Y/lM441O40qKe4x92K5CzRvxIymsO4CT0olrY69le8V29E566rvshZWCnYLpMvUwO/Y6XjuylI+KP+KOpDtoN7czPmw8tZ21jAsdh2ST4631obG7gVE+N2CynJ2s6a31Ro3CHpQkGxqFhqKmIjotnQRoojhYGsn6E12MiFHQzzuFotb9tJvb0Sq0dFu7SfBKwNfJF7y9ucNdT5RXHGqZAptcSVWHvd/n1cOv4qpy5YMTHzDQbyDhbuE4Kc/PnGy22GjpPFuIrdN0kcW6BKGPE8HlClbfUU9BfQFVxioGdhrRGArRBfRDLpMzOWoyhk4DJ5rtyUE7zB3IZXJHaniLZKGsrQw3jRsBzgGcbitjoM8A/HWe2Jq+YIPBxXG30m3pprmn2XHc062nuUqbRb3iDHfFXs8Ne5ahbnyfLCcvNifnIHU2cmbCk8jMPdRYaiirO0ptRy1lbWVcG3stapkzCR5DkUlOVFbE09Qwgv2WpYwNGUubqQ21Us3yI8tpNbXirnbnTNsZlE2TmRnwPGZbJ21GFXKXKu4eeDeV7ZXEe8TjIo/hbwl3crKrBtTOvHXifSyShdsjpvHOCXt54q9OdjJNn0oR+0nwSuA38b+hor0Cfyd/KtsrcVG54O/szw2JcwHYXrHdMdx4kN8gPj75MQN9B7KqZBUABw0HifWKJcL9bKEovbuWf8xOZvGmYpJDPMlI6N36HoLQV4jkR1cgm2RDkiR2V+125OwyufqDTE7i0TU8mjifus46ytvKGehrz9Ed4ByA3llPdmQ23lpvJoRPINQ1FGeVM/n1+dR3NvFO0TIaunpoVf+G0y2n2VG5g4r2ClQKFd46b5Qy+98aGf7jOWrLo95iQDIZUTeftp9YZxMe3UZKtDp8y/bweMtBglyCHP0Upa2ltJnaON1ejNHaQLBzJJF6OSPj1QRrrmJLxRby6/LRKTTEesZisVlo7G7EU+PN67kG1uV3sP6QlW71UWSSBwqZAtf2Wmbu+4AB62/CuVKJj/Nk3itZhavKiUf90xmrleGmsScU1KkUBHk680jqI1wXfx2JPon46Hy4Y9MdzFk3h38X/BubZKOhs4EOcwe+Tr7kROeQHpLOjJgZ9Pfpbx8g8TW5TO7IAP1tE/sHsP6+0fx95gD83Xs3ZYYg9BXizuUKc9BwkBcOvICTygkfnQ9+Tn5khmWyQwmWCX/Bqb0WL2c9/qZ6cqtyifWMZUHyAgAUHWoSPZKo7ahlT80exoaM5XDdYTLCMqhur2eIy42cLA+ktLGOwz2HmRA+gY3lG7HYLCR4JTAzdibxLv3YWr2V7YZtYIAZUdOpGXk/AbtfpkufSJlfDN02M7kDstFVbCbJ4k+QSxBVxirC3cJRytREucfz8cm/ss6yhqnRUzloyGNx9Dxmuc4DlYzu2n8wO3oBMR5RuKg9OHgkFujkpMHIC9cmIFcEMjQshHeO55FtVqKr2AnA6ON/5S2XT0l1+j/udjtJ3M4nQfY2b2d9wH5zGBrXJlROTWSFZTmCxCHDIbosXajlajrMHSw+uJhlRcuI84pjSuQUPi35FID9tfuZEjWFHZU7mBw5GaPJyPTY6d+ZVFAu//WVzhaEH0MElyvIvpp9/DPvnxQ0FACQEZpxdsRV6ylU3vG8c2Y3c/XRNHQ2MD5sPN5ab5xUTjyz/xnuHHgnx+qOMSp4FDMiZtDcpcYrTs/JluOk+I3C1uFPcU0PDa1argqZjMna6XiMdqzpGDOjc9h0Zi2GniZiPWMJcQ0h0DWYGYVvsjD7GU50VKPW6Hiz8A3UCjV3DbiLw21lzOk3h/L2cpwUbmw75I9PQB5dFvujqjxDHpN9BxK9/iHk3S0A1Ex4iNKuAvxVSnwsGt6vsZ/DnDRf8jre4YGh9+Oq1jItehq2tncc70+naziRAZ40KduQfT2ZE0li0Il/MOiW9Rd8T2O9Y1HIFIwMGkm1sZrd1bsx28wUNhQy3P9sNcdB+kH4O/tTaayk0ljJxIiJjA0Z26vXVxB+TURwuUIcqjvEu8feJdEnEYvNwrGmYyjkCkpaSghwDmCwejhtNDI+bDwdlg62VW5zbHtTwk1ISHxU/BG3Jt7KF6VfMNR/KD5qf3os3eTX57Gjahs3xN1CS0cqrZ0SybJrCfMv5ljjMWo7a0kLTEMjQa7BPjCgrK2MzeWbya3K5fq469nRcpxQl1B2VO7AbDNjtpk53HCYAKcAlhxewjshM5m/uz/FBiPX+p