{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Descriptive Visualizations\n", "\n", "The purpose of this notebook is to visually examine the nominal features, discard the useless ones among them, and create new factor variables.\n", "\n", "The \"main\" plot used in this notebook is *Gr Liv Area* vs. *SalePrice* as the overall living area is the most correlated predictor (which is also very intuitive). Many of the nominal variables change the slopes of the regression lines for sub-groups of data points significantly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## \"Housekeeping\"" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import json\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "from sklearn.ensemble import IsolationForest\n", "\n", "from utils import (\n", " ALL_COLUMNS,\n", " NOMINAL_VARIABLES,\n", " TARGET_VARIABLES,\n", " load_clean_data,\n", " encode_ordinals,\n", " print_column_list,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "random_state = np.random.RandomState(42)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pd.set_option(\"display.max_columns\", 120)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sns.set_style(\"white\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the Data\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df = load_clean_data(\"data/data_clean_with_transformations.csv\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2898, 86)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1st Flr SF1st Flr SF (box-cox-0)2nd Flr SF3Ssn PorchAlleyBedroom AbvGrBldg TypeBsmt CondBsmt ExposureBsmt Full BathBsmt Half BathBsmt QualBsmt Unf SFBsmtFin SF 1BsmtFin SF 2BsmtFin Type 1BsmtFin Type 2Central AirCondition 1Condition 2ElectricalEnclosed PorchExter CondExter QualExterior 1stExterior 2ndFenceFireplace QuFireplacesFoundationFull BathFunctionalGarage AreaGarage CarsGarage CondGarage FinishGarage QualGarage TypeGr Liv AreaGr Liv Area (box-cox-0)Half BathHeatingHeating QCHouse StyleKitchen AbvGrKitchen QualLand ContourLand SlopeLot AreaLot Area (box-cox-0.1)Lot ConfigLot ShapeLow Qual Fin SFMS SubClassMS ZoningMas Vnr AreaMas Vnr TypeMisc FeatureMisc ValMo SoldNeighborhoodOpen Porch SFOverall CondOverall QualPaved DrivePool AreaPool QCRoof MatlRoof StyleSale ConditionSale TypeScreen PorchStreetTotRms AbvGrdTotal BathTotal Bsmt SFTotal Porch SFTotal SFTotal SF (box-cox-0.2)UtilitiesWood Deck SFYear BuiltYear Remod/AddYr SoldSalePriceSalePrice (box-cox-0)
OrderPID
15263011001656.07.4121600.00.0NA31FamGdGd10TA441.0639.00.0BLQUnfYNormNormSBrkr0.0TATABrkFacePlywoodNAGd2CBlock1Typ528.02TAFinTAAttchd1656.07.4121600GasAFa1Story1TALvlGtl31770.018.196923CornerIR10.0020RL112.0StoneNA0.05Names62.056P0.0NACompShgHipNormalWD0.0Pave72.01080.0272.02736.019.344072AllPub210.0196019602010215000.012.278393
2526350040896.06.7979400.00.0NA21FamTANo00TA270.0468.0144.0RecLwQYFeedrNormSBrkr0.0TATAVinylSdVinylSdMnPrvNA0CBlock1Typ730.01TAUnfTAAttchd896.06.7979400GasATA1Story1TALvlGtl11622.015.499290InsideReg0.0020RH0.0NoneNA0.06Names0.065Y0.0NACompShgGableNormalWD120.0Pave51.0882.0260.01778.017.333478AllPub140.0196119612010105000.011.561716
35263510101329.07.1921820.00.0NA31FamTANo00TA406.0923.00.0ALQUnfYNormNormSBrkr0.0TATAWd SdngWd SdngNANA0CBlock1Typ312.01TAUnfTAAttchd1329.07.1921821GasATA1Story1GdLvlGtl14267.016.027549CornerIR10.0020RL108.0BrkFaceGar212500.06Names36.066Y0.0NACompShgHipNormalWD0.0Pave61.51329.0429.02658.019.203658AllPub393.0195819582010172000.012.055250
45263530302110.07.6544430.00.0NA31FamTANo10TA1045.01065.00.0ALQUnfYNormNormSBrkr0.0TAGdBrkFaceBrkFaceNATA2CBlock2Typ522.02TAFinTAAttchd2110.07.6544431GasAEx1Story1ExLvlGtl11160.015.396064CornerReg0.0020RL0.0NoneNA0.04Names0.057Y0.0NACompShgHipNormalWD0.0Pave83.52110.00.04220.021.548042AllPub0.0196819682010244000.012.404924
5527105010928.06.833032701.00.0NA31FamTANo00Gd137.0791.00.0GLQUnfYNormNormSBrkr0.0TATAVinylSdVinylSdMnPrvTA1PConc2Typ482.02TAFinTAAttchd1629.07.3957221GasAGd2Story1TALvlGtl13830.015.946705InsideIR10.0060RL0.0NoneNA0.03Gilbert34.055Y0.0NACompShgGableNormalWD0.0Pave62.5928.0246.02557.019.016856AllPub212.0199719982010189900.012.154253
\n", "
" ], "text/plain": [ " 1st Flr SF 1st Flr SF (box-cox-0) 2nd Flr SF 3Ssn Porch \\\n", "Order PID \n", "1 526301100 1656.0 7.412160 0.0 0.0 \n", "2 526350040 896.0 6.797940 0.0 0.0 \n", "3 526351010 1329.0 7.192182 0.0 0.0 \n", "4 526353030 2110.0 7.654443 0.0 0.0 \n", "5 527105010 928.0 6.833032 701.0 0.0 \n", "\n", " Alley Bedroom AbvGr Bldg Type Bsmt Cond Bsmt Exposure \\\n", "Order PID \n", "1 526301100 NA 3 1Fam Gd Gd \n", "2 526350040 NA 2 1Fam TA No \n", "3 526351010 NA 3 1Fam TA No \n", "4 526353030 NA 3 1Fam TA No \n", "5 527105010 NA 3 1Fam TA No \n", "\n", " Bsmt Full Bath Bsmt Half Bath Bsmt Qual Bsmt Unf SF \\\n", "Order PID \n", "1 526301100 1 0 TA 441.0 \n", "2 526350040 0 0 TA 270.0 \n", "3 526351010 0 0 TA 406.0 \n", "4 526353030 1 0 TA 1045.0 \n", "5 527105010 0 0 Gd 137.0 \n", "\n", " BsmtFin SF 1 BsmtFin SF 2 BsmtFin Type 1 BsmtFin Type 2 \\\n", "Order PID \n", "1 526301100 639.0 0.0 BLQ Unf \n", "2 526350040 468.0 144.0 Rec LwQ \n", "3 526351010 923.0 0.0 ALQ Unf \n", "4 526353030 1065.0 0.0 ALQ Unf \n", "5 527105010 791.0 0.0 GLQ Unf \n", "\n", " Central Air Condition 1 Condition 2 Electrical \\\n", "Order PID \n", "1 526301100 Y Norm Norm SBrkr \n", "2 526350040 Y Feedr Norm SBrkr \n", "3 526351010 Y Norm Norm SBrkr \n", "4 526353030 Y Norm Norm SBrkr \n", "5 527105010 Y Norm Norm SBrkr \n", "\n", " Enclosed Porch Exter Cond Exter Qual Exterior 1st \\\n", "Order PID \n", "1 526301100 0.0 TA TA BrkFace \n", "2 526350040 0.0 TA TA VinylSd \n", "3 526351010 0.0 TA TA Wd Sdng \n", "4 526353030 0.0 TA Gd BrkFace \n", "5 527105010 0.0 TA TA VinylSd \n", "\n", " Exterior 2nd Fence Fireplace Qu Fireplaces Foundation \\\n", "Order PID \n", "1 526301100 Plywood NA Gd 2 CBlock \n", "2 526350040 VinylSd MnPrv NA 0 CBlock \n", "3 526351010 Wd Sdng NA NA 0 CBlock \n", "4 526353030 BrkFace NA TA 2 CBlock \n", "5 527105010 VinylSd MnPrv TA 1 PConc \n", "\n", " Full Bath Functional Garage Area Garage Cars Garage Cond \\\n", "Order PID \n", "1 526301100 1 Typ 528.0 2 TA \n", "2 526350040 1 Typ 730.0 1 TA \n", "3 526351010 1 Typ 312.0 1 TA \n", "4 526353030 2 Typ 522.0 2 TA \n", "5 527105010 2 Typ 482.0 2 TA \n", "\n", " Garage Finish Garage Qual Garage Type Gr Liv Area \\\n", "Order PID \n", "1 526301100 Fin TA Attchd 1656.0 \n", "2 526350040 Unf TA Attchd 896.0 \n", "3 526351010 Unf TA Attchd 1329.0 \n", "4 526353030 Fin TA Attchd 2110.0 \n", "5 527105010 Fin TA Attchd 1629.0 \n", "\n", " Gr Liv Area (box-cox-0) Half Bath Heating Heating QC \\\n", "Order PID \n", "1 526301100 7.412160 0 GasA Fa \n", "2 526350040 6.797940 0 GasA TA \n", "3 526351010 7.192182 1 GasA TA \n", "4 526353030 7.654443 1 GasA Ex \n", "5 527105010 7.395722 1 GasA Gd \n", "\n", " House Style Kitchen AbvGr Kitchen Qual Land Contour \\\n", "Order PID \n", "1 526301100 1Story 1 TA Lvl \n", "2 526350040 1Story 1 TA Lvl \n", "3 526351010 1Story 1 Gd Lvl \n", "4 526353030 1Story 1 Ex Lvl \n", "5 527105010 2Story 1 TA Lvl \n", "\n", " Land Slope Lot Area Lot Area (box-cox-0.1) Lot Config \\\n", "Order PID \n", "1 526301100 Gtl 31770.0 18.196923 Corner \n", "2 526350040 Gtl 11622.0 15.499290 Inside \n", "3 526351010 Gtl 14267.0 16.027549 Corner \n", "4 526353030 Gtl 11160.0 15.396064 Corner \n", "5 527105010 Gtl 13830.0 15.946705 Inside \n", "\n", " Lot Shape Low Qual Fin SF MS SubClass MS Zoning \\\n", "Order PID \n", "1 526301100 IR1 0.0 020 RL \n", "2 526350040 Reg 0.0 020 RH \n", "3 526351010 IR1 0.0 020 RL \n", "4 526353030 Reg 0.0 020 RL \n", "5 527105010 IR1 0.0 060 RL \n", "\n", " Mas Vnr Area Mas Vnr Type Misc Feature Misc Val Mo Sold \\\n", "Order PID \n", "1 526301100 112.0 Stone NA 0.0 5 \n", "2 526350040 0.0 None NA 0.0 6 \n", "3 526351010 108.0 BrkFace Gar2 12500.0 6 \n", "4 526353030 0.0 None NA 0.0 4 \n", "5 527105010 0.0 None NA 0.0 3 \n", "\n", " Neighborhood Open Porch SF Overall Cond Overall Qual \\\n", "Order PID \n", "1 526301100 Names 62.0 5 6 \n", "2 526350040 Names 0.0 6 5 \n", "3 526351010 Names 36.0 6 6 \n", "4 526353030 Names 0.0 5 7 \n", "5 527105010 Gilbert 34.0 5 5 \n", "\n", " Paved Drive Pool Area Pool QC Roof Matl Roof Style \\\n", "Order PID \n", "1 526301100 P 0.0 NA CompShg Hip \n", "2 526350040 Y 0.0 NA CompShg Gable \n", "3 526351010 Y 0.0 NA CompShg Hip \n", "4 526353030 Y 0.0 NA CompShg Hip \n", "5 527105010 Y 0.0 NA CompShg Gable \n", "\n", " Sale Condition Sale Type Screen Porch Street TotRms AbvGrd \\\n", "Order PID \n", "1 526301100 Normal WD 0.0 Pave 7 \n", "2 526350040 Normal WD 120.0 Pave 5 \n", "3 526351010 Normal WD 0.0 Pave 6 \n", "4 526353030 Normal WD 0.0 Pave 8 \n", "5 527105010 Normal WD 0.0 Pave 6 \n", "\n", " Total Bath Total Bsmt SF Total Porch SF Total SF \\\n", "Order PID \n", "1 526301100 2.0 1080.0 272.0 2736.0 \n", "2 526350040 1.0 882.0 260.0 1778.0 \n", "3 526351010 1.5 1329.0 429.0 2658.0 \n", "4 526353030 3.5 2110.0 0.0 4220.0 \n", "5 527105010 2.5 928.0 246.0 2557.0 \n", "\n", " Total SF (box-cox-0.2) Utilities Wood Deck SF Year Built \\\n", "Order PID \n", "1 526301100 19.344072 AllPub 210.0 1960 \n", "2 526350040 17.333478 AllPub 140.0 1961 \n", "3 526351010 19.203658 AllPub 393.0 1958 \n", "4 526353030 21.548042 AllPub 0.0 1968 \n", "5 527105010 19.016856 AllPub 212.0 1997 \n", "\n", " Year Remod/Add Yr Sold SalePrice SalePrice (box-cox-0) \n", "Order PID \n", "1 526301100 1960 2010 215000.0 12.278393 \n", "2 526350040 1961 2010 105000.0 11.561716 \n", "3 526351010 1958 2010 172000.0 12.055250 \n", "4 526353030 1968 2010 244000.0 12.404924 \n", "5 527105010 1998 2010 189900.0 12.154253 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Newly created variables are collected in the *new_variables* list." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "new_variables = []" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Derived Characteristics\n", "\n", "Certain characteristics of a house are assumed to have a \"binary\" influence on the sales price. For example, the existence of a pool could be an important predictor while the exact size of the pool can be deemed not so important.\n", "\n", "The below cell creates boolean factor variables out of a set of numeric variables." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "derived_variables = {\n", " \"has 2nd Flr\": \"2nd Flr SF\",\n", " \"has Bsmt\": \"Total Bsmt SF\",\n", " \"has Fireplace\": \"Fireplaces\",\n", " \"has Garage\": \"Garage Area\",\n", " \"has Pool\": \"Pool Area\",\n", " \"has Porch\": \"Total Porch SF\",\n", "}\n", "# Factorize numeric columns.\n", "for factor_column, column in derived_variables.items():\n", " df[factor_column] = df[column].apply(lambda x: 1 if x > 0 else 0)\n", "derived_variables = list(derived_variables.keys())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "new_variables.extend(derived_variables)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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has 2nd Flrhas Bsmthas Fireplacehas Garagehas Poolhas Porch
OrderPID
1526301100011101
2526350040010101
3526351010010101
4526353030011100
5527105010111101
\n", "
" ], "text/plain": [ " has 2nd Flr has Bsmt has Fireplace has Garage has Pool \\\n", "Order PID \n", "1 526301100 0 1 1 1 0 \n", "2 526350040 0 1 0 1 0 \n", "3 526351010 0 1 0 1 0 \n", "4 526353030 0 1 1 1 0 \n", "5 527105010 1 1 1 1 0 \n", "\n", " has Porch \n", "Order PID \n", "1 526301100 1 \n", "2 526350040 1 \n", "3 526351010 1 \n", "4 526353030 0 \n", "5 527105010 1 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[derived_variables].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2nd Floors\n", "\n", "A second floor may have a positive effect on the sales price. However, having a second floor correlates with overall living space. The individual effect is therefore not as clear as it seems in the plot below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has 2nd Flr\", s=15, data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basements\n", "\n", "Nearly all houses in Ames, IA, have a basement. Therefore, *has Bsmt* is most likely not an important predictor." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Bsmt\", s=15, data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fireplaces\n", "\n", "Bigger houses are more likely to have a fireplace. Thus, the variable *has Fireplace* might be an interesting predictor." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Fireplace\", s=15, data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Garages\n", "\n", "Holding the overall living area fixed adding a garage seems to affect the price positively. Thus, *has Garage* seems like an interesting predictor as well." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Garage\", s=15, data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pools\n", "\n", "Unfortunately, almost no one in Ames, IA, has a pool. The predictor *has Pool* seems quite uninteresting." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Pool\", s=15, data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Porch\n", "\n", "Most houses have a porch." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(figsize=(10, 8))\n", "sns.boxplot(x=\"Neighborhood\", y=\"SalePrice\", data=df, ax=ax)\n", "ax.set_title(\"Prices by Neighborhood\", fontsize=24)\n", "ax.set_xlabel(\"Neighborhood\", fontsize=18)\n", "ax.tick_params(axis='x', labelrotation = 45)\n", "ax.set_ylabel(\"House Price\", fontsize=18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 28 neighborhoods are encoded as factor variables." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "neighborhood = pd.get_dummies(df[\"Neighborhood\"], prefix=\"nhood\", dtype=int)\n", "df = pd.concat([df, neighborhood], axis=1)\n", "del df[\"Neighborhood\"]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "new_variables.extend(neighborhood.columns)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2898, 28)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[neighborhood.columns].shape" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nhood_Blmngtnnhood_Bluestenhood_BrDalenhood_BrkSidenhood_ClearCrnhood_CollgCrnhood_Crawfornhood_Edwardsnhood_Gilbertnhood_Greensnhood_GrnHillnhood_IDOTRRnhood_Landmrknhood_MeadowVnhood_Mitchelnhood_Namesnhood_NoRidgenhood_NPkVillnhood_NridgHtnhood_NWAmesnhood_OldTownnhood_SWISUnhood_Sawyernhood_SawyerWnhood_Somerstnhood_StoneBrnhood_Timbernhood_Veenker
OrderPID
15263011000000000000000001000000000000
25263500400000000000000001000000000000
35263510100000000000000001000000000000
45263530300000000000000001000000000000
55271050100000000010000000000000000000
\n", "
" ], "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": 22, "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": 23, "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": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 25, "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": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Bldg Type\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Unify the two townhouse types into one.\n", "df[\"Bldg Type\"] = df[\"Bldg Type\"].apply(\n", " lambda x: \"Twnhs\" if x in (\"TwnhsE\", \"TwnhsI\") else x\n", ")\n", "# Unify the two kinds of 2-family homes.\n", "df[\"Bldg Type\"] = df[\"Bldg Type\"].apply(\n", " lambda x: \"2Fam\" if x in (\"2FmCon\", \"Duplx\") else x\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "build_type = pd.get_dummies(df[\"Bldg Type\"], prefix=\"build_type\", dtype=int)\n", "df = pd.concat([df, build_type], axis=1)\n", "del df[\"Bldg Type\"]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "new_variables.extend(build_type.columns)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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build_type_1Fambuild_type_2Fambuild_type_Twnhs
OrderPID
1526301100100
2526350040100
3526351010100
4526353030100
5527105010100
\n", "
" ], "text/plain": [ " build_type_1Fam build_type_2Fam build_type_Twnhs\n", "Order PID \n", "1 526301100 1 0 0\n", "2 526350040 1 0 0\n", "3 526351010 1 0 0\n", "4 526353030 1 0 0\n", "5 527105010 1 0 0" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[build_type.columns].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Air Conditioning\n", "\n", "Air conditioning clearly increases the valuation (\"steeper\" regression line with respect to the overall living area)." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 32, "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": 33, "metadata": {}, "outputs": [], "source": [ "new_variables.append(\"air_cond\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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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": 34, "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": 35, "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", "Name: count, dtype: int64" ] }, "execution_count": 35, "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": 36, "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": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "86" ] }, "execution_count": 37, "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": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Condition 1\", s=15, data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, plotting the groups seperately reveals different slopes." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "street = [\"Artery\", \"Feedr\"]\n", "railway = [\"RRNn\", \"RRAn\", \"RRNe\", \"RRAe\"]\n", "park = [\"PosA\", \"PosN\"]\n", "plot = sns.lmplot(\n", " x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Condition 1\", hue=\"Condition 1\",\n", " col_order=[\"Norm\"] + street + railway + park,\n", " data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n", ")\n", "# Adjust font sizes.\n", "for ax in plot.axes:\n", " ax.set_title(ax.get_title(), fontsize=20)\n", " ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n", " ax.set_ylabel(ax.get_ylabel(), fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract factor variables *major_street*, *railway*, and *park*." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "df[\"major_street\"] = 0\n", "df.loc[\n", " df[\"Condition 1\"].isin(street) | df[\"Condition 2\"].isin(street),\n", " \"major_street\",\n", "] = 1" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "df[\"railway\"] = 0\n", "df.loc[\n", " df[\"Condition 1\"].isin(railway) | df[\"Condition 2\"].isin(railway),\n", " \"railway\",\n", "] = 1" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "df[\"park\"] = 0\n", "df.loc[\n", " df[\"Condition 1\"].isin(park) | df[\"Condition 2\"].isin(park),\n", " \"park\",\n", "] = 1" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "del df[\"Condition 1\"]\n", "del df[\"Condition 2\"]" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "new_variables.extend([\"major_street\", \"railway\", \"park\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show summary of counts:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "major_street 264\n", "railway 94\n", "park 60\n", "dtype: int64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[[\"major_street\", \"railway\", \"park\"]].sum()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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major_streetrailwaypark
OrderPID
1526301100000
2526350040100
3526351010000
4526353030000
5527105010000
\n", "
" ], "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": 46, "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": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Exterior 1st\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 49, "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": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Foundation\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Foundation\n", "PConc 1282\n", "CBlock 1242\n", "BrkTil 310\n", "Slab 48\n", "Stone 11\n", "Wood 5\n", "Name: count, dtype: int64" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Foundation\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.lmplot(\n", " x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Foundation\", hue=\"Foundation\",\n", " col_order=[\"PConc\", \"CBlock\", \"BrkTil\"],\n", " data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n", ")\n", "# Adjust font sizes.\n", "for ax in plot.axes:\n", " ax.set_title(ax.get_title(), fontsize=20)\n", " ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n", " ax.set_ylabel(ax.get_ylabel(), fontsize=16)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "foundation = pd.get_dummies(df[\"Foundation\"], prefix=\"found\", dtype=int)\n", "# Only keep the top 3 realizations.\n", "del foundation[\"found_Slab\"]\n", "del foundation[\"found_Stone\"]\n", "del foundation[\"found_Wood\"]\n", "df = pd.concat([df, foundation], axis=1)\n", "del df[\"Foundation\"]" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "new_variables.extend([\"found_BrkTil\", \"found_CBlock\", \"found_PConc\"])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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found_BrkTilfound_CBlockfound_PConc
OrderPID
1526301100010
2526350040010
3526351010010
4526353030010
5527105010001
\n", "
" ], "text/plain": [ " found_BrkTil found_CBlock found_PConc\n", "Order PID \n", "1 526301100 0 1 0\n", "2 526350040 0 1 0\n", "3 526351010 0 1 0\n", "4 526353030 0 1 0\n", "5 527105010 0 0 1" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[foundation.columns].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Garage Type\n", "\n", "As can be expected, the *Garage Type* looks very similar to the above *has Garage* variable. Therefore, it is dropped." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Garage Type\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "del df[\"Garage Type\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Heating\n", "\n", "Most of the houses have gas. The variable is not helpful." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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23ltvvYWNjQ2DBw8mJyeHmJgYq9ypra0tEyZMYOTIkTz66KM4OzvTo0cPKw+MwMBAJk6cyOjRo/nxxx/x9fVl1KhRtGnTxjyna9eunD17lvHjx5OYmEi9evX47rvvrArcr7QWRVEURVHubAxGo9FY0Yu4U0hLS6Np06Zs3rwZV1fXil6OoiiKcguQlZVFXFwcNWvWxMnJqaKXc9tyuc+5tN/fN0WhuqIoiqIoyq2OiipFURRFUZRyQEWVoiiKoihKOaCiSlEURVEUpRxQUaUoiqIoilIOqKhSFEVRFEUpB1RUKYqiKIqilAMqqhRFURRFuW4kJiYyatQo7rrrLho2bEh0dDS9e/dmxowZZGZmluu9Bg0aRL169dixY0e5Xre0VLijuqIoiqIotyfx8fH06dMHNzc3Xn31VcLCwnBwcGDfvn3MmjULHx8fOnXqVC73OnnyJFu2bKFfv37MmTOHRo0alct1rwYVVYqiKIpyp5CbDZnJ4OwJ9o7X/XYjR47E1taWOXPm4OLiYh4PDAykc+fOmJq6TJo0iblz5xIfH4+HhwcdOnRg2LBhVKpUCYATJ07w0UcfsXnzZnJzc6levTpvvPEG7dq1M19z7ty5dOjQgT59+vDoo48yYsSIG+5Ar+k/RVEURbkTOLMX5j0NXzaTP8/sva63O3fuHGvWrKFfv35WgqowBoPB/Ofbb7/NokWLGDNmDOvXr+ezzz4zz/vwww/Jyclh2rRpLFy4kKFDh1pd02g0MnfuXB544AFCQkIICgpi6dKl1/X5SkJFlaIoiqLc7uRmw98fwz+/QE66/Pn3aBm/Thw7dgyj0UjNmjWtxqOiooiMjCQyMtIsnAYMGEDLli0JCAigVatWvPLKKyxZssR8zsmTJ2nSpAlhYWEEBgbSoUMHmjdvbn5/7dq1ZGZmEhMTA8ADDzzAnDlzrtuzXQpN/ymKoijK7U5mMhxcZj128A/ISAYP/xu6lNmzZ1NQUMDQoUPJyckBRBRNnDiRw4cPk5aWRn5+PtnZ2WRmZuLs7Mzjjz/OyJEjWb16NdHR0dx9993UrVvXfM05c+bQtWtX7OxE1tx///189tlnHDt2jKCgoBv2bBqpUhRFUZTbHWdPCO1sPRZ6F7h4XrdbBgUFYTAYiIuLsxoPDAwkODjYXO90/Phxnn32WcLCwvjiiy+YO3cu7733HgC5ubkAPPzwwyxbtozu3buzf/9+HnroIaZOnQrA+fPn+eOPP5gxYwb169enfv36tG3blry8vBserdJIlaIoiqLc7tg7Qvu3AINEqELvgvYjrmuxepUqVWjdujXTpk2jf//+l6yr2r17N0ajkeHDh2NjI7Gewqk/E35+fvTp04c+ffrw+eefM2vWLB577DEWLlyIr68vX331ldX8NWvW8MMPPzB48GBsbW3L/wFLQEWVoiiKotwJVKsLPb6RlJ/Ljdn99/7779OnTx969erFyy+/TFhYGAaDgZ07d3L48GEaNGhAcHAwubm5TJ06lY4dO7J582ZmzpxpdZ1//etftG3blho1anDhwgViY2MJCQkBJJ3YpUsX6tSpY3WOn58fn3/+OatWraJ9+/bX/VlBRZWiKIqi3DnYO97QGqqgoCDmzZvHxIkT+fzzzzl9+jT29vaEhoby5JNP0rdvX5ydnRkxYgTffvst//73v2nWrBmvvfYab775pvk6BQUFfPjhh5w6dQpXV1fatGnDiBEj2LVrF3v37uWjjz4qdm83NzdatWrF7Nmzb5ioMhhNJhHKdSctLY2mTZuyefNmXF1dK3o5iqIoyi1AVlYWcXFx1KxZ84b7Lt1JXO5zLu33txaqK4qiKIqilAMqqhRFURRFUcoBFVWKoiiKoijlgIoqRVEURVGUckBFlaIoiqIoSjmgokpRFEVRFKUcUJ8qRVEUpWTO7IG9v0LqaajbFWrEgK19Ra9KUW5aVFQpiqIoxbmQADP7wtnDcrzpW3jsF6jVrmLXpSg3MZr+UxRFUYqTuNciqACMRohbUXHrUZRbABVViqIoSnGcPIqPufrc+HUoyi2EiipFUW4+ctIhYQec2Qv5eRW9mjuTavWh0/tgMMixf1MI7Vyxa1JuSRITExk1ahR33XUXDRs2JDo6mt69ezNjxgwyMzOv+foxMTF88803VmNjx44lLCyM2NhYq/HHHnuMYcOGXfM9L4XWVCmKcnNxIQH+eB92/gw2dtD+LWj5HDhUquiV3VnYO0Grl0RI5aSDV22o5FXRq1JuMeLj4+nTpw9ubm68+uqrhIWF4eDgwL59+5g1axY+Pj506tTpmu7RokULYmNjeeaZZ8xjsbGx+Pn5sWHDBqKiogDIzs5m27ZtjBw58prudzlUVCmKcuMwGiE+Fg79BQ6u8oXtU996ztG1IqgACvLgrw8huDUEt7z6++VmQV4WOFe+5qXfkdg5gF+jil6FUo7k5OdwLuscVZyq4GDrcN3vN3LkSGxtbZkzZw4uLi7m8cDAQDp37ozRaARg0qRJzJ07l/j4eDw8POjQoQPDhg2jUiX5ZerEiRN89NFHbN68mdzcXKpXr84bb7xBu3btiIqKYsyYMeTl5WFnZ0daWhp79uxhxIgRLF261HzPrVu3kpOTYxZZ1wMVVYqi3DiOb4Ip3SA/R47Xfw1PLoUqwZY56YnFz8tIuvp7xW+A5R/D2UPQ8kVo9Ai4VC3buhXlNuDQ+UN8te0rVp9YTUz1GF6MeJGQyiHX7X7nzp1jzZo1vPbaa1aCqjCGi+llg8HA22+/TUBAAPHx8XzwwQd89tln5qjShx9+SG5uLtOmTcPFxYWDBw+arxkVFUVGRgY7d+4kMjKSzZs3U6NGDe6++24++eQTsrOzcXR0JDY2lurVqxMQEHDdnllrqhRFuXGc3GIRVACpJ+HMbus5vuGWOh4AR3fwDru6+5w7BjMegcPL4fwxWPomHFxW9nUryi1OTn4OX237ij+O/kFmXiZ/HP2D/9v2f+QU/v+xnDl27BhGo5GaNWtajUdFRREZGUlkZCSfffYZAAMGDKBly5YEBATQqlUrXnnlFZYsWWI+5+TJkzRp0oSwsDACAwPp0KEDzZs3B6BGjRr4+PiwYcMGQFJ/zZs3x9vbGz8/P7Zu3QpglQq8XqioUhTlxuHoXnzMwdX6OLAl9JsD9bpD04Hw2Dyp57kazh+FzHPWY4fVDkC5czmXdY7VJ1Zbja06sYpzWecuccb1Y/bs2cyfP5/Q0FByckTUrV27lieeeII2bdoQGRnJG2+8wfnz582F7I8//jhff/01vXv3Zvz48ezdu9fqmi1atDCLqg0bNtCiRQur8aysLLZv3377i6rTp08zdOhQoqKiaNSoEd26dWPnzp3m941GI//973+JiYmhUaNGDBgwgCNHjlhd4/z587z++us0adKEZs2a8dZbb5Genm41Z+/evfTt25eGDRvSrl07vv3222JrWbJkCffccw8NGzakW7durFhh/Y9wadaiKMplCG4loslE86fAt7H1HFs7CO0Ej/4I3cZBQLOrv4+bL9gXSTeU5TqKcptQxakKMdVjrMbaVG9DFacq1+2eQUFBGAwG4uLirMYDAwMJDg7GyckJgOPHj/Pss88SFhbGF198wdy5c3nvvfcAyM3NBeDhhx9m2bJldO/enf379/PQQw8xdepU8zWjoqLYsmUL586dY8+ePWZR1bx5c2JjY9m6dSu5ubm0atXquj0vVLCoSklJoU+fPtjb2/Ptt9/y66+/8uabb+LhYfFH+fbbb5k6dSojR45k1qxZODs7M2jQILKzs81zhg4dysGDB5k0aRITJkxg06ZN5r8QgLS0NAYNGoS/vz9z587ljTfe4Msvv+Tnn382z9myZQuvv/46Dz30EPPnz6dTp068+OKL7N+//6rWoijKZahSA3pPhycWwaA/oPMH4FyCH9K14lUbHvkR3ANkB2GLZ6FOl/K/j6LcIjjYOvBixIvcHXw3znbO3B18Ny9EvHBdi9WrVKlC69atmTZtGhkZGZect3v3boxGI8OHDyciIoKaNWty5syZYvP8/Pzo06cPX375JQMHDmTWrFnm91q2bElGRgaTJ08mODgYT09PQETVjh07WLlypTlNeF0xViCfffaZsU+fPpd8v6CgwNi6dWvjd999Zx67cOGCMTw83Lho0SKj0Wg0Hjx40FinTh3jjh07zHNWrFhhDAsLM546dcpoNBqN06dPNzZv3tyYnZ1tde8uXbqYj4cMGWJ85plnrO7/8MMPG999991Sr+VKpKamGuvUqWNMTU0t1XxFUa6R1DNG49kjRmNebkWvRFHKTGZmpvGff/4xZmZmXvO1svOyjafSThmz87KvPLkcOHr0qDE6Otp4zz33GH/99VfjwYMHjYcOHTLOnz/fGB0dbRw9erRxz549xjp16hgnT55sPHbsmHHevHnGNm3aGOvUqWNMSUkxGo1G46hRo4wrV640Hjt2zLhr1y7jww8/bBwyZIjVvdq3b2+MjIw0vvfee1bjHTt2NEZGRpq/zy/F5T7n0n5/V2ik6q+//iI8PJzBgwfTqlUrHnzwQSvlefz4cRITE4mOjjaPubm50bhxY3Ph2datW3F3d6dhw4bmOdHR0djY2LBjxw4Atm3bRrNmzXBwsCjymJgY4uLiSElJMc8pGhaMiYlh27ZtpV6Loig3Ga7esrPQVjc6KwpIxMqnks8NsVMASQHOmzeP6OhoPv/8c7p3706vXr2YNm0aTz75JEOGDKFu3bqMGDGCb7/9lvvvv5+FCxfy2muvWV2noKCADz/8kK5du/LUU09Ro0YN3n//fas5UVFRpKenF6ubatGiRYnj14MK/ZcmPj6en376iYEDB/Lcc8+xc+dORo0ahb29PT169CAxUbZWm8J4Jjw9PUlKki3WSUlJVK1qvU3azs4ODw8P8/lJSUnFtlB6eXmZ3/Pw8CApKck8VtJ9SrMWRVEURVGsqVatGu+++y7vvvvuJecMGDCAAQMGWI09+OCD5p8vd66JMWPGMGbMmGLjo0ePZvTo0aVe77VQoaLKaDQSHh5uVqT169fnwIEDzJw5kx49elTk0hRFKU/yc8X089QucK0GwdFSTK4oinIbUaHpP29vb0JCrI3HatWqxcmTJ83vAyQnJ1vNSU5ONkeVvLy8OHv2rNX7eXl5pKSkmM/38vIqFk0yHRe+TtE5he9TmrUoinIJDv8NU+4Xv6jZA2HZh+J2riiKchtRoaKqSZMmxbZaHjlyhOrVqwMQEBCAt7c369atM7+flpbG9u3biYyMBCAyMpILFy6wa9cu85z169dTUFBAo0bSXiEiIoJNmzaZt2aCeGLUrFnTvNMwIiKC9evXW61l7dq1RERElHotiqJcgo3fS4saE9unQ/LBiluPoijKdaBCRdUTTzzB9u3bmTBhAkePHmXhwoXMmjWLvn37AmJbbzL8+vPPP9m3bx9vvPEG1apVo3Nn6ZYeEhJCmzZtePfdd9mxYwebN2/mo48+4r777jNvnezWrRv29va8/fbbHDhwgMWLF/Pjjz8ycOBA81oef/xxVq1axQ8//MChQ4f44osv2LVrF/379y/1WhRFuQRF28PY2stLufHk5Ui7oH8Wwuk9Fb0aRbmtMBiNhX99vPEsX76cf//73xw5coSAgAAGDhzII488Yn7faDQyfvx4Zs2axYULF2jatCnvv/++le39+fPn+eijj/jrr7+wsbHh7rvv5p133jE3YgQx//zwww/ZuXMnVapUoX///lYdrUHMP8eNG8eJEyeoUaMGw4YNo127dle1lsuRlpZG06ZN2bx5M66urlc+QVFuF+I3wLSekJ0qx3d9CK1eAhvbil1XYfLz4Ng6SVW6VoOQjlfv5H4rsHUa/PKi/GznBP3nQI2Yy5+jVChZWVnExcVRs2ZNs2GmUv5c7nMu7fd3hYuqOwkVVcodTeJ+SNoHlbzBtxE4lNxgtcKIWwk/PmBJU/qES4sc12oVu67y5Hw8fN3KIm4BanWAvrPA7sZssVeuHhVVN4byEFVq3qIoyo3Bu468blYO/mld93V6FyTuu71EVX4u5GZaj2WchYL8ilmPotxmVHjvP0VRlJuCSt7FxxwqFR+7lakSLGnXwsS8Cg7OFbMeRbnN0EiVoigKQO27YPMUSL7Y77PdCKhWr2LXVN7Y2EL0S1A9ElJOyPMFXd8Gs4pyJ6GiSlEUBcA7DAYshMS94OgugsP+NozgVPKG+g9W9CoU5bZERZWiKIoJN191eleUciYxMZGJEyeyYsUKTp06hZubG0FBQTzwwAP06NEDZ+fb55cXFVWKoiiKolwX4uPj6dOnD25ubrz66quEhYXh4ODAvn37mDVrFj4+PnTq1KnYebm5udjb33pedlqoriiKoih3CAU5OeSeOkVBTs4Nud/IkSOxtbVlzpw5dO3alZCQEAIDA+ncuTPffPMNHTt2BCAsLIwZM2bw3HPPERERwYQJE8jPz+ett96iY8eONGrUiC5dujBlyhTztVevXk3Dhg25cOGC1T1HjRrF448/fkOerygqqhRFURTlDiDrwEFODh3Goa73cXLoMLIOXN9WUefOnWPNmjX069cPF5eSfekMBoP55y+//JK77rqLhQsX0qtXLwoKCvD19eW///0vv/76Ky+++CL/+c9/WLx4MQCtWrXC3d2d3377zXyN/Px8lixZQrdu3a7rs10KTf8piqIoym1OQU4OSV98QervvwPInwYD/p99io3D9TF+PXbsGEajsVjXkaioKHIuRsr69u3LsGHDALj//vvp1auX1dzBgwebfw4MDGTbtm0sXbqUrl27YmtrS9euXVm0aBEPP/wwAOvWrePChQt06dLlujzTlVBRpSiKoii3Oflnz5K2erXVWNqqVeSfPYuN743dnDF79mwKCgoYOnSoWVwBhIeHF5s7ffp05syZw8mTJ8nOziY3N5e6deua3+/WrRuPPvoop0+fxsfHh4ULF9K+fXvc3d1vyLMURdN/iqJULGmJ4pl0s5GdBnsWwtxnYNW/IelARa9IUcqMbdWquMZY93h0bdMG26pVL3HGtRMUFITBYCAuLs5qPDAwkODg4GKtYIqmCH/99Vc++eQTevXqxQ8//MD8+fPp2bMnubm55jmNGjUiKCiIxYsXk5WVxR9//FFhqT/QSJWiKBVFQT7sXQxLhkLWBWg7FJoOBJfr94/8VXHwT/hfoWLXfUuh3yxwrlxhS1KUsmLj4IDXyy+DwUDaqlW4tmmD10svXbfUH0CVKlVo3bo106ZNo3///pesq7oUW7ZsITIykn79+pnHjh07Vmxet27dWLhwIT4+PtjY2NC+fftrXXqZ0UiVoigVw+ldIlpST0FuBvz5IRwplJ7Iz4XDK+DPj2DDt5B86Maub/tP1sfHY+Hs4Ru7BkUpR5xqh+L/2aeELP4V/88+xal26HW/5/vvv09+fj69evVi8eLFHDp0iMOHD/PLL79w+PBhbG1tL3lucHAwu3btYtWqVcTFxTFu3Dh27txZbF63bt3YvXs3EyZMoEuXLjhcR6F4JTRSpShKxXA+HowF1mPnCqUJjqyCaT0tTY6rN4N+/7txkaxqdWH/EsuxnZM4rSvKLYyNg8MNraEKCgpi3rx5TJw4kc8//5zTp09jb29PaGgoTz75JH379r3kub1792bPnj28+uqrGAwG7rvvPvr27cvKlSut5gUHB9OoUSN27NjBW2+9db0f6bIYjMbCbdmV60laWhpNmzZl8+bNuLq6VvRyFKViObUbvm0nESkTfWZC2L3y86LXYdN31ucMXArBN6hX3Zk98L8B0rbGzhHu/y807g2FtoAryo0gKyuLuLg4atasWawOSSk/Lvc5l/b7WyNViqJUDD71oc8sWDYSMpOh7TCo0dryvpuP9XyDDThUunHrq1YPnlgEZw+BcxXwrH3zC6rEfXBsHRTkQWAU+Das6BUpyh2FiipFUSoGgwFCO0Jgc4lWFU3r1bsftk6H80fkuON74F232GWuK67e8roVOBsHU3vCheNy7OQBA5eAT4OKXZei3EGoqFIUpWJxdCt5vFp9eHKJRF+cPOTYruIKUG96EnZYBBVAVgqc2KKiSlFuICqqFEW5eXH3l5ciux+TD4Kbn6QmbYs0m7UvodampDFFUa4baqmgKMrtT04apJ6u6FWUnfhY+KY9zHgEvmkHu+YWn+MfCbXvthz7RUJAixu2REVRNFKlKMrtzrH18Md7kLQfmj8DzZ8EtxvbluOayM+DNeMh+4IcGwtg8VDZBVk5yDLPtRo8+DWc2imF6j4Nwf0Wek5FuQ1QUaUoyu1LynGY2RcykuV45SciNJo9WbHruhqM+fIchclJg7ys4nMreUFIhxuzLkVRiqHpP0VRbl9SjlsElYmDf1XMWsqKnSNEv2w91mQAVK5ZIctRFOXSaKRKUZTbF3d/8ZjKPGcZq9Wu4tZTVsLuhb6z4Phm8KwFNduBnf2Vz1MU5YaikSpFUW5fKgdB7+lSX2TvAtFDoO59Fb2qq8ehEtTpAh3fEld3d7+KXpGiXHfmzp1Ls2bNKnoZV4WKKkVRbm+CW8PAX+HlzdB5pFo0KMoNJiEhgREjRhATE0N4eDgdOnRg1KhRnDtniSB37NiRyZMnX9V1V65cSVhYGImJiVbjMTExdOzY0Wrs+PHjhIWFsW7dujI/R2lQUaUoyu2Pk4eIKRv9J0+5s8nLzSftXBZ5ufk35H7x8fH06tWLo0eP8u9//5vff/+dkSNHsn79enr37s358+fLfO2mTZtiZ2fHhg0bzGOHDh0iKyuLlJQUjh+3bPCIjY3FwcGBJk2aXMvjXBGtqVIURVGUO4Dkk+lsWHSY+N1nCWxQlRb318LT//r20/zggw+wt7fnhx9+MDcp9vf3p379+tx111385z//4fDhw5w4cYLRo0czevRoAPbt22e+xqpVq/j44485deoUTZo0YfTo0VSrVo1KlSrRsGFDYmNjue8+SevHxsbStGlTCgoK2LBhAwEBAQBs2LCBiIgIHB0dr+vz6q9tiqIoinKbk5ebz4ZFhzm8JZHc7HwOb0lk46LD1zVidf78eVavXk3fvn3NgsqEt7c33bp1Y8mSJYwfPx5fX18GDx7M6tWrWb16tXleVlYWP/zwA59++inTpk0jISGBTz75xPx+VFQUsbGx5uPY2FhatGhB8+bNrcY3bNhAVFTUdXtWEyqqFEVRFOU2Jystl/jdZ63Gju0+S1Za7nW759GjRzEajYSEhJT4fkhICCkpKRQUFGBra0ulSpXw9vbG29vSxDw3N5cPPviAhg0b0qBBA/r168f69evN70dFRXHkyBHOnDkDwMaNG2nevDnNmzdn48aNgKQgT548eUNElab/FEVRFOU2x8nVnsAGVTm8xVLUHdSgKk6u19+aw2g0lvlcZ2dngoIsnQOqVatGcrLFey4yMhJ7e3s2bNhA3bp1ycrKokGDBhQUFHD27Fni4+OJjY3FycmJxo0bX9NzlAaNVCmKoijKbY6dvS0t7q9FSBNv7B1tCWniTfP7a2Fnb3vd7hkUFITBYODQoUMlvn/o0CE8PDyoWrXqJa9hZ2cd+zEYDFYizdnZmUaNGhEbG2uup7K1tcXe3p7IyEjzeJMmTXBwcCifB7sMGqlSFEVRlDsAT/9KdB5Yn6y0XJxc7a+roAKoUqUKrVu3ZsaMGQwYMMCqrioxMZGFCxfSvXt3DAYD9vb2FBQUlOk+UVFRLF68mJSUFFq0sDQRb9asGRs2bGDjxo307t37mp+nNGikSlEURVHuEOzsbXGt4nTdBZWJd999l5ycHAYNGsTGjRtJSEhg5cqVPPnkk/j4+PDqq68CUL16dTZu3Mjp06c5e/bsFa5qjamuavXq1VaiqkWLFixbtoyEhIQbUk8FKqoURSkv0pMgK7WiV6Eoyk1EjRo1mDNnDoGBgbzyyivcddddvPfee0RFRTFz5kwqV64MwODBgzlx4gSdO3emVatWV3WPyMhIHBwcMBqNNGjQwDzeuHFj8vLycHFxoWHDhuX5WJfEYLyWCrJr5IsvvuDLL7+0GqtZsyZLly4FIDs7mzFjxrB48WJycnKIiYnh/fffx8vLyzz/5MmTjBw5ktjYWFxcXHjwwQd5/fXXrfKwsbGxjBkzhgMHDuDn58fzzz9Pz549re47ffp0vv/+exITE6lbty7vvvsujRo1Mr9fmrVcibS0NJo2bcrmzZtxdXW9qs9KUW5aMlNg5yxY9TlU8oa7PoSQDpBxFlLiwcULPKpX3PqMRjh3BPJzoWpNsNWeecqtRVZWFnFxcdSsWbOYNYFSflzucy7t93eFR6pq165t9qVYvXo1M2bMML/38ccfs3z5csaNG8fUqVM5c+YML730kvn9/Px8nn32WXJzc5k5cyZjxoxh3rx5jB8/3jwnPj6eZ599lqioKH755ReeeOIJ3nnnHVatWmWes3jxYkaPHs2LL77IvHnzqFu3LoMGDbLaYXCltSjKHcuRlbB4KKQmwKkd8NOjcGQtTL4fJraFb9rC4RUVs7bcTNj4HXzdCv4vCn5/B9LOVMxaFEW57alwUWVra2v2pfD29jbvAkhNTWXOnDkMHz6cVq1aER4ezscff8zWrVvZtm0bAKtXr+bgwYN89tln1KtXj3bt2jFkyBCmT59OTk4OADNnziQgIIDhw4cTEhJC//796dKli1WPoUmTJvHII4/Qq1cvQkND+eCDD3BycmLOnDmlXoui3LGc/sf62CMAtkyGM7vlOD0J5r9QMWImYYcIvtxMMBZA7AQ4tvbGr0NRlDuCChdVR48eJSYmhk6dOvH6669z8uRJAHbt2kVubi7R0dHmuSEhIfj7+5uFzLZt26hTp45VCi4mJoa0tDQOHjxonlM0PxsTE2O+Rk5ODrt377a6j42NDdHR0WzdurXUa1GUOxbvOtbHVULg5FbrsQvHIfP8DVuSmbRTxcculDCmKIpSDlSoqGrUqBGjR4/mu+++Y+TIkZw4cYJ+/fqRlpZGUlIS9vb2uLu7W53j6elp7kidlJRUrKbJdHylOWlpaWRlZXHu3Dny8/Px9PQsdp+kpCTzNa60FkW5Y6nRFjq+Cw6VwCMQop6BJk9Yz6l9j0SwbgRGI5zYAlumQkEe1L7b+v1q9W/MOhRFueOoUJ+qdu3amX+uW7cujRs3pkOHDixZskSL8RTlVqGSJ7QdChF9wc4RXDzBr5H8vONnqNkOGvcBB5cbs54jq2FaDylMB2j2JLR4Fk7thOiXIKjljVmHoih3HDeV+ae7uzs1atTg2LFjREdHk5uby4ULF6wiRMnJyea+QF5eXuzYscPqGqboUuE5prHCc1xdXXFycsLGxgZbW1uronTTfUwRLi8vryuuRVHueNz9LT+7+kCLp6H5U2Aw3Nh1bP3RIqgANk+CZ1eBdz2wvan+yVMU5TajwmuqCpOenk58fDze3t6Eh4djb2/PunXrzO8fPnyYkydPEhERAUBERAT79++3EkRr167F1dWV0NBQ85zCzRdNc0zXcHBwoEGDBlb3KSgoYN26dURGRgKUai2KopTAjRZUAIaipoYGMNjcfIIq5QQcXAbHYiE7raJXoyhKOVCh/8p88skndOjQAX9/f86cOcMXX3yBjY0N999/P25ubvTq1YsxY8bg4eGBq6sro0aNIjIy0ixkYmJiCA0N5Y033mDYsGEkJiYybtw4+vXrZ+7x07t3b6ZPn86nn35Kr169WL9+PUuWLGHixInmdQwcOJA333yT8PBwGjVqxJQpU8jMzDR7WZVmLYqi3CQ0eRx2z4W8bDlu9RJ41q7YNRUlcS/81AfOHpbj6MHQfsSNS5EqinJdqFBRderUKV577TXOnz9P1apVadq0KbNmzTLbKrz11lvY2NgwePBgK8NNE7a2tkyYMIGRI0fy6KOP4uzsTI8ePRg8eLB5TmBgIBMnTmT06NH8+OOP+Pr6MmrUKNq0aWOe07VrV86ePcv48eNJTEykXr16fPfdd1YF7ldai6IoNwnB0TBoGZz5Byp5QfVmYHf9G6leFQf/tAgqgLXjoX53CGhWcWtSFOWaqVBH9TsNdVRXlGvEaIT4DXBkFTi6Q6124B1W0au6ev4aBSs/sx57fIE8j6IUQR3VLcTGxvL444+zceNG3N3dmTt3Lh9//DGbNm265mvfFo7qiqIopeb4RphyH/z1ESwZBj/1ltqkW42QDmBTqPbLtzFUq1dx61GU68BPP/1EZGQkeXl55rH09HQaNGjAY489ZjU3NjaWsLAwjh07dqOXWa7cZJWbiqLc8iQfll6Ah/6Chg9BvQfAzbd8rh0fa72z7+xhcW6vyN6CZSGwFTzxq7i7O1cR2wnXahW9Kgupp+CfX2DnbKjdGRo+In0TlVuevNxcMi+k4OzugZ399e2DGRUVRUZGBrt27TLXH2/atAkvLy+2b99OdnY2jo6OgIgqf39/goKCruuarjcqqhRFKT9ys+CvD2H3PDmOj4XsdGjzavlc39Gt+Jj9LZhKt7GB4FbyuhnZOk2igQDHN0DSAXjgK7B3rNh1KddE0vGjrJ01gyPbNlMjoinRj/TFKyD4ut2vVq1aeHt7s2HDBrOo2rBhA506dWL9+vVs27aNqKgo83hUVBTz58/nxx9/JC4uDhcXF1q2bMlbb71VzKD7ZkXTf4pyJ5K4D7ZOh20zIPlg+V33wkmLoDKxZTJkppTP9Wu0AZ+GluPmT4NfePlcWxEyz8OWKdZju2ZD6skKWY5SPuTl5rJ21gwOxK4hNzuLA7FrWPe/n8jLzb3yyddAVFQUsbGx5uPY2FhatGhB8+bNzeNZWVls376dqKgo8vLyGDJkCAsWLOCrr77ixIkTDB8+/LqusTzRSJWi3GkkHYAp3SDttBxXDpYi6ao1rv3aTu5QpQacO2IZ848sm1VAdpoUpJ/cBp4hkiLzDIH+c2Rnn70L+NQvHr1KOyMtcxwqXcOD3MHYVwK/CDhfqLalSi3ZGKDcsmReSOHIts1WY3FbN5F5IQU3T69LnHXttGzZko8//pi8vDyysrLYs2cPLVq0IC8vj5kzZwKwdetWcnJyiIqKwt/fYiIcGBjI22+/zUMPPUR6ejqVKt38/0+rqFKUO43jmyyCCuD8UUjYWj6iqpIXPPAlzB4I6YniDxXzKtiWoXZj7yKY96zlOOp5uHsUuPnIqyhpp2Hzj7BhAlQNhbs+0JY0ZcHOHtoMhdP/wNmDUMkbHvhC2hEptyzO7h7UiGjKgdg15rGakc1wdve4rvdt0aIFGRkZ7Ny5kwsXLlCjRg2qVq1K8+bNGTFiBNnZ2WzYsIHAwED8/f3ZtWsXX375JXv37iUlJQWTQUFCQoLZ1PtmRkWVotxplCRwbMqxYLVmG3h2pUSMPALL9mWckw5r/ms9tvEbaX3jGVLyOft+g+Wj5Of0JJjZB55ZCZUDL32fggLIOi9RmJvNcb0i8W8Mg36DlONSQF+4BZFyS2Jnb0/0I30xGAzEbd1EzchmtHq4z3UvVg8ODsbX15fY2FhSUlJo3rw5AD4+Pvj5+bFlyxZiY2Np2bIlGRkZDBo0iJiYGMaOHUuVKlVISEhg0KBB5F7nNGV5of+KKMqdRkAzqFZfUmgAAc0lRVeeuPtf2xexjb2cb1ojiPCxu4xHz+Hl1scZZyEl/tKi6mwcbPgGDvwuPQqDW0sjaEWo5CUv5bbBKyCYe196/Ybt/jMRFRXFhg0bSElJYdCgQebxZs2asXLlSnbs2EGfPn04fPgw58+fZ+jQofj5+QGwa9euG7LG8kIL1RXlTqNKDej7P3h0OvSZCY/8ePNZEtg5QJvXLXVRBhvo+tnl11kjxvrYyQPcLzG/oABiJ8DeXyG8J6z9Apa+BZunQNaF8nkGRbkJsbO3x83T64YJKhBRtXnzZvbu3UuLFi3M4y1atODnn38mNzfXXE9lb2/P1KlTiY+P588//+T//u//btg6ywONVCnKnUjlAHndzARHwzMrxIvKzU+ia5ejzr1SIL/hG6hSU0RYlUtsF888K7sUG/eWljGNe8OR1RLtcvODOneX++Moyp1KVFQUWVlZ1KpVy6r9W/PmzUlPT6dmzZpUqyY+bWPGjOHf//43U6dOpUGDBrz55ps8//zzFbX0q0bb1NxAtE2NclOSdhr2LYEDyyTaU6/bzRe5Ki0FBZCaIBEu58qXnpefC7+8CM5VZe6qsZb3PILgqT/Kz7BUUa4RbVNzYyiPNjUaqVKUO50tP0ovOoC9CyUydM9o6zYqZSHjHJzaAXlZ4BN+Y4SajU3p7mNrL7sS4zdITVVhUo5B8iEVVYqiXDUqqhTlTiY9CTZPhqjnREQZbKRFyYWTl981dyUyz0lvvp3/k2PP2lK/5XUTbYmuVg/cAyVSt3eRZdzOUQu0FUUpEyqqFOVOxt4FWjwHa/4tu+UAqjcFY/61XTdhh0VQASQfkD53N5OoAnByhYYPS8Tq4B/g4ArdxokIVBRFuUpUVCnKnYyDi0SnTIIK4MRmaYpcpUbZr5uXXXwsN7N05yYdhIxEcfEuyeSzLFxIkAbBexZA7bugQU9LEXvVmvDIZLFYcHArHxNURVHuSFRUKcqdjn05Fb7m511MIRrANxw860Dy/ov3cIGAFpc/H8TiYM5TkJshBeO9p4Ff42tf26ZJsPIT+fnoGjh7BO4bazFCdXAF34aXPF1RbgZ0X9n1pTw+X/WpUpQ7jfRkaZprIqgVuBSqIarRVkRRacnNhH8WwJT7RRAd3yjGnX1/kpY1934GAxdD9SsYjKacgAUviaACKRiPnSg7+q6FtETYMsl6bNtUqR1TlFsAW1vZNJKTk1PBK7m9yciQf3vsr8HDq8yRqvnz5zNz5kyOHz/Ozz//TPXq1Zk8eTIBAQF07ty5zAtSFOU6kZMu3kx/jwY7Z+mNV7uLNCV+cok0LrZ3lpoq12qlv+6RNTDrMcvxwT/g6eXgGSqv0pKdap2GBDi1CwrywMah9NcpiqMb+DSCtGVy7FRZfKyupUFw1gU4uVVa3FSrD15ag6VcP+zs7HBxcSExMRF7e3tsbDQeUp4YjUYyMjI4c+YMlStXNovYslAmUTVjxgzGjx/PE088wYQJEyi4+Juku7s7U6ZMUVGlKDcj8bHizWTi5/7w1J9QvQl41ZFXWTi5xfo4KwWSD166R9+lqBwEdbuJrYOJFk+Ju/q1YO8EHd+W6FztTrKzsWqI7PpzLkMz2dxMWPEprPtCjp084LH58jkqynXAYDDg5+dHXFwcR48erejl3LZUrlwZX99rs1Ipk6iaNm0ao0aNonPnznzzzTfm8fDwcD755JNrWpCiKNeJ5IPWx8YC8aS6VjFQOcj62GC4ukiXCQcXuHsUBEVJsXxYV6hdTs7m1ZtAx7dg+kPy3ADbZ8ITv1y9H1XSfougAhGR//yiokq5rjg4OFC7dm1NAV4n7O3trylCZaJMour48ePUq1ev2LiDgwOZmaXc4aMoyo2lSs0Sxi7RxuVqqNEWIvrB9hmSVrxnDFRrULZrVa0B0S9f+5pK4uhai6ACSNoLiXuvXlTl5xYfy067trUpSimwsbFRR/WbnDIlZgMCAtizZ0+x8VWrVhEScpUhf0VRbgyBLaVo3LmKCImHJoFvOeys8/CH+/4Dz6+H59dC0yeuPWV3PSjJ0NPR7eqv41VH0pQmbOwgvEfZ11USWRfg8N+wczac/qd8r60oynWjTJGqgQMH8uGHH5rDkDt27GDRokV88803jBo1qlwXqChKOeHkBlHPQP3u4k3l6l1+17Z3hGp1y+9614OQTuKifubiL4Tt3rxyk+aScHKHez+F8F6QmSzCNKBZ+a0zLwdW/wdW/1uO7V2kZisoqvzuoSjKdaFMourhhx/G0dGRcePGkZmZyeuvv061atV46623uO+++8p7jYqilBcF+bJjLT8HHF1lt9+NIPkQHFkl9UeBLSGwhdRe3Ui868Bjv0jKz9FVBFVJz38hQdbpEQiOlUq+loc/eJRzdMpE8gFYM85ynJsB22aoqFKUW4AyWyo88MADPPDAA2RmZpKRkYGnp2d5rktRlPImJwM2fgt/fig2BY37QOeRJdcU5eWI+MhOFbuAshSem0g7Df8bCKe2y7GNHQxYJP5YNxo3n8u7tB9cBvOeg/RECL0b7h19dbYQ5UFBvnXtF0Ce1qoqyq1AmWqq4uPjOXLkCADOzs5mQXXkyBGOHz9ebotTFKUcObUD/nhPBBXA9p+keLsoeTkQOwG+aQuTu8LUByFxf9nve2aPRVCB3P/wyrJf70pcOAl7FkrvwaSDV55v4vwxmD1IBBXAwd9hx/8uf871wKs2RD5uObaxg4j+N34diqJcNWWKVI0YMYJevXpRo0YNq/Ht27cze/Zspk6dWh5rUxSlPMlOg1YvAUbxWtoyBdLOFJ+XuAeWvQemlg2nd8OB3yR9VhZKSrFdi/Hm5Ug9DXOehqOr5bhSNXhigdRSFSU7TdJ8rtWkXU16kqRGC3N0zfVZ5+Wwd4ZO70KdLiLwfMPBv+mNX4eiKFdNmSJV//zzD02aFPdkiYiIKHFXoKIoFUzqKVg1FtZ9Ceu+gn1LoNkg8CnB+iA71SKoTKScKPu9qzWAqOctx1VqQmjHS89PPgyrPoepvWDLVBE7peXUTougAkg/I6anRTm+Gab2hC8i4dfXpZly5WDwLiK+Gj5c+nuXJ67VoN790GwgBDQHddBWlFuCMkWqDAYD6enpxcZTU1PJz8+/5kUpinKV5OfBsXWSznP1gVrtxfPJRMJ2ed9EaoI4nge1LH4tr9rWu+RA/Kx2z4fQzlLkfTU4uoqjef3ukJMqIsujeslzczNh2fuwZ4EcH1oG946FqKdLebMSGqIWFYjpyTD3GTh7MTW4ZQpU8pboUK/vYMM3Yj7adADU1Y03ViTshLgVgBFqtgO/RhW9IkW5qSiTqGrevDkTJ07k3//+t9mBND8/n2+++YamTTVMrSg3nCOrYFoPi4AIiobeM8ClihwXLXwGMeq0LaFxqKsPPDwF9i6GM/9A1ZrS2PhcHDw6Dep1K37OlXB0g+BSFKafj7cIKhObvoPIfuK4XpSMs5KexAg+4eDbEAKi4PjF6JSLpzR3Tk+y+FSlnbIIKhP7l0C7NyTVdv842R1pryaLViTuk6bZphSpkwc8+fvNb6WhKDeQMomqoUOH0q9fP+655x6aNRN/lk2bNpGWlsaUKVPKdYGKopSCfxZYR2SOrYWkfZZIlF+EvBK2ybGLp9gagNRVJewACqTxsLsveIfJl2fs17BzluW6exaWTVSVFicP2Y2Yesoy5hcBBblwdJ3YC1SrD+5+MmfhENi/VOaFdoYHvoSHf4BDy2X3YkEu/NxPHN/vGSP1Sm7+kuZLLBSJq/cA2DnKzzY2YFOOgspolMbQ5+LEpsE3vGQxW5TMcxJhzM0UwVg5sPzWVBZObrOuOctKkf+eVFQpipkyiarQ0FAWLFjA9OnT2bt3L05OTnTv3p3+/ftTuXLlcl6ioihXpKjlgcEgppEm3P3gkalwfKNEYao3EeF0IUEsBOL+lnnVm8LDk6Wfn5OHfLEXpqSC7/LEzQe6fwWzn5Qv7So1xbD0zw9h43cyx7uuRMyS9lsEFYgdwvFNUL+b1FFtLbRhZvNkaPYk+DWW6F2PCXLNE5vFWqJxn+v3TIf+ghmPyK5HgwF6/QDhPS9/TmYKLBkOO2bKcZUa0HeW/J1VFCWlfR0u4eOlKHcoZfap8vHx4bXXXivPtSiKUlbqPwBbp8GFi5YmHd4V8VGYKkHyKszJrRZBBSIyjm8SUeVZB7qNh19flWhJUCuoe/91fQxAIk7PrpIi88o1xAzTJKhAIlBHVoFDSbVdRolSVakBrYfIZ5KRLGLGUKjY2z8Cek+XdjCVvEsuBM+6ACnHoZKnpETLQnaaxRcMJGq15A0Ibn15v6zTOy2CCuDcETiyumJFVfWmUOce68hg9XJ0kleU24BSi6q9e/dSp04dbGxs2Lt372Xn1q2r4WBFuaH4NIAnfxPB4VwZfOpfuf9ebobFk6kweVnyp40NNO4tu8+yL0DVEHD2KPell0iVYEuz54Ttxd/PuiDCxKmyJSXl01B2/638VI5t7aHtG7D8XxD1gojEwtg7W+wezh4Rk9LKwZL+PP0PLBwskT33AOj5DdRoffXPUZBX3KYhJ13SkpcjL7v4WG4FG4C6+cKDX1+sYUP+m3OpWrFrUpSbjFKLqgcffJA1a9bg6enJgw8+iMFgwFh0Vw2yM7AstgrffPMNn3/+OY8//jhvv/02ANnZ2YwZM4bFixeTk5NDTEwM77//Pl5elsaoJ0+eZOTIkcTGxuLi4sKDDz7I66+/jp2d5dFiY2MZM2YMBw4cwM/Pj+eff56ePa3D79OnT+f7778nMTGRunXr8u6779KokWVnS2nWoigVSuUAeZWWuFWyC7BwDZNzFfAvZJdiMIDXDXQUPxYLO36G/FwRdMHRIhA960DyRQNSW3sZ9w6DJxZZdqNVbyaF1CbycyXyNnCppC3tHUu+5+GVEq3LzQBHD6mvip0gggok+jf/eXj6r5KbMl8O58rQdhj88qJlrO0w8LjC35NPA6mjOr1Lju2cKsaBviguVaFmm4pehaLctJRaVP35559UrVrV/HN5smPHDmbOnElYmHVo++OPP2bFihWMGzcONzc3PvroI1566SVmzpSweH5+Ps8++yxeXl7MnDmTM2fO8Oabb2Jvb29OTcbHx/Pss8/Su3dvxo4dy7p163jnnXfw9vamTRv5x2Hx4sWMHj2aDz74gMaNGzNlyhQGDRrE0qVLzW7xV1qLotxy7F0E26ZD86fFtdtggNp3V1zh8endMLW7JSKz4ycY9Af4R0KfGSICsy+IoApoLnP8GsoLZHdaUUsFYwG4V4cTm8DVT57NxtbyfloinNwsDYyNBZIi9K4jhf6FOX8UMs9evagCqP+gpA+TDkgkrEb0lc9x85UauGMXi/OrN5U6OEVRbmpKLaqqVxdfmdzcXL788kteeOEFAgOvfTdKeno6w4YNY9SoUXz99dfm8dTUVObMmcPYsWNp1Up+Q/v444/p2rUr27ZtIyIigtWrV3Pw4EEmTZqEl5cX9erVY8iQIYwdO5aXXnoJBwcHZs6cSUBAAMOHDwcgJCSEzZs3M3nyZLOomjRpEo888gi9evUC4IMPPuDvv/9mzpw5PPPMM6Vai6LcUhiNcGav9JmLnWAZr3NPxa3p9G7rFFd+rqTz/CPFO8ur9uXPr1oLWr4Ia8fLsY0tRPaHCdFiaGpjBw/9IH5ZJrLOwZYfLZYTxgJYPQ4a9YHlH1nmhXQCt0t4a10JR1eofZe8rgbPWvJSFOWW4apteu3t7fn999/LbQEffvgh7dq1Izra+re3Xbt2kZubazUeEhKCv78/27ZtA2Dbtm3UqVPHKgUXExNDWloaBw8eNM8xCaHCc0zXyMnJYffu3Vb3sbGxITo6mq1bt5Z6LYpyXUncD5smw/oJUlxelHNH4cAfUmReWJhknIVd82DtF7BnkTipr/8ads+FFs9YX8M/UlJOFYVLCU3Zna+iUbutPcS8Cn1+lgL7AYth9wIRVCD1TYtelR2PJhzcISfN+joXjkvh/10fyefR8nm4ZzQ46k43RVEuT5l2/3Xu3Jk///yTAQMGXNPNf/31V/755x9mz55d7L2kpCTs7e1xd7fuEebp6UliYqJ5TtGaJtPxleakpaWRlZVFSkoK+fn55jRf4fscPny41GtR7iAuJMhuLNdq4kp+LeSkw4ktcOEEeNaWXWmF01MghpgzHhGfI5Bt7AOXyPyk/WJ7sP5r6c8H0Hmk9PjLy4Lf34ZtMyS11+Ed+KtQ9KVxX3EQj50o6aUmj0sNUEVRvakImNgJEkmLfNzipVVaXKpC2MVoW3YqnN5h/X7WecgrJDrdfSHmdVj6pmWszTBJAXrXEeFp5yifn6IoyhUok6gKDg7mq6++YsuWLTRo0ABnZ+uGqY8//vglzrSQkJDAv/71L3744QccHS9RQKooNxsnt8LMfiKC7F2g1/dQt2vZr7d1OiwZJj8bbMSLqGia6NROi6ACEWJJB2HzFNj0vYyF3SsNePf/Jlv4a98t87bNkPerNRAbgsJsnwHRL4kr9s3QW865MnQaKUadxgLwqlNyM+bS4ugG0UNgQaEi8ebPgEeQpD7PH5WfI/qKa3zyIUkhBheKmquruqIoV0GZRNXs2bNxc3Nj165d7Nq1y+o9g8FQKlG1e/dukpOTrXbh5efns3HjRvNOvNzcXC5cuGAVIUpOTsbb2xuQiNOOHda/iSYlSfPVwnNMY4XnuLq64uTkhI2NDba2tiQnJ1vNSU5ONke4vLy8rrgW5Q6gIF+aEV+42Fw4NwMWvAT+q6UVytVy/hj8OdJybCyAFZ9AjRhrMVGSsMjLtAgqkLRe9GAxmgzpJFvy8wtt28/NKO7rZOsgKbObQVCZsHeSVjPlRYMHRKwd3yg7AGu1h7iVMLO3fEa29tLOp06X8runoih3LGUSVX/99dc137hly5YsXLjQamzEiBHUqlWLp59+Gj8/P+zt7Vm3bh1dusg/eIcPH+bkyZPmwvCIiAgmTJhAcnKyOX23du1aXF1dCQ0NNc9ZuXKl1X3Wrl1rvoaDgwMNGjRg3bp1dO7cGYCCggLWrVtH//79AQgPD7/iWpQ7gPwc6YVXmIxkMXgsC0Zj8Z58BXnFGwD7NoYGPaUOCiTqVHhOjTayBb9yELQbLpYEP/WGez6Bmu3FLuDsYbEoiFthqTHq9B5UvYRdwoWTIso8Aq+f6Dp/FOJWi51DQDOJEJWmfQtIA2kb2yun5Rzdod798gJxaf/jHYsPVH4uLHlTdhM6Vyn7syiKolAGUbVt2zaWL19OTk4OrVq1om3btmW6saurK3XqWJvxubi4ULlyZfN4r169GDNmDB4eHri6ujJq1CgiIyPNQiYmJobQ0FDeeOMNhg0bRmJiIuPGjaNfv344OIjxYe/evZk+fTqffvopvXr1Yv369SxZsoSJEyea7ztw4EDefPNNwsPDadSoEVOmTCEzM9McRXNzc7viWpQ7AHtnqbFZOMQyFt5LxExZMImgZe/LscEgHkZFGwdXqgr3/RuaDhBh5xMuBej2LrKeo2ukDsm3kYiH5AMiumYPgH5zIaIPGGzBuSr0nycml5W8xYqgqGDKy4Hd86TGKCcdWr8CUc+Jq3hJZF0ADODkdnXPnnUBFg2Fg79bnr3fHAjtdIXzUmH/YtjwraQHWzwtBfaXI+mA9A3Mz5bPKDvd+v2MZIvhqaIoyjVwVaJq6dKlvPrqqzg5OWFnZ8fkyZMZOnQogwYNui6Le+utt7CxsWHw4MFWhpsmbG1tmTBhAiNHjuTRRx/F2dmZHj16MHjwYPOcwMBAJk6cyOjRo/nxxx/x9fVl1KhRZjsFgK5du3L27FnGjx9PYmIi9erV47vvvrMqcL/SWpQ7hPrdwb6StOoIaAphXcted2MwSD86n3BJKXrVkYhNSbhUgVrtLMfufrK7bdXnFpPKUzvkmrU6SBoQ4MwuCLtPdr0dWSmRmwe+gKCoku9zeifMf9YSCVv5qaTj6j9gPS83G/b9Css/BltH6PQ2hN4NtqX8JyXpgEVQgdxvx89XFlVxy2HuxV2LxzfKcz71J3hcwu7gfDzMeBTOHpJjh0qyM3BOoX+zWr8Cbn6lW/etSOZ58fCycxTD1GupU1MU5bIYjCXZol+Cnj17Eh4ezvvvv4+trS0TJ07k+++/Z8OGDddzjbcNaWlpNG3alM2bN+PqWlLfMkW5Avm5kJslkaH0JPg6WiJPhYl6zuI91XcWnNljiYaBRLieWy07FzPOiqu6q69Eo/YshJ/7W1+vy8fQ6kXrsbhV1u7lBgMMWnZpUZh5XkRffu7FSFsyTIyROjUT0YPh7o9KPt/Ewldh8w/WY08ssrh8p52RZ9g5W0SoVx2YPdB6ftexsnPz1C5xa6/R9tKRuFud8/Gw8BU4tEyOW78CbV8Xca0oSqkp7ff3VRVLxMXFMWjQIGxtZcv3wIEDSU9PL1bkrShKOXEhQXYI/vE+7PsN5jwF37aDdf8n7zewbrdE7XvEs8qpMvT4BtKTpWap7VAp1AYpWs9IFiuH77uIMPvhHjmuWksK2AvjVUIT3+SD1sdGo+yeK4mMs7B4KEzpBtN6wvSHJWrS8V3LnEreEP7QlT8P0zOYsHWQc03s+Bl+fU0c0f8eLQ2Ri2LvIhHHjm9Dgx63r6ACOLrWIqgA1oyDhJ0VthxFud25qvRfZmamlUJzcHDAwcGBjIyMYj5PiqJchnNHIX6D1PJUbyKF5kXJy4UVn0pkptEjkvqqHCTCwtENjq6XqJStPfwzX3b9tXweXLykEHv5KGlDY6LdG+JrVTVUmgTPfQbOHuBoy2fZ4VaZgpOraBxyHzX6zYa/x0hbljavW1sMmCipjqzyJTosJGyHnf+zHJ/aDkdWy9qDY+Q+3nUtDZRLIj0Jjq2XCFPd+6XFjqM73P8fiUaB1FttnmR9XtwK6eW3Z4Ece9e9OXro3SgyzxUfK9rgWVGUcuOqC9X/97//4eJiKaTNz89n7ty5VKli2TlTGksFRbljuXAKZj0BCRed0Z08JIXld7GBd26WNNI9d0QiOvYuEBgFG7+37D508pAid+/acNeHIn4c3SzGoWf2iA9VYQ6vhE4fQGhHSdclbOV484E8n7aN+NPiMu4d9wvfd/yKmo/NlZ2IjpcoQA9oIbsLl4+S9i93j7JuxFyYkr7E085IbU9g88t/VsmHRRidjQM7B2kpUzkY+s8Fz1BrIWbvLGsoHDFL3AdP/ArNB0kRvm94cfuLpAPyuTpVEfNVp9soNWYykzWlWV28oFr9Cl2SotzOXJWo8vf3Z9asWVZjXl5e/PLLL+bj0vpUKcody+mdFkEFss0/PlZEldEIW6dKugxE1LQeItGownYOWSnSTmXbT9DiKfAIsL6HrSPYOUuqz4RHIAS3ljY2Hq7QqDcHqvjRz70KXgWwsyCVacf+YNeRP6lZv6+4k18KJzdo+ZwUsBsMly/09giU9ZlScfYu8jz5eZcvbE9LhNlPWj4rG1sRjys+hU2ToPe0Is9sJ2afJ7fJDkiXqtD9KzAAGESAFV3niS0w9UH5PEFqjtq/Bfa3iSFxQAt4fIHUmTl5SJSvas2KXpWi3LZclagqD38qRbnjsSnhfzvT2NnDsH2mpMZS4sUh/fQ/YFOSf5MBTmyE062KiyrPWtBlNPz6igg1Jw+JCn3XQd5v8Qy0eoFmR1fjtuRNyM2kc+UgGrZ8gvysFEjYASHtr/wspTE9rVpLWs5kp0j0y76S7Ji80k7BxD3W4rMgX/yznCpfegebX0N4cqkUaLt6Sz3ZN+0kDWbnCA9Plh2bJnbPswgqgLX/FZsMU9TwVsfGRsxka8RU9EoU5Y7gml39srOzy2MdinLn4NsQahdy8HavDsEX63wykiXCsmGipK7aj4CcVEg7JVYJJtz8RKAERVu3sClMRF94ernsAOz5rfUOwA3fwIUE3H5/z9yA2fb8MaKP/0NkTgEU5JZ8zbLgUlVa+aSegQPLJFJVr/uVz7N3KT5m5wRctKK4FJW8oHokVKomUS1TXVFeNiwYDKmFdkuajFBNGI3l++yKotxRlMlRPT8/nwkTJjBz5kySk5P57bffCAwMZNy4cVSvXp2HH364vNepKLcPlbyg+5fSRzA3S6IippTMgd/lBbLDbuN34qv006PQ8gXZtZaeKG1qcjPFn+lSdU92DhZjzI3fmcWTmZy0YvVOrueO4GbrBM3Cy+95QYRkj68hJ0PSeCUJpqJUqy/puDXj5LhysBTjN3uy5ML+ouRnW/ypTGQki6mpifBesPVHS81R/e6WwndFUZSrpEyi6uuvv2b+/PkMGzaMd9+1bIuuU6cOU6ZMUVGlKFfCtVrxfnMF+XBwmfVYaoK0T2kyANZ9CR3fkZRbXo5Eqgy2ENyGK+LfFLxqS1E2SMGyZ6hYMBxYap5maPgw1LlHzEXLm/QkafC84yep7Yp6rrhFQmEcXMRhPuxeiShVq29t8nliK8Svl/qxmjHFxZCjm/hrLXrVMtZ0oPUuxeDWMHCp7FB08YTAlpcWqYqiKFegTKLql19+4aOPPqJVq1ZWruJhYWEcPny43BanKHcUNrbQoJdEsEx4hcnut6BW0OBBMNhAlZoScTHVYe2YKY7sdbqIRYFdEZ+pM//A/iXSQzDqBTHgDI4Gr1C4Z7QIkhNboe59ENoZnD2sz8/PgyOrxFCzkheE9wS/xlf/fDtmwl8fys9JByBxP/SbdXkR4+gKQS2Lj5/cBpO7Wgrxq9SQHZRFbR0a9JRdfUdWyZpr32XdX9DGBgJbyKuiyc+D07tFSHvW0oiZotyClElUnT59mqCg4j41RqORvLy8a16UotyxhPeStNy2aeDTUCwAlv9LGi+3eEaKz23toHKAFG1P6yn2CSAu6o/Ng5COluulnoaZ/S1psF2zod9sKegG+fKOfvnya4pfD9N6WFrXbJsurWEu5ytVlJwMKcAvzLG1kHICqtUt+Zzzx8THq3JNsCtSqH9ik/XOxnNH4NTO4qLKuTKE95DXzc4/88Q7zFgg7XT6zS7ZI0xRlJuWMhWqh4aGsmnTpmLjS5cupV69y4TzFUW5PB7+0GGEpKRyM2HlZ/IlC7DpB4ligKSrdsyyCCoT+3+3Pk7aX7yuqOicK3Fis0VQgdR0Fb3vlbB3lnYwhakcLCm3ouTniov819HwVZTsYPxngZh/5uXIHLsSdv+Vpk7rZiXlBPw61PJ3nZMufR1Nz6soyi1BmSJVL7zwAsOHD+f06dMYjUZ+//134uLimD9/PhMnTizvNSrKnUclr+JjlYPBwVVaz8x+CurcLR5RhQVP0cbCzpUlZWj6sgaoWuMq1+JdfMylSvGxy2EwiJ9W8n44/Lek6x6cILYHRYnfCAtesqx56zSpAVs7Hh75Eep1k3SoT7iYpIK0uLmVbRDysiVCWZgLCRd3IjqUeIqiKDcfZYpUde7cmQkTJrBu3TqcnZ0ZP348hw4dYsKECbRu3bq816godx72ztKbziRonDykJYtLFamfSt4PB36D5k+JYAHZEVe7SPG7d12491NL/VVAC0uB/PljEv0pqT+eiQsJULkGhHSWY4MNdHhHUpMmcjMlcpawvfgOQ6u1hEHv6fDiBkkfeobAsVipryosDM/sthaBIDv57Jykn1/6WRGP/efI64mFcN/Yy5uVmkg7Lfe8VJ/CiqJyELR41nosZoikARVFuWUoU6QKoFmzZkyaNOnKExVFKRuBLeCZFZByDNz8LTVMrj7Su88kRlq+CFVDoN79squwMLb2YkFQI0Z20HnWFmF2ZA383E88nFw8ofeM4gXhJzbDzL5ioFnnXplTOVgKqE3F8OnJ0qpm0w9y3HSgNEq+VJNiB1cRV6d3wx/vyY4+YwHUai9F5AD5OVK8XthDqmotEVLhvaS+y8FVmkSHdLKIyiuRsBNmPSa+XvYu4t1V7/7SnXu9sbUTEVU9Ulry+DWWnYmKotxSGIzGwr8iKteTtLQ0mjZtyubNm60aUyvKVXNsPSx6TVzHGz4C7YeXvv1IVgpM6mpJnYH0FnxsrogVkHTUrCekmLxBT3FAz0qDu0Zapyb3L4UZj1pfv+/PYstQmLxcaZzsUlWE3vIxkHVOiusB3HzhocligrplKqSelGfMOAth98j5BqTOyIStPTz1V+nSfkYjLHhZWgCZcK4Cz66Won9FUZTLUNrv71JHqpo3b46hlL8RbtiwobSXVRSlLAS1hIFLpPWLq1/x3XGXIztN2uEUJvkAZKdbRFVupqQHW70I674SIebTQKIohUVVxtni1y86lrhfxNCB3yQ92eY16a236jvLnNRTsHehiKo6d0vj5IJ8EXt+kWIhkZFsfd38XDFI9WsEWania2VqKF2Y9CQ48Ie1iASJ0mVfuPxnpSiKchWUWlS99dZb13MdiqJcLc4exT2lSoObn9RirR1vGWv+DLj5FLp2ZUmv/fqapTfe6d2wa670EDThEy61TnlZcmznJGMm8nKkDmr3XDneMROM+VDvATEvLUzKCcg4J+nNtsMkbWnvYunzt3dxCc/iC3+PgR0/Q4024jpf1KLh4DJYNETMRgt7gNW+R9KZZeXsETi6RtKU1ZtCQLPSpyIVRbktKbWo6tHjFvB5URTlytjYQNTzUhx9eAWEdhLXcpC2OcfWSTG8RwAENBdRYiocP7ERCgrkGiBRosd/gR3/k+NGD1un4zKSJEVYmH1LoNXLYlR6dLVl3D8SFg+Fhg9L5CzpoAiV2neJeApuBe2Gi02ERwAEtYa4VSLaQKJvZ+Ogz09iGmri6FpJZx7fBDGvwakdUrDf8GFwLGMheHoizH0Kjm+UY1t7MR8tyahUUZQ7hjIXqpvIzs4mN9e6AanWCynKNZK0X6wFjAVSsO4dduVzzh0VE0w3Xykmv1zUxMMfWjwtr8LsXwJ7f5X77lkoBfAd3oZVYyUl2ORxi6AyEdTy0mLCuaoUoe8rFGWq1V6K0f0ai2jKPCvRqfRkMfWsHACrx8ncLZOh1Utw14dSA1W/O8wZJJGv5IOQtM/6fkdWiimqdyE38oDmsGWKRJXi10skrdHDUvxeVs7stQgqkFTkoeUqqhTlDqdMoiojI4OxY8eyZMkSzp8/X+z9PXuu0hhQURQLyYdh2Ufg5AYYJALjXVfE1aWK0eM3SNPljLNg5wjdvxbxU8kb/CKsIzeXIicT1n8tzY83Xqx3StwjxeStX5HoUNh9UvSdsF2iSe7VwT/i0sab9k6yGzA/Dw7/CbU6yk7EyfdCuzdh7xJ5vhqtZReiT7ikGAuzYSJE9BPBePawpNoS90j7Hb8Ia3uEqrWkhsoz1CL+at8FMa/Ks7kHQOcPLi+oMlPEwqHoTsrC2DkWH9OegYpyx1Mmn6rPPvuM9evXM3LkSBwcHBg1ahQvv/wy1apV45NPPinvNSrKncO5o5C4F9x9JVJkay/1SvOegUn3luxknpcjheCmAvG8bFj6pqTdJt8Hm76XlN2VsLER8Za413o8PVF6Akb2FzuGw3/Dd51gzlOypm0zLn9dn/rwyBQYvF3qmpYOl8jO8n9JBK7TexJ12jJF7uXmb31+436w+HWY2Qd+f1v6+DUdKCLLo7rUUoEIpYi+MO1BEX0m3Hyh43vw8hZ4ehmEdCh5nUajFLR/fxd83UpEWOb5kudWqy91aSbcq0Nox5LnKopyx1AmUbV8+XLef/99unTpgq2tLc2aNeOFF17g1VdfZeHCheW9RkW5dcg8L81+zx+7+nP3LIIJMSIejm+SVNvmSYABGj0qLWqOrC5+Xn528VY0GcngVFl+Xv6v4rv9SsLOERo9Yl1oDuDuL6IBRLCtHGtdZP7HeyIGL4eDi/Tly0iSWqao56RH4fYZUjgf3ktqqoKiIaKPmJ2CFL4HRUldlIlzRyTi5OQBxzZA0wFyPZ8GUrSely0eXoWxsREB5nwZJ/gz/8hnn7RPol1Lh4uAKwlHV+j0PgxYBH1myk7MavUv/xkoinLbU6b0X0pKCoGB0rjU1dWVlBTZHdS0aVM++OCD8ludotxKnNkL85+Hk1tE0PSYYCkAvxJn42Des5ZWJSe3SL1Rp/fg+Gao2VaaIefnFj/X0U12vS161TJW7wGJKIEIoKIO5ZeiRoyk8mwdRPB414fO74G7n7xvLLBuZAyypsI96xL3SrrPux44u1vPdakqtU0XTkrqrs1Q8AqBuvdCm9flvKT98OgMyE2HKjWL102BeFzd9SE4VoGEzRa/KxPu/sXPuRLnjhX/fM/slbY4JeHkbomSKYqiUEZRFRAQwPHjx/H396dWrVosWbKERo0asXz5ctzctK5AuUPZOlXEEEDWeRFYz66UXXaXoyBf2qcU7f12Zo9EaJoNhFM7JS0WHF38/Ow0qSF64EsRBflZUuRuSuO1fKH0xqAA1ZvIK/pl8a1yKFQvlZMhPlMH/5Ri8awUEUOVgyVK9+dHsOliPVZYV+j6uRTFA6SdgYWviqACSNgmOwWrhsqxja28/Aq1wAGxVPCsI615QGqvCvLhj/fhgS+knqzZk7BtOhhsof0IcSYHSNwn6cn4WKnLqntf8XY2WaniEF85SNr5FI7ClWaDgKIoykXKJKp69erF3r17adGiBc888wzPPfcc06ZNIy8vj+HDh5f3GhXl5sdotN4NBmIumXn+8qLqzF5Y96Xs1KvWQPremah9l9QY5edCcBup4fG9KDgSdlysvQqAQ8ssTuOuPtBvthhm1oiReqLAllKbdbUULdQ+vVvqqM78A47ucM9ouV9Ac0mvndxiEVQgO/4aPgIePSyfx4UifQbjY+HQXxKJM7W+KUzmeTj4BzR9HLIuSPTKWCCF9Pk5srvQwVXqye77j9RmndwqIrRaPfjlZTgeK9c6tg4wSloV5Hq754lfV+VgEWO9Z0jaL+OsiMWaGolSFKX0lElUDRgwwPxzdHQ0S5YsYffu3QQFBVG3bt1Ln6gotysGA0Q+JiLBRGBLS7++kshJg8VvwJEVIj6aDpBU1+nd0vTY3gU2TRIB02+WRVDFrZb+d/k5Yjew7kvLNdNOiw9U+zfF16k82fSDCCoQJ/Lf34HnVotRKFhMQguTdd7ys3t1qNFOntdEjTYw50noP1fSnUU5ulbuaQRcvWHlV5b3qjeD1BPSviagmUTODi6T9w79KbVOx2Otr7flR4joLyLw8HJYOFjGkw+KncMzK+Dpv6T4v7AZqqIoSim4KlG1detWzp8/T4cOlt0z8+fPZ/z48WRmZtK5c2feffddHBxK+I1TUW536t4nf26bIcXVjQsVXBfmzB7pa5efI6muk5ulAfGF47L7rJInLP9YUnqtXoQds+DQ33Biq0R0NkyUc939oUqN4tdPTYB/fpHUl3NlqNFW5h5ZLbvivGrLdS5nGZCXIyaZ549J6rBafWmwXJjMc2I/4HGxd55HkNSSmYSUrYN4UZlwdIX7PoN1/ycCJriVtKfJSoGUeIuoOhsHcSsAoxiAbp4ikbaWz4sdwv7fxF7CozrMfUbOOfAHRD0r0cKsFHkV5ElheuY5yxoCWlisFo6tt36erBRptly1gnfxFeRLVO3YemkJVLPd1aVvFUWpMK5KVH311Ve0aNHCLKr27dvH22+/TY8ePQgNDeW7776jWrVqvPzyy9dlsYpyU+NSFZo8Jq+i5KTLF352Kvz6ukSUQOqD7v1MvswBzh+VL9LowVKwXZAn9gEGpMXL3l+lzUuVmlJAfWi5iJHjm+R8g43UXc19xtI6xjMMWj0Pi16xrKfZINnpV1hkFGbPQokgma756DSpSSrc5qVWe0skLj1JIlfNB8mz5edC/R5Sm1UYz1Ax3jx7CLb/LBEvG1sxGQUxAJ37DBzfAK2HWKJw+Tmy6zDmdejxtUSuvoiwvvaBP8R8c/9vIsJcfeDBr2HecyL0/Jta/90U3eVoay87ESuaI2tgandL8X9gFPT+ScS2oig3NVclqvbu3cuQIUPMx4sXL6ZRo0aMGjUKAB8fH7744gsVVYpSlO0/w6+vSuTJJKhArA/O7JIdfpH9pFC6VntxMDcR1BJsHcX0cuO30P3/4MQWERzGAvFmCmoFNg4iUJIOWAQVQNVgWPeF9Xq2/iimnRgkqgbimJ6wQ879rVBtpLEAlo2UXnmd3pcoUlArsUEwmYom7oNja+XlXEWEmGs12dUHEuXa8K2IxlYvQYMe0gqnag1o+qQICTtH+TyOX2zInpdd/HP0qC71T+lJ4FbdukbLq658Vp51oEa0CDXvMHhuldRIVakhn82WKVDJB4JbS3Rr0w/QdBD4hksxvZt/2Xoqlhf7Flvv1oyPlbRwpRI2KSiKclNxVaIqJSUFLy9Lh/oNGzbQtm1b83HDhg1JSEgov9Upyu1AagL8edFqxFBCVMhgI+1TIvpIMXphTyaQNFDLF6SgO6C5pPJs7AGjpIlM5psRfcXwM6Kf9flZKSIiCjuPO3lI1MnhoigqKBBx8dtbUshdVNDkZYmtQmoCNBlgSb+ZKOyobkq3uVz8t+LcUZj+kAgbg0GiQbXaSaH7jlli7FmQD1vqQbdxlus4FOnLZ2svz28wSH1V9y/hfwMkCuURJDVpM3uLIIn9P7FlCLtHNgpUDpJI1v+ekKghiNN7xw8g/GGY/SRsuGjLEPkYdPlYLBMqgkpe1scGw6Ud6xVFuam4KvNPLy8vjh+X3wxzcnL4559/iIiIML+fnp6OvX0Zdhkpym2NjSXFduGkdUrMr7FER+reL/Pc/aFakc0eDq5ijFmlBoTeAxu/h1n9JVLl5icmmiCF4BlnZcdcYSPKqiHQerDli9nGVsTbjlniGZVxVgq1l42U9/f+KgKtME2flNqmteNh9gD4qTecj7e8X60utB1mOfYIgtpd5Ofkgxa395YviJXCgsHwc38RO5Uu1nYlXnSLb/2qiL5/5ovw8Y+EOvdC//liBpp30UsqpINYVgxaBk8sEEFoivAU5Iv7uskRveDijkGToAKJBp7ZDQlbIaWQWevWqXB6FxVGWFf5/Ey0fUOc7hVFuem5qkhV27Zt+fzzzxk6dCjLli3DycmJpk2bmt/ft2+f2RRUUe5ITOaVuRlSP+RcWXaR3TUKfnkBds0RY86IxyD7vKTb3KvDvl9h7yLp1Xf3KEmHJe2XlFjL52H1f+DeT6X58B9vWe63d5G0YKl9N5zYJmPbZ4hnlXNV2Tno5CG7Be/9VMSCjZ3sgstJE5E36wnxnjLmy/kZyZKu6zxSis0zz0tNV1Kh9jWndsjaM5KkiN5gEDFQ527IvCAiy1TAXslLonHOleVapohZfi6s+0p8uGInyhwbO0kJNnxEmkJnJEGVEOkNOLO3iKKmA6HdG2IXUSVYXqmnITPZ+u8i+wIUXBRgxoLiLWfysqEgR7y3ilJS6vFG4VMfnlwidhtO7lL7Ze9UcetRFKXUXJWoGjJkCC+//DL9+/fHxcWFTz75xGqn35w5c4iJiSn3RSrKLUFutvg0/fGuREpqtoNu/5UIU/0HwLMWnD0iBe3LPoSarUVEJe2TmiQQX6q/RsFdH4iPUvIhEUBppyXSdL6EdjA5abD8I+g6Fhr2lOiPZ22wvfi/9+55cv72nySFZnJaN9hAnXskMvPbW9DxfVj2nrwXv0Hczut0ESPRw38Vv6+NDUzpJsX3IDv/Bv0O/s2sDTSr1ReTztiJ1vVkIAXoBltZywNfwubJsh4TXT6Gxr3hp4fFCwykl2FQSym0N+HmIw2alxaqBWv7pny+IJ9FsyclzWoi/GFZm429iFeTkPJtXPEtZzwCLKJUUZRbhqsSVVWrVmX69Omkpqbi4uKCra2t1fv//e9/cXHR3L9yh3LmH0k5mb7841ZINGfdV/JlHvkYNOgp9UCeISKkPIIknVaYlHgRNVumSJou7bQUfbv7iyiyc7IUojtUEhF1/zioFg4BTSVqVBhTbdPRNXL/ju9IdMbGBlZ8Ium13AxpmuwRAGmnwLeR7DoDCGwuUaYt0yxpMu+6Eh0yCSqQ2qZj6yWqlrgXWjwjaU0ndwiOkXShS1WLlxRI8X2DnpJutLGDBS9ar33nHGg71PKZmijaazA7TXYy9p97sTegvxSiF6ZeN7D7UdKMlbxlTc6V5fkGLpEdlA5uYvWgHlWKopSBMpl/XqoVTeXKla/qOjNmzOCnn37ixIkTANSuXZsXXniBdu3aAZCdnc2YMWNYvHgxOTk5xMTE8P7771sVy588eZKRI0cSGxuLi4sLDz74IK+//jp2dpZHi42NZcyYMRw4cAA/Pz+ef/55evbsabWW6dOn8/3335OYmEjdunV59913adSokfn90qxFucPJPGf95V+nizidn9oux0vesNQzeYbKC6DJExLdMlGznaTfcjMl4uXTELp+JoXi7n7w+ALxocIo9gkF+VKbdSkvI78IaDcCVn0qBpn+EbDmX5a1XjghKUcnD4kAFS5AN+FVGx6fL+sy2IqNQ8K24vPOHZWIGEibnoddoMGDEPc3rBgjBqbt3oDT/4hwC+8p1wbpvefgJmk7E1WCwCtU6soKt/Hxjyh0zyOwdITsmrN3gfs+l3SojfUvfTi4QIPucKE5YLD0MwQRd7aOktY8s0fE6uV8vK6W3EwR3VkpIkjL0ptQUZSbnqsqVC9vfH19GTp0KHPnzmXOnDm0bNmSF198kQMHpMP8xx9/zPLlyxk3bhxTp07lzJkzvPTSS+bz8/PzefbZZ8nNzWXmzJmMGTOGefPmMX78ePOc+Ph4nn32WaKiovjll1944okneOedd1i1ytJ9fvHixYwePZoXX3yRefPmUbduXQYNGkRysqVG40prURS8w6RtDMhOtLr3WwSViW3TRQQBnD8OexaJuLnrI2mTEtFPRIap5U21izviglvJvPiNYuAZ0knawvzcX3a0/dgdzh4ueV1ObtD2dXhuLQz8DXKzikd+DDYwMQa+aiGRtcLCxoRniKTcGvaSOibfxlJ31foVsXloPwLsHS1tYEB6BIKlnunUTljxqYiXgOYWQQUioLqOtYghp8pS2J6RDA+Ml2J1/6bw0CTrKNSBP0RQgUTcFrxs6XtYmJPbYPU4+CoK/q+lpBpNzaGPb4Lv7xIhOLOPiLSsEj6DspCXI5/ptx1hag/44V44vad8rq0oyk1FmSJV5UXHjtbOxa+++io//fQT27Ztw9fXlzlz5jB27FhatZJ2Gx9//DFdu3Zl27ZtREREsHr1ag4ePMikSZPw8vKiXr16DBkyhLFjx/LSSy/h4ODAzJkzCQgIMPckDAkJYfPmzUyePJk2baSv16RJk3jkkUfo1asXAB988AF///03c+bM4ZlnniE1NfWKa1EUPKpD35/FQ2r9V1KIXclLPJVMBMeIaMg4J9Gmvz+2RGA8QyHqRVj8qhxH9Ic9C+DvMRKpcvGGKV3luq1esnYEP38Ujq4TO4bUU5IKC25l6flnay/F41unS/88qxSiq0SrTFYIv70lReK177r88+5dKDsG2wyFX1+zXK9aPfGw2jVHvJ9AUomFmxU7VZE05bznpLi/6RPSqzC8lxRqp54WEXfuKEx7UESgTwOo213qwAo3eU7cb72ugjzrzxyk8P/gH5KaNLFwiOyMrNlGRFluoYL1XbMh6jlJDV4riXtg+SjL8fkjsjHBp961X1tRlJuKCo1UFSY/P59ff/2VjIwMIiMj2bVrF7m5uURHWwzvQkJC8Pf3Z9u2bQBs27aNOnXqWKXgYmJiSEtL4+DBg+Y5JiFUeI7pGjk5OezevdvqPjY2NkRHR7N1q7hHl2YtigKIiPDwl0jJob+g80fgf9FCoXE/qVsy7exLPWGd0ko+CO4+0G8O9PxGojkH/hDBM+sxOSc/99L3TjkOv7wIf30EUx+AuJXF52SelQhN68FiNtp0ANwzRnoMFub8seLnmsjPlfqoFZ/K7sDsFGuz0TN7ZGde/QdFAIE4wA9cAh3eleLzLv+Cnx6VVOGu/8nuxJNbpaDctyHU7izpzM2TLFG107thxcfyORUmpIP1sZufJbVqYtt0ScEVxWwLYSj+XnmRk1E8Mph6uuS5N4ILJ+HgXxL1LGnno6IoZaZCI1UgNgy9e/cmOzsbFxcXvvrqK0JDQ9mzZw/29va4u1sb8Hl6epKYmAhAUlJSsZom0/GV5qSlpZGVlUVKSgr5+fl4elq3gPD09OTw4cPma1xpLYpixtZR+gC6+cHa/4pI6PSeiJwfH5A51Zte9KYqgsnUM36D2B80HSD1PQYby24+kKiSZ6hFYFSuIcacJoxG8aEK7WR9/epNRcit+FRqrXwayDUKiyKQ3YMlcWw9rPlCdjI6VJKol00J/4zUbCf9BY1G8bf6cyRgEGuJ8B7wzwJr24L8XBFNRdvaOFct8vnYipArTK128PBk8e/yrC1Rr6J1YQab4gaaBoNEw0DsIGK/tvhYhT8kn3d68rW3h/GqI82fT5haCRmgbtdru2ZZObNX0pumVHGbobIRwN65YtajKLcZFS6qatasyfz580lNTeW3337jzTffZNq0aRW9LEW5NLmZcCFBdrI5Vy7+vm+4fJGaUk2Je8G7Hqz+t2XOic3Q8kWJ4Jj6/oXeJV9uGcniL9XiaTHiTLnYiiW0MzToBbvnSOTl7n/JLjZbe/AIhEn3WK+jpB1sgS3hsV9g3xJwqSI1SkvelHqo3XPF4qD9W+KYXpTkQzD9Yam3sneW3nwrPhHh5F5dImogjaQ9Q0T4JR2AhYMt1/jleanHcilBqJjsDwoT2U9ScdkXZJdiyxdFxBmNll2ODpWk7U2DHsXPB9lNGd5L7BbaD5e0pMEWOrxjEXEBTeHJP+D0Tkkf7v8NvmkvHlE9v5WUZFmp5CmRx0PLZWdlzbbS5qciOPCHde3dqrHyC0BRMasoSpmocFHl4OBAcLA0ZQ0PD2fnzp38+OOP3HvvveTm5nLhwgWrCFFycjLe3vKPr5eXFzt27LC6XlKS1FIUnmMaKzzH1dUVJycnbGxssLW1tSpKN93HFOHy8vK64lqUO4TE/bDsfanB8a4nBdRFBYh9JUuBtomixpQgbt71uslOsLTTYrFwcBlUrSUO5JUDLIIK5L17xohYsrGDs3FQqyP41pdIT8d3LK7olapJtKUoNjZSQ1SzjWWsz3R5rpDOUDlQLB9KIvmQpYA9N1Pqs7qNB0c3aPiwOMPb2kvEbGoPsVuIeU3mB0eLX1fcKqmTqtsVWr0stWcYxVYhL0uuWzhqYu8CHd6W59k1G+Y9LUK03QgxGi1J1JrIThPPq79GSdH73R9JdOz+/8pnXHj3H4BvA+llOLGN7NIDiRZunQb3fHzp+5QGzxBLVKwiyUgqPlbYZV5RlGvipqmpMlFQUEBOTg7h4eHY29uzbt0683uHDx/m5MmT5sLwiIgI9u/fbyWI1q5di6urK6GhoeY569evt7rH2rVrzddwcHCgQYMGVvcpKChg3bp1REZGApRqLcodgNEIm3+w7DRL3COF1kWLou0cxJqg6LmFzRwNNvIlazBIBGX1f+S6a8ZJJKFGDOTnF19