{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3 Exploratory Data Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 Contents\n", "* [3 Exploratory Data Analysis](#3_Exploratory_Data_Analysis)\n", " * [3.1 Contents](#3.1_Contents)\n", " * [3.2 Introduction](#3.2_Introduction)\n", " * [3.3 Imports](#3.3_Imports)\n", " * [3.4 Load The Data](#3.4_Load_The_Data)\n", " * [3.4.1 Ski data](#3.4.1_Ski_data)\n", " * [3.4.2 State-wide summary data](#3.4.2_State-wide_summary_data)\n", " * [3.5 Explore The Data](#3.5_Explore_The_Data)\n", " * [3.5.1 Top States By Order Of Each Of The Summary Statistics](#3.5.1_Top_States_By_Order_Of_Each_Of_The_Summary_Statistics)\n", " * [3.5.1.1 Total state area](#3.5.1.1_Total_state_area)\n", " * [3.5.1.2 Total state population](#3.5.1.2_Total_state_population)\n", " * [3.5.1.3 Resorts per state](#3.5.1.3_Resorts_per_state)\n", " * [3.5.1.4 Total skiable area](#3.5.1.4_Total_skiable_area)\n", " * [3.5.1.5 Total night skiing area](#3.5.1.5_Total_night_skiing_area)\n", " * [3.5.1.6 Total days open](#3.5.1.6_Total_days_open)\n", " * [3.5.2 Resort density](#3.5.2_Resort_density)\n", " * [3.5.2.1 Top states by resort density](#3.5.2.1_Top_states_by_resort_density)\n", " * [3.5.3 Visualizing High Dimensional Data](#3.5.3_Visualizing_High_Dimensional_Data)\n", " * [3.5.3.1 Scale the data](#3.5.3.1_Scale_the_data)\n", " * [3.5.3.1.1 Verifying the scaling](#3.5.3.1.1_Verifying_the_scaling)\n", " * [3.5.3.2 Calculate the PCA transformation](#3.5.3.2_Calculate_the_PCA_transformation)\n", " * [3.5.3.3 Average ticket price by state](#3.5.3.3_Average_ticket_price_by_state)\n", " * [3.5.3.4 Adding average ticket price to scatter plot](#3.5.3.4_Adding_average_ticket_price_to_scatter_plot)\n", " * [3.5.4 Conclusion On How To Handle State Label](#3.5.4_Conclusion_On_How_To_Handle_State_Label)\n", " * [3.5.5 Ski Resort Numeric Data](#3.5.5_Ski_Resort_Numeric_Data)\n", " * [3.5.5.1 Feature engineering](#3.5.5.1_Feature_engineering)\n", " * [3.5.5.2 Feature correlation heatmap](#3.5.5.2_Feature_correlation_heatmap)\n", " * [3.5.5.3 Scatterplots of numeric features against ticket price](#3.5.5.3_Scatterplots_of_numeric_features_against_ticket_price)\n", " * [3.6 Summary](#3.6_Summary)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, we have a firm idea of what our data science problem is and have the data to solve it. The business problem was a general one of modeling resort ticket pricing and, by implication, revenue. We decided, based on data availability, that we would model `AdultWeekend` prices.\n", "\n", "The data we started with contained some ticket price values, but with a number of missing values. This led to several rows being dropped completely. We also had two kinds of ticket prices. There were some obvious issues with some of the other features in the data. For example, one column was missing so many values it was completely dropped. Human errors in our data were corrected. We also obtained and cleaned some additional US state population and size data with which to augment the data set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.3 Imports" ] }, { "cell_type": "code", "execution_count": 220, "metadata": { "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import os\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import scale\n", "\n", "from library.sb_utils import save_file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.4 Load The Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4.1 Ski Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's review our newly cleaned data set." ] }, { "cell_type": "code", "execution_count": 221, "metadata": {}, "outputs": [], "source": [ "ski_data = pd.read_csv('../data/ski_data_cleaned.csv')" ] }, { "cell_type": "code", "execution_count": 222, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 278 entries, 0 to 277\n", "Data columns (total 25 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Name 278 non-null object \n", " 1 Region 278 non-null object \n", " 2 state 278 non-null object \n", " 3 summit_elev 278 non-null int64 \n", " 4 vertical_drop 278 non-null int64 \n", " 5 base_elev 278 non-null int64 \n", " 6 trams 278 non-null int64 \n", " 7 fastSixes 278 non-null int64 \n", " 8 fastQuads 278 non-null int64 \n", " 9 quad 278 non-null int64 \n", " 10 triple 278 non-null int64 \n", " 11 double 278 non-null int64 \n", " 12 surface 278 non-null int64 \n", " 13 total_chairs 278 non-null int64 \n", " 14 Runs 275 non-null float64\n", " 15 TerrainParks 234 non-null float64\n", " 16 LongestRun_mi 273 non-null float64\n", " 17 SkiableTerrain_ac 276 non-null float64\n", " 18 Snow Making_ac 241 non-null float64\n", " 19 daysOpenLastYear 233 non-null float64\n", " 20 yearsOpen 277 non-null float64\n", " 21 averageSnowfall 268 non-null float64\n", " 22 AdultWeekend 278 non-null float64\n", " 23 projectedDaysOpen 236 non-null float64\n", " 24 NightSkiing_ac 164 non-null float64\n", "dtypes: float64(11), int64(11), object(3)\n", "memory usage: 54.4+ KB\n" ] } ], "source": [ "ski_data.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have 278 rows and 25 columns. All typecasting is just as one would expect. But what does the data frame actually look like?" ] }, { "cell_type": "code", "execution_count": 223, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameRegionstatesummit_elevvertical_dropbase_elevtramsfastSixesfastQuadsquad...TerrainParksLongestRun_miSkiableTerrain_acSnow Making_acdaysOpenLastYearyearsOpenaverageSnowfallAdultWeekendprojectedDaysOpenNightSkiing_ac
0Alyeska ResortAlaskaAlaska393925002501022...2.01.01610.0113.0150.060.0669.085.0150.0550.0
1Eaglecrest Ski AreaAlaskaAlaska2600154012000000...1.02.0640.060.045.044.0350.053.090.0NaN
2Hilltop Ski AreaAlaskaAlaska209029417960000...1.01.030.030.0150.036.069.034.0152.030.0
3Arizona SnowbowlArizonaArizona11500230092000102...4.02.0777.0104.0122.081.0260.089.0122.0NaN
4Sunrise Park ResortArizonaArizona11100180092000012...2.01.2800.080.0115.049.0250.078.0104.080.0
\n", "

5 rows × 25 columns

\n", "
" ], "text/plain": [ " Name Region state summit_elev vertical_drop \\\n", "0 Alyeska Resort Alaska Alaska 3939 2500 \n", "1 Eaglecrest Ski Area Alaska Alaska 2600 1540 \n", "2 Hilltop Ski Area Alaska Alaska 2090 294 \n", "3 Arizona Snowbowl Arizona Arizona 11500 2300 \n", "4 Sunrise Park Resort Arizona Arizona 11100 1800 \n", "\n", " base_elev trams fastSixes fastQuads quad ... TerrainParks \\\n", "0 250 1 0 2 2 ... 2.0 \n", "1 1200 0 0 0 0 ... 1.0 \n", "2 1796 0 0 0 0 ... 1.0 \n", "3 9200 0 1 0 2 ... 4.0 \n", "4 9200 0 0 1 2 ... 2.0 \n", "\n", " LongestRun_mi SkiableTerrain_ac Snow Making_ac daysOpenLastYear \\\n", "0 1.0 1610.0 113.0 150.0 \n", "1 2.0 640.0 60.0 45.0 \n", "2 1.0 30.0 30.0 150.0 \n", "3 2.0 777.0 104.0 122.0 \n", "4 1.2 800.0 80.0 115.0 \n", "\n", " yearsOpen averageSnowfall AdultWeekend projectedDaysOpen NightSkiing_ac \n", "0 60.0 669.0 85.0 150.0 550.0 \n", "1 44.0 350.0 53.0 90.0 NaN \n", "2 36.0 69.0 34.0 152.0 30.0 \n", "3 81.0 260.0 89.0 122.0 NaN \n", "4 49.0 250.0 78.0 104.0 80.0 \n", "\n", "[5 rows x 25 columns]" ] }, "execution_count": 223, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ski_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data appear to be in \"tidy\" format and ready to use." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4.2 State-Wide Summary Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll load our state-level summary data as well, as our exploration will rely heavily on state-by-state comparisons." ] }, { "cell_type": "code", "execution_count": 224, "metadata": {}, "outputs": [], "source": [ "state_summary = pd.read_csv('../data/state_summary.csv')" ] }, { "cell_type": "code", "execution_count": 225, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 35 entries, 0 to 34\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 state 35 non-null object \n", " 1 resorts_per_state 35 non-null int64 \n", " 2 state_total_skiable_area_ac 35 non-null float64\n", " 3 state_total_days_open 35 non-null float64\n", " 4 state_total_terrain_parks 35 non-null float64\n", " 5 state_total_nightskiing_ac 35 non-null float64\n", " 6 state_population 35 non-null int64 \n", " 7 state_area_sq_miles 35 non-null int64 \n", "dtypes: float64(4), int64(3), object(1)\n", "memory usage: 2.3+ KB\n" ] } ], "source": [ "state_summary.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aside from the `state` and `resorts_per_state` features, our data speak to resort skiing capacity, the amount of time available at each resort for skiers to ski, as well as the resort's context (i.e., the state's population and area in square miles). Below, we take a quick look at our state-level data." ] }, { "cell_type": "code", "execution_count": 226, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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stateresorts_per_statestate_total_skiable_area_acstate_total_days_openstate_total_terrain_parksstate_total_nightskiing_acstate_populationstate_area_sq_miles
0Alaska32280.0345.04.0580.0731545665384
1Arizona21577.0237.06.080.07278717113990
2California2021148.02583.078.0587.039512223163695
3Colorado2243682.03258.074.0428.05758736104094
4Connecticut5358.0353.010.0256.035652785543
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" ], "text/plain": [ " state resorts_per_state state_total_skiable_area_ac \\\n", "0 Alaska 3 2280.0 \n", "1 Arizona 2 1577.0 \n", "2 California 20 21148.0 \n", "3 Colorado 22 43682.0 \n", "4 Connecticut 5 358.0 \n", "\n", " state_total_days_open state_total_terrain_parks \\\n", "0 345.0 4.0 \n", "1 237.0 6.0 \n", "2 2583.0 78.0 \n", "3 3258.0 74.0 \n", "4 353.0 10.0 \n", "\n", " state_total_nightskiing_ac state_population state_area_sq_miles \n", "0 580.0 731545 665384 \n", "1 80.0 7278717 113990 \n", "2 587.0 39512223 163695 \n", "3 428.0 5758736 104094 \n", "4 256.0 3565278 5543 " ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_summary.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All visible values appear reasonable and the data are in \"tidy\" format." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.5 Explore The Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.5.1 Top States By Order Of Each Summary Statistic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does the state-wide picture look like for our market?" ] }, { "cell_type": "code", "execution_count": 227, "metadata": {}, "outputs": [], "source": [ "state_summary_newind = state_summary.set_index('state')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we present data for ski resorts for our state of interest: Montana." ] }, { "cell_type": "code", "execution_count": 228, "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", "
resorts_per_statestate_total_skiable_area_acstate_total_days_openstate_total_terrain_parksstate_total_nightskiing_acstate_populationstate_area_sq_miles
state
Montana1221410.0951.027.0710.01068778147040
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" ], "text/plain": [ " resorts_per_state state_total_skiable_area_ac \\\n", "state \n", "Montana 12 21410.0 \n", "\n", " state_total_days_open state_total_terrain_parks \\\n", "state \n", "Montana 951.0 27.0 \n", "\n", " state_total_nightskiing_ac state_population state_area_sq_miles \n", "state \n", "Montana 710.0 1068778 147040 " ] }, "execution_count": 228, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_summary_newind[state_summary_newind.index == 'Montana'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In isolation, it's impossible to draw any definitive, or interesting, conclusions from this data. Much like asset or company valuation, product pricing (our objective) is often done on a relative basis, though alternative approaches (e.g., \"cost plus\") do exist. The following cells compare Montana ski resorts to those both across the United States and regionally." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.1.1 Total state skiable area" ] }, { "cell_type": "code", "execution_count": 229, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# take top 20 states by area\n", "state_area = state_summary_newind.state_total_skiable_area_ac.sort_values(ascending=False).reset_index().head(20)\n", "\n", "# get only states near montana\n", "state_area_regional = state_summary_newind.state_total_skiable_area_ac.sort_values(ascending=False).reset_index()\n", "state_regional = state_area_regional[state_area_regional['state'].isin(['Montana', 'Wyoming', 'North Dakota', 'South Dakota', 'Idaho'])]\n", "\n", "# set total plot area\n", "plt.rcParams[\"figure.figsize\"] = (14,7)\n", "\n", "# set space between plots https://stackoverflow.com/questions/43970609/\n", "plt.subplots_adjust(hspace = 0.8, wspace = 0.5)\n", "\n", "# https://www.youtube.com/watch?v=4DnWYK88-E4\n", "plt.subplot(1,2,1)\n", "sns.barplot(x='state', y='state_total_skiable_area_ac', color='#0f4d92', data=state_area)\n", "plt.title('Top 20 States for Skiing by Acre', fontsize=14)\n", "plt.xticks(rotation=90, fontsize=12);\n", "plt.xlabel('State', fontsize=12)\n", "plt.ylabel('Acreage', fontsize=12)\n", "\n", "# create and style right barplot\n", "plt.subplot(1,2,2)\n", "sns.barplot(x='state', y='state_total_skiable_area_ac', color='#A41034', data=state_regional)\n", "plt.title('Montana Regional Ski Market by Acre', fontsize=14)\n", "plt.xticks(rotation=90, fontsize=12)\n", "plt.ylabel('Acreage', fontsize=12)\n", "plt.xlabel('Region', fontsize=12);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot on the left tells us Montana ranks third among the top 20 states in our data set by acre. This is hardly surprising to anyone who has seen a map of the U.S.\n", "\n", "The data raise a few interesting questions. First, how much of the total skiable area is developed and, by extension, how many skiable acres remain undeveloped? A large quantity of undeveloped skiable area in any state or region would invite competition. This would place downward pressure on prices, as resorts compete for above-market economic profits. Second, per Montana's local market, it is the largest state in its regional market. Should we anticipate a boom in resort construction in the Montana market and, by implication, a growing skiable area -- along with fiercer competition -- for Big Mountain specifically?\n", "\n", "Given that our youngest resort is 6 years old, we doubt a sudden boom in resort construction is likely to hit Montana or any other state. Thus, we believe downward pressure on ticket prices from an influx of new competitors is unlikely." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.1.2 Total state population" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the United States is far from full, the population is not evenly distributed. California dominates the state population figures despite coming in second behind Alaska in size (by a considerable margin). Montana is the third largest state in our data set by area but is the 30th least populated. Thus, we conjecture Montana's low population density may be indicative of a low indigenous population of skiers. This implies there are fewer skiers in the immediate area, which means local demand may not be enough to support a high ticket price." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.1.3 Resorts per state" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we examine the ski resort count per state. Surprisingly, overall state size is not dispositive when guessing the distribution of resorts across states. Alaska is larger than California, yet it contains the 10th smallest number of resorts. Montana has the 12th largest resort count." ] }, { "cell_type": "code", "execution_count": 230, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set figure size & grab population per state data\n", "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "resort_count = state_summary_newind.resorts_per_state.sort_values(ascending=False).reset_index()\n", "\n", "# set total plot area\n", "plt.rcParams[\"figure.figsize\"] = (14,7)\n", "\n", "sns.barplot(x='state', y='resorts_per_state', color='#00703c', data=resort_count)\n", "plt.title('Resort Count by U.S. State', fontsize=15)\n", "plt.xticks(rotation=90, fontsize=12)\n", "plt.xlabel('State', fontsize=14)\n", "plt.ylabel('Count', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "New York comes out on top in our state-by-state resort count. Recall we saw shades of this during our data wrangling phase. This could be a function of its proximity to wealthy New Yorkers interested in skiing close to home. Then again, it could simply mean that Northern states are better locations for ski resorts. When is the last time you heard anyone mention going on their dream snow-skiing vacation in Alabama?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.1.4 Total skiable area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In light of the data considered above, it's impossible to infer how much skiable area is contained in each state. New York must contain a large amount of skiable terrain, as it is home to more than 30 resorts. Still, the only conclusion we can draw from this limited amount of information is that competition in the state of New York for skiers is robust.Below, we look at skiable acreage by state across the entire data set unlike the chart above, which focused on the top 20 states alone. " ] }, { "cell_type": "code", "execution_count": 231, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set figure size & grab population per state data\n", "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "ski_area = state_summary_newind.state_total_skiable_area_ac.sort_values(ascending=False).reset_index()\n", "\n", "# set total plot area\n", "plt.rcParams[\"figure.figsize\"] = (14,7)\n", "\n", "# data and styling for bar plot\n", "sns.barplot(x='state', y='state_total_skiable_area_ac', color='#00d2ff', data=ski_area)\n", "plt.title('U.S. State by Total Skiable Area in Acres', fontsize=15)\n", "plt.xticks(rotation=90, fontsize=12)\n", "plt.xlabel('State', fontsize=14)\n", "plt.ylabel('Acreage', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "New York may have the most resorts, but it does not maintain the most skiable acreage. In fact, New York isn't even one of our top five states. As expected, Colorado is a skier’s paradise and comes in first, while Montana is ranked fourth. This is far from a bad showing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.1.5 Total night skiing area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Honestly, we did not know night skiing existed. It sounds about as safe as night surfing in the Pacific, but we digress. The plot below shows us the amount of acreage available for the intrepid night skier. " ] }, { "cell_type": "code", "execution_count": 232, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set figure size & grab population per state data\n", "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "nights = state_summary_newind.state_total_nightskiing_ac.sort_values(ascending=False).reset_index()\n", "\n", "# set total plot area\n", "plt.rcParams[\"figure.figsize\"] = (14,7)\n", "\n", "# data and styling for bar plot\n", "sns.barplot(x='state', y='state_total_nightskiing_ac', color='#483475', data=nights)\n", "plt.title('U.S. State by Total Night-Skiable Area in Acres', fontsize=15)\n", "plt.xticks(rotation=90, fontsize=12)\n", "plt.xlabel('State', fontsize=14)\n", "plt.ylabel('Acreage', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "New York dominates the area of skiing available at night. With one mid-Atlantic exception, the top 5 are Northern states. Is night skiing in and of itself an appeal to customers, or is it a consequence of simply trying to extend the skiing day where days are shorter? Is New York's domination here because it's trying to maximize its appeal to local visitors? \n", "\n", "Clearly, our data generates more interesting questions than answers. This is a positive sign! Executive sponsors and data providers may be able to provide additional information. For example, the \"number of night tickets,\" \"number of day tickets,\" and \"number of weekly passes\" sold." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.1.6 Total days open" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The cumulative total days open for all resorts in each state yielded an interesting result." ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set figure size & grab state data\n", "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "days = state_summary_newind.state_total_days_open.sort_values(ascending=False).reset_index()\n", "\n", "\n", "# data and styling for bar plot\n", "sns.barplot(x='state', y='state_total_days_open', color='#F16775', data=days)\n", "plt.title('U.S. State by Total Skiing Days Open Across All Resorts', fontsize=15)\n", "plt.xticks(rotation=90, fontsize=12)\n", "plt.xlabel('State', fontsize=14)\n", "plt.ylabel('Days', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The total days open seems to bear some resemblance to the number of resorts. This is reasonable. The more resorts in a state the greater the chances a resort will be open at any point in the season, thus, the state will have more ski days. \n", "\n", "New Hampshire is an interesting case. It made it into the top five, despite being a small state that didn't make it into the top five for resorts per state. This is likely due both to its average annual snowfall of 60\" to 150\" and its proximity to New York and, oft overlooked, Connecticut. The Granite State is not without competition. Vermont and Maine have comparable snowfall and are two of New Hampshire's neighbors, yet they are not ranked next to one another. In fact, Maine is ranked 16th, just after Montana in our 15th spot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.5.2 Resort Density" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a fair amount of heterogeneity in our data set with respect to ski destinations. The U.S. has large states that are not necessarily populous, as well as small states that are densely populated. Some states host far more resorts than others, while other states maintain a larger total-skiing area. States with the most total days skiing per season are not necessarily those with the most resorts. New York is well equipped for night-skiing enthusiasts and has the most resorts.\n", "\n", "State size and/or population doesn't seem to tell us much. Relative comparisons like the ratio of resorts serving a given population or area may be fruitful to explore. Such metrics could provide insight into resort density." ] }, { "cell_type": "code", "execution_count": 234, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stateresorts_per_statestate_total_skiable_area_acstate_total_days_openstate_total_terrain_parksstate_total_nightskiing_acresorts_per_100kcapitaresorts_per_100ksq_mile