9NRx/hHoHS3O0ILGjcMJhVtKtiONN6ilfLltIvKYWb/CfwwalHqK6vIjM8gxGBI4j2jIaRf6Bb50ZPSzW1/vEc7vqI/5xZxhqNN/9MnkX//I+g//mF5L4xJngM/5nwH+o66njtyGuEuoVyqsWeliXWK5Z/jv0njV2NpAWloVPqUCvUtPa0MiZozKW4zILwqyGCyxWivrOe4uZitlVuY6DPQBYkL0Aml6FAwUHDQVROat4/8T6VxkoywzIdKWA8NZ7UdtYS7BLMiMBUNpZvJDMsE6vVhEIpcbylkDaTvVRrtbGavadb6DbbMFut3BWhIsQthASfBJSSkhaLkqF+Q6nqqGJ39W4SvRNJ9E6k3dzOutPrGOAzgHiveI412RM6Oimd2FO7hz/HzyVi6z8Y4LmYYgNsPRjMzel/QK5qwEvrhcVmomb0gwQc/xJLSArJX71GS/gobAH3kjI4inZTG++cepXqzio8NB40dDUA9uzPCo0LR7UHadHuQ0U7bxXZk1fW9zRyIHYm/YfcDoHn59+SJIkNZRsoaCgg2TeZrIgsLFgorLffscR7xZMRmnHOEGsAL60Xz+1/juVFy1k8drE9F5kgCD/aJQsuDz/8MNu2bcPb29tRirilpYUHHniAqqoqgoKCWLx4Me7u7kiSxFNPPcX27dvRarX87W9/IzExEYCVK1fy6qv2Qk533XUXOTk5ABQWFvLwww/T3d3NmDFjWLhwITKZ7DuPcaXrsfZQ3VENwMmWk4wJHsOmM5tIC0yjpKUElyCTI8fXgdoD3Jx4MyUtJchlcmLc44lyC+OVr9PKH6o7xG2xT1LbUUywazClraXIZXIGeF7N52b7EF9vFxXuSg16Jz1auQtWm5VnDz1BP69+TA7JIEzrQ17zCT4s/hAXlQsZYRlsPLORrPAs7hxwp710sOEg5e3l7PGMI67/PCb6yPCJO4NZ6sTDyZvdNYUEuQZRa6yl1MmXWanzSP78dwB4HFtFmn8W7usWgdFAaOYjHI9yoqDpBFablfu33k9FWwX3JN+Dj8+1KNqLkWRODPQZyMG6g8iQEeaTYM+JdAGH6w/z+x2/R0JimWwZ7zm/R0ZoBqUtpbxx5A38nPxI8E44Zz6JTbKxtGApFslCq6mVrRVbRXARhIt0yUaLTZ8+nddff/2cZUuXLmXEiBFs2LCBESNGsHSp/ctwx44dlJWVsWHDBp588kkef/xxwB6MXn75ZT788EM++ugjXn75ZVpbWwF4/PHHefLJJ9mwYQNlZWXs2LHje49xpYv3isdD44FOqSM7KptXDr9Cu6mdHksPL0bM5KqNj3FnoL0PYJDvIDac2cCWii1sKt9ETUcV7uqzAVQhU1BUoYD2YXxW8hmR7pHMiZ9DmbGQ667SMj3FmfFD2zjWcIQEz3gSXcaR32i/IyhqKuJQ83GSPGI40nAEAKPZiNVmxd/ZH41chwItcouZP2gjeNdtKKnaADZ7J7GhoYT3Tr7KhyVvs6FiPTWdNawsWYlOrePz0s/x0oWD+ut6ETIZGmdnaK1g97Ab+e2p91h8+FXiveKp6ahhc/lmiluKWbR/EU8XfECp5220OKViw0Z6SDrjw8cT6vLdifa6rd2ORJg2yUa3rZvajlqWFCzBIlmo7qh25PD6hlwmZ6j+bDAJde2bFQIF4edwyYJLSkrKeXcMmzdvZtq0aQBMmzaNTZs2nbNcJpORnJxMW1sbdXV15ObmkpaWhoeHB+7u7qSlpbFz507q6uowGo0kJycjk8mYNm0amzdv/t5jXMm6zF0EuwTz5vg3eW70c6wqWYVFslDeXo5aoSao6jDqphLuyF/Lav9JZIf9hqsC0pAhw0npRLJPf1Yc/4BrY2dzdcBkrtH/jq1HFNQbO7mx342MChqFm9qNON9APPT7GRBXRnnPHnYY9uGl8SCveQMp+hRkyNAqtAS7BWOUqx0JE93UbgzzH86MqJn8dd9feK3wFe5QBzNm37skH/6UUQdX0NlhwMejx9Gmxq5G3NT2OTaZIZk8PfJprC3H6BmygK6Bd1Iz9hWeLIvg43Hb2UAXXZYuzDYze2v2njMr3k3tRqe5k38dfh1/10jy6/LZUrGFvLo8XDWu3/meDvIdxH2D7yPGI4aHhjzEAJ8BeGo9GeJnf4SmkCkIcws7b7v5A+fzl6v+wrOjnyU7Kru3LrEg/Or8rH0ujY2N+PnZcyX5+vrS2GjPJmswGPD3PzsZzd/fH4PBcN5yvV5/weXfrP99x7hS5Vbm8sz+Z7BJNp646gn8nPyI8Tx71+BucafJyRNnQNVRj8pYS7fNgKdKzx+GPIqhs4pTLcWUGcspP1lJdsD/sSXPj4RAJaPiZBxuaWbZ8WXMjJmJl9YLZPYqi1+UfsEQvyHU9zSzvmIVfxz6J7KjstEpdRQ2HKG2o5Ybo6eT6JWE2pzEsx9b6R/qSz+PYRS17sPSerYAl7axlCBZf1QerfT36U9DVwM50TmYrCYywzJJ8LEnxqw0f45m060sH/YJC9e1I0mVfKyU80DOYKjNBaC/b38mRkzEbO6iqqWUOksHWyq2MNS7P0aTkRfTX6SstYwU/xT0zvrvfF81Sg239b+NW5NuRfZ1Ukq1Qs3To54mz5BHgHMAQ/zP9tU0dzfzVfVX6JQ6JkVOOq8vRhCEH+eydejLZDLHf/pf8jF+it2Vu1l+fDllbWUAvH3sbWqNtcR4xpDknYSERIhTCHluOlpG/xY/uY1GX1+Cze3UKM0crN+NxWYhI2AEsyKm8GnZWhrZychULwoaD/H+aTURbhHc2f9OKowVvFn4JiabCbVczczomRS3FOOpduXBwQ/w0uHF3JZ0Gx8Uf0BleyWTIyfzyP5FXO07hy922JNg7jwOk1LTKJEfIl83GD//FLSNR9mf8DALN9Tz9GwvJgeOwdrVTH13C/OS7zwnkWNQ3BRqZvwbY7UbkmQvodxjsRHvmsETV3lT1FhEuFs4bmo3bk66BctX/2KX8QRX6ccguYeyv24//zfs/yDkh7/H/339A10CCXQJPG+9JYeX8N7x9wB44qonmB4z/cdcSkEQ/svPGly8vb2pq6vDz8+Puro6vLzsxZn0ej21tWez0dbW1qLX69Hr9ezbt8+x3GAwMGzYsO9c//uOcSXoNHeSX5+Pi8oFvZOez059hqv67KMdrUKLj84Hi2RhxYkVpIek80rdKzR1N7EgYRp1dS+CQaLI5TaOtJbxVfVX+Oh8yI7IJkw2gFHB7QQ5BfHeifcc+wx1C6WppwlvnTcmm71Koslmwl3rzunW09R01jPdP4397jFsr9yOSqYC7KOtAMy04apR0N5jBSDFL5RZ4Q+yqtpAUdJsLA0RvHvQjM0mUdFwmJuOv4NrTSE9g29EI1Nh7DFzuqEDP1ctejctAQkzmBLYxYlG2F3ayPj+Hmw2/IcN5evptHTy/on38dH5cFXQVSiGz8fj+Kd8Wb6etSeX89yY5y7JdbFJNr6q+crx++nW05fkOILwa/Kzpn9JT09n1apVAKxatYpx48ads1ySJPLz83F1dcXPz4+RI0eSm5tLa2srra2t5ObmMnLkSPz8/HBxcSE/Px9Jki64r/8+xpVgacFS5m+cz9x1c9lbsxelQomHxoOssCyywrKo6agh3D0ck9UeBGQyGSeaT1DfVc8bJzegdYoBwMfJD0OngQkRE+jn1Y9jLcc4bN5HnEccMrmMIOcgAK4OuZqjDUcxdBgIcg5ifPh4NAoNmWGZdJm7aO5pZsmRJbDzGV4oPcb1HklcHXI106On465xx1vjze76L/htupbbBgfycmo7c3PvZlfrcTbXL2XZqReR+RWSPVDPUzMjiG4/gGtNIQCavHcx1p3hkVVHmPLSLq5dmsuu0yUABHjoeH52MjPHHWVt6134u/jRael0vE9tpjZWnlzJjDXXkWtuZNqgu3l/0vtkhGVckusil8m5OfFm5DI5zkpnRgaOvCTHEYRfk0t25/Lggw+yb98+mpubGT16NPfeey933HEH999/Px9//DGBgYEsXrwYgDFjxrB9+3YyMzPR6XQ8/bQ9nbuHhwd33303M2faJ8ndc889eHh4APDYY485hiKPHj2a0aNHA3znMS63bks3q0vtQ7JT/FOo7ajFaDIS6xFLcVMxhi4D1cZqkn2SCXYNZoDPAJxUZ7PyBroEYlYNosgUQCw+DPGr5sPiDwH7aK4eaw8bKzYS6hpKdlQ2zT3NOCmc8NJ4oZKrsEk28g35DNEPoaCugOjYaABCdH5o2+pQ1B9nXOUx8gNC2Vm1k9lxs3lq1FOcbizH3FpFk/MHyCWJo6N/S2lrgeO8KjuLOW79nPnhr2GRj4RDn4DVjOQRSrnFnVWH7IXEzjT0sO54EWkR0Y5t1UoZEW4R7KjYwZTIKeyt3csQvyEEuwTzm7W/QULiZMtJoj2iGRYwrNeuRX1nPW8WvsmJ5hPcnHgzo4NHMy16Gsm+yfYBFK5BvXYsQfi1umTB5YUXXrjg8rfffvu8ZTKZjMcee+yC68+cOdMRXL6tf//+jvkz3+bp6XnBY1xuWqU9ncnOqp0YOg28lP8Sid6JaBQaTDYTbmo3bky5kdrOWgK0PowPncLyZnv+L4vNQpR7LF+Uh2HWHqG0spIwHx/Hvr213mws3whAeXs5baY2VpWsYnbcbHZUbMeClenROcR6xaKSq4jzjkOr0DI5YhKze8Ct0D6PSCGDe72Hcu/wP2CymshemU2LqYWc6Bw2N+5mm0zB8wNmM87dh1MtJSjlStw17tR319PU00TKwBvBLQIaTyILScHP2YdYvY5iQxcapRwXZyOSJDn6QeYkzCHWM5bFBxezqXwTUR5RDPYbjJvGDY1C4yh4plX2bnLILRVbWFa0DIBjjcdYk7MGb503ER4R/2NLQRB+KDFD/+dSlsvdtRXMdU/h1jr7sOmTzSfJq8tz5BJzVbtS2FCIxWbh98ELCTJP5rR8IwpFBzaLjhrFRxwx2Oej3O13NzNiZlBjrCHFP4VTLacobSvFS+PF1UFXk6IfzKbTG/n9gPmYOurRekbyRelq6rvq7VmTwybwj7x/4OqbgiV5BmFu4Vix4Rmehkapw2K1oFPqaOppYu3ptTwx4gkG+g0kwj0Cq83KAJ8BrD29lneL3iUnOsde3hcgYqT9H+AD/G1WNF8eL8ZJZ2RcbOI5HeyeWk/GR4zHS+vFihMrCHQOZGzoWPTOehaPXcyu6l1Ee0QzInBEr16Kb7I/A+iUugtmPhYE4acRweXn0F4Hqx9A3lCMG/B0+v8x3bicENeQcyoYOimdMFlNmGwmtjXIWHughWuH5FDW3Ig+Ukez6QPHutVd1Rg6DKSHpFNlrGJq1FRCXUOxSBb2GvYyQu7CSJuckxU7GRoymiNtlY4CXo3djRjaO0n2SmNF/S5O+Q/j5pixJPkmodF6AOCqcWXR6EWsLV2Lv7M/Y0LGOEZ+KeQKknyTiPKI4oZ+N+Cj80Gj1JzX7KLGIlZXfITOTce0+GsvOK8EICUghZSAlHOWpQWlkRaU9lPedSra7OUE/J3PrbmSEZZBu6mdSmMlE8In4PF1mwVB6D0iuFwCRpOR3KpcJCQi3CJ4p/AtmiPiuT08hcEH3iPSyZ9Psz/FZnGipbsLD40Hpu5WnCSJo1pPUr2z+fIrLWDBSSUxOCQAXyclt4bczhuFr+Gl9aKxqxGdUkdeXR79vPvR1N1EtDKaB7Y8AEBNxCTWVK4FYEXDQaZEZZPglcCxpmMkeCdgtNUS4u7LYP/bGB9xdi4K2Cd15lblYrKZ+O2g335nCV+dSkeQ6rv7J14/8jobzmwAQKlQ8sCQB3rpHf7f1pSuYWHuQnRKHYvHLmZ4wNk0Me4ad25OuvlnOxdB+DUSweUS+PDEh/wj7x8AzI6dzRdl9i95o1cC74z+I4r4iXQ0qbn17QM0dpj468yRpBhXEJf3Pjd5R7Fb48lqq4xYvQvTh4QT46/hlfxX6OjUkhmWyYYz9oSMA3wG0GXtwkPrwYrjK/DUnJ1T8k1/BUCHpROtUotMJmNi+EQCXQLJr8/nwNeP2CyYzgkuK0tWsmjfIgBu638b9w2+76LeB5t0tlTxN6lYfg6SJPFW4VtYJStGs5EdlTvOCS6CIFx6IrhcAkVNRY6fLdLZGuvOWk9k6X8CYO/BUzR22IccL15Xy5IZQ+gs2YGTzpORmiJyrwuk1dSMUnaCui5/TjSf4Kuar7ix3420m+z14VMDUumx9vDxyY8B8NJ5MTtuNtsqtpEWlIa7yoVdNXsYHjAcpUxJqGsobeY23MxuqOQqx3lpFOc+0iptLXX8fNBw8KLfh9sH3I6T0gmNUkNOVM5F7+fHkslkDNUPdZSAFjnCBOHnJ4LLJZATncOW8i1ISKQFpeGr88VoNpIdfTZXVYzeBbkMbBIMDvMmPnIsJo8YdJ/cirqhBLXhKC6l27DoPDk9+VnHJL9lRcu4NelWItwjOFB7AH9nf8Ldwunv0x+rzUpTVxMPDX2IrLAsrg6+muItp9hQtoGrAu1lhgF8dD78adifiPOKQy1XkxNz7hf/2JCxfH7qc8xWM9fHX/8/23u8po13vzqDXA5zR4QTo7dPDE3wTuCpUU/11tv6o9wx4A76efdDp9QxKmjUZTkHQfg1E8GlFxk6DLx+5HWKm4tZNGoR/bz6EeIWQmZY5nnrjo3zY/kdyRxt2YO3swFJbsJDJofGEoifDMftw