DagKs/z/Y+T9JwU2+V3bU2dpLYfVTy6Df/+RPv0bFz8+6ILU0J7dZaoy86kC9+yGgyaUFFVic0U2kxIuw2/aTjNftChhkPdWbQfNBstOxw9sSAdu7WJzRq9YQMVS/O8S8Ijv8EvfJLsaTWy3Xz8uRSFjWOfH52verfI5nD4tJaUmWDoU5vkk+25w0abw8e6BE1Gq0Li6ozJ9PikVQmbiQIEJw3f+JLcaBP2QH5a1IaGfrv0O/CG2BoyjlSIVGqj7//HPatm2Ln58f6enpLFq0iA0bNvD999/j5uZGr169GDNmDB4eHri6ujJq1CgiIyPNQiYmJobQ0FDeeOMNhg0bRmJiIuPGjaNfv35mp/fevXszffp0Pv30U3r16sX69etZsmQJEydONK9j4MCBvPnmm4SHh9OoUSOmTJlCZmam2cuqNGtRbgOSDkgdUnysRF7CulrX0+RmSvF5Yc4eErsAB1frViL1u4v1QXysiCmfRmIDcHyDRKGqBIODh8VeoTB2jnKuQyWJApkMNn0bST+96i3EeX3PL+J5lbhf6rbsncWm4FJcSIDFQ6W1DYgIaz9CBE7qKalpsnOSlJezR/HzPetAh7dg7ReypvrdIfkAHPhNPJjavwU7Z8Hh5ZZzek2SyJ7JNHT7TPkST0+SBs6u3uDqK1E7gJQTlnOzzsORlRIJ3P+b9VpSE4qL2aKkxJcwdpkCfJAoWHC07KJ08hDBl3QQFg+TFOE/v4gzfN9Z4kN2qxEcDU8sgiOrRSTXan95Ia0oylVRoaIqOTmZN998kzNnzuDm5kZYWBjff/89rVuLB81bb72FjY0NgwcPtjLcNGFra8uECRMYOXIkjz76KM7OzvTo0YPBgy01HIGBgUycOJHRo0fz448/4uvry6hRo8x2CgBdu3bl7NmzjB8/nsTEROrVq8d3331nVeB+pbUotzjZafLFaRIEcSvEpbzZQMscBxdJqS3/l2Wsw9vifH7oT0lhNe4tIsovQqICgS1ETB1eIdEaV2/ARuprTv8jrVM2TLTe1WdjJ8JjyTARTRjEz8lgA1O7SzF704GWovNL9YXLThMvq7Qz4qGVdNAiqABiJ1xs3hsoflcmYRP5mNRrFRVWTq5Sg9X8GfG+2v6T7PQDETC2dtaCCqRerKiQ2fur9OI7sVmOq9aSz+6f+dYpMucq0GmkROFCO1tHsbzDJOp0ObxqSyTQtPPOYJCo3OVwcpP04K454gT/54eWIv5DyyB6iNTG7Z5XsqgqKJD5hS0fbiZsbCVSV6P1lecqinLVGIzGont9letFWloaTZs2ZfPmzbi6ulb0cpTCnP4Hvi5SPOzXGAb9CXb2lrGU42JJsH2mCKyzh8RLCqTOp3KgRJi8wqRA/cIJSSdtmSJ1Uw6ucM9o2XG3fyk8tVyiO1umSG1L/Qdg31IIuxdWfibRkkZ9IKgFzH7Sen1th8kcNz8xzfQOs5hpFhTIF3/mOSmONhqlpmlBEcPahyeL+Co6/sQiS91V8mERR26+co3DK6SgOydD0nLH1kvRfrfxMPdpa+uCez+DNf+V9JuJVi9JnVLWectY+xFiPRHayeLjtf5LWDNeomddx4qA2z1HatmaDhArhcvtWsvPhf2/w9+jRVC1HyFO67al/F1y52yYM8h6rOXzsP5raDccOoywfu/0PyJU42NFmDZ8WNvdKMptQmm/vyu8UF1RbgqcKsuOtIxCBeXVmxX/AvYIkILwVi/KF/+XF3dNdRopqcEVKyVN511HvpRBREK7N2H5RaPPpIMifqJqgGMlEV0OlSQds/YLieLUbCsRpMa9YeN3UmBeFAc3iHlVzj+182JExijRmITtIoT++sgyv/NIazNSJw+o1sCS0qzkJd5ShS0LjsXC9IdEvDToKbViG7+DIxc7EjR/CvILIKwLnNkHUc/D2vGyg849QHa5+UdKbdOZ3SI2fBtaCyo7RynY92kg/k0J2yW6du6oRPfyc2DeM9D3fxDSUeZ7h13ZBsDWHurdByHtL35elS4/vygl7Ua0dRAriwbdrcczz8MvL1iiab+/fbHO7dmru6eiKLc0KqoUBcSw88EJEmnJOi9io9mTxZsTm3CuAhjAu76IBVsHqf8BKTJf/3+WuQX5kuryqi11W7b2kJcpkYyEHRL9MRqkANreWVJvNrby59rxltY1tTpIEbxnqERvHFykYNtEzGvyvlcdMQ7d9IP1mtd+AXd/DIf+kPVWrQV5ufJn9GBJd636tziLG4H8bBE5bV6XXXOr/y1eTsGtZU2Je2R3XvMnJXKVuFcidE/+Lv5VnqGWHnePz5cieTdfEXvBraXBs0MlSbdVqy9te+Y+BccubgjxriuNlrfNkONT28WLKjUBHvg/qFRVrCE8QySNWbjlTWGuVkyZqB4Jbd+E1WNF6DZ5QmraWr4gz1GYlHjr9CRIerTZoNJHxhRFueXR/9sVxUSdu+HZlZZCcpeql5/vXFn68s19GvKL7AYz2MgXsQkbe2nHEhwtjXod3SWt9tsISRfV6gBdP7ek6FITpMmxuz+s+1Ku0eEtOLAM9n8lxxH9pLHx8YumkhsmSk/A8/Gym87W3mpJ2DqIoIpbBQW5Yj665t9iVeDoLqkth0oSMaoWJlYEqQlQr7v4NJlqi46ukT58OWki+kCu1eEdEUcl1Xg5uskLRGz1mSm7+BzdZRdjQb4UvJsEFYhIM7XKsbWXaKKJ1OOw4AXL8T+/QL/ZV/47uxoc3aHdMImiGfNF5F2qfs3FC1x9JMVrokYbFVSKcodx01kqKEqFUiVYIhRX+nI2GmU3XdVa0P1r2THn7g+NHpVUXWR/y1x7Z4mk1L1PIjsZZ6UNTOI+Oc+vMRxdLRYBBhvp+df6FZlrqtcC2XF3fIPleNt0CLK0TsK5ikSbDvwhEbbGfawjbe2GS7QoO1WMRv0jRVCB+E+tGQfhPaUh8u/vSuQl9ZSItbQz1q1fDIiQMbF3kURrCouOtDPyKgknd/CPEEEF0oLHZIJaGBsHKfZvN1xqv1ITJDJ1okhU6MRm8dEqiawLsqswP6/k9y9FQQEc/hsWvQLzXxDRl5td8lx3P+j1naV4PqSTpDoVRbmj0F+jFOVqOX8ctkyWgmVXH9mJ5+QhZparPwcMkrrzCJL6n7TTEpHKSpGUnzEfbJwkPRS/XiIaD34tBdW754n7d2qCdU2Pwabkvn/Gi5YMNrZSv3NqlxSFn4uT1GS7ETKnWgPxecpOldYktdrBuq+sr5WXLffJSbeYfJpI2i81Z6a2OKYoWEAzqZsqbA2RmyU7+db8V2qgglvL1v3L7YjLSZPCd3d/6U0Hcr9abeUeNrbiCQbyDN51YP8Sy/m29rJzryjxG2Hpm2LiaRKrVYIs76efhQNL5XOvVE1Epam1T8I26U9oerZZj1sX8BelZlt4ZrnUV7kHSL2coih3FCqqFOVqOL0b9iySXXcAZ9Pg739BlzEinEzMe0aKyLf+KP3uKgdJ+u3Ab5I+K8iT/n4gdgx2jtI6JSdNdgJGDxYvKqfKUuNlLJD0mY2t5UvetZrshGv1kkSk1n0FdbvJDsLV/xavpcAW0g8vO1WE37kj8NeHcPI+sX3YXejZKgdJTZQxX6JkuYWa7fpFAAZ5hsj+Em2r2c5SXA/iIu/qK8+2/msRGZu+hw3fyPM0ekSiSY7uUK2unGuiaqh8tnXvtxTKB0eL75ZDJYkaDVgI5+IlmogB9v0GSXvFguLez8RHCzieepzz2eepZeuKy+yBFr+qTd+LaGs71HLfQ8tg/vOW44N/SGqyehNZa1EfsaT9lxZVICLbVXf8KcqdiooqRSkteTkiFvIyrcfdq1vvGjRhYy8ix6e+CJW0M1KXYyyw1CKZOL5RREjSfjlOPQknd0Cv7yW1lpclqcL7x0n0xdlDjv/8wBLZAYkIBUVD//kSyfFvIq1a1n0pwi3qOYnKxK2EauFS3H5kpURWGjxo6Z9XOQgWvyERs8jHxIH92FrxxvIMgcwUKSKfV2h3W9I+2UnoEy6RsDX/tby3aqwUdydsF5uHGm0kImcynnSpIrYJu+fC+aNyjz8/kOcO7yUpVZ9weZkYsFAiZ06VpTjfxoa/4/9mxKoRpOWm8d+6g+hY1AB036/yzKbdlMc3Wr+fdlqMTKs3Kd6UGWRHpqIoyiVQUaUopSXrvAiViP7W4/UegJzU4vMd3SU6s3io1OaA1Ffd9x+IflmiLyDCJT/Puu2Ke3VJ2dVsJ0aUBblS83Ryq0R48rLFeLT501JPlJoggsi1mgizoJZiJbDmvxb7g7xsEVdRz0lN175FMtcvQq7buLfMK8iXqFnDh6Xe64/3xI/rnjFS17TzfyIuStoZmXlOBF9JqcrMcxItM+ZLSs7VB8ILNUE+d1h8npzc5ZlBWsPU7Sa7GoviWk1eF0lIS+Dt1W+TlpsGwPr0eNpXroHN+SOF/q66W9tTmHYnmjAYLGlX/0jZmfjHu/L5t3uzePshRVGUQqioUpTS4uIpPk6ndkCLpyXi4+or6bW14ySttP1nqUtq9aKko47FWgQViDFm5jk4vhWOXhQ7vg2h80fwx9simCIfl+s6u8O2aeDfWDypjqyR+SafqUN/w/k4ETDVm0ox9p/3iQCIfBzaviGGlIUpyJedapWDpZh62UjxuGozVKJoe38V8TVnkETUnCqLq3z15tL8+OjFNdjYQvf/k0L9s4cvjtlBtXrw6+tw14dS4G5KnxkMUrN0YrOkIBs+LPVk4T1EqMXHin9Xqxekl6AJd3+5Vym4kHOBrLws3gl5hPCcPHJs7Tlx9wcEbPgBw+kdFw05izSZDmot6by4VRIRC2ghqc2kA2LR0GyA7EA05kv0TlEU5TKoqFKU0mJjCy1ftJhftn1T0lw2dvDbKYmq1L5Ldga6eMHM3iK+imLMtwgqEFGTckzMRvMypabK3hkaPiK1UaZ7t38Llo+ytF2pWkOaDYfdKzv/bOzgvn9L1OrgH7KjsHKRdJVHoNg3VK0plhC1u4AxT0TbvGel5qvl8xY7iKzz0uz54SkWQQUilg7+KTVQBbkixPybyE67sHvFeb7n9+IrVbWGeHed2iECqvbdkt67kAC7F0iEatnFlk8GG3E+/3u01JC1eLbUoirANYAvGzxLqz8+FuEK5NbqgOH+cVI07lqteHQtqIX4kyUdgpWfSgQN5O/viYWSui0pDagoilICKqoU5WrwrAVd/iViw9FdvvDTzkDrIXByu0SRGj4kqby8LInM1L3f0nPPuYpFFBUmO1VEUY224FYdAprAnKcs7xfkS7/A0LulUNupsogwRzeJNpmu3eIZWPGJiCWDDaQlQrs3xMuqkrfsxPOuK42Qzx2RWiQHF6mxOvCbWElUCxeDy7TTEo3DaN16xoS9s6W9jq29ROyOrbU8q8FGxNjWqSLYXKpK6tEjGH55Tj6H5k+JNYQJY4FYQtz9sXhl1Ywp9V9NJYdKNEtPNQsqAPvDy+H0DqkXuwTHDAXYp53A7+hqy2BGknhm+dQv9f0VRVFUVClKYdJOi0v3vt8kClX3Pku0pyBfXnYOFx3VL2I0ioO6i5f040s6aDGBPLpWrnHPGKljKsiT3WhuvuIBBXItg0FeSfulBUtmSsniq+kAmPOkiJx2b0oUyUTmOSncdvcXgRQcLdGohJ0SSfKNkF12f7wLm76T60f0g47viQ2Ak4dEhpYMk51/VWuJBUH2BUmJNe4jNhAgUZ+abaVvoTEf6vaUQvjCDZsdKokwOfC7HGeclRqvNq9bP1vR5zQWSLNik4dVaUk9hb0pNVpKUrJTeHfNuzxTKRS/om9qW1RFUa4SFVWKUpgt08RyAGD/YtlW3+Z1acOyebKkrKJfgjr3WHyX3Hyk99+Cl6Q2x6O6eCv9M1/EzN5fJTVmay9NlJsMgI7vyrUrVZMWORnnpJ5n/nMiKgJbie+Uya7AYAOtnrduWJyTJiKtMFnnLc7lyQfk3j7hEPEY5FyA+HWw8VvL/G3TxWfqxGZpiJywXaJu2y86nmecFdsCW3uJwkUPlns6V4Wj66HT+7K2+j0g/bRE20xrcvO1+FqZyEmXOSb2LZZaJ9OaDAYRVNkp1ucZjXJ/Jzdp0VMSaWfEjsGpMlTylM8cm4t/lkxcShxJGWdI84kmM7wXzqYCeZeqEKxF6YqiXB0qqhTFREayteAA2cm28VvxWjIZYs4eKM1969wtvfGSD4BvOAxYItfIPCtiqud3li3/edlS6N30KTh/RHr2Va0FoZ3h9xEiGqrUgHs/gcXDRPw0fFha12SevejYXl2ElIkTW+T8g8ssYwHNpdYJwM1PolcBzaEgB5a8IWm9oqQmSHQs+YBEolyribA6vVt2BbZ4WpoFNxkADq4imnIzwNZGdiS6+kLVEAjpIDsS//zg4nVPyzmmSBVIgbybv6QOczPFDsIzVIrqsy+IP9aWHyW1aeL8MdjwLWyfAf7NoONbsiuxKB4BcHgF3PURHFkh9g4120hvxtwM8cYqQmBeHlMN/lRd9gnZAc051/MbcjMSqRZyl3wmiqIoV4GKKkUBSevl54l/0u450gjXwVWiKg4uxR3GT2yBKrVg9gCJYhls4JGpkJYgYsGpMpw7Jq7qx9ZIbVJeNvjWh0WvyjXC7hXfK1Oa6dwRKfB2ry5tT07vkOgYSCrvvnEQ2FJ2zYGk1rpdbEacmwG+jST1GNxaoj+mnoGVvOHsxYiRja21saetvYiRtNPS6w9EZP3+NnT+QGwPTmySovNzh8UD68gaabYcO/Hi/FMiNJ9ZIdE1/0g4s0eaKmenSQ/DHf+TXY71uokzerNBkjZ08ZQ0oalAHOT5vetYjrfPtPh6HVgq6dMBi4q3EnKpCg/+H6wcK3+HALvnS2qzIB+6fAx+jQr9nRdQdcccDDukVY/j/qWQdY6kB7+EqnVQFEW5WlRUKUrSQfFH2r9Udqbd/1/ZZWeqeWr3hqSlCtfYOFaSaEjNNhLJST4oqbIlb0r6zmAD7YdDZrIIIVsHSZm5eIFvY4j7W65TuOkySArLt6EUkBc2CD26Fk5uhge+kLRiwk7wri1F4Cc2y/U9a0PYfbJrsEEP8Xva+L0ItLSLz7J5sqQvkw/JGmu0gcOrwN7Reh056XDhhNg1/LMAWr5k8ZTyqg1/fmSZW6ONiJWzF+u53HzhfwMlenf+mAi2buMlLenbCB4YL1GnSt7ymW7/CTq+I0KschA06CVCD8RwtXCPQZDIU2pCyf0ZXTzh8F/WY0dWSSuho2usRVV2CobCvRUBx2OxVDfqP4uKopQNbais3Nnk5cpW+o3fSgRk0/cibEyCCsR76u5RIgoMBqjfXVrMbPxOIktbf5RGwqs+t4gkYwFsmyFNk9NOSW3T3x/LPYJbQfQQSZn5R1qvJ7i1RKWKmlKCpPK864jIe2C8RGGObxJhkpcNNduDZ82L67SRAvnH5kJgFGScF2GRmyF1Wl5hkqo8e1h2uHkXSY3ZOcoa9iwQD6xFr8KxDRIFmvs0eIVK6rFBD4l+rfsKZjwiz3j+qFg9HFklP+dlSSueX16QBs71H5DC/czzImazLxqnpiZcNBxtKMe5WeKA7hdhvbYqNa1MP61wriL9BgtTvZn0/jMU+efO0V0aSxfGv6l1z8XSkHkejqwWP7KrLJRXFOX2Qn8lU+5s0s8Uj4QUTfWdPwoFBinKPntI7AdOX2yaV+ce+ZL3bwqbfrA+Lydd0oCH/hIX9pSLAiP5oJx/5h8ROoEtJRVmasGSmwln46RWyRRhsrGVtFjKSRE8JzaLn9Pp3bBuPEQ+IS1ffn1dBNbRAeL0HtRSxFHTJ0QsBjSXqNau2XI/e2cRHemJ4vK+4VsRLK1eAmcvEX8uVWHLVFjzHyksB3mmdsNF0K38RMaMRtndV7OdpE4L13/5RUiUzrmqGKKmnZH6Lq9Qec6UeBFvJ7eCTwM55+QW+N8A2fEY1lV2NPo0hPvGFhc+aYlwagfnbe1wiXoOh+w08eoKaCa7FDd+J4K1MDa2sobMs7BnoYjPez8puTHzpUhPEsf83fPkOLg19JhY3B9MUZQ7AhVVyp2NcxWpEyqcMnLykBTdqe1yXK0+JO+TSMfmSZZ5BhtJZy0ZJjVGkY9bzDoBGvUWgWCwkZRV3ArZ5RfSQVq9gFzP1gFavwaLhogwqd5cmjHXaC278fKyJaK1YSIsfh0a9xUjzcN/y/UfXygCbXGhRsGbvpNCazsHSQPG/S01UCarh/vHS4Rq31KY0hUcPaDdMGg3QiJFKz4Rl3OATu9Bg+6SMgzrahFW/8wTYVWUo2tl/ft/E9Ea0V+iVtWbSCTwXJw402eel+ste9cSGazZVjy2XL3h3NGLn9Fk+TtoNkjeD2hufb/0s2Sv+JQ/vHz5b/xS7LDhg9bDaHrXB9imnhLh8+Tv1nVaJrzrQM9vROQ5VwVH1xL/M7kkJ7daBBVIijF+g4oqRblDUVGl3LlcSBCR0fkDWJIpO+6CoqWuqvGjsGeRpSZoyxSJalQNkWiVwSBGm6d2SJQn87xYKbQbARSAdz2ZY+MoX9gnNkFWivQODGxhvY78HMhNs9RsndgoUZpVYyWV1/pV+PU1i5XC2vHiHxW3QiJVp3YCJXgqXYgXt3Q7FxFEJkHV+hXYNlWaCfs0hAe+hOUfy5yErXDwN4ugAkn5RfSVaE9oZ7FgOLYOfBrJDkYbW0s7Go8gEYAZyWLj4OQqkT2XqiLq0hNl3uZJYgR67rB1qjVupRT+u3YU13cTZ/6RV70Hij/n6Z1s96jKiL2TzUODVrzKj/f8SGRIh8v+JwCIRUNZW9DkpJcwllZ8rDCm/+48AqQtkaIotw0qqpQ7kyNrZOde2hkp8O4xQSIVrtUkWnFsnQgF0w46kK3+T/4m6aLMFBE1HtVle7+TOzh7SorLYCN1Wmf+kcLpTiMhL0O+uA8vh2PrJRpz4De5rntAcb+pvIsCKjtVoj1FHc3TTklqMSddds/lZkqqLi0BdsySOX6RkLQPXJ3FtgAk4nNmtwgqEAGzYaKYljq6QeJey71NFORaWsUcXCapwdRT0hPQtxE89otEaxzdxe39lxfFL8s/UsxFQa5tElQmEvfK51AUk0DzbwKP/Ah/vC/p0Y7vFY9SARTkcYy8YsPHUo8R6RNZfH554ttQvMbSz8ixQyWJyF2Ko2slpZl2WoxYH/pBejsqinJboKJKubPITocLx2HByyKoQPyZ1oyHB7+S6NLJHTC1x0X/pKGw/3fZ0RbzmuxoA/GCio+VNFtIR0lLrf1SviyrXyx2Dmol9gd//0vqjFZ9Lo2LHd3BxkYEgr2zCJHd86U261ycRH+8wsRyYd8SWZOdo6QBTbj5S51Sna7wx3si9EDGOn8ILlUkxWhK1VWrD02ekCjKkUJ9B0FSjEn7Je1Zo7Ws/cQWy/uNHpXPwIRfhNSQVW8qz1Gzjbw2/iBrMdWknY2DAqOkRbdOEYGZkWy5jlcd2UnoVFlEGMg1fS/u0LNzkE0BNdtd7KdYyMW+MD7hBJ7bW2w4wC2g5PnliWcIPD5f/LEKcqXNkG/DkudmnIMFgy0Rw7MHRXw/NEmeVVGUWx4VVcqdw5l/YOkIqTX6//bOOzyKsu3iZze990IaCQkppBdaCIQO0hEBBUSKolhRFGxIU0FFP0VUsPGKgoqASO+911BCIIQESEjvve58f5zdTJYEDBoI4PO7rlyyuzOzM7PIntz3ec6dlyg/b2wDuIQDy0dQEISPY0hl+jlWU1w7MKZAzxBYP4UVrfgtrPgAXAF4diUFVPATFETnV/GLsts7DA7VLP8vL2ClSjNnLmgkW4w3TrIt2OV1IO0sV8t5RAP5yUwuH7iQX8DFWXJV6fI25jF1fJ55V6U5nDno24+VK42g0lx78BOsAumbAaf+J7/WqitbnyGjgYwLQNxG5l/lq3O2Lm2k2AMokEqy+P4xy+npcgrjtSogCyrvvvQVnVkBoIZVq1bd2NLMucJzaTOYKfLjtzAuQtcIcG3LhPq6GFne/nM1c0CQZ3/MNjLDwtgfoVAoMDV8KgJtbyFumhoHf9lcfzsqCuS8MA1pMaw2ClElEDwUCFEl+G9QXQXs+5Tm7tJcLqXXJH2HjAJ2zWUmE0DDd+epFFQ1VazshI0Dlj9G4TLsf8CBT+Vj2/nK7TQLF2DnLPm1tLNcNRi/mY9tWjO+QaFk61Cpy/YbQOFSVc4Va/GbaXru+BJF340YijtrT5rr170ov0fqSfqTNCNtKooo3urdg3JWqmy8gIgJbOU5hXJ1YPxWtqauHaTgUSg5x6+8kDMGXduztWlgwYrM8SWMcwCAYd8zCsEpjOIi5wqrbUe/Abq9y+pVTSWPOfhrVrXMnFjlAgAHP/78C4ys3fGotTuiPfvzNhvZ/Kvj3RVMWwABwzkvUUPYuFtX4AQCwQOHEFWC/wbl+fRAATSXO4UCYWMZOGnuLAsqDQodpo2rqvnFZ2TJVWR9P2Lop+9ADvytrmA0gZkzcPRrOXNJg6qawsmlHd/H0BRoP5mCwsKVFaa6WLtzhI3GtL5jJvDIx8CxOttFvqy9T00VIwz0TdVVuKsUXhaujCoAmKJeWUIh5NMPgJJer7gNTD3vMFkOLrX14SpDjQl7wxSmxVdXAtvfYSioZw9W9E7+D9j2LoVlcSbPrTANGVWFuDR4ATqe3wS9mkoeR1IB618GnjsoC6om5r4UUxr0DIBub7NlmLADCBjGVZACgeChQYgqwX8DYxsO/T3+LR+f+gkIfBwY/A1QlNrA9tZAtxkUOXs/YkuqRQi/DNNO06y9Yxa31dEDHvmE7TNDi/rHKs5gOzDiaSA9jpWvjPOsGDkGMgdLg0KpndwOUMQEDqfXSaGkQNLgGMhWW84VoO3TPM8tb3G7Ph9S5JXmcJ9j37JS5dEFMLEG/pxE/1JxOgVUr7lA3F+Mh7h5VZskAVveYJUPYHsybCzFW00l4w+uHwYAVOoZ4ytlMRKSd6B9XR8YQMN5/vWG4w3+C1h7MGm/awNRFAKB4IFHJKoL/hsolfQedXieFaOQ0RRMX0UAO2YD/RbQQK5rALR7lkb0zFhAqcc5ekp9oNPLbLX5DqTpXENNFb1DpTlAZSnQ9hkex8CMg4mNrNk+u7QRsPemoAIYAmrtwQR1gBUip5D6yd/2bei5OvI1fwzNWRHSNeRYmn2fsKV08HPOyfPuyzahtSerUMe+ZX6WZqm/bWsgaT+raKmnONT4wp8Uby1CALs2rHrVpaZSFlQasi/Te9bhBa7+O7wIOLwIyaZWWHttK87nXkC8b0/t6wkcAcSuadxnVlEMXDsMXNxE07tAIBDc54hKleC/g7UHqzedp9LEnXkBCBrByklqDNB2IpfHH/2GI2E6TAZ+H8UqjY4+0Gce59IpoL0SD6Ax3EgBlGbT3D3oa3qk8pOZ1p2rNsaHjtHe7/oR+qHaPkPhUpIL9P+MyeRVJaw+5V6V95dUwPYZwBOraPw+/p328dLOsL2oow+sfY4r/gzM5dV1bYYyJ+nmipquEd//9C8UjY//Cmx9mysl/YdSgFm3ks8DYGaVjh73Pb+q9mn9vKsw1DVEWXUZ3kjeiLd6vQXfqmrYqwDF9SONy4SqrmQe1151WruxNTDmT4pOgUAguE8Rokrw30KhAK7spg+oupwjUrpOB9Y+T49L0n622izdgJ1z2DbzG0RPVeppBn4W3KDQOv69fNxOrwIF12kWVyhY7WoRQjFTV4iUF9IYH7OCIaM6+sDqiXzNbxCrSYWpbCdWFHHFn60XxYtSj7P7VDVAfhK9U1bu2tena8AVeHlXWTk78hVH4SiU3NbEnvlcXd9ku668gOcbNYXXo1Dw+B5RwOBFjFY4tpjCLGQ0Dfk5CfRlmTkBf01m9a8OrmfXYHqvaZh9ZhFulGbgzat/YrHHCDhsncV2YY+Zf/85ZV/itWsozWU1TIgqgUBwHyNEleC/Re41ruoLHM7H+qYcFNzhRUYmuHemMbvt0zSrd5rC9llJFvOoEndReHl0oQepLI9CJP8asHO2/D67PwAGfcncpciXAJWKgqY0h+3AwV9T/Gyp462JW8e23pVdQFYcq1/ZF9lCNHdmdczEli2xK7sYSZB2Rq4g6ejRfJ58nH8GuM/RxfxzxxfkVtzBL1g1U+oCVp5MdC/OBNo/y7bb5jeBkz9SVEZPY7VMqQN49eG9y7rEcxjwOVuAp3+WTfqVJRhUVATflo8hx8oVLe2C0BI6wKg2XP1o0+rvP6fqyvrespvbjwKBQHCfIUSV4L9FwVWKJE2ekqEl0Hc+cOD/6FXSEL+F1Zwds+Rtr+xitefGCWYw6RnT4wSwhXczVeXA1QP0Oyn1mEB+7TBXHxpZ1V/FB8jJ6jr6rJYFjmDFRlPtUuoC/T5l26+ilO/vPxTwVieTV5UBNeWAo3rmoKTi8+6d6fcysWP0QeopDk9W6nJFo7458Oj3FGFKhXrEjYqVsx0zGe2g8ZG1fxaI+ZX35fwfwJNrgbHr6JUqywPMHKF34P/gX1HE/Vr1q5899XfYtuY1xatT5xVKIPCxOzuGQCAQ3GOEqBL8dygvZDtLI5IAtufK89luahEse40KUugxqrstQHFj7syqiVQnHdzAjGJDE8VwdT/znM7+ztdrKjn7rtMrFFVleazw6BqyDQlQpCl1OLbGyJK5UB7R8jE076NQUBzF/kHhF7OC7T6AwaAWLnyvzq+x6qRrQIHXIoitxXaT6CdTVXG0jp0fcHE923ySxJwsj648j5hfKLQ0sQgAhaFjIDOtNPfKsxuv47dRvDYN7lF3LqgACtx+n9LDVprNCAzX9up7WcVg1oJkptA7BNy1iAaBQCC4E4SoEvx3SD7ScAtJ34z/TTsDdH+X42eqKzjHzcpdFiwA4NmTEQmGloC+McUIwG2PfScbwttPZgvrZuqKk4pCIOpVjsnRM2FLsSidcQ2lecDhr5i4XpfQMcDmN2Sj/LWDQJdprFhFvQpICgo6G08OQtZUqyImsuLUZTqzomoqKc4kCej/fzTna0g5wRE75k70Y1UUMXpBcy/s/Tj4GODx7Xz4Z6cwesF2zWEFrPsMtkz/KZaugOXI+s/HbQBWj+e5K3WBJ34DWvf65+8jEAgETYQQVYL/BrnX6APKv07BoM5UgmcPwK094DMAuLSBQqbTFOZaFaUBAY9xLl5OAqsxV3ZytEj0NH65R79JYZOTIAsqgCnpw3+ShQvASpTG0+QRzeHKFq70aLWMolFcc14Aq04X1nJe4NHFbMUp9bRXHkoSIAEY+i1wfjWgo8uZeuZOFEEpx4GWnXhuJdmcNVgbxqk+r7qVJQ3V5Xz+6GIGVJ76GQh+HLhxhv8tTAWsWgGdX6VvDOD9ahEMPL2L1TojS6AoQ14RaWjW+M9LpeK5p51h4rhbJBPoizOBLdPkc1dV08vm2uHOji8QCAR3ASGqBP8NbhzjiBpNflTHF1nl8OxBUWPVEhjwBcMpKwoZhWDTCtjwKtBDPST40hZWROx9AYUuv/RLsljN0Yyp0SCpaIjv+hZ9VXomXD2Xqg4OzbwAXPiLK+Hs27BFFrta+xg1VYDvAB673bMMC9U1qH9tNeUo0NGBxeWtrCqZ2AIOgRRuLh2AnHiuWIx+k3lX7l2Aq/vk/VsEA6YO8qBfhVId6qlOmY/7i56xM78BE7bxXFtG8TVdfbYWTy5Vr6isYMhp9Bu8rwk7KHx09Fh1s2/kOJprB4GfB3MlIgD49geGLOaxKku1ty0vAKTqxh1XIBAI7iLNKqqWLFmCbdu2ITExEYaGhggNDcXrr7+OVq3k1UEVFRWYP38+Nm3ahMrKSkRFRWHmzJmwtbWt3SY1NRWzZs3C0aNHYWxsjCFDhmDq1KnQ1ZUv7+jRo5g/fz4uX76MFi1aYPLkyXj00Ue1zmf58uX44YcfkJWVBV9fX8yYMQNBQUF3dC6Cu0h+MqtGRtYUInoNCIxbcXETKyelufQDqao5p+6Aeh6gsQ2/nAcuZLXHzImioss0erGy4ykKDn/FSo9DAMXRoS9YgfLqyaqSxhjeujePe/0QBU5hKjOfDnzK93ePopCpLmfr0KUdoPsjowpa96KYqChkVhQAYAPfw8iaQu3AZ7yGkDHIsXDB59c3Y+ojH8Ey5wqrX9mXKB63vU1DfMQERj5YuFKcOYWq5wB6UoSNXkXRVJbHwc7lecBRdfq8oSXFWk0l7w2gPQA44xywcSr/bO7E15KP8701rVPHQN5TO19W7/6O2D9lQQUAFzfyM3CJYJVw+3vya12mUwQCbJ9mxvGeOvjzv/cDhWlsP5cVUMQ6h96d95EkivmCFC500LRmBQLBPaFZRdWxY8cwevRoBAYGoqamBp999hkmTpyIjRs3wtiYozg+/PBD7N27F59//jnMzMwwd+5cvPjii/jtt98AADU1NXj22Wdha2uL3377DZmZmZg+fTr09PTw2muvAQCSk5Px7LPP4vHHH8eCBQtw+PBhvPvuu7Czs0Pnzp0BAJs2bcK8efMwe/ZsBAcH46effsLEiROxZcsW2NjYNOpcBHeRtLPA8uEcqaJQAL0/pDFcqdO4/V3bApkXASsLVojcIhlxYO9PA3RuIs3fedeAa/sB5wh6eiDRUN5uErD7Q7l1lnGewmnwV1wV1+EFhopqWnSWbhzMDNCYDlB8dZvBVPaji2lE7zGTK/mc2wJ9P2bg54YpgEtbAEqe540TfN+EHUDvuUwyDxsLKHSgyryIy65BeLm4Apb71XlRNl4MBr12EBi5nCsC86+xjRazgqsYdfQZv1CYyuqcUwhw7Yg6p6qaMwnL81kZ6zwV2PsxPVvGDczWK0rnfw3MmT6/fwGPU9eLln6OVb3qCkZX3I7qyvrbKBQ8Z4CBpjateU02XmznAhRdvz9JUQEAka8wg6y5hVV5If8uXNzAxzr6wFPrAbcOTf9eCduB30bz74ueEf1mrbo2/fsIBIIGaVZR9cMPP2g9nj9/Pjp27IjY2Fi0bdsWRUVFWL16NRYsWICOHfkP54cffoh+/fohJiYGISEhOHDgABISErB06VLY2trCz88Pr7zyChYsWIAXX3wR+vr6+O233+Di4oI332QmkKenJ06ePIn//e9/taJq6dKlGDFiBIYNGwYAmD17Nvbs2YPVq1dj0qRJjToXwV3k/CoKKoC/jW9Xm6DtfRu3v/+jgOUpenQ6T+WquA1TAEhMVU+LoVjxG0gP0da35EpJ59cpJuqazAF1NciC55F+Vh2xoDZ8h44GHIOB6jJ+qekZ80tf14Bp7gBFxuZp3FZVyUraoc9ZIQscwddTT7MyU5jKSpihJXBqWe0pKAEEenSCyZmV8nkVprIScuw7YPUEXo+uARPew8ezFWjuxMoVAFh6cAyMTx9mZW19m74pzYxBA3Ogxwwa0RvCpjW3bTOIcRWqmvoZUwBF698JqspSVgN1jVh90vi9Or3KMT4A75Nvv/r7XtkjCyqAVUS/gRTUzUn6OVlQAfx7dHFD04uq0lxg0zT572lVGbDtPWDcRuE3EwjuEffVOuSiIoYHWlhwWfv58+dRVVWFyMjI2m08PT3h5OSEmJgYAEBMTAy8vb21WnBRUVEoLi5GQkJC7TYaIVR3G80xKisrERsbq/U+SqUSkZGROH36dKPPRXAXKUjRfqyqZrp4YynN4Ze1VM02YlEaqzN5V1lp6jSF7byWUcxgqtt6OvED23o3t1K8+1IolBcDGbFso3V6hQnjRjZA0AhILm25//lVNI7nJGgfo6qULTF9U6Ain+fZ8Xn5nK3cac5W6ACd35Dn99VBp7JUu2IXNALY+g4FWUkWKxZpZ7hCcN8nzOXq+CJ9SsFPAH88BSwMAdZMYkRBTSWF29HF/Mm+BLQIZcXl8na5MqXB3hcYswawD5AjKFTVgKm9vI1Na8Cj899/ThnngN3vA4e/ZMhoh+dpwu/86t+3exsy3Ddwv+45Zfn1n1M0ssJ6J1SX8/OuS3G6HNkhEAjuOveNUV2lUuHDDz9EWFgYvL05wT47Oxt6enowNzfX2tbGxgZZWVm129zsadI8/rttiouLUV5ejoKCAtTU1NS2+eq+T2JiYqPPRXAXCXqcq9s0ePZg66exxKzgl/re+XIVxbMHqwUOAcCuD4CiVPqZqm76Iq4uZ2Wn11y2VwozAAc/VmVsfVipMrFj5tTBL7iPnhEQNhaKmOV8XJAC7JrLyIYLf8nHNnVgG/KvFyggAocDzu2AdS/KAsXcmQKuOJNDj+3b0OgOADr6qHQOg765K5S5CfJ7awSGnQ8rZFf383H6WYqWJ9eqR+Q8I5vWk48AR/WYUZW0h8+Z2AJOEcCeD9k2BNgaHf4/dXtUTcuOrGRlXwRO/o8rGdtOZNaVqT1X51m7//3nVKo+7+oK3l8A6Dmb1TINVRV8n+oKrnQ0suTz7p3VQvkar9/Ot/HG+LtJeT7T7zWfu6GFnLnVlJg7UdTv/kB+rtMUwNSu6d9LIBA0yH0jqmbPno3Lly9jxYoVzX0qgvuRVl0pBK4dpPHbKVg7AV1D3jVWWqzcgfTzHJ+ia6gO+IzXbktd2Ql0e4cG9aJUPpe0j2Nl9i2Qt4uYAOx6H/B5BHAIAq58Dlxaz2Oln+MXe3UJxVfQSODcH6zMFKZqn1t5AduIHV+kOLNwoUApL+CKu0MLKSAKUyiodPSBlpH8s5EVkBUPXN5MM33mBUDHANAzgvm6l5k2ruhJQeXSDji9nPvZ+VEs1eXGSeDSZuDGaRrmq0qBKzv4WvIRYNwm4HI7rtizb0PPlUZQAfR4pRzXFlUAK0lRU1mxyomnX829C2Dj0eiPGfZ+FKiaiotCQXO6hrSzDCQ99i3vv2dPoO+HjIvIiGV7NLgTPWkO/oCZY+Pf+25hZEmRF/kyK3iSRLF5N4iYAFh70vPXIkj4qQSCe8x9IarmzJmDPXv24JdffoGjo/yPoK2tLaqqqlBYWKhVIcrJyYGdnV3tNmfPntU6XnZ2NgBobaN5ru42pqamMDQ0hFKphI6ODnJycrS2ycnJqa1wNeZcBHcRXX1+QSiUbNeVF9Ab1boPv8yrKzkOZvN0hmi6tGMmlZEls5+8+8or8zQodbgazqCO36S6gisFh3zNNqGuIY/d6RUOXy5MAXKuaB+nNAs48SN9P617c5CylTsFV9x6eTtTe6CihCvb7HzZRju7Eug1m1WqPR8y2LPLdIZttu7NcTmGFqymnfiBoaIX1gPxmzjLLzOWgaCSCqiuAoqzKCZ7v0+Rln4O8OwFxPwsn0fAY0BJBpByFEg9TnN57hV6rrwfoRCxcudzOrqAqoFWVVVZw5+TlRvQ/plGf6z192/JVmLsnxRWAcNY5QKA/BTez6NL5O2v7AAudlK3dxfxucQ9FFsjf/rn59GUtOzEvzP7PmbQ7CMfc4zQ3cDEFggcxh+BQHDPaVZRJUkS5s6di+3bt+Pnn3+Gq6v2b74BAQHQ09PD4cOH0acPZ5slJiYiNTW11hgeEhKCxYsXIycnp7Z9d+jQIZiamsLLy6t2m3379mkd+9ChQ7XH0NfXh7+/Pw4fPoyePXsCYDvy8OHDGDNmTKPPRXCXyTgPLH9MNuKufJIz51pFs0qx7kV6ggzNgZ2zuI25E9DtXRqgffuzQqMJ6Qwbx+X3bu1Z1ciIVb+RBBRns2Vn7kTzdqtubD/a+1GEaYYHAxQ9hpasQqyeyOeUOlx512UacPY3rgb06AJse0e9ck/J824RAlw9CLhGcCWgoQWFhY4e23QaUk8D/RYwhNO9E0WVhRsrN4e+5DZmLXiMzFjALIRVoxsnaluRSNjJtpN7Z2DjFLlql3oa6PMhcO0QM6Z2fwic+VV+70FfciUdJH4GqacB51uY1v8tVeX8fCzdWEVzaYvUskwAgFP+1YY9UrqGcntTw5UdQN51wKHN3TnPO8HIEuj0Mlu7OnoUPgKBhvIiID0GKMlRt6wbufjmblKUzr+rDa32FdyWZhVVs2fPxoYNG/D111/DxMSk1ptkZmYGQ0NDmJmZYdiwYZg/fz4sLCxgamqK999/H6GhobVCJioqCl5eXpg2bRreeOMNZGVl4fPPP8fo0aOhr88l2I8//jiWL1+Ojz/+GMOGDcORI0ewefNmLFki/8Y7fvx4TJ8+HQEBAQgKCsJPP/2EsrKy2iyrxpyL4C6Tdq7+CryM8xQnRWkUCV49gBNL+VqHyWwLHV0MtH2aiertnmFbzdQROPE9M5liljMos1U3tpuKM4CdM4HB3wBr1YOSvXoCSXvZ9ur0MqtBZXn0aZ1fzVVmJ+qsZlXVAPs/A0LGMFcqfhvFCsCKSssowNqL5u/MC2xpdX2Lnq/iTLYI61JVSrHhqM5eCnqcSeV1xURRGqtzhxfxmgZ+yQrOhbVsPXl0Zmst57J2G1RVw9WQVu4c0XP2poiQk0vZarx+mEK09wd3z6sUtx5Y87R8Sb1m4am0Tcgvz8cLgc9glLE19I1teF0AxWlNNcV02hn5OMY2FLr3E+YtmvsMBPcbNVX8/3XvfD7WN6HNwbVd85xPWQH/Ldr7MX957DuftofGRtcImldU/forfxt+8skntZ6fN29erZh5++23oVQq8fLLL2sFbmrQ0dHB4sWLMWvWLIwcORJGRkYYOnQoXn755dptXF1dsWTJEsybNw/Lli2Do6Mj3n///do4BQDo168fcnNzsXDhQmRlZcHPzw/ff/+9lsH9785FcBeoKKIYkiQ54LEumgHINl78B6miiNvZ+9E7lHyMlYzsS1z9p8G6Fc3DpbmME9A1YntOkii6QtXVpMiXgPitcutQ14BCrXUvCrONr9I75d1XTiDXUFVGk/COWVyRd+0AW1rmzkDIKL7nrjmMB3CPYkyExmB+8z9iCgVF0/Hv+dinH/1SN1OeD0DB64pZwREytq3l0M/dHwDR0+vvZ2QFxK5h21TfVLsSZ2zLTCgAOL0M6KAWmqV5NM5XFlPE2Lauf9w7oSxf22QNwGz//2Fw5FgsSfoLn8Z8idbtZqJT+Dj+Jl1TxbiIXXN4/21b87yDHqefqBEZowJBs5J9mW1hDZUl9EM2l6i6dkAOHC7PZzdg0h4G1goaRbOKqkuXLv3tNgYGBpg5c+ZtxYuzszO+++672x6nffv2WLt27W23GTNmTG2775+ei6AJKc7i6BNN5aTNELaitrwF1FTwy9NCbfi18wbGrAaOLKYQKspgqCbAFXA3TmkfOzeRK8oO/B9gbM322PYZ/KKOfIktuVPq2X3hEyg6LFyBsCe5wu/49zSjd3uHK+pqqnkMzYo1gNWxcysp6A5+wd/60s8CZbnAhleAVt2B9s8DOjps0WmElLkzVwQGjWAVTN8UiH5Le+jxpU0UEnXblgbmFIQaAVicwWMV3QA2TeWonPbPAXZtgK5vM91doWRV7NQyHqcojSNxDnzG4xhaUphd3sZjKpSMA0jaz5yvvCTAdyAFrf/QfzfYWKGUAz41KHVRJcnxFmmqUn7u1ZWAtQdgYMJ26dX9QPeZQFkOsOkNVjTNnYEnfhVfCIL7F1V1fa+nZtVvc5CbpP1YUrH6Lf4fajT3hVFdIGiQGye0W1EX1lJE9JxFoVKap12tMXVgArm1O7/4e3/AfxSOf0vvUt1hxUZWcq6UtSd/O6upoo+gpgpIVYswSWJbr/PrwOBFwB/j+NskwDZa/Ba2AvOS6GfqMo3/KOqbsK2nSVO39wVO/giknJDP4fJWwNaLFTQdPaD7exwO3GYQR7xYulGYVZVRGFXWqR7p6NM71SKYkQ5Kfc7k2zFL3sZ/KEfPGJpSKB1eBGTFsSLnGARM3AYYWrHypjF5l+ZS4D2zm+1FXSPgt1HyMUNG8x/etc/KVbULa3meW9/m+Jt/6hkyNAd6zgR+H13bnkzq8AxWpqwDACiggEd5OauMOnX+6XIM4E/eNeCbSLlFXHgDOP4jMOiLf3Y+AsHdxsYLCB4NnFFHryiU/OWsOc+nLkpd2gIEjUaIKsH9i8ZQXpeyPIqCVt2Zi2TmIL+WnUhT8O9j5C/W8PH8qSgCfPoDlzaygtFzFsfJHP8B6DMPCB93+/c1tqLZ/eaAyfzrrIS1imaEQLJauEkSq2M+A5jsXZzFL/66GJjLw4FrqiiAol4DIPFxzhV5paHfYMCiJUUPwJT1kz8BBcny8Qb8HxAxniLJ0hWIXcvK0dX99Ep0egW4foRm+aoyzuIbuxZwCQee3glkXFDnUoUBRhbycQd/zdE9OvoUpnVzsGrv/WW+XlkK/JupMK37ABN3ADlXoDKxRV5xMjzMXFEj1eBZxy4IunYKCJnQ8L6VxfWN7FmX6BkTnhDB/Yi+MdDzPcCnN/+/dQjUjhC517hHAv0/Y0vSwIKriO3v0krVhxQhqgT3L46BrPhoKkN6xvzNydSB5kkAyIhjeGV1OeAYQl9QXTP76Z+BgV9QTBSnUUyZOtIgnpfEVW+7P5BH4Fi4cNVczHLZzG3ZkgNxHQKAgOHA+T/k4/s/SsFUWULf0YH/k1/r/DoN1B2eZ9XNuy99XoWpFCAdJmu3C8tyOdbGuS1bbjdO1rkXAYCZPeDZje1AXUPtKAjLlvQZHV3Cik9VGVc9Ju1l/ITPI5yRZ9mSI3BKs+i5un6EotDBnz8NkX1JHr8DsLJn5qidrO7gz+qghfPtPtG/R0eXXyouEVCqahC2/1P8mFsGSaGE0dkPgMd/065S1cXSnV4zzRggAGg3UQgqwf2NmSOtDfcDBuYM7W0zmP9GNZQFKLgtQlQJ7l8cAvglem4lAyjNnRhYaePFcM5W0RygW5TG7Z0jZOO6BknFfS9vA1RVHMZbUwFsf5fCo+OLsqAC5HE4PedwHqCBOeDaETAwZsyArh5FWuJerhi09QIu7wAsXehDqkvMcuCRj7iaz7MnoNBj1pahBVfT1VRqV3wChtHbdOhLYPgyisWSbJrYTy7lvqXZHK3j2Y1DpXMS+A+fhStw/SD9YcWZQMeXOJKmPJ8thTaDgT+fpc/KrAX/4ez4Ev/hPPwNl3KnneGx7P1olNWIkRYh2td1eRsT1Q98zhZnwDCGbbq0a1jAVJUxuqKqlALO5Da5bmX53Fapw/No/xwMncMp4Lq/x/birTAwAfrO4+eSGQe07sl0eIFAcGeI2I9/jBBVgvubVl0Am1ZAeixQUQDkXgPWq1d2VpXJggpgNWjw10Dibtn8GfS4eqVYJVPHDy0CvHvL4ZWKBpaI5V6hx8jUgYZo3wEcTFxewNfPruT7xG8Gzv7OqIKS7PrHUijl4cjXDzOAU6nDChHA7KdBi9iy0jMGzqyQ3yP/KqtvyUflsSZxG+RVeLFr2AKsKgMOrWUQqnsXwKoVRaRCyfl5AMVY7J8UVADv2cVNrLJtfoPPOQYCXd7gPdzxHsVnp1fYam3ZERjxC3DkK96TDs8z28ulHVBVcvssm8oSRkvsVyfUO4UBw74HbDzrb1twg+Z3jSk+dCyDUb163Pr4N2PlLq9OFAgEgnuMEFWC+x8LF/qfMmNZqXCJoGjSM6q/bUEKQzIri9k6NHOhQDKyYvurNJe+Bc38vLI8LsXPvszjtu5Ln8OwHykIlEr6ljRiB+CKnfSzFCqWboxJ8OzB1te2d+Xtwp9i2KipPX1coWN5rNa92ca8tIl+K4BVGedwtuMUCvWg5kKgJBOACnDpwNT2uhRnUUD69mcLc/Ihih2Ag4+VOvQTWbjyuHXJTQSyLsiP089xm7Mrgb4f8d6knmLLUs8IaDOQLUSFkvcEAPQM+XM7MmJlQQXwmEn7GhZVycdkQQUwvsF/yJ2JKoFAIGhGhKgS3H+oVMxLObGUM9Ks3SkaJBVHqiTtpRDy6s0q0sUN3M8xkO2xikJ5NZtCAfT7DNAfC0DFitK6FzmOxbU922rd3qU4yoqTU8yVupzDp2tQv6UIUFz4DaJwi1lBodDheWDAF/RuKXQo8M6vYqhoZhxX4+2dz9U9ekYcp6IhM44tOqcwGusLUymses8D9IxRZmoPI4VCO7RT15Ap3ZUl6rZbnUqZkTVN78e+ZasyYBj9ZRoCH6Pgq0tVqXoO4E5W1uK3ALa+8iDkW3mZbkfdvCsNJdn1nwNYiaz3XDMuLxcIBII7RNncJyAQ1CP1FPDzELa4dHSAja8xQbssj/PswidQcOgZsUoz8heufGszmJlFUADtJrFVJUkUTkodYO9HrDCpqoGL6+kneuxHeqwgaYeDqqoZeVBdToEUXCdWwLsvZwBautJnVV3OSlPeVfq+YlawqqRZiZa0l68rdfme+ib1s2kAGtA9uzPd3MiaxvXsiygxtsRXGYdwI/KFWs9SjVMoz7umgu3K7u8xaLSylBEPuQkUhJ1eYQJ8q67MpmrZianyli21/U8KJe9pVancjsxJkKMl6pKbxOvb+T5wZTdbpLfCzpfvVfd93CO1t6mppqi0cGVkg4HaHGtkRV9dQ5Tm3lqcqWqAzIs0+pcLUSYQ/GfISQSSj7OK30yISpXg/iMjll+MZo4MrLyZrDiOnjn2LTDkG0YLJO3larszv1M46RoymLO8gObokmy2vOpydR+QdZEtub7ztYWOoSUzsBRKzroLeJTxBFINVw+mnWE1DWCFKnE3R6wc+5bhoQqlvGLOKYTxBfs/pcAxtOL1mTuxIgWwGqZQUqBlXwKMbABze0BVg6SSVPya+BfyXLsius8MSJXFKDOywpD9i2k4b/csx94UZwDbZwNSFSt8VeW8vsRdFFDRb7HCd2YlM6/aP8cVhEXpvNenf2ZlzymMKfIAxeX1o/Sk2behMFz3Mu8dAOz/hKGrXj0b/iwtnIFRv/N4pTmMTNAMSAboCTv2LfO5VDWs6vWazXwshzb1U9qrK4GLG4Ht73HhQY8Z9IZpWsHVlfSmZcbxsbkT4DcEsG4JgUDwEHNxE7DmGf5SaO0FjPgfuxf3GCGqBHcXTaVAszS3rADIOKeu7vhzHppKxefS1GJIoQNETWHVxdCSIkVVw31O/cQqCsDnjnyjXnnWlv4jTdhmdTlbeeHj2O4b8DmrJlkX5XNzacsv6NIc4NpBVreOfM1WmaEFn4PEVuHlLVyZp1DymK4dKTCSj7JFpfkSry5n67H3B3zeOZznX5jOFYUGZmwPWrgBAxfyfMoLud/OOfxvx5cojBJ2AZe3wqLffPzhOhTul7ajyCodx93CUK2QmGRu789qTmUxPUlnlrNiB7DKl7hLvle736ffzCkMKLgOXNoCdHiBwqdcLbJqqlnZAxgQqmvIMTDXDjJYNXq6LKg0nFt1a1EFsEp3q1mB6ecpkDQk7mZ8RPp5YOTP9bdPPQ2sGic/Xvs8BWSraD7OjKOAPrWMVTddA1YshagSCB5eClKAv56XuwO5CcCx74GBnze8GOkuIkSV4O5QXUlPzq73Wd3p9g7g3plfoGfUq9/s/fnFmZsE/DqSVRGFgqvQjGxYISlMY6sO4Jfj4K+1owuqK3nc/OtA2o2bzqGCAq26ggNCO71Mc3lGLL1YNZXyYN6r+yl6HAIYglmRD3h0ASBRNGTFySsGD3/FVO/E3UD0m7zOulSV8VxHLOcqvvwbrKrkxPPLPi+JrbZHPmGO1contatkcesYDXBoIaBQwrm0AMo9nwAALLIvoYdze0hxm3jf9I0ZOWHqANh6c//4rVxVmHyTOR1gte76EcDEhino617geyuUwJg1FCLR09l+zI4HtrxJo323dzhqp6JYNsBrMHfSfo+8a7yfJVk0/7t2vLUfqyy3/nNVZRRxuVeBFjf9ppmXVH/73ERZVFWVAhf+4n8Bfva753FxgLF1w+cgEAgebMoL6wcSp8Xwl0RdvXt6KsJTJbg7pJ6mWMi+RG/OqvH8otQIKoCr+a4dZAVF89uEJKlXuUn8QtYIKoDtrZwEepc0+A0A/nqRf/a8aZWYvZ+cO1WczkpYRTGrMw6BzGLp+ALN3u5dgMR96uHAVkDCDlatjn8PWDjRk1SX8kKKqSu72NKqi2MQX7u4DjAwBXT16Q+7ul8WBRWFwK659ACYu2jvb+VOwecUDkRNhVLXSB4mHfQ4FAc+g/LaIUYj7F/A3Kmji9WGdT1Wu/Z9Arh10P4tzdiGIiP1FLO+0s5wXx19hg9ufYsjaba8CZTnATtncdRL6mlmUgU/zvPuOUc+prkz228ayvLZHvzrBY7M+Wkgr/tW2PpoRzIoFLxWXUPt4MGqMiDlJM81ZDRFoAbrVvKfTezUKybrUJIhC2KBQPDwYenGX5zq0nbiPRdUgKhUCe4WuVe0H5vYNrySqywfaBnJVpylO6s06WfppZIy629fUwn0ep95TTpqsVJRwGpN17e5Yi9pH0WDso6vKXQMQzpbRbPPfmqZLNjs29CIfu0AYBcAnPxeTguvqWJKeZc35HNQKClGAJ6zjj7bfUn72GJ0j+KXeHkBowlUVRRlugZccahrAOQn0wdkaMrohYNf8P6YOXJ1oEIXcAoGDv4fje1tnwHO/cF9b/6NLCeB1aK0GKD/ArYBdY0Ac1dgyGJ6vfSNaQQ/tJBVrdJcDoRu3YfvaWjOewkwJiH5qPZ7VBZTsNn5sMLYshPPw85bHmoNMJoiaY/8WJI4LsezW/3PEuDKwif/pLk/7xqv+fyfHJxtpW7ZVVeyOrhrrvqet2Qu16mfUNHlC5QcvI6qVR/DJDISxu3aQdn+Oe0ZiJEv16+m/VuyLjK2ojSXkQ9uHUVyu0DQXBiY0hfr1pFGdf/BXFDUDAhRJbg7WLppPw4fR0Fk2VIOsNQ15Je1ZtWdoQXQaw5g9Dxw4n9A4DCmeafFqLc3oFiqLGYFqbpcPn5JNltSO2dzGwNzenPaTeJjPVN6gs6v5vw/p2Cu7quppPBJ3M3wybwftefpARQ71q14LgolEPAYRVm7ZxhMuvFVPu8cRn/SH2OBqjJIlu5QdHub73FxA6tX0dN5jppohJZRbEUOXkTflYUzk9jt/eRcqvIC4MCnTH+XVFwlWHfGnb0vK2amDqzEDfmaYvXXxxmN0P09OYPKzJFtv7N/sCJ0Uv0eTmH8Te/yNoqlmwer6hpwBIxzGB87q5PNJYli6NxKIOUU4NOXguvaQXnfv0tnbhHMn5JcDqkOGM6keg1ZF+WoC4B/f5R6qHlqD9JefRNlJzikOvfHpXD9dglMI8bx79mNkzxuq65N66soTAV+HSX/4nDwc2DcBl63QCBoHmw8gc6vNfdZCFEluEs4h7PasP09jmRRqehvChzOL+jqSgqSLW/K+5QX0MdzZTeFwLX9FCEFKfQm6RhwBEtpLoVB9iVWhpS6rABlX2ZVIv8qqzKxf/JL1bIlRciq8fJ7GVuz+nPkKyBoBB/rGgGQKKBSjsvbtu4FQN2WUlVxxI2korFbE2wpqVjB2f1BbatJkX+VAZ/ej1BQmTvx+jSCSqkLeHYFjn9LX5BLO7Yj087Wr6xIEtuEuYmsxh1exFiHkDGASuLgU4UOR7MAFCfX1cOdd81hVMPgRYCJPffrPBXIOA9EvcqViRf+pJC6vI1i160jZyAeWQSYOAD9P2UFToOqhvlXR78GJAXg2pbDpOM3Ab3m8v7VVFLoNXaumYk1YNK+/vOVJdr5XABQkoXKzPxaQaWhYONGmHbpwtWaAY/irpB5UbsSK6mApANCVAkEAiGqBHcJPSO2sbx6M5PywjqKqfJ8RiAYWQLd3tZOKgdY8cm8QB/Oka9Yxeo+k1Wi4kwau/d/yvBKzeBkTSXIwBw4+g3Q92Ngx0yalTPO0ysVPEL7fUpzATMHtm7yr7OKA7CF0+cj4JGPWW0xdWCA5aapbGHF1PGElRcAxnWqMPrG9a+nIJlDkgGuZtQ3lV/z7svjaaIeUo4B5+yBqFe0hxUDXPFo603BdvZ3tjC9enCVXOBj9GrZ+aE2AFTflKJNVc3HV3ZRqF3aBLQI5WehGTxs5shYBocA3meHAMDRny3ZiPG8rptH0dw4CSwfJhvsk/ZwhWX6WT43aQ8rf3Y+chuvLnnX6NUCWCWzcqu/jQY7HwrOlGN8rFAAfgOgqNYHdHWB6mr5I3Bq4jZfQ9QdZK1BzEoTCAQQokpwtzF35H9bdQPyk4ATP7DqED6OK8w8usoeHJcItlb0jACVWjBZuNA0/edcfllbuAD9/4+io7KYGUcAzeEREwAo6EPyeYStPgAoTG44Fd3CFWjzKFfAaVDVADeOUZCknOA5mbWgoKprKLdw4wo6n0f4ZV9ZDKSdheTZHYoru+TtPLrwvzp6zIZyieAXcFEaVzhq0uA1ZMQCZs70CPT5kKLL2JoCValHo7/fQGZQKcDnd8ySzdkubRmGatMa6PEexaUk8VqNrNVjetpwaLOGonTuv+VNYMJWhogCFC+Wrg1/rhkXZEFl5siKWW4i/WVZF/l5ePdueN+8q8CKkXK8hZ0vMGplw+IL4PUPXcIWbVEG4BEFuHWEgaSAw7RpyJg3D5Ak6Lq4wKzvIw0foylx8GcmmqZK6Rgkrz4UCAT/aYSoEtxditQr9tLOUDD0nMMl/xauHN6rq8eqUFket7m0Cej8BitOAP1GR7+Rv8ALUjhGxSVCu2qUfpbeJ4UOqzm6BnxeoWT7rUUIhV3ibgomTXaURkDUxcSerTxTR57Phb+4qqzvfH6ZmjmwVXh+DVCaBzwyn9em1EVNq+5QOAZBJ/MCKz5p5yB59QEGfwVFZQnFTE4ChcjgxVwBWXdcjUcXIOMsK3w7ZzMuwj2aXiljFdDpVUYlmNhxNeSO9zj+5sSPrOJlXeQcP+dw+rVG/cHqWeppeXTPza00gGKy4DpX+zV0TwpTee/NnShszRzk18KeosDQxCy4tuM1eXRpOErhxintvLAsdfr5rUQVwFaxTSutpxQALB8fCaPwcNQUFsCgVSvoOTg0vH9Tom8MdHkd8O3H1qSdL2MnBALBfx4hqgR3j/TzwI45FE51KzI957A1p6rhCqrL22mCtnIHBn5JAVWiHjOgUHIFXl3ykwG3Bvwr5YX8pu34IsWKnhE9WWdXAr88CnSZxtmBCgXbdtXlDLoMfoLjZgC2uWxaA1cPADXl8pd/SRarPo8sYPjlqZ/YbowYz6X+V3YCukZQenRFjUMgdIytISl0oAh6DIr9n7BK5Bohm/TdIoGt0ykazZyAG8cpgioKaYTf9jbjDxJ28GfYD0DeFWDDq/L1BgznfD9JAiJfYYCqRzQf/z6G7UUdfSBhO0VY56lc/Vd4Q3sBgL4J24UmDvKqxopieth09bia5vfRFHHGNqyEubanf+3cHxSJdXOrko8BPv1v/feioRE9jeB64XUkFSTB1sgWra1aQ19HH0p9fRj5t/lHx/tX6BlRuAoEAkEdhKgSND2VpQymPPUTYOMBHFsiv6ajT59Rm8FAaT6FSUUhK0L6JhQ0pdkMxizPA4wd6q8mazOIr5k7UyAA9EJZuQOdXgOU+sx/6juPwY/FGdxmz4echWfnS8+Wqoom6oSdNHor9ViR2fw6qyz517WvqyCFQuzI1+rrLAH2zAe6vsUU9Kw4KDe/AWXLToB1KyiqioBt78j7J+1mm+zkUlaqYtcAWZd4Du0n029mph5dU12h/d45V2gCr0vsalZ3TOy0A1FzE5lwXlUGbJ8hP29kxUT1vKtcZRg4nG3L6nJGKAxfygrfiR8ZRWHrTSG6Y5Z8D0tzgE1vAOM3sb0YNhaI+VX7vBQKwN4fSUXJuFJwBdaG1vCz9oORZpSMcziraprMLisPwCkUt+Ns1lk8t/05FFUVQQEFZnSYgeE+w2+7j0AgENxrhKgSNC2qGq4gO/8nUJ4re3nKC/jlHzGBVaELf7Ki1GceUJTKCom5M6tblm4UZQamPEbgcC6Lz44HrD04LLMkCwgcQUFWXcaWVEkWkHWB7ajDN7hKSyMGNGRepDG6oog5VaW5XNmWHstogkNfcLuUE1wVmH1Z3tejC89VC4k5VwXJFF15VylqwifUr8iUZDMDCmAFTqHkNhfW8idiIqBjyCqeQiG36XQNeS9MWwCIkY+nb0qv1rk/tN8ncTdXvqXGaD9flgdkJwCHv6TxPfIltq1c2lEUmtgwPV5TDcuOZys0K077ODmXef8MLTibz38ocHqZXF3s+BLiLR0xdtMTKKkqAQC8EvoKxgWMg65Sl5/hk2tY4QMAl3A+dwskScKvcb+iqKpIfcclfHz8Y7Rv0R5u5rcxuAsEAsE9RogqQdNy4xRwZDHg1g4wiQAqSrgqLCOWUQV/TZZbRTtmASNXMG5g9wcUVV3fBA4u5Mq2vfPl43Z5g16ic3/Qq2TqQF9VXi5QVcJ2WnUF4DeIhuvQsWy3XdxErxBA8eMSwbRvVRWTubMuAvkpbBtmxckjWMoL+NPtbXrAnCMo9gwtta+38xusEt04yeNHTwf2zGOIaftJ2tuqKzhwDuNQ5a5vA3s+oHiyaa3OwQKFYv//o5dL34SVrH2fAD1nsmJXUUhB1m4SK3wOAfSnaTC0BKCg9+dm7Hx4juZOwNa3AcdgVhaLM1Fj7goFJCjrCrr4TbyXB/9PPkb4eLlNCHCUzMQdXLVpZAU4BmL5iU9qBRUAfBXzFbq5RMMzP5X3yrIlg0MlaK+gbACVpEJ6qfZqyIqaClRqVn8KBALBfYIQVYKmpSSHy/EPqis+feZxcnh1OXOdNIJKqcvxJqkn5WTzwhvMter2DkVWXc78RjGSn8wMpYoiYO9HFAkdX2alqrIUWDmKs+YsnBjj0OM9BnVmxbFKtul1+ZgnfmQ70MiSosHcBej2LnD8ByB0NNt/5QVMW4/5hQLH1J4+pnMrAZf2NIAXJAMdJlOIqGpoiIdE4dS6D0NGdQ0owHKu0ExvYsf2XQf17L3iDFaYQp+kKM2M5aqykgxWtyImAvs+5fWU5nIlYewaCi73zhRbeVfp9en0Ms/F1pfiNGEn266dpjCoMjueAjZgGKMZtrwF1FRCB4Bk7QUEjeT9Bnj9/kMBSxcgfhtXQfoNrJ8ebu3OHzUFldrREtVSNaoKU4BlQyiIw8YC619iC7VlZ2DQ5/UDR9XoKHUw2m80TmTIwnGQ5yC4mt1iZaJAIBA0E0JUCZoWQzPg5P/4Z4WCrSxN8rmOPr+MlXqsPN04waTvupTlsTWlc9PMJh09Gtbdo5gT1LITv4StPYFLmwFTW1Y8jKzYttv4Kk3V5/6gf6vLNCDtdMPnnBXHEEyFEjj1C1d2bXpdzngysmIWlJ4R25PmThykbGzDqljEBGD/Z8zLMrED+n/Gc8y9zvNtMxhIP8P08kJ1+zB8PJC0lz8abFtTXGXG8nH6Wf732iHAuz8HU296ncdsEUxxt/cjVrgGfEGPkkKHfjOHNvQuubXne1aVMWtLMwux8AaFVcENOe8LgCI3ATWhT0FHoeT1DVoItAhiAn3bpxv912C493Dsur4LEljxGuQ5CO7xO/mi/xAa5jW+sWv7gbgNQNSUWx6vs3NnLO65GLHZsXAydUJbx7Yw0KzwFAgEgvsEIaoETUd+MvOLNGJEkugH0nDuDxrQcy4zX6q8gEMv65rQrTzo1Yl6lRUUgOKs3TM8XmoM222RLwFQcOSMoQUFloUrW2q5SYweKLjOWISCFKZ9VxZrB2ICbGMd/IKttORjXGGXHa+9TVkeBaG+Cd9j61sc6ZJyHGj/LFtzGmFSksVwzrCxwPV9bIdWlvD8dQ2ZuRQ4gvERzuFshWnw6U/hdjP6pqykGVnRFL//U65OjHwJ8OgMGJiwUrf1TSAzjh40a0/g0CKKO68eXEGoEVQa9Exojr+J9DIP5ASshUugC6y9PbVfLM3lOZflsyJp3/DKu/Yt2uPHnt8gPvcSrA1tEO4cCcPdHwMAakxaQOdmI37G+QaPo8FA1wCdnDuhk7NILRcIBPcvQlQJmo7kY0BlIdtDceqWnoEZW3RZlxh4mXedyd8aA3lOAgXNlZ2AfQAQPBIFVeUwM7CAMmoKQy51DdkSs22tLQwOL2L77sD/MRwSSvqeKksYfwDIUQImdqzqdH2TPqSaauYM5SYxGkDflBEE+dcaHoxr4sCqkt8gwLUDAyA18Qs3DzjOv67OyjLmtud+p8Dp+DzP8eg3XEXX9W2uWEw9rQ70LKVYChnN+X8AvUctQoB9FCTIimPVDEpek1KPnqqLGymoOr7AlY+rxlO0uXfivWjVlfMEM9Wm83aTGeGQepxeN3Wqe6nPaJw+Z4nCYj206u6sfV2VJRxqrJlJqG8KjP2LPrWb0E0/h4jfn0FE4Q2K0WE/AiGjkGkUhbRcRwRaeUKZV2fUi+/ABv9KCQQCwYOEEFWCf0feVa5qM7SkUDC2oa+o0yus3ujoszJjag9AwUqNgQXFRN5VmsANLSgwdPSBQ1+ixjEANzyj4ZySD6WmlaijR59Twg5WZarK6EWybkUhZWAG5Caw6pV9ifs4hzOIctdctsUixgOxf3ElXfgEGsGrSuVKma4BzzvnCgXHtQN8Pnw8fVPXDgFh47j8f/t7PF8zR/qaLqyV74lXD7V4VIdCWroBZTn0bBWmsgqnawTo6gNO4UCr7lw9Z+FCv5F7H8CzBw3p5s7AyrHysYvSKf6M7Wi2dwjgqr2yfEYg5CUD8Zu57fXDbBkq9Sj07NtwX1sf+swub+YKzMd/AwqTUVGtj6xSV3i5G8LR0wKmVnWqjACQFS8LKoCVv8vbkWfdEmbZidAtSGbEg30gcPBLOe6isgRY9yLKxx/Gzv0VyEsvgWHfT+DqtAWGJfFQho/lbEKBQCB4wBGiSvDPid8KrH6aX/7WnvQOJe2leNAY1VtGUnzkXQWCH+cg5XMLgdAxFDNZl1ilMLQAkvYBeUmwdo+C9R9PM9Cy3ydcQWjvxypVxxcphE78yBE351dT9ORdZ/urRQhbflmXGIFwoM6qtYNf0Kx96idUKRQoCxkJ81V1fELVFRQn7p3p62o7kVWkxN1MKe8yjWLEpS2rNN3e5nn7PEKfVWEqJ6Wnn4cqcDig0IHyxHcUYwDbmNHTgW3vAuFPAV69gAtrKD5bRQOHv2a8gYEF8712zgECh8mzAwGKR8dgLVN47X3OitNOZwfYouzwIitq+z6h4X3Lm3Lbb9PrwGNLgYBHYQDgNpnmALQjIvK8emCDmQkiz6yA1Tb1OByFglWp3ATtXUuzUVJYidy0UgDAjs0KmFgOhoOHOXp6+0PPoIHqoEAgEDxgKJv7BAQPKHnXgL+ep6ACgNwr9EqV5dFI3ekVtvUChrEF1uEFtt909dgOzLvG2XeRL7PdZmhOg7ZXTx6v44tART6rXnqGFAFVZQwL1dEHes3hsZOPUoSU5XK/tBi+v5EVt78ZA3NU95mPleXXcSg/vv7rOvrA6Z+BPycBG1/jubbsBPT9iOKnOJ1Vn0c+prdp3YsUXi1CAZd2UBlaIL39M3ghfTtiKjJlQQVQdGTEqqMZrIBVE9jmO/cHB0eHPwUk7uJKu4xYVtZsfZmwrlCykvXIx0DsnxSpdXHrALR7rn7Fxy2SgssjGuj1PiuJN/uo6nraboetN1cGAoBCgSOeHRCffxkex5bKEQySxCpe5ze09w14DKa2VrB1lQdKl+RXwsrRRAgqgUDw0CAqVYI7J2k/wzFLsrWfz7vKdtWN40DqGYqsji9wRZ3/EH7h1lQzDiF2Dfc5v4ottTMrad5OO8MWVUEy59/t+5jm6Ee/Z/ZTu2eBKkfg+HdsK3V4HqjIU3uPgoHiTBrZg0exonR0sXx+CgVg2RJJFVlYcPkPhFn5oG3AENhkxHE+oKqKsQ3xW7h9WR7DP0/9xAqPZnZe6mmKt27vUCgeVfu9rFohpmUYxh2cCgkSehu7IUwT8KnBwJxtM1W11qo7VJbQI+XZkz4ypS5Fm0LJNmK7ZyiM1r0ClGYB+VeBfp/Ks/UUCuZyGVlw34sbKAbbPcOwU1UNvU+qGvrd6gZ6tghp3OduYAb0nktfWWUpzpddgZFSH0rN6k4NVaWMg3j0W+DSFn4Ovv1hYG6M7k/64chfV5CRVIjW7Rzg18mpce8tEAgEDwBCVAnujKx4YMUIfkG37s30dA0e0WzLFbsA3d/jii47H67oMzCnWbosX86l0nBxnVyhApjrNHoVj2ViD3SbAaSdpUdKzxD46zl5HuD+T4Ehi/lFbmTJNqGtN1BTwfl1Xd8EYtdSaLQZBJTmolRPB9VSNY7lxuKTFlF4z/kpGG99W37/6GkcfKxryNiHHjPrp5anxQA5kYwZ2P0BPVAxK5DgHlQbI/C/zMPo0GESWhxWCzszRwqnsnyKwJspzWV0QeENtlPt2zBQM/MCr+vQQgoqgKn0Xd5g9aoutq2ZdQWwZfnzUN6f49/zWhRKtiATrYGUozz/uvf+7zB1APwGAADaJG7E3CNzMTpsNFruXSBv0+0dwLolfzSVLTV2bmZ45NlAVJRWw8hcH0qlovHvLRAIBPc5QlQJ7oy8q0CY+ktbUjAtPXEv0LoHfTstO7F6UpLNio+eEVtq+2dSLERM4Oo/TQYTQPGgXn0GAHDpAEAJtJ0EXDvMlHF7Pz5XlFZ/wHLeVe30dQtXihxTR4oujy6ASsWqUp95cM9PQ5hNAE7lnIelngmMNf4vDRlxFGOZcYCZM2Biy2pP3fgDY2savkuzOWT58hagohA2ktxRTyy6jlcVuvh6yFewzojj0OiMOKDnLFb0vPvKVbEu0wF9I0YyOIWx/fj0LjnO4fwa+sc02PnRn3Yzqhpec8J2PtY1YGVNk7guqXivxm2mD8zCpeHVjo2gY4uOGOc/Dh8mH8ALfWfDS6WEsZ0fw1lvg64uoFsSC1y/whmETqENR0kIBALBA4YQVYI7w9SeydqaYbhKHeCx/1HYpPzOmXNXdtOoXJ7PL+5dc+WVYCeXUojt/4zxBTatOQR5qzqTym8wgyvXTOSKwqjXgKsHAXNHtsEKkrXn4gH1x7EUJDNKQNeAY2ES1KGTbh0B61aw0DPGXNcIHMg5D0djewB/8XUbLwodOz9g29vM0QKAiKfZFnQOY+6UiS09X9veYQWs/6espAEIKy3GU56P4ufEtdBR6KCPfTgMTy6j/8s5jHML8wqB9BggcCTN6goF26FXD/B+Rr4CPP47V/aV5rAF2boX/Va5iaxy+fZnJdCmVQMfUp17o2cs+95qX5Zoyre6vS29lvJCrrqM/ZMJ7G2GAHbesDayxnPBzyHT61EY6BrAWGkgzza8HQk7gV9Hym3RgV8A4eMady4CgUBwHyNEleDOKM2RBRXAykjyUbbqqkqBSxu42qw0l0JL15DGbg2SxBVq7Z5lOGdhKmcAho+jCdzaE1j/svq9cpmMPuwHttiy45lo3uUNjpKpKqU5W+8mUaWjxyBSaw8KB/dOgL4ZW2Pb3gWyLsJNocCozq8D8X8yqDMjliv6jn7DVmX7Z4GYFVxxePonrs4LeZLvl5vIlXSV6tl2uz8Aer8P6JvAKmkfXlE64onwGTAytISlSgGlQycg8xLbkPFbOUwaoEep78ccAn31gHw/D3wGjGrPaIjfxgB5iYCOAdDvYxr8867SazbiF6Aogz40qZqeMnNnCr7E3TxWWR7H5pz5Vb4/1q3Ylm0sl7cBqyfyz3HrKIpGraR/C4B9WQFw8idmjQUOZ8vPwrnhY1WWAHvma/vMts2guLzVPgKBQPCA0Kyr/44fP47nnnsOUVFR8PHxwY4dO7RelyQJX3zxBaKiohAUFIRx48bh6tWrWtvk5+dj6tSpCAsLQ0REBN5++22UlJRobXPx4kWMGjUKgYGBiI6OxnfffVfvXDZv3oy+ffsiMDAQAwcOxN69e7Veb8y5/CcwMK3/nL4pwyudw2gUN7Jky83IinEI7l20t3ePYiXo6GJ+SWecpf/p+pH6q9pqqlgdCniMgiv/GnDkG/q5QkZz1VtmHP8LUGD1/pBi6OBCjq45/BVH5aSf4wBlgOJu/wIOStYzZS7VuT9kIbJvAWcTAoCRNatlG18FMi8yU6qyzt+x/GucO2juDJxZAb3yIjifWAbrNc9CeWkjE9a3vQWsfY7ZVDbqlPKKIoospX79e1pRwvPJU7dFjSx5/lZurBq1jKI4WvM0sGI48OsTwPIRFIc2XmwdDl4EPLWBHraub3KGX/g4jtExb1H/PW9FzArtx8lH5HZtVTlF8eEv6f3aOZuxE7dCkuSxRRpU1czTEggEggecZhVVpaWl8PHxwcyZMxt8/bvvvsPPP/+MWbNmYeXKlTAyMsLEiRNRUSGPuHj99deRkJCApUuXYvHixThx4gTee++92teLi4sxceJEODk5Yc2aNZg2bRoWLVqE33//vXabU6dOYerUqXjsscewdu1a9OjRAy+88ALi4+Pv6Fz+E9j7sz2loeNLTEdP2EFBEz2dbTPfQWzdbZlG83XYU2xndXuXAupmpGqOltEIDg06evzS3f0BxYK5M8XI2d9omk7YyZl67l0Ye9BzNgAFq1qRL9Oj1Gce4Ny2fpSAJPGc9I24vdZrKq4G1NHjnD9DS1aA9Ay5stDClZERHSbT+3X0KwZzDv0WiPuLeV0l2cCJH+TxNAB9UZ495PfxH8T7o6hj2Daxpc8oR5047taRJvuYFcCO2fRkDfmGafRJ++T9Ms5TwH3Vlp+H7wCGnsatZ3Uo+Si9WZe3//3nXBfHQO3H+ibM5wJYaby4Qfv1mOU04zeEgSn/jtSl65uMmRAIBIIHnGZt/0VHRyM6OrrB1yRJwrJlyzB58mT07MnVSR9//DEiIyOxY8cO9O/fH1euXMH+/fuxatUqBAbyH/53330XkyZNwrRp0+Dg4IB169ahqqoKH374IfT19dG6dWvExcVh6dKlGDmSK5OWLVuGzp074+mnGQQ5ZcoUHDp0CL/88gvmzJnTqHP5z2BgCnSdDrQZSF/O1YOsUgBsYRVnAMOXAYXJwPYZfP7QlxRDXd4AUk5y5aAmUR2gL8m+DefzleUD7Z8Dzq1kpSv4CeDoEm6XGccVhM7hFHApJwHHNsCIn4HsK0BhCgVbXhLT0I2sWBUxNKdR26a19rVYt+LrEtgiPPWT/Jq+KeDcFjVevVBcng+jwhToSSooaioB1/Y0zx9cSMEXMgqwcKOJ3rUdg0frcuMExVvSPrb8fPqpW3C+FCz7FnAmYtJ+ii8Hf/na49bx/Q5+zmNVlTI/q0WQdiSDBlU187l2zeXx67bUNMOcjW3u4AMHQ1svb2MlSs8IGLhQ9nIZW/F9NBVAgFVDfZNbH8+7Lyto2ZdplNdUGQUCgeAB574N/0xJSUFWVhYiIyNrnzMzM0NwcDBOnz4NADh9+jTMzc1rBRUAREZGQqlU4uxZGodjYmIQEREBfX25xRIVFYWkpCQUFBTUbtOxo/aKpaioKMTExDT6XP5T6Jswe8i1Xf0qRfZlQKqBKueq9vOFN6AqLWJelZ4RIxc6v87qT//P6A3KSaSwOfs70HMuV9ft/YjVJoCVqpaduF1aDFCl9ufoGrKCZO5CMaTQ4Zf1tQMUaDHLmWtVU8WqSMAw5k61GURhYmDGFlzPWVxl2LITEP0mUvITcTD/EizWvwL9/Z9CceRrGu3zr1MI1VSyonX6F8AphMJCVQPJ6ibzeAv1awolE+I9u7HC5dmNJvDLW5lsnnGOFRtJAg59QYE6dj0N9zeTn8zjWtSp8Bhba3mVpAL1qJzOr8vbmLsAPn3v5NPmPXlqAzBxB/DsAfXsQTVGVhRZmogIpzAgagorfLdCz4CDoNtOALx7U/QKBALBQ8B9a1TPyuIXqY2N9m/VNjY2yM5m6GR2djasra21XtfV1YWFhUXt/tnZ2XBx0c7ysbW1rX3NwsIC2dnZtc819D6NOZeHGkliBEL2ZX4pOwXLUQnefbTjEazcgYIbqFEZQXnTKr1qWEK/KJUVp6OLmV9Vkg1UFDDEM+McNyzLA44toei4fpitsbBxrIoFj6QZPu8qRUWfeUwEz4xjNUypSwO8a3v6pS5uZPWrspjCRkePg59N7Ciqtr8HBI3gir+SLMCsBX1CJZnQN7NFuKTPKtP1wzy30pyGK0T6pkDMr4BrBxR3mwejAx9ANzsWFZ79kW/bDSYtomDq6s8qVF1MHVl9y03kOQHA5jpp5J1e4Tieuih12Ca1dgeeXMMKV1mu+r59W7tZvrE1FDUVsIx6lasHKwp5nZaujfzg62Biw5+GcGsPPL2T98/CWW4NCgQCwX+M+1ZUCe4jEnYAvz7O1hIADPg/5k2lnWH1KGAYhxM7BrPa8/sYVIR/hprg92CQshKQVKhwHYGKDBX0FQWsxhjbcLSNBkNzrlI7uZSP08/StzTwSwqGwhsMk9wxS24bOodT7JjaU+QplPxvbhIFYGUJVxC2fZotM5tWgI4hTfSxa9giU9UwGPPx33hMfVNWXbZMh31FEZ8LGklBkhHLx6YOrB5Vq/10CgXbcsGPA9buKCw2xJ7CLnD0eAxxpy8hZ+NyjPrgU5g63eQXAwADYyBkDMVnixDgyFfarx9dwlWHj37Pqp2+KdD9HcBBXZ21bU0x9usowKs7q0oVRagJfRLz0/ehl4UterbsefdbbKZ2/LkVNVVM4c+6ROHl2l5UqAQCwUPHfSuq7Oz4D3ROTg7s7e1rn8/JyYGvry8AVpxyc3O19quurkZBQUHt/ra2tvWqSZrHmupUQ9vk5OTUvt6Yc3loSTvLL3ONoAJY3XEIAJYPp/nbJYItPCt3tqBMbGBgpYOUb/dD37UtzDoGQcrLg1GEJ9DSE8i4wAiCPfM5bsWnP2DpTkO2kRV9RI6BXPG38km5pRXxNFewqQYAVw/xva09aWLXYOZIj9OpZQzWHPYDBdy4jXy/64eB7jOAS5vlfbz7AEcW0RNm5kjTu0ZQAfR3dXgeyIiFyqsHlPGbaF6/fhSoLKJIi1lOT5X/ELQwKUdg1+44uXMPzB1aoNv45+Dg0YCg0uASzuvNuwqc+p/2a3pGNNIHDUeJZ1ckl6bDxNASrso6nXsjS6DPXKjWT4HSyAoVrbpis14NNiXuh59Tu8Z/1neTy9uB30fJlcvu7wGdX9M26AsEAsEDzn3rqXJxcYGdnR0OHz5c+1xxcTHOnDmD0NBQAEBoaCgKCwtx/vz52m2OHDkClUqFoKAgAEBISAhOnDiBqio5hfvQoUPw8PCAhYVF7TZHjhzRev9Dhw4hJCSk0efyUJKbBBz5uv4S+JpK5iWV53OlmldPYMdMYNkg4OAXQP/PoGdYA+ex4XAcFgzzK3Ngce0D6B97n8Ggfz7LlO+QUUDvD7gysLIE2PouUF7EbKnyImZf1c0zOvkjUJ7HKITQMUBqDH1VdSlKZ1sxfBwQOYXG+ppKeotyLlMclmRp+5RsvOScKKUeR9zURZJQ7BSKkoGfQ9kyCji3ihU1aw+e99759FnVVAHp56H8oQfcU3/Do53MMPixbnD1u6nl1xC6+oCdNxD1qrYfqcd7QEUxkguuYdrhWRi+aRSGrRuGDVc2QFX33jiHI+Ox7/Fr6w54sTIJMy4x1qCVZUPhoPeYqjKmvNcNbN33EaMoBAKB4CGiWUVVSUkJ4uLiEBfH4a4pKSmIi4tDamoqFAoFxo4di2+++QY7d+7EpUuXMG3aNNjb29euwPP09ETnzp0xY8YMnD17FidPnsTcuXPRv39/ODg4AAAGDhwIPT09vPPOO7h8+TI2bdqEZcuWYfz48bXnMXbsWOzfvx8//vgjrly5gi+//BLnz5/HmDFjAKBR5/JQUFnKL0CAY12uH+bAY9+bVjeGjKY5XKnL1t+Bz+nnMXem1+fPZ4F1L0HfsAI617bKid7JR7gCLWgEowV2fwBsfZtBmoYWgJkDkLSbMQlFN7jCri4KJb+YJQm4dhAqt0jA0Kr+dVi6Uvic+QXIugzY+FD8RagDLGOWcyWiRxdGF9RdFViQzBaask4Rt3UfmJ7+FSbrpwBQAJEvMa6gRTDblBqxYNMauLqP5vvkY1Ds+QCKnwczeLOuoLgdfoNoCh/4JWMTDi0Cvu+BvQnrse8G4xPKqssw49AMJOYnau3qaOMNd/duKEENXMxcMDdyLiIcIhr3vncVBf13Wk/poP4HLBAIBA82Cklq7L/2Tc/Ro0cxduzYes8PHToU8+fPhyRJWLhwIVauXInCwkKEh4dj5syZ8PDwqN02Pz8fc+fOxa5du6BUKtG7d2+8++67MDGRl3RfvHgRc+bMwblz52BlZYUxY8Zg0qRJWu+5efNmfP7557hx4wbc3d3xxhtvaMU9NOZc/o7i4mKEh4fj5MmTMDVtIESzuaiu5Aq0vZ+w3RQ9jSvv1r9MQWTtyUpPSQaTvW+c4Go9/yFskx1VDwyOfBk4vEi7utRpihwHAABd3+YxDy+iCPPszspR6BigMA1QKoHtM2ks7/a2vMoOYPUpcS+Ql4QK/1G4atQerR0lKGOWAynHaeAOH0+z+a658nuOWEaxaGjJDK2zvzHSwNCCgaO6hqwOaebwWXuxYpSXxPuRFsOsJ+9H6F86rQ63tHDjar5TPzGhvHUf4I+naLA/85v8/rqGwHMH6H+6cZrJ45KK27m0bfgzifmVYaEAYO6M2SF9sSpZO1/qx94/om2Ltrym3CRej7UHyqrKUKWqgrnBfeRZStjJkFKVOuSz70dAh+ea95wEAoGgkTT2+7tZRdV/jftWVCXtB34aID9W6gDP7AH+GA+0e5qr4Y58JUcbABQbXabRr7RnHv1E7Z+TBZaG9pOB49/KX6YDF7J1mBNPEXBhHY3rQSPo3XLvDCn0SSgSdkKSVFC4tmUwp7kLvU0pxwEjKyT4TsdfKzZi8qypMC5LYaVMUz27up9GdA0dJjOFHaA3KnAE8OsIpr8D9PWM28R4g9IcepRSTnAwdGkujfr2/kDoaOC3UdrX12Ua4NuPrwNsf147yDExdXlmD6MEfugt+7UMzIHHVzBe4GYOfkHvGgBETMROZz9MObuw9uUWJi3wS79fYF9aAKx7iVVFfVOmqPsPbehTbl5UKorT7HiKaeew22dZCQQCwX1EY7+/71ujuuAe0lCaeH4K0H8BV80FjeTP4UXyNuHjgSu72NLr9Cr9SiZ2bPPUjRyw8+Hg4NIcGs8ritg2U1UBh9QiIeM8cOAG4xFOL4Pi99GAtScU3d4G/pxEQWbfBpXhzyLfdSgqzdyQciUT7YYMh25ZFrDuRfnUTe2h6DJNFlVKHfqkNBz/jsJr6LfAmRWMW2g3iRWjkhwg/Qx9Ugc+4/ZGVlw5Z+PVcBJ84Q1g2RBg8FeA3wAgfCzN7nVFVcsorjy8uEnbAF9RyAqOrTdbn3VxCqPYM3cBKgrQ4cQKfBI4Ditzz6CVsSOG+T8Je2N74Pj/5LiHymJg7fOAY1D9ZPp7RMWVRFQkXIaOpSUMAwKgo6kYK5XyUGqBQCB4SBGiSqCduu0SAXhEc+iva3su5c+KA0rzgUcWAOkxgFUr+pEiJnBIsL4JYB/A5fJd3+QolIpCVkzKculnMrYGji2mqT0nnuGVdTG25miXlBN8nHuFq/X8BgGxfwKZF1CZmYBVfyWirIgr94zMLdBJEzqpRlGcCUmpD4WVO2f6hY5mkKYGSUXRV1MJPFpnBmRBKrBqPEVi6JOMaSjOZAXs0mZg6BAa0x0CKAIBijMLZxr2938KePVg3ELAMF5P/Fa2/Hz6sSpnYFb/3ks1rPLdLKrcOgCj1zC24tT/YJJ3FX3TzqCvYxBQchIIVLevU2O096sqZXWtGURV6ZkzSJ4wESr17E3b5yfD9rnnoNDX/5s9BQKB4OHgvl39J7iHuHZgzIC+GbOi9n/KVtumqcxw0jUEilKBsytYibJ0U/t4rgBePZFSosAuRVtUVFbSfG5qz8yltDM0fmdd4qo713ZcSWjiII850dAiBLhxUvu5nMtQhYwGoqYCHV+AqaEOug8bAIWCf21rqqsBM3uKOu++FCIKBSQTW+CRjwFzB64O1LT5ACBwOHBlD1tQdUk9SUEF8NojJjIw07oV0PdjwKsXTe295nC+YLtn6bs6+T/uo8nJAgB9Y5r7By2kqV0jcFwieBwNrbpSADU03FhHj7lTnV6hKANYsUs9Tc+YiTraI+BR7f3s2/Ccm4HCdetrBRUAZC9egoqkpGY5F4FAIGgORKVKQA9R56kcFLxqgvZr8Zu5mk4TSnnjFKtM5XlAyglIFm6ID1+ECZuKsSD6SQxxL4Ju4i4Gc3p2Z7vLOYytvkr1F27Ua1y1FzaWniorD6DNYMDImu05NZJ7FygdAxnGue8T4NImePsNhdWMGSjKSoOVlSkUhtVcbXfuD/q7Bn8N6BoDCZvZWsu8SPFTVcrjXD9KoWPfRvs6a+TIDVRX0Cc28lfAI0o7pNKrByt5p35iaxRgxarz6w2Pk6mLmSPQdz6Q2AcoSAGqy+jvMnW49T5KJcNLK4pYsXOLZMyC5pxa92bF7dTPbKuGjr518vldpqa4SPsJlQpSdU2znItAIBA0B8Kofg+5L43qGRe4Gi4zjlEJ2fHaYZpthjA2IFd7+X5dU3pJ9Cykl+uhVGEI1xYtYJm6j22xwjR6lc78yoG8GvSMGBegZ0oz+I3TwLnfIUW+AuQkQHHhTwZwdngesPfhPiU5svfLtjVbigBw/AdZ3AActDziZyDlGI3vGhRKYNAiVt3co+q323ISadYvvMHHJvbA+I30OzVEVSlbbwU3uE2LoMYHWapUnOtnaN54s3aNOl/LyJL37z6k5PARXH/6aaCGQsp8wAA4zpkDHeP783wFAoGgsQijuuDvKc4EVo6lyRyg8Hn0O6ab519l5SXoCRq964oqSzeKAjUmJcnwPLMCqCpDjWskYGQurwJ07cBqS12qy7mK7/JOoOPzgI4OYOkKxc6ZwPBlrCzpm7CSU5TBTKONrzLKwSOaq+Y6qeMecm4Se1WlbDdCYkp5+jma1Xu9z1V6Rg3kWgFsRz65lmJMUgEu7W4tqACKt5aRt369IarKOD5HoWSmld7fVLbqoqPbcJvwPsK4fTu0/HkZyuMuQsfaCsbh4UJQCQSC/xRCVP2XybkC5CZoP3dlF/D0DgotYxsKC0sXIPMCkBlLv1T7yUxQB+ixMraqDQ3VST4EVb9PoUzYDkBBj5ZDG+DaIfk9AobRV2XpwtEs5k6sRBVn0kBuaAYkH2ekQOYFIPgJrmgzNOeAZCt3iqXYdYDZTfPmlDpMUT+wgKvuIl/h+9t6ayeVN4SdN3/uBiVZwK4PmQqvUAAdXmAAqZHl3Xm/pkRVw5avrsFthZ1CqYRxWBiMw8QKP4FA8N9EtP/uIc3a/qsqp2nbWO23STnBPKXiLFaETvzA1O+es4GoKfX3L81lBag8n6NmdPX5ZWvnS4FVlidvO34LV79BAVi3Qk1xIRQZp6C8fpCr3bIvA5c2McrA0AJI3ENfVG4iBZeuAfBtN5rjAbbsOr2i3c4zsQMChgN5V3hN5/5guGeXN2iu7/w6c5GMrAG/gYD9bWY01lTReG9kRVF2N7i4CfjtCe3nxqyhR+t+pjgTOPQlxxUZWgD9PgXaDLp790kgEAjuQ0T7TyCTcpI+qcwLND27RQK/DKEhG+BqsaCRnF/nWycENDeRxnSlDuAUrj7WMeDYEv5ZoWCKet2RLqFPAo7+gIE5pOpqFO/Zh8xFi+AwbghMzyzUHswcvxUIGMrk8qsHGRKaEcvAUY2gAliZSjmufU0lWaw+Hf2aBvSwp2j4vrAW8HmEKxc1mVAnlzLc09q9/r3JusSgzYTtgO9AoOMLdyeOoDS7/nMlDTx3v5G0T84TK80B1kwEbPeytSoQCAQCLYSoetgpTAd+H80sJADY8yEQPV0WVADFU/cZrJoYcsg0chKAZUOBgut87BDAaAHNUn6Ala0jX9MHpaqi16lFCP8LoCw2FlkLP4Pz071hYJAIyawFFAV18qms3IHEfQwFjf2Tz51fBbSdSIGk8W3lXwP8H2VrUoOxDeAUDHR7h/tUFgMlCrYZnUK1QzYLb9Bsf7Ooqi4Hds4BLm7g4xM/sPrW/1N6mJoShwC2HzWrDHUNAYdGDFpubrIvaz9W1XB+oxBVAoFAUA+RU/WwU3BdFlQATdiqBpa5m9jJggpge1AjqAAGXlaXsCoUMEx+PmA4K11tBnOWnbFsBK/OSkPL6cNgWB0LBaqh6Dy1VnDB1IFVMZ++FD11jO+oLucKPudwGsLDxrGF1/ElGtgdArky8LdRgHNbIPotwNSJ5+8QoB7WexMNrZgrzmJkRF0urmNFpqlxCqURPmQUr2fsX4BjQNO/T1PTIlj7sZ5xs+VgCQQCwf2OqFQ97Jg50iuk8TxJEocl23gz2RwAQsbQCP53VFcwEd3KHQgehYoifZQlZgCHL8EkWBd6NckAJIoeUzuYWBdBZ90Uef/WvTlg2cgK0DcCTi1n+y9hp7yNQwAzpMwcKUIqiwFTR64g7DWHAaKnfmI706UtcHihdgWrzzwa353CgNRTfM53ACtoN2NkDbh1Aq7uk5/z6HrrFYL/BoWCUQ7uUU1/7LuJe2dmfx38gqGj0dMYaSEQCASCeghR9bBj6caqz4ZXgbxEVklc2wFP/UX/kq4hBZWRhfZ+Lm0BCze5WmXvD7QIZcXHoQ0qivRx7YWxqMnLg2lUBEzLtwMXl3PbkNFAl2lQxv2hfczL2zhDz9wJOLqEX86nlgEDv2A8gq4RYwqqyjjqRuPl0kQyKJVA/BYOOAZYyTrytfZ7xK0Des4BnviV1TWlHkWeiXX9e2NgAvT9ENg8naZ9z55A9Bs04d8ppTnMraoqYwXKyv3Oj3E/YmjGQNE2g7jS8+8CTgUCgeA/jBBVDzsqFeDRGZi4jQOBzZ1kv5C50633s/Fkiyr1FHOVnCMYgaCm7OxZ1OSx+mXd1Qe6cZ/I+57+GXDvzPl7ddE1YLvOKZQerOtHgfbPMnldE+aZnQD8XMfL1SIUeHy5PJ/QqycQoxZvNZUUeeo4BwBsY+oasNJl5vj398cxEBi1kqLIxI4jZu6U0jxg4+vyEGdzZ67su92KwweNhuYWCgQCgUALIaoeVkqygQt/UYC4RQJhTwJ2Pnd2DJtWrLjkXmGoZnUVoKvOetKRfUs6OhX19y3NZsXqwl9AcTqFWa/32e5TKAAbD46puZmU49perrTTjEaoK6oGfw0c+xZQ6AK95gJbptMnZmLHmXu2Xnd2nQam/PmnZJyTBRVAj9i1Aw+XqBIIBALB3yJE1cPKhbXAxqn8842T/Bm1ku2cxlJRzFl8uz+gaGn3LNBlKmBiB+PQUOh5eKAqKQmVpcYwrLuyTUfdcrP3A4b9wDacsQ0rVH87yqWB2LS6UWqG5mxHBQ5nlINUQ79U/jW2Oh0C/lm16d9QU13/uerKe3sOAoFAIGh2hKh6GKmp5oDdulw/ROFxJyvO0mKAHbPkx0e/odHabwD03dzg9v13KL9wAUoDQ6giQ6E8u5yaKHQUW45XdgO/DJX3dwgEnvwTML0pBb0uzhFsn2lm8DkEAE4h9ber9T0pAde2/GkqqspYWWusf8jBX9sYr28CtOzYdOcjEAgEggcCIaoedMoKgOuHKZhsWgNuHVipcetAUaTBxE6dcn4HFGc28Fx67R/1nZ2h7+wsv+bXV3vbSzfFFWSc41Dk24kqO29g7Dog9RRUelZQmbeCroXLrbdvSqorGQK6/1Oa5rtM5WrAm2cX3oyZAzB8KT1iVaWAc1j9KAKBQCAQPPQIUfWgc+p/nJGnYei3QPBIIHwcW34px9l6G7rk9sb0hrDz4erA6nI+Vii4CrCxWNz0fgpF4wzPtl4oSy9H1ueLUHHxIixHjoDlY49Bz97+7/f9N6QcZ/aVhuVHgKd3Nlwpuxkr94dnxZ9AIBAI/hFCVD3IFKRoz8MDgL3zAe++9DONXs3RM8bWstG7uhK4uh848yvzmFzaMa/JvSODHevi4M923ZHFQGUJ0OE5Ri3UO48bbC+W5bNC49KWAsqnHxDzG5B9kY97zuaswL+hOjsbKa9MQfUNtgCzF34JHQtLWI8e9Td7/kuyL2k/VlUzUbwxokogEAgE/3mEqHqQUeqxklRZIj+nbyYPuzWyAIxuGidy/TDwy6Py49g/GY5ZWQj4D0U9WkYCbh1pFm+oDVZWCGx8jflRAM3jY/+i98rOB3hqHVt+huaAnV+jMqCq0tJqBZWGwu3b776oaqiSd6fVPYFAIBD8ZxFjah5kzByAvvPlx0odoPu7t48HSD6m/bgkC9AzBA4u1J4HWBeF4ta+ouyLsqACWN25sE77HD06s4LVyFBNXTs76Fhr+79MO0U2at9/hWsHzhLUNWDV7pFPuGJRIBAIBIJGICpVDzpthgDWHmwFWrfiCrvbYd6i/nNKXQZlKv6BxtZpQCj9y6BIPUdHOH/xOdJnzkLl1auwGDoU5n0f+VfHbBRGlkDn1xnXoFACVi3v/nsKBAKB4KFBiKoHHV19epga8jo1hEcXwKsXV7kpdYCICcDVA5yZp6N35+9v58NBx4e/5GMjKw4//peYtG2LliuWQ1VSAj17eyj0/sG5/ROUSopUgUAgEAjuECGq/mtYugGP/QhkXeKqvpoqoO0kRhn8E/SMOGTXuw+N6g5tOOKmCdC1tAQsLZvkWAKBQCAQ3G2EqPovYmjetGGZhub0TQkEAoFA8B9GGNUFAoFAIBAImgAhqgQCgUAgEAiaACGqBAKBQCAQCJoA4akSNAn5melIOnUC2cnX4B4cCrfAEBgY1UlolyQg5QSQfoYJ7q7t5ZR3gUAgEAgeAoSoEvxrqirKsXfZD0g4fhgAcHbHZvR76Q34RUXLG107CCwbzHBQgCnuQ76hyV0gEAgEgocA0f4T/GvyM9JrBZWGmG0boFLVyE/ErpUFFQBc3MDxNQKBQCAQPCQIUSX41+gbGkLfyEjrORtnVyg1MwgBQN+k/o7/JGxUIBAIBIL7FCGqBP8aC3tH9Hz6BSh12E02sbZBcK9+2hv5DwEMLeXHHV8CbH3u2TkKBAKBQHC3EZ6qO2T58uX44YcfkJWVBV9fX8yYMQNBQUHNfVrNjm9kF9i19EBpQT6sWjjDzMZWewOnUODpHUDmBY6yaRHCQc4CgUAgEDwkiErVHbBp0ybMmzcPL7zwAv7880/4+vpi4sSJyMnJae5Ta3YUSiVsXVvCLSC4vqDSYNsaaDOY8weFQV0gEAgEDxlCVN0BS5cuxYgRIzBs2DB4eXlh9uzZMDQ0xOrVq5v71AQCgUAgEDQzQlQ1ksrKSsTGxiIyMrL2OaVSicjISJw+fboZz0wgEAgEAsH9gBBVjSQvLw81NTWwsbHRet7GxgbZ2dnNdFYCgUAgEAjuF4SoEggEAoFAIGgChKhqJFZWVtDR0alnSs/JyYGt7S2M2QKBQCAQCP4zCFHVSPT19eHv74/Dh+XkcJVKhcOHDyM0NLQZz0wgEAgEAsH9gMipugPGjx+P6dOnIyAgAEFBQfjpp59QVlaGRx99tLlPTSAQCAQCQTMjRNUd0K9fP+Tm5mLhwoXIysqCn58fvv/+e9H+EwgEAoFAIETVnTJmzBiMGTOmuU9DIBAIBALBfYbwVAkEAoFAIBA0AUJUCQQCgUAgEDQBQlQJBAKBQCAQNAHCU3UPkSQJAFBcXNzMZyIQCAQCgaCxaL63Nd/jt0KIqntISUkJACA6OrqZz0QgEAgEAsGdUlJSAjMzs1u+rpD+TnYJmgyVSoXMzEyYmJhAoVA09+kIBAKBQCBoBJIkoaSkBPb29lAqb+2cEqJKIBAIBAKBoAkQRnWBQCAQCASCJkCIKoFAIBAIBIImQIgqgUAgEAgEgiZAiCqBQCAQCASCJkCIKoFAIBAIBIImQIgqgUAgEAgEgiZAiCqBQCAQCASCJkCIKoFAIBAIBIImQIgqwT3j+PHjeO655xAVFQUfHx/s2LFD63VJkvDFF18gKioKQUFBGDduHK5evaq1TX5+PqZOnYqwsDBERETg7bffrh3/o+HixYsYNWoUAgMDER0dje++++5uX1qzsGTJEgwbNgyhoaHo2LEjnn/+eSQmJmptU1FRgdmzZ6N9+/YIDQ3FSy+9hOzsbK1tUlNTMWnSJAQHB6Njx4746KOPUF1drbXN0aNHMXToUAQEBKBXr15Ys2bNXb++5mDFihUYOHAgwsLCEBYWhpEjR2Lv3r21r4v7+e/59ttv4ePjgw8++KD2OXFf74wvv/wSPj4+Wj99+/atfV3cz2ZEEgjuEXv27JE+++wzadu2bZK3t7e0fft2rdeXLFkihYeHS9u3b5fi4uKk5557TurevbtUXl5eu83EiROlQYMGSTExMdLx48elXr16Sa+99lrt60VFRVJkZKQ0depUKT4+XtqwYYMUFBQk/fbbb/fsOu8VEyZMkFavXi3Fx8dLcXFx0jPPPCN17dpVKikpqd3mvffek6Kjo6VDhw5J586dk0aMGCGNHDmy9vXq6mppwIAB0rhx46QLFy5Ie/bskdq3by99+umntdtcv35dCg4OlubNmyclJCRIP//8s+Tn5yft27fvnl7vvWDnzp3Snj17pKSkJCkxMVH67LPPJH9/fyk+Pl6SJHE//y1nzpyRunXrJg0cOFB6//33a58X9/XOWLhwodS/f38pMzOz9icnJ6f2dXE/mw8hqgTNws2iSqVSSZ06dZK+//772ucKCwulgIAAacOGDZIkSVJCQoLk7e0tnT17tnabvXv3Sj4+PlJ6erokSZK0fPlyqW3btlJFRUXtNp988onUp0+fu31JzU5OTo7k7e0tHTt2TJIk3j9/f39p8+bNtdto7uHp06clSaLQ9fX1lbKysmq3WbFihRQWFlZ7Dz/++GOpf//+Wu81ZcoUacKECXf5iu4P2rZtK61cuVLcz39JcXGx1Lt3b+ngwYPSmDFjakWVuK93zsKFC6VBgwY1+Jq4n82LaP8J7gtSUlKQlZWFyMjI2ufMzMwQHByM06dPAwBOnz4Nc3NzBAYG1m4TGRkJpVKJs2fPAgBiYmIQEREBfX392m2ioqKQlJSEgoKCe3Q1zUNRUREAwMLCAgBw/vx5VFVVad1TT09PODk5ISYmBgDvl7e3N2xtbWu3iYqKQnFxMRISEmq36dixo9Z7RUVF1R7jYaWmpgYbN25EaWkpQkNDxf38l8yZMwfR0dFa9w8Qf0//KdeuXUNUVBR69OiBqVOnIjU1FYC4n82NbnOfgEAAAFlZWQAAGxsbredtbGxqvQDZ2dmwtrbWel1XVxcWFha1+2dnZ8PFxUVrG80/HNnZ2bWC42FDpVLhww8/RFhYGLy9vQHwevX09GBubq61rY2Njdb9qvsPKyDfr7/bpri4GOXl5TA0NLwr19RcXLp0CY8//jgqKipgbGyMr776Cl5eXoiLixP38x+yceNGXLhwAatWrar3mvh7eucEBQVh3rx58PDwQFZWFr766iuMHj0a69evF/ezmRGiSiB4CJg9ezYuX76MFStWNPepPPB4eHhg7dq1KCoqwtatWzF9+nT88ssvzX1aDyxpaWn44IMP8OOPP8LAwKC5T+ehIDo6uvbPvr6+CA4ORrdu3bB582YhdpoZ0f4T3BfY2dkBAHJycrSez8nJqf1tydbWFrm5uVqvV1dXo6CgoHZ/W1vbeqtcNI9v/q3rYWHOnDnYs2cPfvrpqQ7nMwAACaFJREFUJzg6OtY+b2tri6qqKhQWFmptn5OT06j79XfbmJqaPpT/gOvr66Nly5YICAjA1KlT4evri2XLlon7+Q+JjY1FTk4OHn30UbRp0wZt2rTBsWPH8PPPP6NNmzbivjYB5ubmcHd3x/Xr18X9bGaEqBLcF7i4uMDOzg6HDx+ufa64uBhnzpxBaGgoACA0NBSFhYU4f/587TZHjhyBSqVCUFAQACAkJAQnTpxAVVVV7TaHDh2Ch4fHQ9f6kyQJc+bMwfbt2/HTTz/B1dVV6/WAgADo6elp3dPExESkpqYiJCQEAO9XfHy8lpg9dOgQTE1N4eXlVbvNkSNHtI596NCh2mM87KhUKlRWVor7+Q/p0KED1q9fj7Vr19b+BAQEYODAgbV/Fvf131FSUoLk5GTY2dmJ+9ncNLdTXvDfobi4WLpw4YJ04cIFydvbW1q6dKl04cIF6caNG5IkMVIhIiJC2rFjh3Tx4kVp8uTJDUYqDBkyRDpz5ox04sQJqXfv3lqRCoWFhVJkZKT0xhtvSPHx8dLGjRul4ODghzJSYebMmVJ4eLh09OhRraXVZWVltdu89957UteuXaXDhw9L586dk0aOHNng0uoJEyZIcXFx0r59+6QOHTo0uLT6o48+khISEqRffvnloV1avWDBAunYsWNScnKydPHiRWnBggWSj4+PdODAAUmSxP1sKuqu/pMkcV/vlPnz50tHjx6VkpOTpZMnT0rjxo2T2rdvXxurIO5n8yFEleCeceTIEcnb27vez/Tp0yVJYqzC559/LkVGRkoBAQHSU089JSUmJmodIy8vT3rttdekkJAQKSwsTHrzzTel4uJirW3i4uKkJ554QgoICJA6d+4sLVmy5J5d472koXvp7e0trV69unab8vJyadasWVLbtm2l4OBg6YUXXpAyMzO1jpOSkiI9/fTTUlBQkNS+fXtp/vz5UlVVldY2R44ckQYPHiz5+/tLPXr00HqPh4m33npL6tatm+Tv7y916NBBeuqpp2oFlSSJ+9lU3CyqxH29M6ZMmSJ16tRJ8vf3lzp37ixNmTJFunbtWu3r4n42HwpJkqTmrpYJBAKBQCAQPOgIT5VAIBAIBAJBEyBElUAgEAgEAkETIESVQCAQCAQCQRMgRJVAIBAIBAJBEyBElUAgEAgEAkETIESVQCAQCAQCQRMgRJVAIBAIBAJBEyBElUAgEAgEAkETIESVQCAQ/A0pKSnw8fFBXFxcc5+KQCC4jxGJ6gKB4IEkKysLS5Yswd69e5Geng4zMzO4ublh0KBBGDp0KIyMjO7oeE8++SR8fX3xzjvv1HutpqYGubm5sLKygq6u7r867/T0dPTs2RPu7u7YsGHDvzqWQCC4v/h3/zoIBAJBM5CcnIwnnngCZmZmePXVV+Hj4wN9fX1cunQJK1euhIODA3r06NHgvlVVVdDT07uj99PR0YGdnV1TnDrWrFmDvn374sSJEzhz5gyCg4Nvu/0/OV+BQNA8iPafQCB44Jg1axZ0dHSwevVq9OvXD56ennB1dUXPnj3x7bffonv37rXb+vj4YMWKFXjuuecQEhKCxYsX3/H71W3/qVQqdOnSBStWrNDa5sKFC/D19cWNGzdueRxJkrBmzRoMHjwYAwYMwKpVqxp8n02bNmHMmDEIDAzE+vXrAQB//PEHHnnkEQQGBqJv375Yvny51r6ffPIJ+vTpg+DgYPTo0QOff/45qqqq7vhaBQLBP0dUqgQCwQNFXl4eDh48iNdeew3GxsYNbqNQKLQeL1q0CFOnTsU777wDHR2df/X+SqUS/fv3x4YNGzBq1Kja59evX4+wsDA4Ozvfct8jR46gvLwckZGRcHBwwOOPP4633nqr3nUsWLAAb775Jvz8/GBgYIB169bhiy++wHvvvQc/Pz/ExcVhxowZMDY2xtChQwEAJiYmmDdvHuzt7REfH48ZM2bAxMQEzzzzzL+6XoFA0HiEqBIIBA8U169fhyRJ8PDw0Hq+ffv2qKysBACMGjUKb7zxRu1rAwYMwLBhw5rsHAYNGoSlS5ciNTUVTk5OUKlU2LhxIyZPnnzb/VatWoV+/fpBR0cH3t7ecHV1xZYtW/Doo49qbffUU0+hd+/etY+//PJLvPnmm7XPubq6IiEhAb///nutqHr++edrt3dxcUFSUhI2btwoRJVAcA8RokogEDwUrFq1CiqVCq+//nqtuNIQEBDQpO/l5+cHT09PbNiwAZMmTcKxY8eQm5uLvn373nKfwsJCbN++XattOGjQIKxataqeqKp7vqWlpbh+/TreeecdzJgxo/b56upqmJmZ1T7etGkTli1bhuTkZJSWlqK6uhqmpqZNcbkCgaCRCFElEAgeKNzc3KBQKJCUlKT1vKurKwDA0NCw3j63ahP+GwYOHIj169dj0qRJ2LBhA6KiomBlZXXL7devX4+KigqMGDGi9jlJkqBSqZCUlKRVeat7vqWlpQCAuXPn1jO1K5W0xZ4+fRqvv/46XnrpJURFRcHMzAwbN27E0qVLm+RaBQJB4xBGdYFA8EBhZWWFTp064ZdffqkVHM3BgAEDcPnyZZw/fx5bt27FoEGDbrv96tWrMWHCBKxdu7b256+//kJERARWr159y/1sbW1hb2+P5ORktGzZUutHIyRPnz4NJycnTJ48GYGBgXB3d0dqamqTXq9AIPh7RKVKIBA8cMycORNPPPEEhg0bhpdeegk+Pj5QKBQ4d+4cEhMT4e/v/4+Om5ubWy/g81ZRCi4uLggNDcU777yDmpoarRWHNxMXF4fY2Fh88skn8PT01Hqtf//++PrrrzFlypRb7v/yyy/j/fffh5mZGTp37ozKykqcP38ehYWFGD9+PFq2bIm0tDRs3LgRgYGB2LNnD3bs2NH4CxcIBE2CEFUCgeCBw83NDX/++SeWLFmCTz/9FBkZGdDT04OXlxcmTJigtSrvTtiwYUO9QM5XXnnlllWogQMHYvbs2RgyZEiDbUcNq1atgpeXVz1BBQC9evXC3LlzsXfvXvj4+DS4//Dhw2FoaIgffvgBH3/8MYyNjeHt7Y2nnnoKANCjRw889dRTmDNnDiorK9G1a1dMnjwZixYtauylCwSCJkAkqgsEAoFAIBA0AcJTJRAIBAKBQNAECFElEAgEAoFA0AQIUSUQCAQCgUDQBAhRJRAIBAKBQNAECFElEAgEAoFA0AQIUSUQCAQCgUDQBAhRJRAIBAKBQNAECFElEAgEAoFA0AQIUSUQCAQCgUDQBAhRJRAIBAKBQNAECFElEAgEAoFA0AT8P9ZvzNhzAMyfAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Heating\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "del df[\"Heating\"]\n", "# Also discard the associated ordinal variable.\n", "del df[\"Heating QC\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### House Style\n", "\n", "In summary, this variable is very similar to the above derived variable *has 2nd Flr*. Therefore, it is dropped." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"House Style\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "del df[\"House Style\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Land Contour\n", "\n", "This variable is assumed to contain the same information as the ordinal variable *Land Slope* and is dropped." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Land Contour\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "del df[\"Land Contour\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lot Configuration\n", "\n", "This variable shows no good pattern and is dropped." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Lot Config\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "del df[\"Lot Config\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MS SubClass\n", "\n", "By looking at this variable's realizations, one can see that several distinct features are lumped together in one. In particular, the above variables *has 2nd Flr* and *build_type_\\** and the future age related features at the bottom of this notebook together should comprise the same patterns in a more advantagous way. Thus, the column is dropped." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['1-STORY 1946 & NEWER ALL STYLES',\n", " '1-STORY 1945 & OLDER',\n", " '1-STORY W/FINISHED ATTIC ALL AGES',\n", " '1-1/2 STORY - UNFINISHED ALL AGES',\n", " '1-1/2 STORY FINISHED ALL AGES',\n", " '2-STORY 1946 & NEWER',\n", " '2-STORY 1945 & OLDER',\n", " '2-1/2 STORY ALL AGES',\n", " 'SPLIT OR MULTI-LEVEL',\n", " 'SPLIT FOYER',\n", " 'DUPLEX - ALL STYLES AND AGES',\n", " '1-STORY PUD (Planned Unit Development) - 1946 & NEWER',\n", " '1-1/2 STORY PUD - ALL AGES',\n", " '2-STORY PUD - 1946 & NEWER',\n", " 'PUD - MULTILEVEL - INCL SPLIT LEV/FOYER',\n", " '2 FAMILY CONVERSION - ALL STYLES AND AGES']" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(ALL_COLUMNS[\"MS SubClass\"][\"lookups\"].values())" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "del df[\"MS SubClass\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MS Zoning\n", "\n", "This variable is dropped as most houses are located in a \"residential\" zone." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MS Zoning\n", "RL 2252\n", "RM 459\n", "FV 131\n", "RH 27\n", "C 25\n", "A 2\n", "I 2\n", "RP 0\n", "Name: count, dtype: int64" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"MS Zoning\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"MS Zoning\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "del df[\"MS Zoning\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Masonry Veneer Type\n", "\n", "None of the groups have a slope differing from the overall one." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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2CIIgCMLVlFdi5u8jWXZl649kkVdSszlMtdWuXTtWrFjBihUr+OGHH+jUqROPPvooqamptjqxsbFVrisrK2Po0KHccccdvPLKKygUCts5SZJq/PzAwEAMBoPt2MvLi/DwcLugzsvLy64jBOQhwLP0ej0Gg4Hc3NwaP7c2rps5VSaTiZ9//plBgwahUCjYv38/ZrOZDh062OqEhYUREBBgC2R2795NREQEXl5etjrx8fEYjUYSEhJsddq3b2/3rPj4eNs9TCYTBw4csHuOUqmkQ4cO7Nq1C6BGbREEQRCEq8ldr6FLpLddWddIb9z1l+7tuRKOjo6EhIQQEhJCs2bNmDp1KqWlpXz//fe2Onq9vsp1Wq2WDh06sH79ejIyMuzONWzYkOTk5BpNaler7RMVKBSKasusVqtd2fm9YNXVqWvXTVD1xx9/UFRUZJuclp2djUajsRtXBfD09CQrK8tW59yACrAdX6qO0WikrKyMvLw8LBYLnp6eVZ5zds5UTdoiCIIgCFeTg0bF8z0i6NPUD71WRZ+mfjzXIwIHjeqatkOhUKBQKCgvL79oPaVSyTvvvENMTAzDhw+3C6z69etHSUkJixcvrvbawsLCOm3ztXLd5KlaunQpnTt3xtfXt76bIgiCIAjXpQhfZz64vwV5JWbc9ZprElCZTCZbB0JhYSHffPMNJSUldOvW7ZLXqlQqZs6cybhx4xgxYgRff/013t7eNG/enEceeYS3336bjIwM7rjjDnx8fEhKSuLbb7+lVatWjBgx4mq/tTp3XQRVqampbNq0iTlz5tjKvLy8MJvNFBYW2vUQ5eTk4O3tbatz/qSzs71L59Y5f5VednY2BoMBnU6HUqlEpVJVGYvNycmx9XDVpC2CIAiCcC04aFT4uV673qkNGzbYVvQ5OTnRqFEjPvzwQ9q1a0dKSsolr1er1bz//vs8//zztsDK09OTF154gZiYGBYvXsySJUuQJIng4GB69eplG7W64UjXgdmzZ0sdO3aUzGazraywsFCKiYmR1qxZYys7fvy4FBERIe3atUuSJElav369FBUVJWVnZ9vqLFmyRGrZsqVUXl4uSZIkvfPOO1Lfvn3tnjdu3Dhp1KhRtuN7771XevPNN23HFotF6tSpkzRv3rwat6UmioqKpIiICKmoqKjG1wiCIAg3ttLSUungwYNSaWlpfTdFuIiLfZ9q+vu73nuqrFYry5Yto3///nYTz5ydnRk0aBAzZszA1dUVg8HA1KlTiYuLo0WLFoA84Tw8PJwXX3yRF154gaysLGbNmsXQoUPRarUADB48mEWLFvHOO+8waNAgtmzZwurVq5k3b57tWSNHjmTixInExsbSrFkzvvzyS0pLSxk4cGCN2yIIgiAIwq2t3oOqTZs2kZaWxqBBg6qcmzx5MkqlkrFjx2IymYiPj+f111+3nVepVMydO5cpU6bwwAMP4OjoyIABAxg7dqytTnBwMPPmzWP69Ol89dVX+Pn5MXXqVDp16mSr06dPH3Jzc5k9ezZZWVlER0czf/58uwnul2qLIAiCIAi3NoUkXUayCOGKGI1GWrVqxY4dO+xybgiCIAg3r7KyMhITEwkNDUWn09V3c4QLuNj3qaa/v6+blAqCIAiCIAg3MhFUCYIgCIIg1AERVAmCIAiCINQBEVQJgiAIgiDUARFUCYIgCIIg1AERVAmCIAiCINQBEVQJgiAIglCnli1bRuvWreu7GddcvSf/FARBEATh+jRp0iSWL19uO3ZzcyM2NpYXXniBqKioWt83JSWF22+/vUp5v379mDlzZq3vW99EUCUIgiAIwgV16tSJ6dOnA5Cdnc2sWbN44oknWL9+fbX1zWZzje+9cOFCwsPDbcc3enJUMfwnCIIgCDcSczkUpsn/vQa0Wi3e3t54e3sTHR3No48+yunTp8nNzSUlJYXIyEhWrVrFsGHDaNq0KStXrqxyj9zcXAYOHMiYMWMwmUy2cjc3N9u9vb29cXZ2JikpiSeffJIOHToQFxfHoEGD2LRpk939TCYT7777Ll26dCE2NpY77riDH374wXb+6NGjPPLII8TFxdGhQwdeeOEFcnNzr94X6QwRVAmCIAjCjSLzMCx/FD5qLf838/A1fXxxcTE///wzISEhuLm52cpnzpzJ8OHDWbVqFfHx8XbXnD59miFDhhAREcHs2bPRarUXfUZJSQldunRh4cKFLF++nE6dOvHEE0+QlpZmq/Piiy/y66+/8sorr7B69WrefPNNnJycACgsLGTEiBE0adKEH3/8kfnz55OTk8Nzzz1XZ1+HCxHDf4IgCIJwIzCXw/ppcPAn+fjgT4ACBnwKGoer9tj169cTFxcHyAGPt7c38+bNQ6ms7JcZMWIEPXv2rHLtiRMnGDVqFD169ODll19GoVDYnR88eLDdfRYtWkSTJk3s5ms999xz/PHHH6xbt45hw4aRmJjI6tWrWbBgAR06dAAgODjYVv+bb76hSZMmjBs3zlY2bdo0unTpYtvb72oRQZUgCIIg3AhKcyDhD/uyhLVQkgOuAVftse3atWPKlCkAFBQU8O233/Loo4/aDbfFxsZWua6srIyhQ4fSt29fXn755Wrv/cEHHxAWFmY79vf3p7i4mI8++oj169eTlZWFxWKhrKzM1lN16NAhVCoVbdq0qfaehw8fZuvWrbZA8FxJSUkiqBIEQRCEW56jJ4T3qOypAgi/A/SeV/exjo6EhITYjmNiYmjdujXff/899913HwB6vb7KdVqtlg4dOrB+/XoeeeQRfH19q9Tx9/e3uzfA1KlT2bRpExMnTqRBgwbodDrGjh1rmwB/qcnsJSUldOvWjQkTJlQ55+3tfek3fAXEnCpBEARBuBFoHKDrZGjSH7RO8n+7vnRVh/6qo1AoUCgUlJdffKK8UqnknXfeISYmhuHDh5ORkVGj++/atYsBAwZwxx13EBkZiZeXF6mpqbbzERERWK1W/vvvv2qvj4mJ4dixYwQGBhISEmL3qi74q0siqBIEQRCEG4VPlDyHasx2+b8+tc8VVVMmk4msrCyysrI4fvw4b731lq036FJUKhUzZ84kMjKSESNGkJWVdclrQkJCWLt2LYcOHeLw4cOMHz8eq9VqOx8UFMSAAQOYPHkyf/zxB8nJyWzdupVVq1YBMGTIEAoKChg3bhx79+4lKSmJDRs28NJLL2GxWGr/hagBEVQJgiAIwo1E4yDPobpGPVQbNmwgPj6e+Ph47rvvPvbt28eHH35Iu3btanS9Wq3m/fffp3HjxowYMYKcnJyL1p80aRIuLi4MHjyYJ554gk6dOhETE2NXZ8qUKfTq1YspU6bQu3dvXn31VUpLSwHw9fXl22+/xWq1Mnr0aPr168e0adNwdna2mxR/NSgkSZKu6hMEG6PRSKtWrdixYwcGg6G+myMIgiBcA2VlZbZVZzd6csub2cW+TzX9/S16qgRBEARBEOqACKoEQRAEQRDqgAiqBEEQBEEQ6oAIqgRBEARBEOqACKoEQRAEQRDqgAiqBEEQBEEQ6oDYpkYQBEGoXuYhOPwrFGVAVB9oGA8qTX23ShCuWyKoEgRBEKoqPA1LhkDuCfl4+2fw0E/QqEv9tksQrmNi+E8QBEGoKutwZUAFIEmQ+Hf9tUcQbgAiqBIEQRCq0rlWLTP4Xvt2CDeNZcuW0bp16+v2fnVBDP8JgnDdMZdXkJ9ZikqlwM1Xj1Il/v675nyawO2vw7o35V6qgFYQ3qO+WyXUk6ysLObOncv69evJyMjA09OT6OhoRowYQfv27enevTupqakAKJVKPD096dy5MxMnTsTVtZoA/SYlgipBEK4rxfnlbFqewNGtGSiVCtr0C6V59yA0DuLj6prS6KD903IgZSoGr8bg5FXfrRLqQUpKCg8++CAuLi68+OKLREREUFFRwcaNG3njjTdYs2YNAGPHjuX+++/HarWSmJjIa6+9xtSpU3n33Xfr+R1cO+JTShCEa0aSJNJPFJB0MBeNg4qQGE88A+03J007ls/RrRkAWK0SW386QUBjNwLC3S77eRVmCxUmKzonsWKtVtRa8G9W360QzmOymMgry8Nd545Wpb3qz3vjjTdQKBT88MMP6PV6W3njxo0ZNGiQ7djJyQlvb28AfH196d+/P7/++utF77148WK++OIL0tPTCQwM5Mknn6R///6284WFhcycOZM//viDoqIiQkJCGD9+PN26datyr9zcXB555BH8/f354IMP0Gqv/tfmfCKoEgThmslILGTFB7uwVkgA7F2XzMAJrXDxcrTVKSkyVbmu1Fi17FJOnyhg28oTFGSW0vz2YCLa+eLodO0/ZAWhLh3PP87Huz9mY+pG4gPjGdNiDGFuYVftefn5+WzYsIHnn3/eLqA6y8XFpdrrMjIy+Ouvv2jW7MJB+dq1a5k2bRovvfQSHTp0YP369UyePBk/Pz9uu+02rFYrjz76KMXFxbz77rs0aNCAhIQElMqq0wFOnz7NyJEjadGiBf/3f/+HSqWq/Zu+AiKoEgThmsk8VWgLqACK803kpBXbBVVeQQZQAGeqaXUqPPycLus5hTml/PrxHsqLKwDY+P0xdAYNkW39rvg9CEJ9MVlMfLz7Y9aeWgvA2lNrUaBgeqfpV63HKikpCUmSaNSo0SXrzpw5kw8//BCLxUJ5eTnNmzfnpZdeumD9zz//nAEDBjB06FAAQkND2b17N1988QW33XYbmzZtYu/evaxatYrQ0FAAgoODq9znxIkTjBo1ih49evDyyy+jUChq+W6vnJj9KQjCNaPVVf07TuNg/xelf5gr/Z5uTqM4b5p0CqDfsy1wv9ygKrvMFlCdlXI47/IbLAjXkbyyPDambrQr25C6gbyyq/f/tiRJl650xujRo1mxYgU///wzCxcuBOCxxx7DYrFUW//EiRO0bNnSrqxly5YcP34cgEOHDuHn52cLqKpTVlbG0KFDueOOO3jllVfqNaCC6yCoysjIYMKECbRr145mzZrRr18/9u3bZzsvSRIffvgh8fHxNGvWjIcffpiTJ0/a3SM/P5/x48fTsmVLWrduzeTJkykuLrarc/jwYYYMGULTpk3p0qULn332WZW2rF69mjvvvJOmTZvSr18//v7bPidLTdoiCMKF+Td2wy+sciVQbJdAvIPt51QpVUoaxHjS+/GmdBsahV/o5a8ccnLTotbaf7z5Nqx+mEIQbhTuOnfiA+PtyjoFdsJd537VnhkSEoJCoeDEiROXrOvu7k5ISAgNGzakffv2TJ48mV27drF169ZaPVun012yjlartQ0dZmRk1Oo5daleg6qCggIefPBBNBoNn332Gb/++muV5ZefffYZX3/9NVOmTOH777/H0dGR0aNHU15ebqszYcIEEhISWLBgAXPnzmX79u289tprtvNGo5HRo0cTEBDAsmXLePHFF/noo4/47rvvbHV27tzJ+PHjuffee1mxYgW33347Y8aM4ejRo5fVFkEQLszVy5E+TzSl//NxDHyxFe0HhOGgr/tJ5O6+Ttz5WFMMHg4olQqadg2iYVPPOn+OIFxLWpWWMS3G0DOkJ45qR3qG9OSpFk9d1cnqbm5uxMfHs2jRIkpKSqqcLywsvOC1Z+c+lZWVVXu+UaNG7Ny5065s586dhIeHAxAZGUl6ejqJiYkXfcY777xDTEwMw4cPr//ASqpH7777rvTggw9e8LzVapU6duwozZ8/31ZWWFgoxcbGSr/88oskSZKUkJAgRURESHv37rXV+fvvv6XIyEgpPT1dkiRJWrRokdSmTRupvLzc7tm9evWyHT/77LPSY489Zvf8++67T3r11Vdr3JZLKSoqkiIiIqSioqIa1RcE4coUF5RLBVklkqXCUt9NEW5hpaWl0sGDB6XS0tI6uV95RbmUbkyXyivKL125DiQlJUkdO3aU+vTpI61Zs0ZKTEyUEhISpC+//FK68847JUmSpG7dukkfffSRlJmZKWVkZEh79uyRhg0bJt12221Sbm6uJEmStHTpUqlVq1a2+65du1aKiYmRFi1aJCUmJkpffPGFFB0dLW3ZssVWZ9iwYVLfvn2ljRs3SklJSdL69eulv//+u8r9zGaz9Mwzz0i9evWSMjMza/U+L/Z9qunv73rtqVq3bh2xsbGMHTuW9u3b079/f77//nvb+ZSUFLKysujQoYOtzNnZmebNm7Nr1y4Adu3ahYuLC02bNrXV6dChA0qlkr179wKwe/duWrdubbe8Mj4+nsTERAoKCmx12rdvb9e++Ph4du/eXeO2CIJwfdG7aHHxchTJQ4WbilalxdfJ95qkUwB5cviyZcto164db7/9Nn379mXkyJFs3ryZKVOm2OrNnj2b+Ph4OnXqxOOPP46joyNffPEF7u7VD0/26NGDyZMn88UXX9C3b1+WLFnCtGnTaNeuna3OnDlziI2NZdy4cdx1113MnDkTq9Va5V5qtZr333+fxo0bM2LECHJycur861AT9br6Lzk5mW+//ZaRI0fyxBNPsG/fPqZOnYpGo2HAgAFkZWUB4Olp323v6elJdnY2ANnZ2Xh4eNidV6vVuLq62q7Pzs4mKCjIro6Xl5ftnKurK9nZ2bay6p5Tk7YIgiAIws3Ix8eH1157zW5qzbnWrVt3yXsMHDiQgQMH2pUNGTKEIUOGXPAaNzc3pk+fXqP7qdVq5syZc8l2XE31GlRJkmSLQAGaNGnCsWPHWLJkCQMGDKjPpgmCUJcsZkjeCun7weADIR3AWaQ3EATh5lKvfeLe3t6EhdknLWvUqBFpaWm280CVbrycnBxbr5KXlxe5ubl25ysqKigoKLBd7+XlVaU36ezxufc5v865z6lJWwRBuIAT6+HLvrBmIvw4Ev54E8zVT14VBEG4UdVrUNWyZcsqs/pPnjxJYGAgAEFBQXh7e7N582bbeaPRyJ49e4iLiwMgLi6OwsJC9u/fb6uzZcsWrFarLZNrixYt2L59O2az2VZn06ZNhIaG2lYatmjRgi1btti1ZdOmTbRo0aLGbREE4QL++1zelPesPYsgJ6H+2iMIgnAV1GtQNWLECPbs2cPcuXM5deoUK1eu5Pvvv7eNryoUCoYPH84nn3zCn3/+yZEjR3jxxRfx8fGhRw95t/SwsDA6derEq6++yt69e9mxYwdvvfUWd911F76+vgD069cPjUbDyy+/zLFjx1i1ahVfffUVI0eOtLVl+PDhbNiwgS+++ILjx48zZ84c9u/fz7Bhw2rcFkEQLkBvP+8RlUZ+CddehQlStsPBlZBxqL5bIwg3FYUkXUa61Kvgr7/+4v333+fkyZMEBQUxcuRI7r//ftt5SZKYPXs233//PYWFhbRq1YrXX3/dLsNqfn4+b731FuvWrUOpVNKzZ09eeeUVnJwqszAfPnyYN998k3379uHu7s6wYcN47LHH7NqyevVqZs2aRWpqKg0bNuSFF16gS5cul9WWizEajbRq1YodO3ZgMBgufYEg3CySt8E3A6G8SD6+401o/zQo62d/rupYLVbSEgpIOZyL3kVLcBNP3H2r7nV2w9v1Dfw0Rv63WgfDlkLD+ItfI1yRsrIyEhMTCQ0NrVFCS6F+XOz7VNPf3/UeVN1KRFAl3NKyjkL2EXDyBr9moL2+ApaUw7n89OFu256DnoEG7n62BXqXm2gT5vxk+KR9ZXAL0KgbDPke1DfR+7zOiKDqxlAXQZXYUFkQhGvDO0J+XaeSDubaAiqAnFQjuaeLb66gymIGc6l9WUkuWKvfm00QhMsjMuIJgiBAtcGT1uH6GZ6sE+4h8rDrueKfB61j/bRHEG4yoqdKEAQBaBDjyYGNaeSny/ubtenbEPdAp0tcdYNRqqDD0xAYBwWp4BMNDdpf+jpBEGpEBFWCIAiAh78T/Z9rQW56CVqdCo9AAxrNTdZTBfKctib967sVgnBTEsN/giAIZzi56QiO8sC3oevNGVAJwmWaNGkSkZGRfPrpp3blf/zxB5GRkfXUquuXCKoEQRAEQbggBwcHPvvsMwoKCuq7Kdc9EVQJgiAIwg3EajJhTk/HajJdk+d16NABLy8v5s2bd8E6v/32G3fddRexsbF0796dL774wu589+7dmTt3Li+99BJxcXF07dqV7777zq7O6dOnefbZZ2ndujVt27blySefJCUl5aq8p6tFBFWCIAiCcIMoO5ZA2oQXON7nLtImvEDZsau/3ZNSqWTcuHF88803pKenVzm/f/9+nnvuOfr06cPKlSt5+umn+fDDD1m2bJldvQULFhAbG8uKFSsYMmQIU6ZM4cSJEwCYzWZGjx6Nk5MTixYt4ttvv0Wv1/PII49gukbBY10QQZUgCIIg3ACsJhPZc+ZQ9PvvSCUlFP3+O9kffXRNeqzuuOMOoqOjmT17dpVzCxYsoH379owZM4bQ0FAGDhzI0KFD+fzzz+3qde7cmaFDhxISEsKjjz6Ku7s7W7duBWDVqlVYrVb+7//+j8jISMLCwpg+fTqnT59m27ZtV/391RURVAmCIAjCDcCSm4tx40a7MuOGDVhyc6/J8ydMmMCKFSs4fvy4XfmJEydo2bKlXVnLli05deoUFktlYtlzJ7YrFAq8vLzIyckB5K3kkpKSaNmyJXFxccTFxdGuXTvKy8tJSkq6iu+qbomUCoIg1KuSIhPWCisG9+tr+w5zWQXJh3I5vjsLD38nGsX53Jx7AQo3DJWHB4b4eIp+/91WZujUCZWHx0Wuqjtt2rQhPj6e9957j4EDB1729Wq1fcihUCg4u1NeSUkJMTExzJw5s8p1Htfo/dUFEVQJglAvrFaJxD1Z/LPkKKbSClr3aUiT+AAcDdfHtjBJB3NZ8+l+2/HJvdnc9XRzdHpNPbZKuJUptVq8nnkGFAqMGzZg6NQJr6efRqm9dj8z48ePp3///oSGhtrKGjVqxM6dO+3q7dy5k4YNG6JS1Sw1SUxMDKtXr8bT0/OG3htXDP8JglAvclKK+O3T/ZQUmKgwWdmy4gRpx/Jt5y0WKymHc9ny03H2rU8hP7Pkmrbv8Bb7CbnpJwopyCy9QG1BuDZ0jcMJePcdwlb9SsC776BrHH5Nnx8ZGUm/fv34+uuvbWWjRo1i8+bNfPzxxyQmJrJ8+XIWLVrEqFGjanzffv364e7uzpNPPsn27dtJTk5m69atTJ06tdrJ8dcr0VMlCEK9KMotR5LsywqyKoOW1CN5rJyzx7bJsW9DF+56ujmOhmvTU+Thr+fk3spjlUaJ1lF8ZAr1T6nVovTzq7fnjx07llWrVtmOY2JimDVrFrNnz+aTTz7B29ubsWPHXtYQoaOjI9988w0zZ87k6aefpri4GF9fX9q3b39D9VyJTwhBEOqFi7cOpUqB1VIZWbn7Vc5ZStydbQuoADJOFpKXXoxjuNs1aV9EWz9O7skmN70ElVpJ16GRuPmIjYeFW8uMGTOqlAUFBbF//367sl69etGrV68L3mfdunVVyn766Se7Y29vb95+++1atvT6IIIqQRDqhWeAgbvGNGPz8uOUGc207tOQgMbutvN6N/t5IgoFaByu3dYxnoEG7hnXkoLMEhycNLj76lEoFNfs+bWSdQSSNoO1AoLbgV/T+m6RINxSRFAlCEK9UCgUNGjiiV8jVywVUpVhvUbNvTm8KZ3CbHlIsN09jfDwc7qmbdS7aNG7XB8T5y8pNxG+HgiFZzJQ61xh5GrwjanfdgnCLUQEVYIg1CutrvqPIc9AAwPGx5GXXoLWUY1noBMqjVhbc0Gn91YGVABlBZC6UwRVgnANiaBKEITrlsFdd93lr6o3OcchJwGc/cEnGlTnTdjXVPN1qq5MEISrRvzZJwjCTc9UbqG4oLy+m1F7yVvh066w+H74tAvsX1a1TkAcNO5ZeewfB0Ftr1kTBUEQPVWCINzkTh/PZ9PS4+RlFNO0axCxnQJxcnOo72bVnKUC/p0N5YXysWSFVRMgpD24NaisZ/CB/p9A+j55orpvU3Cpv2X3gnArEkGVIAg3raLcMlZ9so8yoxmA7b+exODqQEznwHpu2WWQLFCQYl9mMkJFWdW6Tl4Q1u3atEsQhCrE8J8gCDctY26ZLaA6K+ngtdl8ts6oHaDDM/ZlLR8Gt9BqqwuCUH9ET5UgCDctJ3cHHJzUlBdX2MqCotwvcsV1KrI3DPkeUnaAZyMI7QJqsQehIFxvRFAlCMJNy8XTkd5PNGXjd8fIzyyhaZcgQlt41XezLp/WCSJ6yS9BEK5bIqgSBOGmFtjYnf7j4jCXW3BydUChvM6zogvCdSY3N5cPP/yQv//+m+zsbFxdXYmKiuKpp56iVatWREZG8vHHH9OjR4/6bmq9E0GVIAg3PQe9Bge9GC4Tbg4VZgtlRjM6gwa15upv3fTMM89gNpuZMWMGwcHB5OTksHnzZvLz86/6s280IqgSBEEQhBtETlox2345QfKBXIJjPGjbtxGeAVdv+6bCwkK2b9/O119/Tdu2ct6zwMBAmjVrBkD37t0BGDNmjO3c2c2TFy9ezBdffEF6ejqBgYE8+eST9O/f33bvyMhIpk6dyvr169m4cSO+vr5MnDiR22+/3Vbn6NGjvPPOO+zYsQNHR0c6duzISy+9hIeHx1V7z1dCrP4TBEEQhBtAhdnCtl9OcGJnFuZyCyd2ZvHfLyeoMFuu2jP1ej16vZ4//vgDk8lU5fyPP/4IwPTp09m4caPteO3atUybNo2RI0eycuVKBg8ezOTJk9myZYvd9R999BG9e/fm559/pnPnzkyYMMHWA1ZYWMiIESNo0qQJP/74I/PnzycnJ4fnnnvuqr3fKyWCKkEQBEG4AZQZzSQfsE8JknQgt0rakLqkVquZMWMGK1asoHXr1gwePJj333+fw4cPA9h6jFxcXPD29rYdf/755wwYMIChQ4cSGhrKyJEjueOOO/jiiy/s7j9gwAD69u1LSEgI48aNo6SkhL179wLwzTff0KRJE8aNG0dYWBhNmjRh2rRpbN26lcTExKv2nq+ECKoEQRAE4QagM2gIjrEf9moQ44HOcHXnC/bq1YsNGzbwySef0KlTJ7Zt28bAgQNZtqya7ZLOOHHiBC1btrQra9myJcePH7cri4yMtP1br9djMBjIzZUDx8OHD7N161bi4uJsr969ewOQlJRUV2+vTok5VYIgCIJwA1BrVLTt2wgFcg9VgxgP2vRtdE0mqzs4ONCxY0c6duzImDFjePnll5kzZw4DBw68ovtqNPYBoUKhwGq1AlBSUkK3bt2YMGFCleu8vb2v6LlXiwiqBEEQBOEG4RngRI+RTa7p6r/qhIeH88cffwByYGSx2M/ratSoETt37mTAgAG2sp07dxIeHl7jZ8TExPDbb78RGBiIWn1jhCti+E8QBEEQbiBqjQqDu+6aBFR5eXkMHz6cn376icOHD5OcnMzq1auZP3++bZVeYGAgmzdvJisri4KCAgAeeeQRli9fzuLFizl58iQLFixg7dq1jBo1qsbPHjJkCAUFBYwbN469e/eSlJTEhg0beOmll6oEcdeLGyP0EwThuldqNKFSK9HqxMeKINwsnJycaN68OV9++SVJSUlUVFTg5+fHfffdxxNPPAHAxIkTmTFjBj/88AO+vr6sW7eOHj16MHnyZL744gumTZtGYGAg06ZNo127djV+tq+vL99++y0zZ85k9OjRmEwmAgIC6NSpE0rl9dknpJAkSaqvh8+ZM4ePPvrIriw0NJQ1a9YAUF5ezowZM1i1ahUmk4n4+Hhef/11vLwqt5lIS0tjypQpbN26Fb1eT//+/Rk/frxdV+HWrVuZMWMGx44dw9/fnyeffLLKOPCiRYv4/PPPycrKIioqildffdWWh6OmbbkUo9FIq1at2LFjBwaD4bK+VoJwvSovMXN0WwY71pzE0VlLh4HhBEd7QEkuFCSD3gtcA+uvgZIEeSfBYgaPUFCJJKDCtVVWVkZiYiKhoaHodLr6bo5wARf7PtX093e9h3qNGzdm48aNttfixYtt56ZNm8Zff/3FrFmz+Prrr8nMzOTpp5+2nbdYLDz++OOYzWaWLFnCjBkzWL58ObNnz7bVSU5O5vHHH6ddu3b89NNPjBgxgldeeYUNGzbY6qxatYrp06czZswYli9fTlRUFKNHjyYnJ6fGbRGEW1XK0Tz+WXKU4nwT2clGfv14L+WJu2FhX5jXGT7tDCf+rp/GmUvhv/nwSXv4Xzv4/RUwZtZPWwRBuOnVe1ClUqnw9va2vc7muCgqKmLp0qVMmjSJ9u3bExsby7Rp09i1axe7d+8GYOPGjSQkJPDuu+8SHR1Nly5dePbZZ1m0aJEtSdmSJUsICgpi0qRJhIWFMWzYMHr16sXChQttbViwYAH3338/gwYNIjw8nDfeeAOdTsfSpUtr3BZBuFXlphjtjp09NKh3zoPMA3JBcTaseKp+gpnTe2HVBDm4kqywdS4kbbr27RAE4ZZQ70HVqVOniI+P5/bbb2f8+PGkpaUBsH//fsxmMx06dLDVDQsLIyAgwBbI7N69m4iICLshuPj4eIxGIwkJCbY67du3t3tmfHy87R4mk4kDBw7YPUepVNKhQwd27dpV47YIwq3K3d9+iwxPXzWq09vtKxWmQGn+tWvUWcb0qmWF1ZQJgiDUgXoNqpo1a8b06dOZP38+U6ZMITU1laFDh2I0GsnOzkaj0eDi4mJ3jaenJ1lZWQBkZ2dXmdN09vhSdYxGI2VlZeTl5WGxWPD09KzynOzsbNs9LtUWQbhVBUa60+6eRmgcVBg8HIjuEo7UcoR9pcZ3gmvQtWmQJEHqTtj5NVgroHFP+/M+Ta5NOwRBuOXU6zKdLl262P4dFRVF8+bN6datG6tXrxaT+QThBuFo0NK6d0OibvNDpVHiaNCC8T5QO8De7yC0CzR/ELT6a9OgkxvhmwHyxHSA1qOg7eOQvg86PA0Nbrs27RCE89TjujChBuri+3NdrX12cXGhYcOGJCUl0aFDB8xmM4WFhXY9RDk5ObZMql5eXrY9gs4627t0bp2zZefWMRgM6HQ6lEolKpXKblL62eec7eHy8vK6ZFsE4VZncD/nDyGDL7R9FNo8AgrFtW3Irq8qAyqAHQvg8Q3gHQ2q6+ojT7hFnM0aXlJSgqOjYz23RriQkpISoGqW98txXX3CFBcXk5ycjLe3N7GxsWg0GjZv3kyvXr0AeS+htLQ0WrRoAUCLFi2YO3cuOTk5tuG7TZs2YTAYbFlbW7RowT///GP3nE2bNtnuodVqiYmJYfPmzfTo0QMAq9XK5s2bGTZsGECN2iIIQjWudUAFoDg/IaICFMrrLqAy5pWRm1aMRqfCM9Ag8nvdxFQqFW5ubmRmyos19Ho9ivr42RCqJUkSJSUlZGZm4ubmhkpV+6Sq9fpT/Pbbb9OtWzcCAgLIzMxkzpw5KJVK+vbti7OzM4MGDWLGjBm4urpiMBiYOnUqcXFxtkAmPj6e8PBwXnzxRV544QWysrKYNWsWQ4cORavVAjB48GAWLVrEO++8w6BBg9iyZQurV69m3rx5tnaMHDmSiRMnEhsbS7Nmzfjyyy8pLS215bKqSVsEQbhOtBwOB5ZBRbl83P5p8Gxcv206T+7pYlb9by8FWaUAxN3RgDZ9G6JxEIHVzcrPzw/AFlgJ1x83Nzfb96m26vUnOD09nXHjxpGfn4+HhwetWrXi+++/t6VVmDx5MkqlkrFjx9ol3DxLpVIxd+5cpkyZwgMPPICjoyMDBgxg7NixtjrBwcHMmzeP6dOn89VXX+Hn58fUqVPp1KmTrU6fPn3Izc1l9uzZZGVlER0dzfz58+0muF+qLYIgXCdCOsDoPyDzIDh5QWBrUGvru1V2kg7m2AIqgF1rkwhr6Y1vqGs9tkq4mhQKBf7+/vj4+GA2my99gXBNaTSaK+qhOqteM6rfakRGdUG4MpIkkX6ikNSjuWh1aoKiPPA4L6XDjWDLzyfYseqkXdk9z7UgKMqjfhokCMJF1fT3t+hrFgThhpGRWMCK93dhtch/C7p6O9J/XJz9JPkbQINod3auOYVkld+HV7ABjwDxh5Yg3OhEUCUIQp3Kzyzh6LYMkg/lENHal0YtfXBydaiTe58+XmgLqAAKskrJSS2+4YIq/zA3+j8fx+nj+ej0GgKj3NG7XD9DlObMTIp++53CVb/i1KkTLn374tCgQX03SxCueyKoEgShzlSYLWz96QQJO+TJuOnHCzGVW2h1Z8M6ub9WV3XOg8bhyudBXGsKpYKAxm4ENHar76ZUK3/ZMrJnfQhA6a7dmE4k4j/t/1Bqr5/ATxCuR/W+TY0gCPUg6wjsWgS7F0NOQp3d1phXbguozjq4MY3ykrqZmBsY6Y5XUOUwWdOugXgGiWGzumQpKKDghx/sygp//ZWKdLG9jyBciuipEoRbTfYx+LIfGDPkY7cQGP4zeDS84ls7OKpx8dJRmF1mK/MJcUFdi94kU1kFqUfzyTpViJuvnsBId9x89PR9pjm5acWotcrq8zsZM0HrJL+Ey6bU69HFxGBOTbOVaUJCUDo712OrBOHGIHqqBOFWk7K9MqACyD8Fp3fVya0dnbV0fygaR2c5I7Gbr56WvUJQqS7/oyZxdxar/reX/349ydovDrLr91NYLVacXB0IjvbAP8zNPqAyZsDf78In7eHrgZC0pU7e061GodHg+fgTaEIbAqDy9MT/rTdRu7vXb8ME4QYgeqoE4VajqmYLBmXtt2U4X2CkO/dPbkNJkQlndx2Ozpc/D8dcbmHn2iS7sr1/pRLbJQg3nwvsIXjkN/hrqvzv4mxY8iA89g+4BV/wOZJVoqykAgdHFcpaBH43K8eYJjRctAjz6dOovbzQ+PrWd5ME4YYggipBuNUEtQafJnJyTICgNhAQV6ePMLjrrmhFnlKlwODqQG5qsa1M66hCrblI4HPiL/vjklwoSL5gUFWQVcK+9Smc3JdD227OBEU6ow8IqXWbbzZqDw/UHiJvliBcDhFUCcKtxr0hDPkBTu8GpQr8m4NLQH23yo5KraRV7xBOHy/AXG5BoYDOD0RePFBrGC9vT3OWzhVcAqutKlkl9q5L4dTeDHp3TcRz1ww42Qip2f0oYvqDzqXa6wRBEC5GBFWCcCtyC5Jf17GAxu7cN7k1BZmlOLk54BlwiYnnEb0h7yRs+xTcQ6HPu+Befc9TWYmZhB2ZdOpkxPPkQmg+GE5uRHFiHTj7QUTPOn8/giDc/ERQJQi3OmMGHFkNx/6Qe3ui+4Fr9T0815q7rxPuvjVcxecaAD3egHZPyCv/HN0uWFXrqCYoyh29NQEadYMNMytPpuwA/7VycCUIgnAZRFAlCLe6nV/BujMTvA+vhNwTcOd0eWjwCpQWm8hJNlJhtuIVZLg2Wc+VyhoFhCqVklZ3hmBKKoKTa+1PFiRBznERVAmCcNlEUCUIt7LibNixUO7dUapAoYSidChMu+iquUspKzazYckxjv0np25w83Xkrqea4+Z7gZV79cAjwIDZPQ6pvAWKw79UnlA7gJNX/TVMEIQblgiqBOFWptFD2yfg3/fl1XIAga1AslzRbbOTi2wBFUB+RilpCfnXVVAFoHF0gKb3QvJWSFgLWgP0mwWejeu7aYIg3IBEUCUItzKtXu6dOhtQAaTugJwT8irBWqowW6uWmWoYqGUnQEkWuDcC57rJj2TMK+P4rixO7MqiQYwnjVv74OLlKJ/0CIX7F0JuImid6ySzvCAItyYRVAnCrU5TR3OdLBVnhhAVeAUZcPPTk59eAoBaq8Q31PXS9zj8Kyx9BMwl4NoABn8jp3y4Qgc2prH915MApB3LpzC7lM4PRlRmetcawK/pFT9HEIRbmwiqBOFWU5wjBz9nV8c1aA96LyjJlo8bdga/2Jrfz1wKx9bClv/JeaFuewJDUBvuerIppxMKMJus+DVywSfkErmfClLh56flgArkCeNb58HdH8kT0GuppNDEwQ1pdmWHNp2mdZ8QnD0ca31fQRCE89U6qFqxYgVLliwhJSWF7777jsDAQBYuXEhQUBA9evSoyzYKglAXTMVwYDmsnw5qR7jjDWjcC3ybwKjVkLYbNI7ynCqDT83ve/Jf+P6hyuOEtfDoX7j5huFW03QIAOVF9sOQAOn7wVoBysvf6uYsraMKzyADJQflezvo5U2fq2zEfDnKCiFtF5Tly9npvcQcLEEQarmh8uLFi5kxYwZdunShqKgIq1WeP+Hi4sKXX35Zpw0UBKGOJG+Fn8ZAQQrkHIPvhkH6XvmcVwQ0u1/OUXW52dXTdtoflxVATsLlt8+tAUT1sy9r+wioax9QAag1Km67uxF+oU7cM6CYIZ1+Y0CnbTgUJ9buhuZS+Psd+Opu+H44zL8dUnde+jpBEG56tQqqvvnmG6ZOncqTTz6J8pxu+djYWI4ePVpnjRMEoQ6dH+hIVjkn1ZVya2B/rFBcXk/XWVo99Jwqv2IGwMDPIPruK28f4NPQhXsGlRG0ZTj6PR+h+fNl+O4hOX3E5co+CpvnVB6XFcDBn+qknYIg3Nhq1f+dkpJCdHR0lXKtVktpaekVN0oQhKvAPbSasjrYQLhhZ2gxFPYslocV75wBPjG1u5dHQ+jwzJW3qRrqU//IgeRZ2Ych6/DlJ/m0mKuWlRuvrHGCINwUatVTFRQUxKFDh6qUb9iwgbCwsCtulCAIV0HwbdD7XXB0lwOJexeA35WvrMM1AO76AJ7cAk9uglYjrnjI7qqoLqGng/Pl38crwn6YUqmG2AG1b1c1KgoLMW7eTMGvv1Imev8F4YZRq56qkSNH8uabb2IymQDYu3cvv/zyC59++ilTp06t0wYKglBHdM7Q7jFoco+cm8rgXXf31jiAT1Td3e9qCLsdfKIh88wfhF0mypPML5fOBXq/A7GDoDRHDkyDWtdZMyWTidz5n5Pz6acAKBwdafDF5+jj4ursGYIgXB21Cqruu+8+HBwcmDVrFqWlpYwfPx4fHx8mT57MXXfdVddtFAShjlitEvlGA1aLFTetBbX2yvb3q6n8zBJSj+RRXlqBf5gbfo1cUCgU1+TZNt4R8NBP8pCfg0EOqDRVUyoU55dTXmLG2VOHxuECH5GuAeBat71TZ5WfPEnO/Pm2Y6m0lIJly0VQJQg3gFqvKb777ru5++67KS0tpaSkBE9Pz7pslyAIdcxcXsG+v1PZuuIEVqtE5G1+tO8fhpObQ5W6VpMJ0/HjWIxGHBo1Qn0FP98lheX89tl+spPleUdKpYJ7xsUREO5W63vWmrPvRbO0Jx3I4Y+FByktMtMgxoNO90dc+611LBaw2mekt5aXX9s2CIJQK7WaU5WcnMzJkycBcHR0tAVUJ0+eJCUlpc4aJwhC3clOMbJ52XGsVgmAI1vSSUvIr1LPajKR9/U3JA4cRNJDw0kaOYryE7VfJZibVmwLqEDuLUs9nHuRK65QYRocWgn7fpC3vKmhopwyfv/8AKVF8kT0pAO5HN1Wi9WBV0gbGorrvYMqC9Rq3AZenV4xQRDqVq16ql566SUGDRpEw4YN7cr37NnDjz/+yNdff10XbRMEoQ5pTJkMuCsNJRWkFTdkyz8SJYWmKvXKExLInDkTJDn4Kj96FOP69Tg0alSr56qqGWLUOF6lzRyKMmDpo3Bqo3zs5AMjfpbnUp2v3CinQzD4gEpDSZGJ8pIKuyppx/KvTjsvQqnT4fP88zh37UpFTg66qCh0TcUWOoJwI6jVJ9vBgwf5v//7vyrlLVq04K233rriRgmCUMeK0vHcPBZF0mYAfAyBqLt/hGeQoUpVq9FoC6jOMqfXvsfGM8CJZt2D2LtO7sV29XKkQZMLDyfmZ5ZwfEcmacfyCWvlQ2gzLxyda7iaMH1fZUAFUJwpJz09P6hK2QFrXoL03dBsMMQ/j4tXIB7+TuSeLrZVa9z2MtMt1BG1pyfOYmcKQbjh1CqoUigUFBcXVykvKirCYqnhTvSCINQdSwUkbYZTm8DgC426yjmfzjq9xxZQASiNqUQFJqEK61rlVg6NGuHQuDHlx47ZygxN/ODACgjvIU/yvgxanZp2dzciLM4Hc7kFz0AnDO7Vb+JcYbKweflxTuzKAiDpYC4VD0TQrFtQDZ8mVVN0XllxDix7DHLPDA3u/BKcvHG8/VXuGN2EfetTyUgsJKZTAI2aV5OG4RZWeugQJVu2gAT629rh2KQWqycF4SZWq6CqTZs2zJs3j/fffx+VSu7at1gsfPrpp7Rq1apOGygIQg2c3ADfDKgMIBp0gMGLQe8uH0vWKpdotQpQVZ1WqfbyInDWBxjXrcN88giGWH+cTsyG3YnwwDfyVjaXSatTE9DY7ZL1inLLbAHVWQf+SSW6oz+aaoYRy4rN5KQYkZDwCnRG59cUgtpByla5gt5T3nanOLsyT5UxvTKgOuvoaujyIl5BznQdEonFYkWtuTYrI28U5cePkzTiYayFhQAonZ0J+XYxuvDwem6ZIFw/ahVUTZgwgaFDh3LnnXfSurWcn2X79u0YjUax958g1IeDP9v3yCRtguwj0OA2+di/hfw6vVs+1ntCcFtAXp2XlSwP+XkFO+Pk6oBDWBgO2mz47l04klF530MraxVU1ZTWUY3eVUtJQeVcL68GBiwVVrJOFWE2WfAKNODk5kBxfjl/LTrMqX05ADSI8aD7Q9E43fcFHP9LTp1gNcN3Q+WM73fOkFMoOAeAdzRknZPAOPpuUMurIBVKBWplHQZUkiRvDJ2XCK7B4BcLKs2lryvNg9N75L0GfWPBLbju2lQLpQcO2gIqAGtREeUHDoigShDOUaugKjw8nJ9//plFixZx+PBhdDod99xzD8OGDcPNza2OmygIwiWdv9eeQgGac1IBuPjD/V9Dyn9gMUFgS/COpDi/nD8WHiTlcB4APg2d6fVoLC6ejqBzlX+xn6u6Cd91yMnVgduHR/Pb/AOYSitw9dbRrFswW386wf6/UwFw99fT+4lm5J0utgVUIK/WS08sICwuSJ5HteucBTM7FkLrUeDfXO69GzAX/nwTUndA8wfl19VyfB0svh+sFfL3ZdAXEDvw4teUFsDqSbB3iXzs3hCGfA/ekVevnZeg1FdNLaGopkwQbmW1XoLj6+vLuHHj6rItgiDUVpO7Ydc3UHgmpUm3V8H7vAzn7g3k1zkyTxXaAiqAzJNFZCQWykGVZwT0mw2/Pi/3ljRoD1F9r/Y7oUGMJw+83IaSIhMuno7kZ5TYAiqAvNNyIlGNQ9XeJFVFGcZNm6goiMYhegK6kwtQlObIwYzinKHOgBYweBGUFYKTNyiryS5TVggFKeDkKc9Tq41yoxy8Wc+sKpQkWP0ihHS8aL4sMvZVBlQAeSfh5MZ6DaocmzXF0LUrxvXrAXDq1AnHZs3qrT2CcD2qcVB1+PBhIiIiUCqVHD58+KJ1o6Ku8+0qBOFm4xsDo36Th7wc3cC3ySX33zObLJQVlVUpt5jPzL9SKqH5YAhqA+WF4BEGjq5XofFVuXg54uIlZzvPSi6qct5UWkFAYzcc9GpbGgTPQD2OW1aS/PFHciWNhgavjcXpwOvQ7ik5SDyXxrEyo3ruSTBmgFsIuPhBxkFYOVbu2XMJgoGfQsOOl/9GrBVQln9e44vlYcmLqagm2ae5fjer1/j44D9jOuVHjgISDhGRqN3d6rVNgnC9qXFQ1b9/f/799188PT3p378/CoUC6fxVNcgrA6vbbPlSPv30U9577z2GDx/Oyy+/DEB5eTkzZsxg1apVmEwm4uPjef311/HyqlyRk5aWxpQpU9i6dSt6vZ7+/fszfvx41OrKt7Z161ZmzJjBsWPH8Pf358knn2TgQPvu90WLFvH555+TlZVFVFQUr776Ks3O+SusJm0RhHrlFiS/aqjk+D78yvbi5NqQ4gI5MHFwUuMTcs4mwwoFeF3DOTNJW2Hvd2AxywFdSAc8Awy4+enJTy8BQKlS4N/YDQ9/J+55Po7UI3lIkkSoTxmnh86tvJfZTO5fR9BPXIPCJ1ren7A6J/6BxPVgLgEHV3l+1da5ckAFcu/fiifh0XXVb8p8MY5u0PkF+GlMZVnnF8D1Et8n3xh5HlXGfvlYrZN7CuuZ2s0Ndbu29d0MQbhu1Tio+vPPP/Hw8LD9uy7t3buXJUuWEBlp37U9bdo0/v77b2bNmoWzszNvvfUWTz/9NEuWyN3iFouFxx9/HC8vL5YsWUJmZiYTJ05Eo9HYhiaTk5N5/PHHGTx4MDNnzmTz5s288soreHt706lTJwBWrVrF9OnTeeONN2jevDlffvklo0ePZs2aNbZs8ZdqiyDcaLRHvsdx71zujn+D0xWxSAo1Xk3C8Qi4vJQJdSbjAHx9T2WPzN5vYfRaDAFx9HmiKalH8zCVWvBv7IZfqAsA3sHOeAfLQWD58eNV0idIFgmTugHm7ftQ+/jgEB6OQnXOsKExC9J2wMYP5BWSCqW8R2DSJvu25Z+C0tzLD6oAmvSXhw+zj8k9YQ07XPoaZz95DlzSZjnYC2wlz4MTBOH6Jl0mk8kkTZo0SUpKSrrcS6tlNBqlnj17Sv/++680bNgwaerUqZIkSVJhYaEUExMjrV692lY3ISFBioiIkHbt2iVJkiStX79eioqKkrKysmx1Fi9eLLVs2VIqLy+XJEmS3nnnHemuu+6ye+Zzzz0njRo1ynZ87733Sm+88Ybt2GKxSPHx8dK8efNq3JaaKCoqkiIiIqSioqIaXyMIV4XVKlk/u0OSXnexe5Wd2FF/bdrzXZX2SDu+rPHlVpNJSn/nHelgZJT8ahIjFaz5TTrcspV8HBMrFaxZY39R1hFJ+rCF/TM/iZek9e/al301QJLKjHX8hgVBuFHU9Pf3Ze/9p9Fo+P333+ssqHvzzTfp0qULHTrY//W2f/9+zGazXXlYWBgBAQHs3r0bgN27dxMREWE3BBcfH4/RaCQhIcFWp317+27z+Ph42z1MJhMHDhywe45SqaRDhw7s2rWrxm0RhKspL72YAxtS2bMumcxThVXOF+aUcmp/DumJBZjNlQl4S40mju3IYPfaU5zcnYbp8F+w5RM4sAxr2yft7mENaIXWr3Zb0dQJfTVZ1h1rvpGzQqPB69FHCfrkE/zeepMGX39N4e+/YT2bqLiigvQpb2DOzKy8SOsCJqP9jQpT5In/d7wlD8Hd9iTcOR0cnGrxpgRBuJXUavVfjx49+PPPP3n44Yev6OG//vorBw8e5Mcff6xyLjs7G41Gg4uLi125p6cnWVlZtjrnz2k6e3ypOkajkbKyMgoKCrBYLLZhvnOfc+LMJrI1aYtwCyk8La/GMviAZ9gV3cpcXkHGySKMeWW4++rxDnFBqVTY1SnKKePXj/ZSkC0Pi2kcVAwYH4e3nxqyj1JWbGLTWonje+Xgof2AMJr3CMZitrJpaQKHN6eDAu6/Nw/thlG2+6qaD8Ey8AuU2z7BGtgWRcuHUDi6XdH7uSKBreQAZutceRgvbrgtl1ZNqdzccO7WFQBLcTHlh+wX1VgKC5HKzpmc7+IH8eNhzcTKsk4vyEOA3hHQ9jE5f5XC/nsiCIJQnVoFVSEhIXz88cfs3LmTmJgYHB0d7c4PHz78kvc4ffo0//d//8cXX3yBg8MFJpAKwvUmbRcsGQqFqXIeqEGfQ1SfWt/u0KbTbPhO3g5GoYC7xjQnJNY+wM9OKbIFVADmcgulmZmw93+w/XN0QNfG96FpNpzDeyvYsuI4ITGemEwWOaACPAMMuCf/z/7hexaj6vA0jPodVXUpBa41Rze4fYqcqFOygldE5eq8WlA5OeExehTpL79iK3MfOhRNQABkHpbnSbk2gBZDwCMUco6DRyMIOafXXFP9djqCIAjVqVVQ9eOPP+Ls7Mz+/fvZv3+/3TmFQlGjoOrAgQPk5OTYrcKzWCz8999/tpV4ZrOZwsJCux6inJwcvL29AbnHae/evXb3zc7OBrCrc7bs3DoGgwGdTodSqUSlUpGTk2NXJycnx9bD5eXldcm2CLcAqwU2fywHVCBPIP75aQjYKG+FcpkKc0rZsuKE7ViS4L9ViQRGuKE+Z0sWtbZqwOPJYdj+ue1Yd+wHolt35+gBf8JidKiteZRVVE44rzBZsGjd7X/gVVo5s/f1EFCdpdGBX9M6u51Lr16oXN0o27MbbXg4Tu3bozj5DywZLKctUGnk7XwietXZMwVBuHXVKqhat27dFT/4tttuY+XKlXZlL730Eo0aNeLRRx/F398fjUbD5s2b6dVL/sA7ceIEaWlptGjRAoAWLVowd+5ccnJybMN3mzZtwmAwEH5m64QWLVrwzz//2D1n06ZNtntotVpiYmLYvHkzPc7sCm+1Wtm8eTPDhg0DIDY29pJtEW4BFhNkHrQvK8mREzzWhgSS9bzVahVSlS2BvYOdCW/tQ8J2eS6QZ6ABB0XlvCBLUGcqXJrh5OLIoIG5eB16G+X3+Tj0/JigKE9SDudTkFVKRqd7aXBqNZSfyft0+2vgcYF0CYVpcloD1+CrF3Tln4LEjVCUDkGt5R6immzfAvIG0krVJYflVAYDLj1ux6XH7XJBWQEsfaUyD5TFDKsnyrm4HN2v4M0IgiDUIqjavXs3f/31FyaTifbt29O5c+daPdhgMBARYZ+MT6/X4+bmZisfNGgQM2bMwNXVFYPBwNSpU4mLi7MFMvHx8YSHh/Piiy/ywgsvkJWVxaxZsxg6dCharZz4cPDgwSxatIh33nmHQYMGsWXLFlavXs28efNszx05ciQTJ04kNjaWZs2a8eWXX1JaWmrrRXN2dr5kW4RbgMZRnmOz8tnKsthB4NbgwtdchLOnjjZ9Q9m8/LhcoIBWfRpW2ThYZ9DS5cEIYuIDsFRIeAU5oS5zAo2essinSF++n9Idy3Bochj/hzqizDkKkoRu2b10f/BvUm+LxkFViodLHtboFSiN6XIWcf+mVQOmChMcWC7PMTIVQ8fnoN0Tclbx6pQVyg3XOVd//kLKCuGXCZBwZtGLQgFDl0L47Ze4rgiOroJtn8nDg20fhYC4i16Sl1HC6YR8LGYrvg0c8Ckvtq9QkgMVVZOgCoIgXK7LCqrWrFnD888/j06nQ61Ws3DhQiZMmMDo0aOvSuMmT56MUqlk7Nixdgk3z1KpVMydO5cpU6bwwAMP4OjoyIABAxg7dqytTnBwMPPmzWP69Ol89dVX+Pn5MXXqVFuOKoA+ffqQm5vL7NmzycrKIjo6mvnz59tNcL9UW4RbRJN7QOMER9dAUCuI7FPreTcKhYKYzoF4Bhnkiep+TviGulRbV+ekJSjK45ySGKThq8mZOZ/SHfIQePnBg6QvkmjQpxuqJLk32Tn7b6Ii74JfnoeT/4CDC9w9Bxq0q75RGftgxeOV+Z7+eUcejmtyt309czkc+RX+mgYqB7j9ZQjvCaoafqRkH6sMqEB+3t7vLh1UJf4Fyx6T/53yn7yv3iN/gmtgtdWLckv59aM9FGSdM8l/xAK8f+5WWanjc+DsX7N234hK8yHriDzh3jvyiuapCYJwcQpJqiYt+gUMHDiQ2NhYXn/9dVQqFfPmzePzzz9n27ZtV7ONNw2j0UirVq3YsWMHBkM9JVgUbmwWM5jLQOdMRW4uiff0p+K8FahhUweg3f+xfDDke8g8BH+c8weARg9PbATPMCry86nIzETt7Y3a3R0OrYTvhtk/s9c0aD/GvixxA3x5zj6ACgWM/kMexqtOaT6k75Xb7xsr9w7Ni5fnqZ3VYSz0fOvi73/l87DjC/uyEb9A6Jk/koyZ8nvY9yM06kKi81BWfXbMrnqXweHE+uyC9P3ydj4NO1+4J+5Gl58MK5+D43/Ixx2fg87j5eBaEIQaq+nv78uaLJGYmMjo0aNRnclIPHLkSIqLi6tM8hYEoW4Y88o4tOk0m5Ydo/jQVqSlj8BnXWDz/1BprTj37m1X39CtC+rSRNC5YbxnKYdzYvnvdCeS2i3C7H1m2yVzCZTkULp/P6eGDCXx7ns4NXQYpfv3y6vfVOftGehVzSa+OQn2x5Ikr56rTkkurJoAX/aDbwYiLbpP7jXp/mplHSdviL330l8Qn2j7Y5VWvvasvd/Br+PkjOjrp6MurNomlVYt9zh2fxliBty8ARXAqU2VARXAv7Pg9L56a44g3Owua/ivtLTULkLTarVotVpKSkqq5HkSBOHCCrNLST9RQIXZik9DZ7wCq85JslRY2b7qJAc2pNHiNgcqjm/lmG4YFeFu+KpK8EzagsdDw1Bo1BStWYNTfDwew4ej9HOjosLK1hVZHN585Mzd9Nx5zxTCcu4Dj3CshiAyXnkJU2IiboMHo9Q7UrTuLxS970Q39EdYP0PelqXTePsUA2dVN4/MLbj6N3t6D+z7wXaoSN9DReIW1O2egJB4+TneUeAecsGvV0VuLqU7d6J2CEQX2Q/FkZVyb0vfD+S5VSDPt9qxwO46r+SFhMU9z/Fd8h9+7gF6/MPdLvicm05pXtWy8zd4FgShzlz2RPUffvgBvV5vO7ZYLCxbtgx398qVMzVJqSAIt6ri/HJ++3Q/mUnyKjyto5oB4+LwOrOHXYXJQnaqkcLsUlQaJWqtksBwPb//1YbMVDNQhNZRTf+BSjy8y/GZMAGvxx5DaTDY9rUrSDNyeEu63XP37ncm9Pa3UIZ3xWJSUb5/P2733kvxhn8wp6bJ1/34AwGfLcDpoWVgrQCHC0xAD2oLd74Nf00FpRp6ToWA6vems5QaUZ1XZi4qQq1xhOA2F/1alZ86RcmWrZiSk1BqtOT/+COakEACJq5AG9TIPhDTOMptOKfHzDFnO12HBxHTORiLxYpnoAFn9/PmwGUfk1d16twhoAXobqKhsYAW8irJs8Osei/waVKvTRKEm9llBVUBAQF8//33dmVeXl789NNPtuOa5qkShFtVdorRFlABmEorOH28AK9gZyRJ4uCmNDYskecBaXQqWvYMoVwBmal5dtekZxtw370EY6sJOHu42j1DpVai1iipMFltZU4eehQh7cFcitpLj8s996ByccGjXydUegWlyYXkLfuN3H+3owociM5wkQnNOme47Ql5ArtCcdGJ3mUu0Ti6NEBZmCQXaPRkWSMIslhRqi48A8Gck0PauPGUHThw5k2p8Hr8cbL/9z8y5i0j+KM59heo1NDhWUjbDTnHQO8B93yMTmkk2OGkvEmx23k96qk74ev+cqoFkOccdZ0MmpskIXFQWxj+szzPTOcKUX3lRKeCIFwVlxVU1UV+KkG41SmqiSOUKjnfUkFWKQlbUojvoSE7R8XRPeVkpxpRqKr2GCmxokrdTJ5fPs4efnbn3Hz0xN/XmPWLj4Ak94Y1i8hCMb+/3Ia2j+E1egyKk3+jXj8D8ktxcW+A44ThZJZYyUouIjjao8ozq6hB0lOVZwjHm/wPL8selNYyshVNMSoa0+AiARWA6VhCZUAFYLFgTk9H6eKC0vECKy79m8KoNfIEbYO3nAPr0y7yMJjaAe5bKK/YPOvA8sqACmDTh3KaDP9ml3xfNwSlEhrGyy9BEK66WiX/PFd5ebnYZkYQLoNXsDMhTT05tU+e52Nw09rm+WhLk7graC4OB37C4h5B1MA32HGwguKCcoKjXEk+XHDmGjX+6j1IDTpQmF1S7XOi2vvj3cCZkkITbupU3JadkzV826doou+BDa+BWU43oChMwuB3mOMOXdFaarwo+JJ0ThrcYlrw31p3MhKLiGrvR5OWPpe8Tqmv2lOm1OlAocB98OALX+jkJb8qTPDLuMp5RRXl8PNYeKIVOPvKZeVF9tdKEljNNX1rgiAIdmoVVFksFubOncuSJUvIycnht99+Izg4mFmzZhEYGMh9991X1+0UhJuG3llL94eiyDxVhMVsxSvYGVdvOYBwPP4jioQVAKhyjxCwexyaPiv5cU4Scbf70bSNFqsxHy/FAVytqRQ4dcFFba32OSq1Ep+QM/OD/lthC55sTMYqk5aVxafI1zoSGeRUh+9Yzgp/+4gmVJRbcFCVg+bSmdMdGjfG45HR5M6Xt+NRBwXiFN8RtwfuRxdZzYrE81nKIfe81X8lOXJS07NiB8GuryrnHDW5p3LiuyAIwmWqVVD1ySefsGLFCl544QVefbVyWXRERARffvmlCKoE4RL0Lg40bHpeD6/VgiLhD7sihTEND2cjTeID2PlHGj0HaGnofRqrxYVsU1fKJF8CI2qwvUpAK/BqLE/KBnnCsmc4NL4Tjq2xVTPFDKdV4zCc3Op+I2FVcQaq3Yth77cQ0lHO1H5+ioRzKB0d8XrqKZy7d8dqLMahcWM0/ucMc6buguQtcvLR0PiqwZCDs5xf65fnK8tajbRfpRjSEUaukVco6j0h+LYLT84XBEG4hFoFVT/99BNvvfUW7du3t8sqHhkZyYkTJy5ypSAIF6RUQcwgSNtlK5K8ojl0QEVAuBthrXxQKBRYfZrgUJqMg/LMj+/eRfImzxG95BQFavs8U2XHjlG0ZiOmU11w6fw8Tl7FKEPbg1c43DldDkhSd0HUXTiE98DBUW93vVRRQcm2bRT88gtqT09cevdG16QWK8j2LoF1b8r/zj4GWUdh6PcXDWJUej36ltWsKkzbDQv7yDm3ANwbyklAz0/rEDNQXtV3cgP4N4fGd9jvL6hUQnBb+VXPpIoKyo4cpSIzE21IAxwaNarvJgmCcJlqFVRlZGTQoEHVPDWSJFFRUXHFjRKEW1bsIHlYbvc3WHzjOOn2MBt+ykKSsmjaNZD4+xrLK+bcPbAUZqD85h4UmYfka7fOhYeWQ1h32+0qsrJIeWYs5pMnASj8ZRVBn87D2b+pXMGzEXR45qJNKtm5k6TRj9i2rslftpyG3y1BGxRU8/dlKoE9S+zLkjZBQSr4RFV/TX6SvCefWyiozxsuTN1eGVAB5J2E9H1VgypHN4gdIL+uc4Vr1pD24kSwWlHo9QR/Og+n1hfIUC8IwnWpVtvPh4eHs3379irla9asITr6wt35giBcgmsAdHuJ8ofXsyrrWdb8rLRtw3fgnzSKC8oByEoqJGvH9sqA6qyjv9sdlicm2gKqs4r//ueymlS6d1/lXoCAJSeH8mMJF7miGhpHeTuYc7mFyENu57OYYdci+KQDfNwOyy8TOL3nsLwpcsWZ+WPqatI9aPRVy24Q5vR00t98C6zy+5NKSsiZOw+rWUyaF4QbSa16qp566ikmTZpERkYGkiTx+++/k5iYyIoVK5g3b15dt1EQbjkqJw8sUopdmbOXDo2DmlKjid+/OEjrFhr8FAq7gOf8jYVVLi7yEJe1cjK7JvgCmc8vQO1VNfBRublWU/MiFApo+wjkHIUT6+Xhuv5z5bQH50v+D35+GiS5zardC9E6NGPJylDufDSWsDgfaNBe3kMwY798Tey9N3QaBKm8HGuJ/SrOisxMpIqKGk3qFwTh+lCrnqoePXowd+5cNm/ejKOjI7Nnz+b48ePMnTuXjh071nUbBeGWo9aquO3uRjg6y79QtY5qug6JROekwZhXTn56CTt36SmMe0kOWADJNwYa97K7j0NYGL4vvwxq+e8nXYsWGLp2kU/mJ0HSFiiwD97sFJ5GH+GPU6czeY6USryefRZdVOWQXYXJQmZSIZlJhVSYLBe4EeAdCYMXwZht8Mif4BkGSVvl+VXnBoaZB2wB1VkGKQW1Wsl/vyRSajRR4RICw5bKrxEr4a6ZcrLPSzFmyM+80D6F9UQTGIj7MPuNrD0eGY3K8SIJWAVBuO4oJEmqu4Q0wkXVdJdrQTirKLcMY24ZejcHXL3kX7DFBeX8+PZ2jLnlePhqiIsrxccPPGJbgKFq/ifJYqH8xAmsxcVoGzZE7eYGJ/+F74bKOZz0njB4MTS4zf7C1B2wZAgUpWMJvQtT+EgUXg1wCA1FoZUnw5cWmdi68gQH/pG3uWkSH8Bt9zTC0fm8TZnPl3EA1r4mb5kiWaFRV3kSOcDmj2H9dLscUqW95rFsTUOi2vtxfGcmGgc1rfs0JCjKHcWZoPKSTu+D7x+CvER5qHDgZxDdt2bXXgPm7Gx5S56kU+iaNEHfti0q/Y07pCkIN5Oa/v6+4uSfgiBcPc4eOpw97NMbOLk60HN0DH8vPkJuWjHJeYH4dwwFQ/W/gBUqFbrGjSsLygpg9YuVSTFLcuQA56FloD3zYVFRDn+/C+ZSTFGPYLHq0aT+jLrF66CtDJgyThbaAiqAgxvTCG3uRcOmXnZtsFRYKSs2ozNoUKmUcHClnNJh02y5wv4f4d6FENJe3ii5wzNyL1pJLkTeyfGchoTFebNlReXq4l8+2sN9k1rb9ky8KElC2vYpirxE+dhcIg8x+rcAt8uYcH8Vaby8cO17V303QxCEK1DjoKpNmzY1/otw27ZttW6QIAiX5h/mRv/xLTGVVuDk6oBKfRkj+eVGyD0v9UnOMSgvrgyqzKWQn0RRg3GkvbcYa1ERuqjG+DdJRhdbGTCVGatOpD6/LDe9mB2rT3FqfzYhTb1o3SsEd40DbJhfWakoHenQSnlvwoiesFNOyCkFt6PctxNqbQMciu1XFlstEnkZJXgFO2MqrUDtoEKprPoZVZGbi3HjBlzT99mfKM2D8sIafMEEQRBqpsZB1eTJk69mOwRBuEw6vQadvhaTmJ39oc0jlb1EAG0eq9y6BcDRDXPriaQ9Mx1rkTwMV3b4GPk/r8EvNs5WzTPIgEqjxGI+M6lco8QzqLJr3GK28t8viSRszwTg6JZ0sEp0b9cYldU+SJLy01CU5IHBFzq/AK1HodDo0WkciQIS92RVeSt6Vy3bfknk6LZ0AiPcadY9GM8A+2zwxg0bSH/1NRxfG4TD6cocYDS+U16BWFu5J+HUv/IwZWArCGptm98mCMKtqcZB1YAB13+eF0EQakCphHZPglsDOPE3hN8Okb0BqDBbOJ1QgDGvhBCXIAxtmlG47l/b6sHSvXuQrFYUSrlnzDvYmXuea8HRrRkARLT1xfuc4bhSo4mTe7PtHp+4J5uy7k3Qh8SjOLXRVm5ybo32lwlIUfdjPJBM6ZEkdE2b49SpExofH/zD3WhzV0NKstIJ8srDPawBJ47k8d8vJwEoyCylIKuUPk82Raur/Ggr3b4dyWQic9URvPu8iMa4C0VwW5Qt7gWHWm7HU5wFyx6BlP/kY5VGTj56/rw0QRBuKXWyobL5vFwqYhK2IFyZvPRi0k8UIEng18gVD/8a/PLPOyUnwXT2k7dsuViviWsAtH1Ufp3j5N5ssvYdooV+BY5HFuEYFYZbt8dJfmsBUlkZbvfeawuozvIPc8M/zK3ax+gMGoKjPUjcUxlYBUe5o7YUk1vcAUPzdihNuZgIpCzRiM6yndzsKDJmfyFXXvIDHiMfxmfCBHROGtq0LYOl41HsPIjJOIgjh+3bn3okj+L8crR+lR9tjs1bkP/Djxg37cS4dQ8OkZEEfvAADp5X0EuVebgyoAI5t9bxv0RQJQi3uFoFVSUlJcycOZPVq1eTn59f5fyhQ4eqXiQIQo3kZ5aw/aeDGPQmSqxuFGSV4uGvxy/UFVefC6wGS94G3z4gT+xWO2DtN5ei03rUHh7oYmNrtIrMbLKw589kbo/6D8edCwBQZB/CqXQ2vmOfReEaiPPt3ZEkiazkIvLTSzC4O+Ad4oJGq6r2nmqNinZ3N8JSYSX5UB4Not1p2zQJh8UPY419hbTF/2JKSsa5Qyu82mixVDQl98s1dvfI/WYRnkPuQV18AkXuCXmoLesQmswdBDV4hILMyrqu3g7oSk6ANUbukQOcOnfC89FHyf3qK9QB/viMH49DyEUCqtICeTPmalZSVr4xh6plYs9AQbjl1Sqoevfdd9m6dStTpkzhxRdf5LXXXiMjI4PvvvuO8ePH13UbBeHWkXcKp9wEugf9gWrvN5hjhnDAfA9/LCjDyVVLv2db4BlwXk9whQk2vCcHVAAV5Sh/f5Ey4wByv/sF7wkT8Bw1skoP0/kUSvDwd8I5Z6P9ieIs3B9sL88ZApIO5fLrnD1YrXI2ls4PRtC0y4VX0HkGGrjzsVjKjGYcc7ahXjwUAMe9U2hw/xAsPn3R7P0fiqOHsQbchtrfF3Nq5YpCzwfvRrV2HCT9Kxe4N4RWI1Fs/4Jm4bspiGhLytFCXL213N4lB8fFA2DkbxAoz/3S+Pjg/fxzuA8dgkKnk1NKVEeSIOEP+O1lKM2BThOg+YPyVjfn82kiz0v778xke5dACO9etZ4gCLeUWgVVf/31F2+//Tbt2rXjpZdeonXr1oSEhBAQEMDKlSu5++6767qdgnBjKM2Xh+D0HvKcpctx6BdY8SSa8kIIaAkth6PZ/BGRbd3JatuPo9sySDuaXzWospRD7nnJLEty0HjIPSfZs2fj3ON2HBo2vOjj1WoVEW39KDraDbdT6ytPuATIQQPynKsdq07aAiqAzcuOExLriYvnhRNVahzUaBzUkHIamt4n58bKOYbqwCJUTftBs0FwZBXK0Pb4NIgk+UgC1qIiFA4OeNwei2L1nMqb5Z0ElyDQueJxehl9egRjbHwCnfEQjpt+AGuFnFA0sHJCvUKpROPnd9H3T+ZBWPKgPJQHsGYSuAZBdL+qdR0McPvrENNfXk3p0wTcr2A4URCEm0KtgqqCggKCz2x1YTAYKCgoAKBVq1a88cYbddc6QbiRZB6GFU9C2k7QucGAubYJ4JeUmwjLH5c3Uwb5HkGt4fbXcEzZgW/DBzm2PbNy77tzOTjDbU/BL8/biioa3UPeD3JqE8lisdum5mICI90xOt5DhUMR6j0LkbxjUPR4FVz85QoSVbKmWyxWpDNBlqWkFFNCApKlAofwcFTO5w2J6T3kFXOFaXKOqE4TwCsMonpDp/FgqUCffZTQBR9iyjOhCQxGVX6gakPL8uCON8HBHc3p/3Df8aH9eZeAGr1fO3lJlQHVWZmHqw+qAHQu0LDT5T9HEISbVq2CqqCgIFJSUggICKBRo0asXr2aZs2a8ddff+F8/oeoINwqdn0tB0MAZflygPX4P5fssbJaJaSiHFRnA6qzMg/BqU1UtHqMnKOlOLlqCWjsVvUG5UY5kebdH4HFjKXcRPbqQ5iObgXAY8RwtJex35+hQSg0eBU6PI5CawBt5Xwss8lCyztDSD6Yy7HtmZhKK2h1Zwguno5YCgrInDWL/G+XyPfp3h2/119D43smVYMxE1Y+LwdUAKd3y/v1eYTLx0qV/PJvitYfbClG8zXgGSHvGwhyL5fVAmtfh7vnyPPJWo+C3YtAoYKuL1X2UmUdgd2LIXkrtBgKUXdV2c7GYjSi0GpRujUApVru6TrLO7LGXzdBEIRaBVWDBg3i8OHDtG3blscee4wnnniCb775hoqKCiZNmlTXbRSE658k2a8GAzm5ZGn+RYOqnLRi9vyRhIPKSnufWJSZ+23nLA17UZxQgKaggsDGbsR2CbSlKyg9eAjT8QQ0gX445q5GsfE9+SKDL8qhP+IysA0Ose1R+3jj2LIlitpsynveRO2cVCO/f36A3LRitDoV8fc3xtHFAb9QFxRKBaX7D9gCKgDjunWU9uuHpvedlV+PwvP2GUzeCsfXQWhnUFeztU1pPiSshVbDoawQzMXytjb/zQeLCRw95ISlJblw1weQkwBpuyB9H/hEw0/PQIocXJK0GZCg5XAAKgoLKVrzG7kLvkATGIjXM0+jH7xYHvYryZV7zkJFT5QgCDVXq6Dq4Ycftv27Q4cOrF69mgMHDtCgQQOiztloVRBuGQoFxD0kBwlnBd920Xk2pnILG747SuqRPCLa+pLW7F388n9GlbmHkkb3UWgMovCTl1AanAma1xl9sDwnqHjbNpJHP4JkNhMwbij6tPcqb2rMQHFkNfquE9G3alWnb3HfPynkphXLbS+z8O