6yVXc24NZTgqfGkuacZrVJLqFso/k7+RHlGkeybzN2D7uZA7QHmfTkPgI3lG/G/xp/+Pv0Z5j+MwsbCczIBRLpHEuURRWb4+ecF9s70lVNXYrVZv7PM77e9ues0Hx6wlwOQy2Q8MTXpR793vc1L58XU6KmX+zQE4VdLBJefyGwzgwQqhYpN5Zt4/8T7AJS0lLAmZ813bieTyTjcvpqXC14GoMX0EDfHzIKht0D5HqTgFGSV+0GpBb9EZrg6Udpair/On6H6oYS4hTAs8MITC2XIUMqUKOVK7kq+i4ywDNw17gzVD6W6o5ph/sOI9Ij83nYFuXzdUd/VDMY6cAsGjfMF17VJZ/tTfr6eFUEQrmQiuPwEhfWFPL33abqt3SxMXYhafjaTrqvK9X/OnyhsKHT8fLz5uP3LO+spaCmn22amvfoAKs8IDC5evL52oWPdQfpBhLidm71xkN8gFqUt4nTbaUw2k6MzXavU0t+3P8APugs5R0sFfHIbVOyBQXNgwt/gAmnubx0ZiUIuRymTMSf1wsONBUH4dRHB5SdYdWoVRxrtqfHfOPIGi0Yuot3UjqHTwPjw8chlcl7Oe4ltFduY7ZvCDNdY5Ek58PVEwmlR09hVtQu5TM414dfYd6p2ot7Fmw9PfEhddx05zoMIcNYT5RHFqZZTOCmdLjhfRCFXoHfRs3D3QmySjVUlq3h/0vs/LZVJ5X57YAE4tAyG3ALB55cU7hfgxjMzBlz8cQRB6HNEcPkJvj3019/ZH3etO7f0v8WxbGv5VpYcsVfC/EtLMYluKSR4RUDQIADGhY3js6mfIZPJCHYNdmy37vQ6/l3wbwAO1x1mxaQVLB67mKLGIsLcwujn3e+C59PY1ei4Y2npaaG1p/WnBRePMFBqwNID7iHg+t31UwRBEL5NBJefYGbsTHQqe6qUayKvOe/1bw/xVclVqG3W89b578dbAFbp7HpmmxmAcLdwwt3Cv/d8huqHkhmWyfaK7cxLmke0Z/T3rv8/BQ+BuZ9D/QkIHgruwf97G0EQBERw+Un0znpuSbrlO19PCUjhyRFPcNyQR6rSg2jnMAhM/p/7nRA+gbrOOqqMVdzY70Z0Kt0POh8fJx8WjbI/mvPUeKKQ90LOrNBU+z9BEIQfQQSXS0glVzEtdjrE/riqhgEuAfxx2B8v6pgahQaN7vw8X4IgCD+nn7VYmPDjdFu6HYXDBEEQfklEcLlC7anew/TPpzN33VyONhwF7Lm6Pi7+mJmfz+TFvBcxmoyX+SwFQRAuTDwWu0K9nP8yFe0VAKw9vZZEn0SKm4v5y1d/QULiRPMJErwTLlnpX0EQhJ+iz9657Nixg/Hjx5OZmcnSpUsv9+n8aN9OtvhNHRWNXHNOwkmtoncrNAqCIPSWPnnnYrVa+ctf/sJbb72FXq9n5syZpKenEx39E4fm/ozuHHgnEe4RaJVaJkZMBCDCI4J/jP0He6r3EOMZw/BAkUZeEIQrU58MLgUFBYSFhRESYp9DMmnSJDZv3vyLCi6hbqHcPuD285aPDh7N6ODRl+GMBEEQfrg++VjMYDDg73+2tK1er8dgMFzGMxIEQfh16ZPBRRAEQbi8+mRw0ev11NbWOn43GAzo9SIvliAIws+lTwaX/v37U1ZWRkVFBSaTiTVr1pCenn65T0sQBOFXo0926CuVSv785z9z2223YbVamTFjBjExMZf7tARBEH41+mRwARgzZgxjxoy53KchCILwq9QnH4sJgiAIl1efvXP5saqqqpg+/cdlLxYEQfi1q6qquuBymSRJ0s98LoIgCEIfJx6LCYIgCL1OBBdBEASh14ngIgiCIPQ6EVwEQRCEXieCiyAIgtDrRHARBEEQep0ILr8wDz/8MCNGjGDy5MmOZS0tLcybN4+srCzmzZtHa2srAJIk8de//pXMzEymTJnC0aNHHdusXLmSrKwssrKyWLly5c/eju9TU1PDjTfeyMSJE5k0aRJvv/020Lfa2dPTw8yZM8nOzmbSpEm8+OKLAFRUVDBr1iwyMzO5//77MZlMAJhMJu6//34yMzOZNWsWlZWVjn0tWbKEzMxMxo8fz86dOy9Le76P1Wpl2rRpzJ8/H+ibbUxPT2fKlClMnTrVMV+uL31eL4ok/KLs27dPKiwslCZNmuRY9swzz0hLliyRJEmSlixZIv3973+XJEmStm3bJt16662SzWaTDh06JM2cOVOSJElqbm6W0tPTpebmZqmlpUVKT0+XWlpafv7GfAeDwSAVFhZKkiRJ7e3tUlZWlnTy5Mk+1U6bzSYZjUZJkiTJZDJJM2fOlA4dOiQtWLBAWr16tSRJkvToo49K7733niRJkrRs2TLp0UcflSRJklavXi3dd999kiRJ0smTJ6UpU6ZIPT09Unl5uTRu3DjJYrH8/A36Hm+++ab04IMPSnfccYckSVKfbOPYsWOlxsbGc5b1pc/rxRB3Lr8wKSkpuLu7n7Ns8+bNTJs2DYBp06axadOmc5bLZDKSk5Npa2ujrq6O3Nxc0tLS8PDwwN3dnbS0tCvqr0E/Pz8SExMBcHFxITIyEoPB0KfaKZPJcHZ2BsBisWCxWJDJZOzZs4fx48cDkJOTw+bNmwHYsmULOTk5AIwfP56vvvoKSZLYvHkzkyZNQq1WExISQlhYGAUFBZenURdQW1vLtm3bmDlzJmD/q72vtfG79KXP68UQwaUPaGxsxM/PDwBfX18aGxuB8yty+vv7YzAYflGVOisrKykqKmLgwIF9rp1Wq5WpU6dy1VVXcdVVVxESEoKbmxtKpT0r0zftAHsbAwICAHvWb1dXV5qbm6/4Nj799NP8/ve/Ry63f9U0Nzf3uTZ+49Zbb2X69Ol88MEHQN/+f/lDiNxifYxMJkMmk13u0+gVHR0dLFiwgD/96U+4uLic81pfaKdCoeCzzz6jra2Ne+65h9LS0st9Sr1q69ateHl5kZSUxN69ey/36VxSK1asQK/X09jYyLx584iMjDzn9b7wef2xxJ1LH+Dt7U1dXR0AdXV1eHl5AedX5KytrUWv1/8iKnWazWYWLFjAlClTyMrKAvpmOwHc3NwYPnw4+fn5tLW1YbFYgLPtAHsba2pqAPtjtPb2djw9Pa/oNubl5bFlyxbS09N58MEH2bNnD0899VSfauM3vjkfb29vMjMzKSgo6LOf1x9KBJc+ID09nVWrVgGwatUqxo0bd85ySZLIz8/H1dUVPz8/Ro4cSW5uLq2trbS2tpKbm8vIkSMvYwvOJUkSCxcuJDIyknnz5jmW96V2NjU10dbWBkB3dze7d+8mKiqK4cOH8+WXXwL2kUPfVFBNT093jB768ssvSU1NRSaTkZ6ezpo1azCZTFRUVFBWVsaAAQMuT6P+y0MPPcSOHTvYsmULL7zwAqmpqTz//PN9qo0AnZ2dGI1Gx8+7du0iJiamT31eL8plHEwgXIQHHnhASktLkxISEqRRo0ZJH374odTU1CTNnTtXyszMlG666SapublZkiT7iKTHH39cGjdunDR58mSpoKDAsZ+PPvpIysjIkDIyMqSPP/74MrXmwvbv3y/FxsZKkydPlrKzs6Xs7Gxp27ZtfaqdRUVF0tSpU6XJkydLkyZNkl566SVJkiSpvLxcmjFjhpSRkSHde++9Uk9PjyRJktTd3S3de++9UkZGhjRjxgypvLzcsa9XXnlFGjdunJSVlSVt27btsrTnf9mzZ49jtFhfa2N5ebk0ZcoUacqUKdLEiROlV155RZIkqU99Xi+GSLkvCIIg9DrxWEwQBEHodSK4CIIgCL1OBBdBEASh14ngIgiCIPQ6EVwEQRCEXieCiyBcpIaGBh566CHGjRvH9OnTmT17Nhs3bvxB2w4aNOi8ZStWrHDMi/ihLBYLqampPPfccz9qO0G41ET6F0G4CJIkcc899zBt2jSef/55AKqqqtiyZct561osFkcure9z/fXX/+jz2LVrF+Hh4axfv56HHnrogilGrFYrCoXiR+9bEH4KceciCBdhz549qFSqcwJCUFAQN954IwCffvopd955J3PnzuXmm2/+Qft86aWXeOONNzh16pQjizDYk3dOmTLlgtusWbOGuXPnEhAQwKFDhxzL09PTefbZZ8nJyWH9+vXk5uYye/ZscnJyWLBgAR0dHQC8/PLLzJgxg8mTJ/Poo48ipr0JvUUEF0G4CCdPniQhIeF71zl27Bgvvvgiy5Yt+1H7joqKwmw2U1FRAcDatWu55pprzluvp6eH3bt3k56ezuTJk1mzZs05r3t4eLBy5UpGjBjBq6++yltvvcXKlStJSkrirbfeAmDOnDl88sknrF69mu7ubrZu3fqjzlUQvosILoLQC5544gmys7OZMWOGY9k3tTkuxjXXXMO6desAWLduHRMnTjxvna1btzJ8+HC0Wi1ZWVls2rQJq9XqeP2bbQ4fPkxJSQnXX389U6dOZdWqVVRXVwOwd+9eZs2axZQpU9izZw8lJSUXdb6C8N9En4sgXISYmBg2bNjg+P2xxx6jqanpnMdZOp3uovc/ceJE7rvvPjIzM5HJZISHh5+3zpo1azh48KAj8WNLSwt79uwhLS3tnONLkkRaWhovvPDCOdv39PTwxBNP8MknnxAQEMBLL71ET0/PRZ+zIHybuHMRhIuQmppKT08Py5cvdyzr7u7utf2HhoYil8t55ZVXLvhIzGg0cuDAAbZt28aWLVvYsmULf/7zn1m9evV56yYnJ5OXl8eZM2cAe+be06dPOwKJp6cnHR0djkzFgtAbxJ2LIFwEmUzGv/71LxYtWsTrr7+Ol5cXOp2O3/3udz9o+66uLkaPHu34/dulBb4xceJE/v73vzvKAH/bxo0bSU1NRa1WO5aNGzeOZ599FpPJdM66Xl5eLFq0iAcffNDx2v33309ERASzZs1i8uTJ+Pj40L9//x907oLwQ4isyIIgCEKvE4/FBEEQhF4ngosgCILQ60RwEQRBEHqdCC6CIAhCrxPBRRAEQeh1IrgIgiAIvU4EF0EQBKHX/T/+miJBZu6irAAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
],
"text/plain": [
" major_street railway park\n",
"Order PID \n",
"1 526301100 0 0 0\n",
"2 526350040 1 0 0\n",
"3 526351010 0 0 0\n",
"4 526353030 0 0 0\n",
"5 527105010 0 0 0"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"major_street\", \"railway\", \"park\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exterior\n",
"\n",
"This dimensions tells the main material with which the houses are made of. The category is too diverse and the various grouped scatter plots did not reveal differing slopes. For simplicity, this variable is dropped.\n",
"\n",
"This variable actually also represents tags that could be associated with a house (possibly up to two different tags)."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Exterior 2nd\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Exterior 1st\"]\n",
"del df[\"Exterior 2nd\"]\n",
"# Also discard the associated ordinal variables.\n",
"del df[\"Exter Cond\"]\n",
"del df[\"Exter Qual\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Foundation\n",
"\n",
"The type of foundation appears to have an effect. However, only three of the six realizations occur in a large number. Factor variables *found_BrkTil*, *found_CBlock*, and *found_PConc* are extracted but not regarded as \"interesting\"."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" partial_sale abnormal_sale new_home\n",
"Order PID \n",
"1 526301100 0 0 0\n",
"2 526350040 0 0 0\n",
"3 526351010 0 0 0\n",
"4 526353030 0 0 0\n",
"5 527105010 0 0 0"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Street Name\n",
"\n",
"Looking at the value counts this variable is pretty useless."