/SBB54uS06JzlgsxZWzU5uObfMJRAadoGTf1eWNewES0fBsGW2ifB2Tm2S5zpJgMEb/vnYdkoKbI3xcDZ5Gzxx6dQWw46fUKf8Jp88/ic8uKQyoDpr51fQYhgolZRs3kz6a6/J7yfxJKV79hK69Ee0j66TJ/+fmwxVEAShBi4rqNq1axf5+fl069bNVrZixQpmz55NaWkpPXr04NVXX0WrvcRmqoJwM4o6s2/b7sXQoJ28ckznWrVe5iFI2oKqwkJkaCgZp1ToDBqSMn1Yt+NuHJ0Hkb3TiJuPntuemoRlyWeUb/8HffFmpNDO5H79DZLZjNrXB114IKSdd/+i02Tt2UdyqgMaR0cCI91xcteRdjSPrKQi3Hz1BEW6o3etJi3AGZYKK9nJRRTmlOHq7YhHoBOZJ4vs6pQXV1BeWsHZAX+HEH+ULi624Eqh0aBrEl15gYMB7noXNv8PUrfL+/wVpct7ERYkVwZVuYmQ+DcgQXYC7PhSTq5525PQ4w04+htSUFuKyxuR8vxLABT//Q8+TzyIp26LfL+yAnkYz9G9co9DgKC2tlQLJTvPya4OWIuKMCUno23Q8YJfl2tBslgo2bGTkp07UXu4o7/tNhwaXOaiB0EQ6sVlBVUff/wxbdu2tQVVR44c4eWXX2bAgAGEh4czf/58fHx8eOaZZ65KYwXhuqb3gJYPya/zmMsrSE8sxNGUhOfv96MwZqACovWe+A5dwMn0CsySA0U5Zbi4WBjUNxX3/PVYPKJJe/E10itc0O95C+3hX5HKXdE0CKLBEx3RZqyVg5GU7fKDFEpMDW5n6fwc29Yx7n56mt0ezN+LjtjaE9fVnfYdTCiC2tiCjHOd2JXF75/LE8QVCujzaDRNbvPm71OVgVVQlDsunmc2ey7OxmHLJBq8cA/GI4VYTRU49+yNY9Omdve1ekagbHafvFpxz3fy3ntKFXiEnblPDix7DFK2QcdnYfNHcrnFBP/MhPjxMOATTEYVyT172d07b/Um3Ia0R5W4Rg7CDL7Q/xNY/oQ8xy2gld33RhcZYf+mNRrUPhfJTXWNlPz3H0mjRtsWF+ji4gj+38eo3d3ruWWCIFzKZQVVhw8f5tlnn7Udr1q1imbNmjF16lQAfH19mTNnjgiqBOE8R7am8/fio9zb9yQKY0bliZIcPHJ/wzVzN4nRH6JUKujU/DieW+SfMw0QHNSFtcZJSA2fpsmBB/C4/3MqTuxGu2+mPL+oxRBo0B6UWlCqOJ7igcVcbnuEi5cju9cm2bVnz4Z8YsNMuPCf3KsG8ibKp/dSYnJg4w+Vk+YlCTb/lEgHjwN06dOWEyes+IW50biNT+V2MFlHIGkTjmzC0dEdtEoo0QG3A5BxspB961Moyi6jVY8GBEYNQlmYCh4NUbQaBSf/lRNqluTIARVARTlVuAaCWwgqay5qPz8qTp+2ndI1boSyURT4NYaGHeRAzTsSntggz5Fyb0jpkVOU/f0Dam9vHFu3xn3YMPK++w6f0ffh2i4MlSoNSn3AsZoexmukaN1fdqs1y3btovz4cdStqxkeFQThunJZQVVBQQFeXpU71G/bto3OnTvbjps2bcrpcz7kBEEAY345W1acAMBCNUPjCiWq5H/xb7qflt1CcUt91+60JuVvGjV/mt37XIgIbo9TYy8kv2aQ+pQ8+Xr3YrliiyFwdA2KiHZAZe9TeWkFTq5aCjJLbWUOejWqtA3gGCsXWK2w/Qv4bTJS82epMPewa4O5ApwCXfAu/pmozk1Rh/mA6zlb52jOydh+drhNL39WFGSX8sucPZQVm0EBbvpytIEBuLWfiUPiIlg1Xl7NtzMa+s2qvI/2vK15VBoIagMKBWpPT/ynvkXq8+OwFhaiDgzEc9i9KH4bJAeaW/8HDyyGyDvlhQJuDTD+s4GU555DKikBwOu5Z/EePw7voXeiXPEwit/OBJ5xD0GvaXLKhHqg9rBfnYhCgdLxwjnABEG4flw8xfJ5vLy8SEmRV++YTCYOHjxIixYtbOeLi4vR1GaVkSDcxJQKUJzZh+9EZgPM/h0qT/o3l1MNRPXFSVVEK/9/UfhE299Aa8A12AcvHwll4x4ots9H+eMweWjM2R/CzmTydgmEklz8LZvxCaj8OXT1dqR1Tz/UWvnHXaFU0Pl2C04H5mE9tYVSo0leNffHFACcjn1D23j7j4aWHQx4pr2P/shM1D+PgG8HQ35yZQWfKOj8QuWxawNoLA/PFWSUyAEV0KGdiqCVb5E38TkSRz1PQX4kkv7MkFvWme2tOj4vz0U7uAK6vwoBcRDRG9PAlZSXGpDO7DVq6NiR0OXLaLjkW0K//hzHbS/IARXIQdrvL8urBwHJaiXv28W2gAogZ+48yo8cQZW1A0XBOT15u76GjMpVmNeaoXs31IGBtmOvJ5/EITy83tojCELNXVZPVefOnXnvvfeYMGECf/zxBzqdjlbnrDA6cuSILSmoINyKrBYreeklmE0W3Hz06Jw06F0d6HBvGOu+PMyebRVUtJpMy94FOJmOo0rfJQdDR36Fw7+gdvKGnlORTm1AkX0E1A7ktp7G+lXldB/cEGVFJqydXPnAw79A99egcU9I3Q2A64EPuOuuVuRoW6DS6fE05OGwqBv3D5tLQVo2TuoCPA/MApMRc34Ov322n3Z3+uIvnUnqWZJDVO67uN43ngJrMA7pCQSxFUXu4crnpu+F03uhJBuOr5cnXkX2gYieUFooB1mu8tY1js5aFApw0GtwO7mZssRE+R5mM+lzFuH48kAcDn8MCiVGyYdk3UjyQwfg528hyLwetVsYBYo7yBj+DNbSUtweuB+vJ59E4+ODNjAQAgOhKEPeWuZc5YVgPZPM02rFUmC/OlEymZAqKsBUQhXVDT1eI7qICBp+8zXlCQkoDc7ooiJROlx4UYEgCNePywqqnn32WZ555hmGDRuGXq/n7bfftlvpt3TpUuLj4+u8kYJwI6gwW9j/dyqblh1HskoERrrTbVgkrl6ONG7pjqt3HIXZZeicNPy6PIHYJk40dsxDl31EnpMEUJyFtO7/yOzyDRpTFunpKrb+oaaksFhOwllcVPXBJiP89Rb0mQlNB4JbA/SejdGrzvx4H/gLjBm4H5iJu0oDJ9bL5Qol5Y3vpSLFyvofUhjQ7R10f8p7dzqkrqdhl6cgIpSS3QWoUvdWfa5SCV/2g/IzbdK5wejfkQLaYLVKnN1i2SPQiW4PRbF3XQqk2M/tksxmrBY1KJRU3D2XbX+Xc2hT5RSCOx7oQXBIS04//JQ8uQvI/3YJ+pYtce13TqZzZ1/oMlHOMXVW54ng5C2/VbUa98EPULpzp+20S9+7cGjcGAoleT7X2UDKr7m87Uw90vj7o/H3r9c2CIJw+S4rqPLw8GDRokUUFRWh1+tRqex3pv/www/R6/UXuFoQbm65acX8uzRBzqkEpB7Jw3r6IGxbgjp5CwFxDxEQOxAMXrj56Mk9XUy5VxN0y/vY3UdRkERmYh6b1quJ7RpISWEyehctTq46cGgGah1UlMmVtU7ynKG+s8AnFoJayb1G5zozt4lT/0LMQCzdplBeriDbEs765U54hWipKLdS3qg/Ojd3MKaDXzMIliew61u0QAp0Qjq6sHKYzDtK7h0qPyfIK8vHdGoX//xqIe90MbFdg2jUwhsHRzXRUSYCSvZjLehI+vo/bZfomjdDe9s9cPt9FFobcuhT+wSqe7aa8GtrtQVUZ5mS7ZOIWkpKMBs6ouz/M1pzgrxNTYh9agTDHXcQ+KED5QkJqDw8cWrTGrWrK7i2gZGr5RWUWmc51YPIUSUIQi3UKvnnhbaicbvQ7u8XsHjxYr799ltSU1MBaNy4MU899RRdunQBoLy8nBkzZrBq1SpMJhPx8fG8/vrrdpPl09LSmDJlClu3bkWv19O/f3/Gjx+PWl351rZu3cqMGTM4duwY/v7+PPnkkwwcONCuLYsWLeLzzz8nKyuLqKgoXn31VZo1a2Y7X5O2CLe28mKzLaACiGimw3XTC5B+pndk9Yty+oA2j+Dmq8fN98wfIC1HwNpXbdeZGvbi+HEtFeYyJKuEV5CBzoMjMLg7AM1g+M9w8CesKCgJ6k16eWO8G7jg6n2Bycz+LaDLS7DhHTiwjJMeT7BmefGZtlZQlJdNh0Fh6JQWzN4d0TStuvGwwrsxDF8BqTvkrWCCWsvbzJwnJwuObEkHYN2Xh9BolYS38oXE9bhufB6rVzPUrzxC0Y4TaCOa4HxnH1ShoQCoc0rROqgwlVXuLejs6YC2YShKJz3W4sphOsfYmMqvV3IKGTOmY/xzHQpHR/xefw3Xlj1RnPdHn8rREZdevaB9U0BRuZ8hQGArUDnIw5qZh+Rg1VB36RWsZWWUHz2GxViEQ6NGl97cWRCEG1Ktgqq64ufnx4QJEwgJCUGSJFasWMGYMWNYvnw5jRs3Ztq0afz999/MmjULZ2dn3nrrLZ5++mmWLJG3wrBYLDz++ON4eXmxZMkSMjMzmThxIhqNhnHjxgGQnJzM448/zuDBg5k5cyabN2/mlVdewdvbm06d5C0oVq1axfTp03njjTdo3rw5X375JaNHj2bNmjV4enoCXLItguDm54TB3QFjXjlN4gNoEp6Lcs1O+0q7F0GrkXJwlZ9CVnIBGSU9UcV3x58dqPOPkWC9ndQTck+Uh58jUS1c8Qp3O7MVznY4vYei0Pv5/Wcz6SuKgAM4e+m4Z2wLXH2q6SnWOUPn8RDTH0rzKT+osgv+AHSWIk4NGIxkNuH1zFjc7h2EymCwr+QZJr/OkiToMUWeDO4VgVSQjLPVSLvOfmz9R54wnnQgVw6qzkwYV2bvxTl7L84hDeCOQXAmoAJw8XSk84OR/PnlISSrhINeTYvuwejUhwh+bwo5P6yiIisHz5Ej0bdpY7uueMM/GP9cJzeptJTTr7yKrkkTdBHn5aFK2y0PfW54DxRKuOMNaHa/vHIxZbs8lGk+E7jF3gt9P6iTFYBWk4mchQvJniVv+qwJDibofx+ja9z4iu8tCML1pV6Dqu7du9sdP//883z77bfs3r0bPz8/li5dysyZM2nfvj0gBzZ9+vRh9+7dtGjRgo0bN5KQkMCCBQvw8vIiOjqaZ599lpkzZ/L000+j1WpZsmQJQUFBtj0Jw8LC2LFjBwsXLrQFVQsWLOD+++9n0KBBALzxxhusX7+epUuX8thjj1FUVHTJtgiCs4eOu8Y0I/NkEXv+TMIRK75OXlCcXVkpJF4OqEryyNq7l+VLnTCXyz0zbj4RNLv9dv79Vt44OKadBw5LPiDvwC4cXnkFQ2MXFF/1BouZjLhFpB+vDKCKsstIS8gn9Vg+JYUm/EJd8G/shkp1ZhWfSiNPHt+1CG/JhEoTaksOqnFQ4XB0B+X5+QBkzpiBQ6NGGDpfYt+7wyvlFYOdJsCv41BUlGEAWng3o7TtdPZuM+EVfCYwC25nv1mxzp2SbAfy5r8EFRW43Xcf+rZtaNzaB88AJ0oKTbj66HEt3AoL+qOXJBybxCBF3YOyUxfQVvbKlR8/Yd+uigosubn2ZSf/lfcQ3PhBZdnKZ+VcVqGd4MiqyoAKYP+P0O4JCG7DlSpPSCD7w9m2Y3NyMsY/14mgShBuQpeVUuFqslgs/Prrr5SUlBAXF8f+/fsxm8106FC5/DwsLIyAgAB2794NwO7du4mIiLAbgouPj8doNJKQkGCrczYQOrfO2XuYTCYOHDhg9xylUkmHDh3YtUvexqImbREEAK8gZ5zcHcg9XcLh/ZDV9SukgDNJG5sPhfAecPJfrNkJZORUBlQA+ZmlOLlq6ft0M+560I+gX6Zh+nM1FenppDz7rBw8WMwXfHZRbjl/fX2YrT+d4KcPd5N6OK9qpdJcvPe+zj19s2nR0YmWnZ3pM8AR04IP7aqZU1OqXnuGZDZjzUuGv98BlRbKCyrneAHqrL0Ee6YT1tKHhk3ln02zYxgVD/4O3V6FXtMobfsOSY89ReGKFRT+8gtJjzxC2f79KFVKvIKdaRDjKQ9n7lhgm0+lyDqAcsM0Of3DOZw6drA7Vvv4oA1paN/o3Yvk5Kbns6WFUFQ9V0esJaVV5oSZszKv2vMuxZyRgXHjRkp278FaWs3XRBCEWqvXniqQ0zAMHjyY8vJy9Ho9H3/8MeHh4Rw6dAiNRoOLi333u6enJ1lZWQBkZ2dXmdN09vhSdYxGI2VlZRQUFGCxWGzDfOc+58SJE7Z7XKotgnCWSq0ktLkXTm4O/LEqH6/gWcQ9qMcr+Rv46m4AFIGtUIV8ANinAVCqlPJE881/Yj50AIfhj1PiE4WSCkoUOs5sCoNPxX94+PYgN0MOsly8HCkpOCcNgARH/0unQYz9/9cEtgKTEf/No/H3bwG+MZSmB1BUbp9CQHvOsNy5SnbuJOfzL3CMDMZL6wTmYrkH6jz+kd4E9Y5GaTGR98MPZL33PigU+Lz4Ai69e1P+2+9IJlPlBWYz5UePVtnWBsfzEmEqVXIgdw79be0J/OADcpcswaFhQ9zuvx+N/3lzlhRK+wSlIH+dzw5nRvaBrZ+ASd4wmth7QaWWt81xOu9reJkcwhqha96Msj17bc91vv32K7pnbZUnJJA85mnMp04B4PnE43g9/rhILioIdaTeg6rQ0FBWrFhBUVERv/32GxMnTuSbb76p72YJwgVZy8qoyMxE5eqKyrXqdiZeQQbc/ZzY+Zv8iyv3dDHRDUyw8X1bHUXqDnzblOHi5Uhhttxb0CDGA7VaoqzEguQZhPaR59mYGUlRkhnQ0rDEle5NHsbx4EJc9s3irh4xZDq0R1JqcfZwYNl79hsE612qyW0UfBs89BMcWQ16dwhohW7VRIJefYysb/9AMlfg9fTTOMbFVbm0/NQpkh97HKvRSPG/OgxTHkG3Z6rcC+MSCIXyghOaP4iDdyCUZVB8MIn0V1+z3eP0S5PRBAWh9qi6j53Ko5rgJW6oPBRXXignAb1tjBzESZJtlaNK74hL7ztx6X1n1etB3qw5dpCcbqHrJNi/VJ5s3+0VCGwp1wlqBaPWQsY+eYjy6G/waVfwjYWBn4Fv7VMsqN3dCXjnHYr//ZeKrCyc2rVDf05+v2vJ+M8/toAK5ASozrffXjWYFQShVuo9qNJqtYSEhAAQGxvLvn37+Oqrr+jduzdms5nCwkK7HqKcnBy8veXcM15eXuzda58/Jztbnr9ybp2zZefWMRgM6HQ6lEolKpWKnBz7HoOcnBxbD5eXl9cl2yLcGspPnCDzvfcw/rkObePG+L/1Jvrz5tRpHFQkHbT//8laUlDlXobsf2gU1x+Du46SAhO5p40kHconTHmcY+oADOGRFB1Nt9U/ebCA7BYPEOyiB6Ua54JtOEQ1xyE8GIvFym13N2Lz8uMAOLpo+H/2zjs8imr//6+Z2d6y2fROIECA0EGKNEVAwYZYsAso2AsW7KIiNkTFBioq9oZiQ0VFROnSO6EkpPdsttf5/TFhQwx6vffq1e/PeT0PD+zZ02Zmyb5zzue8Px37H8MWQBSVGKLclngp4YK3sNbswzRoGMRlI8Ufe2UmWFRE1K3kBJT9fkqeWUrWXS9gSDFA93MUZ3hJC64KeGM8BFwE0+9W5tOvH7qsTDzr1hMqLcV64ok4Jk+m/rXXQJYxnHEOdcYsDKEIWu1Rp/a0JjjhLjAnK+Lq4ysgPlc5zdhpNBjtv/aoIOBW3NGXz1I8tEY/qHhRnfo0ONq3Pv0HkNoN9BZYMBT8zc+ragdsfhNOnv3r4/wO9Dk56Jt/zv2VRBrabglHveoWoIrKH8XfJqbqCNFolGAwSEFBAVqtljVr1sTeO3jwIOXl5bHA8F69erFv375Wgmj16tVYLBbymtM69OrVi7Vr17YaY/Xq1bE+dDod3bp1azVONBplzZo19G7+bf33zEXl/39kWabh3fdiJ82ChYWU334H4V8ERUsakbQO9lZl9aEsZNtR2QYEEX98LwRB4Kf3C9n0dTFF2+rYvKyE2gaRrmkuQmLblaZIUw2sfR62f4BP7kzRBZfg37MHSRLpfmImE27ry6nX9uTs2/qRlHUM6xN/E5RsUE7CHYkxSuwEXU5Fatf7VwUVgCbBoYiyZsJlFfgPlsCWd5TttfyxgACV2yGjH/Sfgs4cJOn665FDIVzfLcfcvz/arCxlhW/CJMJ3zScw43k2GMfwxWvF1BQd5XsVDsIPj4K/AUrWKq7zsgz1B+Hbe49p6dCK0p+V1amgG5pK4cNJyopau+PbCqrY/XG2CKojNFUQLC2jbtEiKmc9hHvlSqKBv85x/b/BPGRIq2eo79ZVTYGjovIH8peuVD3xxBMMGzaMtLQ0PB4Pn3/+OevXr2fhwoVYrVYmTJjAI488QlxcHBaLhVmzZtG7d++YkBkyZAh5eXncdttt3HrrrdTU1PDUU09x4YUXxpzeJ06cyFtvvcVjjz3GhAkTWLt2LV9++SULFiyIzWPSpEnMmDGDgoICevTowaJFi/D5fDEvq98zF5X/D6gthG3vQ8k6ZeWl89hW8TRRvx/PqlWtmoSKiog4nWCNQ3PUCkv7PknUlLioPODEEq/HlJ5FpPPjiKVriboaCIgdCJBENPoLbwPAH5+FcOhj2uXVstmQRqjZtykxy4IprxN1qd+hLS2kYcm3xJ9/Pv4DBzDk56PVSqS2b7sdGaOpApbeoqS2AeV024g7lNUeVyVU7VSMRVMKwNi2H0OHXNJvv4rKZ14n6vFgP20kZmkHFH4N1btgxJ2w/X04+H2sjXbcIsqfe4ZwWTkAzk8+QZfXAbOpnKSfX8VizKPEcjI165RAd3dDS8A7/kYoWglZxynbcUfjqmh9qvJYOEuOUXa4bdnRxOdCzmAoXq3kHxx4NXLtfqTl0zGaB1K/7Gsa3nyTzPnzsY4Y/tt9/Q0x9etH9qLX8K7fgMYRj3nQIEUsq6io/CH8paKqrq6OGTNmUF1djdVqpXPnzixcuJDjj1eckO+8805EUeT6669vZbh5BEmSmD9/PjNnzuS8887DaDQyfvx4rr/++lidrKwsFixYwMMPP8zrr79Oamoqs2bNitkpAIwdO5b6+nrmzZtHTU0NXbp04eWXX24V4P6v5qLyf5yAG5be2iIIDv2guJT3mxSrIhmN2MaNo3Zey/F404wH+XlTmJI3fyavXwqdB6RidRhIzrGS3dVBansbvbtWYyx6DqEuCJYkom6R+s83QHwxuVPvZvv3pUQjLeIqqtVD194k/TSZs0Y/SFWoM2JiLggSi5/ZgygJ9O2fS1K/4TREtDjifmXVJeCG8k3KtlxSZ6jd3yKoANbNV4RjXBa8dxFU71TKe18Mox9qI6wEo4W4wV0xxo9H1trQFb6BUNycBNlZogR2HyWoACLlh2OC6giu774jkWrEso2YWU7H+O+p7v80O34OthiiAhjjYeRMZUsx7yQoPypmLKmzsur0WyR2VOKujpy8EwRlVe63MFiV7cEdixWPqu8eQAj7kQCT+A2pU2ZQ+vBrNH355TFFlRyNEg0EkYyGtn3/DRAkCXP//pj7//dWESoqKm0RZFlu+6uyyp+C2+2mb9++bNy4EcsvjRVV/lqqdsELra03SOsJU74DjTZWFCyvoPGD93F+8imW085kq2kYBzYr28+DxiQT59Ci1UkkJmsJ7t9HuLoCk6EKY9FLCJ4q0Fng5IdxbSul+oPV5HzwPnt+rmfXTxWEgxHa906maFstQ/uVkrFuEhjiCHW8kJKsq/jyldZWAn1PyWHjl8WY7TpOOD8XW4qd+FSz8mY0Cjs/Bl+DknZGlgnH56H59MrW13jOa4r4+vTa1uWXfh6LuwoWFxMsKUGTnIw+JwPh0A9KQHfQq2zLHV4LJgecNg8+uqKVdUH4hCc4NPNtwhUt+fySpl1CYmC+shLVTMngd4mk9ye7awKiKIC3AdY+C6vmKatnY+coTuc7F0NSF+h7GXQ4AbS/cWotEoJ9y2DFw4qgGnGHknha+p2/S27/EBZPaVUU6HIdB+9bTOI115B0Xet75t+3j4Y33sS7eTP2CWdhO/VUtGrMpYrK/xf83u/vvzxQXUXlb4HBDqYE8B4VYJ7Rr80XsC49jeQbbsBx6aV4AhoOzFwPwJBTUzm8p4k1X3tJTtdznOdLvJ8sVhpJEtn3XY15131KfE/tfvR5+Tgu6YDGZCLkqUBrkDDZdGz55jCyLGOIVCJbs2hyTKLysQ9wXz2uzZQtpgATTq/EHDpIsKYIxC40kK8Iq4qt0HAIlj/Y0mDkbDjajNQQh5zcDeGAEiOGORG6ntnKssC7eTMlV0xFMBpxnX0RuhOOI3fjQizF3yoV+l8OkSh0HgPVe2HAVbB6nnKCzpaJptMAMp7sT9XDswns3Ufc2ROwDcyDrxtb5qXRk94jFyk1kVBNDZ5du8BVg6GhFG0kCJEgfDyV6MQPCKaMQhYNaNM7ovktQQXKCleXcdBhRPPDM/92/V9ibiuIIhE92tx2WE8e07q8qYmKO+7Ev1NZ7at+9DEEjRbHxRf9e2OqqKj8n0YVVSoqAHHpcOZ8ZaXF3wjJ3aDf5LbJiZvR2O0YvCES0s3UlXnQSAKH9yuO3B2zgngfXdxSORKhceVuzPkdlbgtSYskerCdfC7eoiISkmSKd8sU76hDoxU5/uw8qqT2yP374HruKexnjcduddIuLx6dSaZ9Rh1oDGRYN2P46uqWYYbcQinZiqiq3AY/v9J6zmueoHHkq+gOfEJUMlBnG0lyQIcgdUbseRO6BDP8OFdxFpchEggiumpIv30KX2p6cM/PTgJvl3FC7rXc37M7GZUrCbrsyO2noXduQXLugsTOMHmZ4l+VkAe2dExpkP3KK0RdLjRJSQiNh2DP8UqCZ50ZTn0aKaUzoYpyym+9De/PGwHQd+pA5rkXo9v/hnIBlVspufdzwtXVJD/yOE3tB1K0tYa4ZBO5PRNbVul+yb8rpo6Q0RuGzYCf5oAcRe51GWLuaHIWTUOb3DovYKi8PCaojuD8ZAnx509E0Kg/ZlVU/imo/9tVVI7QaTRMWwneeojPUba0fgO9ScvwC/P59pWdhMMtu+iyIConrKLRWJmg1UAkrARBW5KRDFZcjY0s/7Cc0v1+MrvEM/z8DlgTjCx/sxBvY4BTTwyjTUmm/tXXADj+jmuwBr9A2rxa6bTXhUpi49KfAZDWv4D93InQ6IeavcpKzdFIOrZv07F/91lEIzJ5veLQfPsMTZ8sRbRYSL3uAmxaM0JKNzxCd2rufYFQZTWO8SPp0d9DIKxcz/eHvFycNxLtmjoan34bAOuokaTccC/anHzQto0nksxmJHOzuEnIg/PfVU7x6W2Q0B6iEXzrvo8JKoDAvgP4fIPQgXItenvsveqAneXPt9ipHNhcw2nX9sRg+cU1/zfobTD8VuhyGsgRhKR8DMe4NgDJ4UCTlET4KDNg04ABqqBSUfmH8bezVFBR+UuJz1FWKP6FoEKWoamC1OQQp53rICndiMmuo6C3iZDOgmnipbGqgsGAfewIyB+n+C5566HxMA2VTWRkyqRkGSjf10j9gWoSo4cYd8JBxp3qxiCFcC37JtaPwViLVLa6ZQ5b3oLslhQtstGBYDBB4TfKClvP81uttEWG30WTR0vQH6ZdgZ1OSTU0fbIUgKjbTcUTrxHMOZdgx0mU3v0kvm07CVfXUL3gXZIP7qN9YksQeUJjI42ffht77frmO3wHqlsLKne18udYGGyQ3ksRVAC1+6D2UNvbLOiV03/Db8dbFiRcXY2uXTuKq1vbTVQXNdFY7W3THiDidhOqrEQOh489l18jGlUSMH9+Iyy5WjnlGDq2lYI2OZn0xx9Hk6o4uZuPPx57cy5RFRWVfw7qr1EqKv8mkfpShE2vIa5/ASwpGPKuIOpN5tRufhpeeB4EAdsdd5CQfxWRiBG9VIZh482K/1H3c0COgGggY/c9ZJesokfOaPwnTqL6gXspfa4ax4STyUzZT5P5qDgqUUQUg20nIzfnDhQlnH3vo+Iw2HylSjxVUlfFJFOOEE3uRtVbP9KlZDm9ThpDwsAE6hZ83rqrYJBwQAONgZjJ5xH8uw9hz+oFKMLFEQngBkx9uxN/Yg8EIYxkbJ5LyA+7liCvmkcodRRkH4+2+xAE/S/SxBxN0I3B4kSTmky4UhFiUnw8xr6DwNiVUEBH2QzFmT3idmNPs8LOFk8rURLQGdv+OPNu2UrV7NkE9uwhbsJZJFx+ObqMo04Neuqh8CslqN+cDAVnQV5zCpmKLfDOeRBtvq73L2kVwP9LzAMHkPvhB0ScTjRpaUim37heFRWV/y9RRZWKyr+Bf98+xH2fovv5cQCEejeGzffjz3+aqodmxepV3nIL2fdeTFz1SzBqFuTcpQSAF36txBJFw0glSpC77uDnSIAgCkQ9Xmpf/wjt9Isxa4sRbTaiTU0QjRIMxKMTpdiXvGxJoS7+ZAJ9C3BFkljzhZ72vdx0GThCSYlTvBqyjiNs64xnfxjRZCdSvIGmh+8nOuokDF26Al/F5qzJyECXm0c0FEUwGpGPSrZrKOhGTymCWWPjwn4ZOGq+hyEDSBuhQbNfuReypzPh9CQ0mgCRn16gMXQKNQ98BJGPSbhiErZxpxMoLka0WDDk5aFxHLUa6MhD59lG9pWD8TVYkGUw9O6PpnMfMBnRRKPkvJZFqKwMbWYmCeZ0Du5spKHCiygKDJ3YifhmO4ZgSQmRxkbEuDjKpk8nXK5YOjS+8y7alBQSrzzqBOSBb2HJVS2v93+jbE1m9IG6Ay2C6gi1+35VVAFoEhPR/CLXqIqKyj8HVVSpqPxOoqEQ9YteJ7lrVes3bBnIrvo29QM+C+b80whZu+Mt1hJtrMWoKcCQGVROyB2FVLUOc8/TCB5QtsD8xbXYAz+S9excPN8tQw4EIL07vpwFaCt/QjY5cCadxOeLwdN4JHlwmKwuDsjuABctgX1fErAdR+VLn+Jd+yGCTkf8xRfj+upLvKvXoO/UiYSpV+BZtx5tairWk09GO1TJn5c5L5fKBx8iXFWNY+JZWOU13Ff+OHJaX0KWm5A8EdKmjUXzxRWxaxDq9iIXfoec3RV/3CiqZ70Ve6/2+RfRpiRjjq5DLK0n3DQcoe9ZLQ7upniipzyBtOkjLOFDBPWdqXj4aRKuDBM3diyCKGLo3BlD584AGIAzb+pDY5UHvUlLfKoJQRRwLV9O+W0ziLrdJFx7TUxQHcH13XISpk5FOOIqXrqh9UNzVylGphl9IO4YPlhxWW3LVFRUVJpRRZWKyu8k6nTi/v574nue0vo/TpfT0VW3zanWaCtAXzCR2nvvwLtaiYUSDAay5tyNrs8NBOokZMAgHUYghGf57lhbY24idD4fU5+BmMreJuIPUzL/ZXxbdyI5HMiBAHEzenDKaA07ChNoaJDoc5xMjqMEamsgeyB0GEHTq4vwrlVWxORgkPrXXsNx8UWEystwf/MtgUOHMHbrhn/HDuLOOF2pF4mAoMF26qlY+nXG+POdCPv34xvwBO6iEJEPvkSTno6j1zFukq+RqNZOyNPW/k72NKDNsIIvhPTTLYQTkiD+zNj7ocPFHLpnCZLVQrhaca6vX/Q61lGjELVtA9BNNh0mW4v9Q6i8nPI77oxtXYYOHkKbmUmotDRWxzpmTIugArClt+5UEFqsFNJ7K0ag39wD0RAMn6HcVxUVFZVfQRVVKiq/Eyk+HuuY0dR/f4CkE69EV/QhsjkNEjpi3PkU6TOmUP3GlwgCJF15KcYCidDOFTFBBUoiYn+Zh9rlRXjXKWLH0C2f1DunI+jnIDkcOC44C3MnGxGjDd9XHxAODEJjNxGqeAaASHOuwdD3y8gq2EhyOISc1x8x4IBFCxUB0PsSQsPuwru/qPVFRCJIiQ7i+iTjdw6h6vG5+HfvJuHKKzF17QB7vsBXKVNy9QyIRmmw2Ui76lyMQ3tQ9cTb+H7+uflmSFhfvA+9o71yig9A1BCN74J22XT0fR8B6T2ING+fCQKaxATCFavQeA5C93MQK9ZC7zMV89GSdWj9e8mYfj6Vr3wRm64mJbm1CPoNIk1NyD4fqddMxJAQQZY1xI27nro3FuPfvQf72ROwjR3bulH28cp23qEfoWACZB6nHCSoLVQc2ftdBh1HKbFr9uzfNQ8VFZV/LqqoUlH5nQiShOOySTS88w6lb68j4aKZGPsPQmcWEHyVxLmfwDxpNCAjdjYjLj6XcO7VbTuKRGKCCsC/cw/BwxXkXJyDHEhFU/oc8kYTdZrLqHluoVJJkki69lpq5s2LpV3R52aC4QDRTuMQjPEEBDONY85AdJVgP7gIoegnQnm9gXdjY0np6ZiGDcOQlYrBaMc8dDhyJII23oTw8TQo/JpA4s0xO4hoUxNlj75GxtNPtQiq5mto+GodqUNPVURcOEA0rQ+S2wWdT8EgHiJr3mPULXoPXW4m9hP64t26m/otGtLOOAVdVjuEpgrY+Sk0HIRv70MErIKI5oZ7KbrzZUSzmYRLLkSQWnIq/hbazEwyZ16NpfBhqFNWDqOhEzA+PpcoVjSJiQi/9B3LPk7xJ6s9ACsfg69mKOWmRLj0M0jpeuxtQBUVFZVjoIoqFZV/A31ONikzbiPidCJZrQiSRLi2lkDebRhCPyP5agh3OhfKt0DYj969jrhTTsT5peJaLtntLbnojiLs9FJX7sDYoxvmHukEHQOovXxGS4VIBPfq1ZiGD0efmYFos2Eb1I1Ik4j0nXIqTm+Mx9vjRZZ+kkj77jMZLHsoE+PJum02wpplkJKBNGQ0xnY5UFcIDUVoEzuBzgSHVipB9CYH5p4dyZg+EW9RIw1LloEsE/X72sxZMulh0yIIekDSIiZ0RKxYBXs+RwAsgojp9kUIm99EWPEsRpMD8xnXIaZnwOfTEGRZcWTf0hJ7hRzFULuUnMdvQpPRCV2vAb/72UgWCyaHW0nN04xY9D1Ub0Pqduavtgs0RhErStEW/9RS6K2Fw2sUUaWioqLyO1FFlYrK0birYO+XsPdraD9c8ZayK8HJ0aiMHJWRNCIau71Vs7K57yhbd9fcQGhLIYmpzbYAFatI7uXA2Pd2giUVyJEwofIyNMlJhKsVo0jJbqfB3glDVQ36ykIiXTtR67K3EV8CEH/O2ZTffAuy34/ePhVD0ZyWCr4GUlxfYLafy8HtLrI6pJDl3cy+YB6+LleQV2CmXaoX+et7EDa9rPTf60I48V7wNYIhDo6bhm7ldHQhL9bk9hhvuZRQnQe89cSdeQbOJZ8oc05MxDK4P/y0UNkayz8LNPrWCZt1ZsTDaxSxBuCtx7BrDrLj5tbX9ovrlGXQDxyFlJDz7z07VyWiv/bfahJxOqm46y4ST+pIm6gtNS2qiorKv4kqqlRUjmbTm7D8AeXf+5ZC3QHC/W+lqjzItrV1uBtD9Dopi3bdE9Dqlf8+msREkm+eTsVdd+Nb/RPatDRC9gHoNR9DOIDm0GeYB/UlXCfh/OJ7kqdMIG7otfj3FYMtBZKz8bl9OIZ3xPD1JCiNkpY1mOpJk2l8cYEyF1Ek/tJLKb9tBrLfr5T53EqOvaPQ+GvQGSU8jVBf5kW36Dk65+djO+tsaiNZeGuKsW58qaXBlrcgexDRw5sIj3wOsXoLwoAbkXa+g9BwEFv7MpD3EBQjNNXX45g8WYnLcsShrVsNI+8DQYSu48FTBaKmZU7WVKhrnQSaoEepc4S9S6H3xbCheU6CQG3uNHDHk5zQUk2WZSL19YgWC6K+tfFnDHe1YlthsIM5AdL7AGLz38cmcPAQ4epKIrrBRPInIO1pTi9kckCOGpSuoqLy76GKKhWVI3jrWr7cm/H5E6n++BuW7c4k6FeCrpe9vJNx1/SgXfdEcFVBXSG2Ae3Rvf06YqAOrViDHAwSGvcKYmMhgjkOTThIUuBR4m+8AjG8B3HFQgxx7al3n0n1/Y+ALOPJyiLt1uewrL4KqWQ1lhMnI2Y9htxQh75zZ7RJccgeT2xuztW7sZwwCqmoxXW9IfUsGlYrBp1J+iYijY3Ye3THaczk28W1nD2ujja4KnAFehLeXEr9m9+iSU4gefKtmOXNUL4Fd98ZWD8/j9QTp+AP6xEIYrDXopGAVU+BJRUcHaDDCXDCXfDd/c39VkGfy6BwWWwo2Z6jnLjTGiHkg6ZyAo4C6ga+gi5UhUtsx4/LrZyQHoq1CZaV0fD22zg/XoKhRw+Srr8OY9djbMvFZcLBH2DUg1D0AxxYrgShV+9U8hkm57dporWEaXdJNprSx4mm9Sd8ygJkVy3anqMgqfO/+MCoqKiotEYVVSoqKDYCEV8Uqd1QhJ2Lod8UZJ0FTVAkmJFHcLOnVf3q4ibapTbCh5dB1XZEQcR07hsQLlfEgsmO7C2i1no8xrKvsexZCOEA4YQeGFZcC0Ag/TSq738/ts0ULinBtaMGiy2DiDEd78rt1L/5AQDG/v0xzbwPY58++DZtAsCzbjPec+5Fa+6BJLuIpvbmUG0B6R09FAxKgjm3EAakhEQaahQ39vpIO1K0JkVkAEhaorYsQvvc1MxVvLPC1dWU3D2X3Mevwdu+F9v3ZTFk/KvoGvejy+4PRasgGIJVzatorkr4cBJM/QEGTIP03sjVuxFCHgi4kUfNgu0fIKR2R+hyGnx8JfSbomwbmhJoELvw8RIPEA+AxS5gPyo5svOTT6lfqCSH9qxYQai8nJzXF7XZgsXkgDOfh5VzYGfzitPOJcrWZjQCY2ZDWo+W+tEomv2LEfZ/CIB44CvwNRA+6VlI6vTvfYBUVFRUUEWVigqBQ0XUv/E67hU/YB0xlKTR85BWPYjgqkQLxA2aD0IKHBViYxJ9HNroxZUym6ReOpzVbjp5KxG/nAFyFAQRYcTtJEhbKXacw9bcCRjNElk2PbrUXoiHvicaap10GSBcUwvduxOQC6hvTlYM4NuwAd/27aTNehDXV1/j370bXftcat/4BP+2bQhaLbrcQnJPaqBTZjL2vgW4r5lG4zvvoElORl/VCEj8uEKD6eRXSG76Ch0BohlD0BxaSagspdU8ZK+XUEU1h4wncGBTLX1GDMXS/QzlzcSO8N2DLZXbDVXESv1+ZRXKmorwwSRILYDGwwjuKuTT5oHeCqk94PR5sPVtxQ9Klknach2nTniYvcVJWBNMdOyXgtWh5BCMBoO4vv661dyC+/YRrq5uK6oATAlwcHnrsqIfoe8kxcn+aFEVcCLs+bRVVbF8Hbo49ceiiorKf4aaUFnlH40cClH7wgs0vv0O4fJyGt5+j0hjrbL60kzCrkc5cUIqWoMEAnTubsK4/F3CLzxCdbmWVSs1BKQkhB8fVwQVKH9veRuhdjfmwz9zYHMDaz4rI+quQcwZSLDndCLWPPQF3VrNR3v8CIJZJ+DVt92qijQ60bdvT+LVV5H64AM0fb0M/9atIMvIwSDmwYOw5KdhTNMhiAK2kSPJfvlljL17YS3eRPfBCYSDUb76wkihdAmHl8kEDhVDSlf0Hdq3GkvQ6RCSM9ixKURGpoaau2/Hu2ULtfMXcPj622lw9iCcORq6jQdRgjXPwdvnworZ0FgM/gZFzDQWQ9iPcOA7+ORq2PEhdD0dTn4E2dcI6+YjBRtIdm+n0w9z6N0tSmKWFYBoIIBr+XIMv7xH2dloEhI4JsZ46HBi67KMflC1Q4n9Ohq9DfJGtS5L79ti/vl78TVC0U9K8mXPvxcor6Ki8v8X6q9kKv9ownV1bVZCIs7WyYQl5yHahVYSN7Qd/pJyosu+ILh3FwAZZ7lIiI+jfVoQYXfrdgQ9YLAT+OQ7ep18HR4vaMMNhEoPUfpBBYG972I/71xMffogywKGnl2QkgLsq+uPqzFAQnISkeYTgkgS2tRUgpWViHo9vm3bSLrmGvx791L/6qvYzzubhP4GNGuvVTyjGibhzxqPvqA/utRUks48hfiGerrFeRG0Olyfvoytby6GFJGQ4zgM1JNw+STq33gbTWICKdddgi7JxrixLiIRB76tEepefAn3cmUVyLNqFfL0q3EkuGDlo8ocZRlWPU00ZwSizgLBlvsRTemFuy4DyZ2KsGUTodp6dJ1vJODujjYlCcFVQtKYPEL7t2HopGy9+bbvoPzGm7Cfew6WE0/E/cMP6PM7k3rvvW1EVbiuDt/u3QiiiLH3lUgBt5LHL7Mf5A6DDS9DzvGtn48owcCrwVcPuz+DrAFwyqNgsP7+D5CnFpbeoiRkBmWM8QtiJ0ZVVFT+WaiiSuUfjRQXh6lfXzyrWlzPA6EEDKk9ESq3AhBN6IZ7SwmCv4LAe++3NBZFkjJM1N13C94zRmPtc4mSyPgIPSYSTSjAOshMavB5tGXLiEjD8FpOIrBXESKN772PoNWScuMU4jdeBrJMfsZgnH1mIaTfTXDnDuSAH2NBV+rffJPgAw8QN348/l278K5Zg65zZ7JfexWhfhealde3TG3zS2js+fi2G9HGm/CuW0vDG28SrlFEWsqDD2Dokkfdtyuov2EyotVC4jVXkXT91Vj6dEK/aTZsWUcCEBk2E+eYkwkVFSnipllYNXzyNXEPTeGX1pz+LeuRO8/AWP85oreKaI+LKH9/O4b8nrhe+oBQaSnWMWNwOZ0kjB+GYf3tCB5lZTCaPQzcw8GSRKi0RLlH73+AvlNH4s+fiGnAAEw9e7YaL9zQSM3zzyNZrDg//RRBFEm553bMI+9H9FQqwmfysmPHSSV1grNeVE4OGh2gt/zej45C+eYWQQXKFmPJelVUqaj8Q1FFlco/llB1NeGaGpJuvpmIP4B/40aM/fpi6HciQvrpBDd+Rai0FPc+J/UffITj0kvR5uQQKi4GQcA05Rq8u/cQrasl6nSBKROG3wFEIakLCAJhvwmroxTp4CrwO5H2fYZQMLjVPORQSEnV0hywrilbjTHuW4rvfQ3RbCZ+6hVUzrw/ZqVQv3AhCZdfjnftWoJ79xLYtwd7e2/bC2wsxV+kIxKnJVhUFBNUCZdfTtPij6jasgV9fj5ps2ZR/cwzBA8W49+9g3h5CZSui3UjrXmMqP4K6l/5APPQoRj79sW3cSOGLl0Qk3KVFZ9oczqauGw0HXoSaWjArbscfbIO53cbEc0O6t98k0idcvqw8b33iL/4YjSe/TFBBSAeXglV28FyIrrslrQwgX2FBPYVYh01us1lBvbsQTKZqFuwIFZWeuV15Lz9FqY+J/zrD4LG8J+noAl6jlHmblt2FEc+d9q0NDQOx382roqKyt8SVVSp/CPxbPiZsptuIlJbizY3l/RHH0ETF4eUmIhkNsPhNQQboOShlhQvDR9+SM5bbxJtdOIJajhQJtDFup9Ity4EbRn4NJmIkTBai4y48jGo3oXelAAjZ0LEpXxxH/weg2sl5hEj8KxYAYAmPQ1Tgheqj5pgUBFQUY+HaG1dizdVM+GaGkSbDdnrRdCbcBYJiFkzMOoOozvwDgCRxL5ESw4TNSeia9cOAH2njvj37cO3ZQugCJKGN98k6aor0cSbCBYdQAj/Ii4oGkLUKOtRnh9/xDHpMsLV1djPOxchrQdc/Ans/Jio1oZsa4fumyvB34g+pTc+YTKRoIhoMcUE1REC+/fD4GM4pjcLNGNBARlPP0X1E3MhEibpxhsx9urZprocCRP1B9qUB4sPY+rz6x5Vfwip3cGcDJ7mh6czQ8avj+n5+WfKb5quiKrcdmTMeQJjN9W1XUXl/xdUUaXyjyIUCOOvrqfqnnuI1CriIXToEPULF5I6ezaIIpHyXUhvjMcU15H0GVOo+2wV2uQUEq64AmO+EkAu7VtH/513oNm3CeupJ+Hp0J3Kea8Sqaokd3IOEX0SQsZgxPI1sOIhyB0OPz4BQ29B1NtIzLIQP6ILIcGO3K4zHH6TqL09YuNB5Pj2RB35WE44Aff334MgIOh0yMFg7Dqk5GSM3bphOfFEap54gkiDkprF0L0rmVMfIiwmUPv2V7i/U7bqdJ06Yj/nHKIeD57161vdE/+uXQQOHsLYTUPSuO6EU4ajrdzUcs/yzqf+1ZYULobu3TD1KcDYoweIouIFlTsU72dvYVlxOwSaABCdhzD2DiCcPQHnB4uR4uNj8wSU4PiEjopZp79RKczoq5wQRAmWt40Zg3ngQGQZNPa4Yz5TQ+fO+HfualOuzfofbMEldIBLlij+WNEQtBumCK1jEG50UnHPvbEVw9ChImrnzydj7hOI2jZ+7ioqKv8HUUWVyj+GujI3P31QSLrdi6W4OFYuxcdj6N6D0mnTiLo8xF98HnHWHMTabcQ17MY6bhBCv5H4NQYq7rsPbXIcCXyIULMTANF9GNfHS/D//DO28afhIZfaz75C1FtIPOsBzIefQTA1b/P4nQiH12JqzjPX1O1adhb3Yv+2C8jsMIVu/VxIG74j+P0qbCccR6i8DO+WjaQ/8gDV8+YTqa0l4eqrkMxmPCtX4ly6FMcll1D/+utEGhrwb99F476RSHGRmKACCO4rJH7CGUQjUUSLhcb3W2LDTIMG4du4EWPeGRgjW9Du+JjwqGeQG0rAnk31eysJHS4FwHH+eKxxhxGNVtj2JqR0UxzLNTokXTQmqOh0MtizELa+hZAtYuzZDfPgwdTOX0CwqIi4M8/EOnoMmvyekPIVlG8EjRGy+oO1tb2DFHdsMXUETVIS1pNPRjAYqHvxRQRRJPnWWzD2OLa4+cNJ6ab8+RdEXU2Eiopalfl37CDq8SL+imBUUVH5v4UqqlT+EUTCUTZ+VUTpngaC6Qb6njCawHLl1F/c+DOpefppCCku3pV334/unksx1z8MkRBiyUqifS+l5IqpRBoayFn0FMLS+1v6tnfBu2kbANqUDMrunxd7r2TnHto9Mh1jheKHJCd0RNjwknK8Py6DXf6xbFqlrJjtqvUR9lkZ1i0FHYsRir/AOv16gmIyTWu3YerdG21ODlJcHJV33R0bw799O46LL6L+lVcBiHrcRF1NbW9C2E9idhXBzFTQnIfnhx8xFBSgSUnFvWIF7jWbqN6wgewbxxJqMFD1whoirmUkXXMNuq59MWTHYck2IERDsGEBlP6s9DvhZeh+DmL73kQLCxAb94OjPax7AW+3Byi57WklbkwUSZs9G9OA49CmpCCIzRYHKV2UP/8F+pxs9JdeQty4sSAIv2658BeiSUnBduqpNH32WazMfs45v7oCp6Ki8n8PVVSp/CMIeMOU7lG2nqrL/VT1nUBqWjbsXI8mNTUmqI7gc5sxS1qIhon2now/nEqkvp6sx2egr15GtNPp+IVOhFwRdOn52E49QP3CN4l6fhG4HA4T9BgwZh6HbMtAMFhgwFUgigRs+ez7XGhVvV1WHfo1d8SC1sXv70UaPoe6hS1GoI7Jk1uPEQohmsyIZhO6DnmESkqR4uLQpKcTLi8HQDAaMVoaoPRndJ3HktjNjbn/dJzLviPq8eC49BKqHpoN0SgBXTfK752F7FWC3yvvu4/0Z5/GmtwE39wFTWXQYST0vQw2vgbL7iZk64peLic65DrkpgrCDU34uj5O41frFUEFEI1Sec895H6ypEVQ/cFoEhP/lH7/CESdjsTrrkXXrh3uH1cSd8pYrCeP+aunpaKi8geiiiqVfwRGi5a8vslsX1EGwKaNIToPGM2IaeMJFlW0qR+Oz+JAx8+IT9TyzScBenjCGLp3xdiwFKlqIw3Jt1H58FNKZa2WzNl3IJx/OoKtrceRNlKumF72uxwqdyummFU70Do6kZn9NLuPit+2a6piguoIclM58WePxZxrIxKWCIWMsfcM3TqRev7x6OUtOB44HW8gi9I7HwdRJPn22xBDLqLuekxpEsb9zysn03KH4fOkUXbf7Rjy8/HX1CD7PWQ/fD21H35PxBuOCaoj6M0h+OpW8NYrBQe+gz6XKGabkSCCsxgqViECUdFIzSongYM7EI3GVv3I0SihsjL07Vubjf5T0Gdnk3TN1SRdc/VfPRUVFZU/AdVRXeUfgSAK9ByZRc+RmVji9XQZlEyfzM1onu+FYdM9pM28C9FiQdDpSJh8AUnut2lXvwid28XQzvUIGg2Oa65EqtxAMOtMqucdlXg5FKL+3U9I7FBMXFYtiVMmIuh0iGYzqTdcimCzU1k1iuLn1xGydlHcvQGxfh89M7eT0VHxRopPMWJKzWrj/C1l5pOS/D3WkrnYK5/A2kmHY8pkBL2e1IuGYtzxEOLO95E2zMVcuQjb6GFo22Wjy83BllZDQuOTGHc9FjvqH7F3on7ZZgiH8e/YQbiqiqalXyP5S0k/ox2Gzh0RzaZWc9AavC2C6gi1hWDPIdznOqR9i2HNs7DmWYJhB87PvsK/cyemgQOVYPZm4k47FeeXX/6uZxbxevFu3Ihr+XKChw//rjYqKioqfyXqSpXKP4a4JBPHn92RvidnIWz8hEhJIeGOE9EEirAb1mC+53RkUzLaHc8iVDXgFKdTPuUakGUErRbXA3OxdpkAPk2rk3gAEa8fZCOirwZbQTbh518lwfUDoquIome/J1SkiAI5PK5Vu4SKDzhtVDLyaA1CuBbZ6yUy+knE9U8hhDyEC6ZCTTFC/QGlgRzFsPZ2hLM+wnz88eiLnm3Vn1i9hcRzriUcMlB2252kTj0Dm94WO10X6XQWsrMSbbwZ31HtBIMBUQ6g3bMIbZ+xZD73HFWPPkqovALHWaMQiChxUvUHY23kvJMIuEyAAc2OD1vm0HQIwWBA9vlo/PBDEq64XMmFKIl4N25Cm5H+L59VNBikfuFCap97HgDJbidr4ULVfkBFReVvjSqqVP5RCIJA8Idvqbx/LnIggCY5kcy7p2FYcQXaggnIB1fgTb2QiCmXqkeeRjAacZx+ItpEK/5Ny5GnXoLQWI79HBMNb78T6zfxqitwVpRSM28RCFsxXZ6DOLgHwU1NMUEFEHa60fW6ALa8DR1Hg6RD+ugy5c0up0PQjdxUTmTUHPyVAaqeXEDOOXEgaUHUQsgL0QhyZTHuTVWYurZrfYEaPaF6D+5d+4k0NFD+5NuEL5+CISuClJINtiT0Sy/GMfxe3Gs3E3W5QBBIuXYyutKnQRAgGsHcvy85T91P9PBGtNteQK4WkXtdiFC6Aer2Q+ex+KM5FN18L+3uPafVFHSHPyblxluofGQe4YoKGt56G8eky6h95lnEuDiSpt/0L59T8OBBap9/IfY60tiI66svVVGloqLyt0YVVSr/KIKlpQT2HyTu1FNBEBBNJhpXbsfR/QZ8TXHIjjFU3DOT+PPPB0ki556LMO5/DmpriLQfiXBwOZrilejbn0zK7bcgexsw2MPITUWUPdyyauR67AHin7oPbV4v0m7SEo3IaBMd6DVVIDngjOcV+4Gvbm+Z3O5PYfD1CAeWQ9UePHt1BPfvR+50HySlQzgA5kSiB9dQv3Q95hNOpql0G3H29giNB0HSEhl2P42f7kDUKf+15WCQqucV8ee47FLi+igmnsa9j5N7y2UEPHrElPZoNU4oqYYB0xR39y9vR9r4CpLWRHTIbdSsqkOfBJauJyMW2BBr96AtXUb2E3ejyc6A4lcg4Gq+yR7sOR4M951HIJqNLr8Xgk6LoVsB+va5rZzSfw05GGwTWxZpaPwvnryKiorKn48qqlT+UYRKS2l4802ibiW+SLTZSLnrTkpffhHRbAMUmwDXihWk3zYN4847Yt5LUvF3kJQD5T9jyW2HbDCjK5oH1dCQNL3NWEIkgK50ObrK95VVptxJULwGKrcpAd6Dr2/ThmhYaavVoumYj+OcsWjWPgqNzdt/oobwiKfwf7YYw0AfVfPexn/maEy5ZxIJCkT2SIiyn7i+XXEuESEaBcA86DgiPh9hTQrR1L6IlRvR7X4BnajBn/0EktmM74RFyIEg+rCI1FQCchSCbsTv78OQcRvlcxYCkHzl+ST4XkITaELD+5C/BC75FHZ+BL4GsKYirHkSY8CF0HU6mqxT0SQl/VvPSZeb28p1HlHENm7cb7ZRUVFR+atRRZXKP4aIy4Vv+/aYoAKINjURaXQSKDyIoWtXRKtyei9cUYEoBVrMLI9QfxBsGWjkGqL+mlixLtFI/MUXIYgSaDR4169Hb/PCd+81Dx6EdQvg+BsUUeVrIBKXi6QxQLg5BY3WBKJE1JZNMJqENVODOLYvwldHBcXrrQRdWjQJCTR9/gWJ11yD8+OPafhIMedMuOpKDO1SMB2cR859k/BVBJHMGkzxTfj13QmUVGPsPxXqdkI0hGxMQErpTP1ny6l95QmQZUx9upM2sRe6fpmw5U0IB9BoWiKwnD9sIf7U7oglq5oLSqHDCcp1vHuBIqya0XQZ9G8LKgDJaiX13nvwjh1LpL4eY0E3jL17N9/LEFRuB2cJxOdCSkGrYHgVFRWVvwpVVKn8Y/Bu3nLMLSTJqpy+8+/aRdINN+DbvBk5GES0GCG+HTQUxepGckYRrqlFm2gB0Qz7FVNPwWDC+ckbRJsUEea49GKIts1HR6QlwD3S6MLX8XYM4V2IRhPkDSfqqkYedD06apBWPInc47xWzf25l1F6x8OxQHnfhg0kXn0V9a8tIvGqy4nKIu6V64gblodp92xMggiNUULxU6l8+EnSZ0xFWnqdMg9BQJBlQgOepXbhmy33adN2vMN6Qk4WHts1mBNqEVN6oM1cS6i0FHP39oiNnyuVBRGSOiv/Tu8DpzwOyx9AFjVwwj1ouoz4/Q/oF+jS09Gdfoyg9t2fw+JJyvagqIHz34WOo/7jcVRUVFT+KFRRpfKPwFXjInDgAKGyMox9++LbuBEA85DjMfbug+Wkk3B/+y31ixbhuOJyNPEONIEyKDgbuaYQob6QQPJJ1L7zM+7Ne8ieOQVj5cfIw2+HolU0bS6PCSqA+jfewjb8cYyC0BIbpDXF7BIiGSOo++JnREcGFZ/vxTyoD6n1L6MpXdUy6WG3Iuxagjz0FoR18yHoJuA2tT55KMvIMqQ9/ijmmneJhLSQ3w63LhlLQTukqvUEE4fRsDlIpL4ejVXfIuya5xVpcra5X2FPCNndSOXz72M9eQyhmiXEnXkGvh07sY8/Hbbugfj2MPQmJV8fEKyoRrb0QzdlOYJGC0Y7oZoaIg0NaNPSkKxtPbx+DTkaxbd1K/6du5Dsdkz9+qJNTQV3NXx1W8s9jYbhu/shayAYfn//KioqKn8GqqhS+UdQt68KYfVqRJ0OyWLBMekyBEmDbdQg9LXLyRhnI3j+TJy1VsTqMkJlZUSzUuH76/D1mkXtRpFg6QYsw4YRl92ZoFuPsXQDuGtoSryKsHNH6wGjUajaByPugKKfkLVmot0vxrt1B2TfgnP9QVwrviFp+nT0HTtiau9APFpQARFfBLfxHFyf7MDYeTqWHplIfnOba5ODAUSNgHTwS6SAiyRzIpFId8K2EbikEQQOHiJYd4DEa66hcfUuUnKGIxT/EGuv79wNKSmJSHOiX0QRY6aZgCsCgOvrZcRffDHOTz4l56230CYnQfeBSl2NjmgggHPx+1Q99hhyMEj8+eeTcNVVyAfWENm5HDkUxukyYTrpTAwdO/6u5+XdsIHDk6dARJmDZeRI0h99BCkahmBrY1L8TpDDv6tfFRUVlT+Tv1RULViwgGXLlnHw4EEMBgO9e/fmlltuof1RbsuBQIBHHnmEpUuXEgwGGTJkCPfddx+JR6WjKC8vZ+bMmaxbtw6TycSZZ57JzTffjEbTcnnr1q3jkUceobCwkLS0NK666irOOuusVvN56623WLhwITU1NeTn53PPPffQo0ePf2suKn8eofJyAgcPItnt6Dt1QtTpfnfbfbu8dEzMQKg+jD6/C0TCGLp1RLf5MSj6HtGUgME/H+mU53EH49GkpOJqkjEOeQi5qonA/iLiTj+N+tcWIYdCePPzMVxyI/odT6DvokceNhTX11/HAsMtI4ahq/0Gtq2ClO4ITeXIDWWUznoNfX4+puOOI+7MFORAANFkQt+jN9QaCOeeitx+NAJhmgpDVM1+FADXMvAMG4oUZyfx2muoe/El5EgE+1lnoUlOpv7DT5BHz0VwFiElpxEtL0Qj2qmc/RhJ0y4j8YYziZSXIei7IIjJkNFLMQNN6IAuOZ6sFxfQ9OknRF2NWAf2IOprpGL+IkBJaBx1u5GDQQRt8/8pTcu99+/eQ+UDDyjFKSkIOi2RAz+jX3MbusYiAAyJPXBvTUafl4cgtE7NcyyavvwqJqgA3N99R/DgQYw9esDw2+Cbe1sqD5uhBP4DuCqhejfozEqSY11bEfpXEKqqwrt5M9GmJgxdu2IsKPhTxpFlmcD+/YQrKtBmZKLv8M90rldR+av4S0XV+vXrufDCC+nevTuRSIS5c+cyZcoUvvjiC0wmxdF59uzZ/PDDDzz11FNYrVYefPBBrr32Wt59910AIpEI06ZNIzExkXfffZfq6mpmzJiBVqtl+nTlRFZJSQnTpk1j4sSJzJkzhzVr1nD33XeTlJTE0KFDAVi6dCkPP/ww999/Pz179mTRokVMmTKFr776ioTm5Kz/ai4qfx7+3bspmTaNcHWN4qt0++3EX3QhgiT9rvYpuXFUMpJs40pcX3+NoV8/4tIdRPzdcOcNxbunHH26HVNFEc5PdmDs0QMhuwPFzi7oUu3YL0qhbt7TsTx2gT17aCg5EfuIFyl7ZCHxl04iYdpUoh4vgkaDtSAZaX3z6b5KJdkyOgOJN9yAf/t2Gt54A8nhIOmmG2l46y0cozsTGjGHqM+H/rvriKb1p2llIsZ+ffFv3YYcCuFZ+SNJt95K8NAh7OecDaKEf/9+tO3bIxkMlN5ynzJMbjvMgwYT2rqNrOeeRm9yIdccRrDFI25/Cw5/B5IORs6EpnKQIxi7dMG3cSPBMoGgU6b2hXeINjUpDvNTp1L7/PMkTL0CTXx8m3sbrqkGQLRYsJ89gdr5C4hr50NoFlQAYu02tKlVijDT63/7YYWDSKZf1BEEBK1W+XefSyGhIzQWQ0IeZA9Symv3wXsXQ80e5fXgG2DEjL9cWEVcLiofnIX7228B5WRn9muvYerb5w8fy/3jj5Rdcy1yKIRgMJD5wvNYBg36w8dRUVE5Nn+pqFq4cGGr14888giDBg1i586d9O/fH5fLxeLFi5kzZw6Dmn8wzJ49m7Fjx7JlyxZ69erFTz/9xP79+3n11VdJTEykS5cu3HDDDcyZM4drr70WnU7Hu+++S2ZmJrffrngCdejQgY0bN/Laa6/FRNWrr77Kueeey4QJEwC4//77WbFiBYsXL2bq1Km/ay4qfx7Oz79QBBWALFP1+OOYjh+MIS/vd7XP65eK39GIfp+RuP6XE6j2U3rrAxCViTv9dDwbd9Pw4SFsp5yEbcwYqh55JLZSIt10D96EnJbEwM34DxzCabVgHz2QYOFORIOJhtdfB0C86AyMKT0h5COUNhLRYKRhXRly1Ih7+XIAInV1VD00G/tZ45GDYYLhBEw774JIiEiniWRk1SLWbES+5DIaNjXQsORbJJsN54cftpqHuV8/mpYujb0OVVZhKCjA9/ZblN10K/FnnoS9YwQ5XEyk+2REdymCPR2czaak9lyoP4Rt1HAav/iW6kceJe6MMxCa8/ZF4+JJuPlWTF3zj3lv9bm5CEYj1tGjaXjr7eb7Jrepp0l0IP4rQRX0wprnsLaHhrg4ok4l3ivhiivQdeig1DHaIX9s27YHVrQIKoDVT0OX0yCr/2+P+Sfj37s3JqgA5FAI17ff/uGiKtzYSNWsh2KfU9nvp3rOHIyLFiFZLH/oWCoqKsfmbxVT5XIp5oFxcXEA7Nixg1AoxODBg2N1OnToQHp6ekzIbNmyhU6dOrXaghsyZAgzZ85k//79dO3alS1btsSE0NF1Zs+eDUAwGGTnzp1MmzYt9r4oigwePJjNmzf/7rmo/HmEK36R9DgcRvb5jl35GJgD+zFsvYfK1MuoDnZEohZz78EEP3mP2gULSHvwAQKFhWjT03F+8kmrrafAK/PgrufQ5nUitH9frDxu2PGIejAZa9FY9hJpPw7zXRcS9kbRx8uEHOdTt+IwjQs+Q5OcTMLlU/Cu39BqXrLPh75jHuGIH9HtQvDXEep1HSGfBv9eD4LUBZNUgyM/jHjVlUS9njbXFvX5EEQxJmPiTjuV6sceI9LYqLwvmylfshPv2nUYuu0g5da5mBL8yhae3gYfXApFK9FkDcTa80ZqQiEajxJu0vX3k3ZyH0zRw1D4DaR2B2tq7H19Xh7ZL72Eb9dO5d4BvmoRvTkZwaOsYsmOTggdh/zrB1W1Hb6fhVGjp930KQRcBqR2PTAMHPWvt3uPsnKIEXS3Lfsfc+Q5tOJ3rrD+O8iBAJG62tZjV9cgB4KgaioVlf8JfxtRFY1GmT17Nn369KFTp04A1NbWotVqsdlsreomJCRQ0xxUW1tb2yam6cjrf1XH7Xbj9/txOp1EIpHYNt/R4xw8ePB3z0Xlz8N2xumtVmPMxx+Prl2739/BlrcpS7+az5boQFaeV27H0XTuX4w5L5eap+cRrqrCPGwYUU9r4SIHAljiDRjvmUn0h8/wl9Ri6NiRhjffRN+xA4bTh4DPgcakQ3PgcaVRrZF661U0frgEUERhzVNPk3TjDUrsVTOapCQ0yQmU33YXjssuxdBhIkH7IEpvvjfmp6VJSyHnyv4I3mp8h2rQdexIsLAQULaSjAXdcKWnEyoqUsoMhtgXua5DB4KHDuJduw4A/849VM19huyFLyMZtLD4CihaqUymZC066XksQwfi/nEtAKIjgbge7bGsuhUOKCtsZPSDc14De1bsOkz9+mLoXkBw/wEa33+fygUfIk+9CFvfBERHImL2QDSO3/G8vM3CKBxAv/t59AD598NRKy3RYJDA/v2KUWmH9khH/k+2GwrpvaChWBFYSfmQ3OVfj/knE2lqwjpmNK6vlwEgWq0Y+/T+w8fRpqTgmDKF2nnPxMocl09Bk+D4w8dSUVE5Nn8bUXX//fdTWFjI22+//VdPReVviHnQILIWLsT78wYM+fkYunY95hH9YFkZcjCILjOTmnIfu1aVI2lFjtc2srvMDnLLybFDhX7yR01AqNhJuKoKAO/atTgmT6Zu/vxYvfiJ5+GaNR3beUOQenWkafkaZTtHlgns2YOuXS5iAKwFIXQ9zoPtH0BCR7y7W68aRF0uIo5EHJMuw73yR7RpaRh79iDqagJRpG7hK+juvIlIcRVRt1sRTP36EXW78fuT8e8vpmnZSlIffIDgvn0IOh2CwUDFzPuJGzcWhg5FNOox9uqF86OPibrd6PPy8G3e1Goe/m3bCG9dhti0AaHdECWf4IHmeJ+SNaTc8jXangOQ9QbELr1IiC9H+HZ5SwdlP0PphlaiCkDU60mYOhV9504EDx5CSOtMOG8Aht+RliZGchcwJ4Gn+RcVQYDMfrG36w7V4Hv/DVyvvQyyjHnoUJLvuJ1IXR2BvQdxr+mAseBkbGO6oc/Lb7Wi9lehiYsj0ujEMXkyRCLIchRtWtqfMlb8xInocnII7N2HoUsXzIPVeCoVlf8lfwtR9cADD7BixQrefPNNUlNbfggmJiYSCoVoampqtUJUV1dHUrNLc2JiItu2bWvVX22t8mV2dJ0jZUfXsVgsGAwGRFFEkiTq6upa1amrq4utcP2euaj8eYg6HebBgxAkkdr5C4i4XCROm4plxAhEnQ45GMT52edUzX4I64jjSBrThThfFV3iu7J+Vw6NfU7A0Kht1acgCujTktHQsm0kB4O4l39H2sOzCZWVIxj0RMIy9qlXo8m0ECqrIti8InSESH09te8uRr5mMnH9T0ZM6g3xuVj0hbi+bomlkRITKZZs2L78CkNeB8LV1Tg/+5ykm6fjuPQSap95lvJ7ZpNw9dXou3TBMmwY7hUrlJWYlAJcqz7CccnFuJYtw7P8e+IvvZTQ3n3YzxoP0SjRUAjZXYtF3Ejy7bdRv/AV/Hv2YB46FOfij2LzsJ0xFp1QjlC6Dso3QO+Lof4ANByCTqegS0ki9XirUpacCtFjnNYLHXvrVZeZgePCC/+DJ9xMfA5c9BHs/FgRVgUTFA8qwFXvp+anLcivtjjMe378EVf/fkQbGqh/9TWlbM0afLuHkDHvJP74TbZ/H1O/fgSLiql9/nlEi4WUu+/C0Lwa/0ejcTiIGzcO1JQ+Kip/CX+pqJJlmQcffJBvvvmGN954g6ys1r/5FhQUoNVqWbNmDWPGjAHg4MGDlJeXx2KYevXqxfz586mrq4tt361evRqLxUJecxBzr169WLlyZau+V69eHetDp9PRrVs31qxZw0knnQQo25Fr1qzhoosu+t1zUflzCezdS8kVU2OBuGXX30D2q69iHjQQ/759VNx9N9rsTJL7gmb1PQCk2NIZPWI29aUW8rpZKdzmIeBVPI369DMgbltFaMgodJ06EdzXHC8lQ7iuHn9lNU3dRrFtn0R+okyP3Y8hmbohms2ttghFqw3JZsOW5kH7xaTmQgnjqe+ScNVVNH36CZHsXA6OO59bVzcxY+o9dHUeJtsawZDXFe+GTRh6didx+k3oEy1oMjMQdVpqnno6NoZvxw5S7rkH5+LFmPr1w7P8e3QZ6QT27Kb+lVcB0CQnk3zrjQjBjdi62THcNhlNzTqikgZRMwHXD6sw9e1N6vgeCF/f0GKgWb4ZxsyG4tXQ73L4fjZsfSc2dmTsszSl3oGkD2MKb0JTvwky/viTawDRQADfYR/Buny0GSMxpvYmUlUNskyT14TsdrVpI+r0uNetb1Xm+eknQmVlSL/TF+vPRIqLI2HKZGynjlNyOjrU7TiVFoL+MNWHXfhdIRxpJhzpf30AnMcZQJQEjJbfb1ujovCXiqr777+fzz//nOeffx6z2RyLTbJarRgMBqxWKxMmTOCRRx4hLi4Oi8XCrFmz6N27d0zIDBkyhLy8PG677TZuvfVWampqeOqpp7jwwgvRNQe2Tpw4kbfeeovHHnuMCRMmsHbtWr788ksWLFgQm8ukSZOYMWMGBQUF9OjRg0WLFuHz+WJeVr9nLip/Lv7du9uewNu3F/OggYSrlS/e+DGD0exvjikZeBV4atFvmEtC16k4NxYxqksc3rhsjHYjoZcex3fcCPZt8NNr0EAsxw8GQSBcU0vNE0/gmPs8Kz5R3MdT+pYj7fgeSbuOrDtuof6nQ4TrnJgHDKDpi6XEn34Cuj0tnyeiEXQbH0eXORXTTTOYU2/jo5+VldC7t4UZ2r4DL1k/wbvFSWD3ARoXf0i7WVegXf8Qws5qvHG3t7pO2edD8DeSfmY6gk2AieMI1zfgPUpMhKuriVSWQfmzSFveQn/qswjVNQjbX8LR+0YivuPQZdiRnPtaBFXzXAm4lZQ8JetgW2uLEHHzKzStSse7YRPx559D8tSHEP+kWCXXN99QfsutsddJN91Iw3vvE6mvx3H1NUSTCtDEO4g21DdPTiQaDqPNysK/a1esnRQf/285uP8v0Kak/NVTUPmbEYlE2fLNYTZ8UQSAVi9x+g29SG0f95fMJ+ANsXt1BT8vLUJrkBh6bifa9UhEFP+1t5yKwl8qqt55R/lt+OKLL25V/vDDD8fEzJ133okoilx//fWtDDePIEkS8+fPZ+bMmZx33nkYjUbGjx/P9ddfH6uTlZXFggULePjhh3n99ddJTU1l1qxZMTsFgLFjx1JfX8+8efOoqamhS5cuvPzyy60C3P/VXFT+eCIeD4H9+0GWEePa/qARLcoXp65dOwSTibDTA5Z4JTanbCOUrAeNAc/2YmqfeSvWLpydjfXksRyydqWxPETA68aWY0Cji+ALiDguGI8l0ctJp2jYvNmIhuakxxo9JmM5pov74QtnUjpjFuHKKjSnDYP61oKPsJ9QZkd++NLDsMFJrDzsotYdJD1Oz819tei0gyl99gWsI0diP6k3ulV3xk6waVufhwBBQC8eRrdTEW4JHcbiST6h7Q3zNwICeOsRtr6FkNEXObEjkiUby2ADVXOewfHYpLbbYsZ42PkRZB4HOgsEWlaEovokws05ExveW4z9gosxAOFGJ9G6crRSE4LFAYn/3apQpKmJmqOCrAHqXl6IbcwYGj/8kLq5T5Aw51lqr3kI8/71iH439lEnUPvkXKwjRqDLzSXqcWM7/QwMXboo8VgqKn9jGiu9/Ly0KPY6FIiwe3XFXyaqyvc1surD/QAEvGG+WrCds+/oR3L2L38gqfwaf6mo2rt377+so9frue+++35TvGRkZPDSSy/96vsAAwYMYMmSJb9Z56KLLopt9/2nc1H54wjX1VH92GM4P1GSFltOGUfKQw9RM/shosEQcaefHgv41bdvT/ZLL1H/xhsEB92EjjLY0PyZSOqM86fdrfoOHT6MK7M7m5aHMJghZXwnDN/fDJEQlkHXQdEqhC+epbMgkN77Nqp0Q0mOy4I+F8Oqp2HDyxgTOtJu9s2EDu5Aa3ZBu0tg/YuxMSI9r2DzFpn6ygC6paW8d6EJd/Uh0nyFJC99Fbn9iSRMuRRBktA4NMiChADI1gywJGM77TSali5FNJlIvvEaDOVPxPqWDixFm3oa+k6dCDRvW4oWC8YUoE5xdcddRcSciWtnLRWPz0E0GnFcchFBc3cMI+5E+OkJJRfhoGth0+tQtRNcFXDcNPhpLshRMNjx6QcR3N98XaKIIEl41q2nYuZ9hA6XYB97Igm9ZHTHnf7fJTY+2uDzSJFGgxxpSUGjd5aScdLZhEf0JS7RiM6gQZ+Rjmf9OpJuuolIYwNVD85CDoXQpKaS+dxzGLt1/c/npKLyJxKNyq0WjUHZDvyraKxtHSspy+CuC5D8b5w1+afztwhUV1E5Fr6t22KCCsD95ReEew0l/ra7iO7bSbjRib5Ty+qIKdeOdkJXiMslXCsQPf5RoqEo+r3PY+6ag29Dyyk4yW5H40hg2KA6MjJcGFbeCZEQSFqEaAgqmuvKMtbNj1LTvy+h015Eu/gCCDbHU9UVoi35Am3dDth/iOiImfgL7kKKOgmFrDh/rKLao8wvId1I7pa7EMtatuuEwq8hpQcVT78FWi1ZM2/DsvNOgplnUX7/4+gyMoi/4Hxkn59wdSVC+Kh4IkmHb3chhm5dMQ85HkGnw5pvw7jxrliVcIcJlD37NRqLBcdFF1L/6muES/ahabQgpPaAKcvAEA+eWljzrNLIWw9aI1zxPXhrCQbNlF12Y6xP+1njCR4+TMXtd8RsGxo/+wZd2rkkfH0npPcG83+WtkmyWkmefhOl114X2560n3suDW81rzAKAjpLAHOSHqSWH12G/M4Y8jsTLC3l0BlnxLaIw5WVNL77LsYHH/iP5qOi8mdjTzaSPyiVPWsqAWVxtevg9L90PkcjigLWRMNfNJv/m6iiSuVvS6Sp6ZhljVnHkZYYh6F7d7RHbc8GDxchaOPRfnI+RJRYqFDXy/G3n4ot2oT/pJG4v/0OTWoqybdMRw5X4n/mbsxzboK+l7UM4m9sM252fDGyO7uNwaTceBghqTPRdiPwG3vgLt5C1G9GNOoIbF5P/pknsa7ah6cpQjCrPQaOCqjW24g0NW8rhkJULfoC49U3E3VpIBQiWFQUO2loHTMauuYoogeIDplB3YNLCZe3mKIaH7sHf8cr0ISrCWpzqVn4A6bBw/GtX0d4VxNJ10wiXvsd0k8fKKf3rOlwyRLI7AuXfwdVuxRBlN4HjMr2gw5Imz0b7/r1CFotvk0bEfSGNoaWnp1FJPTTKY7o/0VWGMvw4eS8+w6h4mI0SfHI1QfwtMtGjkRIOnsEptAmYPIx20Y9HqKe1smWAwcPIkcivzudkYrK/xKtXsPAMzvQriABrytEYpaFlNy/ZusPIL1jPMMv6MSGL4rQGzUcf3YeiRl/feD8/yVUUaXyt8XQJR/BZEL2Kl+UgtGIx5aNLTEBa4/OANSVuSnb20A4HCUjtT1JBxbEBBWAds9rhAa/QO0X2wlX1ZB083Q0yclEmlwES0rInnUzup/vA7fymyJxmTDkZtjyVmy1RLbnILmK8eoKkLqdi7jz/Vj/kY4TaNjmJdTox5BXSd1LL8feS5g2DYu5BmGQmaJKDZ72F6Cv+BGhqQwkHYGu11P/cIvVQbTRSe02DeZ+PTD07IF/a4tVSNyADmDXQocTlJgnyYBktXBko0CbmYn/cB2l8z9GsliI+teRdMP1eNasJdLkwnLCCOyjeiC5EkA+B7w1sOVtOLwWkjoryYdTuh3zOQQPHoil3wHQ5eSgSU5qSRsEWHvnQfssiMv4N55wWwSNBlPPntCzpxJA/+MaTCcHkUUR6dBsmPhuq1Wqo9FmZWEZeSLu71o8teLPn6gKKpW/NeY4PR36/j0OMeiNGgqGZdK+dzKSJKA3af91I5VWqKJK5W+LoXNn0ue/RP2X3yBHZXx5/SmutzDSvwpWFuLMPpfPXjiMx9l8Qi/XyoT0X8QjyFHkSATXtz8ih8PYzzkHORCg+rHHkf1+4maeh3BEUAE4S4mEIdR/NpqGTUSlOMQOA/E12XF98ClOMQHb8QswuJchZ44gZO6MHFmFNjWeuhdfbDW08+OPyZjVmfRVH5GT2x69M4Ma16kYMk1EZSPBA1KrFR/buLE0fvAh9a+8SuazTxLctoZgRQOW4/tjLpmPXxqJ60CAYIMTw/ATsT08B1vDKgSNBdmWTXj3WhrsdiK1tTgmTaL2hflEmxRj0ZQLR6D5fCq4q8CaBv2nED3uOvwNZnyLXkeX1wH/rl3ok80YOnVA27kfgqiIEUO31mLLveIHMp56irqXXyKwrxD7+JOxDCqAvL4gthUwUb+fQOF+oj4v+g4d0Pwic8HRRJxO5WCCJKHv2BFpwJWIGX3BVQmj71W2F38FyWQi5fbbMQ8cRKCwEPPQIZjVZMIqKv82JqtqpfCfoooqlb81tuP6IOR1obbUjTHgZuSh5zEvVcRLbf+eeJwtX+JVh1wETroEw8HlSpA1EO58Ad6DDcihELZTx1H/6itYhg9H9jdvu9H2hFjgYAnFD76LJimJaDBIxpwzKb/9ZqLNuSmdn31B+uzZuBZ/T7jmG8wDjiNS39D2tJkoIodDxJ1xKvqmlXD4KxrKEql7R0kBE3/5FFJnPUjU60U0GnF+vCQ2RqC4jLj0erTyNyBCKHUQpQtWESotB6Dpsy/R3jGHCltHuh26GnHYTej6DSR3bjYht0A4pKH+VcW/yjJ0AMaq9xRBBeCqQN6zFJflQsofUPy89F26kHjVNPTuteiW3Ea016UIQ28ASzKmvn3JeGYe9YsWoUlMwnHJJZj69MbYqydRnw9NfPyvPr+I10fdiwuom6+cWjR0707GnMfR5eS0qRuqrKTivpl4fvgBgLizJ5B8881o8kb+av+/RJeVhePiXz9soqKiovJnoooqlb89VocRY9SDXHkYbWY7yH4U5ChSOAmob1W3vMZGu1PmQNCLrLMQNuXimfMakt2OsU8foq56zH064lnTkcDeQtwHvOjjOyI2FBJJ6Y/PcTqhoJXs5x5DwEU0qCVYXh4TOwCEw/h378L15ZdoM9IJ19ZhPWEw2rQUqh99PFYtefJ49JWf4mpoh8+cg6F9T0xCBbqhY5D1RvxffUrDywsB0HfsiKF7d3ybNoEgoHEkEPBlovVUI0ejBG0DCZV+0epajYc2szp8AukDppLw/UNw1Wq02QPQAv4NK5SkvZEIhpw0xMYvW7UV6g8SqCiMvQ7s3o1v42YqPv2a7FlzMYa3Qvkm6HQyosGAbdQorCecoJz+E0UARIMB0fDbQayBvXtjggrAv307nrXrjimqvJs3xwQVgPPDxdhOPhnLkN+RiFlFRUXlb4AqqlT+dsjRKN7162l4/wM0aanoMrOonTcPORol+dIzsMlfIaXmkZTTjg7dUziw3QlASpaWpOAqxAZX7DSbJAgkX/kyodqzMdj92HsUIq6divGcsTRUnEXNwo/Q3X0NlmEp1K88TO19LyiT0GjIfvB6LBngEo4R7yCIWEePQjSZcC5Zgnf9OlKuvpDUh2ZCYxW6OBmjZj/ilg+wZZ1A2U8HEcecQs1TL9A4fQF2byXy6tWx7gKFhVjHjMZQUIB94nmEKiuJWlNxdZ+LIV2DHExSVsKOOn8t6UT65EUIYWredmtZKdMmx5F+yyQqn38P5/frcUw7G2lHS1yUv+v5OOeubXVJUZ8X2e/H+e0ajElfwb6vIDEfmhMhC5p//8fFkaTQRxOurz9GTVoL199or6KiovJ3RfyrJ6Ci8kt827dzeMrluJYuRRRFqu6/n0hDA1Gnk8p5r+NrNw3MSRhNYY7Lq+aiq4xcNsnJacdvw2iz4avTE8i/GtmcArKMccs8NGbQbXoIsWYbRMNI+z/FkR8m54XHsSQ2EXRK1L28qGUS4TB1n/2EHApgTIoQd+YZsbfMI0YQqqxEm56Oc8knyIEA+ryOeHaXo09Pxu56GXPxC4hhRRBIpT9g7t4eQZIQdFpMUgAhEvrlZSOazJiHDiHq8SA54gnXN+HeWoS3MYmmb1cQf9FFyuoToC8oQA4Eiavfg73xRzjxXrAkEfX58O3eg2tnKZZsyH3gQlJvvJRozomERtxDMHs4Rf3u5ifLOCLSUUGooogmIRHZ5yPi8oLWBHX7ldWqXxAsKaHhvfeofvpp3KtWIweDbeocQZ+XhyYzs9U4pn79WtWRw2H8+wrRpqdjGz8e0aKcNhLj4tB37nzMfsONjb8qzuRIhMD+/fi2bSdyDKGmoqLy/yeN1V4qDzrxNv36z6Q/G3WlSuVvR2DfPohE0CQnIVqMbd4PHSqE2hcQ179I/BkvIG97BbFoBf6et1Py2ir8u3Yj6PWk3nYbcakVROK6QEUtQv3BVv2IJT9gMu9GdpbAwCeQj1oFEm02dJ06AAKUb8Y6bhzWE4ciR6OI8cn4d+3Ct34DAI5LL8WzejWub76h4a23SbvxUmztAghrlVWvaHJvBHM6tQsW4JgyhYjJTZOjPVJKKpEqJUhetFpBFJD9foIHDpA8SEvInk7Tngih0jKaPvoI88iRJFw5DdntQbRZaVz8EfEXX4hh0EWQM4RQbS01T8xFDofRpqdR4w8SPLALz0+rQZKw33A98x0z+fjnGtyBJu6dcgejGvYiVJajTU6m8cPFIAjEDcmHPc2paqJhOLxOOVGZ3JVIREvF3XfH0uPUMZ+sl17EclR2gqPRpqWS9cLzuH/4gUhDA5bhwzH1aQk2j/r91L/5FjVPPgmRCKZBg0i65WZEgxFDp47oc3Nb9ScHgzR9t5zqOXMgFCLpphuxnXwyotEYe79xyRLkqj1oTRHCe9PRDxqH7mhhp6Ki8v8dh7bW8M0ruwgFIsSlmBhzRTeSMv/3qapUUaXypxJxu0GWW/Kw+ZxQtR3CfkjuBrY05GgU/+49BHbvQjAYQBRJvGoKcem1hC0mHJMnQSRK1O+n8cMP0Tl0UIty5H7NC1Q3jMSYM4Tgrgb8uxTndDkQoPLRZzDeNQ79mquJjHgGOSEfoW5Py+Qy+8OeLxC8dejqV+K46ALqX3sdx4TRxHfXomv4GpyDkduPQ797Kbq9r4IgEsy/HLndEEStBt/mzURcLgKFhbFxK55+E8PcG9AHmpDT+xHqcSPyvgbS7p6OZDUTrq7BliYQeHQOkd3bibqakP0Bap58CjkQwDF5EnLEQ82n63F/v5KkGbfhuOQSPGtWQzCIvmNH/KIWedwZ6Nt3IBzfFU3QjW/zZpwff4x1zGjkaFRxPv+peYsxEqFx7pPcNvd2rh9mZW2VhRcqRQZ060pqchJRjxvHpRdjiPNiKmqOgUrtQThiRFj2IFLZT5A9mGDBPa3yDQI4P//iV0UVgKFjRwy/ktjYv2cvNXPmxF5716zB0CWfwJ69WOc93aa+b+dOym+6Kfa64o470aSmYmk+5ecv3I9eU4mp6QWo84JGTzg7HjLP/dX5qaio/N/GVe/nu9d3EwpEAHBWedmxoowRF3ZG+B+nq1JFlcqfghwM4lrxAzVPPw3RCInXX4/1+H6I390LW99WKiV3g/PewLOrnJKrroZwGASBxKuuwpJnRir9jtq1bpxffAeAJimJjMdnYSyc3TJQNIh9RD88e6rwH97bZg6RsBbCAXQbHsZfcDO64g+Q6ncgdz4NIRIAr5LkWCr5AftpD2HplYcxshUx3AD2YYCMZu/7CPW7FcNMQLftaeSh7WlctZ6E667Bs3xF63H9fkJSJtEx7+E7UA77qonLcBFqaKL0wU8JHS5BSkgg+d770GZlUn79DRCNxtq7vl6GbcgM3N9fr5wg9Hqpe1nxvxIOHKTopPE8V2XgUMDHpe44hs99jrRUHVJmB0CxPEh9aBa+jW237qKVh4gP/EDPnR15acQpNN54N5XRKIgiHd6Zj07fBLkziGgScf5cQt1Nc9EmJ5B07v2YCx9H6NIUC4A/gjb1FzFnDcVQ9CN4aiCzH2QN+lVvqV+aiALIPj/eDRsIlZQidclv9V7w8OE29UPFh+GIdULEi6HyAwg1m4CGA0hrHoLuJ4HJccw5qKio/N8m6AsT8LS206kpcRGNyEia/62oUmOqVP4UfDt2Unb99QQPHCB4qIjym6YTPbCmRVABVO9ELlpF9bxnWuwIZJmGd99FawwTsAyMCSqAcE0NoeIiRFdRrEzociqGFdMwJQUwDzm+1Rz0nfLQRQ4p9byVuDfupeQbHQ0ptxJJ6q64hw+6BrqfA+2Goa/8HnN8PaLVDvu/hbXPw4aXEezp0H5Eq77FcCPu77/H/eMqIqPGtnpP260bzm9WUP/x9wh6K5YsEPcupvaLTYQOlwBKUHbt3CcU5/Dm/IWxeedmEvGF0HfvTsLUqQh6QyyZtH/ipVy3PcLaokaqmgI89mMZW7sPo2rBO8g+H2i1yIEAtS/Mx9S3TyubBynejt7sQazahLlLJmzfgiYlBUGrJe7U0WhX3grvXgBf3Y7nkJeqx54kXFmJb9tOSh9+nUD7i9DrG0i+5eZYn5rUVGxjj7p+XyN8ej18cg18OxMWnaYIrF9B36E90tGWDIKAZLcj6PWI1hYn56jfj2/bNmWuZ40HseVHl7Zdy0lCbZID0VfdagzBUxUTxCoqKv//YU00kFPQ+pemgqEZSJr/vcRRV6pU/hSCh4tbvZYcDmRf26Bh2dOIuV9fTD17oM3MpGnZNwR27yYcsSFHG9rUjwZCMGoWcmMxgqSDnR9BwIn+8FtEut9P0i3T8a5dh6FjO+La+dHsfgaAcNdLcb6wHtPAQWg7dEEqfhn2fqbMIakr/u5T2bXDQKc0AcvhuQiuZkPQSAjWLYBht7ZMQhCRLYpzuC43A3+WnuT7Z+BesY5wfjds/fth8DUSqnfh31eIWW4gnHEi+pADfY++iDo9obIyRKMB0WIh/pyzqXt5IVG3G01yEgkXjScc0WLs1o26l19GNBqJv+ACmj7/nNL4VBoPtQ5yX+/WclxKMv7dO8h+/HacK3cgGAxo0tNJe+QR3MuXobHpieuRgG7PXLCkEKxqQpuWh3nYMLQpSVja6RHWv6J0qDXg3dJ6lSvq8RLyG9AndyL+wgJM/fsTcTrRt28fS2oNQG0hHFpx1AOWYecSxQn+GOiyssh6+WWcSz4mVFqGoVtXnEu/JG3Wg7E4qGgwSN1rr1H7lLIdqMnMIGHaNBo/+IDU++4lWFhI1cqVmAcPxnTccUT7XYn4/cyWKQy6HsH2B+dTq9kDhd8oaYPyRkL2oGMan6qoqPz56PQahpzbibQO1VQeaiKvTxI53f+zHKT/LaqoUvlT0Ka3/hKzn3sugYYoGnsOQmOz4NIY8BwOU//qa4ASrJ142+1Ep2VS+eZLpEw8CUOPrvi37QJA0Okwd80CuR5hw8tKXFYzor8WgRA1c59C164dGocZCnKJ9p9G1JaHzxtPzuODEXctJlrXhJzeC2H/1xAJItTswrt/K86KAhpXf4Qlv6T1xQSakOPbQ1ovEEQoOBvNrldIuuI87P1T0HxzAQgiCX374IwfTMXVVyH7/WgzM0m87jpCJi+Nn62gadn7JF5zNTVz58asEQzHHYftpJGkzn6IcFU12tQU6t5fgr5jHo3vKsHiUZeLuhdfxDHpMhKDbsw6O55gy/Zb7wQN4do6DFkOzLZ6zLNnE3E6Kbn6GnwbN5J+97VY5RWIO18Gayre3KtwL/wW82AHzvfeA8DTqxtZY05GKv4KfA0Y8tq1ugWCToe21xjI6IMIGAsKAJBlmUBpKa7PPse3fTu2k0ZgTh+Kpvyo1al/kWDZ2K0rxm5dCTc0ECwqwjbuVPS5LeMHDxyg9ul5sdfh0jIEjYZ2779H+W0z8P38MwD1r7xK1osLsPS/DBJyoGwjpPVEaD+irTHrf0NTObxzAdQfUF6vegou+xxyjv/NZioqKn8e9mQTfU9p91dPQxVVKn8Oxh49SJv1IFWPz0HQ6SAaQR8XReh+Dmj0EA4SNHWk/PonYm2iLhfhA/twvfkmjuk341zzEwlXXUukqgy5thhjsoDRUAqN9UT7XY5YtxeS8pEFDeHEQfi2lJIweTKB0hKkxAzKXlyBoWsX4k7NQ07zof3oAgAkUOJr+l8Ba58j2OF8qBPpyjbErCyCSYnoSze0zKv9GEIeDXpjPERD8M3dCHKU+LOuQlzdbPYpRwmae1D5yDMxt/ZQaSnu5cuxnHgCTct+QJOSQuDAwRavKY0G66BBNLz1NqHiYgy9euG49FL8u3ejTflFnJIsY2iXQoG0hwX9C7h7pZcyp59L+ibTr2IrKXfchikjBF2VFaFgURG+jRsBKJ/1LJbhg0g890VEeyLBQ9UkTJtKYM8eHFdcgS4jmaYvvyKo64CRr0BjwNy/NwnTplL/6mtISUmk3nsvuh4DW6YTieBZu5b6Ra+DAKaevfBt2oR7+XLS7pqOXWo+MWhJga5n/q7PjCY+/pju7BGvt5U/F0C4rpZIQ0NMUB3B+cUXWIYNg4KzlD9/BtV7WgQVKO79h35SRZWKiooqqlT+HESDAfvZZ2MeNgwA17JvEI0SOBth4yIw2vG2m9XW8FEUCe3dTXDNjzS8toiG114j8eabMOUXEHFVEzBnodv9GHLBOciRIAIgRINoij5F8qZSs/AdUu66k+on5iL7fAT27sWzbh3pd4xpPY63Hr8lE232KCq/acKzvvkEmiShu/d2xBFzEEp+IqJLp2lfmMaFD9NuWne0+96IdRFtciIYE2OWm1HB0uZ6QhUVRJtFVtTnQzSbY+9ZR4ygcckSQsXKyp1/yxZciYkkTJlCuOYXcUFGI1JWBzTheobsuIePc/LwWrJJrVyJv91EpKa9SPqOHDEAFYwm0GiU4H/A/cMaDFnJJOneQ5PQh4rNqbi+VRIPa5KTyLz1HHTt86GgK6QUoE3tRlLHvtjPOw/RaGwjdnzbtlNyxdRYgL139RpSZs4ksGcP4YBA9PIfEF2lSrLm+Lbu6cHSMvw7dwBgKChAl/HriZj1HTpg6NUL/5YtzTdDwHbSKAStrtU1AujS/+BtvmNO6BjHtP/FapyKiso/A1VUqfypaJOTATAPHoQQ3g+fLwRZxt/xcgRjPKZBA/GuUZy9DT17Eq6sUmwVQkrckCYtjWiDk8NPPg3RKJq0NNIfug8pWIYh5IYNSh5AIbUH1t7HUSkI1L30MtYTTqBp6VIAwuUVRLX2NnMLx7UjknEOnvUzWwojETwbt+ERJbxrD2Ppb8OYm0jciQMIapI4Ypcpx2UT0aYQST0dQ9l6CLrRujdhHnI8np9WxbozDzgOAQG0WqIeD8aePZAc8USqaxDj4wl9+22rOfn37kWTmoJoMpF8+wycHy9BctixXHAZklFC+Olt/OnjkctlTLVRQt0uw7zhbvBUwx5gW38470307XNJuulGauY8AbKMJiMNaycj7KrHn9YT17fvtNyH6hp8RY0YDs2AyV+DJUm5p4LwqyIlULgvJqg0yUnEjT+LUMlhBK2W4P4DeA90wTJk9DHbBktLKbnyKoL79wOgy8sja/4Lv+olpbHbSX/0Ebyr1xCurcHUvz+mvn1BEEi57TaqHn5YucbMTKwnn3LMPv5QUrrB0Fvgx2YhntoD2g//88dVUVH526OKKpU/lXBNDf6iIgK7dhHYtw9zt8cxuz8lpMnFv3UbglZHyt13EWlsxL9rN67ly0m86krqX1dWhKwnnUT9G2/EvsDDFRW4lv9E4sn5sOKok4SV2xALnCBJyIEAgr45y7ooYjnhBITEHnjan4L54JcgamgYdAfhrbXo7Alt5iwlJKDv3BlLp3hsnsUI1XvAnES006OQcAtRSwouVwr1H69GrC0j6Zy5RCt2EQnpSJgyHEOXzgT2HUDfuRO+PXuwjhlC2uxZyB4f9a++SvBQEZrkJDKeeZTAvr14V6+JjW0eOBD/7j1YRgynZu6TmAYMwDqsP016K1atF2f2HXjWb0aTkEC4tpaat+eRc90E9PtehPhcJYC6cjuRpP6Y+vcnc8F8ZG8TRv86tFufAmK5plshh6MI7sPQVBYTVa1oKgdnKdjSIS4TTWLLyoz9nHOonb8gZrNg7N0Lz5o1mAcOOGZqG9/27TFBBRDcvx/f9u2/adCpz8lBf4x8gfaJ52Hs25dIU3PQ/C+3Tf8MdCYYdgvkj4WgB5LywZL854+roqLyt0cVVSp/Gv69e6l68ikkjQZX84qMczGk3D4dyedVVoVWrsSzciWWE09El5WFbdaDCEKESJ3iHyWIYmzV6gihykoEQ8824wkBJQeg47JLCewrRDAYSLzmapyffUbJxKkk3HAV7tMvx6M1oZctWHUNNL7/PnFnnoFzyScASPHx6HNz8a5fT1rPKoTDzWahnhqE7+/FN+xZtu+2smWDB51hJMeNEtGu+gbvqp8QDAbSug9Fl98V0e4ASYP99HHUPP0yYlwcxh49CZaWAWAd3BvjyhtJOfUM6lOS8W3Zhum4/kTdbmynnkr1ww8jB4N4fvwRz48/kvbUXLzVTiruvj92vbZTTyXhiisISGH8mTNw/bwfQ24qFqdExf3XIY6biFaC4Lefo0+yY+99B8Y9czAIRRi6dcW/s/kAgMmEKUMDpSlgbT7JF3CDpAeNFko2wHsXgrsKTAlw3psYe/fGMWUyTZ99TrCoqJVvlW/zFiwnnvjrH4zosVSd3LbsFwSLiwkcPIQmKRF9p06IOh2iToexW9d/2fYPR2uEjL7/+3FVVFT+1qiiSuUPJ+rzESovpvHDD9FnZdHw5pux9wStlnBlOaaxowlUehAtFqJuN+7lyxFMJpJzc4nU15F8911EnU1IiYkY+/fDt6ElINlyyim4PQJxtgxlZQVAlJDjckm44grQagkWF5Fyx+3UPvsc4ZoaAOqeeIb4y6/AOHAw8f7vkYIu9OefQM0n60m+/Va0ZhFfcS2VD87CcvxxiDVbW12X4CzFj4ENPzUBEApEWLECThnUl5S+uZjZirj+BnSpQ/EauxCo8VD+yCOx9t7Va7CfNZ7G997HlOdAKN2DoW4PSQXjCQ45n0CtB+Kz8dS72uTTCx04hHv58lZlTUuXos3MQNA4qHrsNQBcgGdPOfoTT8EbFvHePx0AH+D6zk7WrKeJVhVjGiAQd8apCCE3BlsTRvcqOOdV5RDBz6/A2hcgsRMMu03xm3JXNV9EHSy9Fc2kpSTfeCP2s8/GuWRJ6w+AIKDv1Jng4cME9u9Hk5CAvktXJJOSSsbYvTva7GxCzUae2uzs2GnCX8O3dSuHL79CiVkTBFJn3kf8eef9ZhsVFRWV/zWqqFL5Q5EjEaK7v0G3bzHBA6BJzUCy24m4XGgSHGTddCb64tcRvn4dbf/rMNw7g0BpDZqUFOV03L69aDMyCJaUIpqMRJsaSTj7FCIjB+DffwhL1zQ0lnIKK/Lp3v1cCDRB2AdxmfhLGokc3oN5wrnUv1JJYP+BmKA6QrBwH/G9uyA21qA5/DGCr56EcU/TtP4gmvwO1L/8KADejdsInjgSXW1hrG0kczhVdWYUidJ8vYChU3u0zkrk8jJoKEJTfxBLzym46yytxo7U1yPoDQBEI5JizyBH0RZ+jJaPCfe+g0OmU9A37FUsAJpXbwS9HsFsRpOcDDt3xvoTTSYEjQbnZ0tbjeNdtZr4Myai2bmLo9f4Io2NNG0po/6VNxCNBhyTJyMlJaMdcCLR+CsRrQmw/UP4vDkNTO0+MCdDze7WD7muEAIuhLg49Lm5WE8+mcYPF8dWFx2TJiE54ik651yiHg8ASdNvImHyZASNBl12Ntkvv4Rv2zZAOSmqy87+9c+ULFP/5lsthwBkmaqHH8E8aNBvtlNRUVH5X6OKKpU/lPChLYg/v4DPMgTriDTCTT7aPXsXUt12hKRcxM+uUnL2AdKK+9Cd8j7OZT/gnjcPTWoqiddeQ90rr2I5/nhqnn021m/arZeTmvg17CsBZwGHQ09h7TSINPcSNOEGIpknQsCL48wTKXngYexnn42xTw9cy5cTLlNWs/SdOmLs1ZPy2+5GDoVJuPAs4hM3oQ0cBlnAv+tALAVL1OWifnuEpOF3IR36imhaf7z+jkj61gmeRwzV4p/7AIe2bcPQuSOpl92NcesDiIWfoEub3vrmCAKGzp0xdO9OmESiQ+9C/HEWyDKyoxOBhIHo0OKOzyXzkacJfPo+gsmM4bSzaXz6EZKn34R3wwaibjeIIvEXXohr+fcY8jvj39qyqibabAjIRGxt48V07duTePXVaFJSqHr0UQxduyB7fIRra9GmpmJODaA/StCxbyn0vgRWPdnSSd9JLduEgLFLF9q9+w6BwkKkuDj0+flUPfxwTFAB1Mx7BsuIEUTq6vBt3442I5O67sfh1ejJSTCh+60PVTRKqKqqVZEcCBANBH6rlYqKisr/HFVUqfyxeGtpcPanZq6y5Zf9+M3ovpysGHUOuDImqBA1hDuehWvtLtzN8Vbhykpq5jxB4vXXUTvvmVbd1ry1FMvkvmgaS4hmDcZUKfLFEi3xqZfSZ2QaaZFqRJ2L4iuuxdCnD5rUVJqWfkPyTTfS+OGHBAr3Yz/vPKoenBXrs/bVDzHcfhFGk52Gd59Hk55G0g3XU//2O8RPOItQWRl1WyLE9b4Y3f5FhIVEHKYiBo+IY9vWEOm5JiwrFhAoLyf+kktAlnGXatBlnwiCjKizYx4xHM+KHxB0OhKvmUao9BCCJCE5Eih5cy32AbcgShE8Bxvxfboc86UFbF1ewvpyicTcy4lG4bikXBwTz6N2/gKSbrqRSGMjUY8H55dfkjjhJHS9BuH9eQOhw6VKXNeNlyAYnPg7dUUYMYrAim8QtFrir5hK/csLCR48iCY1lbixp6DP76LEbzXHrWlzc8i56AK0hW8pN8nvhG7jwZ4J+5YpzuhdTmvjHq7LykKXlRV7HWl0tv5chMOEysspvfIqpKQkttw4i5kLN+ENRhjY3sHs8d1pn9R6Ze8IgiThuPgiyta3JHK2jT9TXaVSUVH526GKKpU/lHDETs2ij5UXgoDB5GxxPpd0ypexqMXT5S7ql+8h2rS5VftIYyOiwaj4Dx2FoNMiREPQbgiCwcKALlW000cxZNkJf/Yc/ngHosOBFBeH/fTTqJx5P1J8PE1ffIF19GjSn7iSQHNg9tGEvBoCa4tJvOIKEAUaFi8m6eqrqHzgwZj/UaPdTrubhmM0SDh3biUnNYWMgUnobBFq3ttP/MTzqFvwInIohJSQgGn23egSjbCziqbTryfx9ImweRUNb79PuHnFxX7uuXhXr8O7el1sLrrcXPxNQerLlRWe2lLl7/JCJyldOyEsiVD14CxMx/XH0LUr6dMnY9o9i2C0K+2evIdAUSmyICFG6tF36oAlpzdN3XKRL78cwe2k+v77CFdUKM+pshJNWhrhyoqYoAIIHSrGrzkdrSAqQemnz4O0HpDeE/pf/rs/B/ETz8P93XexFS/bmWfgWadcq3PCxdyz2UMgrASsrz1Yz7KdVVw54tiiCsAybBhZL7+Eb/sOtBnpmAcMQNTrf/d8VFRUVP4XqKJK5Q8jWF6Od9f+FjNGWUaWjtou2/4B0TFzCJcdpPzJD4k0NRF//kS8G1rcy7VZWQhWC4lXXk7VrOYgb0Eg+fJzkTJ8UL4F4ae5iF1uwlRpJrRlBRqbFU37DkRzOpNwvZXg4RISrricUHk5mqQkQuUV+DZtVrajfmEWiS2NmnkPY7/oQvybtxAuPkzwwMFWdSKNjfjdJnR2M6aCZMpnPopl+HCatmzBcfHF1L7wQkyYROrqaPzoc+wTz6Jp4za26LII+UVG9OiJYPgRyW7Hdtpp+HbtwtCjB/7muCIA86hRxIywjkKnF6l9/iXEODuJ111L3fwFeNdvwDZzIuHUYQQjNnSmLKrmzyFQWIj11HHYDHkEl7+KZLFgHjIE75rdMUF1BNFoIux0thnPXycTir8J07CRGDq3dgkPNzTg375DyfuX3xlDx47H/CyYBw4k6+WXCOzZg5SQgHnwYOoWKJ5i3oxsApWtM8rvqWw6Zj+xuer1WIYMwTJkyG/WU1FRUfkrUUWVyh+Gb7MiXKyjRuH65hsAAn4HUkI+Qt0ecFUQqSrBS0/CNYsBCBYVE3/RhXh+WoW+UydsZ5wOIS/6FBM5911EqDGENl6D8fBT4O+oeCWhBIjXv/oajilTqH/pJeKfnI8uGkSTmYHs9SimlyieUwnTpiIlJFD73PMkXXMNruXLkcNhrCNPJFBUgmPyZESzGfOIEYTKykBqm9lctCdTt3QT8aeOxNS3D/rOndHEx6PLbUf0F8IkcLgMrcaNViuQlS2xc7OfbzdbGTB1Fqk1m2h8fRGR+noSr7sWbWYm/h07sI4aRdTrQfvN++QPGs2eNUpCZ2uCgdRMHd5ViqFocH8htlPHIeoEsCbSdNiC7aR83N9+R6CwEMdllxEsLqZ8+s0YevTA1L+/sqV6Rl/0nfMI7FX8oRyTL8Z0XD98W7ehzcmJubpbR43Cs3otkYYGLOdObXVdEa+PmqefpvFdJV+gaDaR9eqrmHr0aHO//Hv2UHHX3YQrKxFMJjLmPkHc+DPRpCQjVhaRG5/HoYaW3I2ju6X+/g+aioqKyt8UVVSp/FcES0oI1zcg2qxEGhrR2OPxRyI4/l979x0dVbEHcPy7vSXZ9EYKIZAAaRCaRBAUKdKkCIoiIKBSbE/sBSl20CdYUREpoigoSlNBBVGkdwg9QEKA9LLZvnvfHwsLS0BBIwHefM7hHHbu3HvnznKSH3dmfjNsGJLDgcOqpcx/EH5NA3G75Djk4ai0fqhiYjx7461c6dlI+aGHQKWi5JMZ6NMS8W/TApW6CP3JT+AkoFBB7F1wYAWSfwzmPDe43ajj4zzDQQYXjkO7KV+3EfuhQwBo09PRNWlC4VtTkMnlBN5+OxU//IDcYCDwjtup/OEHJIvV+6ZMplYTMnw49iOH0bVsieXUHJ6gO/pRtfckpt82YezTH01KKoWTJiFTqVCEhRFwS2cqlv3g7ZPgrtdBaS6a+omkRJpIdOfhLi3GoGiACwgePhy5TotMpUKbno7h+izK5y9AFRWFOkxBs5RS4hs3xG51EmhwUT7sVu+1nQWF+LVvjyIkFLfDgTHLE9w5K8pR16uH/dgxTL/8AuDZ+8/tQqZUIZUcJe62CKzyLKTgZEo+/5rKH38h+J4hxLz3Ls78fNxOF5LFgmSzos/MRB3pG+jYDx30BlQA7iozplW/ooqKwpGbh+N4PqqYGLTJyZR8MgPnCU9gKJnNHH/2OeK/+Jzy7xbhPnSIVx9+hmWRcey3KbijVV1uaHCehKOCIAhXGRFUCX9b5apV5I95DLfJhCo+noDOnahauw5lVBQl06cDoGveHJlaRfGcXIy9bkUZJlG+aDrGvn0xb9iA/eBB/DvejDzAD/Mf67AfPYqhZUuOjH6OsBFD8Gv7X+TuSmRRDZFK8nEm/wdznpOCGQvQt25NxdJlBN5+O7LSw5x8cRLalMYow8KwHzyIoVVLij/6GDj1Zmv6dEKGD6ds/nxAhrF7D/KfeML7PJLdjqu8HH2rlsh0OoLuuB3rzl1UrVmDbc8eQkaOoGTeAvQZTZAb9EQ8+gCaKD2a2PboE0OxHinAkBKDnk3Y1QNQRWgonTPDu+lvlUxG6OhRFL71X4z9++HX9gYqly5DcjgwtG5NycxP0TVpSnATBYl18pD9/BQl6kGUW86kcJAbDGgbN/aZFA5gaN4c+4EDVJ2VnR3AsnUbwUOGII+oh3LbK6gb3kfOC6/hrvAMt52c+CLRb76BsWvXv/7Cz0naacjKAslN+YIFFE6Z6pk/JZMR/cYb2E69+TrNVVKCq7DIm0k94L8vcld4ONqMDKLvfg2FVvwoEgTh6id+kgl/iy0vj+NPP+NZ3g84jhzBnnMYV1kZxp49UcfEINmsaBrUQ689htncgRMTXiL6lXGoE+rjyMtDERRI8LChOPLzUQf6UbZvH35t2yIhETxkCI6SKkzHgkEKQmG24SwGyRKGy15O+GOPIff35+RLLxHYrQPOYs9bEeuu3YQ99BDW7Gzc1upL7uX+foQ/9SS2PXs8uaDOIVOpKF/wNZZt25EbjYQ/8QSSw0Fg3744Tp7EVVCA49gxYl97Cv3mJ+FACbZGo1A3bYZ/WggyyYHTfziF783D0Lq1N6ACQJKw7d2Hqk40ygAj+Y8+6p2LJdPrCerfj5JPZ+Lo3xn1yR3Q/B78FLFYe3alfPH3KCMiiHzsAdSH54Nfbwiq6720LjMTVCpARsWiRd5yffPm6Fo0R53aGKQXcRy1eQOq08wbNlxUUKVOTCSgZw8qvlvkWYSQkoJ9336se/eeScEgSRRMnkzE009x7MGHvOcGdOuGKj4OTaNG2LI9ea+cBQVoEuuh0OnOdztBEISrjgiqhEtWtW49lu3bcJWU+JTbc3NRRUVi2bYN665d2A8fJuKBgWgqplHB3SBJuGwu3CYTlcuWAVC5ZCmB/ftR/PUirLt3Y929G78b2+M4lo9fu3YUv/c+rrIyoie/jmnFDwTeeTfKcDOln83FbTYTPHgwGm0BDm0smpTGuAqLKPrwQ4y9eqFrkkHp7NlnGiiToapTB8fJk5TM+Qxt48b4d+qI7eAh/G+8EbfTiTY9DdOqlQC4y8tx5ORQ9tVXBA24g5IZnwJg3bkLy66dRN03Du32F9HsfhcKGpCX3Qx1/YYUf/gwSBLa+vVBLvd5wyP398NdZUZyOX1W3Ulms2flYNs2yOVVSDIlstVvoJbJiYprSOj4W6HeDah/egDMhVB2GLq+AQrlqUeToU9PRzFqJCiVmFasQNeiBcF33Yk2NRWny41NmwWJLtQNfsW+/0xSU23Kn2czP01hMBD+xBP4d+yE22LBumM7MrUa6Zx8UZLFgrZhQ6InvY7pl1/Qpmfgf3MHVCEhRL30EoVvvYVl61YCenQn8LbbLuregiAIVwMRVAmXxHboELkjRqDLyMDQ7gaqVv3qPWZofR2lX8xDGVVE+H8ewbZ3L8qEelhVE1Bbg4me0gZ3ebl3H8DTKn9cjqFtW+9n08pVxH44jZIv5qEIDSX04Yex78smum8iNoOavKef9u4HWDxtGqo3JuM2VaEICEBTvwHqeglgd+AymQh9YDQV3/+ATKHAv1MnsJSgC3GC04l1+3YUQe0IvK0vBa+9DkApEDpqFMWffIJMo8G8bRthj/6HisVLfPth127KN7fAVW80ftljsUd0purTH1HWqet9a2NatYqgO+6gdK5n42dleBjK4BBcFRWo6lTfPNhVWoaucQpKWx42/yQ04Y2RFexGVrQbVWQjZNv+6wmoALZ9Djc8Dkbf62gSEgjs2weZDKzZe8gdNpyoV1+h9PPPsW7bDnI5oaNHURUYiGXLFoIGDMCv7cWvqFOFhqLqeDMA5TI4MW48QQMGUPzxx946YQ895M1bZezRw+d8XeNGxEydgqvCk2FfpvDNdyUIgnA1E0GVcEkcubkE3tbX+9l//DhMf6zFr21b1Al10bdogUyhwFlSQuXPvyDTaHCo1ZTMeAPniRME3nE7mgYNsO0+kzNKnZSE/dQ+cADazKbINTLCht2BqnA1lSYJZUISRNtwHCistsGyMyeHonfe9X5WRkdjuP56lOFhFE37EEOrVuB2U/Tee0RPeBKN8gS6jHQs27aj8Pej5JMZPtez7t9H2AMPYNu/H2VkBIqQELSpqT7pDxSBgagT62EtLUF1w38p+noNbpMJ2Vn5teyHDyNTqYicOAH7oRz8OtyEbd9+wsY8ijIyAr8b22P6ZSUAIaNGIddpcRUXUyVryvFRT1J/0eeopCJQqJHt/Bp2LjjTyLBG4PTdHxA82wQVf/gRVb96gl2ZWo115y5PQAWefnjnXeLnzEYZHo4qOvpvBzaGrCyChw7FtOZ3Qh96EJlagzY5yTMU+SdkKhXOkycwr1uHMioSXWoqcq32b7VBEAThSiKCKuGSKEJDMa1chSM391SBgjr/fRN7Xh4V336Hf9dbMP/+O/YjR3FXVKCMjKTorbe8K8HK5n1J5LhxFH/4IY5jx1AnJBA8YiSFL00EwK9zJ3TJDch76HHkgQGEjRyOaeNmNKGhmOUNcOTv89kXD0B2zpwcZ34++pYtsAdEokxuTNVvvwGgadEad1RDKo/rCRp6Hbqt21BGhFO11pOUUp1QF7/27VE3aEDBK69695oLHDAAbVoa2rQ0rDt2oAgOJvieIRS+9hoolKheGEvV1r0ASE4Hgf37UTZ/ATKFAn3LFpTNX4CxR3d0qak4iopwH63Eujsb/x49PW/oZDIql32Pef16UCgIHjaMmA/eRxnXCEdpKfacHLQJnZAf+hlZySEIjIeG3eDkTgipV/1LOqdv3KbKasfddnu1ye4X4jKZMP26morvB7SMeQAAO0NJREFUl6Ft2JCALl3Q1KuHMiSEsNGjCLytLzKNBrlOd1EJOU2//07eiJHeYdHIiRMI6tfvotoiCIJwJRNBlXBJXKWlZwIqAJcL85atlH3xBZLFQuVPPxE8ZAiuslIceXmeN1XH8s/UlyTKN2zG+Z9JWAvKOGbWsvEnyBo8Gr+ju9HUjef4c2M9ly4rI/+5idSZPJnCqVNRH8rBtmcPoSNHUvr557gtFoLuHoj83InOKhWO/HzsgQkcbfcQUZ0KUWuUBIUpKXl5gmcFmkxGyIj7qVy5isDbbsO2dy9yg4GSWbOR+/kRfPfdlH3zDc7jxymbP586ra/D2LcPQXcPxH70KEXvf4BkNgNQOGUqYU88gUKvw7x2Lar4eKJefhlFUCCSQk5QjxtQm3chZX+DZeVayhb+CHhW8kU89yy2/fs9AdWp/iz58EP0mZnYDh4i76GHPDmkNBriXnsCvXI/stLD8Ovr0H8OjsJCrLt3g8uNtnEjVJGRBA8ZQtWaNZ49DMvL0WdlUb7w2zPdEx+Ppt55grELMJ1a5Qlg+nE5Vb/9TuwH76MICADAbTZT9ulMqn7/jYDu3TH27Ikq8vx5p1wWi+et4lnzzApeex2/tm0veI4gCMLVonqWw8tow4YNjBgxgjZt2pCcnMyKc+baSJLElClTaNOmDenp6QwZMoTDhw/71CkrK2PMmDFkZmbSvHlznnnmGarO2sgVYM+ePdx5552kpaXRrl07Pvroo2ptWbZsGV26dCEtLY0ePXqwatWqS27L/wO5wXDeMv+OHdGmpeEqKkJhDEDf6joUgYG4zWb0rVr51Jdu7M1Pi0tZs15i704LRcfMlKhjsGzejP3sgA3A4cCyYwfGbt1Q1a2L49gxSmbOxK/dDRh790bfrBm2ffu9Q04ynY6oZ5/AcfwE1ndeQR0UwC+b/bHI9Dh27/Qu6UeSKP5gGvr0NOQGPfqWLalYvNgbiBR98AEBt9wCgDIwEPOGDZwcNx7bgYOUfzXfG1ABOI4dQzKbUUVGUbbwW6SqKsoXLuT4089gWfkTsh1fIPvxaeTfjiAs3Y46IR4Ad1UVFStXIVNV307YXVVFxeLF3qScyoAAKtYfwEoiHFgB8W1w6BqQ/9jj5N0/grxRo8i9fwTWfftQJ9Ql/st5RL30EnEzZ1KxfAWhD4zGv0sXAvv3I3LsWFQRERf9nZd/843PZ8vmzd7hWrfVSsGb/6Vkxgxs+/ZT+OZ/Kftq/oUv5nYjWa0+RZLLheRyX+AEQRCEq0etBlVms5nk5GReeOGF8x7/6KOPmD17NuPGjePLL79Ep9MxbNgwbGetNnrsscc4cOAAM2bM4IMPPmDjxo2MHTvWe9xkMjFs2DCio6P5+uuveeKJJ3jnnXeYN+9MEsPNmzczZswYbrvtNhYuXEiHDh0YPXo0+/btu6S2/D/QJCcTPGyY93PQPffgKiygavVq5DotoaNH4aqowK9TR0LuHU7Biy+hbdwYY79+aJKTCX34YRxWV7Xr2mUaQu69F3V8Xd8DKhW4nBROnYomPh5lZKRnM+Fvv0MZFkrlr6spmzcPQ+uWxE16jHqTR6MyOnAcPEjY4LuI3TSbLl00xNSR4zonlQCShLJRY2RaLfacQ77H3G4kpxNUKkJHj0YeYCRoyBDkGo0nM3h0NEED7yJo0CAC77qT0pkzcRYWEv3aq1T88CPmtWtxlZRQMmce5XnBoA8GQHngSwI7X+e9jbFTJ7SNG/ukd1AEB6NNTcF25DAAumbN8O/UkfJvFpL73LuU1X8Nd88PsO4/gnndmb0DbXv3UvHdIg517UbV6t/wv7kDyOVULV9O0TvvYtmyhYqlyzD9tvoSvnHQNGzo81mm16Pw9wc8aRFMp7Lnn1b2zTe4zrP9DXhWEIaOHuVTFjp6NOo60ZfUJkEQhCtRrQ7/tWvXjnbt2p33mCRJzJo1i5EjR3LzzZ7VRq+//jpZWVmsWLGCbt26cfDgQVavXs38+fNJS0sD4LnnnuO+++7jiSeeICIigu+++w6Hw8HLL7+MWq2mQYMGZGdnM2PGDG6//XYAZs2aRdu2bRk+3LNh7COPPMKaNWuYM2cOEyZMuKi2/L9Q6PWEjh6Nf6eOuO12LOs3UDTDM9HbvH4DzsIi6kx5C0f+cQomTQagZMYMlJGRhIwcQdWOnQRE1cMYrKe8xDPRWi6XEREux/zbJs9+gHffTcWiRSgCAzHeeislc+YAYDuwH0NWa7Rpach1Oizbd6BLbkDgR/9F68pGbsvBVVFFwbJSzBs2IDcakdlthLhOYtt6GHVCgs+zqOLjyVf6odQ5iGrZnLIvv/Iekxv0nhWObdviKiuF405kkoTksKNt0hSQUTJ9OpLLhbF3b1R1onGcPIG+SRPsBw/63Kfyj52E9EpDfnQVaPzxa9cBghPR1E9E3bAhxR98QMRzz2Fevx5FYCCapCTPs/fujenH5eibNvWurnNZLBx/fiLqBik+KRlOk5wOJKuVorfeQls/EeVZQ2qnN3NWBgZd0nduvPVWTL+uxr5vHzKtlqiJE1HHe962yQMCUNevf+YNIKDPzESu11/wen433kjczJnYcw6hio5G26TJJbVHEAThSlWrb6r+TF5eHoWFhWRlZXnL/P39ycjIYMuWLQBs2bKFgIAAb0AFkJWVhVwuZ/uplVpbt26lefPmqNVnhljatGlDTk4O5af+N71161Zat27tc/82bdqwdevWi27L/xOFXoc+IwN9kybV0iPYc3LA7faddwU4T5zAbTIR2LkTWpmFDh11tO4QTLP24XTpZUR/YD2Oo0co/+orKhYtIvzxx1DXq0fhe+/hKi4GPOkCdM1bYD9yFOuu3UgWM4XvvIcyQIWk1OHQxFOSG47brUQZFYVl40aCB95N2cJvKJv7GW6ng9AHRhPQtSuBd9xBQMeOmCQF+ZH1kJRqwsY8iqZBA/QtWhA6ejT2nBysu3dxctx4iqdNo2TmTMrmfYkzP5/iDz7wBDVuT0ZxbUoK9gMHkVwuVHFxPs/u16wh8pJskMmh6yQ0TdsSMuhu/LKykCoqqFr1KycnTsSanY0ypo5naPLjj3EVFBA781NkmurDg47j+Z7s8TF1znwvgYFI7jOT1O3H8tHUr0/IiPu9ZcqoKPxubH9J37e2QQPiZ35K3S8+J+GbbzB2O5MoVBkYSNTECahiPKkdtKmphNw7HJnqPDtDnyJXqzG0aknQHXfgd8MNKE/NzRIEQbjaXbET1QsLPfl4QkJCfMpDQkIoKioCoKioiODgYJ/jSqUSo9HoPb+oqIiYGN9cPqGhod5jRqORoqIib9n57nMxbbmWSZKENTsbe04OqshItCkpyLVa5CoV/u3beTNkA6hiY7EfP4FMra62Sk/h54/zxElsBw5QNvsZAuLicBUXY62sRDd4MNbsPYBngnrJnM8wZGUh37QJmUxG+LA++LMCS+hAit9bgSMvD21KYyKfewIO/46sfCeSJhbJYsRxLB99ZlO06elU/vwT7vJy3FVm7AcO4tRosW/dijwkBGOnjgQ++zBRvXrjqhuHs7gYZXgYLpsNZ3EJCmMAcoMfmoYNPfvo4ZmoLzmqpzKQGwyUL/wWXWYm4WPGUPT++9j278evfXu0GU1xhKWiSkiHiBSf85Th4Rhat6bsyBGUISHIJDj54ove48HDh2FoneV7M4UCdXw86thY4j76CNOGTTgqqpAVn6T01Fs9AHmAEbfFQsh99+F3ww24TCa09eujir70oTZlUBDKoPO/4dI3bUrdefNwFhejior0Dg0KgiD8v7ligyrhymFavZq8UaPB6QQgcvw4gm6/Hevu3aji6+LfrRuVP/yAtlEjwsc8Su6DDxHxzNOEPvAAld9/j+R2E3BLF9xWK26HA1V0NIqgIBxnTfRX+PtjuD6LsnlfAmDLzkYVE03sm+NwFpchM+Xh0tfl5KQ3ceTlAaBNS8e0fgu2kFBs+6NRBhuR6/TYc3Ox5+TgMltwlZYSOGAAJ8dPwNg0kuKocFztOqGdP4fCt6Z4Vi/OnkXQe+8ik8mR6w2oY2I4+dJLuE8teAjo2RN3ZSW2U3PslGFhnkzi9lPBlUyG22zBeGtPVDF1wOlCGRqKvnkzzOvXc+z5l6k7bx6q6EbV+lah12Ps0xskN5qUFEo/nelzvHT2HIx9+xI96XWK3nsfmcFA+MMPoT01z0mTkAARMSx9bxsZMRGokpKRTJXo7hhC5Y8/ojDoCejUEf1f5I76p5QhwShDgi94XHI4MG/bjv3QQVSRUWibZIg3VIIgXHOu2KAqLMyza31xcTHh4eHe8uLiYhqe+oUSGhpKyTlbpTidTsrLy73nh4aGVnubdPrz6bdT56tTXFzsPX4xbblWmXfvpui997wBFUDB65PQJCWTe//9uCsq0GZkEDF2LOrYGOSBQSiDg5GrNVSuWIEqoS66Jk1wlZejbVAfTWIitn37CH/iCYrefRdHbi5+HTqgiolB16wZiqBAKn/4EUN6A/y69ODIvY94l98H3jnAsyLvZiemjRtwV1SgrhtP0dSp3rYpw8MI7NWLsvnzqfrlF4xT3kEXqiHus0/Rb3sRv1VrONlgEiW//OI9x699e0o/nYl5/XqU4WHoW13nDagAKhYtInjwIGz79mFo0wbTTz8T+sBoLJu34K6qQn9dK8q//hpHQSH+t9yCBBh796L8m29QxcYS8eyz6BpXD6hO06eno23YEHteHuVffulzTKbVotBqMfbogb51a5zHj6MwGpHJz4zca/Qqsm5rwKo5TnStxxBZR42ibDfWX37G0LzZ3/3qa5Rp9WryRj/gfXMZ+p9HCL3vPmTn2X9REAThanXFzqmKiYkhLCyMP/74w1tmMpnYtm0bTZs2BaBp06ZUVFSwc+dOb521a9fidrtJT08HoEmTJmzcuBHHWZN616xZQ0JCAkaj0Vtn7dq1Pvdfs2YNTU5NoL2YtlyLbLm5lM6ajXTOxsSSw4E9Lw93RQWK4GD82rah6M03yb1nKCXTpxPxwliQ3BjatsHQqhXF771PybQPKX7nXcy//07+E09i3bkTY69bCX/qSYz9bsNtNlPw+muEJORTt7+e8JRjlMyd55PPqOyLebjKPOkOAvv2xbJrF26zxadtzoJClLGxBPbvR9DwYRSFxaD1q8LQMBFZ6T5wOzEqjniGJ09R140/kydKqUKyn7OiU5LQNE4hctwL6Fq2oGLJEsrmzUMVF4fbXEXRO+96cnE5HNiyszlyxwBMK1eha5pJ0OAh6Js3/8u+lqvVaOvVI+Tee09tjOwR/ugjqBTl2I8c5vizz3G4X38O9epN+XffIZ3VNxF1jdxyZx1SlTsJXjoV65SXPM+WmPiX9/63ua1WiqZN8xkKLn73Pe8bR0EQhGtFrQZVVVVVZGdnk31qTk5eXh7Z2dnk5+cjk8kYNGgQ77//Pj/99BN79+7liSeeIDw83LsCLzExkbZt2/L888+zfft2Nm3axMSJE+nWrRsRp/Lw9OjRA5VKxbPPPsv+/ftZunQps2bN4p577vG2Y9CgQaxevZpPPvmEgwcP8vbbb7Nz504GDhwIcFFtuRa4LBbcp3IISW43lo2bqFiyxLM0/yzGPr2RabWgVBLQrSvFH32Mq6wMZWQk6rrxnHjyKY4/PxacLipXr8ZtMgGe/EbOEycJ7NmTiqVLKZr6NgWvvErJ+x8gD/BHHRmK4ujPKI6sQG46huzc3VPkcs8vZknCvH4DuhbNkRurDyGp69ShYskSKr7+hqita3D4NQRDKDT3pILQ5swk9vmhGFq3QpuagjrhTCJMZ34+mgYN4KztZgzt21H+7becGDcemUxO8NB78L+5I9qUxp55YKeCBVVCXarWrSd4yBAsW7ZQ9Pbb5A4dSvnCb5HOCij+jH+nTsTPnEnUixOIe/tFjCcmwccdMH3/HVWncqdJZjP5zz6H7ZxVhn4JMYS1bIzcZkEVG0vUyy+hb9niou77r5LJqk9cVyg836cgCMI1RCZd7E/7f8G6desYNGhQtfLevXvz6quvIkkSU6dO5csvv6SiooJmzZrxwgsvkHDW0viysjImTpzIzz//jFwup1OnTjz33HMYzkpSuWfPHiZMmMCOHTsICgpi4MCB3HfffT73XLZsGW+99RbHjh2jbt26PP744z7pHi6mLX/FZDLRrFkzNm3ahJ+f36V01b/KbbdjWrWKog8+QK7REjpqFOrEehx/fixuUyXquHg0DerjLCxCrlZj2b4NZ2ER/l264DaZKJ09G4DgoUMp+fRTn7dLIcOH+2y2G/rgg7hNlZTM+BRlZCSG66/HWVxMYN8+OE+eRB/hQrvhGbCbqEoZT+6ET7ypAwL796Pqj7We/Qf7dCP4+hjMpijKv1mIZetWUCgIuv12lBHhFP73Le89I99+G8wWVEF+aHWFKLI/x6FJorI0AtPvW5FpNKBUUrVyJQCqhARChg/DcTQXuU6HddcuKpcvx3DTTSiDgyif79mDTxkdTeTY5yn78is0iYn4tWtH3n/+g19WFuXfnslgLtNoSFj4DZqEBCw7d2L67XfcuNFfn4V/Wsb5v5Stn8PCEZ6/B9Th+IlOlH33g0+VuFkzMbRsCdZyKMkBrRGCE3BZLOBweDOeXwlMv/1G7v0jwOXJURbxzDMED7q7llslCIJwcS7293etBlX/b67UoKpq3XqODh58pkChoO78rzj26KMEDxiAy2qjdOZMb2oD8Mz1CR01EkVQEEVvv4OzoICgu+/2BlinBQ0aROlnn3l/mUZOnIAjLw/7oRzk/v5U/vgjqjp1COjZg6J330PfqhXB/XuhLfkBhcqJ1S8L28EcJL86lH+7FMvWrciNRuIe74Nu50tUdV6I/VgJ7vIyz9szhRLzunVULlvm24ZZs7x/D+jZg7wRI3GdnkcnkxE3ezZuUyXOkhIUxkAs27chUyhxl5Vh+vVXNMnJBN7Wi7yRD/o8X+iokRhu6oA2qQHIZBR/9BGWjZs828Scpe78r5BpNBy5Y4B3vpbczw//Ge8QneabcR6A36fAck8SW3vyfVRaGlLw+mTvYWV0NHU/n4tKUQHfPQhH/wC1H9z6DqT0vpiv/bKS3G6su3ZhO3TIs4I0LR2FXvfXJwqCIFwBLvb39xU7UV24fOyHqmcTdxw/TuRzz3F8/ASMPXtg7NHD8xbqlMD+/TH9vgbL5s2E3jsc26EcFCEhyFQqn6SUmsR6GHv0wFlWin/XrrirqtA0TkFyOimZ/gngyQRe/OEJIp56irIFC8gd+TCqunWJemwkht+GoHO7cIekoBo4Cmv7NujqhaOo3EFV8tM4TlZw4rnnvPdThIYSOnLEmaBKoUB21lBe6eefI1OpiH7tNcoXLsRVUUHwXXehz0jHWVqKdfdu3BYLJdM+BEBuNKLPzESdUBe585yNiQHHiRPkDh1K9Msv4X/zzQT2748yPMInqNK1bIk6Pp7Kn37ymQDvNpnI3/w76sREQvW+KT2IzgSZDMk/hpKdLix7vydkxAjMGzagjIoiZNAgz1Yzq2Z6AioAuwkWjoLIdAipnblUtoOHsB3YjyIwEG1qKopTb4xlcjm6tDR0Z+WUEwRBuNaIoEpAGXUm67Y2IwPDda2oXLYMXdOm1Jk8CduBA7jKywl//jlsu3ejio1Df10rAgfcQeX33yPX69FlJBHotxHd2PspmPsj7goTIf06IllLUIQEowgMpGzOZ/i1bYs5Jwfn2Zss48mDVLV2LdZt2wBwHD7MiTfeJ35gL5T7FyAv3oUmahf5n67EVVYGgDw4GGMP3xetrqIiZCo1qpgY5Ho9xr59KJk+/UwFtxvJbkdyOqgz6XVvsePECY49OgbL5s0Y+/ZFERqKq6gId3k5pl9+IfqWLmjqRqNtnIR196nti5RKVJFRuCsqKJr2IYY2bVCFhmLs1hVlUBCmlb+gTqiHf4ebUPj7Iz/P/26q1G4KLAXVg6q46+Cur3Ef3Y7p5SU48vKwZmejbeTJmSV/YLSnXv5W3/McZjCX1EpQZd62jdyhw7yBY+iokYSOGOGzKEAQBOFaJoIqAV1mJqGPPEzxRx9jaN2a4g8+AKBi0WL8e/fC7/o2uE4WYN60CW1KY1QxdXBXVuIuLcPQpi2mn35CEeAHdjN+B59H16MdkqoOMsdaCo9mYM87iTouDl2TJritVpShociVvv/0NI0bYz2VBf80e85h7PWfhMB6uMw2zMUGgu+9l8I33vDuzacMDUOm12No1RJXeQWWLVtQhAQT+MJ4zDNn4DZbcBadGbY0du9O1R9/ENi3j8+9LDt2YNm8+dRzLyLk/vuwbNuO/fBhgu8eiKFtW5QBfkSPfRTztn3YcgtQ+PtTeioFgkyj8e7fJ9fp8O9wE/4dbvLt54wM1DfegP2XXz0F7VuzMbicIbrzbG6sUEH9m5DXa4/fOiulM2eCy4V15y60GRkoTyeiTe0De5ecOS+8MQTXq369y6Diu0U+b+KKPpiGf+fOaJOTa6U9giAIl5sIqgSUAQGE3n8/xl69yH90jM8x8y8r0URHe4f+rDt24MjPx1VegXXbNpQxdQgaMICC1yej+M9gAuKqUBz5BXdEC0z6LqCwo0tPo3j6J0hmMwAh992L3Ggk8LbbqPjxR1SxsQR07oQyKJDSz+Z6761v1QpVQgqusDiK3v8A089L8etyC7Eff4QjLw9FUDAytYqQe4ZQvngJyqAgol5+GblBg3PFL1T99hu2AwcIuXc4bosVVUwdLJs3E3zPEDRJST7PefaQpWS3U/T2O8S8+y76Vi1RnPWGSdOkHZq06yn58itOjp9wqgOVhI4cgVyj+dN+VoWFETDuafL7tCe/6jj7g2x0atydEH3IBc+RyeUE3zkAt8lE5ffL0DVrTvh/HjmTtbxBJ+jzEWyeDVEZ0PQuMFz4ev8ml+mc4VG3G8lZffNsQRCEa5WYqH4ZXYkT1a379lH+7XfYDhwgsHcvbIcOUTT1be9xv86dse3Zg+PIEZ/zzp6UHvrAaNxVZpCBtnEjnAe2IguKwpFfhDYjg/Jvv/WmAwDPJPeoV15BptcjVyqw7NpN+aJFhAy9B8fhI1R8/z2GVi0JHjwYzak8S86SEuw5h3FLEtp6CShPbU9UOu8LTrww/sy1dTpi35mCefNWit5970yD5XKiXpyITKtF36IFqlMJXU+zHz3KkUGDcZ44AXjmZsXPmomm3vnf+rgtFiy7duE8cQJ1vXpoGzW66ESWbslNkaUIf5U/OtXFTdaWnE6cxcUojEbkWu1FnXO5Vf2xlqPDh3sXJQR0707khAliQrogCFc9MVFd+EvO4mLyHn4ER04OAFWrVhE96XWUsTE4c/OQqdUYe91K5RKVT1ClqhON89R+iKevU/7NQiSrFW1mJkpjAKZfPG+ctJmZPtm/ASSbDcu2rVSt/o3gIYORKRWoo6IofONN6kx5i5B7hyPX63HbbDgKC0Gh4OS48Vi2bcPQ+jpMfn4EDx2G21SJ/bBvsCdZLFgPHAQJNA0bYtuzBxQKIp54Ar+bb77g1ijquDjiPpmOZctWJLcbfdMmFwyowDPEZ7iIpJ5nc1utng2nZXJC6yUgV138XCOZUumZmH4F07dqSfzsWViz96AIDkLfrJkIqARB+L8igqr/Y7bDh3323wMw/fY7dT//AntODsrgYNT1ElBHRWHdtw/7vn0oQkMJGjSIwslvACBTqVAYA5FOJQ21bt5MxNjnMf26GmQy/LKy0CQlcWzjRu89Arp1Qxkaiio6GkduLsqICFwlJZ4UB3YHCj8/zFu3UTB5ErZ9+zH26oWmcSPkfn5U/vQT6tgYrHuyqVy+HGXwOUNdCgVyvYHi96ehb9mS4OHD0DZogKZeveoJKM+hqVfvTwOpf8JZUkLhlKmUzZsHMhlBQwYTNmIEilNZ/a9kksuFIz8fmUaD6qxtms4lk8vRZ2b+6/sMCoIgXKnE8N9lVJvDf26bDbfZjDIoCADL9u1Urd+Aq7gYyWql9IsvQJIIHzOGkHuHVzvfWVaG7eAhXOVlVK35A7laheRyo0lMpOCNN3CXl3vrxn82B0VgIMhkqOPicFZWYtuxk6qNG8Dlxp6Tg+nnnwkaeBdyf3/Mf6wl6J4hOI4cIaBrV2RqDYf79cN58iTgmQQeMnw4Re++672HIiSEgG7dcBw9iiIokPLFS1AEBBA6cgQlcz+n/MmJbDpRhcboT1bTRBpE+F+wbySHA1dlpWdPPcW5adxrRsVPP3Fs9AM+ZbEff4Rfmzb/yv1qiqOomJIZn1AycxYKf38ixo4loFPHf62fBEEQrkRi+E/wsmzfTuHUqdj27SfwzjvRN29G7tBhSHY7AKq4OIw9e2I/dgy/s7bdsR89imXHDmQKBdq0NJCBdes2yubM8VSQyQgeOtTnF6yxb180ycko/PyQnE5Mq36l4J13CLrtNko+meGzMbPpl5UEdL3Fc5/16yn9bC7WvXsJvvNOb0AFoIqN9WRMP4uruBhNvXqUzpqFqk4dgvr1QxEaQsUPP1B0650M/7kQk80JVBC1pYh597cmLtjAuWwHD1I0fTpVv67Gv+PNhAwejLpu3X/e6edwlZZWK3Oesxn4lci8dq03n5irtJT8xx5Ds2A+2mt8I3FBEIS/QwRV1zhHQQF5DzyIs6AAgKK33yZ09ChvQAXgOHoUwyMPE9G2rXdVme3wYY4OH44z7xgAmuRkwp99FkXoWcNtkkTJrFnETHkLyeFE7mdAl5LiXS1n2bWLgv/+F2OPHjhOHEcZHo4z/0x+KlVcLFV/rCWgWzcqv/8egMolSwm6806UYWHeeVuOvDwCbrmFqt9/956rCApCk5pC6EMPUbFkCa6qKpCBZcNG9nYdiinH7K17vNzG7vyKakGV22aj4K0pmJYvB6Ds8y/A5SZy7PM+CUNrgjY52bNR8qlVhjKNBu05KxCvRPZT8+28XC4cJ06IoEoQBOE8xI6m1zhHfr43oAI8+/K5qi9zV4aEnlmmD1i3bfMGVODJei5ZzKhiYvDv2tVbHtC9G6r4eAI6d8Lv+us9w36n733iBMEDB2I/dAjJ6SL0/vu8CTCVYWH4d7gZvxtvxHnihM/Ed8lioc7UKWjT05HpdAT274d/x5s9b8X0ejTJyQQPHkTeqNHoMtIJGT0aRXg4cv8ANMnJaKXqz6dVVR+uchaXYPr5Z5+yyh9/9CYXrUna1FTipk/H2Ls3gf36ETfjk6siMNGmNPb5LNPpUMfH11JrBEEQrmziTdU1ThkejiIw8EygIEmoExNR1auH49T2NMY+fdA2buRz3vkm2kl2O35t26KKicHYuxcyuRxHfj7WnTtBkjzBmwSahsmoQkKQ7HZOjBvnPd/Q7gaChw9HGWhEptNR9vU3BHTujOm337x1NMnJaJKSUIWHE/fJdNymKpThYcjkcjSPjUHXJIOyr+ZTOPVtdBkZlHzyCVW/n9kSJvzpp2gaE0B6sY3txyoA6JwSQVqd6hPCFYFGdC2aY1m7zlumb90a+b8weVwmk2Fo2QJDyxY1fu1/k75VK6Jefpni6dNRhocTOmokmkvYRFwQBOH/iQiqrnHq6GjqTHmL4+PG4zh6lMB+/dA1aUL8J9Ox7tuHXKNF26ihz1sq8GT/VsbUOTP8l5SENjUVuVaLLikJm1zOkbsH4SotRd+qJeZ16yhf+C0Axt69CRk5gorFS3yuWbXqVzR1E5BFRlA6ezbqhHqULZhP1IQJuEyVnms3a4ZktVK+dCkypRJtWpo3JYNMLqdy5UqqVq/2tDE9nZKZM33uUfnjcuo8ls7Hg9PJPl6BUiGncVQAQYbq6QsUej2RTz7JiZdfwbJhA4Y2bQgdNRL5X6wSPB9naSnWnbtwW61oGyajjo295GtciRQGA4F9euPfuRMypfIvE5wKgiD8PxNB1TVOcrsxtGpF3c/n4q6qQhUR4Z0vpIqMvOB5mrp1iZ8+HcuOnaCQo0tPRx0V5T1u2b7dO/lam5rms79e+YIF6K9rhTo2hqqzrilTq9FmZKBN9WyobNm8heCBd2O4PsubzNN2+DBHzprLpU1NJeadt71t9Wvbloqvv/E8m8OBTKv1pnMAUIYEI1drCA/QEh7w10kytY0aEfvB+7hKS1GGhCDXXXpeJVdZGScmvkjl0qWeNkRGEvfxR2jq17/ka12pTm+MLAiCIFyYCKquUc6SEip/+IGybxaib9aMwNv6erOTXyx1fDyq2FjsR44gWSyeIOb0W5yzVvydvcXLaa6iYox9+lD54484CwpBLif8iScIuKULMpkMTVwcQbfdVu08y1bfuVzWnTux7trlDaoM119P1MsvU/rZZ0gKBeGPP87Jl18GlwtFSAh+N3VAfYnDUwqD4R8FDda9e70BFYDzxAmqNmy4poIqQRAE4a+JoOoaVfHDD9696azbt2PZsZ3Y99+vNsz3Z1xmM6WfzaVw6lRwuQgaeBehI0agDA5G37QpqoQEHDk5yNVqn5VtqFRoGjVEW78+0ZMnY927F2VQENrU1L/eyuU8adPOTqWmDAggsE9vAnp096RycLnQpjTGkXcMZZ1odA0b/q23Tf+E5HBWL7PZz1NTEARBuJaJoOoaJDmdlM+f71Nm2bgJR34+iuTki76OdedOCt94w/u5dNZsDC1b4n/zzZ5tXT7+COvu3cg0WmKaZVJ2algusE9vDK1aUbVmDbnDziQS1TRsSNz06ShDgi94T11GOsrISO8efJrkZLQpqdXqeec9yeXomzSBJk0u+rn+ittqBZnsoucPaZOT0KalYd2xAwCZXo++ebMaa48gCIJwdRBB1VXOWVmJZeNGHHnHUNdLQJ+ZiVynQ5fZDOuu3d56ipAQn3QHF3XtouLqZWelPlDXqYO6Th3vZ/8bb/Spa/r5F5/Ptj17sB06+KdBlaZePeI+nYF1xw7k/gGo4+NQR1147ldNkux2TKtXUzTtQ2QaDaEj7sfQunW1vQvPpQwLo85/38SyeTNuixVtWiq6xo3/9BxBEATh2iOCqqtc+ZdfUjBpsvdz1OuvEdizJ4H9+2PZvh3rtm0ogoKIfu3VS96QV5NYD5lGg2SzeQpkMjQNLj5hpTLynPvJZN7EoH9637p1cZtMFL79DrY9ewi8vT+Bt932p/vO1QTLtm3knbWVTO6WLdSd9wW6lJS/PFcdE4M6JubfbJ4gCIJwhRNB1VXMcfw4he++51NW9O57+Ldvj7ZBfeI++hDHsXwUgYGoTr3tkex2qtavp2zhtyiMRvRNm6AIDETfrFm1uUja5GRip39M6ezZuKvMBA8ahK5JxnnbYd60GVd5OdrGjdE1yUAmk+F/002Uf/sd9gMHQCYj7LExqC9isryzqIi8hx/BecwzYb1o6tsojIEE33Xn3+2qi2I7eOichjixH8q5qKBKEARBEERQdTU7lTfIZT6zJYvcz+BdmacICEAREOBzinnTZnKH3+v9XPn99/jf3AF3ZSUBt9xS7RaG5s3RN2sGknTeYTBXZSXHJ0yk6pdfvG2K+2Q6hpYt0SQmEj/jE2yHcpD7+6GpX98zqf0vOI4f9wZUp1UsX/6vB1XV3qxdoEwQBEEQzkdsU3MVU4WFEfH002cKFArCHn74T9MDmM+zMbFMo6X4kxm47edfsSaTyS44r8h28OCZgArA6aTyxx+9H5VhYRhatUTXuPFFBVSnz1EE+8678rs+66LO/Sd0mZmEPvQgMrUamU5HxHPPoUutPkleEARBEM5HvKm6ygV06YwqPg5Hfj7q+Pi/3E9OFVF9XpJMqUAZFvbX6Q7OQ3ae7ONyv4tP23A+qshI6kx5ixMvjMN++DDG3r0J6FL9LVpNUwYEEDpiBMbu3UGh8JmELwiCIAh/RQRVVzmZWo0+IwMyqs91Oh99q1YYbriBql9/BYWCoDtup2r9BiKffuq8AdJf0SQmEnzPPZTMmAGA3GjEv2PHS77OuQwtWhA/9zNPFvjw8L/Vtr9DJpejjou7LPcSBEEQri0ySTpPtkXhX2EymWjWrBmbNm3C7yJWwf1bXCYT9gMHcdttuO121NHRaOrV+/vXq6zEuns3rvIKNMlJaOLja7C1giAIglC7Lvb3t3hT9X9I4ed33lV8f/t6/v4YWrWqsesJgiAIwtVITFQXBEEQBEGoASKoEgRBEARBqAEiqBIEQRAEQagBYk6VUCPsuXmYfl2Fbf8BDNdnYWjd2mdLGkmSsGzbhjU725PJPTMTVeTl2dNPEARBEC4HEVQJ/5jLbOHk669jWr4cgLIvviB68mSM3bt565g3bODo0GHgdALgd/PNRL/6ykXtBSgIgiAIVwMx/Cf8Y468XG9AdVrp3LlILpf3c8X3P3gDKgDTihXYD52z154gCIIgXMVEUCX8Y3K9Hvk5W+NoEushO7UHIYDCoK9+olK8KBUEQRCuHSKoEv4xdUwMkePHwams58rwcALvuMOnjn/nzsjP2tw5+J570CQmXs5mCoIgCMK/SrwquESfffYZ06dPp7CwkIYNG/L888+Tnp5e282qdQFdu6JJTsZVXII6Ph5VlO8kdF1qKnXnfYFt3z4UxkA0jRsh12hqqbWCIAiCUPNEUHUJli5dyiuvvML48ePJyMhg5syZDBs2jO+//56QkJDabl6tksnlaBs0gAYXrqNJSECTkHD5GiUIgiAIl5EY/rsEM2bMoH///vTt25f69eszfvx4tFotCxYsqO2mCYIgCIJQy0RQdZHsdju7du0iKyvLWyaXy8nKymLLli212DJBEARBEK4EIqi6SKWlpbhcrmrDfCEhIRQVFdVSqwRBEARBuFKIoEoQBEEQBKEGiKDqIgUFBaFQKCguLvYpLy4uJjQ0tJZaJQiCIAjClUIEVRdJrVaTkpLCH3/84S1zu9388ccfNG3atBZbJgiCIAjClUCkVLgE99xzD08++SSpqamkp6czc+ZMLBYLffr0qe2mCYIgCIJQy0RQdQm6du1KSUkJU6dOpbCwkEaNGvHxxx+L4T9BEARBEERQdakGDhzIwIEDa7sZgiAIgiBcYcScKkEQBEEQhBoggipBEARBEIQaIIIqQRAEQRCEGiDmVF1GkiQBYDKZarklgiAIgiBcrNO/t0//Hr8QEVRdRlVVVQC0a9eullsiCIIgCMKlqqqqwt/f/4LHZdJfhV1CjXG73RQUFGAwGJDJZLXdHEEQBEEQLoIkSVRVVREeHo5cfuGZUyKoEgRBEARBqAFiorogCIIgCEINEEGVIAiCIAhCDRBBlSAIgiAIQg0QQZUgCIIgCEINEEGVIAiCIAhCDRBBlSAIgiAIQg0QQZUgCIIgCEINEEGVIAiCIAhCDRBBlXDZbNiwgREjRtCmTRuSk5NZsWKFz3FJkpgyZQpt2rQhPT2dIUOGcPjwYZ86ZWVljBkzhszMTJo3b84zzzzj3f7ntD179nDnnXeSlpZGu3bt+Oijj/7tR6sV06ZNo2/fvjRt2pTWrVszatQoDh065FPHZrMxfvx4WrVqRdOmTXnwwQcpKiryqZOfn899991HRkYGrVu35rXXXsPpdPrUWbduHb179yY1NZWOHTvy9ddf/+vPVxvmzp1Ljx49yMzMJDMzk9tvv51Vq1Z5j4v+/Oc+/PBDkpOTeemll7xlol8vzdtvv01ycrLPny5duniPi/6sRZIgXCYrV66U3nzzTenHH3+UkpKSpOXLl/scnzZtmtSsWTNp+fLlUnZ2tjRixAjppptukqxWq7fOsGHDpJ49e0pbt26VNmzYIHXs2FF69NFHvccrKyulrKwsacyYMdK+ffukxYsXS+np6dIXX3xx2Z7zchk6dKi0YMECad++fVJ2drZ07733Su3bt5eqqqq8dcaOHSu1a9dOWrNmjbRjxw6pf//+0u233+497nQ6pe7du0tDhgyRdu/eLa1cuVJq1aqV9MYbb3jrHD16VMrIyJBeeeUV6cCBA9Ls2bOlRo0aSb/++utlfd7L4aeffpJWrlwp5eTkSIcOHZLefPNNKSUlRdq3b58kSaI//6lt27ZJN954o9SjRw/pxRdf9JaLfr00U6dOlbp16yYVFBR4/xQXF3uPi/6sPSKoEmrFuUGV2+2Wrr/+eunjjz/2llVUVEipqanS4sWLJUmSpAMHDkhJSUnS9u3bvXVWrVolJScnSydOnJAkSZI+++wzqUWLFpLNZvPWmTRpktS5c+d/+5FqXXFxsZSUlCStX79ekiRP/6WkpEjLli3z1jndh1u2bJEkyRPoNmzYUCosLPTWmTt3rpSZmentw9dff13q1q2bz70eeeQRaejQof/yE10ZWrRoIX355ZeiP/8hk8kkderUSfr999+lgQMHeoMq0a+XburUqVLPnj3Pe0z0Z+0Sw3/CFSEvL4/CwkKysrK8Zf7+/mRkZLBlyxYAtmzZQkBAAGlpad46WVlZyOVytm/fDsDWrVtp3rw5arXaW6dNmzbk5ORQXl5+mZ6mdlRWVgJgNBoB2LlzJw6Hw6dPExMTiY6OZuvWrYCnv5KSkggNDfXWadOmDSaTiQMHDnjrtG7d2udebdq08V7jWuVyuViyZAlms5mmTZuK/vyHJkyYQLt27Xz6D8S/07/ryJEjtGnThg4dOjBmzBjy8/MB0Z+1TVnbDRAEgMLCQgBCQkJ8ykNCQrxzAYqKiggODvY5rlQqMRqN3vOLioqIiYnxqXP6B0dRUZE34LjWuN1uXn75ZTIzM0lKSgI8z6tSqQgICPCpGxIS4tNfZ/9ghTP99Vd1TCYTVqsVrVb7rzxTbdm7dy933HEHNpsNvV7Pu+++S/369cnOzhb9+TctWbKE3bt3M3/+/GrHxL/TS5eens4rr7xCQkIChYWFvPvuu9x1110sWrRI9GctE0GVIFwDxo8fz/79+5k7d25tN+Wql5CQwMKFC6msrOSHH37gySefZM6cObXdrKvW8ePHeemll/jkk0/QaDS13ZxrQrt27bx/b9iwIRkZGdx4440sW7ZMBDu1TAz/CVeEsLAwAIqLi33Ki4uLvf9bCg0NpaSkxOe40+mkvLzce35oaGi1VS6nP5/7v65rxYQJE1i5ciUzZ84kMjLSWx4aGorD4aCiosKnfnFx8UX111/V8fPzuyZ/gKvVauLj40lNTWXMmDE0bNiQWbNmif78m3bt2kVxcTF9+vShcePGNG7cmPXr1zN79mwaN24s+rUGBAQEULduXY4ePSr6s5aJoEq4IsTExBAWFsYff/zhLTOZTGzbto2mTZsC0LRpUyoqKti5c6e3ztq1a3G73aSnpwPQpEkTNm7ciMPh8NZZs2YNCQkJ19zQnyRJTJgwgeXLlzNz5kxiY2N9jqempqJSqXz69NChQ+Tn59OkSRPA01/79u3zCWbXrFmDn58f9evX99ZZu3atz7XXrFnjvca1zu12Y7fbRX/+Tddddx2LFi1i4cKF3j+pqan06NHD+3fRr/9MVVUVubm5hIWFif6sbbU9U174/2EymaTdu3dLu3fvlpKSkqQZM2ZIu3fvlo4dOyZJkielQvPmzaUVK1ZIe/bskUaOHHnelAq9evWStm3bJm3cuFHq1KmTT0qFiooKKSsrS3r88celffv2SUuWLJEyMjKuyZQKL7zwgtSsWTNp3bp1PkurLRaLt87YsWOl9u3bS3/88Ye0Y8cO6fbbbz/v0uqhQ4dK2dnZ0q+//ipdd911511a/dprr0kHDhyQ5syZc80urZ48ebK0fv16KTc3V9qzZ480efJkKTk5Wfrtt98kSRL9WVPOXv0nSaJfL9Wrr74qrVu3TsrNzZU2bdokDRkyRGrVqpU3rYLoz9ojgirhslm7dq2UlJRU7c+TTz4pSZInrcJbb70lZWVlSampqdLgwYOlQ4cO+VyjtLRUevTRR6UmTZpImZmZ0lNPPSWZTCafOtnZ2dKAAQOk1NRUqW3bttK0adMu2zNeTufry6SkJGnBggXeOlarVRo3bpzUokULKSMjQxo9erRUUFDgc528vDxp+PDhUnp6utSqVSvp1VdflRwOh0+dtWvXSrfeequUkpIidejQwece15Knn35auvHGG6WUlBTpuuuukwYPHuwNqCRJ9GdNOTeoEv16aR555BHp+uuvl1JSUqS2bdtKjzzyiHTkyBHvcdGftUcmSZJU22/LBEEQBEEQrnZiTpUgCIIgCEINEEGVIAiCIAhCDRBBlSAIgiAIQg0QQZUgCIIgCEINEEGVIAiCIAhCDRBBlSAIgiAIQg0QQZUgCIIgCEINEEGVIAiCIAhCDRBBlSAIwl/Iy8sjOTmZ7Ozs2m6KIAhXMJFRXRCEq1JhYSHTpk1j1apVnDhxAn9/f+Li4ujZsye9e/dGp9Nd0vXuvvtuGjZsyLPPPlvtmMvloqSkhKCgIJRK5T9q94kTJ7j55pupW7cuixcv/kfXEgThyvLPfjoIgiDUgtzcXAYMGIC/vz//+c9/SE5ORq1Ws3fvXr788ksiIiLo0KHDec91OByoVKpLup9CoSAsLKwmms7XX39Nly5d2LhxI9u2bSMjI+NP6/+d9gqCUDvE8J8gCFedcePGoVAoWLBgAV27diUxMZHY2FhuvvlmPvzwQ2666SZv3eTkZObOncuIESNo0qQJH3zwwSXf7+zhP7fbzQ033MDcuXN96uzevZuGDRty7NixC15HkiS+/vprbr31Vrp37878+fPPe5+lS5cycOBA0tLSWLRoEQBfffUVt9xyC2lpaXTp0oXPPvvM59xJkybRuXNnMjIy6NChA2+99RYOh+OSn1UQhL9PvKkSBOGqUlpayu+//86jjz6KXq8/bx2ZTObz+Z133mHMmDE8++yzKBSKf3R/uVxOt27dWLx4MXfeeae3fNGiRWRmZlKnTp0Lnrt27VqsVitZWVlERERwxx138PTTT1d7jsmTJ/PUU0/RqFEjNBoN3333HVOmTGHs2LE0atSI7Oxsnn/+efR6Pb179wbAYDDwyiuvEB4ezr59+3j++ecxGAzce++9/+h5BUG4eCKoEgThqnL06FEkSSIhIcGnvFWrVtjtdgDuvPNOHn/8ce+x7t2707dv3xprQ8+ePZkxYwb5+flER0fjdrtZsmQJI0eO/NPz5s+fT9euXVEoFCQlJREbG8v3339Pnz59fOoNHjyYTp06eT+//fbbPPXUU96y2NhYDhw4wLx587xB1ahRo7z1Y2JiyMnJYcmSJSKoEoTLSARVgiBcE+bPn4/b7eaxxx7zBlenpaam1ui9GjVqRGJiIosXL+a+++5j/fr1lJSU0KVLlwueU1FRwfLly32GDXv27Mn8+fOrBVVnt9dsNnP06FGeffZZnn/+eW+50+nE39/f+3np0qXMmjWL3NxczGYzTqcTPz+/mnhcQRAukgiqBEG4qsTFxSGTycjJyfEpj42NBUCr1VY750LDhP9Ejx49WLRoEffddx+LFy+mTZs2BAUFXbD+okWLsNls9O/f31smSRJut5ucnByfN29nt9dsNgMwceLEapPa5XLPtNgtW7bw2GOP8eCDD9KmTRv8/f1ZsmQJM2bMqJFnFQTh4oiJ6oIgXFWCgoK4/vrrmTNnjjfgqA3du3dn//797Ny5kx9++IGePXv+af0FCxYwdOhQFi5c6P3z7bff0rx5cxYsWHDB80JDQwkPDyc3N5f4+HifP6cDyS1bthAdHc3IkSNJS0ujbt265Ofn1+jzCoLw18SbKkEQrjovvPACAwYMoG/fvjz44IMkJycjk8nYsWMHhw4dIiUl5W9dt6SkpFqCzwulUoiJiaFp06Y8++yzuFwunxWH58rOzmbXrl1MmjSJxMREn2PdunXjvffe45FHHrng+Q899BAvvvgi/v7+tG3bFrvdzs6dO6moqOCee+4hPj6e48ePs2TJEtLS0li5ciUrVqy4+AcXBKFGiKBKEISrTlxcHN988w3Tpk3jjTfe4OTJk6hUKurXr8/QoUN9VuVdisWLF1dLyPnwww9f8C1Ujx49GD9+PL169TrvsONp8+fPp379+tUCKoCOHTsyceJEVq1aRXJy8nnP79evH1qtlunTp/P666+j1+tJSkpi8ODBAHTo0IHBgwczYcIE7HY77du3Z+TIkbzzzjsX++iCINQAkVFdEARBEAShBog5VYIgCIIgCDVABFWCIAiCIAg1QARVgiAIgiAINUAEVYIgCIIgCDVABFWCIAiCIAg1QARVgiAIgiAINUAEVYIgCIIgCDVABFWCIAiCIAg1QARVgiAIgiAINUAEVYIgCIIgCDVABFWCIAiCIAg14H97syRbweuVrQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Mas Vnr Type\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "del df[\"Mas Vnr Type\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Miscellaneous Features\n", "\n", "This variable is basically a \"other\" field with no pattern." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Misc Feature\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "del df[\"Misc Feature\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Roof\n", "\n", "Roofs in Ames, IA, are not special enough to make a difference in the price. Even \"hip\" roofs seem already priced in bigger houses." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Roof Matl\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Roof Style\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "del df[\"Roof Matl\"]\n", "del df[\"Roof Style\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sale Info\n", "\n", "Partial and abnormal (= foreclosure) sales seem to make a change with higher and lower prices respectively. These two types will be encoded in factor variables *partial_sale* and *abnormal_sale*. The impact seems to be not big though." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Sale Condition\n", "Normal 2396\n", "Partial 233\n", "Abnorml 189\n", "Family 46\n", "Alloca 22\n", "AdjLand 12\n", "Name: count, dtype: int64" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Sale Condition\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Sale Condition\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.lmplot(\n", " x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Sale Condition\", hue=\"Sale Condition\",\n", " data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n", ")\n", "# Adjust font sizes.\n", "for ax in plot.axes:\n", " ax.set_title(ax.get_title(), fontsize=20)\n", " ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n", " ax.set_ylabel(ax.get_ylabel(), fontsize=16)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "df[\"partial_sale\"] = df[\"Sale Condition\"].apply(lambda x: 1 if x == \"Partial\" else 0)\n", "df[\"abnormal_sale\"] = df[\"Sale Condition\"].apply(lambda x: 1 if x == \"Abnorml\" else 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Homes that are sold for the first time cleare are priced higher. A factor variable *new_home* is introduced." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Sale Type\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "df[\"new_home\"] = df[\"Sale Type\"].apply(lambda x: 1 if x == \"New\" else 0)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "new_variables.extend([\"partial_sale\", \"abnormal_sale\", \"new_home\"])" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "del df[\"Sale Condition\"]\n", "del df[\"Sale Type\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show summary of counts:" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "partial_sale 233\n", "abnormal_sale 189\n", "new_home 227\n", "dtype: int64" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].sum()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
partial_saleabnormal_salenew_home
OrderPID
1526301100000
2526350040000
3526351010000
4526353030000
5527105010000
\n", "
" ], "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": 87, "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": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Street\n", "Pave 2886\n", "Grvl 12\n", "Name: count, dtype: int64" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Street\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 89, "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": 90, "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": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "46" ] }, "execution_count": 91, "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": 92, "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": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "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": 94, "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": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"recently_built\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"recently_remodeled\", s=15, data=df);" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "del df[\"Yr Sold\"]\n", "del df[\"Year Built\"]\n", "del df[\"Year Remod/Add\"]" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "age_columns = [\n", " \"remodeled\", \"years_since_built\", \"years_since_remodeled\",\n", " \"recently_built\", \"recently_remodeled\",\n", "]\n", "new_variables.extend(age_columns)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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remodeledyears_since_builtyears_since_remodeledrecently_builtrecently_remodeled
OrderPID
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" ], "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": 99, "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": 100, "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, random_state=random_state)\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": 101, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"outlier\", s=15, data=df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We concur with the notes from the paper and remove only the sales of houses with more than 4000 square feet." ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "# Remove the outliers.\n", "df = df[df[\"Gr Liv Area\"] <= 4000]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save the Results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the Data" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "# Re-order the columns for convenience.\n", "final_columns = (\n", " sorted(set(list(ALL_COLUMNS.keys()) + new_variables) & set(df.columns))\n", " + TARGET_VARIABLES\n", ")\n", "df = df[final_columns]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Discarding useless and adding new predictors changed the final dataset significantly." ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2893, 109)" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1st Flr SF1st Flr SF (box-cox-0)2nd Flr SF3Ssn PorchBedroom AbvGrBsmt CondBsmt ExposureBsmt Full BathBsmt Half BathBsmt QualBsmt Unf SFBsmtFin SF 1BsmtFin SF 2BsmtFin Type 1BsmtFin Type 2ElectricalEnclosed PorchFenceFireplace QuFireplacesFull BathFunctionalGarage AreaGarage CarsGarage CondGarage FinishGarage QualGr Liv AreaGr Liv Area (box-cox-0)Half BathKitchen AbvGrKitchen QualLand SlopeLot AreaLot Area (box-cox-0.1)Lot ShapeLow Qual Fin SFMas Vnr AreaMisc ValMo SoldOpen Porch SFOverall CondOverall QualPaved DrivePool AreaPool QCScreen PorchTotRms AbvGrdTotal BathTotal Bsmt SFTotal Porch SFTotal SFTotal SF (box-cox-0.2)UtilitiesWood Deck SFabnormal_saleair_condbuild_type_1Fambuild_type_2Fambuild_type_Twnhsfound_BrkTilfound_CBlockfound_PConchas 2nd Flrhas Bsmthas Fireplacehas Garagehas Poolhas Porchmajor_streetnew_homenhood_Blmngtnnhood_Bluestenhood_BrDalenhood_BrkSidenhood_ClearCrnhood_CollgCrnhood_Crawfornhood_Edwardsnhood_Gilbertnhood_Greensnhood_GrnHillnhood_IDOTRRnhood_Landmrknhood_MeadowVnhood_Mitchelnhood_NPkVillnhood_NWAmesnhood_Namesnhood_NoRidgenhood_NridgHtnhood_OldTownnhood_SWISUnhood_Sawyernhood_SawyerWnhood_Somerstnhood_StoneBrnhood_Timbernhood_Veenkerparkpartial_salerailwayrecently_builtrecently_remodeledremodeledyears_since_builtyears_since_remodeledSalePriceSalePrice (box-cox-0)
OrderPID
15263011001656.07.4121600.00.03GdGd10TA441.0639.00.0BLQUnfSBrkr0.0NAGd21Typ528.02TAFinTA1656.07.41216001TAGtl31770.018.196923IR10.0112.00.0562.056P0.0NA0.072.01080.0272.02736.019.344072AllPub210.0011000100111010000000000000000000100000000000000005050215000.012.278393
2526350040896.06.7979400.00.02TANo00TA270.0468.0144.0RecLwQSBrkr0.0MnPrvNA01Typ730.01TAUnfTA896.06.79794001TAGtl11622.015.499290Reg0.00.00.060.065Y0.0NA120.051.0882.0260.01778.017.333478AllPub140.0011000100101011000000000000000000100000000000000004949105000.011.561716
35263510101329.07.1921820.00.03TANo00TA406.0923.00.0ALQUnfSBrkr0.0NANA01Typ312.01TAUnfTA1329.07.19218211GdGtl14267.016.027549IR10.0108.012500.0636.066Y0.0NA0.061.51329.0429.02658.019.203658AllPub393.0011000100101010000000000000000000100000000000000005252172000.012.055250
45263530302110.07.6544430.00.03TANo10TA1045.01065.00.0ALQUnfSBrkr0.0NATA22Typ522.02TAFinTA2110.07.65444311ExGtl11160.015.396064Reg0.00.00.040.057Y0.0NA0.083.52110.00.04220.021.548042AllPub0.0011000100111000000000000000000000100000000000000004242244000.012.404924
5527105010928.06.833032701.00.03TANo00Gd137.0791.00.0GLQUnfSBrkr0.0MnPrvTA12Typ482.02TAFinTA1629.07.39572211TAGtl13830.015.946705IR10.00.00.0334.055Y0.0NA0.062.5928.0246.02557.019.016856AllPub212.0011000011111010000000000100000000000000000000000011312189900.012.154253
\n", "
" ], "text/plain": [ " 1st Flr SF 1st Flr SF (box-cox-0) 2nd Flr SF 3Ssn Porch \\\n", "Order PID \n", "1 526301100 1656.0 7.412160 0.0 0.0 \n", "2 526350040 896.0 6.797940 0.0 0.0 \n", "3 526351010 1329.0 7.192182 0.0 0.0 \n", "4 526353030 2110.0 7.654443 0.0 0.0 \n", "5 527105010 928.0 6.833032 701.0 0.0 \n", "\n", " Bedroom AbvGr Bsmt Cond Bsmt Exposure Bsmt Full Bath \\\n", "Order PID \n", "1 526301100 3 Gd Gd 1 \n", "2 526350040 2 TA No 0 \n", "3 526351010 3 TA No 0 \n", "4 526353030 3 TA No 1 \n", "5 527105010 3 TA No 0 \n", "\n", " Bsmt Half Bath Bsmt Qual Bsmt Unf SF BsmtFin SF 1 \\\n", "Order PID \n", "1 526301100 0 TA 441.0 639.0 \n", "2 526350040 0 TA 270.0 468.0 \n", "3 526351010 0 TA 406.0 923.0 \n", "4 526353030 0 TA 1045.0 1065.0 \n", "5 527105010 0 Gd 137.0 791.0 \n", "\n", " BsmtFin SF 2 BsmtFin Type 1 BsmtFin Type 2 Electrical \\\n", "Order PID \n", "1 526301100 0.0 BLQ Unf SBrkr \n", "2 526350040 144.0 Rec LwQ SBrkr \n", "3 526351010 0.0 ALQ Unf SBrkr \n", "4 526353030 0.0 ALQ Unf SBrkr \n", "5 527105010 0.0 GLQ Unf SBrkr \n", "\n", " Enclosed Porch Fence Fireplace Qu Fireplaces Full Bath \\\n", "Order PID \n", "1 526301100 0.0 NA Gd 2 1 \n", "2 526350040 0.0 MnPrv NA 0 1 \n", "3 526351010 0.0 NA NA 0 1 \n", "4 526353030 0.0 NA TA 2 2 \n", "5 527105010 0.0 MnPrv TA 1 2 \n", "\n", " Functional Garage Area Garage Cars Garage Cond \\\n", "Order PID \n", "1 526301100 Typ 528.0 2 TA \n", "2 526350040 Typ 730.0 1 TA \n", "3 526351010 Typ 312.0 1 TA \n", "4 526353030 Typ 522.0 2 TA \n", "5 527105010 Typ 482.0 2 TA \n", "\n", " Garage Finish Garage Qual Gr Liv Area \\\n", "Order PID \n", "1 526301100 Fin TA 1656.0 \n", "2 526350040 Unf TA 896.0 \n", "3 526351010 Unf TA 1329.0 \n", "4 526353030 Fin TA 2110.0 \n", "5 527105010 Fin TA 1629.0 \n", "\n", " Gr Liv Area (box-cox-0) Half Bath Kitchen AbvGr \\\n", "Order PID \n", "1 526301100 7.412160 0 1 \n", "2 526350040 6.797940 0 1 \n", "3 526351010 7.192182 1 1 \n", "4 526353030 7.654443 1 1 \n", "5 527105010 7.395722 1 1 \n", "\n", " Kitchen Qual Land Slope Lot Area Lot Area (box-cox-0.1) \\\n", "Order PID \n", "1 526301100 TA Gtl 31770.0 18.196923 \n", "2 526350040 TA Gtl 11622.0 15.499290 \n", "3 526351010 Gd Gtl 14267.0 16.027549 \n", "4 526353030 Ex Gtl 11160.0 15.396064 \n", "5 527105010 TA Gtl 13830.0 15.946705 \n", "\n", " Lot Shape Low Qual Fin SF Mas Vnr Area Misc Val Mo Sold \\\n", "Order PID \n", "1 526301100 IR1 0.0 112.0 0.0 5 \n", "2 526350040 Reg 0.0 0.0 0.0 6 \n", "3 526351010 IR1 0.0 108.0 12500.0 6 \n", "4 526353030 Reg 0.0 0.0 0.0 4 \n", "5 527105010 IR1 0.0 0.0 0.0 3 \n", "\n", " Open Porch SF Overall Cond Overall Qual Paved Drive \\\n", "Order PID \n", "1 526301100 62.0 5 6 P \n", "2 526350040 0.0 6 5 Y \n", "3 526351010 36.0 6 6 Y \n", "4 526353030 0.0 5 7 Y \n", "5 527105010 34.0 5 5 Y \n", "\n", " Pool Area Pool QC Screen Porch TotRms AbvGrd Total Bath \\\n", "Order PID \n", "1 526301100 0.0 NA 0.0 7 2.0 \n", "2 526350040 0.0 NA 120.0 5 1.0 \n", "3 526351010 0.0 NA 0.0 6 1.5 \n", "4 526353030 0.0 NA 0.0 8 3.5 \n", "5 527105010 0.0 NA 0.0 6 2.5 \n", "\n", " Total Bsmt SF Total Porch SF Total SF \\\n", "Order PID \n", "1 526301100 1080.0 272.0 2736.0 \n", "2 526350040 882.0 260.0 1778.0 \n", "3 526351010 1329.0 429.0 2658.0 \n", "4 526353030 2110.0 0.0 4220.0 \n", "5 527105010 928.0 246.0 2557.0 \n", "\n", " Total SF (box-cox-0.2) Utilities Wood Deck SF \\\n", "Order PID \n", "1 526301100 19.344072 AllPub 210.0 \n", "2 526350040 17.333478 AllPub 140.0 \n", "3 526351010 19.203658 AllPub 393.0 \n", "4 526353030 21.548042 AllPub 0.0 \n", "5 527105010 19.016856 AllPub 212.0 \n", "\n", " abnormal_sale air_cond build_type_1Fam build_type_2Fam \\\n", "Order PID \n", "1 526301100 0 1 1 0 \n", "2 526350040 0 1 1 0 \n", "3 526351010 0 1 1 0 \n", "4 526353030 0 1 1 0 \n", "5 527105010 0 1 1 0 \n", "\n", " build_type_Twnhs found_BrkTil found_CBlock found_PConc \\\n", "Order PID \n", "1 526301100 0 0 1 0 \n", "2 526350040 0 0 1 0 \n", "3 526351010 0 0 1 0 \n", "4 526353030 0 0 1 0 \n", "5 527105010 0 0 0 1 \n", "\n", " has 2nd Flr has Bsmt has Fireplace has Garage has Pool \\\n", "Order PID \n", "1 526301100 0 1 1 1 0 \n", "2 526350040 0 1 0 1 0 \n", "3 526351010 0 1 0 1 0 \n", "4 526353030 0 1 1 1 0 \n", "5 527105010 1 1 1 1 0 \n", "\n", " has Porch major_street new_home nhood_Blmngtn \\\n", "Order PID \n", "1 526301100 1 0 0 0 \n", "2 526350040 1 1 0 0 \n", "3 526351010 1 0 0 0 \n", "4 526353030 0 0 0 0 \n", "5 527105010 1 0 0 0 \n", "\n", " nhood_Blueste nhood_BrDale nhood_BrkSide nhood_ClearCr \\\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_CollgCr nhood_Crawfor nhood_Edwards nhood_Gilbert \\\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 1 \n", "\n", " nhood_Greens nhood_GrnHill nhood_IDOTRR nhood_Landmrk \\\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_MeadowV nhood_Mitchel nhood_NPkVill 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_Names nhood_NoRidge nhood_NridgHt nhood_OldTown \\\n", "Order PID \n", "1 526301100 1 0 0 0 \n", "2 526350040 1 0 0 0 \n", "3 526351010 1 0 0 0 \n", "4 526353030 1 0 0 0 \n", "5 527105010 0 0 0 0 \n", "\n", " nhood_SWISU nhood_Sawyer nhood_SawyerW nhood_Somerst \\\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_StoneBr nhood_Timber nhood_Veenker park \\\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", " partial_sale railway recently_built recently_remodeled \\\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", " 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", " SalePrice SalePrice (box-cox-0) \n", "Order PID \n", "1 526301100 215000.0 12.278393 \n", "2 526350040 105000.0 11.561716 \n", "3 526351010 172000.0 12.055250 \n", "4 526353030 244000.0 12.404924 \n", "5 527105010 189900.0 12.154253 " ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "df.to_csv(\"data/data_clean_with_transformations_and_factors.csv\")" ] } ], "metadata": { "kernelspec": { 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