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Pave 2886\n",
"Grvl 12\n",
"Name: Street, dtype: int64"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Street\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Street\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Age & Remodeling\n",
"\n",
"The dataset was put together over several years. Therefore, the variables with year numbers need to be aligned to indicate the right ages."
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"# For one house the year of being remodeled is one year\n",
"# before it was built. That input error is corrected.\n",
"input_error = (df[\"Year Remod/Add\"] < df[\"Year Built\"])\n",
"assert input_error.sum() == 1\n",
"df.loc[input_error, \"Year Remod/Add\"] = df.loc[input_error, \"Year Built\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Introduce a factor variable *remodeled*. Almost half the houses were remodeled at some point in time."
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"46"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"remodeled = (df[\"Year Remod/Add\"] > df[\"Year Built\"])\n",
"df[\"remodeled\"] = 0\n",
"df.loc[remodeled, \"remodeled\"] = 1\n",
"round(100 * remodeled.sum() / df.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create discrete variables *years_since_built* and *years_since_remodeled*."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"df[\"years_since_built\"] = df[\"Yr Sold\"] - df[\"Year Built\"]\n",
"df[\"years_since_remodeled\"] = df[\"Yr Sold\"] - df[\"Year Remod/Add\"]"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[[\"years_since_built\", \"years_since_remodeled\"]].hist(bins=20);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Two factor variables *recently_built* and *recently_remodeled* are created indicating that the corresponding action took place in the last 10 years. The two scatter plots below suggest that these groups of \"recent vs. old\" affect the price."
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"df[\"recently_built\"] = df[\"years_since_built\"].apply(lambda x: 1 if x <= 10 else 0)\n",
"df[\"recently_remodeled\"] = df[\"years_since_remodeled\"].apply(lambda x: 1 if x <= 10 else 0)"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" remodeled years_since_built years_since_remodeled \\\n",
"Order PID \n",
"1 526301100 0 50 50 \n",
"2 526350040 0 49 49 \n",
"3 526351010 0 52 52 \n",
"4 526353030 0 42 42 \n",
"5 527105010 1 13 12 \n",
"\n",
" recently_built recently_remodeled \n",
"Order PID \n",
"1 526301100 0 0 \n",
"2 526350040 0 0 \n",
"3 526351010 0 0 \n",
"4 526353030 0 0 \n",
"5 527105010 0 0 "
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[age_columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Outliers\n",
"\n",
"The instructors' notes state:\n",
"\n",
"> **Five observations** that an instructor may wish to remove from the data set before giving it to students (a plot of SALE PRICE versus GR LIV AREA will quickly indicate these\n",
"points). Three of them are true **outliers** (Partial Sales that likely don’t represent actual market values) and two of them are simply unusual sales (very large houses priced\n",
"relatively appropriately). I would **recommend removing any houses with more than\n",
"4000 square feet** from the data set (which eliminates these five unusual observations)\n",
"before assigning it to students.\n",
"\n",
"To apply a more \"rigorous\" approach, outlier detection is conducted with a so-called Isolation Forest."
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [],
"source": [
"# Use only numeric columns that are strongly correlated with the target.\n",
"# This mitigates the risk that a \"not so good\" chosen factor variable introduced\n",
"# in this notebook causes an observation to be removed as an outlier.\n",
"with open(\"data/correlated_variables.json\", \"r\") as file:\n",
" content = json.loads(file.read())\n",
"strongly_correlated = content[\"strongly_correlated\"]\n",
"df_encoded = encode_ordinals(df[list(set(strongly_correlated) & set(df.columns))])\n",
"iso = IsolationForest(n_estimators=100, bootstrap=True, contamination=0.005)\n",
"outliers = pd.DataFrame(\n",
" iso.fit_predict(df_encoded), columns=[\"outlier\"], index=df.index\n",
")\n",
"outliers[\"outlier\"] = outliers[\"outlier\"].apply(lambda x: 1 if x < 0 else 0)\n",
"df = pd.concat([df, outliers], axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The five aforementioned outliers are among the ones detected."
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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