0Alaska32280.0345.04.0580.00.4100910.450867
1Arizona21577.0237.06.080.00.0274771.754540
2California2021148.02583.078.0587.00.05061712.217844
3Colorado2243682.03258.074.0428.00.38202821.134744
4Connecticut5358.0353.010.0256.00.14024290.203861
\n", "
" ], "text/plain": [ " state resorts_per_state state_total_skiable_area_ac \\\n", "0 Alaska 3 2280.0 \n", "1 Arizona 2 1577.0 \n", "2 California 20 21148.0 \n", "3 Colorado 22 43682.0 \n", "4 Connecticut 5 358.0 \n", "\n", " state_total_days_open state_total_terrain_parks \\\n", "0 345.0 4.0 \n", "1 237.0 6.0 \n", "2 2583.0 78.0 \n", "3 3258.0 74.0 \n", "4 353.0 10.0 \n", "\n", " state_total_nightskiing_ac resorts_per_100kcapita resorts_per_100ksq_mile \n", "0 580.0 0.410091 0.450867 \n", "1 80.0 0.027477 1.754540 \n", "2 587.0 0.050617 12.217844 \n", "3 428.0 0.382028 21.134744 \n", "4 256.0 0.140242 90.203861 " ] }, "execution_count": 234, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The 100_000 scaling is based on eyeballing the magnitudes of the data\n", "state_summary['resorts_per_100kcapita'] = 100_000 * state_summary.resorts_per_state / state_summary.state_population\n", "state_summary['resorts_per_100ksq_mile'] = 100_000 * state_summary.resorts_per_state / state_summary.state_area_sq_miles\n", "state_summary.drop(columns=['state_population', 'state_area_sq_miles'], inplace=True)\n", "state_summary.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculating resorts per 100,000 people and 100,000 square miles provides us with a window into resort density relative to each state's population and size." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our population level data has a pronounced right skew; it cannot go below zero. This lower bound is responsible for the data's abnormal shape. The rightmost bars consist largely of states where few resorts reside and states whose populations dwarf the number available resorts." ] }, { "cell_type": "code", "execution_count": 235, "metadata": {}, "outputs": [ { "data": { "image/png": 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Nifj2NuCK5j/33HOxcOHCUvPXte+lS5fGv/71r0rte221Fo+tOX/HHXeM1q1bx7/+9a8yV/B98803MWPGjGjdunXssMMOlaq3Mho1ahRdunSJ119/PRYuXLjO+etz/Ff2+CvP+vQzALDpEz4CAJu0+vXrx49//OMoKiqKn/70pxHx7W3U559/fnzwwQdx2WWXlRtYvPLKKyVXY82dOzdee+21MnOKr+Ra8wdfBg0aFEVFRXHllVdGlmWltjdu3Lho0qRJDBw4sNL1N23aNCIi/u///q/cGj/44INK1bUuv//970vdsrpy5cq46qqrIuLb51TszDPPjEaNGsXVV19d7i2uy5YtK/leyI3tzDPPjDp16sSNN95Y6tbeV199NcaPHx8dO3aMAw88sGS8U6dOsf/++8fUqVNLblmP+Pa7DIuvlB06dGipfUybNi3y8vJKgsti55xzTkRE/OQnP4kVK1aUjD/55JPx+OOPx/7771/qe0cPOuig2H777WPChAmlvtPwq6++ip/+9KdRp06dGDx4cMl4Xl5enH322bFkyZK4/vrrS+175MiRsWDBgjj77LM3+BWmF198cSxbtiyGDh1a7m3Lc+fOLQn1I6p//Ff2+CtPVfsZAMgtvvMRANjknXPOOXHLLbfE+PHj46qrroqOHTvGiBEj4j//+U/86le/ismTJ0ffvn2jRYsW8fHHH8fLL78cL774YsycOTNatmwZL774Yhx77LGxxx57RLdu3WLrrbeOjz/+OB555JGoXbt2yXdARkT86Ec/ismTJ8fvf//7eP311+Oggw6KefPmxYMPPhhFRUUxfvz4aNSoUaVr7927d9SvXz9GjRoVixcvjhYtWkRExBVXXBH/+Mc/4n//939j3333jc6dO0ezZs3ivffei0mTJkX9+vXjhz/8YaX3c/DBB8fee+8dJ510UjRt2jQee+yxeOWVV2LAgAGlfhykRYsW8cADD8QJJ5wQu+66axx66KHRuXPn+Oabb+KDDz6I6dOnxz777FPy3Zvr44033ij5oZOvv/66ZKw4lGvevHn84he/KJnfqVOnKCwsjJ/85Cexyy67xPHHHx9Lly6NBx54IIqKiuLuu+8u9YvNERFjxoyJffbZJ4499tg48cQTo3Xr1vH3v/89XnrppTj77LPjgAMOKDV/9erVERFltnPAAQfE2WefHffcc0/svvvuccQRR8Rnn30WDz74YDRu3DjGjBlTan6dOnXinnvuiQEDBsR+++0XJ598cjRu3DgmTpwYc+fOjRtuuKFUWBnx7bE1adKk+NnPfhYvvPBC9OzZM1588cX429/+VnLV64Z27rnnxrPPPhv33Xdf/Otf/4qDDz44WrduHZ999lm88cYb8e9//zsmTJgQ7du3L6mxOsd/ZY+/ilSlnwGAHJMBANSwuXPnZhGRDRgwoMI5d9xxRxYR2emnn14ytnLlyuw3v/lNtu+++2aNGzfOCgoKsrZt22aHHnpoNmbMmGzJkiVZlmXZRx99lF1xxRXZ3nvvnbVs2TKrW7du1rZt2+z444/P/v3vf5fZ15IlS7Jrrrkm69SpU1a3bt1syy23zA477LDs6aefLjP3uuuuyyIimzp1aoW1T548Odtjjz2y+vXrZxGRFf9XsNdeey275JJLst133z1r1qxZVlBQkG2//fbZ4MGDs9dee61Sr92a+//Nb36T7bzzzllBQUG23XbbZVdccUW2bNmyctd74403siFDhmTt2rXL6tatm2211VZZ9+7ds4svvjh77rnnSuYVvzeDBg2qVD1rmjp1asnzLe+vXbt25a53//33Z7169crq16+fNWnSJDv00ENL1fRdb775Znb88ceXvIZdu3bNfvWrX2WrVq0qM/f222/PIiK7++67yyxbtWpV9qtf/Srr2rVrVlBQkDVr1iw7/vjjszfffLPCff/73//ODj300KxJkyZZ/fr1s169emX3339/hfMXLlyYXXrppVmbNm2y/Pz8rE2bNtmll16aLVy4sMJ1vqv4dT333HMrvc6DDz6YHXzwwdlWW22V5efnZ9tuu23Wr1+/7Je//GU2b968UnOre/xX9viLiKxv375lxivbzwBAbsnLsjXupwAAIKcUFhbGiBEjYurUqWVuJaas448/Pp599tl47733om7dujVdTs5z/AEA6+I7HwEA2Gz885//jMsuu0zwCACwkfjORwAANhuffvppTZcAALBZceUjAAAAAJCE73wEAAAAAJJw5SMAAAAAkITwEQAAAABIYrP7wZnVq1fHf//732jUqFHk5eXVdDkAAAAAkFOyLIuvvvoqWrduHbVqrf3axs0ufPzvf/8bbdq0qekyAAAAACCnffTRR7Hddtutdc5mFz42atQoIr59cRo3blzD1VRPUVFRPPHEE3HIIYdEfn5+TZcDrIV+hdyhXyF36FfIHfoVckdV+nXx4sXRpk2bkpxtbTa78LH4VuvGjRvndPjYoEGDaNy4sQ9v2MTpV8gd+hVyh36F3KFfIXdUp18r85WGfnAGAAAAAEhC+AgAAAAAJCF8BAAAAACSED4CAAAAAEkIHwEAAACAJISPAAAAAEASwkcAAAAAIAnhIwAAAACQhPARAAAAAEhC+AgAAAAAJCF8BAAAAACSED4CAAAAAEkIHwEAAACAJISPAAAAAEASwkcAAAAAIAnhIwAAAACQhPARAAAAAEhC+AgAAAAAJCF8BAAAAACSED4CAAAAAEkIHwEAAACAJISPAAAAAEASwkcAAAAAIAnhIwAAAACQhPARAAAAAEhC+AgAAAAAJFGnpgtgw2t/xeSaLqFc7998RE2XAAAAAMBG5MpHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEptU+Dhjxow46qijonXr1pGXlxePPPJIqeVZlkVhYWG0bt066tevH/369YtXX321ZooFAAAAANZqkwofly5dGrvuumuMHj263OU/+9nP4tZbb43Ro0fH888/H1tvvXX0798/vvrqq41cKQAAAACwLnVquoA1HXbYYXHYYYeVuyzLshg1alRcffXV8YMf/CAiIu67775o1apVTJgwIc4999yNWSoAAAAAsA6bVPi4NnPnzo1PP/00DjnkkJKxgoKC6Nu3bzzzzDMVho/Lly+P5cuXlzxevHhxREQUFRVFUVFR2qITKa67ovoLamcbs5xKy9XXG9bHuvoV2HToV8gd+hVyh36F3FGVfq1KT+dM+Pjpp59GRESrVq1Kjbdq1So++OCDCtcbOXJkjBgxosz4E088EQ0aNNiwRW5kU6ZMKXf8Z3tu5EIq6bHHHqvpEqDGVNSvwKZHv0Lu0K+QO/Qr5I7K9OuyZcsqvb2cCR+L5eXllXqcZVmZsTVdeeWVMXz48JLHixcvjjZt2sQhhxwSjRs3TlZnSkVFRTFlypTo379/5Ofnl1nerfDxGqhq3V4pHFDTJcBGt65+BTYd+hVyh36F3KFfIXdUpV+L7yyujJwJH7feeuuI+PYKyG222aZk/PPPPy9zNeSaCgoKoqCgoMx4fn5+zn/wVfQclq+qOIytSbn+esP6+D585sDmQr9C7tCvkDv0K+SOyvRrVfp5k/q167Xp0KFDbL311qUu/VyxYkVMnz499tlnnxqsDAAAAAAozyZ15eOSJUvinXfeKXk8d+7cmDNnTjRt2jTatm0bw4YNi5tuuil23HHH2HHHHeOmm26KBg0axCmnnFKDVQMAAAAA5dmkwsdZs2bFAQccUPK4+LsaBw0aFPfee2/86Ec/iq+//jouuOCCWLBgQey1117xxBNPRKNGjWqqZAAAAACgAptU+NivX7/IsqzC5Xl5eVFYWBiFhYUbrygAAAAAoFpy5jsfAQAAAIDcInwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASCKnwseVK1fGT37yk+jQoUPUr18/tt9++7j++utj9erVNV0aAAAAAPAddWq6gKq45ZZb4q677or77rsvunbtGrNmzYozzzwzmjRpEpdccklNlwcAAAAArCGnwseZM2fGMcccE0cccURERLRv3z4eeOCBmDVrVg1XBgAAAAB8V06Fj3369Im77ror3nrrrejUqVO8+OKL8c9//jNGjRpV4TrLly+P5cuXlzxevHhxREQUFRVFUVFR6pKTKK67ovoLamcbs5xKy9XXG9bHuvoV2HToV8gd+hVyh36F3FGVfq1KT+dlWbZpJlXlyLIsrrrqqrjllluidu3asWrVqrjxxhvjyiuvrHCdwsLCGDFiRJnxCRMmRIMGDVKWCwAAAADfO8uWLYtTTjklFi1aFI0bN17r3JwKH//4xz/G5ZdfHj//+c+ja9euMWfOnBg2bFjceuutMWjQoHLXKe/KxzZt2sT8+fPX+eJsqoqKimLKlCnRv3//yM/PL7O8W+HjNVBV7nqlcEBNl8D32Lr6Fdh06FfIHfoVcod+hdxRlX5dvHhxNG/evFLhY07ddn355ZfHFVdcESeddFJERHTv3j0++OCDGDlyZIXhY0FBQRQUFJQZz8/Pz/kPvoqew/JVeTVQTe7K9eOA3PB9+MyBzYV+hdyhXyF36FfIHZXp16r0c631LWhjWrZsWdSqVbrk2rVrx+rVq2uoIgAAAACgIjl15eNRRx0VN954Y7Rt2za6du0aL7zwQtx6661x1lln1XRpAAAAAMB35FT4eMcdd8Q111wTF1xwQXz++efRunXrOPfcc+Paa6+t6dIAAAAAgO/IqfCxUaNGMWrUqBg1alRNlwIAAAAArENOfecjAAAAAJA7hI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJKodvj44Ycfxtdff13h8q+//jo+/PDD6m4eAAAAAMhx1Q4fO3ToEA8//HCFyydNmhQdOnSo7uYBAAAAgBxX7fAxy7K1Ll+1alXk5eVVd/MAAAAAQI5br+98XFu4+Oyzz0bTpk3XZ/MAAAAAQA6rU5XJt99+e9x+++0lj4cNGxZXX311mXkLFy6MRYsWxRlnnLH+FQIAAAAAOalK4eOWW24Z7dq1i4iIDz74IJo1axatWrUqNScvLy+22GKL2GuvvWLYsGEbrFAAAAAAILdUKXwcNGhQDBo0KCIiatWqFT/5yU/ilFNOSVIYAAAAAJDbqhQ+rmn16tUbsg4AAAAA4HtmvX5wBgAAAACgIusVPv7xj3+MfffdN1q2bBm1a9cu81enTrUvrKzQxx9/HKeddlo0a9YsGjRoELvttlvMnj17g+8HAAAAAFg/1U4Hf/7zn8cVV1wRzZo1i7333juaNWu2Iesq14IFC2LfffeNAw44IP72t79Fy5Yt4913340tt9wy+b4BAAAAgKqpdvj461//Ovbaa6948skno379+huypgrdcsst0aZNmxg3blzJWPv27TfKvgEAAACAqql2+Pjpp5/Gj370o40WPEZETJo0KQYMGBAnnHBCTJ8+Pbbddtu44IILYujQoRWus3z58li+fHnJ48WLF0dERFFRURQVFSWvOYXiuiuqv6B2tjHLyXm5ehyQG9bVr8CmQ79C7tCvkDv0K+SOqvRrVXo6L8uyaiVVXbt2jdNOOy2uvPLK6qxeLfXq1YuIiOHDh8cJJ5wQzz33XAwbNix+85vfxBlnnFHuOoWFhTFixIgy4xMmTIgGDRokrRcAAAAAvm+WLVsWp5xySixatCgaN2681rnVDh/vueeeGDlyZMyZMycaNWpUrUKrqm7dutGrV6945plnSsYuvvjieP7552PmzJnlrlPelY9t2rSJ+fPnr/PF2VQVFRXFlClTon///pGfn19mebfCx2ugqtz1SuGAmi6B77F19Suw6dCvkDv0K+QO/Qq5oyr9unjx4mjevHmlwsdq33Zdt27daNGiRXTp0iXOOuus6NChQ9SuXbvMvIquSKyObbbZJnbeeedSY126dImHHnqownUKCgqioKCgzHh+fn7Of/BV9ByWr8qrgWpyV64fB+SG78NnDmwu9CvkDv0KuUO/Qu6oTL9WpZ+rHT4OHjy45N833HBDuXPy8vI2aPi47777xptvvllq7K233op27dptsH0AAAAAABtGtcPHqVOnbsg6KuXSSy+NffbZJ2666aY48cQT47nnnouxY8fG2LFjN3otAAAAAMDaVTt87Nu374aso1L22GOPePjhh+PKK6+M66+/Pjp06BCjRo2KU089daPXAgAAAACsXbXDx5py5JFHxpFHHlnTZQAAAAAA61Dt8PH6669f55y8vLy45pprqrsLAAAAACCHVTt8LCwsrHBZXl5eZFkmfAQAAACAzVi1w8e5c+eWGVu5cmW8++67cdttt8WiRYvivvvuW6/iAAAAAIDcVe3wsV27duWOd+zYMfr37x/7779/jBs3Lm666aZqFwcAAAAA5K5aKTaal5cXxx9/fIwfPz7F5gEAAACAHJAkfIyIWLFiRXzxxRepNg8AAAAAbOKShI+zZs2K22+/Pbp06ZJi8wAAAABADqj2dz5uv/325Y5/+eWX8dVXX0WdOnXinnvuqXZhAAAAAEBuq3b42LZt28jLyys1lpeXFz169IhOnTrFOeecE+3bt1/f+gAAAACAHFXt8HHatGkbsAwAAAAA4Psm2Q/OAAAAAACbt2pf+Vjs2WefjYkTJ8Z7770XEREdO3aMY489Nvbee+/1Lg4AAAAAyF3rFT6ed955cffdd0eWZaXGf/GLX8Q555wTY8aMWa/iAAAAAIDcVe3brkePHh1jx46NAQMGxIwZM2LBggWxYMGCmDFjRhx66KExduzY+PWvf70hawUAAAAAcki1w8d77rkn9t9//5g8eXL06dMnmjRpEk2aNIk+ffrEX//619hvv/1i7NixG7JWAAAAACCHVDt8fOutt+K4446LvLy8Msvy8vLiuOOOi7fffnu9igMAAAAAcle1w8eCgoJYuHBhhcsXLFgQBQUF1d08AAAAAJDjqh0+7rXXXnHXXXfFJ598UmbZJ598Er/5zW/84jUAAAAAbMaq/WvX11xzTRxwwAHRpUuXOPPMM2PnnXeOiIhXX3017rvvvli2bFlcc801G6xQAAAAACC3VDt83HfffeORRx6JCy64IG6//fZSy9q1axcTJkyIffbZZ70LBAAAAAByU7XDx4iIww8/PN577734z3/+E++9915kWRYdO3aMHj16RK1a1b6jGwAAAAD4Hliv8DEiolatWtGrV6/o1avXhqgHAAAAAPieqNLliStWrIjzzjsvRo0atdZ5t956a1xwwQWxcuXK9akNAAAAAMhhVQofx48fH7/97W/jkEMOWeu8/v37x9ixY+MPf/jDehUHAAAAAOSuKoWPf/7zn+Owww4r+WXrinTv3j0OP/zwePDBB9erOAAAAAAgd1UpfHzhhReiX79+lZrbt2/f+M9//lOdmgAAAACA74EqhY8LFiyIZs2aVWpus2bNYsGCBdUqCgAAAADIfVUKHxs3bhzz5s2r1Nz58+dHo0aNqlUUAAAAAJD7qhQ+duvWLR5//PFKzX3iiSeia9eu1SoKAAAAAMh9VQofjzvuuHjqqadi4sSJa5338MMPx5NPPhnHH3/8ehUHAAAAAOSuKoWP55xzTnTu3DlOOumkuPLKK2Pu3Lmlls+dOzeuuuqqOOmkk6Jz584xdOjQDVosAAAAAJA76lRlckFBQTz22GNxxBFHxC233BI/+9nPolGjRtG4ceP46quvYvHixZFlWXTp0iX++te/Rr169VLVDQAAAABs4qp05WNERLt27WL27Nlxxx13xH777Rd16tSJTz/9NGrXrh37779/3HHHHTF79uzo0KFDinoBAAAAgBxRpSsfixUUFMSFF14YF1544YauBwAAAAD4nqjylY8AAAAAAJUhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEjkdPo4cOTLy8vJi2LBhNV0KAAAAAPAdORs+Pv/88zF27NjYZZddaroUAAAAAKAcORk+LlmyJE499dS4++67Y6uttqrpcgAAAACActSp6QKq48ILL4wjjjgiDj744LjhhhvWOnf58uWxfPnykseLFy+OiIiioqIoKipKWmcqxXVXVH9B7WxjlpPzcvU4IDesq1+BTYd+hdyhXyF36FfIHVXp16r0dF6WZTmVVP3xj3+MG2+8MZ5//vmoV69e9OvXL3bbbbcYNWpUufMLCwtjxIgRZcYnTJgQDRo0SFwtAAAAAHy/LFu2LE455ZRYtGhRNG7ceK1zcyp8/Oijj6JXr17xxBNPxK677hoRsc7wsbwrH9u0aRPz589f54uzqSoqKoopU6ZE//79Iz8/v8zyboWP10BVbEivFA6o6RLYQNbVr8CmQ79C7tCvkDv0K+SOqvTr4sWLo3nz5pUKH3PqtuvZs2fH559/Hj179iwZW7VqVcyYMSNGjx4dy5cvj9q1a5dap6CgIAoKCspsKz8/P+c/+Cp6DstX5dVANWxIuX5sUtb34TMHNhf6FXKHfoXcoV8hd1SmX6vSzzkVPh500EHx8ssvlxo788wzo3PnzvHjH/+4TPAIAAAAANScnAofGzVqFN26dSs11rBhw2jWrFmZcQAAAACgZtWq6QIAAAAAgO+nnLrysTzTpk2r6RIAAAAAgHK48hEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgiTo1XQCQO9pfMbmmSyjj/ZuPqOkSAAAAgAq48hEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJBEToWPI0eOjD322CMaNWoULVu2jIEDB8abb75Z02UBAAAAAOXIqfBx+vTpceGFF8azzz4bU6ZMiZUrV8YhhxwSS5curenSAAAAAIDvqFPTBVTF3//+91KPx40bFy1btozZs2fH/vvvX0NVAQAAAADlyanw8bsWLVoUERFNmzatcM7y5ctj+fLlJY8XL14cERFFRUVRVFSUtsBEiuuuqP6C2tnGLIcENtVjc1M8tjbV16rYuvoV2HToV8gd+hVyh36F3FGVfq1KT+dlWbbppQmVkGVZHHPMMbFgwYJ4+umnK5xXWFgYI0aMKDM+YcKEaNCgQcoSAQAAAOB7Z9myZXHKKafEokWLonHjxmudm7Ph44UXXhiTJ0+Of/7zn7HddttVOK+8Kx/btGkT8+fPX+eLs6kqKiqKKVOmRP/+/SM/P7/M8m6Fj9dAVVAzXikcUNMlrNW6+pVN9zNrUz+22PD0K+QO/Qq5Q79C7qhKvy5evDiaN29eqfAxJ2+7vuiii2LSpEkxY8aMtQaPEREFBQVRUFBQZjw/Pz/nP/gqeg7LV+XVQDVQM3Klj78PnzmpbKqfWd6vzZd+hdyhXyF36FfIHZXp16r0c06Fj1mWxUUXXRQPP/xwTJs2LTp06FDTJQEAAAAAFcip8PHCCy+MCRMmxKOPPhqNGjWKTz/9NCIimjRpEvXr16/h6gAAAACANdWq6QKqYsyYMbFo0aLo169fbLPNNiV/Dz74YE2XBgAAAAB8R05d+Zijv40DAAAAAJulnLryEQAAAADIHcJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCSEjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkqhT0wUArI/2V0yu6RLK9f7NR9R0CcAmaFP9zNoU+RytvE31uPIeArCxOBdu2lz5CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkkZPh45133hkdOnSIevXqRc+ePePpp5+u6ZIAAAAAgO/IufDxwQcfjGHDhsXVV18dL7zwQuy3335x2GGHxYcffljTpQEAAAAAa8i58PHWW2+NIUOGxNlnnx1dunSJUaNGRZs2bWLMmDE1XRoAAAAAsIY6NV1AVaxYsSJmz54dV1xxRanxQw45JJ555ply11m+fHksX7685PGiRYsiIuLLL7+MoqKidMUmVFRUFMuWLYsvvvgi8vPzyyyvs3JpDVQFrOmLL76IiHX3K5vuZ1bxe8jmY2P066Z6vG+K9GDlbarHVcr30PkVcod+ZWPYHM+FKVSlX7/66quIiMiybJ3bzanwcf78+bFq1apo1apVqfFWrVrFp59+Wu46I0eOjBEjRpQZ79ChQ5IaASIimv+ypitgfXkPoWbpwdznPQRgc7c5nAu/+uqraNKkyVrn5FT4WCwvL6/U4yzLyowVu/LKK2P48OElj1evXh1ffvllNGvWrMJ1NnWLFy+ONm3axEcffRSNGzeu6XKAtdCvkDv0K+QO/Qq5Q79C7qhKv2ZZFl999VW0bt16ndvNqfCxefPmUbt27TJXOX7++edlroYsVlBQEAUFBaXGttxyy1QlblSNGzf24Q05Qr9C7tCvkDv0K+QO/Qq5o7L9uq4rHovl1A/O1K1bN3r27BlTpkwpNT5lypTYZ599aqgqAAAAAKA8OXXlY0TE8OHD4/TTT49evXpF7969Y+zYsfHhhx/GeeedV9OlAQAAAABryLnw8X/+53/iiy++iOuvvz4++eST6NatWzz22GPRrl27mi5toykoKIjrrruuzO3kwKZHv0Lu0K+QO/Qr5A79CrkjVb/mZZX5TWwAAAAAgCrKqe98BAAAAAByh/ARAAAAAEhC+AgAAAAAJCF8BAAAAACSED5uou68887o0KFD1KtXL3r27BlPP/30WudPnz49evbsGfXq1Yvtt98+7rrrro1UKVCVfp02bVrk5eWV+XvjjTc2YsWweZoxY0YcddRR0bp168jLy4tHHnlknes4v0LNqGq/Or9CzRg5cmTsscce0ahRo2jZsmUMHDgw3nzzzXWu5/wKG191+nVDnV+Fj5ugBx98MIYNGxZXX311vPDCC7HffvvFYYcdFh9++GG58+fOnRuHH3547LfffvHCCy/EVVddFRdffHE89NBDG7ly2PxUtV+Lvfnmm/HJJ5+U/O24444bqWLYfC1dujR23XXXGD16dKXmO79CzalqvxZzfoWNa/r06XHhhRfGs88+G1OmTImVK1fGIYccEkuXLq1wHedXqBnV6ddi63t+zcuyLKtu4aSx1157RY8ePWLMmDElY126dImBAwfGyJEjy8z/8Y9/HJMmTYrXX3+9ZOy8886LF198MWbOnLlRaobNVVX7ddq0aXHAAQfEggULYsstt9yIlQJrysvLi4cffjgGDhxY4RznV9g0VKZfnV9h0zBv3rxo2bJlTJ8+Pfbff/9y5zi/wqahMv26oc6vrnzcxKxYsSJmz54dhxxySKnxQw45JJ555ply15k5c2aZ+QMGDIhZs2ZFUVFRslphc1edfi22++67xzbbbBMHHXRQTJ06NWWZQDU5v0LucX6FmrVo0aKIiGjatGmFc5xfYdNQmX4ttr7nV+HjJmb+/PmxatWqaNWqVanxVq1axaefflruOp9++mm581euXBnz589PVits7qrTr9tss02MHTs2HnrooZg4cWLstNNOcdBBB8WMGTM2RslAFTi/Qu5wfoWal2VZDB8+PPr06RPdunWrcJ7zK9S8yvbrhjq/1lnfgkkjLy+v1OMsy8qMrWt+eePAhleVft1pp51ip512Knncu3fv+Oijj+IXv/hFhZe6AzXH+RVyg/Mr1Lwf/vCH8dJLL8U///nPdc51foWaVdl+3VDnV1c+bmKaN28etWvXLnPV1Oeff17m/x0qtvXWW5c7v06dOtGsWbNktcLmrjr9Wp6999473n777Q1dHrCenF8htzm/wsZz0UUXxaRJk2Lq1Kmx3XbbrXWu8yvUrKr0a3mqc34VPm5i6tatGz179owpU6aUGp8yZUrss88+5a7Tu3fvMvOfeOKJ6NWrV+Tn5yerFTZ31enX8rzwwguxzTbbbOjygPXk/Aq5zfkV0suyLH74wx/GxIkT46mnnooOHTqscx3nV6gZ1enX8lTn/Oq2603Q8OHD4/TTT49evXpF7969Y+zYsfHhhx/GeeedFxERV155ZXz88ccxfvz4iPj2l8FGjx4dw4cPj6FDh8bMmTPjt7/9bTzwwAM1+TRgs1DVfh01alS0b98+unbtGitWrIj7778/HnrooXjooYdq8mnAZmHJkiXxzjvvlDyeO3duzJkzJ5o2bRpt27Z1foVNSFX71fkVasaFF14YEyZMiEcffTQaNWpUckVjkyZNon79+hHhf7/CpqI6/brBzq8Zm6Rf//rXWbt27bK6detmPXr0yKZPn16ybNCgQVnfvn1LzZ82bVq2++67Z3Xr1s3at2+fjRkzZiNXDJuvqvTrLbfcknXs2DGrV69ettVWW2V9+vTJJk+eXANVw+Zn6tSpWUSU+Rs0aFCWZc6vsCmpar86v0LNKK9PIyIbN25cyRznV9g0VKdfN9T5Ne//LwAAAAAAYIPynY8AAAAAQBLCRwAAAAAgCeEjAAAAAJCE8BEAAAAASEL4CAAAAAAkIXwEAAAAAJIQPgIAAAAASQgfAQAAAIAkhI8AALAWeXl5MXjw4JouY6Pp169ftG/fvqbLAAC+J4SPAMD33rRp0yIvL6/U3xZbbBE9evSI2267LVauXFnTJVbanDlzorCwMN5///2aLiWpJUuWxIgRI+Loo4+ObbfdNvLy8qJfv35rXeedd96J448/Ppo1axYNGjSIvfbaKyZOnFju3CzLYvTo0dG1a9eoV69ebLPNNnHuuefGF198scGfS79+/Uode/n5+bHtttvGySefHK+++uoG3x8AwKakTk0XAACwsfzP//xPHHnkkZFlWXz66acxfvz4GD58eLz++usxduzYmi6vUubMmRMjRoz43l+dNn/+/CgsLIxWrVpFz5494/PPP1/r/Pfffz969+4dWZbFpZdeGs2bN4/7778/jjvuuBg3blyZKxcvv/zy+OUvfxlHHnlkDBs2LObOnRujRo2KZ555Jp599tlo2LDhBn0++fn58bvf/S4iIr7++uv497//Hffdd19Mnjw5nnvuuejcufMG3R8AwKZC+AgAbDZ22223OO2000oeX3DBBdGlS5e455574sYbb4wWLVrUYHVrt2TJkthiiy1quowNZl3PZ5tttomPPvootttuu4iIdT73K6+8Mr744ot47rnnolevXhERMWTIkNhrr71i+PDhcdxxx0WjRo0iIuL111+P2267LY4++uh49NFHS7bRs2fPOP744+O2226Ln/zkJ+v7FEupVatWqWNv6NCh0aVLl7jsssviV7/6Vdx5550bdH8AAJsKt10DAJuthg0bxl577RVZlsW7775batknn3wS559/frRt2zbq1q0brVu3jnPOOafMFXhffvllDB8+PDp27Bj16tWLrbbaKnbZZZe48cYbS81btWpV/OIXv4hu3bqVzDvyyCPj+eefL1NX8XcMPvnkk9GnT5/YYost4sgjj4zBgwfHmWeeGRERBxxwQMltvIWFhVWqpTz33ntv5OXlxT/+8Y8oLCyMdu3aRUFBQXTv3j0mTJhQ7jqzZs2KY489Npo3bx4FBQWx0047xY033ljmNvbiqzTfe++9OP7446Np06YlQWBFCgoKSoLHdVm6dGk88sgj0bdv35LgMeLbqw0vvvjiWLBgQUyePLlk/IEHHojVq1fH8OHDS23nuOOOi/bt28f999+/zn3OmTMnttlmm+jcuXO1b4EfMGBARESpY6+yx11ExIcffhiDBw+ObbbZJurWrRvt27eP4cOHx6JFi0rNq857W5633347Tj/99FL7u/zyy2Pp0qXVev4AwObBlY8AwGatOPhp1qxZydiHH34YvXv3jhUrVsSQIUOiY8eO8e6778add94ZU6dOjVmzZkWTJk0iIuKEE06IGTNmxLnnnhu77rprfP311/HWW2/FtGnT4uqrry7Z5hlnnBETJkyIAw88MM4555z44osv4s4774w+ffrE3//+9zjggANK1TVr1qyYOHFinH322TFo0KCIiOjWrVsUFBTE2LFj46qrroouXbpERMQuu+xSpVrW5sc//nEsXbo0zj///MjLy4tx48bFqaeeGl9//XUMGTKkZN5jjz0Wxx57bOywww7xv//7v9G0adOYOXNmXHvttTFnzpz405/+VGq7S5Ysib59+0afPn3ixhtvXOdt1FXx8ssvxzfffBP77LNPmWXFY88991ycdNJJJf+uVatW7L333mXm9+7dOx544IFYtGhRyXv8XVOmTInjjjsuunXrFn/5y19KHTtV8fbbb0dERPPmzSOiasfdRx99FHvuuWd8+eWXcd5550Xnzp1j5syZcdttt8VTTz0VM2fOjPr165faX2Xf2/LMnj07DjzwwNhyyy3j3HPPjW233TZeeuml+NWvfhX/+te/Yvr06ZGfn1+t1wEA+J7LAAC+56ZOnZpFRHbNNddk8+bNyz7//PPspZdeyi644IIsIrI99tij1Pyjjjoqa968efbRRx+VGn/++eez2rVrZ9ddd12WZVm2cOHCLCKyCy64YK37nzJlShYR2Q9+8INs1apVJePvvPNOVq9evWynnXbKVq9eXTIeEVlEZE8++WSZbY0bNy6LiGzq1KmlxitbS0WKt9u2bdts4cKFpbbbtm3brEmTJtmSJUuyLMuyr7/+OmvZsmW23377ZUVFRaW2c+utt5apr2/fvllEZNdee221asuyLGvYsGHWt2/fcpf9+c9/ziIiu/POO8ssW7p0aRYR2QknnFAy1q1bt6xly5blbuvyyy/PIiJ79dVXS8YiIhs0aFCWZVn2+9//PsvPz8+OPvrobNmyZZWqvW/fvllBQUE2b968bN68edmHH36Y/elPf8q22267LCKyyZMnZ1lW+eMuy7Ls1FNPzSIie+SRR0rNveGGG7KIyG688caSsaq8t8X1tmvXrtR2d9lll6xTp07Z4sWLS41PnDgxi4hs3LhxlXotAIDNj9uuAYDNxk9/+tNo0aJFtGzZMnbZZZe48847Y+DAgTFp0qSSOQsXLozJkyfHkUceGfXq1Yv58+eX/LVv3z522GGHeOKJJyIion79+lGvXr149tln13rr7cMPPxwREVdffXXUqvX//utXx44d45RTTok333yzzK8e77bbbnHggQdW+rlVtpZ1Of/880td8dekSZM477zzYtGiRTF16tSI+PbKv88//zzOOOOMWLhwYanX6PDDD4+IKHmN1vTd25w3lGXLlkXEt7dqf1e9evVKzSn+d3lzK5pf7JZbbokzzjgjzjrrrJg4cWKZKwvXZvny5dGiRYto0aJFtG3bNk444YRYsWJFjB07Ng4//PAqHXerV6+OSZMmRffu3eOYY44ptZ/hw4fHFltsUe6vfFfmvS3Pyy+/HC+99FKcdNJJsXz58lK19enTJxo2bFju+w0AEOG2awBgMzJkyJA46aSTYuXKlfHKK6/EzTffHJ999lmpEOmtt96K1atXx7333hv33ntvudvZfvvtIyKibt26cfvtt8fFF18cHTp0iC5dusSBBx4YxxxzTPTv379k/nvvvRcRETvvvHOZbXXv3r1kTrdu3UrGd9xxxyo9t8rWsi7Ft3Kvqbju4lvUX3/99Yj49kdThg4dWu52Pvvss1KPW7RoUeFtzOurQYMGEfFtwPddX3/9dak5xf+u6Lbv8uZHREycODG++uqrGDp0aNx1111VrjE/Pz8ee+yxiIioU6dOtGzZMnbaaaeoXbt2RFTtuJs3b1589dVX0bVr1zJz6tevHx07diw55tZUmfe2PMXv9/XXXx/XX399uXO++34DABQTPgIAm40ddtghDj744IiIOPTQQ6NPnz6x7777xvnnn1/ywxtZlkVExMknnxxnnXVWudtZM6w855xz4uijj47JkyfHjBkz4uGHH45f//rXMXDgwHjooYeiVq1akWVZ5OXllbut4v1913fDr8qoTC3rUl6dxTUWLyt+fPPNN0fPnj3L3U7r1q1LPa7O86msbbfdNiIi/u///q/Mso8//jgiotSP12y77bbx2muvxfLly8tcAVk8v3ibxfbcc894//33489//nMMHTo09thjjyrVWKtWrZJjrzxVOe4qOma+u63vqsx7u7btDRs2LI444ohy52y11VZrrQkA2HwJHwGAzdbee+8dp512WowfPz4uvvji2HvvvWOHHXaIvLy8WL58+VrDojVtvfXWMWTIkBgyZEisXr06hg4dGr/73e9i+vTpccABB0THjh0jy7J47bXXokePHqXWLb7dumPHjpXa19pCosrUsi6vvfZaHH300aXGiq98K77yrlOnThHxbaBY2dcope7du0dBQUE888wzZZYVj60ZFu6xxx7x+OOPx7PPPht9+/YtNX/mzJnRqVOnMldpbrfddjF+/Pg48MADo3///vG3v/0tevfuvcGeQ1WOu5YtW0ajRo3K3KofEfHNN9/Ee++9F507dy6zrDLvbXmK3+91BagAAOXxnY8AwGbtmmuuidq1a8c111wTEd/+6vXhhx8ejz76aPzrX/8qMz/Lspg3b15EfPu9gN/9bsBatWrFbrvtFhERX375ZUREHHvssRERMXLkyFJXpc2dOzcmTJgQO+20U7m3ZJdniy22iIiIBQsWlBqvbC3rMmbMmFi0aFHJ40WLFsVdd90VW265ZUl4OWDAgGjZsmX87Gc/i/nz55fZxtdffx1fffVVpfa3ITRs2DCOOeaYmD59esyePbtkfOXKlXHHHXfElltuWeqKvZNOOiny8vLi1ltvLbWdiRMnxvvvvx+nnXZauftp3bp1TJ8+PbbbbrsYMGBAPP300xvsOVTluKtVq1YcffTR8fLLL8df//rXUvNGjRoVS5YsiR/84AdltlGZ97Y8u+22W3Tv3j3Gjh0b77zzTpnlK1eurPTxBQBsflz5CABs1nbYYYc46aST4g9/+EM8/fTTsd9++8WYMWOiT58+ccABB8Tpp58ePXr0iNWrV8d7770Xjz76aJxxxhlRWFgYb731VvTt2zeOPfbY6Nq1azRr1izeeOONGDNmTLRu3brkKrGDDz44Tj755HjggQeif//+ccwxx8QXX3wRd955Z6xatSrGjBmzzisai/Xq1Stq1aoVI0eOjAULFkSDBg2iW7dusXLlykrVsi7NmzePvfbaK84666zIsizGjRsXH374Ydxzzz3RsGHDiPj2isfx48fHwIEDo3PnznHWWWfFjjvuGAsXLow33ngjJk6cGA8//HD069evWu9JsdGjR8fChQsjIqKoqCg++OCDuOGGGyIiol27dnH66aeXzB05cmQ8+eSTMWDAgLj00kujefPm8fvf/z7+85//xD333BONGzcumdu1a9e45JJLYtSoUXHUUUfFMcccE3Pnzo3bbrstunTpEpdeemmFNbVq1SqmTp0aBx98cBx22GHxl7/8pVJXlFZGZY+74uf7j3/8I4477rg477zzonPnzvHss8/G+PHjY9ddd41LLrmkzPYr896WJy8vr+Sqz9122y3OOuus6Nq1ayxbtizeeeedmDhxYowcOTIGDx68QV4HAOB7ZuP/wDYAwMY1derULCKykSNHlrv8tddey2rVqpX169evZGzevHnZZZddlu24445ZQUFB1qRJk6xbt27ZxRdfnL366qtZlmXZ/Pnzs2HDhmW77rprtuWWW2b16tXLtt9+++yCCy7IPvzww1L7WLlyZfbzn/8823nnnbO6detmTZo0yQ4//PDs3//+d5l6IiIbNGhQhc/nt7/9bdapU6esTp06WURk1113XZVqKc+4ceOyiMimTJmSXXvttVmbNm2yunXrZl27ds3+8Ic/lLvOyy+/nJ166qlZ69ats/z8/Kxly5ZZ7969s+uvvz774osvSub17ds3a9eu3Tpr+K527dplEVHuX9++fcvMf/PNN7Mf/OAHJc+/V69e2Z/+9Kdyt71q1ars9ttvzzp37pzVrVs3a9WqVTZ06NBs3rx5ZeaW93588cUXWY8ePbL69etnjz/++FqfR9++fbOCgoJKPefKHHfF3n///eyMM87IWrVqleXn52dt27bNLr300mzhwoWl5lX1va3o/Xr//fezc889N2vXrl2Wn5+fNW3aNOvRo0d2xRVXVOoYAwA2T3lZto5vrAYA4Hvv3nvvjTPPPDOmTp263lcssmnx3gIANcl3PgIAAAAASQgfAQAAAIAkhI8AAAAAQBK+8xEAAAAASMKVjwAAAABAEsJHAAAAACAJ4SMAAAAAkITwEQAAAABIQvgIAAAAACQhfAQAAAAAkhA+AgAAAABJCB8BAAAAgCT+P/yaa9lKT15CAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "state_summary.resorts_per_100kcapita.hist(bins=30)\n", "plt.title('Resorts per 100,000 People', fontsize=14)\n", "plt.xlabel('Resorts per 100k People', fontsize=13)\n", "plt.ylabel('Count', fontsize=13);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our data concerning resorts per 100k square miles has a similarly pronounced right skew for the same reasons listed above. The rightmost bars consist largely of states where few resorts reside and states that are quite large." ] }, { "cell_type": "code", "execution_count": 236, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "state_summary.resorts_per_100ksq_mile.hist(bins=30)\n", "plt.xlabel('Number of resorts per 100k square miles')\n", "plt.ylabel('Count')\n", "plt.title('Resorts per 100,000 Square Miles', fontsize=14)\n", "plt.xlabel('Resorts per 100k Square Miles', fontsize=13)\n", "plt.ylabel('Count', fontsize=13);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Despite the pronounced skew of both distributions, there is a disernable area of clustering." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.2.1 Top states by resort density" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at resorts per capita, we see not only which states are top destinations, but also where Montana fits among them." ] }, { "cell_type": "code", "execution_count": 237, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top_ten_capita = state_summary.set_index('state').resorts_per_100kcapita.sort_values(ascending=False).reset_index()\n", "\n", "# set figure size & grab state data\n", "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "top_ten_capita = top_ten_capita.iloc[0:10, :]\n", "\n", "# data and styling for bar plot\n", "sns.barplot(x='state', y='resorts_per_100kcapita', color='#0f4d92', data=top_ten_capita)\n", "plt.title('Top 10 States: Resorts Per 100k ', fontsize=15)\n", "plt.xticks(rotation=90, fontsize=12)\n", "plt.xlabel('State', fontsize=14)\n", "plt.ylabel('Resorts Per 100k People', fontsize=14);" ] }, { "cell_type": "code", "execution_count": 238, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top_ten_area = state_summary.set_index('state').resorts_per_100ksq_mile.sort_values(ascending=False).reset_index()\n", "\n", "# set figure size & grab state data\n", "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "top_ten_area = top_ten_area.iloc[0:10, :]\n", "\n", "# data and styling for bar plot\n", "sns.barplot(x='state', y='resorts_per_100ksq_mile', color='#951829', data=top_ten_area)\n", "plt.title('Top 10 States: Resorts Per 100 Square Miles', fontsize=15)\n", "plt.xticks(rotation=90, fontsize=12)\n", "plt.xlabel('State', fontsize=14)\n", "plt.ylabel('Resorts Per 100k Square Miles', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's no surprise why New Hampshire, Vermont, Massachusetts, Connecticut, and Rhode Island lead the pack in resorts per 100,000 square miles: All are small states with extremely heavy snowfall." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.5.3 Visualizing High Dimensional Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have an overview of the U.S. ski market and state-level statistics that could assist us in our primary task: pricing weekend tickets to ski in Montana. It's highly unlikely that all statistics are of equal value. One way to disentangle this interconnected web of relationships is via [principle components analysis](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html#sklearn.decomposition.PCA) (PCA). Applying PCA to our design matrix will help us locate linear combinations of features that are uncorrelated with one another and order these derivative features by the amount of variance they explain. We can then use this information to visualize the data in a lower dimension (e.g., 2 down from 7) and quantify how much variance each component explains. We also have the option of exploring how our original features contribute to PCA-derived features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The basic steps in this process are:\n", "\n", " 1. Scale the data (important here because our features are heterogenous).\n", " 2. Fit the PCA transformation to our design matrix by \"learning\" it from the data. \n", " 3. Apply the transformation to the data, creating derived features.\n", " 4. Optionally, look for patterns in the data using the aforementioned derived features and explore related coefficients." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.3.1 Scale the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want numeric data here, yet need the state labels. Hence, it's wise to hang onto these and set the state as the index. We also want to capture the column names. This is inevitably a step in almost every data science project." ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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resorts_per_statestate_total_skiable_area_acstate_total_days_openstate_total_terrain_parksstate_total_nightskiing_acresorts_per_100kcapitaresorts_per_100ksq_mile
state
Alaska32280.0345.04.0580.00.4100910.450867
Arizona21577.0237.06.080.00.0274771.754540
California2021148.02583.078.0587.00.05061712.217844
Colorado2243682.03258.074.0428.00.38202821.134744
Connecticut5358.0353.010.0256.00.14024290.203861
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" ], "text/plain": [ " resorts_per_state state_total_skiable_area_ac \\\n", "state \n", "Alaska 3 2280.0 \n", "Arizona 2 1577.0 \n", "California 20 21148.0 \n", "Colorado 22 43682.0 \n", "Connecticut 5 358.0 \n", "\n", " state_total_days_open state_total_terrain_parks \\\n", "state \n", "Alaska 345.0 4.0 \n", "Arizona 237.0 6.0 \n", "California 2583.0 78.0 \n", "Colorado 3258.0 74.0 \n", "Connecticut 353.0 10.0 \n", "\n", " state_total_nightskiing_ac resorts_per_100kcapita \\\n", "state \n", "Alaska 580.0 0.410091 \n", "Arizona 80.0 0.027477 \n", "California 587.0 0.050617 \n", "Colorado 428.0 0.382028 \n", "Connecticut 256.0 0.140242 \n", "\n", " resorts_per_100ksq_mile \n", "state \n", "Alaska 0.450867 \n", "Arizona 1.754540 \n", "California 12.217844 \n", "Colorado 21.134744 \n", "Connecticut 90.203861 " ] }, "execution_count": 239, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a new dataframe, `state_summary_scale` from `state_summary` whilst setting the index to 'state'\n", "state_summary_scale = state_summary.set_index('state')\n", "\n", "# Save the state labels (using the index attribute of `state_summary_scale`) into the variable 'state_summary_index'\n", "state_summary_index = state_summary_scale.index\n", "\n", "# Save the column names (using the `columns` attribute) of `state_summary_scale` into the variable 'state_summary_columns'\n", "state_summary_columns = state_summary_scale.columns\n", "state_summary_scale.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A cursory glance at the features above reveals our data are on vastly different scales. Standardization will remedy the situation, preventing values large in magnitude from dominating our analysis going forward." ] }, { "cell_type": "code", "execution_count": 240, "metadata": {}, "outputs": [], "source": [ "state_summary_scale = scale(state_summary_scale)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, `scale()` returns an ndarray, so we lose all column names. Because we want to visualise scaled data, we had the foresight to copy feature names to a separate variable. Now we can construct a data frame from the ndarray and reintroduce the column names." ] }, { "cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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resorts_per_statestate_total_skiable_area_acstate_total_days_openstate_total_terrain_parksstate_total_nightskiing_acresorts_per_100kcapitaresorts_per_100ksq_mile
0-0.808768-0.387854-0.691515-0.8214480.0670820.138745-0.690613
1-0.935704-0.460022-0.822973-0.731742-0.702208-0.645608-0.658740
21.3491551.5490852.0326022.4976630.077852-0.598171-0.402928
31.6030283.8623672.8542192.318252-0.1667820.081217-0.184924
4-0.554894-0.585162-0.681777-0.552331-0.431418-0.4144431.503712
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" ], "text/plain": [ " resorts_per_state state_total_skiable_area_ac state_total_days_open \\\n", "0 -0.808768 -0.387854 -0.691515 \n", "1 -0.935704 -0.460022 -0.822973 \n", "2 1.349155 1.549085 2.032602 \n", "3 1.603028 3.862367 2.854219 \n", "4 -0.554894 -0.585162 -0.681777 \n", "\n", " state_total_terrain_parks state_total_nightskiing_ac \\\n", "0 -0.821448 0.067082 \n", "1 -0.731742 -0.702208 \n", "2 2.497663 0.077852 \n", "3 2.318252 -0.166782 \n", "4 -0.552331 -0.431418 \n", "\n", " resorts_per_100kcapita resorts_per_100ksq_mile \n", "0 0.138745 -0.690613 \n", "1 -0.645608 -0.658740 \n", "2 -0.598171 -0.402928 \n", "3 0.081217 -0.184924 \n", "4 -0.414443 1.503712 " ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a new dataframe from `state_summary_scale` using the column names we saved in `state_summary_columns`\n", "state_summary_scaled_df = pd.DataFrame(state_summary_scale, columns=state_summary_columns)\n", "state_summary_scaled_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 3.5.3.1.1 Verifying the scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we validate our steps. When there's money on the line for the client, we would be remiss if we skipped this step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we check the mean of the scaled features using Panda's `mean()` data frame method." ] }, { "cell_type": "code", "execution_count": 242, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "resorts_per_state -3.568574e-17\n", "state_total_skiable_area_ac 6.066576e-17\n", "state_total_days_open -3.965082e-17\n", "state_total_terrain_parks 2.854859e-17\n", "state_total_nightskiing_ac 1.903239e-17\n", "resorts_per_100kcapita -5.075305e-17\n", "resorts_per_100ksq_mile -4.123686e-17\n", "dtype: float64" ] }, "execution_count": 242, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Call `state_summary_scaled_df`'s `mean()` method\n", "state_summary_scaled_df.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All means are vanishingly small and effectively zero. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, we check feature standard deviation using Pandas `std()` data frame method." ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "resorts_per_state 1.014599\n", "state_total_skiable_area_ac 1.014599\n", "state_total_days_open 1.014599\n", "state_total_terrain_parks 1.014599\n", "state_total_nightskiing_ac 1.014599\n", "dtype: float64" ] }, "execution_count": 243, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Call `state_summary_scaled_df`'s `std()` method\n", "state_summary_scaled_df.std().head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One would think the numbers would be closer to 1 than this. The `scale()` method, however, uses the biased estimator for standard deviation (dof=0). This doesn't mean our approach is deficient. Rather, it indicates `scale()` calculates sample standard deviation using the number of all observations provided. The `std()` method, on the other hand, defaults to using dof=1, that is it's normalized by N-1. Restated, the `std()` function assumes we want the best estimate of the population parameter based on the given sample and uses Bessel's correction to achieve this result. We can tell it to return the biased estimate instead, so as to match the results of `scale()`.\n", "\n", "If the reader is concerned about our indifference to Bessel's correction, don't be. We have the entire population we need and, thus, can side-step the Bessel." ] }, { "cell_type": "code", "execution_count": 244, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "resorts_per_state 1.0\n", "state_total_skiable_area_ac 1.0\n", "state_total_days_open 1.0\n", "state_total_terrain_parks 1.0\n", "state_total_nightskiing_ac 1.0\n", "resorts_per_100kcapita 1.0\n", "resorts_per_100ksq_mile 1.0\n", "dtype: float64" ] }, "execution_count": 244, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Call `std()` & pass in ddof=0 \n", "state_summary_scaled_df.std(ddof=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now our standard deviation calculations are consistent with both our scaled values and expectations. This exercise illustrates how different routines that do ostensibly the same thing can exhibit unanticipated behavior. Hence, we validate our work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.3.2 Calculate the PCA transformation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fit the PCA transformation using the scaled data." ] }, { "cell_type": "code", "execution_count": 245, "metadata": {}, "outputs": [], "source": [ "state_pca = PCA().fit(state_summary_scale)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the cumulative variance ratio with number of components." ] }, { "cell_type": "code", "execution_count": 246, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the cumulative explained variance ratio with number of components\n", "plt.subplots(figsize=(10, 6))\n", "plt.plot(state_pca.explained_variance_ratio_.cumsum(), linewidth=1.5)\n", "plt.xlabel('Number of Components', fontsize=14)\n", "plt.ylabel('Cumulative Ratio Variance', fontsize=14)\n", "plt.title('Cumulative Variance Ratio Explained by PCA Components for State/Resort Summary Statistics', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first two components seem to account for over 75% of the variance, and the first four for over 95%." ] }, { "cell_type": "code", "execution_count": 247, "metadata": {}, "outputs": [], "source": [ "# Apply the transformation to the data to obtain the derived features.\n", "state_pca_x = state_pca.transform(state_summary_scale)" ] }, { "cell_type": "code", "execution_count": 248, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(35, 7)" ] }, "execution_count": 248, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Validate the output by checking design matrix dimensions\n", "state_pca_x.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we plot the first two derived features (the first two principle components) and label each point with the name of the state. The code extracts and plots the first and second columns from the transformed data (`state_pca_x`) as x and y coordinates. Recall we retained our state labels to enable the annotation of the plot using the aptly named `plt.annotate` function. We use the second (i.e., index 1) value of the cumulative variance ratio and include it in our plot's title. This boldly highlights the percentage variance explained by the two PCA components we've plotted. We finish by creating an appropriately sized and well-labelled scatterplot to convey all of this information." ] }, { "cell_type": "code", "execution_count": 249, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = state_pca_x[:, 0]\n", "y = state_pca_x[:, 1]\n", "state = state_summary_index\n", "pc_var = 100 * state_pca.explained_variance_ratio_.cumsum()[1]\n", "plt.subplots(figsize=(20,12))\n", "plt.scatter(x=x, y=y, s=30, alpha=0.5, c='red')\n", "plt.xlabel('First Component', fontsize=14)\n", "plt.ylabel('Second Component', fontsize=14)\n", "plt.title(f'Ski State Summary PCA, {pc_var:.1f}% variance explained', fontsize=15)\n", "for s, x, y in zip(state, x, y):\n", " plt.annotate(s, (x, y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.3.3 Average ticket price by state" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, all point markers for the states are the same size and color. We've visualized relationships between the states based on features such as the total skiable terrain area, but our ultimate interest lies in adult weekend ticket prices. We know ticket prices for resorts in each state, so it might be interesting to see if there's any pattern there." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Western states, followed by a mix of mid-Atlantic and Northeastern and Northwestern states have the highest adult weekend prices. This doesn't bode well for Montana, which is fourth from the bottom of our top 30 states for skiing. " ] }, { "cell_type": "code", "execution_count": 250, "metadata": {}, "outputs": [ { "data": { "image/png": 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a2nzzzdOSJUtWuf81Ufj1lbTts88+myIiVa1aNS1atKjI+IhI1157bYn7/PnrKKWUfvzxx9SqVasUEWnAgAFF3v9SSumNN95IM2bMyN6/9tprU0Skbt26pa+//jq7fOHChalHjx4pItJtt922xl8vABRSQgLAKpRUQn788ccpIlKdOnXSvHnzim1z3nnnpYhIp59+epHlJZVRhZ555pkUEWnbbbdd44z77bdfdt8RkZo2bZpGjx5dbNwDDzyQIiJ17NhxlfvafPPNU0SUumSbNGlS2m677YocPyJS3bp10+mnn56++OKLYtusroT8JR07dkyZTKZIMZbSL5eQkydPThGROnTokFasWFFs/YgRI1JEpLPPPju7rLC0LOn5XROFr58OHToUW7d06dLUtGnTFBHplVdeyS5/+eWXU0SkQw89tMj4H3/8MTVq1ChVq1YtffPNN6XOsGDBglSzZs1UpUqVIts98cQTKSJSp06dim1TmGv8+PHF1l188cXrdQm5cOHCVKVKlVS5cuVsmf7pp5+miEjnnntuSumnMqpu3bqpW7du2e1uvvnmFBHphBNOyC77wx/+kCIi3XHHHSUe6/DDD08RkSZNmpRd1qZNmxQR6YMPPig2/vvvv0+NGjVK9erVS8uXL88uX7k8evfdd1OTJk1SlSpV0vDhw4vtY232f9lllxXb5vHHH08RkU488cTssgULFqQaNWqkKlWqpM8++6zYNn369CmXEnLmzJmpcuXKqUaNGkWKs9UdZ+DAgWnJkiXp6KOPThGRjjjiiCLFakop3XTTTSki0sUXX1zivs4555xi/zBR1iXkvHnz0hNPPJEaN26cIiKdcsopxca3bt26xPexlEouIQtL65133rnIa6IkP/74Y2rQoEGqXbt2ie8xs2bNSgUFBWmnnXZasy8WAFbi49gAsAYKzxt38MEHl3jl5+OPPz4iSr5Cb0TEMcccU2zZgQceGBtvvHF89NFH2XMtltYLL7wQKaWYN29ejBkzJrbbbrvo0qVL/OUvfykyLv3/55P7pfPyFY4prV122SWmTJkS//73v+N3v/td7LbbblG1atX47rvv4o477oh27dqt8UeXI346f+NDDz0UF154YZx66qnRr1+/6NevX3z55ZeRUoqPP/641PsaOXJkREQcdthhJX7thR+9nThxYnbZrrvuGhERJ5xwQrz++utr/fHDkp7zqlWrxlFHHRURRc9f2KlTp9hhhx3imWeeKXKuuqeeeipmzZoVRxxxRDRo0KDUx3788cdj8eLFceCBBxbZ7pBDDon69evH2LFjs+fpjIiYPn16zJgxIzbffPPo0KFDsf316dOn1McuDxtttFG0a9culi9fHhMmTIiI//f4Fj7XlSpVir322ismTJiQPQVCSeeDXPm1U5Kfv3a+/vrreOutt2L77beP7bbbrtj46tWrx2677RbffvttiacwePXVV6NTp04xb968GDFiRBx33HFF1q/t/rt3715s2bbbbhsRUeQ8p2+88UZ8//330b59+9hyyy2LbVNer4FRo0bF8uXL4+CDDy7xlBKrsmjRojj00EPjsccei/79+8djjz1W7GPOhc/14YcfXuI+SnqfKAsrn0+y8FyxX375ZRx44IFx8803Fxvfo0ePUp1btdALL7wQERGnnnrqaj+2PXny5Jg9e3bsvffeJb7HNGzYMFq2bBnvvvtusY/vA0BpVSnvAABQkcycOTMiosjFVFZWuLxw3Mo23njjqF27donbNWvWLObNmxczZ84s9cVeVlavXr3YZ5994umnn4699torLr/88ujevXvsvvvuERHZ4/7S+egKL9RRq1atUh+3cuXKcfDBB8fBBx8cERHz58+PRx99NC666KL4+uuv43e/+132D/zSeOmll+KYY475xTJ2wYIFpd5f4UUaLrzwwrjwwgtXOW727NnZ/z///PNj3Lhx8dRTT8VTTz0VdevWjfbt28ehhx4a/fr1W+VzuCrNmjUrcfmqXiunnXZanHPOOXHPPffE5ZdfHhERd955Z0T8VCasicKrYhdejKZQtWrV4uijj4477rgjHnjggbjkkkuKZCmpfPql5euTffbZJyZOnBhjx46N7t27F7koTaGOHTvGs88+G2+++WbsuuuuMX78+Oy2hQpfO40aNfrF4xW+dgrL3Pfff3+1RdHs2bOLFYnHH398LFu2LB555JE45JBDim2ztvsvqbgr/F5fsmRJdtn6+hoovEjLNttss0bb3XzzzbFs2bI4+OCD4+677y7xsSt8rgsvbLQqK79PlIU2bdpE27ZtIyKyFz3ab7/9VnnO1zV97NfkMSt8DJ555pnVvr7mzp2bPZcmAKwJJSQA5GBVf6QVLl+T2SoRaz4LcVWqVq0avXv3jkmTJsVTTz2VLSEL/3hd1ZVwFy1aFN9++23Uq1dvjUu2ldWpUydOOeWUaNSoUfTo0SNGjRoVixcvjpo1a65224ULF8ZvfvObmDNnTlx++eXRp0+faNasWdSoUSMymUwce+yx8dBDD63RY1U4022fffYpcqGen1t55k+dOnXipZdeivHjx8dTTz0Vo0ePjhdffDGef/75uPrqq2Ps2LFrXISUZFVfx4knnhgXX3xx3HPPPXHZZZfF559/Hs8991xsvfXW0bVr11Lv/4svvsheTOP666+PW2+9tcj6r7/+OiJ+ukp2YQm5uhmza/q6LrQuL2axzz77xI033pidjTxu3Lho0aJFNGzYMDumsJAcO3Zs1KtXL7788svYdNNNixR3y5cvj0wmEyeccMIvHm/HHXfMjo+IaNy4cYmzDle2ySabFFvWp0+fuP/+++OKK66ITp06FSs/13b/pX3uSjNrujytaa6DDjooxowZE88//3w8/vjjRS6EVajwsT366KN/8b1qdSXlmjr88MNj0KBBpR5fvXr1nI5Tmses8DFo2bJlibOgV/bzmaQAUFpKSABYA02aNImIiGnTppW4vnA2SePGjYutmzdvXixYsKDEkm/69Omr3G5NFRZqK88m3G677aKgoCC++eab+Pzzz4vNinrjjTciImLnnXde6+NHRHTp0iUifvrD9ttvvy1VCTl27NiYM2dOHHXUUXHVVVcVW//JJ5+scY7Cr7NXr17x+9//vtTbZTKZ2HvvvbMzkr755pv4wx/+EA899FBccskl8cgjj5R6Xyt/3Hllhc954WuqUL169aJ3794xdOjQGDlyZEyYMCFWrFgRp5xyyhoVMA888EC2/PvPf/6zynHvv/9+TJo0KXbddddsllVlXtXyatWqRcRPRfLPLV++PGbNmlXq3Gtr7733jkwmE6+//np8/fXXMWXKlGJFYvv27aNKlSoxbty42HjjjSOi6CzIiJ9eOx9//HH89a9/jTp16qz2uIWvtcKrZ6+pq666Kpo0aRLXXntt7LfffjFq1KjYbLPNymz/pbW610Dh63Zda9q0aUT8dJX4NbHLLrvEpZdeGt27d48+ffpE5cqV44gjjigyZosttogPP/wwLrvssjJ7D1wfrMljVvj6at26dV5fXwD8ujknJACsgcJS6t///nd8++23xdYPHz48IooXGoVKKq+ee+65mDdvXrRs2bJI6ZCrl19+OSKKfgSvRo0a2Vl0//jHP4ptU7js0EMPLdUxVjcbsfC8jdWqVSsyy7CwrFq2bFmxbebNmxcR/+8P55VNnTo1W5T+XNWqVUvcX0TE/vvvHxERI0aM+MW8q7PppptmZyy98847a7RtSc/5smXL4vHHH4+Ioh8TLnT66adHRMQdd9wR99xzT1SpUiX69eu3RsctfC3++9//jvTTxQiL3QpnQBaObdasWWyxxRbxxRdfZM+puLKHH364xGMVlucfffRRsXUvvfRS/Pjjj6XO/UuvkdJo0KBBtGrVKr7//vv461//GimlYh9vrVmzZrRt2zbGjRtX4vkgI9b8tbPFFlvEdtttF2+//fYq/5Fida655po4//zz47333ov99tuvyMd/y2L/pbHrrrtG9erV47XXXst+nHdlq3oN5FuXLl2icuXK8fTTTxc5X2pptG/fPp577rmoUaNG9O7dO5588ski63N5n1jb1+m6UPh13XXXXat9z959992jbt26MWrUqJg/f/66iAfAr5ASEgDWwNZbbx2HHHJILFiwIP7whz8UKVcmTJgQt99+e1SuXDnOPPPMEre/6qqrsrMlI346x9gFF1wQEbHKbX5u7Nix8cgjjxT74/fHH3+MW2+9Ne6///7sH9srO++88yIi4s9//nORC1dMmDAh7rjjjqhTp06cfPLJpcpw++23x+mnnx7vvvtusXUzZ86MM844IyJ+ugBK4R/rEf9vllVJF6wpvEjGE088UWQW57fffhsnn3zyKousJk2axFdffVViKbznnntmZ5Wde+65xWbqrVixIp5//vkiF4f53//93xJLnmeeeSYi1vy8bOPHj4977rknez+lFAMHDozp06dHmzZtSvzo45577hlt2rSJJ554IqZPnx6HHnroGs2SffPNN+Odd96JTTbZJLp167bKcYUXGXnooYeyH8csLEAHDBhQpIx4880343/+539K3E/nzp0j4qcyc+XX9yeffBJnn312qXNH/PJrpLQKC8XCvCWdY69jx47x1VdfZQv4n5eQAwYMiBo1asS5554bTz31VLHt586dG3/729+KXKTjsssui+XLl8dRRx1V4vfGxx9/XOS1UJIhQ4bEeeedF++++27st99+MWfOnDLd/+rUqlUrjjvuuFi2bFn84Q9/KHK+yOeffz4effTRtdp/rpo0aRInnHBCfP/999GvX7+YO3dukfUzZ85c5T9URPz0PfXss89GQUFBHH300fHvf/87u+7000+PTTfdNAYPHhz33ntvscJu0aJFcd999xU5nUVZvE7z7cgjj4xtt9023nrrrbjooouK/cx48803s19TQUFB/PGPf4xvv/02jjrqqBJnwr799ttrNAscAIpZtxfjBoCK48QTT0wRkQYOHFhk+eeff5622mqrFBGpWbNm6Zhjjkn77bdfqly5coqIdMMNNxTbV0SkLbfcMh166KGpZs2aqUePHunII49M9erVSxGR9t133/Tjjz+WKte9996bIiI1aNAgHXDAAenYY49N3bt3T40bN04RkapXr54eeeSRErf9wx/+kCIi1axZMx122GHpoIMOSlWqVEmVKlVK//jHP0r92Nx0000pIlJEpK222ir17NkzHXPMMWmfffZJ1apVyy6fPn16ke1uuOGGFBGpYcOG6Zhjjkknn3xyuvDCC7Pru3XrliIi1atXLx1++OHp8MMPT/Xq1UstWrRIhx12WIqINGrUqCL7PPvss7PHO+6449LJJ5+chgwZkl0/a9astPPOO6eISPXr109du3ZNvXv3TnvvvXfadNNNU0Skm266KTu+TZs2KSLSDjvskI466qjUu3fv1LZt2xQRqUaNGumVV14p1WNU+Pr57W9/mzKZTNpjjz1Snz590o477pgiItWuXTu98cYbq9z+b3/7W/Yx/ve//12qYxY677zzUkSk008/fbVjC/M888wzKaWUfvjhh9S+ffvsa+zoo49OBx54YKpWrVr67W9/m33d/9wJJ5yQIiLVrVs39ejRI3Xt2jXVrFkzHX300alZs2bp5792Tps2LUVE6ty5c5Hl33//fdpss82y6/r3759OPvnkNH78+FJ//ffff3/2sdtkk03SihUrio159NFHs2Nq1aqVli1bVmzM448/nmrUqJEiIm233Xbp8MMPT4cddlhq27Zt9nU+b968IttccMEFKSJS5cqV02677ZaOPvrodMABB6RWrVqliEht2rQpMr5z584pItK0adOKLD/nnHNSRKS2bdumuXPnlvn+U1r1c/DNN9+kFi1apIhITZs2Tcccc0zad999U6VKlbKvgZ9vU1qF71+/tP3AgQNTRKR77723yPL58+envfbaK/v9c/DBB6ff/OY3aY899khVqlQp8l5deJyfv3+PHTs21apVKxUUFGRf8ymlNG7cuFS/fv3s6/uQQw5JRx55ZNptt93SRhttlCIiTZ48OTt+bV6nhV/fz7Ot6eOxslU9z++8805q1KhRiojUpEmT1KtXr3T44Yen7bffvtj76fLly1OfPn1SRKSCgoK01157pd69e6f99tsv+zPvsMMOK1VmACiJEhIAVmFVJWRKKc2ePTsNGDAgbbPNNqlatWqpXr16qXv37um5554rcV+Ff9j+8MMP6ZJLLknNmzdP1apVS82aNUuXXnppWrx4calzffLJJ+mSSy5JHTt2TI0bN05Vq1ZNG220Udpxxx3T2Wefnf773//+4vb33ntv2nXXXVPNmjVT3bp10wEHHJDGjh1b6uOnlNJ3332XHnvssXTyySentm3bpk033TRVqVIlbbzxxmmvvfZKV199dZo/f36x7X788cd02WWXpW222SZVrVq1WKG1ePHidOmll6aWLVumgoKC1LRp03TGGWek2bNnZ5+Pn5eQCxcuTL/73e9S06ZNU5UqVUosOBYvXpxuvPHG1L59+1S7du1UUFCQmjdvnrp3757+53/+J33zzTfZsU8++WQ66aST0o477pjq1auXatasmbbddtt02mmnrfaxXdnKeZ966qm01157ZR/zww47LE2ZMuUXt//www9TRKQtttiixIJsVZYtW5YtpH/+WJXkT3/6U4qIdOyxx2aXLViwIP3xj39Mm2++eapWrVradttt05AhQ9Ly5ctXWUIuWbIkXXTRRalp06apWrVqaZtttkl//vOf07Jly9aohEwppYkTJ6Zu3bqlunXrpkwms9oC5uc+/fTTbMHYs2fPEsd88cUX2THdunVb5b4++uijdPrpp6ett946FRQUpLp166btt98+9e/fP/3rX/8qseB88cUX0xFHHJEaNWqUqlatmjbbbLO0yy67pPPPPz9NmjSpyNhfKgkLC/Zdd921SNlZVvv/pefgq6++SqecckrabLPNUvXq1dPOO++c7r777l/cpjTWpoRM6aeS/KabbsqWgyt/f7777rvFjlPS+/fLL7+cNtpoo1S9evX0/PPPZ5d/8cUXacCAAalVq1apRo0aqVatWmnbbbdNvXv3To888khasmRJkf3k+jpdlyVkSj/9Q8yAAQOy76sbb7xxatu2bbrsssvSnDlzio3/xz/+kQ488MDUoEGDVLVq1dS4ceO05557pkGDBqUPPvigVJkBoCSZlMrocpwAwCplMplo1qxZkY+qwi8ZPHhwXHrppTFw4MA1uoIuAACsj5SQALAOKCFZE/Pnz49WrVrFnDlzYtq0acWuoA0AABVNlfIOAADAT+699954+eWXY8yYMfHll1/Gueeeq4AEAGCD4OrYAADriZdffjmGDRsWCxcujLPPPjuuvvrq8o4EAABlwsexAQAAAIC8MhMSAAAAAMgrJSQAAAAAkFe/2gvTrFixImbOnBm1a9eOTCZT3nEAAAAAoEJJKcWCBQuiSZMmUanSL891/NWWkDNnzoymTZuWdwwAAAAAqNBmzJgRW2yxxS+O+dWWkLVr146Inx6kOnXqlHMaAAAAAKhY5s+fH02bNs32bL/kV1tCFn4Eu06dOkpIAAAAAMhRaU516MI0AAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLyqUt4B1id9W7Qr7wgxfOrk8o4AAAAAAGXKTEgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAORVlfIOwJrp26JdeUeIiIjhUyeXdwQAAAAAKggzIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeVSnvAGyY+rZoV94RYvjUyeUdAQAAAIAwExIAAAAAyDMlJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvqpR3ACgvfVu0K+8IMXzq5PKOAAAAAJB3ZkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyKsq5R0AWLW+LdqVd4SIiBg+dXJ5RwAAAAAqMDMhAQAAAIC8UkICAAAAAHnl49jAWlsfPjbuI+MAAACw/jITEgAAAADIq/WyhFy2bFlcdtllsdVWW0WNGjVi6623jquuuipWrFiRHZNSikGDBkWTJk2iRo0a0aVLl5gyZUo5pgYAAAAASrJelpDXXntt/O///m/cdttt8f7778eQIUPiuuuui1tvvTU7ZsiQIXHjjTfGbbfdFhMnToxGjRpFt27dYsGCBeWYHAAAAAD4ufWyhJwwYUIcdthhccghh0Tz5s2jV69e0b179/jPf/4TET/Ngrz55pvj0ksvjSOPPDJat24dw4YNi8WLF8eDDz5YzukBAAAAgJWtlyXk3nvvHS+++GJ89NFHERHx1ltvxbhx4+Lggw+OiIhp06bFrFmzonv37tltCgoKonPnzvHKK6+UuM8lS5bE/Pnzi9wAAAAAgPxbL6+OfeGFF8Z3330XrVq1isqVK8fy5cvjL3/5S/Tp0yciImbNmhUREQ0bNiyyXcOGDeOzzz4rcZ9XX311XHnllfkNDqy3XMEbAAAAys96ORPykUceieHDh8eDDz4Yb7zxRgwbNiyuv/76GDZsWJFxmUymyP2UUrFlhS6++OL47rvvsrcZM2bkLT8AAAAA8P+slzMhzz///LjooovimGOOiYiInXbaKT777LO4+uqr48QTT4xGjRpFxE8zIhs3bpzd7uuvvy42O7JQQUFBFBQU5D88QI7Wh9maEWZsAgAAUPbWy5mQixcvjkqVikarXLlyrFixIiIittpqq2jUqFGMHDkyu37p0qXx8ssvR4cOHdZpVgAAAADgl62XMyF79OgRf/nLX2LLLbeMHXfcMSZPnhw33nhjnHTSSRHx08ewzznnnBg8eHC0bNkyWrZsGYMHD46aNWvGscceW87pAQAAAICVrZcl5K233hqXX355nHnmmfH1119HkyZN4vTTT48rrrgiO+aCCy6I77//Ps4888yYN29etG/fPp5//vmoXbt2OSYHAAAAAH5uvSwha9euHTfffHPcfPPNqxyTyWRi0KBBMWjQoHWWCwAAAABYc+tlCQnA+mt9uICOi+cAAABULOvlhWkAAAAAgA2HEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8qlLeAQCgrPVt0a68I8TwqZPLOwIAAMB6w0xIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8qrK2O5g7d25MmjQpZs+eHc2aNYsOHTqURS4AAAAAYAOR80zIr776Knr37h0NGzaMAw88MPr27Rt33XVXdv3f/va3qF+/fowdO7ZMggIAAAAAFVNOJeTs2bOjQ4cO8dhjj8XOO+8cZ511VqSUiow5/PDDY8GCBfGPf/yjTIICAAAAABVTTiXkn/70p5g2bVpcddVVMWnSpPjrX/9abEyTJk1i++23jzFjxqx1SAAAAACg4srpnJBPPvlkbL/99nHZZZf94rhmzZrFq6++mlMwANiQ9W3RrrwjRETE8KmTyzsCAADwK5DTTMgvv/wyWrduvdpx1atXjwULFuRyCAAAAABgA5FTCVm3bt344osvVjvuv//9bzRq1CiXQwAAAAAAG4icSsgOHTrE66+/HlOmTFnlmPHjx8fbb78dnTp1yjkcAAAAAFDx5VRCDhgwIJYvXx49e/aMF198MVasWFFk/bhx4+L444+PKlWqxLnnnlsmQQEAAACAiimnEnLvvfeOm266KT777LPo3r171K9fPzKZTDzxxBOx6aabRufOnWP69Olx8803R7t268eJ9wEAAACA8pFTCRkR8fvf/z7GjRsXPXr0iBUrVkRKKebPnx8LFy6M7t27x6hRo+LMM88sy6wAAAAAQAVUZW023nPPPWPEiBGRUoo5c+bE8uXLo0GDBlG5cuWyygcAAAAAVHBrVUIWymQy0aBBg7LYFQAAAACwgcnp49hTpkyJq666KiZPnrzKMZMnT46rrroq3n///ZzDAQAAAAAVX04l5C233BJ/+ctfolGjRqsc06hRo/jzn/8ct956a87hAAAAAICKL6cS8uWXX4527dpF48aNVzmmcePGscsuu8SoUaNyDgcAAAAAVHw5lZCff/55bLXVVqsd17x58/j8889zOQQAAAAAsIHIqYSsVq1aLFiwYLXjFi5cGJlMJpdDAAAAAAAbiJyujr3jjjvG2LFj49tvv4169eqVOGbevHkxduzY2H777dcmHwBQjvq2aFfeEWL41FVfCA8AAKgYcpoJeeyxx8aCBQvi6KOPji+//LLY+i+//DJ69+4dCxcujOOOO26tQwIAAAAAFVdOMyFPO+20ePjhh+PFF1+Mli1bxsEHHxzbbLNNZDKZmDp1ajz99NOxePHi6NChQ/z2t78t68wAAAAAQAWSUwlZpUqVePbZZ+P3v/99DBs2LP7xj38UWV+5cuXo379/3HLLLVG1atUyCQoAAAAAVEw5lZARETVr1oy77ror/vznP8eoUaNixowZERHRtGnT6NKlSzRu3LjMQgIAAAAAFVfOJWShRo0aRZ8+fcoiCwAAAACwAcrpwjQAAAAAAKVVqpmQ9913X0REHHHEEVG7du3s/dI64YQT1jwZAAAAALBBKFUJ2a9fv8hkMrHnnntG7dq1s/dXJ6UUmUxGCQkAAAAAv2KlKiGvuOKKyGQy0aBBgyL3AQAAAABWp1Ql5KBBg37xPgAAAADAquR0YZq//vWvcdddd5V1FgAAAABgA5RTCTlgwIB46qmnyjoLAAAAALAByqmEbNSoUVSvXr2sswAAAAAAG6CcSsgDDjggxo0bF0uXLi3rPAAAAADABqZUF6b5ub/85S/x/PPPx3HHHRd//etfo3HjxmWdCwCgVPq2aFfeEWL41MnlHQEAANZrOZWQF198cbRp0yaeeOKJ+Pe//x277LJLbLnlliV+RDuTycTdd9+91kEBAAAAgIoppxJy6NCh2f//4Ycf4pVXXolXXnmlxLFKSAAAAAD4dcuphBw1alRZ5wAAAAAANlA5lZCdO3cu6xwAABus9eG8lRHOXQkAQPlZoxJy9uzZ8fzzz8eMGTOioKAgdt5559h3330jk8nkKx8AAAAAUMGVuoS84447YsCAAfH9998XWd6qVasYMWJEtGzZsszDAQAAAAAVX6lKyNGjR8eZZ54ZKaXYZpttok2bNrFgwYJ47bXX4v33348ePXrElClTonLlyvnOCwAAAABUMJVKM+jmm2+OlFJceeWV8dFHH8U//vGPeO655+Kjjz6KPfbYI/773//Gv/71r3xnBQAAAAAqoFLNhHzttdeiVatWcfnllxdZvtlmm8Utt9wSe+21V7z66qtx2GGH5SUkAAD5tz5cQMfFcwAANkylmgk5e/bsaNu2bYnrCpfPmTOnrDIBAAAAABuQUpWQy5cvj+rVq5e4rqCgICIili1bVnapAAAAAIANRqmvjg0AAOXNR8YBACqmUpeQzz77bHTt2nWN12cymXjxxRdzSwcAAAAAVHilLiFnzZoVs2bNWuP1mUwmt2QAAAAAwAahVCXkqFGj8p0DAAAAANhAlaqE7Ny5c75zAAAAAAAbqFJdHRsAAAAAIFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAORVTiXkSSedFPfcc89qxw0dOjROOumkXA4BAAAAAGwgciohhw4dGuPGjVvtuPHjx8ewYcNyOQQAAAAAsIHI68exly5dGpUrV87nIQAAAACA9VzeSsiUUrzxxhux6aab5usQAAAAAEAFUKW0A7t27Vrk/rPPPltsWaFly5bFxx9/HLNmzYrjjz9+7RICAAAAABVaqUvI0aNHZ/8/k8nErFmzYtasWascX7Vq1Tj00EPj+uuvX6uAAABQkfRt0a68I0RExPCpk8s7AgBAVqlLyGnTpkXETx+z3nrrraNXr15x3XXXlTi2WrVq0aBBg6hatWrZpAQAAAAAKqxSnxOyWbNm0axZs2jevHkMHDgw+vbtm13281vjxo3XuoD84osvom/fvrHJJptEzZo1o23btjFp0qTs+pRSDBo0KJo0aRI1atSILl26xJQpU9bqmAAAAABA2Sv1TMiVDRw4sKxzFDFv3rzo2LFj7LvvvvHMM8/EZpttFh9//HHUq1cvO2bIkCFx4403xtChQ2PbbbeNP//5z9GtW7f48MMPo3bt2nnNBwAAAACUXk4lZKF333037rrrrpg4cWLMnj07DjvssBgyZEhERIwfPz4mTZoUffv2jfr166/Rfq+99tpo2rRp3HvvvdllzZs3z/5/SiluvvnmuPTSS+PII4+MiIhhw4ZFw4YN48EHH4zTTz99bb4sAAAAAKAMlfrj2D83ZMiQ2GWXXeKvf/1rTJgwIaZOnRqzZ8/Orl+8eHGce+658dhjj63xvp988snYbbfd4uijj47NNtss2rVrF3feeWd2/bRp02LWrFnRvXv37LKCgoLo3LlzvPLKKyXuc8mSJTF//vwiNwAAAAAg/3IqIf/5z3/GRRddFM2aNYsRI0bEN998EymlImP233//aNCgQYwYMWKN9//JJ5/E7bffHi1btoznnnsuzjjjjPj9738f9913X0RE9qrcDRs2LLJdw4YNV3nF7quvvjrq1q2bvTVt2nSNcwEAAAAAay6nj2PfdNNNUatWrRg5cmSRj0mvLJPJxHbbbRcfffTRGu9/xYoVsdtuu8XgwYMjIqJdu3YxZcqUuP322+OEE04ocoyVpZSKLSt08cUXx3nnnZe9P3/+fEUkAAC/Wn1btCvvCDF86uTyjgAArCM5zYScPHly7LXXXqssIAttvvnm8eWXX67x/hs3bhw77LBDkWXbb799TJ8+PSIiGjVqFBFRbNbj119/XWx2ZKGCgoKoU6dOkRsAAAAAkH85lZDLli2LmjVrrnbcN998E9WqVVvj/Xfs2DE+/PDDIss++uijaNasWUREbLXVVtGoUaMYOXJkdv3SpUvj5Zdfjg4dOqzx8QAAAACA/Mnp49jbbLNNTJo0KZYvXx6VK1cuccyiRYvizTffLDajsTTOPffc6NChQwwePDh+85vfxOuvvx5///vf4+9//3tE/PQx7HPOOScGDx4cLVu2jJYtW8bgwYOjZs2aceyxx+byJQEAAAAAeZLTTMhevXrF559/Hpdffvkqx1x++eUxb9686N279xrvf/fdd4//+7//i4ceeihat24df/rTn+Lmm2+O4447LjvmggsuiHPOOSfOPPPM2G233eKLL76I559/PmrXrp3LlwQAAAAA5ElOMyEHDBgQjzzySFx77bUxbty46NmzZ0T8dFXr2267LUaMGBEvvfRStGnTJs4444ycgh166KFx6KGHrnJ9JpOJQYMGxaBBg3LaPwAAAACwbuRUQm600UYxatSo6NevXzz77LMxfvz4iIgYM2ZMjB07NlJKsd9++8UDDzwQBQUFZRoYAAD4dXAFbwDYcORUQkZEbLbZZvH000/HW2+9FSNHjoxPP/00li9fHltssUXsv//+0b59+7LMCQAAAABUUDmVkGPHjo199tknIiLatGkTbdq0WeXYv/zlL3HppZfmlg4AAAAAqPByujBNjx494s0331ztuEGDBsUVV1yRyyEAAAAAgA1ETiXkihUr4qCDDoqpU6eucswVV1wRV111VWy77bY5hwMAAAAAKr6cSsgnn3wyvvvuu+jWrVvMnDmz2PpLLrkk/vznP0erVq1i1KhRax0SAAAAAKi4ciohu3TpEg899FB8/vnn0a1bt5gzZ0523QUXXBDXXHNNbL/99jFq1Kho1KhRmYUFAAAAACqenErIiIjDDjss7rzzzvjggw/ioIMOioULF8Z5550X119/fbRu3TpGjx4dDRs2LMusAAAAAEAFlNPVsQv169cv5s6dG3/84x9ju+22iy+//DJat24dL774Ymy66aZllREAAAAAqMDWqoSMiDjvvPNi7ty5MXjw4GjTpk28+OKLUb9+/bLIBgAAAABsAEpVQnbt2nW1Y6pWrRoREb169SqyPJPJxIsvvphDNAAAgPVb3xbtyjtCREQMnzq5vCMAwC8qVQk5evToUu3srbfeKrYsk8msUSAAAADK1vpQlipKAX7dSlVCTps2Ld85AAAAAIANVKlKyGbNmuU7BwAAAACwgVrrC9MAAADA2vKRcYANW6VcNnr66aeja9euv3iuyFGjRkXXrl3jueeeyzUbAAAAALAByKmEvPPOO2Py5MnRvn37VY5p3759vPHGG3HXXXflHA4AAAAAqPhyKiHfeOONaNu2bdSoUWOVY2rWrBnt2rWL//znPzmHAwAAAAAqvpzOCfnVV1/F3nvvvdpxTZo0iVdffTWXQwAAAMB6ZX04b2WEc1cCFVNOJWTdunXj888/X+24zz//PDbaaKNcDgEAAADkYH0oSxWlwM/l9HHs3XffPSZMmBBTpkxZ5Zj33nsvXnnlldh9991zDgcAAAAAVHw5lZBnnXVWLFu2LA455JAYMWJEsfUjRoyIgw8+OFasWBG//e1v1zYjAAAAAFCB5fRx7IMOOijOPffcuOmmm+Koo46KTTbZJLbZZpvIZDIxderUmDNnTqSU4uyzz46ePXuWdWYAAAAAoALJqYSMiLjhhhuiXbt2MXjw4Pjggw9i9uzZ2XXbb799XHTRRXH88ceXSUgAAAAAoOLKuYSMiOjbt2/07ds3vvzyy5gxY0ZERDRt2jQaN25cJuEAAAAAgIpvrUrIQo0bN1Y8AgAAAAAlyunCNAAAAAAApVWqmZAnnXRSZDKZGDx4cDRs2DBOOumkUh8gk8nE3XffnXNAAAAAAKBiK1UJOXTo0MhkMnHhhRdGw4YNY+jQoaU+gBISAAAAAH7dSlVCjho1KiIittxyyyL3AQAAAABWp1Ql5GeffRYtWrSI6tWrR0RE586d8xoKAAAA2HD1bdGuvCPE8KmTyzsC/KqU6sI0/fr1i7vuuivfWQAAAACADZCrYwMAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyKtSl5DDhg2LypUrr/GtSpVSXYAbAAAAANhAlbohTCnldIBctwMAAAAANgylLiF79eoV1113XT6zAAAAAAAboFKXkLVq1YpmzZrlMwsAAAAAsAFyYRoAAAAAIK9cNQYAAADgZ/q2aFfeESIiYvjUyeUdAcqEmZAAAAAAQF6VaibkwIEDo23btnmOAgAAAABsiEpdQgIAAAAA5MI5IQEAAAAqqPXh3JXOW0lpOCckAAAAAJBXZkICAAAAkDdmaxJhJiQAAAAAkGdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLwq1YVpKleunPMBMplMLFu2LOftAQAAAICKrVQlZNOmTSOTyRRZllKK6dOnZ+/Xq1cvIiK+/fbb7LItt9yy2HYAAAAAwK9LqT6O/emnn8a0adOyt48++ih22mmn2GKLLeKOO+6I+fPnx9y5c2Pu3Lkxf/78uOOOO6Jp06ax0047xUcffZTvrwEAAAAAWI/ldE7IP/3pTzF69OgYO3ZsnHrqqVGrVq3sulq1asWpp54aY8aMidGjR8eVV15ZZmEBAAAAgIonpxLygQceiP333z+aNWu2yjHNmjWL/fffPx588MGcwwEAAAAAFV9OJeTMmTNLda7HTCYTX375ZS6HAAAAAAA2EDmVkE2bNo0XX3wxZs2atcoxs2bNihdffDG22GKLnMMBAAAAABVfqa6O/XP9+/ePSy+9NDp16hR/+tOf4qijjooqVX7a1bJly+Lxxx+PK664IhYuXBgXX3xxmQYGAAAAgLLUt0W78o4QERHDp04u7wh5k1MJecEFF8Qbb7wRjz/+eBx77LFRqVKlaNiwYWQymZg1a1asWLEiUkpxxBFHxPnnn1/WmQEAAACACiSnj2NXrlw5HnvssXjggQeiY8eOUbly5Zg5c2Z88cUXUbly5ejYsWPcf//98fjjj0flypXLOjMAAAAAUIHkNBOyUJ8+faJPnz6xbNmymDNnTqSUokGDBtmPZgMAAAAAlElbWKVKlWjYsGFZ7AoAAAAA2MDk9HFsAAAAAIDSyrmEfO+996Jfv36x9dZbR40aNaJy5col3nw0GwAAAAB+3XJqCCdMmBD7779/fP/99xERsckmm0StWrXKNBgAAAAA8P/0bdGuvCPE8KmTc9oupxLy4osvju+//z7OOeecuOyyy6J+/fo5HRwAAAAA2PDlVEL+5z//ibZt28aNN95Y1nkAAAAAgA1MTueErFatWrRo0aKsswAAAAAAG6CcSsi999473nnnnbLOAgAAAABsgHIqIQcPHhwzZsyIG264oazzAAAAAAAbmJzOCfnGG29E//7944ILLoinnnoqunXrFltssUVkMpkSx59wwglrFRIAAAAAqLhyKiH79esXmUwmUkoxZsyYGDt2bInjUkqRyWSUkAAAAADwK5ZTCXnFFVesctYjAAAAAMDKciohBw0aVMYxAAAAAIANVU4XpgEAAAAAKK2cZkKu7M0334yJEyfG7NmzY8cdd4yePXtGRMSSJUtiyZIlUadOnbUOCQAAAABUXDnPhHz//fdjzz33jF133TXOOOOMuOyyy2LEiBHZ9ffcc09svPHG8eyzz5ZFTgAAAACggsqphPzss8+iU6dO8frrr8dhhx0WQ4YMiZRSkTHHHHNMVK1aNR5//PEyCQoAAAAAVEw5lZBXXnllzJ07N4YNGxZPPPFEDBgwoNiYjTfeOHbYYYeYMGHCWocEAAAAACqunErI5557Ltq1axfHH3/8L45r1qxZzJw5M6dgAAAAAMCGIacScs6cObHNNtusdlwmk4kffvghl0MAAAAAABuInErIBg0axLRp01Y77v3334/NN988l0MAAAAAABuInErIzp07x6RJk2L8+PGrHPOvf/0rPvzww+jWrVvO4QAAAACAii+nEvLiiy+OqlWrRo8ePeLuu++Ob775Jrtu4cKFMXz48Ojfv3/UrFmzxIvWAAAAAAC/HjmVkK1bt44HHnggli5dGqeddlo0atQoMplM3HfffVG3bt048cQTY/HixXH//feX6tyRAAAAAMCGK6cSMiLiqKOOinfffTfOPvvs2H777aNGjRpRtWrV2HrrreO0006Lt956K4444oiyzAoAAAAAVEBVctlowYIFUbt27WjevHncfPPNvzj27bffjp133jmXwwAAAAAAG4CcZkL26NEjlixZstpxkydPjv322y+XQwAAAAAAG4icSsgxY8bEb37zm1ixYsUqx7zxxhux//77x3fffZdzOAAAAACg4suphDz77LPjqaeein79+pW4fuLEibH//vvHggUL4sEHH1ybfAAAAABABZfTOSFvueWWmDdvXjzwwAOx8cYbxy233JJd99prr8UBBxwQixcvjocffjiOPPLIMgsLAAAAAFQ8OZWQERH33ntvzJs3L2677baoX79+DBw4MMaPHx+HHHJIfP/99/Hoo4/G4YcfXoZRAQAAAICKKOcSsnLlyvHYY4/FAQccEFdddVV88803cf/998cPP/wQjz76aBx22GFlmRMAAAAAqKByOidkoerVq8dTTz0Vbdq0idtvvz2WLl0ajz/+uAISAAAAAMgq1UzI++677xfX9+nTJ9599904/PDDY+7cucXGn3DCCbknBAAAAAAqtFKVkP369YtMJvOLY1JK8eijj8ajjz5aZFkmk1FCAgAAAMCvWKlKyCuuuGK1JSQAAAAAQElKVUIOGjQozzEAAAAAgA3VWl2YBgAAAABgdUo1E/KXvPnmmzFx4sSYPXt27LjjjtGzZ8+IiFiyZEksWbIk6tSps9YhAQAAAICKK+eZkO+//37sueeeseuuu8YZZ5wRl112WYwYMSK7/p577omNN944nn322bLICQAAAABUUDmVkJ999ll06tQpXn/99TjssMNiyJAhkVIqMuaYY46JqlWrxuOPP14mQQEAAACAiimnEvLKK6+MuXPnxrBhw+KJJ56IAQMGFBuz8cYbxw477BATJkxY65AAAAAAQMWVUwn53HPPRbt27eL444//xXHNmjWLmTNn5hQMAAAAANgw5FRCzpkzJ7bZZpvVjstkMvHDDz/kcggAAAAAYAORUwnZoEGDmDZt2mrHvf/++7H55pvncggAAAAAYAORUwnZuXPnmDRpUowfP36VY/71r3/Fhx9+GN26dcs5HAAAAABQ8eVUQl588cVRtWrV6NGjR9x9993xzTffZNctXLgwhg8fHv3794+aNWuWeNEaAAAAAODXI6cSsnXr1vHAAw/E0qVL47TTTotGjRpFJpOJ++67L+rWrRsnnnhiLF68OO6///5SnTsSAAAAANhw5VRCRkQcddRR8e6778bZZ58d22+/fdSoUSOqVq0aW2+9dZx22mnx1ltvxRFHHFGWWQEAAACACqjK2mzcvHnzuPnmm8soCgAAAACwIcp5JiQAAAAAQGms1UzI2bNnx/Dhw2PixIkxe/bs2G+//eKCCy6IiIh33303Pvnkk9h///2jZs2aZRIWAAAAAKh4ci4hH3744TjttNNi0aJFkVKKTCYTm2++eXb9f//73+jVq1cMHTo0jj/++DIJCwAAAABUPDl9HHvs2LHRt2/fKCgoiJtuuikmTpwYKaUiYw499NCoW7duPPHEE2sV8Oqrr45MJhPnnHNOdllKKQYNGhRNmjSJGjVqRJcuXWLKlClrdRwAAAAAID9ymgl59dVXR9WqVeOFF16INm3alDimatWq0apVq7UqBydOnBh///vfY+eddy6yfMiQIXHjjTfG0KFDY9ttt40///nP0a1bt/jwww+jdu3aOR8PAAAAACh7Oc2EfPXVV2PPPfdcZQFZqGnTpvHll1/mFGzhwoVx3HHHxZ133hkbb7xxdnlKKW6++ea49NJL48gjj4zWrVvHsGHDYvHixfHggw/mdCwAAAAAIH9yKiG///772GSTTVY7bv78+ZHJZHI5RJx11llxyCGHxP77719k+bRp02LWrFnRvXv37LKCgoLo3LlzvPLKK6vc35IlS2L+/PlFbgAAAABA/uX0cexmzZrF22+//Ytjli1bFm+//Xa0aNFijff/8MMPxxtvvBETJ04stm7WrFkREdGwYcMiyxs2bBifffbZKvd59dVXx5VXXrnGWQAAAACAtZPTTMhDDz00Pv744/if//mfVY658cYbY9asWXHEEUes0b5nzJgRf/jDH2L48OFRvXr1VY77+QzLwit0r8rFF18c3333XfY2Y8aMNcoFAAAAAOQmp5mQF110UTz88MPx+9//Pl599dU47LDDIiLi66+/jn/9618xYsSIGDp0aGy55Zbx+9//fo32PWnSpPj6669j1113zS5bvnx5jBkzJm677bb48MMPI+KnGZGNGzfOjvn666+LzY5cWUFBQRQUFKxRFgAAAABg7eVUQjZo0CBeeOGFOProo+OBBx7IXhDmmWeeiWeeeSZSStGqVav4v//7v6hbt+4a7Xu//faLd955p8iy/v37R6tWreLCCy+MrbfeOho1ahQjR46Mdu3aRUTE0qVL4+WXX45rr702ly8HAAAAAMijnErIiIhWrVrFW2+9FU8++WS88MIL8emnn8by5ctjiy22iP333z969eoVlStXXuP91q5dO1q3bl1k2UYbbRSbbLJJdvk555wTgwcPjpYtW0bLli1j8ODBUbNmzTj22GNz/XIAAAAAgDwpVQl5wQUXxD777BMdO3aM+vXrZ5dXqlQpDj/88Dj88MPzlW+Veb7//vs488wzY968edG+fft4/vnno3bt2us0BwAAAACweqUqIa+//vq44YYbIpPJxPbbbx/77LNP9rbFFlvkO2OMHj26yP1MJhODBg2KQYMG5f3YAAAAAMDaKVUJOWDAgBg/fny88cYbMWXKlJgyZUrccccdERHRtGnT6NSpU7aUbNWqVV4DAwAAAAAVS6lKyOuuuy4iIpYsWRKvvfZajBs3LsaNGxcTJkyI6dOnx/Dhw+OBBx6IiIhNNtkk9t5772wpucsuu0SlSpXy9xUAAAAAAOu1NbowTUFBQXTq1Ck6deoUEREppXjnnXdi3LhxMXbs2Bg/fnx8/vnnMWLEiPjnP/8ZET9dVGb+/PllnxwAAAAAqBDWaopiJpOJnXfeOc4888x46KGHYvr06TFt2rS49NJLo27dupFSikWLFpVVVgAAAACgAlqjmZAlWbFiRbzxxhsxduzY7GzI2bNnR0opIiJatmy51iEBAAAAgIprjUvIxYsXx6uvvhpjx46NcePGxauvvhqLFy+OlFJUq1Ytdt111zjxxBOjY8eO0bFjx2jQoEE+cgMAAAAAFUSpSsh//vOf2ZmOb775ZixbtixSSrHJJptE165ds4Xj7rvvHtWqVct3ZgAAAACgAilVCXnEEUdEJpOJbbbZJvr27ZstHbfbbrt85wMAAAAAKrhSX5gmpRSzZs2KGTNmxIwZM+Lzzz930RkAAAAAYLVKNRNy3Lhx2dsrr7wSL7zwQmQymahcuXLsvPPOsffee0fHjh1j7733jsaNG+c7MwAAAABQgZSqhOzQoUN06NAhLrjggoiIeO+992LcuHHZq2H/9a9/jVtvvTUiIpo1axZ77713tpjccccd85ceAAAAAFjvrfHVsSMidthhh9hhhx3itNNOi4iIL7/8MsaMGRPjxo2L8ePHx0MPPRQPPPBARERsvPHGMXv27LJLDAAAAABUKDmVkD/XuHHj6N27dxx55JHx+uuvx9NPPx233357fPvttzFv3ryyOAQAAAAAUEGtVQm5YMGCGD9+fPaj2RMnTowlS5ZExE8XsomIaN68+VqHBAAAAAAqrjUqIb/88sts4Th27Nh49913Y8WKFRHxU+mYyWRixx13jH322Sd723zzzfMSHAAAAACoGEpVQvbv3z/Gjh0b06ZNi4j/N8uxatWqsfvuu2cLx7333jvq1auXt7AAAAAAQMVTqhJy2LBhERFRq1at2HPPPbOl45577hnVq1fPa0AAAAAAoGIrVQl5ww03xD777BPt2rWLypUr5zsTAAAAALABKVUJee655+Y7BwAAAACwgapU3gEAAAAAgA2bEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvMqphDzppJPinnvuWe24oUOHxkknnZTLIQAAAACADUROJeTQoUNj3Lhxqx03fvz4GDZsWC6HAAAAAAA2EHn9OPbSpUujcuXK+TwEAAAAALCey1sJmVKKN954IzbddNN8HQIAAAAAqACqlHZg165di9x/9tlniy0rtGzZsvj4449j1qxZcfzxx69dQgAAAACgQit1CTl69Ojs/2cymZg1a1bMmjVrleOrVq0ahx56aFx//fVrFRAAAAAAqNhKXUJOmzYtIn76mPXWW28dvXr1iuuuu67EsdWqVYsGDRpE1apVyyYlAAAAAFBhlbqEbNasWfb/Bw4cGO3atSuyDAAAAACgJKUuIVc2cODAss4BAAAAAGyg8nZ1bAAAAACAiFLOhKxcuXLOB8hkMrFs2bKctwcAAAAAKrZSlZBNmzaNTCaT7ywAAAAAwAaoVCXkp59+mucYAAAAAMCGyjkhAQAAAIC8UkICAAAAAHlVqo9j/9yYMWPWaHynTp1yOQwAAAAAsAHIqYTs0qXLGl2oZvny5bkcBgAAAADYAORUQp5wwgkllpArVqyIGTNmxBtvvBHz58+Pnj17xsYbb7zWIQEAAACAiiunEnLo0KG/uH7u3LlxyimnxHvvvRcTJkzI5RAAAAAAwAYiLxemqV+/fgwfPjy+++67uPjii/NxCAAAAACggsjb1bFr1qwZe+yxRzz55JP5OgQAAAAAUAHkrYSMiFi4cGHMmzcvn4cAAAAAANZzeSshn3rqqRgzZkxsu+22+ToEAAAAAFAB5HRhmpNOOmmV6xYuXBgfffRRvPPOO5FSigEDBuQcDgAAAACo+PJydeyIiC233DIGDRoUJ5xwQi6HAAAAAAA2EDmVkKNGjVrlumrVqkXjxo2jefPmuWYCAAAAADYgOZWQnTt3LuscAAAAAMAGKq9XxwYAAAAAKNVMyOnTp6/VQbbccsu12h4AAAAAqLhKVUI2b948MplMTgfIZDKxbNmynLYFAAAAACq+UpWQnTp1KlZCLlmyJF599dWIiKhfv352tuP06dNj7ty5ERGx5557RkFBQVnmBQAAAAAqmFKVkKNHjy5yf/78+bHvvvvGzjvvHNddd11069atyPqRI0fGhRdeGEuWLIlnn322zMICAAAAABVPThemueyyy+Kzzz6LUaNGFSsgIyK6desWL7zwQnz22WdxySWXrHVIAAAAAKDiyqmEfOKJJ6Jr166x8cYbr3JM/fr1o2vXrjFixIhcswEAAAAAG4CcSsg5c+bE4sWLVzvu+++/jzlz5uRyCAAAAABgA5FTCdmiRYt46aWX4oMPPljlmA8++CBeeOGFaNmyZc7hAAAAAICKL6cS8uyzz44ffvgh9tlnn7j22mvjk08+iR9//DF+/PHH+OSTT+Laa6+Nzp07x9KlS+N3v/tdWWcGAAAAACqQUl0d++dOO+20+Oijj+LGG2+MSy65JC655JLIZDIREZFSyv733HPPjdNOO63s0gIAAAAAFU5OMyEjIq6//voYP358HHfccdG8efOoWrVqVK1aNZo1axbHHXdcjB07Nm644YayzAoAAAAAVEA5zYQstNdee8Vee+1VVlkAAAAAgA1QzjMhV+e9996LSy65JJo3b56vQwAAAAAAFcBazYT8ua+++ioefPDBGD58eLz55puRUsqeKxIAAAAA+HVa6xJy8eLF8X//939x//33x4svvhgrVqyIlFJsttlm0atXr+jTp09Z5AQAAAAAKqicSsiUUowcOTKGDx8e//d//xeLFy/OXhU7k8nE888/H127do1KlfL2aW8AAAAAoIJYo5bwzTffjAEDBsTmm28eBx10UAwfPjyWLFkSBx98cDz00EOx2267RUTE/vvvr4AEAAAAACKilDMhr7322rj//vvj/fffz8543GOPPaJv375xzDHHRIMGDSIi4rbbbstfUgAAAACgQipVCXnxxRdHJpOJRo0axWmnnRbHHXdctGjRIt/ZAAAAAIANQKnPCZlSiq+++ipefvnl2HLLLWOzzTaLOnXq5DMbAAAAALABKNWJG1999dU488wzo379+jF69Og45ZRTolGjRtG7d+948sknY9myZfnOCQAAAABUUKUqIffYY4+47bbbYubMmTFixIg48sgjIyLiscceiyOOOCKaNGkSZ511Vnz99dd5DQsAAAAAVDxrdAnrKlWqRM+ePeOxxx6LWbNmxR133BEdO3aMOXPmxO233x5Tp06NiJ/OIfnWW2/lJTAAAAAAULGsUQm5sjp16sSpp54aY8aMiU8++SSuuuqq2HbbbSOlFEOGDIlddtkldthhh/jTn/5UlnkBAAAAgAom5xJyZc2aNYvLLrss3n///XjttdfizDPPjAYNGsQHH3wQgwYNKotDAAAAAAAVVJmUkCvbfffd49Zbb42ZM2fGP//5z+jVq1dZHwIAAAAAqECq5GvHlStXjh49ekSPHj3ydQgAAAAAoAIo85mQAAAAAAArU0ICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADyar0sIa+++urYfffdo3bt2rHZZpvF4YcfHh9++GGRMSmlGDRoUDRp0iRq1KgRXbp0iSlTppRTYgAAAABgVdbLEvLll1+Os846K1599dUYOXJkLFu2LLp37x6LFi3KjhkyZEjceOONcdttt8XEiROjUaNG0a1bt1iwYEE5JgcAAAAAfq5KeQcoybPPPlvk/r333hubbbZZTJo0KTp16hQppbj55pvj0ksvjSOPPDIiIoYNGxYNGzaMBx98ME4//fTyiA0AAAAAlGC9nAn5c999911ERNSvXz8iIqZNmxazZs2K7t27Z8cUFBRE586d45VXXilxH0uWLIn58+cXuQEAAAAA+bfel5AppTjvvPNi7733jtatW0dExKxZsyIiomHDhkXGNmzYMLvu566++uqoW7du9ta0adP8BgcAAAAAIqIClJC/+93v4u23346HHnqo2LpMJlPkfkqp2LJCF198cXz33XfZ24wZM/KSFwAAAAAoar08J2Shs88+O5588skYM2ZMbLHFFtnljRo1ioifZkQ2btw4u/zrr78uNjuyUEFBQRQUFOQ3MAAAAABQzHo5EzKlFL/73e/iiSeeiJdeeim22mqrIuu32mqraNSoUYwcOTK7bOnSpfHyyy9Hhw4d1nVcAAAAAOAXrJczIc8666x48MEH45///GfUrl07e57HunXrRo0aNSKTycQ555wTgwcPjpYtW0bLli1j8ODBUbNmzTj22GPLOT0AAAAAsLL1soS8/fbbIyKiS5cuRZbfe++90a9fv4iIuOCCC+L777+PM888M+bNmxft27eP559/PmrXrr2O0wIAAAAAv2S9LCFTSqsdk8lkYtCgQTFo0KD8BwIAAAAAcrZenhMSAAAAANhwKCEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHmlhAQAAAAA8koJCQAAAADklRISAAAAAMgrJSQAAAAAkFdKSAAAAAAgr5SQAAAAAEBeKSEBAAAAgLxSQgIAAAAAeaWEBAAAAADySgkJAAAAAOSVEhIAAAAAyCslJAAAAACQV0pIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAgAAAAB5pYQEAAAAAPJKCQkAAAAA5JUSEgAAAADIKyUkAAAAAJBXSkgAAAAAIK+UkAAAAABAXikhAQAAAIC8UkICAAAAAHlVoUvIv/3tb7HVVltF9erVY9ddd42xY8eWdyQAAAAA4GcqbAn5yCOPxDnnnBOXXnppTJ48OfbZZ5846KCDYvr06eUdDQAAAABYSYUtIW+88cY4+eST45RTTontt98+br755mjatGncfvvt5R0NAAAAAFhJlfIOkIulS5fGpEmT4qKLLiqyvHv37vHKK6+UuM2SJUtiyZIl2fvfffddRETMnz8/u+zHFcvzkHbNrJynJOtDxoiKkVPGslMRcspYdipCThnLTkXIKWPZqQg5ZSw7FSGnjGWnIuSUsexUhJwylp2KkFPGslMRcq6csfD/U0qr3S6TSjNqPTNz5szYfPPNY/z48dGhQ4fs8sGDB8ewYcPiww8/LLbNoEGD4sorr1yXMQEAAABggzdjxozYYostfnFMhZwJWSiTyRS5n1IqtqzQxRdfHOedd172/ooVK2Lu3LmxySabrHKbNTV//vxo2rRpzJgxI+rUqVMm+yxrMpadipBTxrJTEXLKWHYqQk4Zy05FyClj2akIOWUsOxUhp4xlpyLklLHsVIScMpadipDz15oxpRQLFiyIJk2arHZshSwhGzRoEJUrV45Zs2YVWf71119Hw4YNS9ymoKAgCgoKiiyrV69eXvLVqVNnvX3BFZKx7FSEnDKWnYqQU8ayUxFyylh2KkJOGctORcgpY9mpCDllLDsVIaeMZaci5JSx7FSEnL/GjHXr1i3VuAp5YZpq1arFrrvuGiNHjiyyfOTIkUU+ng0AAAAAlL8KORMyIuK8886L448/PnbbbbfYa6+94u9//3tMnz49zjjjjPKOBgAAAACspMKWkL179445c+bEVVddFV9++WW0bt06nn766WjWrFm5ZSooKIiBAwcW+9j3+kTGslMRcspYdipCThnLTkXIKWPZqQg5ZSw7FSGnjGWnIuSUsexUhJwylp2KkFPGslMRcsq4ehXy6tgAAAAAQMVRIc8JCQAAAABUHEpIAAAAACCvlJAAAAAAQF4pIQEAAACAvFJCAqzkrbfeKu8IAMAaevrpp0s17o9//GOekwAAq+Lq2JSrrl27Rr9+/eKEE05Y5ZiHHnoo7rzzznjppZfWYTJ+rSpVqhS77757nHLKKdGnT5+oVatWeUdiHZg8eXI89NBD8cEHH8TixYvjhRdeiIiIzz77LF577bXYf//9o379+uWckrL0yiuvxJtvvhnfffdd1KlTJ9q2bRsdO3Ys71hFLF26NF544YX44IMPYtGiRXH55ZdHRMQPP/wQ8+fPjwYNGkSlSuX/78kzZsyImTNnxpIlS0pc36lTp3WciF+jWrVqxQsvvBB77rnnKsf88Y9/jJtuuimWL1++DpMBkIsJEybECy+8sMrfMTKZTNx9993lkIy1oYSkXFWqVCkGDRoUV1xxxSrHXHvttXHJJZeU+y+Mn3/+eYwaNeoX3wQL/0Ck4vrNb34TTz75ZPz4449Rs2bN6N27d5x66qnRvn378o5WzIIFC+K2225b7Q/njz/+uBzSVRwXXHBB3HDDDVH44zCTyWTfbz799NNo0aJF3HDDDfGHP/yhPGPG0qVLY8SIETFx4sT49ttvS3xP9MvY6r322mtx4oknxn//+9+IiEgpRSaTiYiIli1bxr333ht77bVXeUaMiIgnn3wyTjvttPjmm2+yGQuf89dffz322muvuP/+++PYY48tt4xPPfVUnH/++dnHclXK++d3RfPee+9li+fjjz++vONUGNtvv3188803MXbs2Nh+++2Lrb/wwgvjuuuui549e8aIESPWfUDK3PTp06NevXpRp06dVY5ZsGBBzJs3L7bccst1mOz/Oemkk1Y7plKlSlGnTp3Ybrvt4tBDD43NN998HSSrmL755pu49957V/u70IsvvlgO6Sgry5Ytiz59+sQTTzyR/R1o5dqq8P7KvxtRcSghy8Drr7++2jfC9aGc+uKLL+Ktt94qMuujvH/IlaaEvOKKK2LIkCHxww8/rMNkRZ1//vlxyy23FHl+V/7D1Ztgbn744YeYOHHiL86g+aVZsvkyZ86cuO++++Luu++O9957LzKZTOy4445xyimnxPHHHx8bb7zxOs/0c99880106NAhPv7446hTp07Mnz8/6tatG0uXLo3vv/8+IiKaNGkSVatWjWnTpq3TbFdddVVO25XHe+W9994bJ598cvTo0SP+8pe/xEMPPRTXXHNNke/lDh06RI0aNcr1F9rPPvssunXrFh9//HH80o/t8n4fWt+L8ffffz/22GOPWLRoURxwwAHRpUuXaNSoUXz11VcxevToePbZZ6NWrVrx6quvxg477FAuGSMixo8fH/vuu280btw4zj///Hj11VfjoYceKvLcbrfddtG6det4/PHHyyXj6NGjY//9949GjRrFUUcdFbfeemt07tw5WrVqFePGjYspU6bEoYceGrvuumsMHDiwXDJWNBMnToxTTz013nnnneyywud8zJgxceCBB8bDDz8cPXv2LK+IWYsWLVrl770RUS6Fz4wZM6JDhw6RyWTilVdeiS222CK77qKLLoohQ4ZEjx494vHHH48qVaqs83wrW758eTz66KOrfa9cX4uUCRMmxL/+9a+oUaNGnHTSSdGkSZNyyVG5cuUYNGjQL/7uUN6TGSpVqlTk74Wf+3m5UqVKlbjiiivisssuW2cZf+7BBx+MoUOHFvm0QLt27aJfv37l+g9fb7/9dnTt2jXmzZu3Xv8uFOEfjtfWtddeGxdffHGcdNJJceaZZ8Zuu+0W55xzTvTu3TvGjBkT11xzTey///5x7bXXRvPmzcs7bkSYtblGEjmbM2dO2meffVKlSpVSJpNZ5a1SpUrlmvPjjz9O3bp1S5UqVSp269atW/rvf/+7TvN89tln2Vsmk0nnnntukWWFt08++SSNGTMmtWrVKm233XbrNOPK/v73v6dMJpO6d++ennjiiZTJZFL//v3Tww8/nM4888xUrVq1dPTRR6fRo0eXW8aVTZ8+PZ122mlp6623TtWrVy/xea9cuXJ5x0y33XZb2njjjUvMV/g9Vd7fOymlNGHChHTyySen2rVrp0wmk6pXr56OPfbYNGrUqHLNdeaZZ6ZMJpPuv//+tGLFipTJZNKVV16ZUkrp9ddfT+3bt08dO3ZMixYtWufZVvU+uPJz+/Pl5fV877bbbmmHHXZIP/74Y0oppUGDBhXL0b9//9S0adN1nm1lRxxxRMpkMumEE05Io0ePTlOnTk2ffvppibfy8vXXX6cWLVqkTCaT6tatmzKZTKpXr16qWbNm9vnefPPNU/PmzcstY+/evVO1atXS888/X+L6kSNHpmrVqqXevXuv42RFHXjggWnTTTdNX3/9dUqp5Ndlnz590jbbbFMe8VJKKR1wwAGpbt26adasWSmlVOQ9aMWKFWnw4MGpZs2aafLkyeWWcWXLli1LDz74YDrppJPSgQcemPbdd99it65du5ZbvnfffTfVqlUr1alTJw0YMCAdcsghRZ7zFStWpKZNm6a+ffuWW8aUUrrrrrvS9ttvv8qf3eX9O8aUKVNS/fr10/bbb5/mzp2bUkrpwgsvTJlMJvXo0SP7Xl+eFi5cmDp06FDkZ9/Pfy6uL78DDRgwIBUUFKQ5c+Zklz322GOpcuXK2bwNGzZMn3/+ebnkW/l9Z1Wuvvrqcn0sP/nkk9SzZ8/UuHHjdM0116QxY8akDz/8MI0ZMyZdffXVqXHjxumwww5Lr7/+errzzjtTs2bNUqVKldLDDz+8zrMuX7489erVK/sarFmzZmrevHn253ilSpXSkUcemZYvX77Os6WU0v77758ymUy6/PLL06effpqWLVtWLjlW59NPP00tW7Zc7zuClFKaP39+Gjx4cOratWtq1apV2mqrrYrdtt5663Wea6eddko77bRT9v7Pv9fffffdVLNmzfS///u/6zzbz/34449Fvm/W5/f09aUnUEKuhRNPPDFlMpm07777pqFDh6YXXnghjR49usRbeZkxY0Zq1KhRymQyaYcddkhnnHFGGjRoUPrtb3+bWrdunTKZTGrUqFGaPn36Osv080JidbdMJpOuv/76dZbv53bbbbe01VZbZX/g/vxNcPTo0alq1arpscceK6+IWR9//HFq0KBBqly5ctp5551TJpNJzZs3T61atUpVq1ZNmUwmtW3bNnXp0qVccz7++OMpk8mknXfeOd14440pk8mkI444Il1zzTXp4IMPTplMJvXq1SsNHTq0XHOubOHChenuu+9Om2++efa12aJFi3T99denBQsWrPM8zZs3T/vvv3/2/s9fl3Pnzk2bb755Ov/889d5tpLeA3v06JEKCgrSKaeckoYNG5aeffbZNGzYsHTyySengoKC1LNnz3J5r6xZs2b6wx/+kL1fUtlz0UUXpYKCgnWcrKi6desWeb7XR+tzMV5os802S8cee+wvjunTp0/abLPN1lGiktWrVy+dcsop2fslvS4vuOCCtNFGG63raFn169dPJ554YvZ+JpNJAwcOLDKmY8eOqUePHus2WAkqQulz1FFHpVq1amX/Ybik5/w3v/lNuf6j7N/+9reUyWRS1apVU5cuXVLfvn1Tv379SryVp1deeSVttNFGac8990x//OMfUyaTSQcffHBasmRJueYqdNFFF6VMJpP+9Kc/pTlz5mTfK2fNmpUeffTRtM0226Sjjz56vShMd9lll3TggQcWWdaqVatUv379dP/996frrrsuValSJZ177rnlkq80JeRZZ52V6tatu24CleDqq69OjRo1Sl999VWJ67/88svUsGHDdO2116aUUvr8889TnTp1UqdOndZlzJRSSjfffHPKZDKpS5cu6dVXXy2y7rXXXkv77rtvqlSpUrr55pvXebaUUtpoo43SEUccUS7HXhMV4R+OU1q///G4Ro0a6eyzz87er1SpUrrsssuKjOndu3dq06bNOk5W3DXXXJMymUw6+eST06RJk7KTrF599dU0ZMiQVL9+/fSb3/wmTZs2rVxzrk89gRJyLWyyySapffv2acWKFeUdZZVOPvnklMlk0p133lni+rvuuitVqlSpyB87+XbiiSemfv36ZUvctm3blvgL7Mknn5zOP//89Mwzz6yzbCWpVatW+u1vf5u9X/gvcCs7/PDDU/v27dd1tGJOOOGEVLVq1WyZs/IvZ1988UXq2bNnatmyZfrmm2/KM2baZ599UsOGDbNlxM9/iXzggQdSlSpVyn22YaF58+alW2+9NbVp0yb7Q7lDhw5pk002SZlMJjVu3Di9/vrr6zRTQUFBkYKxSpUq6aKLLioy5pRTTinXWWeF7rzzzlS7du307rvvlrj+7bffTrVq1Up33XXXOk6WUp06dYp8f5f0h/8JJ5yQNtlkk3UdrYjatWuXS6G8JtbnYrxQQUFBuuSSS35xzCWXXFLupXONGjXSgAEDsvdLel2efvrpqXbt2us6Wlb16tWLPJbVq1cvVkQMGDAg1a9ff11HK6YilD4NGjQoUuqW9Jz/8Y9/THXq1FnHyf6fbbfd9v9j77yjosi2Lr6ryUFAsogiGDCCiCCYCGZFRMUciIYxKxgwIGLOzhjfqARzwjHnAIiiIoo554SiqCiCgJzvDz7q0dIEnaFu9Tx+a9Uaq+qyek93hXvPPfdsMjAwoLt37zLTUFoOHjxISkpKJJFIqGPHjpSVlcVaEk+tWrXI0dGR3//xWfn8+XPS1dWlOXPmsJAnhb6+vlQg4N69e8RxHIWEhPDH3N3dBQ2Oz5gxg9/yk0EKHsvfgoODydfXl9TV1cnFxUUwfT9So0YNqe9QFiNGjKAaNWrw+3379mUSOG3YsCHVrl27yGdhdnY21alTh1ngp2LFihQYGMjks38GeZg4JhL35LG2tjZNnDiR39fS0qLBgwdLtZkwYQKpq6sLLa0Q8pK1KaY4AduCKHJOZmYmWrZsydf5ECNHjx6Fu7s7/P39ZZ738/PD/v37cfjwYcE0RURE8P+OiYmBj48PRo0aJdjn/wo6Ojr8vzU0NPD+/Xup85aWlrybLktOnDiBjh07wsnJiT9G/18zxcTEBDt27ECDBg0wZcoU/Oc//2ElE9euXUPPnj2hrq7OHytYK6Vv377YsGEDQkND4ezszEBhHtHR0Vi3bh12796NzMxM6OvrIyAgAIMHD0bNmjXx7ds3rF+/HhMnTsSoUaMQHx8vmDZtbW1kZ2fz+xUrVsSLFy+k2mhpaeHNmzeCaSqK33//Hb1790a9evVknm/QoAF69+6NZcuWwc/PT1BtDRo0wOnTp5GbmyvTZTjfKdvW1lZQXT/i6OiI27dvM9VQEq9fv0aPHj34fQUFBb4+KZB3jXbo0AE7d+7EggULWEiEiYkJzp8/X2ybCxcuMKtvlo+FhQUuXbpUbJv4+HjUrl1bIEWFMTY2RkpKCr9fuXJl3Lx5U6rN+/fvmdflAoDdu3fDwcGhUI01IyMj9OjRA46OjrC2tsbChQsRFBTEROPnz59haGhYbJvMzEym3+fTp0/h7++PWrVqMdNQkA0bNhR7vm3btjh//jy6dOmCrVu3Sp1jUW86n2fPnqFTp078vkQikaofZmpqik6dOiEyMpLZ9ZjPly9foKmpye/HxcWB4zh06NCBP1a3bl1Ba1eGhITw/+Y4DtHR0YiOji6yvYmJCebPn1/2worgxYsXUFFRKbaNqqqqVB+uatWqTGrh3717FyNGjCiyZqqioiLc3NywYsUKgZXl4erqWuK7UQzk5ubCxsaGtYwSOXToEFq1aoX+/fsXOmdnZ4fDhw+jQYMGCAkJEbzfVqVKFTx//pzfr127NmJjY6U8Gc6fPw9dXV1BdcniwYMHUrEWjuOkxmj16tVD586dsXr1agwZMoSFRADiihOUByH/BjY2Nnjy5AlrGcXy9u3bIgf++dSrV0/QIGRBhDbM+BUqV64s1TGoXr06Lly4INXmxo0b0NDQEFpaId69eyc1KFVUVMTXr1/5fRUVFbRp04a5K2R2djYMDAz4fTU1NXz8+FGqjZWVFf7880+BlQFv3rxBeHg4wsLCeBMQJycnDBkyBN27d4eSkhLfVkVFBcOGDcPDhw+xatUqQXVaWFhIPX9sbGxw/PhxpKamQldXFxkZGdi/fz8zN8iCPHjwAG5ubsW20dPTY2JW4uvrC39/f/z2229Yvny51Lm0tDT4+/sjOTkZv//+u+DaCjJv3jy0aNECu3btgqenJ1MtRSEPgfEuXbrgjz/+wLRp0zBlyhSoqqry5zIzMzF37lycPn2a+cRY9+7dMWvWLGzYsEFmsGTRokW4ceMGs2AuAFhbW+PGjRv8vouLCyIjI7Ft2zZ07twZcXFx2L59Oxo3bsxMYz7yEPSpUqWK1Pcpi8TERFSvXl0gRYUxMTERRVA5H29vb5mJAPSDk+pvv/0mdYzjOKZBSA0NDalJL21tbbx+/VqqjbGxMZ49eya0tEJUqlQJd+/e5ffzzbsKTsylpaWVGGT7Jzl9+jSAvN/Z1dUV3t7e8PLyKtROQUEBurq6qF27tsxJRqGoXLky9u7di1mzZsn8nr59+4a9e/dKmYW+ffuWiQmisrIy0tPTi22Tnp4OZWVlgRRJs3DhQjRp0gSLFi1CYGAgEw2lQR4mjgFxTx47OTlh7969/DO7V69eCAwMhJubGzp27Ii4uDjExcWVyn2+rFFWVpZKrNHU1MTbt2+l2piZmWH//v1CS5NCTHGC8iDk3yAkJASdOnXC+fPn4eDgwFqOTAwMDAplJvzIrVu3pAJC5UjTrFkznDlzht/v0qULZs2ahaFDh/IDrcOHD6N79+4MVeahr68v1XnQ19cvFChXVFQsFPATGhMTE6kOt5mZGa5cuSLV5unTp0zcK6tUqYLv379DV1cXY8eOxeDBg0vM+jAwMCjS3busaNu2LZYuXYqvX79CXV0dQ4YMgaenJ6ytreHg4IDLly/jyZMnmD17tqC6ZGFgYIDDhw9jzpw5MgeMubm5OHz4MPT19QXX5uvri5MnT2Lt2rXYunUrn/Vsb2+P27dvIz09Hd7e3swDf/v374eLiwt69eoFJycn2NjYQFtbu1A7Fg7j+chDYHzatGk4cOAA5syZg//85z+wt7eHkZER3rx5g4SEBKSkpMDCwoLZd5jP+PHjERUVBR8fH2zatInPiJkwYQLi4+Nx7tw5NGzYECNGjGCm0d3dHSNGjMDTp09hZmaGyZMnIyoqCv369ePbKCoqYtasWcw05iMPQR83NzcsX74cp06dgqura6HzO3bswPnz55lemz4+Pli/fj3S09NFMfEaHh7OWsIvYWZmJnWt1a9fH6dOncK3b9+goqICIsLJkydRqVIlhirzcHJywtatW7Fy5Uqoqqpiz549cHd3h4KCAt/mwYMHUk7kQmjKZ/r06XBxcUHLli0F+/yfxc/PD1OmTIGTkxOmTZsGR0dH6OrqIjU1FefOncPMmTPx8OFDzJw5k/+bM2fOwNraWnCtNjY22LFjB6ZMmSJzRcDr16+xY8cONGrUSHBtADBz5kzUq1cPEydOxJo1a2BtbV1kX4ilC7E8TBwD4p489vX1xffv3/HixQtUqVIFI0eORHR0NA4cOMAnT9nb22PevHmCa/sRecnaFFWcoMwXfP+LiIyMLLR1796dlJWVycfHh/744w+ZbSIjI5lp9vX1JYlEUmSttfXr15OCggL5+fkJrOy/HD9+nDp06ED6+vqkqKgoOqfF06dPU/v27fniwZ8/f6ZGjRpJFbM3NzdnXlyYiMjJyYk6dOjA73fp0oW0tbXp4cOHRJRXgNjExESqbgUL+vTpI1VPZuzYsSSRSGju3Ll048YNWrNmDSkqKhYqhi4ELVu2pC1btoimgH1RvHr1irZt2yZVt2PRokWko6PDOxoGBgaKwjkw35m0U6dOlJSUJHXuypUr1LFjR5JIJIVqWgrJn3/+SVZWVlKGFXXr1mVevyWf4twVxeK0GBwcTBUqVOBrB+UbUJmampKnpydZWFjw9zlL3r9/z9cJK/jdqampka+vL/OaufmkpqZS3759SVFRsdBv3Lt3b975V0w8ePCAhg0bRu3bt6chQ4aIxhm7UaNG1KNHD36/ZcuWZGZmRpmZmUSU5zzdqFEjJg6g+bx9+5ZMTU1JWVmZBg0aRG5ubiSRSGjlypXUv39/UlBQIHNzc/r48SMzjTk5OdSjRw9ydHSkmJgYSktLY6ZFnhk/fjzp6+vzdffWr19PHMeRjY0NBQYG8iZKYqgDfP/+fdLR0eHfjRoaGnT9+nX+/Nu3b0lZWVmqtnI50uTk5NCAAQOkjDkLjnc4jqP+/fvzBpjJyck0ZswYOnLkiOBa9+/fz9c6X7RoESUkJNCzZ88oISGBFi5cSJUqVSKJREL79+8XXBuRfPSFiPLqluY/w11cXGjcuHEy65aGhoYy1eng4EAeHh78ftu2bcnIyIjev39PRERfv36lmjVrMjVE+5GEhATatm0bxcfHM3Np/5Hhw4eTqakp7xOyePFi3hBtxYoV1Lt3b8E9OGQhpjgBR/T/axXKKRGJRFIoi+fHr0/WeY7jmC1fef78ORo3box3796hbt26cHJy4rM+YmNjcfPmTejr6+PSpUuoUqWK4PqioqLQq1cv5ObmwszMDKampkVmv+UvvxAD2dnZ2Lt3Lx4+fAgzMzN07txZFFkB8+fPR0hICF6/fg0dHR1ER0ejVatWUFNTQ506dfDgwQOkpaVhzZo1GDRoEDOdf/31FyZPnozDhw+jWrVqSElJQePGjfnZNyKCtrY2YmNj0aBBA2Y65ZHv37/j3bt3MDQ0FE292szMTHTu3BknT54Ex3FQV1eHoaEh3r59i69fv4KI0Lp1a+zbt09qeSwLMjIy8OHDB2hpaUnVwWJNTExMqdsWzBIRktevXyM2NhatWrXis1oXL16MWbNm4dOnT1BTU8OwYcMwb948qSwaVmRnZ+POnTtIS0uDlpYWateuLVVuQSy8f/8eCQkJSE1NhZaWFuzs7GBkZMRallwxYcIEhIeH4/Xr11BUVERYWBj8/f3RsGFDtGrVCufOncP58+cREBDAdIn7o0ePMGDAAJn1hZs0aYKtW7eiWrVqwgv7f/LvWyqQ3SELjuOQk5MjlCweV1dXNG/eHKGhoYJ/9s9w//597N69GwMHDuSzHUeOHIlVq1bx44ru3bsjMjJSaokfK16/fo2oqCgAeRm7Ba/BS5cuYfPmzejTpw/s7e0F1xYbG1vqtqyzJU+ePIlNmzbh2rVr/HvH2toa/fr1Q6tWrZhqK8jvv/+O8ePHFxq7EhEUFRUxf/58jB07lom2p0+flrqtmZlZGSopntIu/2cZIwDyMomXLl2K5ORkqKurY/fu3fD09ETlypULraqaNGkSM51i5/Lly1i7di0mT56MKlWqIDs7G927d8eBAwf4Nvb29jh48CD09PSY6RRTnKA8CPkTREZG/vLfyqpVIhQPHjzAkCFDZAbxXFxcsHr1amZFxq2trfHo0SPs3btX5vKjcn6OtLQ03L59G3Xr1kWFChUAADt37kRISAgePXoEMzMzjBw5EsOHD2estDAfPnzAunXreJ0DBgyQqo8jNFlZWThx4gTu3LmD9PR0fglcZmYm0tLSoK+vz7TGkLxBRIiMjMSGDRtw7do1fPr0Cdra2rC2tsaAAQPg5eXFJGiqoKCA3r17Y/PmzYJ/9v8KYgyMl/O/hbwFfZKSknD+/Hk+8NykSRPY2dmxlgVnZ+dS38MsJo41NDQwevRozJkzR/DP/idISUnh+0DGxsas5cgFshJEikJM9UzFzuPHj7Fp0yYkJSXxAVMbGxv07dsXFhYWrOWJHnmYOAbEPXmsoKCAkJCQYkuQzJ8/H1OmTGEy6VUaLl26xCcs2dvbMx83iilOUB6E/B/ixYsXuHLlCv8yadiwIZPsx4KoqqpiwIABWLt2LVMd5ZRTkH379mHw4MFISUkplM188eJFODo6YuPGjejbty9jpeX8XSpWrIghQ4aIoqZMOWXPrVu3cOLECfTp00dmLeS3b99i27ZtaNOmDerUqcNAoTTyMBly8eJFJCQk4OPHjzIH+SzrlJZEedDn30Xjxo1Rq1YtbNmyhbWUYklISChVUHn58uUYOXKkAIqKxsLCAmPGjCnWrGvNmjVYsGABHj16JKCyPEJCQmQGIT99+oTLly8jNjYWnTp1QuPGjTF9+nTB9ZVTjjwihsljiUSCkJAQBAcHF9lm/vz5mDx5cvkEgxxSbkzzP4SpqamghaNLg76+viiyDkoiJSUF4eHhJQ60Tp48yUBdOf8kZ8+ehaenJypVqoTff/8d58+fx9atW/nz9vb2qFGjBqKiogQNQlpYWIDjOJw4cQLm5ualnonmOI6J67S8YG9vj6tXr7KWUWrOnTuHiIgIJCUl4dOnT3x2wsCBA9G8eXPW8kTPvHnzcPLkySINXfT09LBw4UJcuXKFuemFrMmQ/GDetWvXmE+GpKamwsPDA2fPni1UmqYgYg5CGhgYlBvz/YvIz+C4desW6taty1pOkXTq1Alnz55FzZo1i2yzfPlyjBkzhnkQ8smTJyWaFHz69Omnlsn+k4SEhBR7fteuXfD29saMGTOEEVQMycnJSExMLHIcAYCpa7sYyV9ub29vD1VVVblafi/PKCgoyEXZl5SUFKipqbGW8a/I2hSa8iDkP0T+jEFRDrks3UDFTM+ePXH06FHk5OQwcUIuDdeuXYOrqys+fPhQ4kCrHNn8an0mFoPXWbNmQUdHB5cuXYKBgQHev39fqI2trS0uXrwoqK7c3Fypa+zH/aIQU7J7Tk4O7t69W2wHXOhO44wZM+Dk5ITIyEimZTNKQ2BgIJYuXcr/phKJBLm5uUhMTMT69esxevRoLFmyRDA98hgYP3PmDFq1alVk9qCCggJatWr1UwOdskCskyEFGTduHOLi4uDs7AwvL69iazqXUzrkacLz5cuXuHr1Kj8Z0rBhQ6YlVADA3Nwczs7OcHBwwJAhQ/j6qbLelSwDFIqKimjbti3OnTsn0wF75cqVGD16NJo0acJA3c/z6dMnqKiosJYhE09PT0RGRiIoKAhHjx5loiEzMxODBg3C1q1bi+yT5U80iSUIKZYM9/wSELdv30atWrV+qiSEWLLjnj9/jlevXhUZIxBLsDQ9Pb3Y/rkQsYwNGzZI7SclJRU6BoB3zQ4PD0f9+vXLXFdJEFGpxltiGZOJYTxW3lv8myQmJmLy5MmIjY1FVlaWzDZCFuj+1bqKrDq1s2bNwsWLF9GrVy8sXbpUlMHagIAApKamYurUqfDz84OpqakoTBWAvCCERCLBrVu3UKtWrVLXxhG6aLysmeqCOgs+lPOP/5j5IxTnz5+Hp6dnsdkxVapUwb59+wRUlZeNUNy+mCEiBAcHY/ny5fj8+XOxbYXuNB47dgzOzs7w9fXF8uXLYW9vL3PQyjqba8OGDViyZAlq166N6dOnw9nZGUZGRnj79i2io6MxY8YM/P7772jYsKFggxh5DIwnJyeXWIakcuXKeP36tUCKZCPWyZCCHDhwAPb29rzhlJhwdXUFx3GIjIyEqalpqftGLAN88jLh+ejRIwwdOlTm99SqVSusWrUKNWrUYKDsvwELIsLixYuL/a5YBiiOHDkCJycntGvXDrGxsdDR0eHPrV69GiNHjoS9vT2OHTvGRN+PkzBPnjyROTGTHwjYuHEjs9rypaFOnTpYs2YNs8+fOHEiNm/ejFq1aqFPnz6inrARW4Z7cHAwOI7j6xXm78sD+/fvx/jx43H//v1i27EOlq5fvx6LFy/G3bt3i2wj1LjR29ub/305jsPevXuxd+/eQu3yr001NbUSs6HFghiyNsU0HhPnE1BOSEpKQosWLfgZzf3798Pa2hrGxsa4fPkyUlJS4OzsLKg7V3R0tMzj+Z2yoo6zeqDXr18f2dnZiI+Px549e6CjowNtbe1C7VhmzsTHx8PDw0OUbostW7bk3YYL7osNWQXqFy9ejGPHjmHAgAFo0aKFlGv7pk2b0K5dO4wbN05wrd++fZN5DRbk06dPzOuwyRMzZ87E7NmzoaOjg4EDB4qqA16w83L58mVcvnxZZjvWQcjVq1ejSpUquHDhAl9MGgAMDQ3Rs2dPtG/fHg0aNMCqVasEC0LKY2BcQ0MDb9++LbbN27dvmbu0i3UypCCZmZmifedER0eD4zh8/fqV3y8NLP9fxDzhmc+LFy/QrFkzvHnzBnXq1EHLli1hbGyMN2/e4MyZMzhx4gRatGiBixcvMqk5Li8BCisrK+zbtw/t2rVD586dcfz4caiqqmL16tUYPnw47OzscOzYMalnvZAUzDbLD+YXZc6ZP4YQsxnQlStXmPbZdu7cibp16yIxMVG0GaP5iC3D/ccAk7wEnKKjo9G1a1cYGxtjxIgRWL58OZycnFC7dm3ExcXh5s2bcHNzg62tLVOd+c8cRUVFtGzZkvnvnV8Gh4jg6+sLDw8PdOnSpVA7BQUF6OrqwtHRERUrVhRaJgD5zNoU03hMHKNAOWXmzJkAgAsXLqBOnTqQSCTo2rUrgoODkZGRgYCAAOzatQthYWGCacrNzZXa//btG3r06IH79+9j6tSphYI9s2fPRs2aNbFz507BNP6oV1FRUSoDUlawlGXmjLKyMqpXr87s84vjx4FVaQdaQvOj89u6desQHR2NxMRE1KtXT+rcwIEDMXr0aDRt2hTu7u6Cu8ZZWFjg0qVLxbaJj49H7dq1BVIk/4SFhcHMzAyXLl2Cnp4eazlSsHBw/RVu3LiBQYMGFTko1dLSQrdu3bBu3TqBlckXtra22LNnDxYuXCiVfZTPhw8f8Ndff6FRo0bCiyuAPEyG2NjYiDbw/GNf6Md9MSLmCc98QkJC8ObNG/z555/w9/cvdH79+vUYPHgwQkNDmRgOykuAAgBatGiBrVu3wtPTEz179kS7du0watQo2Nra4tixY9DS0mKmLT+YS0QIDQ2Fk5MTnJ2dC7XLDwS4uLgwM/J69uyZzOM5OTl4+fIlIiIicOrUKZmBDKH4+PEj+vbtK/oAJCDuDHd5Yt68edDU1ERiYiKMjIywfPlyuLi4IDg4GESEefPmYdasWcyf98uWLYO+vj7i4uJEkc1csCxSTEwMunbtCnd3d4aKikYeszbFNB4rD0L+DeLi4uDu7i714i14oa1YsQLnzp3D5MmTmTn1TZ8+HdevX8f169ehqanJH69atSr69+8Pd3d3WFlZYfr06UzcYcU6gCmIq6triUGpcn6O33//Hb179y4UgMynQYMG6N27N5YtWwY/Pz9BtXXv3h2zZs3Chg0bZGaULVq0CDdu3MCCBQsE1SWLrKws7Nmzp8S6PevXr2eg7r+8efMGQ4cOZf7Ck4XQQe6/Q0mTMeUDhpIZPnw4PDw84OLigt9//12q5k1MTAxGjx6NDx8+FGlcIxTyMBkSEhKCTp064fz583BwcGCm49+CmCc88zl69Cjc3d1lBiABwM/PD/v378fhw4cFViafdOnSBWvWrMGgQYNw8OBB2NjY4MSJEyVOQJQ1BQfKMTEx8PHxEU2twh+pVq1ase8+IoK5uTmWLl0qoCpp6tSpgzdv3jD7/J9BzBnuAPDlyxekpqbCxMREKoNr+/bt2LdvH9TU1DBixAg0bNiQnUgACQkJ8PDwkDJ3yZ8M4zgOQUFBOHjwIIKDg5muaHj69Cn8/f1FEYD8EdbmgCUhT1mb+YhpPFYehPwbfPr0SaoQv5KSEr58+cLvSyQSODs7SxWTF5otW7agZ8+eUgHIgmhpaaF79+7YunUrkyCkPLBw4UI0adIEixYtQmBgIGs5/woePHgANze3Ytvo6ekxWYI/fvx4REVFwcfHB5s2bUJmZiYAYMKECYiPj8e5c+fQsGFD5kGKp0+fok2bNnj48GGJdXtYByHNzc2RlpbGVIO8U79+fURFRWHmzJkyn+efP39GVFRUkYF9oRB7YNzd3R2BgYFYtGgRXFxcoKKiAmNjYyQnJ+Pbt28gIowfPx4eHh5M9OUjD5MhL1++hJubG5ycnNCvXz/Y2NgUGTwRawBDTMjDhOfbt29LfMbUq1ePeRAyPT0de/fuRVJSkpRxjoeHBzQ0NATXU5zRVc2aNeHu7o64uDhMmzYNV69elTrP2rRixowZqFatWrFtXrx4gUePHjHROnDgQJkBM4lEgooVK6Jx48bw8PBgWmJj4sSJ8Pf3x4MHD5jVSy0tYs5wB/K+y8jISLx584YPQq5evRojRozg+8Lbt2/HpUuXYGlpyUzn169fpYy6VFRUCvWDHRwcmAfaTExMmNekLImnT59i8+bNhZ7n/fr1K/HZVJbIU9ZmPmIaj3EkFpseOaRq1aro1KkTVq9eDQAwMzODjY0N9uzZw7cZOnQoNm/eXGLxz7JCTU0NgwcPxu+//15km9GjR+PPP/9ERkaGgMoKk5OTg3v37vEPGEtLS1HUjfP19cXjx48RGxsLc3NzWFtbF1m3knWwB5APd82qVatCV1cXV65ckdl5zM3NhY2NDT58+FDkUpuyJD8TaseOHVLfH8dx6NmzJ1atWsV8Nqtbt27Ys2cPBgwYAF9f32LreghZl1YWq1atwowZM3D9+nUYGhoy1ZJ/PVWuXBkKCgo/dX2xNM6KjIyEj48P6tWrh5CQEDg5OUFfXx/v3r3jjWlu3bqFsLAwZi7fPxMYZ93pPXToEFauXMk/J3V0dGBvb4/hw4ejQ4cOTLUBedkeDg4OuH37Nlq1aoXMzEycPXsWAQEBUpMh586dY7bEL98ITZaxWD759eJY/975iMXxVRaPHz9GkyZNMGHCBNFOeJqamqJx48ZS/dwf6dq1KxISEvDixQvhhBVgz5498Pf3L2Tww3EcdHR0sHbtWnTr1k1QTaUxDSyqPjvre0dBQQEhISHF3hfz58/H5MmTmWsVK7GxsVixYgVOnDiBMWPGFDthwzrofPLkSXTq1AnR0dGizHC3srKChYWF1DMov2+2ZcsWJCcnY+DAgejbty/T8jTm5uZo06YN/vzzTwBAjRo1UL16dSmHdh8fH/z111/4+PEjI5V5peXWr1+PmzdvMpmgKYkVK1YgMDAQ2dnZhfqVSkpKWLBgAUaPHs1InfwhpvFYeRDyb9C+fXtkZWXh1KlTAIC+fftiz549OHXqFD94aNasGapXr46EhAQmGuvXr4/U1FRcv35dZuptSkoKrKysoK+vj+vXrzNQmBfwmThxIrZs2SIVCFVTU0Pfvn0xd+5cpmnDpa25JYaB1s+4a7LUOmnSJCxYsAAdO3bE7NmzYW1tzZ9LSkrClClTcOTIEUyYMAFz585lpvP9+/dISEhAamoqtLS0YGdnJ7W0giU6Ojqws7PD8ePHWUspkWfPniEwMBCXL19GcHBwsR3wsg705Q8Gb9++LWpHeVmMHTsWv//+O69XIpHwy3uICCNHjix2wqmskafAuDwg9smQoowqZMEqMJ7Pzzi+sno3ysOEp5+fHyIiIvDnn3/KLJUSFhaGwYMHw9vbm0kAID4+Hk5OTlBQUIC3tzecnZ1545zo6GhEREQgJycHMTExcHR0FExXSEjILy9vnT59+j+s5ueQSCQICQlBcHBwkW3mzp2LadOmMX9HipUfJ2zE5Nouy0hj37592L9/vygz3PX09ODl5YUlS5YAAK5fvw5ra2ssWLCAn7zp3bs3EhMTS3SlLks8PDzw9u1bnDt3DgAwaNAgREZGYsOGDejcuTPi4uLQtWtXNG7cuNhM6bLm+/fv6NOnD168eIF58+bBxsaGmSHWjxw6dAhubm4wNDTE2LFjCz3PlyxZgpSUFOzbtw+dOnViLReAeLM28xHTeKw8CPk3WL58OcaOHYvnz5+jUqVKuHr1KhwcHJCVlQVdXV18+PABubm5iIqKQteuXZloXLduHQYPHowqVapg3LhxaN68OQwNDfH27VucOXMGS5YswcuXL7F27Vr4+voKru/Dhw9wdHTEvXv3oKenh8aNG/MPmEuXLuHdu3eoWbMm4uPjoaurK7g+IO+BUlpYD6zbtGmDkydPitpdE8irOdO5c2e+8LW6ujp/XX79+hVEhNatW2Pfvn3MXWrFipaWFoYOHSqK2pQlUbADXlznW4hAX34h6Xnz5sHIyEiqsHRJsF42A+TVIg4PD0dSUhLS0tKgpaUFGxsbeHl5oUWLFky1yVNgXJ4Q82SIvODt7Y0NGzaUyvGVVZ1YeZjwfP78ORo3box3796hbt26cHJykjI7vHnzJvT19XHp0iUm7thubm6IiYlBfHy8TBfSGzduwNHREc7Ozti/f7/g+uSR0gQhfX19sXfvXrx//15AZXmcPXsWUVFRmDBhAoyNjQudT05OxoIFC9CzZ09mmX0/E4QWOugsayL2x9CAmDLc1dXVMWrUKL6EWP5S7CtXrsDKygoAMHnyZCxbtgxfv34VXF8+YWFhGDFiBG7fvg0zMzM8fvwYtra2+PTpE99GUVERx48fZ5r9mj9GFEP//EdcXV1x/fp1XL16FSYmJoXOv3z5Eg0bNoSVlRXT1X35yEPWppjGY+VByL9BdnY2UlNTUbFiRSgrKwMAzp07h9mzZ+PRo0cwMzPDyJEjmUfnZ86ciZkzZxZ6WRARFBQUEBwczGz50bhx47Bs2TIEBQVhypQpUFdX589lZGRgzpw5mD17NsaMGcPPepVTNJqammjbti12797NWkqJEBE/K3jt2jV8+vQJ2trasLa2xoABA+Dl5SWqwtjx8fE4cOAA1NTU4OvrK/OFKCTt2rWDsrKyXAyk5C3QV86vIU+B8XL+t9DX10eNGjUQHx8vqvdKQeRlwvPBgwcYMmQITp8+Xeici4sLVq9ezczkQE9PD127di02C9PPzw979uxhEjCTFwomJURERKBhw4YyjT6+f/+OFy9eIDY2Fu3bt2fSH+nevTuuXbtWbNZbrVq1YGNjg+3btwuoTD74mYz2H2GR4V6rVi3UqFEDhw4dApA38XD+/HmkpKTwz/YhQ4bgr7/+wtu3bwXXVxwPHz7EkiVL+BjB0KFDmRvoODs7l/qdKOuZX5bo6OigX79+WLlyZZFthg8fjs2bNzNd0g7IT9ammMZj5UHI/xEePnyIzZs3Fwr29O3bl6kbo4WFBczNzYudwWjdujUePXqER48eCahMPtHV1YWfnx8WLlzIWorcEhgYiBUrVuDVq1d89u2uXbvQu3dvfumroaEhEhMTpYpOC82VK1fQokULREREwNPTk5mOcoQhNDQUzs7Oxc6Ynz17FidPniw2Y6UsEWNgXCKRQCKR4NatW3K3/F4WYpsMkRc0NTUxbNiw8gD5P8iLFy9w5coVPiO7YcOGTLIfC6KmpoaxY8dizpw5RbYJCgrCsmXLmNZBf/nyJR4+fIjGjRvzk++5ublYuHAh9u3bB3V1dQQEBKB9+/ZM9BXMyv2x7uuPcBwHOzs7bNq0iYnpStWqVdGqVatiB8z+/v44fvz4TwX6yxEno0ePxsqVKzF27Fioqqpi7ty5GDBggNTv7+TkhPT0dNEbfZVTPOrq6hgxYkSx7+0JEyZgxYoVTLNeAfnL2hQD5UHIv4E8DArFjqqqKgICAjB79uwi20yZMgWLFy/mXYpZsWXLFkREREjVebCxsYG3tzf69u3LVFs+np6eeP/+veCzVf8mbG1tYWhoKOXuWadOHbx9+xa///47kpOTERQUhJEjRzLNzg0NDUVCQgIOHToEJyenIut6sDRaKOefozRL4libA4gxMJ4/y79x40aYmpqKeta/IGKcDJHngG6LFi1QqVIl7Nixg6mOcsqWOnXqQFNTs9g67Pb29vj8+TNu374toDJpfH19sWfPHrx58wZKSkoA8lYtFVyKq6ioiHPnzqFx48aC68sP1hERLCwsMGbMGJnLCBUUFFCxYkWmhhaqqqoIDAzErFmzimwzdepULF68mLkBZzl/n+TkZDRt2pR38DY2Nsb58+f5+nXPnj2DhYUFRo0aVb6CTs5p2LAhvn37huvXr8ssn5KTkwMrKysoKysjKSlJeIEFkKesTbHA3npYjgkJCUFISEixQci4uDjMmDGjPAhZBNra2iXOTD59+rTIoqlCkJubi169emH37t0gIqipqcHExARv377FiRMncPLkSURFRWHnzp2lrulUVixcuBBNmjTBokWLROuu+SPfv3/Hu3fv8O3bN5nnhXYkfvbsGZo1a8bv379/H3fv3sX06dPRv39/AMCZM2dw6NAhph2ckJAQ/t/R0dGIjo6W2a48CFkyt27dwooVK0p0zX348CEDdaUnKyuL6TNo//79cHFxQa9evUQTGP/xvijqPhEbp0+fhouLi1Qt5GnTpkFbW1tqMmTx4sWCPYdatmzJ1/AtuC8PhISEoFOnTjh//rxoHF/zzQjs7e2hqqr6U+YErB10xUqvXr0QGhoKLy8vzJ07Vyoj5fXr1wgKCkJiYiLzd2J8fDxat27NByBzc3OxfPly1K5dG8eOHUNycjJat26NRYsWYdu2bYLrK7jcPzw8HA0bNmRe87wodHR08OzZs2LbPH36FJqamgIpylvlxXEcTpw4AXNzc1hYWJTq78TWzxBb/xzICzrevHmTzyZr2bIltLS0+POfP3/G4sWL0a5dO8G1FUSW4c+PSCQSaGlpwdLSEpaWlgKoki+8vLwQEBCAdu3aYcGCBbC1teXPXbp0CUFBQbh79y4WLVrEUGUeWVlZJU7GaGhoICsrSyBF4qc8CFnGsB4U5pOZmYmEhAS8evWqyJcJC5czZ2dn7Ny5E97e3mjdunWh8ydPnsTOnTvh4eEhuLZ8li9fjqioKDg5OWHevHlo0qQJf+7ixYuYNGkS9uzZg+XLlzMvODtz5kzUq1cPEydOxJo1a0TprplPYmIiJk+ejNjY2CIfyiwyaL58+SLVWY2LiwPHcejQoQN/rG7duszT6eUt2/Xz589YsWIFTpw4UeRziEUHPCYmBu3bt8e3b9+gqKgIIyMjmTOuYlg0UFzAJysrC2fOnGFqWFIeGP/nEONkiLwGdIG8pVBubm5wcnISjeNrflbu7du3UatWrZ/K0mWV7ezq6lpim4IDaw8PD6k+U1nw6tUrPtg4ceJEHD16FBs3bsT27dtRo0YN3jjnwYMHyMrKgr29PSZOnFimmkri9evX6Ny5M79/+fJlvHv3DjNmzICpqSlMTU3h4eGBmJgYhirz+LHuX2pqKtLT05kvvc/H0dERf/31F54/fy5T07Nnz7Bnz55SXbv/FLm5uVL38o/7RSGGfgYg3v55PmpqanBzc5N5rl69eqhXr57AigrzM7X3AKB27dpYvny5oNdpPt+/f8eOHTtK7J8LPe4ZNWoU4uLi8Ndff8He3h5qamr88zwjIwNEhC5dujAfewN5tUr379+POXPmFJm1eeDAAWb1kgsilvFYeRDybyL2QSEArFy5EtOmTZNy5CpIvkMSiyDk9OnTcfDgQbRr1w4dO3aUclqMjo7G4cOHoa6uzjSTNCIiApaWljh+/HihB4u9vT2OHTsGKysrhIeHM38QRkRE8P8uro4m6yBkUlISWrRoAUVFRbRt2xb79++HtbU1jI2NcfnyZaSkpMDZ2ZnJzHulSpVw9+5dfv/IkSPQ1NSUmoFLS0uDioqK4NoKwsrB9VdISUlB06ZN8fDhQ2hpaSEtLQ3a2trIysril0eZmJjwWSFCMmnSJOTk5GDdunXw8vISlZv8j9kTS5culVn3Kj9bITMzE4MGDRJKXiHkITCemJgodS8XRVhYmJQ5g9DIy2SIvJA/ICQiREREICIiokjHV6H6QsHBweA4Dvr6+lL7YiY/8FxUncAfjy9YsAA+Pj7FGsX8XRo0aIAVK1agT58+UFNTQ0xMDObPn4+IiAjcunULt27dApD3PPXy8sKECROYv7+/f//Ol1UA8iYUOI6TCkBUrlwZycnJLOQV4tOnTwgODsa2bdvw7t07qQDUhQsXMGPGDMycObNUz9Z/mnHjxmHfvn1o1qwZZs2ahTZt2qBSpUp4/fo1jh07hqlTpyIjIwMBAQGCacpfKlzUvpgRc/9cnggPD8fu3buxf/9+tGvXDk2bNuXHt2fPnsWxY8fg7u6Oli1b4vLly9i+fTs6duyIM2fOwM7OTjCd6enpaNu2Lc6fP8+/Aws+w0vjpFxWKCgoICoqChs3buTLoT179gxaWlpwcHCAl5cXBgwYILguWchL1qaoxmNUzk9hbm7ObxzHUcWKFaWO5W9Vq1YldXV1kkgkNGTIEGZ6o6KiiOM4srKyoiVLlhDHcdS1a1eaN28edezYkTiOI09PT4qIiGCm8ezZs1SzZk3iOI44jiOJRML/u0aNGhQXF8dMGxGRmpoajR8/vtg248ePJzU1NYEUFc2TJ09KvbGkW7dupKamRrdu3SIiIo7jaMaMGURE9PXrV/rtt9/IwMCAHj9+LLg2b29vUlFRoRUrVtC6detIWVmZPD09pdq0bduWrKysBNcmrwwbNow4jqONGzdSbm6u1O998eJFatKkCTVr1ozS09MF16ampkb9+/cX/HNLg5mZGVWrVo2qVatGEomEdHR0+P2CW/Xq1cnOzo4mTpxIX758YS1b1KioqNCCBQuKPP/x40fq0aMHSSQSAVUVxtzcnLp168bv9+zZk7S0tCgnJ4c/NmzYMNLV1WUhT+6IiIgo9VZO0WRmZpK7uzvVr1+ftm3bRs+ePaNv377Rs2fPaOvWrdSgQQPq0qULvXjxgo4fP06NGzcmiURCq1atKjNN+vr6JJFIqEePHvTu3Tupc2lpafTixQtKS0srs8//FerWrUstWrTg91u2bEmVK1eWauPr60vGxsZCSyvE+/fvydLSkjiOI1tbW6pXr57U8/Hr16+kpaVFY8eOZaZxxYoVpKioSBKJhCQSCSkoKPD/VlRUpBUrVjDTJm+IuX+ez82bN+m3336jxo0bU40aNWSOwy0sLJjpIyL666+/SE1NjWJiYmSeP336NKmpqdHevXuJiCg6OpoUFBSk3vtCMGnSJOI4jmbOnEnv37/nf+/k5GTasWMHVa9enXr06EHZ2dmC6iLKu95Kw927d8tYScnk5ORQt27d+DiGhoYGWVhYkIaGBh/X8PDwoO/fvzPVKabxWHkQ8ieRt0FhixYtyMjIiL+YCl5sRESbN28mRUVFOn36NCOFeeTm5tKZM2fojz/+oFmzZtEff/xBZ86codzcXKa6iIi0tbVp2LBhxbYZNmwYaWtrCyOoGCIjI+nIkSOsZZSIoaEh9erVi9/nOI5CQkL4/e/fv5O1tTX16dNHcG33798nHR0d/qWhoaFB169f58+/ffuWlJWV6bfffhNU19OnT+np06d8ECJ/vzQba6pVq0atW7fm9398DqWmplLlypVLDPaXBYaGhjRu3DjBP/dn+fE7K+fXqFOnDkkkEmrdujW9fPlS6lxsbCyZmZkRx3HUo0cPRgrzEONkyIwZM35pCw0NFUxjOWXLxIkTycLCosgBypcvX8jc3JwmTpxIREQfPnwgIyMjsrOzKzNNb9++pa5duxLHcVSpUiXav39/mX3WP8W0adNIIpGQp6cn9e/fnyQSCY0cOVKqjb29PTVt2pSRwv8ycuRI4jiOtm3bRkREISEhhSZpOnfuTNbW1gzU/Zfr16/TsGHDyM7OjmrWrEl2dnY0fPhwqf5bOSUj5v45UV6wTlVVlTiOIyUlJTI1NZU5Dq9WrRoTffnY2dmRl5dXsW0GDhwo9Wzs1KkTGRoalrEyaWrVqkWOjo78/o99zefPn5Ouri7NmTNHUF1ERB06dJCaeJXF3bt3C03gsGTDhg3k6upKurq6pKioSLq6utSqVSvasGEDa2lEJK7xWHkQ8m8gD4NCbW1tGjRoEL/PcRwFBwdLtWnXrh25uLgILU1ucHZ2Jn19/UID1nxevXpF+vr6ovgOFRUVmc5GlxYVFRUKCgri95WVlSkwMFCqzejRowV/Gefz6tUrWr58OS1fvrzQbG9CQgKNGTOGLl68KKim/Nm1/Bm//P2SNgUFBUF1ykJFRUXqhaaoqEiTJk2SauPv78+k0+jj41OmA+R/iidPntDHjx9Zy5BCHgPjGRkZNGTIEOI4jvT19WnPnj30/ft3mjJlCikqKpKmpiaFhYUx05ePGCdD8lco/OzGOqu0nH+OKlWqUEBAQLFtAgICqGrVqvy+l5cXaWpqlrU02rhxI1WsWJEkEgn5+fmJLvuxIJ8+faImTZrw94iVlRW9f/+eP3/r1i3iOI4mT57MUGUeZmZm1LlzZ35fVhByxIgRpKenJ7Q0uSI3N5f27NlDM2bMoMGDB5OPj0+hzdfXl7VM0ffPHRwcSFFRkdavX19igIol6urqJd6/kydPJnV1dX5//PjxpKysXNbSpFBVVZUaNyooKBTSPWDAALK0tBRUF1Fen2PAgAFFnr937x6ZmJiQhoaGgKrkGzGNx8prQv4NHj9+jIoVK7KWUSzZ2dkwMDDg99XU1ApZw1tZWeHPP/8UWJn8EBAQAHd3dzRu3BgBAQGF6lYuWbIEqampGDduHGupqFSpklw4bxkaGuLDhw/8vrGxMe7fvy/VJjMzE1+/fhVaGmJjY6GlpYURI0bIPN+4cWM0btxYYFV5Zgkcx/FmCvn78oC2tjays7P5/YoVK+LFixdSbbS0tPDmzRuhpWHBggVo1qwZRo0ahXnz5vHOv2JDjPWXqlWrJmWskb9fEiwL2quqqmLNmjXo0KED/P390a1bN5iZmeHp06ewtbXFli1bUKNGDSbaClKjRg3cunULUVFRAAA3NzdUq1aNP//06VMMGzYMffv2FUyTPNT8LA1idHzNRywF44siJSWlxHs3JycHb9++5fcrVaokiJFO//790bp1a/j7+yMsLAwnTpxAUFAQ1NTUZLZnUQc9Hy0tLZw/fx43btwAANSpU0eqHrGamhr++usvJn2NH3n9+jV69+5dbBtVVVWkp6cLpEj+ePjwITp37oy7d+8Waz7Dul47IO7+OQBcvXoVvXv3ZlqzuTRoamri7NmzxbaJi4uTqv2cnp6OChUqlLU0KTQ0NKQMdLW1tfH69WupNsbGxiU60JcF8+fPx8SJE2FgYIDFixdLnXv48CFcXFzw8eNHHDhwQHBt8oqYxmPlQcifpKSHnkQigba2NqysrNC1a1doaWkJpEw2JiYmUg8TMzMzXLlyRarN06dPZTo5CcWXL1+wfv16XL16FS9fvpS6OfJh4cqVj5ubG5YuXYrx48djwoQJUueICIqKili0aFGRTm1C4uHhgaNHj+Lbt2/MC68XR926daXMX5o1a4Y9e/bg/PnzcHBwwO3bt7Fjxw7Url1bcG0uLi4YOnQoVq5cKfhnF0dB0yFZ+2LGwsJCqjC7jY0Njh8/jtTUVOjq6iIjIwP79+8XZPAvy3lQQ0MDK1euREREBGrWrFmkozxLE5DSdLgLutK6ubmhcuXKZapJngPjXbp0wb179zBx4kQ8efIE+vr62LNnD++yKwYqVaokqskQeTLDkoXYHV9FVTC+CKpXr45du3YhJCQEOjo6hc6npqZi586dqF69On/s1atX0NXVFUSfsbExDhw4AF9fX0RERGDYsGGF2hBDM8YfqV+/vszj1apVk5p0YImenh6eP39ebJs7d+6gUqVKgujJD4ZUrlwZCgoKPxUcYTXBMHz4cNy5cwe//fYb+vTpg0qVKjEddxWHmPvnAFChQgUYGhoy+eyfoUuXLli/fj1Gjx6N4OBg6Onp8efev3+PGTNmIC4uDn5+fvzxpKQkqWenEJiZmUndQ/Xr18epU6f4cSQR4eTJk4Ld3wUZP3483rx5g6VLl8LQ0BATJ04EkGe86uTkhA8fPuDAgQNwcXERXNuP3Lx5E4mJifDw8OBjPxkZGbxxlrq6OiZMmMDUPBIQ13isfDn2T/Izy490dHQoKiqKqd4+ffpI1WkZO3YsSSQSmjt3Lt24cYPWrFlDioqK1L59eyb6Ll26xBcVF/tyrkePHlFoaCh169aNWrduTd26daOZM2fSw4cPWUvj+fjxIzVq1Ig6dOhAN27cYC2nSP744w9SUFCgV69eERFRUlISqaqqkkQiIX19fVJQUCCO42j37t2CazM2NqYxY8YI/rn/ZoKDg6lChQp8HbF8wyxTU1Py9PQkCwsL/rlU1sjrktKCy++L0ldwX0lJiWbOnMlUs1j5/PkzX4fNxMSEevXqxdeTO3r0KGt5xfLo0SP6888/aePGjeUmRD/BlStXSE1NjSpUqEDu7u7EcRw1bNiQ2rdvT4aGhsRxHLm4uJC3tzczjWIqGF8Ua9asIY7jyNzcnFasWEGJiYn07NkzSkxMpOXLl5O5uTlJJBJas2YNEeXVjzM1NSUPDw9B9KWnp9OQIUNIIpGQtrY2TZw4kUJCQmRu5ZSOXr16kaamJr148YKICi/HvnnzJikqKkqVfipL5LE0jbq6OnXp0oXZ5/8MYu6fE8lPCZ13795R3bp1ieM4UlNTowYNGpCrqys1aNCA1NTUiOM4qlOnDm+m9fr1a7KxsaHff/9dUJ3jx48nfX193nhm/fr1xHEc2djYUGBgIDVt2pQkEgmTmu35DBgwgCQSCYWHh9PDhw/J1NSU1NTU6MSJE8w0/UifPn2oUqVKUl4WY8aMIY7jqEKFCqSsrEwSiYS5ZjGNx8qDkD9JdHR0sdupU6dox44dNGbMGKpQoQKpqKhQUlISM727d++m2rVr83Xt3r59S1WrVpUazOro6NC1a9eY6HN0dCQFBQVasGABPX/+XNT1PeQBc3NzMjEx4X9fdXV1qlatmuhc47Kysig5OZm+ffvGHzt79ix17NiRateuTe3ataMDBw4w0ebl5UU2NjaiMEX6t/Dq1Svatm0bpaSk8McWLVpEOjo6xHEcqaurU2BgYPn9XwyPHj0id3d3qlSpEs2bN49iY2Pp7t27FBsbS3PnzqVKlSpRly5d6OLFi7R27VoyMzMjiUTCmwmUk8eFCxeoevXqxHEcubu78wOAHTt28DUYx44dK/VsYsG8efOoRo0alJqayh87ffo077QokUjI0tJS6jwrnjx5QrNnz6YePXpQ27ZtydPTk2bNmsXUPfVH5MHxVUwF44tj2rRpUk7EBfuTCgoKNGXKFL5tSkoKLVu2TJAayjExMWRhYUEcx5Grq6soTNmKIy0tjebMmUOurq5Uu3ZtUTr8EhFdu3aNVFVVyczMjDZv3kwjRowgiURCt27donXr1pGRkRFpaGjQvXv3BNHj5eVF3t7elJycLLVfmo0VhoaGJdZSFQti7p8T5T1TatWqRSNHjmQ6IVMavnz5QlOnTiVzc3OpSWJzc3OaOnUqff78mbVEunfvHs2bN48POhMRf4/n6/X09GT6Xefk5FDHjh1JSUmJjI2NSU1NjY4dO8ZMjyyqV69Offv25fezsrJIS0uLmjRpQhkZGfTy5UsyMjKiTp06MVQprvEYR1RMcYpy/hbXr1+HnZ0devbsiQ0bNrCWw/PhwwesW7cOjx49gpmZGQYMGFDmy/aKQk1NDd27d8emTZuYfH5piI2Nhbq6erFL3549e4YnT56gZcuWAiorTGlrsgF5NU3LKcyrV6/g6OiItm3bYv78+YItI/tZZC0r/pGCy3M9PDzQpEkTAZSVnvzabIaGhnKzjJcV8+bNw++//46rV6/KXIqUnJyMhg0bYty4cZgwYQJevnyJunXromHDhoiJiWGgWJwoKyvzJTR+XKr57Nkz9O/fH3FxcbCyskJSUhIbkQCaNm0KZWVlREdH88fs7Oxw8+ZNTJ48GcnJyVi1ahWCg4MREhLCTOeKFSsQGBiI7OzsQrXOlJSUsGDBAowePZqRuv9iZGQEFxcXbNu2DUDes3H69OmYPn06ACA3NxeNGjVC3bp1sWXLFiYaVVVVMWrUKCxYsABA3vcXGBiIuXPn8m0GDRqEEydOMH9/379/H1u2bMG1a9eQlpYGLS0tWFtbo3fv3qhVq5agWr59+4agoCD88ccfUFFRwZw5c0RxzRXHzyy9Z/1bA8C+ffswcOBAfP78GcB/l7QTESpUqICtW7eiY8eOjFWKFy8vL9y/fx/nzp1jLUXucXV1xcePH3H16lVoaGiItoTOj3z+/Jl/Vgpd9/FXSElJ4eMExsbGrOUgIyMDrVq1QlJSEvbu3Ys2bdqwliRFhQoVMGLECP59HRcXh5YtWyIsLAze3t4AgCFDhuDQoUMllrdgAYvxmDgLUvxLaNCgAdzd3REbG8tMw7Nnz6CsrCz1AKlYsSLGjx/PTFNB9PT0pIxzxIizszM4jsOIESOwdOlSqQK++YSHhyM0NFSQ4uvFUbDOg5g5e/YsmjVrxlqGTPr37w8dHR2EhYVh06ZNMDc3h5GRUaGHMusOTn5wIn8g8CM/Hl+wYAF8fHywbt06oSSWiIKCAoyMjFjLkElaWhouXLgANTU1NGvWjHmQdP369ejRo0eRtZCMjY3Ro0cPrF27FhMmTEDlypXh5uaGgwcPCqZRHgLjtWvXxrZt21C3bt1C56pWrYqYmBjMmjULM2fOFFTXjzx69Ajdu3fn958/f47ExEQEBARg6tSpAIC7d+8iKiqKWRDy0KFDGDVqFAwNDTF27Fg4OzvD2NhYyrRt3LhxqFGjBjp16sREYz6fPn2ChYUFv6+kpIQvX77w+xKJBM7Ozti6dSsLeQDEVTC+JGrWrMkHcFljY2ODO3fuwM7ODhs2bIClpSVrSSUSEhKChw8fYsOGDejXrx8UFBQwduxYBAcHIyEhASNHjoSioiKOHTvGWioAwN3dHY8ePUJkZCQuXLiA1NRUaGlpoUmTJvDx8YG+vj5riaJmwYIFcHBwwPjx4xEaGlqkWVI5JVNwYu7Lly+FfA7yYd1n+5EKFSqIMvj47Nkz6OjoFPKwMDAw4Mfnnz9/xocPH8q8TmDBd7QsMjIyIJFIMGTIEKnjLM3a8lFQUJAykjtz5gw4jpOqV6mnp4d3796xkFciLMZj5UHIMqZWrVrYt28fs883NzeHt7c3c7e1oujWrRtOnTqF3NxcmcE9saCpqYnly5fj3r172L59O3PDIXmnRYsWsLCwQP/+/dGvXz/UrFmTtSSegh2cb9++4c6dO7hz506hdqw7OBkZGejZsycePXqEqVOnomnTprxr+9mzZzFnzhxYWFhg5cqVuH37NoKCghAeHg5bW1v89ttvTLWLifXr12PLli3YtWsXKlasCCDPfbF9+/a8w2uzZs1w9OhRpgOHFy9elGg2paqqKhW0qFq1KjIzM8taGo88BMYTEhKK/R45jsO0adPQtm1bwTTJ4uPHj1LGH3FxceA4Dp07d+aPNWrUCGvWrGGgLo9FixZBT08Ply9fljL0MTMzg729Pfr164eGDRtiyZIlzIOQYnd8BURWML6UpKamIj09HVWqVGGm4eHDh5g5cyYmTZok5TAtZg4dOoRWrVqhf//+hc7Z2dnh8OHDaNCgAUJCQvjMWNbo6upi7NixrGUUQkFBASEhIZg2bVqRbebPn4/JkyczSxQwMjLCkSNH4OjoiD///BM1a9aUOY5gMbn9dxJlWKz+ys3NFfwz/82Ym5uXeP+sWrVKkPsnNze32LGVqqoqVFVVC/UvxbCot1q1ajh9+jS/v2vXLpibm8PMzIw/9vLlSymDov91yoOQZUxmZiaUlZWZfb6urq5ol5MCwJw5c+Dq6op+/fph0aJFzJaFl8TYsWORnp6OxYsXw9HREQcOHIC5uTlrWcWSk5ODe/fu4dOnT3zmkVjc+Pz8/BAVFYXQ0FDMnDkT9vb2GDBgAHr16sX8AS0vHZzp06fjxo0buH79OtTV1fnjVapUQe/evdG5c2c0aNAAy5cvx7x589C4cWPUrl0b4eHhZR6ELGk2syhYzGZu2rQJX79+5QOQADBu3DikpKTAx8cHb968waFDh7B69WqMGzdOUG0FqVy5Mvbu3YtZs2bJDKJ9+/YNe/fulXqGvn37Vur/q6yRh8B4we/uy5cvuHfvHtLT09GiRQupdqxLFxgZGeHp06f8/vHjx6GioiKlKzMzk+lkyOXLl9GvX78iHcUrV66Mnj17YvPmzQIrK4zYHV8BoG3btli6dCm+fv0KdXV1DBkyBJ6enrC2toaDgwMuX76MJ0+eYPbs2cw0AnlZpcHBwdi2bRvevXsn5Sh+4cIFzJgxAzNnzoStra0ges6fPw8bGxtBPuuf4vXr1+jRowe/r6CgwC/DBvKyYDt06ICdO3eKJgj5I0SEBw8eQE1NDaampkx1iCEIURxXrlxBmzZt8PHjRwB5z05ZsHie56/2+hVYr/4SExYWFuA4DidOnIC5uXmp+8Gss/hKc/8IdX/Jy2o+WQwYMADjx4+Hg4MDlJWVkZSUhMmTJ0u1uXz5suBJN2K+LsWbevYvISYmBjVq1GD2+S1atMD58+eZfX5JaGpq4j//+Q+OHj2KqlWrQk9PDxYWFoW26tWrM9UpkUiwcOFCrFu3Dg8ePECTJk1w5swZppqK4sOHDxg8eDB0dHTQoEEDNG/eHFZWVtDR0cHgwYPx/v171hKxdu1aJCcnY+fOnXB3d8eVK1cwYsQImJiYoEuXLti1a5dUWns5hdmyZQu6du0qFYAsiIaGBrp168YvL9TR0UH79u1x+/btMteWm5vLd2x+ZmMRAL537x4aNmzI76ekpCA6Ohr+/v5Yt24d9u/fDzs7O+aBFD8/Pzx48ABOTk44ePAgUlNTAeRlIh04cAAtW7bEw4cP4evry//NmTNnYG1tLZjG/MD4hQsX0KtXL1SpUgXKysp8YDw+Ph7Xrl3D8uXL0bp1axw/fhwGBgYIDw8XTCOQ19Ht0qULKlasCDs7O6nlMmfPnkXdunWlMqJZYGdnh7179+LgwYM4efIkduzYAWdnZ6kg6qNHj4oMAApBVlYWNDQ0im2joaGBrKwsgRQVTadOnRAbG4vXr18DACZOnAgiQrNmzWBgYIAGDRrg48ePhQYNQjJ06FCsXbuWz8bs1q0bFi5ciC9fviAqKgrJyckYN24c03I6qampaNKkCZYvX44qVaqgTp06UgNUKysrnD17VtDnpbwFIAH5Wnq/d+9e+Pr6SmUSP3nyBA0aNEDt2rVhZmaGfv36iXoCNyUlhelKhjFjxuDjx4+YN28enj17huzsbOTm5hbaWAT1goODC21t27YFEaFmzZrw8vLChAkT4OXlhZo1a4KI0LZtWwQHBwuuVRbp6el4/fo10tPTmerI/w0L7ou13/uzvHjxQpRLycXEiBEj0KNHDyQkJCAuLg7t2rWT6k8kJCTg5s2bpSpb9E8i6uvyn/W5KSef79+/U0hICEkkEil3Q6G5c+cO6ejoUEhICGVnZzPTURQnTpwgNTU14jiOlJWVydTUlKpVqyZzY8WPDpUxMTGkp6dHKioqtH79eiIi/rdmTWpqKllaWhLHcaSvr0/t27cnb29v6tChAxkYGBDHcVSrVi16//49a6lSpKam0urVq6lZs2a806aOjg75+/sz1fX582dKTEyk2NhYpjpkoaqqSqNHjy62zejRo0lVVZXfnzRpEqmpqZWxMvlCRUVFys01KiqKJBIJHT16lD8WEBBAFStWZCGPJycnhwYMGEAcx/H3SEGHWo7jqH///vT9+3ciIkpOTqYxY8bQkSNHBNNYpUqVEh1AAwICqGrVqvy+l5cXaWpqlrU0nqdPn5KRkREpKipS9+7d+WdOPtnZ2WRgYECDBw8WTJMsEhMTSVVVlf99FRQUpJ5DaWlppKGhwdTx1drammrXrl1k3yI7O5vq1KlD1tbWwgqTgdgdX4sjJyeHkpOTKTc3l7UUGjlyJHEcR9u2bSMi2X2fzp07i+I3FzMODg7k4eHB77dt25aMjIz4vtnXr1+pZs2aZGlpyUoiT/v27al+/fpSx7p06UIcx1GrVq2oYcOGJJFIaN26dYJpioyM5DeO46hr165Sx/K3sLAwCg0NJV1dXWrSpIlg+n5EQ0NDyjlXzMTGxpKKigqtXbu20DMnNzeX/vOf/5CqqiqdOXOGkcK85/ns2bOpZs2a/DtSIpFQjRo1aPbs2VLP+XIKM2PGDH7jOI5cXFykjuVvwcHB5OvrS+rq6uTi4sJatlzw6dMnSktLK3Q8JSWFkpKS6OPHjwxUiZPyIORP4uPjU+zm5eVFbm5uZGRkRBKJhCwtLWVejELqbd68OUkkEjIxMaEOHTqQt7d3Id2+vr5M9Nna2pKqqipt376dHzyLjR+DkEREDx48oNq1a5NEIqHAwEAKDg4WRRBy7NixxHEcTZ48mdLT06XOff36laZOnUocx9HYsWMZKSyZx48f0+TJk0lZWZnZd/r48WNyd3fngzwKCgr8ubi4OKpTpw6dPn2aibZ86tWrR5UrV6YPHz7IPP/+/XsyMTGhevXq8ccGDhxIlStXFkihfGBiYiL1/Bs+fDgpKSnR58+f+WPjxo0TNFBWHCdOnCBvb29q1KgR1ahRgxo1akQ+Pj504sQJ1tLkIjDu7e1NysrKdPbsWSKSHUTp1q2b1H3DiqSkJAoICKCAgACKj4+XOnfmzBny8PCgY8eOMVJHtGTJEuI4jlxdXenSpUtS5xISEqh169YkkUhoyZIljBSW809jZmZGnTt35vdl3T8jRowgPT09oaXJFcHBwVShQgW+nxYVFUUcx5GpqSl5enqShYUFSSQSmjt3LmOleZNLBd+RHz9+JCUlJerduzcR5QWE6tWrR46OjoJpKjgZV9zGcRxxHEfq6up0+PBhwfT9SKVKlUTd7y6Ik5MTdevWrdg2Xbt2JWdnZ4EUSfP161d+8lBJSYlq165Nzs7OVKdOHX7c4OjoSF+/fmWiTx7Ivy/y76OC+7K2ypUr08WLF5npPXfuHIWGhtLQoUNlxl5YxTDK+XuUByF/kpJu1PxNRUWFBgwYQG/fvpULvayCPWpqasyz3UpCVhCSKG+2o02bNsRxHFWoUEEUQUhzc3NydXUttk2rVq3I3NxcIEU/x8mTJ8nHx4e0tbWJ4zip4J9QyEum1Jo1a4jjODI3N6cVK1ZQYmIiPXv2jBITE2n58uVkbm5OEomE1qxZQ0R52dmmpqZS2RdCsWzZMkpNTRX8c0tD+/btSU9Pj27cuEEPHjwgXV1dcnJykmrTrVs3qlmzJhuBcoQ8BMYrVapEvXr14vdlBVHGjBlDOjo6gmmSV3Jycqhbt258H0JDQ4MsLCxIQ0ODH9h4eHiIYoIxLi6OtQSZ1KlT56e3unXrMtOrrKxMEydO5Pdl3T+BgYFSEw3lFObVq1e0bds2SklJ4Y8tWrSIdHR0+KBZYGAg5eTkMFSZh6qqqtRqgQMHDhDHcbR3717+2JgxY8jAwEAwTRERERQREUHh4eF8JmT+sYLbxo0b6eDBg8z7H0OHDiVra2tRPAtLQlNTU+r3lsXkyZOZTcyGhIQQx3HUr18/ev78udS5ly9f8itGQkJCmOiTB6Kjoyk6OppOnz5NHMeRj48Pf6zgdubMGbp58yaz6zY7O5s8PT35/sSPAdOCx8XC5cuXafz48dS5c2dq1aoVf/zJkye0fft20a1EZIk4XCrkiILOR7KQSCTQ1taGpaVliU6mQvD48WPWEorFwMCAaZ2Wv4OWlhYOHz6MUaNGYfXq1czdkgHg1atX6NOnT7FtmjRpgri4OIEUlczVq1exadMmbN26Fa9fvwYRwdLSEhMmTJDpHFnWTJ8+HR8+fEBMTAyaNm2KGTNmID4+nj+vqKiIFi1a4OzZs4JrK8iQIUPw8uVLzJ07F6NGjZI6R0SQSCQICgrCkCFDAOTV8goMDETTpk0F1zp27FhMmjQJ3bp1w6BBg+Ds7Cy4hqKYMGECWrduDSsrK/7YmDFj+H9/+/YN0dHRzN2S5YGRI0fit99+Q6NGjRAQEABHR0cYGBggJSUF586dw5IlS5CcnMzXksrNzcWpU6dgZ2cnmMbU1FRUq1atxHZiqklbnIEOSxQUFBAVFYWNGzciIiICSUlJePbsGbS0tODg4AAvLy8MGDCAtUwAefWxLSws0L9/f/Tr10/w4vBFcefOnSLd5MWInp4enj9/XmybO3fuoFKlSgIpkk8qVaqEXr16SR0LCAjAmDFj8O7dOxgaGoqiTwnk9XUL1hKPjo6GRCKRehYpKSkJWpPPy8uL/3dMTAy6du0Kd3d3wT7/Z5k/fz7atGmDfv36YeHChUyNfEpCWVkZV65cKbbNlStXmJmubtu2DY0bN8amTZsKnTMxMcGGDRtw584dbNu2DdOnT2eg8L9kZWVhz549SEhIwMePH2XW/OQ4DuvXrxdUl5OTE//v6dOnw8XFhYnTeUksXrwYUVFR8PX1xbBhw9C4cWOMGTMGvXr1QmxsLObNm4fWrVtj/vz5rKUCyBtPLF68mH+fF3yGExH69u2LxYsXY/To0YJpCg0N/aW/4ziuWMf0fwSmIdBy/ucJCgqiGjVqyH3a/MWLFyk6Opq1DDI0NKR+/foV26Zfv35kaGgokCLZPH/+nObNm0f169fnZ7KMjIxo9OjRlJCQwFSbvGVK3bt3j0JCQqhbt27UunVr6tatG82YMYPu3r3LWhrPypUrycbGhp+xrFGjBs2bN49ev37NWhoR5WV2dO/enbp3707bt2+XOnfy5Elq2LAh7dixg5E6aV6/fk0HDhygTZs2yayBFRkZyVTftGnTpGpVFlwWp6CgIJVhkZKSQsuWLRN0mU/VqlWpe/fu/L6s+7t169aiqMUm9rIQT58+Fc09XBL+/v5UsWJF/hnk4OBAK1eupHfv3jHVlV8P28PDg/bu3Sv6TKlevXqRpqYmvXjxgogK3z83b94kRUVFGjRoECuJ5fzDtGzZkipXrkzv37+njx8/kqmpKdnZ2Um16dmzp2hX2IgBc3Nzqly5Mv8+1NXVJXNz80KbhYUFa6nUu3dvvhTAj7UVv337RnPmzCGJREJ9+vRhok9VVZWCgoKKbTNp0iTm2dhPnjzha1aKcSWiPNCgQQNq0KABv//jysQbN26Quro6v+KLJWFhYcRxHLm7u9P169dp8uTJhX5bR0fHElcr/tMUdc39WLKi4HGhrsvyIGQ5TPn27Rt5eHhQixYt6MyZM1J12Mr5eXr27EnKysp0/PhxmedPnDhBysrK1LNnT4GVSZP/oFNXV6fevXvTwYMHRbHsiCjPqKSk5WZjxoxhbvASGRkpqOnIP0FSUhINGzaMDwYoKytT165d6dChQ6IwXRAzGRkZ1L9/f1JQUCi2/pUYOrRiDoz7+fmRsrIyXb9+nYgK39+xsbGiqJsrD2UhJBKJXNVi+vbtG+3atYs8PDxIRUWFfwa5u7vTzp07KTMzU3BN169fp9GjR5OBgQFJJBIyNjamCRMm0J07dwTXUhquXbtGqqqqZGZmRps3b6YRI0aQRCKhW7du0bp168jIyIg0NDTo3r17TPQtWLCALl26VP4++QfZtWsXcRxHqqqqfOmhfFNGoryyDCYmJkxKvRAR7d+/n7p27UovX76Uef7ly5d8P4MVZmZmRZpuisWEM5/nz5/zAVNjY2Nyc3MjX19fcnNzI2NjY5JIJGRqalpoKbRQ6OrqlljGy8/Pj3R1dQVSJJuuXbsSx3E0cOBAio6OpgcPHtCTJ09kbmJAjBPcampqNHLkSH5fIpHQ1KlTpdr06tVLFEZojRs3prp16/JGfbLGjj4+PlSlShVBdclaZt+5c2dSUVEhf39/fiwZGRlJfn5+pKKiQu7u7oIkVpUHIf9H2Lx5M7Vp04YMDAxIWVmZ9PX1qU2bNrR582amun4cPBe1sagNKI/cvHmTr8fl5uZGCxcupA0bNtDChQupU6dOJJFISFNTk27cuMFUp4uLC4WHh4sy6CwvmVKKiorMAyW/SmZmJm3cuJGcnJz4e7xKlSo0ffp0evr0KWt5omTUqFHEcRxZWlpSSEgIrVu3TmYNrIiICGYa5SEw/vjxY9LW1iZtbW2aPXs29e/fnyQSCR06dIimTp1K6urqZGBgQK9evWKqUx4MdPT19SkwMJDZ5/8dUlNTafXq1XxwVyKRkI6ODrMa1VlZWbRz507q0KEDn/nq6OhIa9euFd17cu/evaStrV2o/8ZxHGlpadHBgweZacvXoq2tTZ07d6bFixfT5cuXmenJR1bWW2k2MWTGERGtWrWKbG1tydbWlubPny917ujRo6Sjo8MsG6l9+/ZkZWVVbJuGDRtSp06dBFIk/7x+/Zq8vLxITU1NKlNKTU2NvLy8mGbAd+zYsdhxzM2bN0lTU5P5762trU2tW7dmqqE0iHmCW1tbWyopREtLq9DE64QJE0hdXV1oaYVQV1eXMmaU1WebNGkSqaioCKxMmrVr11KFChWKvH+uXbtGmpqatG7dujLXwhHJSSGacn6J3Nxc9OrVC7t37wYRQU1NDYaGhnj79i0yMjLAcRw8PDywc+dOSCQSwfU5OzuXuu5NSfU4/ykkEgkkEglu3bqFWrVqQSKRlEojx3HIyckRQGHxnDt3Dt7e3njw4AEASNWbql69OiIiItCsWTOWEkWNv78/Nm7ciMTERNSvXx8zZsxAaGgoX8vlzJkzcHJywpgxY7BkyRJmOqtWrQp3d3esWLGCmYZ/gnPnzqFnz5549eoVgLz7r0OHDpg2bRrs7e0F07F582ZERkYiKSkJnz59gra2NmxsbODl5YW+ffsKpqMoTExMoKuri8TERFHUG5aFkpISRo4cyfS+KA0XLlxA79698fTpU/75mP/fqlWrYteuXWjcuDFTjSYmJmjZsiW2bdsGAIWeQ0BerdWIiAh8+PCBicZu3bohJSUFZ86cYfL5/xRPnjzB2rVrsWjRIuTk5Mis2yUkr169Qnh4OCIjI/HgwQOoq6vD09MTs2bNEk0tudTUVERGRuLChQtITU2FlpYWmjRpAh8fH+jr6zPTdfjwYcTExOD06dO4fPkyvn//Do7joK2tjZYtW8LFxQUuLi5SNYCFoFq1ar9c41Hstd1ZY2JiAjc3N/z5559Fthk6dCgOHDiAFy9eCKhM/snOzsbdu3f5PpGlpSWUlJSYajp37hycnZ2hqKgIPz8/ODk5wcjICG/evEF0dDTCw8ORnZ2N06dPMx3raGlpYejQoViwYAEzDaVh9OjRWL58OWrVqoU+ffrA1NQUioqyLUMK1mIVggYNGsDKygqbN28GkOdpkJaWhlu3bvHPUycnJzx69KjEWsVljba2Nvr164dVq1YBkN1n8/LywsGDB/Hu3TtWMtGgQQM4OjoW+7wcNGgQzp8/j+vXr5eplnJjmn85y5cvR1RUFJycnDBv3jw0adKEP3fx4kVMmjQJe/bswfLlywUtlJpPdHS04J9ZEi1btgTHcVBXV5falxeaNm2Ku3fv4uzZs7hy5QrS0tKgpaUFGxsbNGvWTFT/L1lZWThx4gTu3LmD9PR0vghuZmYm0tLSoK+vL3hwfOrUqdi1axeaN2+OCRMm8MHcw4cP8+Ya+vr6GD9+vKC6fsTDwwNHjx7Ft2/fRBuUKo4jR45g3bp1OHDgALKyslClShX0798fV65cwaFDh3D48GGEhYVh4MCBZarj27dv6Nq1K44ePcpP1JiYmODt27c4fvw4Tpw4gc2bN2P37t1Mv+ePHz+ib9++ov6tK1WqhKysLNYySqRJkya4f/8+9u/fXyiI0qVLF2YF9wsiDwY6c+fOhYODA2bMmIEpU6YUOXARM6dOncKmTZuwe/duZGdnM5mM/RETExNMmTIFU6ZMwbFjx+Dn54eNGzeiW7duzIOQGzZsgJGREdq1a4exY8cy1SKLDh06oEOHDgCAz58/8wHJmJgYHDhwAPv37wcA6OrqIiUlRTBdT548+aW/E8PEtthJTU2FoaFhsW309fWZDvwLkpOTg3v37uHTp0/Q0tKCpaWlaJ+dSkpKqF+/PmsZUjRt2hRbt26Fv78/Vq5cyQd9gDzzD21tbURGRjJPtnB0dMTt27eZaigNO3fuRN26dUU5we3k5IS9e/fyE8W9evVCYGAg3Nzc0LFjR8TFxSEuLg6+vr6spaJBgwY4ffo0cnNzZfYjvn79ihMnTsDW1paBuv/y4MEDuLm5FdtGT08PDx8+LHMt5ZmQ/3JsbGyQmZmJ69evy3zJ5eTkwMrKCsrKykhKShJcn6urK1q0aIEZM2YI/tn/BlxdXeHt7c0HamJjY1GtWjVUrVqVsbKS2bdvHwYPHoyUlBT+BZM/Y3Tx4kU4Ojpi48aNTLLQ5CFT6tOnT3B1dYWRkREWLlyIevXqMdVTGp49e4awsDCEh4fjxYsXfNbjkCFD0LFjRz5AfvPmTXTu3BkSiYQPApcVkydPxrx589CmTRvMmTNHqoNw6dIlTJ48GSdPnkRQUBBmzZpVplqKw9bWFnXr1sXGjRuZaSiJUaNG4ejRo7h27ZroOrPyhpmZGezs7LBr1y4AsmfV27Rpg+fPn+POnTtMNPr6+uL+/fs4d+4cjI2NYW1tDSMjo0ITXSzcP4vj6tWr2LRpE7Zu3YrXr1+DiGBpaYkBAwagf//+onh/XrlyBWFhYdi6dStSU1NhbGyM/fv3Mx/AyEu28488fvwYUVFRWLhwIVJSUqT6G2Lk1q1bWL9+PTZv3ozk5GSmWmJjY0vdloXDbpUqVeDg4ICdO3cW2aZHjx44e/Ysv+KCBR8+fMDEiROxZcsWZGRk8MfV1NTQt29fzJ07F3p6eky0dezY8af/huM4HDx4sAzUlI4vX75gz549hZItunTpggoVKjDTlc+VK1fQokULREREwNPTk7WcIlFXV8ewYcOwaNEi1lIKcfnyZaxduxaTJ09GlSpVkJ2dje7du+PAgQN8G3t7exw8eJDZvZNPWFgY/P39MWjQICxfvhxz587l+2xpaWnw9/dHVFQUtm/fzvR6qFq1KnR1dXHlyhWZSUm5ubmwsbHBhw8f8OzZs7IVU+YLvsthipqaGo0fP77YNuPHj2dmsqGurl6iyxlrYmJi6MqVK6xlyORHpzCJRCK1L1bi4uJISUmJqlatSsuXL6d+/foVqp1Rq1Yt6tatGyOFecYPu3fvpokTJ9KgQYMoICCAduzYUcgtkBXm5uZkYmIiZfJTrVo1UdaU2rVrF7Vr144UFBSI4ziqUqUKhYSE8A6rsggODiZFRcUy11a1alWysrIq0pU2JyeH6tevT1WrVi1zLcWxfft2qlChAt2/f5+pjuL4+PEjNWrUiDp06MC87qy8Iw8GOsU5forN/fP58+c0b948ql+/Pl/jysjIiEaPHk0JCQms5RER0fv37+mPP/6ghg0bkkQi4V2z9+3bJxrjtipVqtDw4cNZyyiR58+fU2RkJHl7e5OZmRn/m1epUoUGDhxI4eHhrCUW4vPnz7R27VpycHDg9bKuH0ZEJdZsL7ixoF+/fqSiokJXr16VeT4pKYmUlZWpd+/eAiv7L6mpqWRpaUkcx5G+vj61b9+evL29qUOHDmRgYEAcx1GtWrXo/fv3TPSV9lkutue6mJgxY0ahzc3NjSQSCbm4uNC4ceNktgkNDWWqu1GjRtS/f3+mGn6WhIQE2rZtG8XHxxfZd2dB3759ieM4qlChAlWpUoUkEgnZ2dmRpqYmcRxHPj4+rCXSxIkTieM46tSpEyUlJUmdu3LlCnXs2JEkEglNmjSpzLWIM/+7nH8MZWVlpKenF9smPT2d2fKzOnXq/PIyFaFwcXHB0KFDsXLlStZSCqGrq4v379/z+yQnic2zZs2Cjo4OLl26BAMDA6n/h3xsbW1x8eJFBuryUFRURNeuXdG1a1dmGoojNzcXysrKhbJ2frwGxHBN9OjRAwoKClJZjyUte6xduzaaN29e5trevn2Lvn37FqlHQUEBnTp1wh9//FHmWorD2NgY7du3h729PcaMGQMbGxtoa2vLbMsiGwXIy7z/9u0bkpKScPToUaiqqsLQ0FBmZpwQSz3y2bFjxy/9Xc+ePf9hJaVHHspCyFOtOjMzMwCAqqoqevbsiQEDBqBdu3ZQUFBgqouIcPToUYSFhWH//v349u0b6tWrh4ULF2LAgAEwMDBgqu9HxF4GZPDgwTh9+jQePXoEIoKxsTGcnZ3h4uICV1dXVK9enbXEQsTFxSEsLAw7d+7E169fQUSwsbGBj4+PKOoRBwcHy8yY+fTpEy5fvozY2Fh06tSJ2eqQiRMnIioqCs2bN0dgYCDatGmDypUr4+XLlzh27BgWL14MiUSCoKAgJvoAYObMmbh37x6CgoIwZcoUvtwTAGRkZGDOnDmYPXs2Zs2axSTLWJ6e5d+/f0d6ejo0NTVl9tvyz2toaAj6fA8JCSnyXHR0dJHlxziO40tRsWDixInw9/fHgwcPUKNGDWY6fobGjRszX40mi82bN8PZ2RkrVqzAjRs3QES4dOkS6tSpg1GjRmHIkCGsJSIkJASJiYl82St1dXXeKyT//dO6dWtMnz69zLWUL8f+l+Pi4oIbN27g6tWrMDExKXT+9evXsLKyQoMGDXDq1CnB9UVGRmL48OG4ePEi6tatK/jnl4ZKlSqhd+/eWLp0KWsphXB1dUVSUhKCgoJgZGQEb29veHh4wMPDo8S/Letae8VRsWJFeHp6Yu3atQBkLzWcOHEiVq5ciS9fvrCSWc4/REhICPz9/ZnXM5NF/fr10bRp02KLNA8ePBjx8fFlXqS5OPINsvJf2cXVdmW1zPBnzBeEHPSU1lwsH/qhPAQr5KEshLzg6uqKgQMHwtPTE5qamqzl8FSpUgWvXr2CtrY2evXqBV9fX9jZ2bGWVSRiLwOSf6+3atUKISEhaNq0KWtJMnnz5g0iIyMRFhaG+/fv8wHT5ORkDBw4EBEREawllppdu3bB29sbsbGxaNSoERMNf/31FwYOHIivX79KHSciaGpqYsOGDaXqF5cVFhYWMDc3x8mTJ4ts07p1azx69AiPHj0SUJn8ERwcjAULFuD58+cyJ2lSUlJQtWpVBAUFITg4WDBdMTExv/y3Tk5O/6CSnyM2NhYrVqzAiRMnRDnBnZaWhsuXL/M1XQ0MDNCoUSNRLLkvjoyMDHz48AFaWlqi6nMAec/FyMhIbNiwAdeuXeONp6ytrTFgwAB4eXkJ4h9RHoT8l3PgwAG4u7vD2NgYAQEBhVzElixZgjdv3mDv3r0lFiotC2JjY7FgwQLExsZiyJAhsLOzk1lTCmCX3ePt7Y1r164hMTFRVKYuQN4gtXPnznj37p3UILU4xDDA/rEGiawg5NChQ7FlyxakpaWVuZ5fyZRSVlaGvr4+GjZsKLoXjNjw9fWFlZUVxowZw1pKIdauXYvAwEBcuHABtWvXLnT+1q1bcHBwwJIlS+Dv789AYR4hISGlfv4IMYMpT0gkEigpKaFjx45o2LBhqf9ODN9jTk6OqA10yvl75F+bTZs2hZqaWqn+hmUtNgsLC3z79o2vUyiWbOd8OnXqhLNnzyItLQ0SiQTW1tZwdXWFi4sLWrRowXTgmpubi4MHD2L9+vU4dOgQcnJyoKqqii5dumDgwIFo27YtlJSU4O/vX+ykmBjp3LkzsrKycPToUWYaUlJSEBERgYSEBHz8+BE6Ojqwt7eHl5cX84xiVVVVBAQEYPbs2UW2mTJlChYvXozMzEwBlckfjRo1QqVKlYp9Bnbu3BmvXr1CYmKigMrkE7FOcN+4cQOTJk3C0aNHkZubK3VOQUEBHTt2xJw5c0SbwFROyZQvx/6X4+bmhqVLl2L8+PGYMGGC1DkigqKiIhYtWsQkAAkAzs7O/MNv8eLFonn4FWTOnDlwdHTE4MGDMX/+fOjq6jLRIYsmTZrgwYMHSEhIwMuXL+Ht7Y0uXbqgS5curKUVi4WFBS5dulRsm/j4eJlBobKgd+/evxxgVlZWxqBBg7Bs2TJROKuKkS1btsDIyIi1DJlYWlrCyckJtra2GDhwIJo3b84vTThz5gw2btyI1q1bo1atWoUK9As5MVLcUp9yisfDwwMHDx7Evn378PTpU/j6+qJfv36oWLEia2klIvayEACQmZmJhIQEvHr1qki3bpaZ92InOzv7p7JoWE6Gir0MyMGDB5Gbm4vExEScOnUK0dHR+M9//oPFixdDUVERjRo1gouLC1xcXNC2bVtBtZmamuLNmzcAgGbNmmHgwIHo2bMntLS0BNVRFtSpUwdr1qxhqsHAwIBpeYri0NbWxtOnT4tt8/Tp0yIz0Mr5L48ePYKLi0uxbSwtLXH27FmBFMk3RZVbYElMTAw6d+6ML1++QF1dHba2tjAxMQER4fXr17h06RL27duH6OhoHDx4kLkT+o+kp6fj48ePRcYtxGB+JwbKMyH/R3j8+DE2bdqEpKQkKRexvn37wsLCgpkuecjucXV1xfv373Hjxg0oKyvD3Ny8SAfQ4pZaCIFEIkFISIigSxB+henTp2PWrFkIDw/HwIEDC2VCLlq0CBMnTsSCBQsQEBBQ5np+5jrM5/v370hJScHRo0fx9OlTBAcHl+k1GhoaCo7jMHz4cOjq6iI0NLRUf8e63gyQt+S5cePGolxiVtwscEkzw6yX65ZTet69e4cNGzYgIiICN27cgIqKCjw8PODr64s2bdqwlie3rFy5EtOmTcOnT59knmeVee/r6/tLfye0k3dJgYmiyK9xWU7JfP/+HQkJCTh27BhWrlzJrxzJyckRVIdEIoFEIkFAQACCgoKgo6Mjs408ZkK2adOGz0BkTWpqKtLT01GlShXWUnh69eqFPXv24ODBg2jdunWh8ydPnkTHjh3h4eGB7du3M1AoP2hqauK3337DwoULi2wzfvx4rFy5stDyfCGJjIzEH3/8gf3798ssh/bq1St07twZAQEBoqj9Kha+fv0KS0tLJCcnIzg4GOPGjYOGhoZUm/T0dCxatAgzZ85ElSpVcPv2baiqqjJS/F/Wr1+PxYsX4+7du0W2YfHukUVOTg7u3r1bbLC0rBMtyoOQ5ZRTAj+T3fZjyng5svny5QscHBxw+/ZttGrVCpmZmTh79iwCAgIQHx+Pc+fOoWHDhjh37pwoi98XJCMjA7a2tsjOzsb9+/fL7HPyg2W3b99GrVq1Sn1dsl56DwBLly7FnDlzkJSUhMqVKzPV8iO/EoDORwzLdVkir4HxixcvYv369dixYwfS0tJQuXJleHt7w9vbm+mk3I9kZWVhz549/OBe1n0sdNCsILt374anpycaNGgAb29vBAQEwMPDA02aNEFsbCwOHz6M7t27w83NDV5eXoJq+9WsdDE8L+WBly9f4vXr1+A4DsbGxqJ7rgN5AfDLly/j9OnTOH36NOLi4vD582cAeRnGWVlZguoZOHAgdu/ejYyMDCgrK8PNzQ0DBgxAx44doaiYtzBNjEHIZ8+eyTyek5ODly9fIiIiAhEREejSpQt2794tsLo8Pn36hODgYGzbtq1QkPnChQuYMWMGZs6cCVtbWyb6bt26BXt7e2RkZKBjx46FSmPlG0ScP39edHVWxYa1tTUUFRWLXWpta2uLzMxM3Lx5U0Bl0ri4uCAzMxPx8fFFtmnevDlUVFSYJ7CIicjISPj4+GDevHmFVnD+yIIFCxAUFISIiAgMGDBAIIWyWb16NYYPHw5FRUU0a9YMpqam/HP9R8LDwwVW91+ICMHBwVi+fDn/PiyKsu4LlQchyynnHyI7OxtKSkqsZcgNHz58wIgRI7Bjxw6pBx3HcejZsydWrVolF8slAWDcuHFYuXJlkUsR/wnyl+s1adIEqqqqP7V8j2XRawB48uQJRowYgevXr2PChAnF1n4tX6aQh4WFBTiOw4kTJ2Bubl7q4JiQtdjkOTAO5C0j3rlzJ8LDwxETEwOO43DkyBGZmSpC8/TpU7Rp0wYPHz4sdmkry++yZcuWuHfvHh49egR1dfVCmfhbtmyBl5cXjh8/DmdnZ0G1/WqGIVCeZVgUX758waJFixAWFoaXL19KnatcuTL8/PwQEBDAtEbytWvX+KBjbGwsPn36BCKCgoICbGxs+KXYLVq0KJRdIwSfP3/Gli1bsH79ely6dAkcx6FixYro3bs3+vfvj6ZNm4ouCFmSsRcRwdzcHKdOnWJy76SmpqJp06a4d+8eGjVqhMzMTNy+fZt/LmZkZMDY2Bh+fn5MnKfzOXfuHLy9vfHgwQMAkFqBUb16dURERIhuWakYCQ0NxYwZMzBlyhRMnz5dygH7+/fvCAkJwZw5czBt2jSmZWyMjIzQvXt3rFq1qsg2I0aMQFRUFF6/fi2gMtmkp6dj7969SEpKwqdPn6ClpYWGDRvCw8ND0Gdlz549ER0djZcvX5Y4ps7KykLlypXh6urKPIPY0tISHz58QFxcHGrVqsVUS3GEhoYiJCQEOjo66NKlS7HB0rJOtCgPQv7L+LFm2c/AyvgFAK5cuYKtW7fizp07+Pr1K06cOAEgbyBx4cIFtG7dWlS1GAty69YtrF+/Hps3b+aLtQuFr68vOI7DnDlzYGRkVOolaCyzZ37k/fv3SEhI4E0X8gNU8sSFCxdw/vx5jB49ukw/Jycnp8iXhZgpuOS5uMGMWJYpiIF8p+lTp07B3NxclM7TMTExyM7ORvPmzeUuMJ5PvkvtH3/8gVevXmHPnj1wd3dnLQvdunXDnj17MGDAAPj6+hbbUWQVNNPR0UHPnj35gIlEIsG0adMwY8YMvk379u2RlZWFU6dOMdFYzj/Dw4cP0bFjRzx48ABEBBMTE1SpUgVEhBcvXuDVq1fgOA41atTAkSNHYG5uzkRn/ruG4zhYW1vzQceWLVuKzk31xo0bWLduHTZv3oz379/zz/fmzZtj48aNopmQ8/b2lvnukUgkqFixIho3bgwPDw9myyFHjRqFFStWYOvWrejVq5dMo0N3d3c8e/YMSUlJTDTmQ0Q4e/Ysrly5IlUaq1mzZqKryydWvnz5giZNmuDOnTuoXr06XFxcULlyZbx8+RKnT5/Gw4cPUadOHZw/f57phEhpzIgmT56MJUuWMDcj2rNnD/z9/fHhwwepSU+O46Cjo4O1a9eiW7dugmixtLREgwYNsGvXrlK19/T0xPXr14tdAi0Eqqqq8Pf3x4oVK5jqKIn8scSlS5egp6fHVgyV86+C4ziSSCS/tLFi/PjxJJFIiOM4Xn8+jx8/JgUFBVq2bBkzfbL4/PkzrV27lhwcHHjtKioqguvI/77u3r3L75dmY/l7l/PrGBgYUEBAAN28eZO1lJ/Cy8uLvL29S7Wx5Pv37/Tq1St6+vSpzK2cwsjjNZmTk0N79uwhd3d3UlJSIolEQo0aNaIVK1bQly9fWMsjIiJtbW1q3bo1axnFoq6uTpMnT5baHzVqlFSb8ePHk7a2tsDKCpOUlMRagtySmZlJlpaWxHEc9evXj+7cuVOozZ07d6h///7EcRzVrl2bMjMzGSglGjNmDO3du5c+fvzI5PN/haysLNq+fTu1a9eOFBQUiOM4UlBQoNatW9OWLVtYyxM9ZmZm1LlzZ34/JCSkUB93xIgRpKenJ7S0csqId+/eUY8ePaTGjvn3Tc+ePendu3esJZK5uTl17Nix2DYdO3akqlWrCqRINufOnSMlJSVSVVWloUOH0rZt2yg6Opq2b99Ov/32G6mpqZGSkhKdO3dOED06OjoUEBBQ6vaBgYGko6NThopKh7m5OQ0dOpS1jBJRVVWlMWPGsJZBRETyl1JTTrGI0eWqOMLDw7Fo0SJ07twZs2fPxtatWzFv3jz+fLVq1WBvb499+/aVeZZZaYiLi0NYWBh27tyJr1+/gohgY2MDHx8fJoWF8zOe8usxCZUB9SsMGzbsp/+G4zisXLmyDNTIJ58+fcKSJUuwdOlSNGnSBH5+fujVqxfT2d7SIEZDmoJs3boVCxYswM2bN4tc2lqepSkbebomb926hbCwMGzatAlv376Fnp4ehg0bBl9fX1hZWbGWJ0Vubi5sbGxYyygWExMTqWVkZmZmuHLlilSbp0+fiiJ728bGBnZ2dvD390efPn1EeX2KldWrV+PevXuYPn16kcuzLC0tsXHjRtSqVQvTp0/HmjVrmPTZli5dKvhn/l2UlJTQs2dP9OzZEy9evEBYWBgiIiJw8uRJnDp1Cn369GEtUdS8fv0avXv3LraNqqoq0tPTBVJUmLFjx2LQoEGoW7cuMw3/JvT09LBjxw68ffsWly5dwsePH6Gjo4PGjRvD0NCQtTwAQNu2bbFu3TocP35cpvndsWPHcOTIEfj5+TFQ919mz54NFRUVxMfHo379+lLnevbsiWHDhsHR0RFz5szB/v37y1zP58+foaWlVer2mpqa+PLlSxkqKh0+Pj5Yv3490tPTmZT6KC3m5uZIS0tjLSMP1lHQcv63ady4MdWtW5eys7OJSPYMpo+PD1WpUoWFPCIiSk5Opvnz55OlpSU/61apUiXiOI68vLyY6ZI3Spul+WM2bzn/5f3797Rs2TKytrbmvydNTU3y9fWlM2fOsJYnlyxatIgkEgmpqKhQq1atqH///qLM0hQr8nBN/uc//6EmTZqQRCIhBQUF6tChA+3cuZOysrJYSyuStm3bkpubG2sZxdKnTx+ytrbm98eOHUsSiYTmzp1LN27coDVr1pCioiK1b9+encj/p0ePHqSiosJfn35+fnT+/HnWsuSC5s2bU82aNSk3N7fEtrm5uVSrVi1q1qyZAMqK5tu3b3Tw4EFavHgxhYaG8sczMjLozZs39P37d4bqSsfx48epT58+rGVI8eXLF3rx4oWoVgtUqlSJ+vbty+/LGke4ubmRubm50NJ48t+NTZs2pfDwcEpPT2empRxhePz4MWlra5OioiL5+PjQli1bKCYmhrZs2ULe3t6kqKhIOjo69OjRI6Y6dXV1yc/Pr9g2vr6+pKurK4gejuNoxowZpW4v635nQU5ODvXo0YMcHR0pJiaG0tLSWEuSycqVK8nQ0JDevHnDWgqV14QshykaGhoYNGgQli1bBgAya7kEBQVh6dKlgtbMyM3NxcGDB7F+/XocOnQIOTk5UFVVRZcuXTBw4EC0bdsWSkpKoisgLmZKWy/u2bNnCA0NxcOHD0VjYCFGLl++jLCwMGzduhUfPnwAx3GoVasWfH19MXDgQLmrq8kKMzMzEBHOnTsHU1NT1nKKRexuyWK9JiUSCZSUlNChQwd4eXmV2snX3t6+jJUVzZUrV9CiRQtERETA09OTmY7i+OuvvzB58mQcPnwY1apVQ0pKCho3bowXL14AyKt/pq2tjdjYWDRo0ICx2rz6wxs2bMD69etx69YtcByHevXqwd/fHwMGDJAbIzSh0dPTQ58+fUpd62rkyJHYsmUL3r9/X8bKZLNv3z4MHjwYKSkpfB3i/GflxYsX4ejoiI0bNzJZvSKvrF+/HosXLy627hqr1QK9e/fGwYMHcefOHVSuXLnQOOLWrVuwtraGj48Ps/76oUOHsG7dOhw8eBA5OTnQ1NRE37594e/vz8yx+99GfHw8Dhw4ADU1Nfj6+sLExIS1JMTHx6NXr1548eKF1CpFIoKpqSl27NgBBwcHhgoBNTU1jB07FnPmzCmyTVBQEJYtW4aMjIwy1yORSODp6Vnqfs/OnTuxe/du5mPFfIMkEnnt+2fPniEwMBCXL19GcHAwbGxsoK2tLbNtWdclLg9C/g9x7ty5Qq5XrJ3YtLW10a9fP949TFYQ0svLCwcPHsS7d+8E02ViYoI3b94AAJo1a4aBAweiZ8+eUiniEomEeRDy2bNnv/y3Yil6ns+HDx8wZ84crFy5EpmZmXB0dMT8+fPRvHlz1tJETVZWFnbv3o2wsDCcOnWKdwLt1KkT/Pz80LFjx1K7Fpclnz9/xooVK3DixAm8evVKppO4kM7O+airq2PIkCGiX8YnD27J+Yjtmsz/rJ8tVcLyewwNDUVCQgIOHToEJyenIjuKHMdh2rRpDBTK5sOHD1i3bh0ePXoEMzMzDBgwoNRBXyE5f/481q1bhx07duDLly9QUVFBt27dMGjQIMGdvMVOaQwWCjJlyhQsXryYidnC2bNn4eLigkqVKmH8+PE4f/48tm7dKnUvW1paon79+oiKihJcnzyyevVqDB8+HIqKimjWrFmxJlnh4eECqwOuX78Oe3t7GBkZYc6cOYiPj8eqVatw48YNnDt3DlOmTMGXL19w5coV1KxZU3B9BUlJSUFERATCwsJw9+5dcBwHKysrDB48GP369fupZaj/qwQGBmLFihV49eoVb1i6a9cu9O7dG7m5uQAAQ0NDJCYmiuLdk5WVhX379uHixYv8snF7e3u4u7tDWVmZtTzUqVMHmpqaSEhIKLKNvb09Pn/+jNu3b5e5nnxzsdLy40QTK5ydnUut+/Tp02WspmjEZBRaHoT8H+DChQvw8vLC/fv3AUhH6WvWrInw8HA4Ojoy0da8eXO8f/8eN2/ehEQiKRSE/Pr1K2rWrIn69evj6NGjgumSSCSQSCQICAhAUFAQdHR0ZLZhHYT82Yd1PqxnYgqSmZmJZcuWYcGCBfj48SNq166NOXPmwMPDg4mehQsXwtXVFY0aNZKr+qoA8OLFC4SHhyMiIgKPHz8Gx3EwNjbGy5cvmepKSUlB06ZN8fDhQ2hpaSEtLQ3a2trIysriZ1ZNTEygpKQkeF3TRo0awcrKSvR1K+XBLVkWYrgmfXx8funvWAyo8yltkFYMnW95Jj09Hdu3b0dwcDBf39LCwgJDhw7FkCFDymtHIm/C0tHREdu3by9V+969e+Ps2bN4/vx5GSsrTIcOHZCYmIibN2/CwMBA5sR23759cfHiRTx48EBwffKIpaUlPnz4gLi4ONSqVYu1HJns27cPAwcOxOfPnwH8d5xDRKhQoQK2bt2Kjh07MlYpTVxcHNatW4ddu3YhIyMDqqqq6NGjBwYNGsQ8QUTM2NrawtDQEIcPH+aP1alTB2/fvsXvv/+O5ORkBAUFYeTIkViyZAlDpfJBSEgIQkNDMWDAAMydO1cqg/T169cICgrCxo0bMW3aNISEhJS5nhkzZvzS3xVVr7gcaby9vUs9ti3rPnB5EPJfzu3bt2Fvb4/09HS0a9cOzs7OMDY2xps3bxAdHY0jR45AU1MT58+fZ1IwOSwsDP7+/hg0aBCWL1+OuXPn8h3GtLQ0+Pv7IyoqCtu3bxd0SdrAgQOxe/duZGRkQFlZGW5ubhgwYAA6duzID/zFEIT8mYfJj7AcYAN5ncT169djxowZePnyJUxMTBASEgJfX1+mmXv5gd0KFSqgZcuWcHZ2houLi+hNIgpy9+5d+Pv74+zZs6IIUgwfPhyrV6/Ghg0b0K9fPygoKCAkJATBwcFISEjAyJEjoaioiGPHjkFdXV1QbZs3b8aIESOQlJQkquDdj+jo6MDOzg7Hjx9nLeWXENs1KXZKW74CAJycnMpQSWEePXqEL1++oG7dukUGwrOzs3H79m1oamrCwsJCUH2l5ePHj9i0aRPWrVuHa9euAQAcHR1x9+5dpKamwtjYGHv37oWdnR1jpWzp1asXDh8+jHv37sHY2LjYtsnJyahZsyY6deqEbdu2CaTwv1SsWBGenp5Yu3YtANmrayZOnIiVK1eKwsxAHlBVVYW/v3+pl+OzIjU1FZGRkbhw4QJSU1OhpaWFJk2awMfHB/r6+qzlFUlsbCz69u2LV69eAcibWKpbty6mT58u2lIcLDEwMECfPn3wxx9/AADu378PS0tLKeOsLl264O7du7hz5w5LqXJBRkYGXF1dceHCBSgrK6NGjRowMjLCmzdv8ODBA2RlZcHe3h6nT5+Gmpoaa7nl/JsQsgBlOcLTq1cvUlZWpmPHjsk8f/z4cVJWVqZevXoJpinfhCafvn37EsdxVKFCBapSpQpJJBKys7MjTU1N4jiOfHx8BNNWkLS0NFqzZg3Z2dnxRaX19PRo+PDhFB8fTxzH0aBBg5hok3f++usvqlOnDkkkEtLR0aG5c+dSRkYGa1lERHTo0CGaOHEi2dvbk6KiIv/bV6xYkbp06ULLli2jq1evspZZiC9fvlBYWBg1b96cN1DS0NAQhXlStWrVqHXr1vz+j4WnU1NTqXLlyjR+/HgW8mjRokVkYmJCs2bNov3791NMTIzMjSUVKlRg9v38KmK+Jsv5NZ4+fUpqamrUpUuXEtt6eHiQuro6vXjxouyF/QSnT5+mfv36kZqaGnEcRwYGBhQYGEj37t0jIqLMzExauXIlaWpqkoODA2O17Dl16hRxHEcODg6UkpJSZLt3796Rg4MDSSQSOnnypIAK/4uamhoFBATw+7JMC4YMGUIVKlQQWprcYm5uTkOHDmUt419FWloarV69mmxtbfl3Y7NmzejPP/+k3377jTQ1NUkikdD8+fNZSxUdqqqqFBQUxO+HhYWRRCKhCxcu8McmTZpEGhoaguqKjIykyMhI3pAkf780G2u+fftGoaGhZGFhIWUSWr16dQoNDaXMzEzWEsv5F1IehPyXY2hoKOUaJ4s+ffqQoaGhQIqIDAwMKCAggG7evMkf+/PPP8nKyop/GXMcR3Xr1qU1a9YIpqs4rl+/TqNHjyZ9fX0p9+aWLVsycwSUR86cOUNNmzYliURCqqqqFBAQQKmpqaxlFUlaWhrt37+fxo0bR7a2tqSgoMD/9vr6+qzlERFRbGwseXt7851WjuPI3t6e/vOf/4jGnU1FRUUqgKaoqEiTJk2SauPv70/VqlUTWhoREU2dOpU0NDSkXNllbSyRB7fkfOThmizn15g6dSopKSnRw4cPS2z76NEjUlJSoqlTpwqgrHiSk5Np7ty5VLNmTf6adHZ2pq1btxbpkj5u3DhSVVUVWKk4GTx4MHEcR/r6+jRlyhQ6efIk3bt3j+7du0cnT56kyZMnk4GBAXEcR/7+/sx01qtXj5ycnPh9WUFIKysrsrOzE1iZ/BIaGkpmZmb05csX1lLknjNnzpCXlxdpaGgQx3FUsWJFGjlyJN24cUOq3du3b8nKyopMTU0ZKRUv5ubm1K1bN36/Z8+epKWlRTk5OfyxYcOGCebmnE/+2PDu3btS+8Vt+W3ERFpaGr148aK8r/YL3Lx5k3777Tdq3Lgx1ahRg8zNzQttFhYWguvq0KHDT28dO3Ysc12y19GU86/h06dPqFatWrFtzM3N8enTJ2EEIU/TkiVLsHTpUjRp0gR+fn7o06cPBg0ahIyMDHz48AFaWlqiqsVUv359LFu2DAsXLsRff/2FsLAwnDhxAmfOnIGFhQVcXFzg6+uLPn36sJYqWtzd3XHw4EFIJBJ4eXkhNDRU9G7EFSpUgJubG9zc3PD48WNERUVh4cKFSElJQWpqKjNdL1++RGRkJCIiInijEj09Pfj7+8PPzw/169dnpk0W2trayM7O5vcrVqzIO+jmo6WlxZtBCUlwcDDmzJkDAwMD9O7dG5UqVSpyiSlL5s2bhxYtWmDXrl2iXKIlb9ekvJCcnIzExMQi3dCBvPIhQnH06FE4OjqWaom1ubk5mjVrhiNHjmDmzJkCqCuaKlWq4Pv379DV1cXYsWMxePDgEuvbGRgYyDTQ+l9k1apV0NLSwtKlSzF37lzMnTtX6jwRQSKRYOzYsViwYAEjlUD37t0xa9YsbNiwQeZ9sWjRIty4cYOpRnlj8uTJuH79Otq0aYN58+bBxsYGFSpUYC2rEBcvXkRCQkKRz0qWJl6LFy/GunXrcO/ePRARHB0dMXjwYPTq1QuqqqqF2hsYGMDT01OQGnzyhpOTE7Zu3YqVK1dCVVUVe/bsgbu7O+9ODAAPHjwQfHwRFhYGjuNQqVIlAOxLXv0qFSpUEOX9LXZiYmLQvn17fPv2DYqKijAyMpI5liAGVRCPHDny038jhCdCeU3IfzkWFhYwNzfHyZMni2zTunVrPHr0CI8ePRJEU2pqKjZu3Ijw8HBcu3YNHMdBXV0dPXv2hK+vr9wUZH7x4gXCwsIQERGBJ0+eiKbO2ffv37Fjx44SXYiLuybKgvxai9WqVYOlpWWp/objOBw8eLCMlcnmxYsXOHXqFE6fPo3Tp0/j+fPnICKYmprCxcUFLi4u8Pb2FlTTjh07EB4ejhMnTuD79++QSCRo06YNfH194eHhASUlJUH1lBZHR0cYGxvjr7/+AgC0a9cOV69exa1bt6Crq4uMjAxYW1tDIpEIXsPH1NQUFSpUQEJCgqgmPkJDQwsdE6Nbsrxek2InMzMTgwYNwtatW4vstBIDV0gdHR34+PiU2k1+3LhxCAsLw8ePH8tWWAk4OTlh6NCh6N69uygcSeWVBw8eIDw8HPHx8UhOTgYAGBsbo2nTpvDy8mLuPvzlyxc4ODjg9u3baNWqFTIzM3H27FkEBAQgPj4e586dQ8OGDXHu3DmoqKgw1SpWijI8JBG4qcoiNTUVHh4eOHv2bLEDfJZ9dIlEAm1tbfTv3x9Dhgwp1aTcoUOHsHPnTrkNZpUVDx48gJ2dHdLS0kBEUFdXx/nz5/nvNCUlBaampvDz88OqVasYqxUnv+IBwXEcbt68WQZq/h04Ojri0qVL+M9//gMvLy+poDhrnj59+kt/V9Z18suDkP9yxo4diz/++AOTJ0/GlClTpGbcMjMzMXfuXMyaNQujRo0q9aDin+Ty5csICwvD1q1b8eHDB3Ach1q1asHX1xcDBw6EkZGR4Jp+hRMnTiAsLAxbtmxhqiM9PR1t27bF+fPnpdwB88nfZ9EZ+xWzGRY6Bw8ejNOnT+PRo0cgIhgbG/PmNK6urqhevbqgegqS/x1Wq1YNPj4+8PHxEX02KZDnWrd06VIkJydDXV0du3fvhqenJypXrgwHBwdcvnwZT548wezZszFp0iRBtWloaOC3337DokWLBP3ckvhVcyah7xl5vSbFzujRo7F8+XLUqlULffr0KdYN3cvLSzBdKioqGD9+PGbNmlWq9lOnTsWiRYuQmZlZxsrKKSePDx8+YMSIEdixY4fUs5DjOPTs2ROrVq1CxYoVGSoUN87Ozr+cBXP69Ol/WE3JeHt7Y8OGDXB2doaXl1exz0ohTbwWLVoEV1dX2NjYIDIyEr169So39viHeP36NaKiogAAbm5uUiv+Ll26hM2bN6Nv377/86ZiRZE/0fCzIaDc3NwyUiT/qKuro3v37ti4cSNrKXJDeRDyX05qaiqaNGmCR48eQU9PD/b29rzrVUJCAlJSUmBhYYGLFy9CV1eXmc6srCzs3r0bYWFhOHXqFIgICgoK6NSpE/z8/NCxY0emjsnyQlBQEObPn4/Q0FAMGzYM+vr6CAkJwZAhQxAbG4ugoCA0atQIW7ZsEXzJqVhnYn4k/+XcqlUrhISEoGnTpoJ+fnH07dsXfn5+aNWqFWspP8Xr168RGxuLVq1a8S6VixcvxqxZs/Dp0yeoqalh2LBhmDdvnuCzhw4ODqhevTo2b94s6OeWxM+4I/+IkAMteb0mxY6JiQl0dXWRmJgoqoytSpUqoW3btoiMjCxVe29vbxw7dox3fhUb8fHxOHDgANTU1ODr6wsTExPWksr5h3j//j0SEhJ4p2Q7Ozu5mdgup/To6+ujRo0aiI+PF2QJYWnJ70tqaWmhZcuWcHV1hbOzM6ytrVlLK6eMkJcMQ4lEAiUlJXTs2BE+Pj5wc3MrH2P/TYyMjNC/f38sXryYtRS5oTwI+T9Aamoqxo8fj23btiEjI4M/rqqqij59+mD+/Pl8YEAMvHjxAuHh4YiIiMDjx4/BcRyMjY3x8uVL1tJEj6WlJfT09HDu3DkAeS+akJAQBAcHA8j7bq2trREYGIigoCCWUkVLp06dcPbsWaSlpUEikcDa2hqurq5wcXFBixYtymul/IN8//4d7969g6GhIbPBw/79+9G7d2+cOXMGjRo1YqKhnHJ+RF1dHcOGDRNdhm6nTp1w5coVPHnypMRlzVlZWahWrRpsbGyYldXIJzAwECtWrMCrV6/4Cdddu3ahd+/efHaHoaEhEhMTUblyZZZSyymnnJ9AU1MTw4YNE12dz5kzZyImJgbx8fHIyMjg+zgVK1bkV9e4uLj8UuCqHHEiLxmGN27cwLp167Blyxa8f/8ehoaGGDhwIHx9fUtdLqscaXx9fXHjxg1cvHiRtRS5oTwI+T9EdnY27ty5g7S0NGhpaaF27dqirtd19+5d+Pv74+zZs6Kptyh21NTU8Ntvv2HJkiUAAEVFRUycOBGzZ8/m2wwcOBAXL14UvPaePJGbm4vExEScOnUK0dHROHv2LL58+QJFRUU0atSI7zy2bduWtdRy/iYbNmzA7t27ceTIEfTv3x8NGzaElpaWzLZCGoD8DN++fYOCgoIoDXXExsKFC+Hq6opGjRqJKmvmR2xtbVG3bl3RLe0JDw+Hn58fJk6cWMic5EemTJmCefPmISwsTNAl47KwtbWFoaEhDh8+zB+rU6cO3r59i99//x3JyckICgrCyJEj+fdnOeWUkzd5ffnyZbRs2RI6OjqFzn/48AFnzpyBra0tkwB+ixYtUKlSJezYsUPwzy4N2dnZuHDhAl9f/MKFC1JBSQMDA6mgZEmGWf9rhIaGguM4DB8+HLq6ujLrZcuChRGRvGUYZmdnY+/evQgLC8Px48eRm5uLJk2awNfXF7179xZVnXSx8+7dOzRr1gzt2rXDvHnzoK6uzlqS6CkPQv5LmT17NtLT0zFjxowiA41ZWVmYMWMGKlSoIHgdtqJIT0/Hjh07EBYWhnPnzvFFhz09PREREcFanujR19eHt7c3nz2jp6eHLl26ICwsjG8zYcIErFixAl+/fmUlU+74/v07EhIScOzYMaxcuRLv3r1jVoRdXpCnZSmyaqcWhFUd1YLExcXh1KlTGDVqFD8QfP/+Pfr3748TJ05ASUkJY8eOlZpwKKcw+b93hQoV0LJlS37wZ2Njw1qaFDt27IC/vz8uX76MGjVqsJbD8/37d9ja2uL69esYMGAApk2bVqhO7sOHD3mHYmtrayQkJDAv0m5gYIA+ffrgjz/+AADcv38flpaWmD59OqZPnw4A6NKlC+7evVs+QSdnDBs27Kf/huM4rFy5sgzU/Pv47bffsGPHDrx69UpmaYhv376hcuXK6N27N1asWCG4vpMnT6JTp06Ijo6Gg4OD4J//s2RnZ+P8+fP8JPeFCxd4A8nyfmVh8t/Zt2/fRq1atUod1GPRZ5PnDMNXr14hPDwckZGRePDgAT/2njVrFtM637du3cKKFSuQkFC88/3Dhw8ZqPsvrq6u+PjxI65evQoNDQ3UrFmzSPNIoY1hxUp5EPJfyIkTJ9CuXTssWLAAAQEBxbZdsmQJxo8fj+PHj8PV1VUghYU5c+YMwsLCsGvXLnz9+hVEBDs7O/j5+aFPnz7lS2BLia2tLapXr87PCDs5OeHp06e4e/cuVFRUQERo3LgxPn78yPyBLQ8QES5fvszPYMfFxeHz588A8rJMs7KyGCsUL/KyLKW0te0AYQ1AfqRr1664du2a1H2bX5C/Zs2a+Pz5M968eYPt27fD09OTmU6xc/jwYcTExOD06dO4fPkyvn//Do7joK2tjZYtW/LZKFZWVkx1xsbGYsWKFThx4gTGjBlTpBs6ALRs2VJQbc+ePUPbtm1x7949cBwHU1NTfpDy8uVLPH/+HEQES0tLHDt2DFWqVBFUnyzU1NQwduxYzJkzB0BeRqe/vz/i4+Nhb28PIK+m8vLly/HlyxeWUsv5SX4m06jgBFP56prSUatWLdja2mLr1q1Ftunbty8uX77MJIC/YcMG7Nu3D/v370e/fv2KfVaKbTXDu3fvcPToUcyfPx83btxgPtkpRvLrYzdp0gSqqqo/VS9byPrYBZH3DMNjx47Bz88Pr169wl9//QV3d3cmOmJiYtC+fXt8+/YNioqKMDIyKnLFz+PHjwVWJ42Yg+NipTwI+S9k4MCBOHToEF6+fFliQftv377B1NQU7du3F3zZ18uXLxEZGYmIiAg8fPgQRAQ9PT30798ffn5+qF+/vqB6/g1MmDAB4eHheP36NRQVFREWFgZ/f380bNgQrVq1wrlz53D+/HkEBASIrn6OWLh27RofdIyNjcWnT594oyQbGxs+SNGiRQtoaGiwlita5G1ZitgxNzeHk5MTnxH+9etX6Ovro2XLljhy5Ag+f/4MKysrmJub49SpU2zFygmfP3/mA5IxMTFISkrig+a6urpISUlhpu3HIH5xS8dZdGi/fPmChQsXIjw8HC9evJA6V7lyZfj5+SEwMFA0gy0LCwvY2Njwjqq9evXCkSNHkJqaymdpDh8+HNu2bcP79+9ZSi3nOA6i7wAAP9dJREFUJyltUOLZs2cIDQ3Fw4cPyweCP4GGhgZGjRpVbPmFoKAg/F979x0W1bW+DfjZAyKiIGBDRcUWe1AEBBEp9nLsPScK2KPJsRyDSlQgShT0xJyIObFgiyHRGCuWWCgC0uwYUalGUERpioAI+/vDn/M5oYgKs2fkua/LK87ea+AJOO3da61306ZN8ou0yqQuqxmAl3v0v3rNCQoKkq/8qF27NqysrGBnZyefmU3/3/r16+Hg4KDy26iURVVnGJbl8uXL8PPzg7+/PzIzM2FkZISjR4+iZ8+ekuSxtrZGTEwMfvzxR0ybNk3yFRVUtbiB1AcoPDwc/fv3r1RHzdq1a6N///7yRibKsG/fPuzYsQNnzpxBcXExZDIZBg4cCBcXF4waNUql96lUdTNnzkSDBg2QkZGBpk2bwsXFBZcvX8bmzZtx5coVAMDYsWPh7u4uaU5V1r17dwiCAEEQYGpqKi869u3blzNy38K1a9fky1KOHDmiVstSVNHDhw8V9tu6cOECCgoK4OzsDADQ1dXF8OHD5UUWerNXP7Phw4cjKSkJBw4cgI+PDzIyMpCZmSlptpUrV6r0h6169erBw8MDHh4euHv3Lh48eAAAMDIyQsuWLSVOV5qdnR38/f3h6+sLbW1tHDp0CCNGjFD4UBMfH69yHwrpzd402ykrKwteXl7w9fVFQUEBrK2tsW7dOiWlU39aWlrIzc2tcExubq5kz1c7duyQ5PtWRnZ2NoKDgxEUFITAwEDExsaipKQEOjo6sLa2xsSJE2FnZwdLS8s3Nvqqyb788kt5p3E7Ozv5Nirq0Gm8WbNmcHNzg5ubm3yG4Z49ezBmzBiVeL3JzMzE3r174efnh2vXrkFTUxNDhw6Fi4sLhg4dKmnh7+rVq5g0aRJcXFwky0DVSKQPTp06dcRly5ZVevyyZcvEOnXqVGMiRYIgiIIgiK1btxY9PT3Fv/76S2nfu6Z6+PChGBERId6/f1/qKCpvwYIF4uHDh8Xs7Gypo1Ro165d4tWrVyscc/36dXHXrl1KSlS258+fi/v37xeHDBkiampqijKZTLS2tha3bt0qPnnyRNJsf/fixQvxwYMHYkpKSpl/pGRoaCh+/vnn8tsrVqwQZTKZwmN66dKlora2thTx1M5ff/0l7tq1S3RychJbtWolymQyURAEsUWLFuLUqVPFHTt2SB2RqtCdO3dEfX19+e+5bt264vXr1+XnHz58KGppaYlz586VMCVVpfz8fPGbb74RDQwMREEQxE6dOokHDx6UOpba6du3r9iiRQuxoKCgzPP5+fmisbGx2Lt3byUnU21mZmaihoaGKJPJRF1dXXHw4MHiN998I4aHh4tFRUVSx1Mrnp6eYr9+/UQdHR1REARRJpOJMplMbNCggTh27Fhx06ZN4o0bN6SOWa5Lly6J8+fPFxs0aCAKgiA2bdpUjImJkSxPSUmJeOLECXH8+PGitra2KAiC2LVrV3HDhg3iw4cPJcv1d40bNxYXLVokdQyqJlyO/QGqV68e5s6dCx8fn0qNX7JkCX744Qel7YM0ZcoUTJ8+Hf369VPK96sJ1LUREb07mUwGd3d3rFy5stwx69atw/LlyyVfgvSKqi5LuXjxIpYvX46QkJBy9/mUesP4Xr16ISsrC9evX4dMJkPXrl2hpaWF69evy8d88sknCA0NRUpKimQ5Vd2sWbMQGBiIxMREiKIIIyMj+awKR0fHUk1W6MNx//59+Uzh4cOHw8TERH4uJiYGe/fuxZQpU2BhYSFRQqoKoihi+/bt8PDwQGpqKpo1awZ3d3e4uLhwS5B3sGvXLjg7O2PAgAH44Ycf0KZNG/m5hIQEfPbZZzhz5gy2bdsmn5lPL9+jyWQyjB49GosXL4alpSX//b0ndeo0rsozDFu0aIG0tDTUr18fEydOhIuLi0q+7rm4uCA2NhZRUVFSRyll9+7dAF7u166rqyu/XRmqtjetVFiE/AB99NFHaNu2LU6cOFGp8UOGDEFiYiJu3bpVzcmoOqhjIyJ18Pz5c5w5cwZxcXHIy8vDihUrAAAFBQXIzc1Fw4YNJX1DWZkipJeXF1atWoWioiIlJqscVdn4+sqVK+jduzc0NTXh4OCAo0ePwtTUFEZGRrh06RIyMjJgb2+PVq1aSbrsa9u2bZg1axaMjY2hpaWFpKSkUo/5du3aoX379pV+7q+JXu0f1q9fP7i7u6N3795SR6rQ5cuX4e/vj7i4ODx79gxnzpwBAKSkpCAyMhL9+/eHoaGhxCmJVMOhQ4ewfPly3Lp1C3p6enB1dcWCBQugra0tdTS1NmnSJOzbtw+amppo3bo1mjdvjtTUVCQlJeHFixeYOHFihY1rlOHFixe4detWuR10AeU28Zo9ezaCg4PlDbx0dXVhY2MjX05sbm7OouR7UrVO46Io4tSpU/Dz88PRo0dRWFiILl26wNnZGZ9++ikaNWqk1DzlebVne+/evVGnTp1K3UcQBAQEBFRzMkWPHj2CjY0NBg0ahLVr10JHR0ep378iZXVtf9OWFKKK7E2rKliE/ABNnz4dP/30E27duqVwpb8sycnJ6NChA6ZOnYqtW7cqJyBVKXVpRKROjhw5glmzZiEjI6PUi0ZUVBSsra2xZ88eTJkyRbKMlSlCjh8/HiEhIUhPT1disoqp2sbXY8eOxYkTJ3Dx4kV06tRJ4eean5+PxYsX47fffkNUVNQbn0+rkyiKWLp0KbZv3w4AmDBhAr7//nv51fTAwED069cP3t7e+Pe//y1ZTlU3bNgwhIWFITc3FzKZDKampnB0dJQ3m1KlfV+//PJLbNiwQaE5zavnoeTkZLRr1w4bNmzAv/71LyljEkkuNDQUrq6uiIiIgJaWFubNmwc3NzcYGBhIHe2DsXnzZvj6+uLmzZvyY507d8a8efMwd+5cyXKJooiVK1fi+++/f2NjHCk+/D948EA+cy84OBh37tyBIAioW7euQlHSwsKCjTfegyp0GleXGYbvUvxWxs+zrMkx2dnZuHr1KurWrYv27dujfv36ZWY7e/ZstWb7u507d0IQBIwZMwa6urrYtWtXpe87bdq0akymPliE/ABdunQJ5ubmMDMzw8mTJ9GwYcMyxz1+/BiDBw/GpUuXEB0dDTMzMyUnparQrl07mJub45dffqnU+MmTJyMqKgoJCQnVnEw9hYWFwcHBAU2bNsWSJUsQEREBf39/hRffDh06oGvXrkpvAvL6C3RQUBBMTEzKLIwVFxfj3r17SE5OxoQJEySfoaDKy1KaNGkCBwcH+eNHJpNh1apV8g6VJSUlMDMzQ+fOnfHzzz9LlvNNnj9/jvz8fNStWxeamuw5V5GSkhJcvHhRPnsiLCwMT58+haamJszMzORLuQYOHChZxh07dmD69On4xz/+gTVr1sDf3x9r165VeB56NYtB2W++1VVGRgZ27NiB6OjocmdLSfFhht7PiBEjEBAQAJlMhk8//RSenp4q0fDhQ/Xs2TNkZ2ejfv36qFu3rtRx4OnpCXd3d+jr62PkyJEwNjYu9zVQFTpP379/X6EoGR8fD0EQoKOjAxsbG5w8eVLqiGpBFTuNq8sMw3fdsqdVq1ZVnETRu84M5uxC9cRPKh8gMzMzLFiwABs3bkTnzp0xZ84cODg4yN+Upaam4uzZs9iyZQsyMjKwaNEiFiDVWFpamsIePW/SunVrHD58uBoTqbfVq1dDX18fMTExaNSoER4/flxqTM+ePSXZoyQoKEj+d0EQkJycjOTk5FLjZDIZDA0NMX78eGzcuFFp+V5X3rIUHx8flVqWkpOTo/D4qVWrlsL+uDKZDPb29pIXct9ES0uL3TUrSSaTwcLCAhYWFnB1dUVxcTGio6Pxxx9/wNfXF9HR0fDx8ZF0D9DNmzejU6dOOHDgADQ1Ncv83Xbs2FG+PJsqdu3aNTg6OiIrKwsVXXtX5Y7kVLZjx45BEAS0bNkSDx48wKxZs954Hyk++H8odHR0VGpZpJ+fH1q1aoWYmBg0aNBA6jhv1LRpU0yZMgVTpkxBcXExDh06BA8PD8TGxuL06dNSx1NZ6tJpvKioCMHBwZUeL8VrTnUXE99VSUmJ1BFIiViE/EBt2LAB2tra8PHxwZo1a7BmzRqF86IoQkNDA8uWLcPq1aslSklVQSaTvdWef0VFRdyHpgIREREYN25chUWyFi1a4MiRI0pM9dLrL9CVWY4tpZYtW8qXpTg5OansspTGjRsjKytLftvIyAh37txRGFNQUIBnz54pO1q5iouL8ejRI/neR3/XsmVLJSdST6Io4tKlS/JZKaGhofLlfFIvi/vzzz8xc+bMCme1NmnSBA8fPlRiKvW1ePFiZGZm4quvvsL06dNhbGws+e+Yqo4oikhKSkJSUlKlxrPY/OFIT0/HnDlz1KIA+WoW/qvZe6GhocjLy5NfGClv5VpN17NnT1y9ehWiKMqXsU+aNAl2dnawsLBQmdUflX3+oQ9D586d3/o+giDIZ+3WdKrxqKUqJwgCvLy8MH36dOzYsQPh4eF48OABgJcfsm1sbODk5MROoB+AZs2aITY2ttLjY2Nj0bx582pMpN4KCwvL3HPkdTk5OZIXcgMDAyXdo/BNUlNTUatWLZiamiIlJaVSy2KkmJ3SuXNnhaZcNjY2OHToECIiImBlZYWbN29i37596Nixo1JzlUUdunirumvXrsmLjiEhIcjJyZFflOvRo4d8Kbatra2kOTU1Ncv9Hb+SlpaGevXqKSmRertw4QJGjRoFT09PqaNQFeMH/+r3119/YfXq1Thz5gzS0tLKfG6S6rWndevWyM3NVfr3rYxXF7pezd57daHrVdHRwMAAI0aMkL/udOvWTeLEquny5cuQyWQYM2aMSncaV9UZhurK0dERTk5OFXaT9vf3x9atW3Hu3DklJnspLi4OgiBUuLqCysci5Aeubdu2nOn4gbO1tcVPP/2E5OTkSjUiOnfuXIVP6DVdmzZtEBMTU+GYCxcuSF6UsrOzK/N4bm4uIiMjUadOHdjY2Eg640MdlqUMGzYMCxcuxP3799G0aVO4urri4MGDsLGxgaGhIbKyslBSUoLly5crPdvrrly5AltbW2hqamLgwIEVdvGm8nXv3h2CIEAQBJiamso//PXt21elmtJ069YNgYGBKCkpKfPD1qtO2VI1dHrlzz//xKZNm964z6LUexBraWnxousHis951SsxMRG9evVCVlYWunTpgsLCQrRq1Qra2tpISEjAixcvYGpqCn19fUnyzZ8/Hx4eHnj48CEaN24sSYayjBw5EiEhIfICqSiK0NXVxZAhQ+Dg4ABHR0f56xFVbObMmQgODsaBAwfw+++/s9N4DREUFAR7e/sKx9y9e/etPmdUtVd73Ds7O2P48OH8d/gWWIQkUnPz5s3Djh07MG7cuDc2Iho/fjxevHghaSdDVTd27FisXr0au3fvLrNYu379esTGxsLb21uCdP/f9u3b8fPPP+O3336TdwC9evUqBg8eLF+iaWNjg1OnTlV6g+yqpC6zU+bMmYMJEybIf4ampqY4e/Ys1qxZg8TERPTs2ROff/45hg0bJmnOr7/+GgAQGRkp7+I9evToUl28/fz8JM2p6v71r3/BwcEBdnZ2b5zxLCUXFxfMmDEDc+fOxffff69wLjc3FzNmzMCDBw/w3XffSZQQCA4OxuDBg1FYWAhNTU00adKkzGVxqjBLwNHR8Y0Xl4ioNA8PD+Tk5ODs2bOws7ODTCaDs7MzVq5cibS0NMydOxc3b96UbD/D4cOHIygoCL1798bKlSvRo0ePcp/blblVydGjR1G3bl0MGDBAfrGLxbJ38+OPPwIo3Wn8xIkT7DRew+Xl5aFWrVqSfO9r165h27Zt+Pnnn3HkyBE0btwYU6dOhYuLCzp06CBJJrUiEpHaW7hwoSgIgtioUSNxxYoV4rlz58Tbt2+Lt2/fFgMDA8WvvvpKbNy4sSgIgrh48WKp46q0J0+eiF26dBFlMpk4YMAA0dbWVpTJZOKSJUvEPn36iDKZTDQzMxMLCgokzWlvby9aWloqHHN0dBQ1NDTE6dOni8OHDxdlMpm4YcMGiRJSVWrcuLE4ceJE+W1BEER3d3f57eLiYtHU1FScPHmyFPGoCshkMtHT01N+e8qUKaIgCKKurq7YokULUSaTiRYWFmK9evVEQRBEZ2dnCdOKopWVlaipqSlu375dfPHihaRZ3iQxMVFs1KiR6OPjI3UUIrXSrFkzceTIkfLbf3/tKSgoENu3by/OmjVLgnQv88hkMvl/y/ujoaGh1FyhoaFiUVGRUr9nTZOWlibu3btXnDFjhti+fXv5v4F69eqJgwYNkjoevYOUlBT5H0EQxIULFyoce/UnMTFRDAkJETt27Ch26NBB0szPnz8X9+/fLw4ZMkTU1NQUZTKZaG1tLW7dulV88uSJpNlUmSCKKnCJmojeiyiKcHNzg4+PT5ndxcT/2/Psyy+/xOrVq7n84w2ysrIwf/587Nu3T2F5oSAImDBhAjZv3iyfOSeV5s2bY/jw4fIrxBkZGTAyMsLMmTPxv//9DwBgZWWFoqIiXLx4UcqoVAW0tbWxaNEieHl5AQBq166NL774Aj4+PvIxCxYsgL+/P9LT06WKqTaeP3+OM2fOIC4uDnl5eVixYgWAl02IcnNz0bBhQ6XPWCmr2dTWrVuxadMmxMbGymcUdurUCV988QVmz56t1Hx/p6Ojg7Fjx2LPnj2S5qgMFxcXJCUlISQkBK1bt4apqWmZs6UEQcD27dslSEikmmrXro2FCxdi7dq1AF5ubbBw4UKsW7dOPmbevHk4dOgQUlNTlZ7Pycmp0u9pd+zYUc1pSCp/7zQuCEKZ24OQapPJZG/1GVUURfj4+GDx4sXVmKry0tLSsGPHDuzatQvx8fHQ0dHBuHHjsHr1ahgbG0sdT6VwOTbRB4CNiKqWgYEB9u7di//+97+Ijo5GZmYm9PT0YGFhgSZNmkgdD8DL5fWvd/A+f/48AGDMmDHyY3369OHy3DLcvXv3ne4nZddpdeziraqOHDmCWbNmISMjA6IoQhAEeRHy2rVrsLa2xp49ezBlyhSJk77cC2vmzJnIz89HVlYW9PT0VKYZja6urkrtwVaRnTt3yv+emJiIxMTEMsexCEmkqGHDhsjLy1O4nZycrDBGU1MT2dnZyg32f15/bFPNwU7jH6apU6fKm73s3r0bpqam6N69e6lxGhoaMDQ0hKOjIwYPHqz8oOVo1qwZ3Nzc4Obmhj/++APTp0/Hnj17MGbMGBYh/4ZFSKIPCBsRVa0GDRqo1Ivb6xo0aID79+/Lb587dw4aGhro3bu3/JgoiigqKpIinkozMTF569nAUnedVqcu3qosLCwM48aNQ9OmTfHdd98hIiIC/v7+8vOWlpZo164dDhw4oBJFyFfq1Kkjyd6uFRk2bJj84oeqU5c9aolUTfv27RUaS1laWuLUqVNITExEmzZtkJGRgd9++40Xualaiew0XiO8flEhODgYzs7O+OKLL6QL9A4uX74MPz8/+Pv7IzMzE0ZGRmjevLnUsVQOi5BERGro448/xuHDh7Fo0SJoa2vD398fvXv3VpgllZycjKZNm0qYUjUNHDiwVBEyPj4eCQkJGDRokESpKqYuXbxV3erVq6Gvr4+YmBg0atQIjx8/LjWmZ8+eiIqKkiCdNB3i35W3tzdsbGzwxRdfYO3atdDR0ZE6UrnYQZno3QwZMgTu7u7Izs6Gvr4+FixYgKNHj+Ljjz9Gp06dEB8fj9zcXLi7u0sdFeHh4bhy5QpycnKgp6eH7t27w8bGRupY9J7YabxmUqeLh5mZmdi7dy/8/Pxw7do1eddsFxcXDB06lI2SysA9IYmoxvvss8/e+j6CIMDX17ca0lROYGAg+vfvr3DswIEDGDVqFACgsLAQzZo1w8CBAxVmelHZPDw84OnpqVJ7CK1fvx4ODg4wMzNDcXExHj9+DAMDA2hpaQF4+YHrVRfvVq1aqUQXb1VnYGCAcePGYevWrQDK/r27urrC19cXT58+VWo2mUwGfX196OvrV/o+giAozFKqTo6OjqWOZWdn4+rVq6hbty7at29f7j6LZ8+eVUZEIqpiubm5uHnzJjp37gxdXV0AwP79++Hu7q7w2jNv3jzJMkZGRmLatGnyLUpebbMBvJzJuWPHDlhbW0uWj96PTCaTd8Bmp3FSFaIo4tSpU/Dz88PRo0dRWFiILl26wNnZGZ9++qnClllUGmdCElGN96qRS2W8fqVVyiKkg4MDjhw5It9ofcKECfICJPBy2WnLli0V9ogk9fLll19CEATo6enBzs4ODg4OsLe3h6mpKQCgd+/eCAgIkDileiksLCyzUPa6nJwcyT7cZGdnS7a32psEBQWVe+7p06e4fPlymedUaXZKVFQUoqOjkZ2dXeYFh9f3ByUiQE9PD7169VI4Nn78eIwfP16iRIpu3ryJ/v37Iy8vD4MGDYK9vT2MjIyQnp6OoKAgnDx5EoMGDUJERAQ6d+4sdVx6B+fPn0evXr2gqcmyRU3Spk2bSo1T5sXY17Vs2RJpaWmoX78+nJyc4OLiAgsLC6XnUFecCUlENV5wcHClxt29exeenp5ISEhg570PjCrOhPz6668RHByMCxcuID8/X17MMTAwgL29vXxGAD9YVV7Xrl3RsGFDeUGtrN+7qakpateurfQl2WV1x6aqkZmZiVGjRiEsLAwVve3l8zqRepk0aRIOHjyIY8eOYcCAAaXOnzlzBsOGDcPo0aPxyy+/SJCQiN5Fefu35+TkyC/WNm3aFFpaWpIs3ZbJZKhVqxZ69+5d6T27BUHg5IH/w0sKRFTj2dnZVXg+KysLXl5e8PX1RUFBAaytrbFu3TolpauczMxM5OXloUWLFlJHoSqyYsUKrFixAkVFRYiMjERgYCACAwMRGRmJ33//HQcPHgQANGrUSKEo+dFHH0mcXHWNHTsWq1evxu7duzF16tRS59evX4/Y2Fh4e3tLkI6qy6JFixAaGgp7e3tMmzYNxsbGnFVDVAk3btzAxYsXMWrUKOjp6QEA8vPzsWjRIhw5cgR16tSBq6srZs6cKUm+wMBAjBs3rswCJAD0798fY8eO5ZYQRGomOTm5wnOLFi1Ceno6Tp8+rbxQf1NUVFTpiSyAaq0MkRpnQhIRlaOgoAAbN26Et7c3srOz0bFjR3h5eSkse5ZSTk4OVq5ciV9++QWPHj1S6OAcGRkJDw8PfP311+jZs6fESVWfKs6ELE9RUREiIiJw7tw5BAUFITIyEoWFhQCk7+Kt6p4+fSrvJt6vXz8UFBQgLCwMixcvxoULFxAeHo7u3bsjPDwctWvXVmo2dZsJ6ejoCCcnpzKLua/4+/tj69atOHfunBKTldawYUO0a9cOFy5c4IcAorcwZcoUBAUFITU1Vf7YWbhwIb777jvUq1cPhYWFePHiBf744w/069dP6fm0tbWxePFirFmzptwxbm5u2LBhAwoKCpSYjIiqU1FREUxNTTFo0CB8++23Sv/+KSkp73Q/Nsp7iZeBiYj+RhRFbN++HR4eHkhNTUWzZs3g7e0NFxcXldkIOzMzE71798bt27dhZmaGRo0a4ebNm/LzH3/8McLCwrB3714WIT8wtWrVgq2tLWxtbTFv3jycOnUK69atQ2xsrNTRVF69evVw/vx5zJ8/H/v27ZMXndevXw9BEDBhwgRs3rxZ6QVIdRQUFAR7e/sKx9y9e/etZglUl4KCAvTt25cFSKK3FBUVBQcHB/ljp6ioCH5+frC0tERQUBAyMzNhZmaGb7/9VpIiZLNmzRAREVHhmMjISDRr1kxJiYhIGWrVqoUBAwZg3759khQhWUx8PyxCEhG95tChQ1i+fDlu3boFPT09eHl5YcGCBdDW1pY6mgJ3d3fcvn0b/v7+mDhxonwm3yt16tSBnZ2d5DOQVFFZe/3du3cPABAdHV3unnGWlpbVmqsyMjMzERwcjMDAQAQFBeHGjRsAgNq1a8Pe3v6NWwvQyz019+7di//+97+Ijo5GZmYm9PT0YGFhgSZNmkgd74OSl5eHWrVqSR0DPXr0qHBpFxGVLT09HS1btpTfjoyMxJMnTzBnzhxoa2ujWbNmGDlyJI4fPy5JvpEjR+K///0vVqxYATc3N4X3agUFBfjmm28QGBiIL774QpJ8RFR9nj17hszMTKlj0DtgEZKICEBoaChcXV0REREBLS0tLFy4EG5ubjAwMJA6WpmOHDmC4cOHY+LEieWOadWqFcLDw5WYSj1YWVmVOSNKFEVYWVmVez8plmpnZ2cjODgYQUFBCAwMRGxsLEpKSqCjowNra2tMnDgRdnZ2sLS0hJaWltLzqbMGDRpg8ODBUseQKykpkTrCG929e1fhdnZ2dqljwMvHyr1797B//36YmJgoKV353N3dMWzYMERERFT4GCciRRoaGvLtPoCXnYoFQYCDg4P8WIMGDfDo0SMp4mHFihU4duwYvLy88OOPP8LS0hJNmjRBeno6oqOjkZGRgTZt2rDrPdEHJiQkBP7+/ujQoYPUUegdsAhJRDXeiBEjEBAQAJlMhmnTpsHT0xPGxsZSx6rQ/fv3MWnSpArHaGtrIy8vT0mJ1MfUqVPVYllmz549cfXqVYiiiLp168LGxgaTJk2CnZ0dLCws2FiDlO71bpWCIOC7777Dd999V+54URTh4+OjrHjlSk1NxfDhw2FnZ4dPPvkEPXr0QP369cscW9Eel0Q1jYmJCQIDA+W3f/vtN7Ru3VphKWJqaioaNGggRTwYGhoiMjISS5YswS+//KIwI1NbWxvOzs5Yt24dDA0NJclHRO/G0dGxzOMvXrxAamoqkpOTIYoivvrqKyUno6rAxjREVOPJZDIIggATE5NKX1ETBAEBAQHVnKx8zZo1g4ODA/bu3Qug7MYq//jHP3Djxg0kJiZKFZPeg0wmg0wmw+jRo7F48WJYWlqqzJ6k6uSzzz576/sIggBfX99qSKPenJycIAgCRFHE7t27YWpqiu7du5cap6GhAUNDQzg6OqrEbNNXz/Gvv+X9+4UIURQhCIJaNKciUpYNGzZgyZIl8tn2YWFhWL58Ob7++mv5mG7duqFhw4YKxUopFBUVIS4uDrm5udDT00PHjh1VYjsIInp75b3fFQQBBgYGMDc3x8KFCzFo0CAlJ6OqwCIkEdV471LYkfrD6qRJkxAQEIC4uDg0b968VBHyzz//hKmpKZydnbFlyxbJctK7mz17NoKDg3H79m0IggBdXV3Y2NjAzs4O9vb2MDc3Z1GyEt7mZ/R6YYrFqIq1bt0aCxcuVIu91nbt2lXpsdOmTavGJETqpbCwEFOnTsVvv/0GURQxePBgHDhwAHXq1AHwch/lXr16wcPDQ6lLntesWYO8vDx4eHiUW2h8/vw5PDw8oKuri6VLlyotGxERVYxFSCKq8VJSUt7pflJ2Rrt+/bp87yMvLy9cuHABmzdvRmxsLMLDw+Hm5oanT5/i8uXLaN++vWQ56f09ePAAgYGBCAwMRHBwMO7cuQNBEORLtF8VJS0sLKChoSF1XJVT2e7Md+/ehaenJxISEiS/yKAOPDw80LZtW/zzn/+UOgoRVbPc3Fz5xbDXPXr0CKmpqTAxMSl3i4OqdubMGQwaNAje3t5YvHhxhWP/85//YMmSJTh9+nS5yzuJiEi5WIQkIlJTR44cwdSpU/HkyRMA/385oSiK0NXVhb+/P4YOHSpxSqpq9+/fVyhKxsfHQxAE6OjowMbGBidPnpQ6olrJysqCl5cXfH19UVBQAGtra6xbtw59+vSROppKe9XAa926dVJHIaIaZOrUqTh+/DhSU1NRu3btCscWFhbC2NgYgwcPxp49e5SUkIiq0osXL3D79m3k5ORAT08PHTp04L7oao5FSCIiNZaZmYldu3YhMjISmZmZ0NPTQ69eveDs7IyGDRtKHY+qWXFxMQ4dOgQPDw/ExsZyBt9bKCgowMaNG+Ht7Y3s7Gx07NgRXl5eGDVqlNTR1EL79u1hb2+PrVu3Sh2l0g4ePAh/f3/ExcXh2bNniI+PBwDExcXhyJEj+OSTT9C8eXOJUxKpjtTUVCQkJMDc3Bw6OjoAgJKSEvj4+ODIkSPQ0dHB4sWLlbr3a7t27WBubo5ffvmlUuMnT56MqKgoJCQkVHMyIqpKWVlZcHV1xc8//4z8/Hz58Tp16mDKlCn45ptvJGuKRe+HJWQiIjWxfv16ODg4wMzMTL53naGhIRYuXChxMlKWkpISXLx4EYGBgQgKCkJoaCjy8vLkDTdYeH4zURSxfft2eHh4IDU1Fc2aNYO3tzdcXFy4x+ZbmDx5Mnbu3ImcnBylLcN8VyUlJZg8eTJ+++03AC8/wLz+gcbAwABubm4oLi7GsmXLpIpJpHJWrFiBQ4cOIT09XX5szZo1WLVqlfx2cHAwwsPDYW5urpRMaWlpaNOmTaXHt27dGocPH67GRERU1bKysmBtbY3bt2+jQYMGsLW1hZGREdLT0xETE4Nt27YhODgYFy5cgKGhodRx6S3x3TYRkZr48ssvYWlpCUNDQ4wcORIbN27E1atXpY5F1UgURVy8eBEbNmzA8OHDYWhoCCsrKyxduhQnT55ErVq1MGLECPm/hdc/KFJphw4dQpcuXTB79mw8ffoUXl5eiI+Px4wZM1iAfEtfffUVPv74Yzg6OiIgIAAPHz6UOlK5vv32W+zfvx+zZ89GVlYW/v3vfyucb9KkCWxtbREQECBRQiLVdOHCBfTv31/e/KWkpATff/89OnbsiLt37yIqKgo6OjpYv3690jLJZDIUFRVVenxRURGf34nUzNdff43bt29j2bJlSElJwYkTJ7Bjxw4cP34cKSkpcHNzw507d7B69Wqpo9I74HJsIiI18fXXX8uv+uXn58tnQxoYGMDe3h4ODg5wcHBA586dJU5KVWHkyJEICQlBbm4uAMj3+rS1tYWDgwMcHR3RvXt3hY7OVLbQ0FC4uroiIiICWlpamDdvHtzc3GBgYCB1NLX1qgnSq71oyyMIAl68eKGsWGXq1q0b6tSpg6ioKAAvm+p4enoqbF0wa9YsBAQEIDU1VaqYRCpHX18fs2bNgre3NwAgJiYGlpaW8PX1xdy5cwEATk5OCA4ORlJSklIyffTRR2jbti1OnDhRqfFDhgxBYmIibt26Vc3JiKiqtGnTBq1bt8bZs2fLHdO/f38kJiYiMTFRicmoKnA5NhGRmlixYgVWrFiBoqIiREZGypuTREZG4vfff8fBgwcBAI0aNVIoSn700UcSJ1ddPj4+cHR0VFjiriqOHj2KunXrYsCAAfLfpbm5OWd0vKURI0YgICAAMpkM06ZNg6enJ4yNjaWOpfZsbW1V7jFTnvj4eMybN6/CMQ0aNMDjx4+VlIhIPRQXF6OkpER++/z58xAEQaHTdPPmzfHgwQOlZbK1tcVPP/2E5ORkmJiYVDg2OTkZ586dw9SpU5UTjoiqRFpaGiZPnlzhmF69eiE0NFRJiagqsQhJRKRmatWqhT59+qBPnz7yomRERATOnTuHoKAgREZGYv/+/di/f79KzEJSZa6urhAEAbq6uujbt6+8eNujRw+po+H8+fPo1asXOwC+p2PHjkEQBLRs2RIPHjzArFmz3ngfQRC4NPcNgoKCpI5QaXXq1JHPKC5PSkoK9PX1lROISE20bNlSPoMYeLmlRdOmTdGhQwf5sQcPHij1sTNv3jzs2LED48aNw8mTJ8vdC/nx48cYP348Xrx4IZ+1SUTqoX79+khJSalwTEpKisrvSU1l4ycbIiI1V6tWLdja2sLW1hbz5s3DqVOnsG7dOsTGxkodTeUFBAQgODgYgYGBOHHihLxgVb9+ffTt21c+A/Hjjz9WejYbGxulf88PlSiKSEpKqvRyQXWZ4UeV06NHD5w6dQqFhYWoXbt2qfOZmZk4efIk+vbtK0E6ItU1duxYrFmzBuPHj4e2tjZCQ0NLzSqOjY19q0Yx78vMzAwLFizAxo0b0blzZ8yZMwcODg7yGe6pqak4e/YstmzZgoyMDCxatAhmZmZKy0dE78/e3h779++Hk5MT+vfvX+r82bNnsX//fowaNUr54ei9cU9IIiI1lpmZKS+iBQUF4caNGwCA2rVrw8rKCnZ2dgpdLKl8T548kf8sg4ODceXKFXnXaUNDQ2RkZEickN7Fm66kl6dVq1ZVnOTDlZqaiqtXryInJwd6enro3r07mjdvLnUsucOHD2P06NEYNmwY/ve//2Hbtm3yPSETEhLg4uKC0NBQnD59WmGZKVFNl5ubi4EDB8pnQ3br1g2BgYHybrQ3b95Ely5dsGzZMqxZs0ZpuURRhJubG3x8fBSWi79+XkNDA19++SVWr17NC0tEaubPP/+EpaUl8vPzMXToUNjZ2aFJkyZIT09HUFAQTpw4AR0dHURERKBLly5Sx6W3xCIkEZEayc7ORnBwMIKCghAYGIjY2FiUlJRAR0cH1tbWsLe3h52dHSwtLaGlpSV1XLWVlJSEAwcOwMfHBxkZGRAEQaGJBREBiYmJmDNnTpkbx/fr1w+bN29Gu3btJEhW2vLly7F27VoIgoC6desiLy9Pvg+kKIpYsWIFPDw8pI5JpJJerazo1KmTvCkV8HLPxatXr8Lc3FySCw8JCQnYsWMHwsPD5ftSGhkZwcbGBk5OTmjbtq3SMxFR1QgPD4eTkxPi4+MBvFyl8qp01bZtW+zcuZOrhtQUi5BERGqiZ8+euHr1KkRRRN26dWFjYwM7OzvY2dnBwsKCewe+h3v37uHcuXPyZj9//fUXRFGEsbGxfEm2k5OT1DGJVMa9e/dgYWGB9PR0dOrUCX379oWRkRHS09Nx/vx53LhxA02aNEFUVBRatGghdVwAwJkzZ/D9998jMjISmZmZ0NPTQ69evfDFF19g0KBBUscjIiKi14iiiLCwMFy+fBm5ubnQ09NDjx49YGNjwxnOaoxFSCIiNSGTySCTyTB69GgsXrwYlpaW7JT8nmbNmoXAwEAkJiZCFEUYGRnJm9M4OjpyFgVROWbMmAE/Pz9s2bIFM2bMKHV++/btmDVrFlxcXLB161YJEgIRERFwc3NDdHQ0AMDS0hJr1qxBr169JMlDREREVNOxCElEpCZmz56N4OBg3L59W97R+dVsSHt7e5ibm7Mo+ZZkMhkEQUC/fv3g7u6O3r17Sx2JSC20aNECPXv2xKFDh8odM2rUKMTExODevXvKC/Z/rl+/jl69eqGgoEDhuI6ODqKiotC5c2elZyJSR0+ePMGmTZtw5swZpKWlobCwsNQYQRCQkJAgQToiqilevHiB69evAwC6du2KWrVqSZyI3hU/rRIRqYkff/wRcXFxSEtLw08//YQJEyYgPj4eS5cuhbW1NfT19TFkyBCsXbsWERER3MOwEoYMGQJdXV2cOXMGffv2Rc+ePbFkyRIcP34cT548kToekcp6+PDhGzeD79Kli2QNndauXYuCggK4ubnhwYMHSE9Px/Lly/Hs2TOsXbtWkkxE6iYjIwNmZmZwc3PDxYsXcevWLWRlZSE9PR3JyclITk7G8+fPy2wOQ0T0NpKSkuDn54fbt2+XOnfs2DE0b94c5ubmMDc3R9OmTbFv3z4JUlJV4ExIIiI1d//+fflehsHBwYiPj4cgCNDR0YGNjQ1OnjwpdUSVVlJSgosXL+LcuXMICgpCWFgYnj59Ck1NTZiZmcn3hBw4cKDUUYlUhrGxMczNzSucCTl69GhER0dLMhOyZcuWMDExQUhIiMJxW1tb3L179527phPVJPPmzcMPP/yA3bt345NPPoGGhgbc3d2xcuVKREdH4/PPP4empib++OMP6OjoSB2XiNTY8uXLsW7dOiQmJqJVq1by4/Hx8fj4449RUFCAVq1aQUdHB3FxcZDJZIiKikKPHj0kTE3vgjMhiYjUXNOmTTFlyhRs3boVN2/exP79+9GlSxfk5eXh9OnTUsdTeTKZDBYWFnB1dcWJEyeQlZWF8PBwfPXVV0hKSoK3tzeGDh0qdUwilTJo0CAcPXoU27dvL/O8n58fjh49isGDBys52Uvp6emwsrIqddzKygrp6ekSJCJSP8ePH0e/fv3wz3/+s1QTCAsLC5w4cQLJyclwd3eXJiARfTBCQ0NhamqqUIAEgO+++w4FBQWYN28ekpKScOPGDezfvx/FxcXYtGmTRGnpfbCVKhGRGns1iy8wMBBBQUEIDQ1FXl4eXk1yb9iwocQJ1Ycoirh06ZJ8VmloaKh8SbaGhobE6YhUi7u7O44dO4ZZs2Zh48aNsLOzQ5MmTZCeno6QkBDcuHEDDRs2xKpVqyTJV1RUhHr16pU6Xq9ePRQVFUmQiEj93L9/H+PHj5ff1tDQQH5+vvy2gYEBhgwZgv3798Pb21uKiET0gUhKSoK9vX2p4ydPnoSWlha8vLzkx8aMGQNbW1ucP39eiQmpqrAISUSkRl4VyoKCghQKZa+KjgYGBhgxYoR8CXG3bt0kTqzarl27Ji86hoSEICcnB6IoQkNDAz169JD/HG1tbaWOSqRSWrRogbCwMMyePRuBgYG4ceOGwnkHBwf88MMPaNGihUQJieh91a9fX6Fob2BgUGp7BT09Pc4uJqL39ujRo1LvGbKzs5GQkABbW1vo6uoqnOvevTtiYmKUGZGqCIuQRERqYuTIkQgJCUFubi6AlwVJXV1dDBkyBA4ODnB0dET37t1LLZmi8r36eQmCAFNTU3nRsW/fvqXe7BCRonbt2uHs2bO4d+8eLl++jNzcXOjp6aF79+4qUXz86aefEBERoXAsPj4eAMrcYkEQBAQEBCglG5E6aNOmDZKTk+W3e/TogdOnTyMzMxOGhobIz8/H0aNH0bJlS+lCEtEHQVNTE9nZ2QrHLl++DAAwNzcvNb6s1Q6kHliEJCJSE0ePHkXdunUxYMAAebHM3NwcMhm3931X//rXv+Dg4AA7OzvUr19f6jhEasnY2BjGxsZSxyglPj5eXnT8u7IadvECDpGigQMH4ttvv8WzZ8+go6OD2bNnY9y4cTA1NYWVlRUuXbqE5ORkrFmzRuqoRKTmPvroI5w9e1bh2B9//AFBENC7d+9S49PS0tC0aVNlxaMqxO7YRERqIiwsDL169YKmJq8fERFV5F27X/99Q3yimuz+/fsICQlBv3795HtMb9iwAatXr0ZOTg7q1KmDzz77DGvXruXeyUT0Xry8vPDVV19h5syZmDdvHuLj4+Hi4gJRFJGWloa6desqjP/oo4/Qpk2bMi8qkmpjEZKIiGq858+f48yZM4iLi0NeXh5WrFgBACgoKEBubi4aNmzIGadU43322WdvfR9BEODr61sNaYhIKsXFxXj06BEaN27MGcREVCXy8/NhZWWF69evy59XRFGEj48PFi9erDA2JiYGlpaWZZ4j1cciJBER1WhHjhzBrFmzkJGRAVEUIQgCiouLAQBRUVGwtrbGnj17MGXKFImTEknrbQrxrxcmXj2eiIiIiMrz9OlTfPvtt4iIiIChoSHGjx+PESNGlBq3ZcsWnDhxAt7e3mjfvr0ESel9sAhJREQ1VlhYGBwcHNC0aVMsWbIEERER8Pf3VyiadOjQAV27dsWBAwckTEokveDg4EqNu3v3Ljw9PZGQkKBQ1Cci1de5c+e3vo8gCLhx40Y1pCEiog8NNxYjIqIaa/Xq1dDX10dMTAwaNWqEx48flxrTs2dPREVFSZCOSLXY2dlVeD4rKwteXl7w9fVFQUEBrK2tsW7dOiWlI6KqEBcXB0EQwHkqRERUHbjBFRER1VgREREYOXIkGjVqVO6YFi1a4MGDB0pMRaReCgoKsHbtWrRt2xYbNmyAiYkJfv/9d4SFhaFPnz5SxyOit6SpqYmRI0fi0KFDePHiBUpKSt74h4iIqDJYhCQiohqrsLAQ9evXr3BMTk4Om9IQlUEURWzbtg3t27fH8uXLoaOjgy1btiA2NhajRo2SOh4RvYNr165h7ty5CAsLw+jRo9G8eXO4urri1q1bUkcjIqIPAD9VERFRjdWmTRvExMRUOObChQvo2LGjkhIRqYdDhw6hS5cumD17Np4+fQovLy/Ex8djxowZLNoTqbGuXbti48aNSE1Nxa+//ooePXrgP//5Dzp37ozevXtj27ZtePr0qdQxiYhITfFdIhER1Vhjx47F+fPnsXv37jLPr1+/HrGxsZg4caKSkxGpptDQUNjY2GDs2LFISkrCwoULkZiYiKVLl0JbW1vqeERURWrVqoVx48bh+PHjSElJgaenJx49eoRZs2bByMgITk5OuHfvntQxiYhIzbA7NhER1VhPnz6FlZUVbt68iX79+qGgoABhYWFYvHgxLly4gPDwcHTv3h3h4eGoXbu21HGJJDVixAgEBARAJpPh008/haenJ4yNjaWORURK9Mcff2D69OlIS0vDwYMHMWLECKkjERGRGmERkoiIarSsrCzMnz8f+/btQ3Fxsfy4IAiYMGECNm/eDAMDAwkTEqkGmUwGQRBgYmKCDh06VOo+giAgICCgmpMRUXW7fPky/Pz84O/vj8zMTBgZGeHo0aPo2bOn1NGIiEiNsAhJREQE4PHjx4iOjkZmZib09PRgYWGBJk2aSB2LSGW8y16PgiAoFPeJSH1kZmZi79698PPzw7Vr16CpqYmhQ4fCxcUFQ4cOhYaGhtQRiYhIzbAISURERERvlJKS8k73a9WqVRUnIaLqIooiTp06BT8/Pxw9ehSFhYXo0qULnJ2d8emnn6JRo0ZSRyQiIjXGIiQRERERERGhRYsWSEtLQ/369TFx4kS4uLjAwsJC6lhERPSBYBGSiIhqlM8+++yt7yMIAnx9fashDRERkeqQyWSoVasWevfujTp16lTqPtz7lYiIKotFSCIiqlHeZl87QRDkf+e+dkRE9KHj3q9ERFSdNKUOQEREpEyBgYGVGnf37l14enoiISFBoRhJRET0oUpKSpI6AhERfcA4E5KIiOg1WVlZ8PLygq+vLwoKCmBtbY1169ahT58+UkcjIiIiIiJSW5wJSUREBKCgoAAbN26Et7c3srOz0bFjR3h5eWHUqFFSRyMiIiIiIlJ7b7/pBxER0QdEFEVs27YN7du3x/Lly6Gjo4MtW7YgNjaWBUgiIiIiIqIqwuXYRERUYx06dAjLly/HrVu3oKenB1dXVyxYsADa2tpSRyMiIiIiIvqgsAhJREQ1TmhoKFxdXREREQEtLS3MmzcPbm5uMDAwkDoaERERERHRB4lFSCIiqlFGjBiBgIAAyGQyfPrpp/D09ISxsbHUsYiIiIiIiD5oLEISEVGNIpPJIAgCTExM0KFDh0rdRxAEBAQEVHMyIiIiIiKiDxeLkEREVKPIZG/fk00QBBQXF1dDGiIiIiIioppBU+oAREREypSUlCR1BCIiIiIiohqHMyGJiIiIiIiIiIioWr39mjQiIiIiIiIiIiKit8AiJBEREREREREREVUrFiGJiIiIiIiIiIioWrEISURERERERERERNWKRUgiIiIiIiIiIiKqVixCEhEREdF7efbsGby8vGBmZoZ69epBW1sbxsbGsLW1xbJly5CQkCAfa2JiAhMTkyr5vjt37oQgCNi5c2eVfD0iIiIiqj6aUgcgIiIiIvX15MkT9OnTB9euXUO7du3wz3/+E/r6+vjrr79w48YNrF27Fm3btkXbtm2ljkpEREREEmIRkoiIiIje2caNG3Ht2jVMnz4dW7duhSAICueTkpJQWFgoUToiIiIiUhVcjk1ERERE7+zChQsAgPnz55cqQAJA69at0bFjRyQnJ0MQBKSkpCAlJQWCIMj/uLu7AwCeP3+O77//HoMGDUKLFi1Qu3ZtNG7cGGPGjMHly5cVvq6TkxOcnZ0BAM7Ozgpf73VPnjzBqlWr0KVLF9SpUwf6+voYPHgwQkNDq+GnQURERETl4UxIIiIiInpnhoaGAID4+Hh079693HH6+vpYtWoVNm7cCABYsGCB/Jy9vT0AIDMzEwsWLICtrS2GDh0KAwMDJCYm4siRIzhx4gRCQkJgYWEBABg1ahSys7Nx+PBhjBw5sszvnZmZib59++LGjRuwtbXFoEGDkJOTg8OHD8PBwQH79+/HqFGjquCnQERERERvIoiiKEodgoiIiIjU0+HDhzFq1Cjo6elh7ty5GDhwIHr06AEDA4Myx79qSpOcnFzqXGFhIR49eoTmzZsrHL9x4wasrKxgZWWF06dPy4/v3LkTzs7O2LFjB5ycnEp9vU8++QQ///wz/Pz85LMmASA9PR0WFhYoKCjA3bt3oa2t/fb/40RERET0Vrgcm4iIiIje2ciRI+Ht7Y2SkhKsW7cO/fr1g6GhIdq1a4f58+fjzp07lf5atWvXLlWABIAuXbrAwcEBISEhKCoqqtTXevToEX799Vf069dPoQAJAE2aNMGSJUuQkZGBM2fOVDofEREREb07LscmIiIioveyZMkSzJkzBydPnkR4eDhiYmIQGRkJX19fbN++Hb/++itGjBhRqa915coVeHt7IzQ0FA8ePChVdHz06BGaNm36xq8THR2N4uJiFBQUyPecfN2r4mhcXByGDx9eqWxERERE9O5YhCQiIiKi96arq4vx48dj/PjxAICcnBwsX74cmzdvxvTp05GamgotLa0Kv0Z4eDgcHR0BAAMHDkT79u1Rr149CIKAQ4cO4erVq5XutJ2ZmQkACAsLQ1hYWLnj8vLyKvX1iIiIiOj9sAhJRERERFWufv362LRpEwICApCSkoLr16+jZ8+eFd5nzZo1KCwsRGhoKGxsbBTORURE4OrVq5X+/np6egCAxYsXY/369W//P0BEREREVYp7QhIRERFRtRAEATo6OgrHNDQ0UFxcXOb4hIQEGBoalipAPnv2DJcuXSo1XkNDAwDK/HoWFhYQBAEXLlx41/hEREREVIVYhCQiIiKid/bjjz8iOjq6zHO///474uLioK+vj65duwIADA0N8ejRIxQUFJQa36pVK2RlZeHGjRvyY8XFxfj3v/+NjIyMUuMNDQ0BAPfu3St1zsjICBMmTEB4eDh8fHwgimKpMZGRkXj27Fnl/keJiIiI6L0IYlnvyIiIiIiIKmHUqFE4fPgw2rVrBxsbGzRr1gxPnz7FlStXcP78echkMvz000+YPHkyAMDV1RXe3t7o378/bG1toaWlhT59+qBPnz44duwY/vGPf0BfXx8TJkyAtrY2goKCkJqaim7duiEoKAhJSUkwMTEB8HLfR2NjY9SuXRsuLi5o1KgRAGDp0qXy8/369cOVK1fQrVs3WFtbo379+vjrr79w8eJF3LlzB/fv34eRkZEkPzsiIiKimoRFSCIiIiJ6Z7du3cKRI0dw+vRpxMfH4/79+wCA5s2bo0+fPvj8888V9oJ8+vQpFi1ahGPHjiE9PR0lJSVYtWqVvIP1gQMH4OXlhbi4OOjo6MDR0RHffPMNPD09sWvXLoUiJAAcP34c7u7uiI2NRX5+PgAozHrMz8/Hpk2b8OuvvyIuLg4lJSUwMjKCqakpxowZg8mTJ0NTk9ukExEREVU3FiGJiIiIiIiIiIioWnFPSCIiIiIiIiIiIqpWLEISERERERERERFRtWIRkoiIiIiIiIiIiKoVi5BERERERERERERUrViEJCIiIiIiIiIiomrFIiQRERERERERERFVKxYhiYiIiIiIiIiIqFqxCElERERERERERETVikVIIiIiIiIiIiIiqlYsQhIREREREREREVG1YhGSiIiIiIiIiIiIqhWLkERERERERERERFStWIQkIiIiIiIiIiKiavX/AIgmpZ3Pb+5aAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate the average 'AdultWeekend' ticket price by state\n", "state_avg_price = ski_data.groupby('state')['AdultWeekend'].mean().reset_index().sort_values(ascending=False, by='AdultWeekend')\n", "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "\n", "state_avg_price = state_avg_price.iloc[0:30, :]\n", "\n", "# data and styling for bar plot\n", "sns.barplot(x='state', y='AdultWeekend', color='#641A2B', data=state_avg_price)\n", "plt.title('Top 30 States by Adult Weekend Ticket Price', fontsize=15)\n", "plt.xticks(rotation=90, fontsize=14)\n", "plt.xlabel('State', fontsize=14)\n", "plt.ylabel('Adult Weekend Ticket Price', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The admittedly less aesthetically pleasing plot below confirms what we see above: We see clusters near 80 (Utah, Colorado, Vermont), as well as a substantial block of resorts that cluster between 40 and 60, which includes Montana." ] }, { "cell_type": "code", "execution_count": 251, "metadata": {}, "outputs": [ { "data": { "image/png": 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2pmvXrvH555/H2WefHa+88kqlfP4BBxwQu+yyS4XW/f73v1+irUmTJtGnT59Yv359zJo1a0vLK7fCwsJ49tlnI5PJxKBBg0os33fffWO//faLlStXxssvv1xied++fUu0Fd3rbvHixWWq4cknn4yIiFNOOaXUUOX0008v1m9L9e3bN9599934+9//Hj/60Y9iv/32ixo1asTHH38c119/fRx44IFlupz7mz799NOYMGFCXHTRRXH22WfHmWeeGWeeeWYUFhbGsmXLYtmyZWV+r2nTpkVExAknnFDq8qJLu795f81NKbosu2g8ixS9/ubl2UWXbX/zUuV77rknvvzyyzj55JOLPe25qObjjz++3DUX3bNyY8oztkXz6OSTTy7xPu3bt48uXbqUaK/IeBfdx7a0J5T37ds3dtppp41uz6bcdttt2XuK1q9fP3r37h1vvPFGdOvWrcSl9RERvXv3LtdDa/7zn/9ExNf795th5Dd9/PHH8fLLL8fee+8de+65Z4nlderUiW7dusXnn38eb731VkR8fUuCGjVqxPXXXx9/+9vfspeaA0B1VquqCwAAtq6i+z6W5R/7V111VcybNy/Gjx8f48ePj5133jkOOeSQOOGEE2LQoEEl7sVWFlvyhOrddtut1Pais4429YCOreXTTz+NNWvWRIsWLTZ61mfbtm3j5ZdfLrW+onsybqh+/foREWW+h17R+5b2UKIN2ytzfPLz8+Pkk0/OhlaffPJJTJw4MUaPHh1vv/12jBo1Km699dYyv9+dd94ZP/7xj0t9wEeRlStXljmkKnoAzCmnnJI9g7E0ZX069pdffhlTp06NGjVqFDujNSKiW7dusddee8Xrr78es2bNikMOOSQivg66mjdvHg8//HAsW7YsW3tRQFkUWH6z5s3dx7O0mjc1r8o7tkXHSZs2bUrtu+uuu8aLL75Yau3lGe8PP/wwMpnMJj+nPCF0kfbt22cD0Ly8vGjevHkcfvjh0adPn1LP7izvd1LRQ3Hat2+/2b5FD7d57bXXNvsfgZYuXRp77rlnfOtb34rrr78+fvGLX8Spp54aNWvWjE6dOkXv3r1jyJAhxc4mBYDqQiAJANVc0ZN399lnn832bdOmTbzwwgvx+OOPx7/+9a944okn4oEHHoj7778/rrvuupg1a1bsuOOO5fr8ilyqvTlFZ32WVdGlkZWpLGecltanLOtVVg2V+Vnf1LRp07j44oujbt26cf7558eDDz5Y5nUXLFgQZ555ZiRJEmPGjIljjjkmdtlll6hbt25ERBxyyCHxzDPPlGs/r1u3LiIijj766GjWrNlG+214ae2m3HvvvbFy5crIz88v9Yy+ouBs8uTJ2UCy6HLum266Ke6+++4455xz4pNPPonHHnss2rRpU+xy6KKaM5lMnHHGGZuspbRAamPzakvGdmPHS2l9K3u8t8Rhhx0WEydOLHP/in4nlWU+FY1Ly5YtSz0bekNNmjTJ/v/hw4fHySefHPfee29MmzYtnnzyybjxxhvjd7/7Xdx0001x3nnnVahmAMhVAkkAqMaWL18eDz/8cERE9OrVq0zr1KpVK/r27Zv9x/TChQtjyJAh8fjjj8c111wT11577Var95sWLFgQ++23X4n2hQsXRkREq1atsm1Fl8KWdlZY0RlOlaFJkyZRu3btWLJkSXz55ZfZoGdDRWdJffM+fpWlaLvnz59f6vKt/fkb6tmzZ0SU/czDiK+fOL1mzZq46KKL4mc/+1mJ5e+++2656yg683To0KFx3HHHlXv9byq61LegoCCefvrpjfa76667YsyYMdnj77TTToubbrop7rjjjjjnnHPirrvuirVr12af0v3Nmt9555246aabij15e0tUZGxbtmwZb7zxRixcuDA6dOhQYnlp86ci492yZct477334v333y/1SfZF8zrXFJ3R+fbbb2+2b9G4FD0pvbyfc/7558f5558fa9eujb/97W8xZMiQGD58eJx22mnRuHHj8pYOADnLPSQBoBq76KKLYtWqVXHggQdG9+7dK/Qeu+66a/z85z+PiIh58+Zl24sCmLVr1255oRtx1113lWhbtmxZPProo5HJZIptU1H49uabb5ZY59FHHy31/SuyDXl5eXHwwQdHkiRx5513llj+yiuvxMsvvxwNGjSI/fffv8zvWx5FZ9rddddd2TOyNlT0IJFvnpFXEZs7S/Gdd96JiOLhcMTX47SxcS16wFJpl+7OnDkzPvrooxLtm9tXvXv3joivz2zcUh9//HFMmzYtateuHcuWLYskSUr9c8ghh8SyZcvi3//+d3bdgw46KDp06BBPPfVULFy4cKOXa1d2zUUqMrZFZ3j+4x//KLHs3XffjTlz5pRor0jtRZdV33333SWWTZs2rUKXa6ehaFvvuOOOWL169Sb7tm7dOvbcc8/473//u9H/YFAWtWrVih/84Adx4IEHxpo1a0r9XgOAbZlAEgCqoXfffTdOOeWUGDduXOywww4xbty4Mq33u9/9rtTAougsyw3vvVYUQL3xxhuVUHHp/v73v8cjjzySfb127dq48MILY9WqVXHccccVux9jjx49IiLi5ptvjk8//TTb/tJLL8Wll15a6vtXdBvOP//8iIi47LLLip1xtnLlyvjpT38aSZLEOeecU+wBJpWpZ8+ese+++8b8+fPj//7v/4qFhvfee2/885//jPr168eZZ565xZ916aWXxiWXXFJquPLWW2/FRRddFBERJ554YrFlrVq1io8++qjUJ3AXPcRn8uTJsWrVqmz7okWLYujQoaXWsfPOO0deXl688847pYawJ510Uuy1114xceLEuPbaa6OwsLDY8jVr1sQ///nPYqH6xkyZMiXWrl0b3/nOdzZ5i4Kihy5988EpgwYNiiRJ4uqrr45nnnkmOnXqFPvuu2+J9S+66KKoW7duXHjhhfHAAw+UWL5s2bL485//HF9++eVmay5SkbEdMmRI5OXlxcSJE4s9KOqrr76KYcOGlXrLg4qM9znnnBMREb/97W/jtddeK7adl1xySZm3MW0HHXRQ9OrVK5YsWRLnnHNOiVDy7bffjtdffz37+le/+lWsW7cuBg4cWOrDwd55550YP3589vX06dPjP//5T4lxXrBgQfZelKXdexYAtmkJALBNiogkIpLBgwcngwcPTk4//fTk+OOPT/bee+8kk8kkEZF06NAhmT179kbX32233Yq1NWrUKKlRo0bSpUuX5Hvf+15y8sknJ3vuuWcSEcnOO++cvP3229m+X375ZdKsWbMkIpIePXokQ4YMSc4+++zk6aefTpIkSaZPn56tb2Muu+yyJCKSCRMmFGvv0aNHEhHJeeedl2QymaRHjx7JqaeemrRr1y6JiKRVq1bJggULiq2zfv367HrNmjVLvvvd7yaHHXZYkpeXl4wYMaLU7d3cNsyfPz+77Jt+/OMfJxGR1K1bNznmmGOSk08+OWnatGkSEcnBBx+crFq1qlj/wYMHJxGRTJ8+vdSxKK2+Tfnvf/+bNGnSJImIZO+9905OPfXU5NBDD00iIqlVq1by97//vcQ6ReMzf/78Mn/Oz372syQikkwmk+y1117Jd7/73eR73/tecvDBByc1atRIIiLp2rVr8vnnnxdb7/zzz08iImnXrl1y2mmnJWeffXZy3XXXJUmSJAUFBUnHjh2TiEhatGiRDBw4MDnmmGOSevXqJYccckhyyCGHlFrngAEDkohIOnbsmJx++unJ2WefnYwfPz67/LXXXkt23XXXJCKSli1bJv369UtOPvnk5OCDD04aN26cRERyzz33bHabDzjggCQikjvvvHOT/ZYsWZLUrFkzyc/PTz777LNs+5tvvpmdnxGRXHPNNRt9j6lTpyZ169ZNIiLZc889kxNOOCE5/vjjk86dOye1a9dOIqLYe29szhSp6Nhef/31SUQkNWvWTHr37p2ccsopSevWrZNdd901O+5F86JIRcZ72LBhSUQk+fn5yTHHHJOcdNJJyU477ZR07tw5Ofjgg8t1fE6YMGGz3zGl9b/ssss22mdj8/SDDz5IvvWtbyURkTRp0iQ5/vjjk5NOOinp3LlzkslkSuyPSy65JDue3bp1S04++eSkX79+yV577ZVERLL//vtn+/7ud79LIiJp2rRp8p3vfCc57bTTkr59+yZ16tRJIiIZNmxYmbYPALYlAkkA2EZtGHgUhVA77bRT0qlTp2Tw4MHJ1KlTk8LCwk2u/80AbNKkScmgQYOSPffcM2nQoEHSoEGDZJ999klGjBiRfPjhhyXeY/bs2UmfPn2SRo0aZUPQon+YV0YgOX/+/GTixIlJ586dkzp16iRNmjRJTj/99OT9998v9f0+//zzZOjQoUnz5s2T/Pz8pGPHjsnNN9+80e3d3DZsKpAsGq9DDjkkqV+/flKnTp2kY8eOyZVXXpmsXr26RN/KDiSTJEkWLFiQ/OhHP0ratGmT5OXlJTvvvHNywgknJM8991yp/SsSSH7yySfJpEmTktNOOy3p1KlTstNOOyW1atVKdt5556RXr17Jn/70p6SgoKDEel988UXy05/+NGnTpk1Sq1atEuO4bNmy5Cc/+UnStm3bJD8/P9l9992Tn//858mqVas2WudHH32UnH766UmLFi2SmjVrlnp8LVu2LBk9enSy//77JzvssENSr169pH379slxxx2XTJgwIVm5cuUmt/d///tfEhFJvXr1ki+++GKz43PUUUclEZHccsstxdoPPPDAbJD7zfD8m958883knHPOSXbfffckPz8/adSoUbL33nsnQ4YMSf71r38l69evz/bdXCBZNAblHdskSZI777wzOeCAA5L8/PykadOmyemnn558+OGHSe/evZOISF5//fVSP6s8471+/frk5ptvTjp27JjUrl07admyZTJ06NDks88+K/fxmWYgmSRJsnz58mT06NFJp06dkrp162a/Hy+88MJS9/Fjjz2WfPe7301atGiR5OXlJc2aNUsOOOCA5OKLL05efPHFbL+33nor+dWvfpUceuihScuWLZPatWsnu+yyS9KnT58yBegAsC3KJEk5H1MJAABsF1atWhVt27aNL7/8MpYvXx41a9as6pIAgGrAPSQBAGA79+6778by5cuLtX3xxRcxdOjQWLp0aZxyyinCSACg0jhDEgAAtnPXXHNNjB49Orp27RqtW7eOzz77LObMmRNLly6Ntm3bxrPPPhvNmzev6jIBgGqiVlUXAAAAVK2jjjoq5s6dG88++2zMmTMnkiSJXXfdNQYPHhw///nPo2nTplVdIgBQjThDEgAAAABIjXtIAgAAAACpEUgCAAAAAKlxD8mIWL9+fXz44YfRoEGDyGQyVV0OAAAAAGxTkiSJlStXRqtWraJGjU2fAymQjIgPP/ww2rRpU9VlAAAAAMA27f3334/WrVtvso9AMiIaNGgQEV8PWMOGDau4mu1LYWFhPProo9G3b9/Iy8ur6nKArcych+2LOQ/bH/Meti/mPBtasWJFtGnTJpuzbYpAMiJ7mXbDhg0FkikrLCyMevXqRcOGDX15wXbAnIftizkP2x/zHrYv5jylKcvtED3UBgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABITU4HkldffXVkMpkYNmzYJvs98cQT0bVr16hTp07svvvuMXbs2HQKBAAAAADKJWcDydmzZ8ctt9wS++233yb7zZ8/P/r37x+HH354zJkzJ0aNGhUXXHBBTJ06NaVKAQAAAICyyslA8osvvojTTjstbr311thxxx032Xfs2LGx6667xpgxY2LvvfeOH/7wh3HWWWfFDTfckFK1AAAAAEBZ1arqAkpz3nnnxTHHHBO9e/eO3/zmN5vs+8wzz0Tfvn2LtfXr1y/GjRsXhYWFkZeXV2KdgoKCKCgoyL5esWJFREQUFhZGYWFhJWwBZVU03sYdtg/mPGxfzHnY/pj3sH0x59lQeY6DnAsk//a3v8VLL70Us2fPLlP/JUuWRPPmzYu1NW/ePNauXRtLly6Nli1blljn6quvjssvv7xE+6OPPhr16tWrWOFskWnTplV1CUCKzHnYvpjzsP0x72H7Ys4TEbF69eoy982pQPL999+Pn/3sZ/Hoo49GnTp1yrxeJpMp9jpJklLbi4wcOTKGDx+efb1ixYpo06ZN9O3bNxo2bFiByqmowsLCmDZtWvTp06fUs1mhojqNfqSqSyjhldH9qrqEKmfOw/bFnIftj3kP2xdzng0VXYFcFjkVSL744ovx8ccfR9euXbNt69ati5kzZ8Yf//jHKCgoiJo1axZbp0WLFrFkyZJibR9//HHUqlUrmjRpUurn5OfnR35+fon2vLw8E6iKGHsqW8G60v+DRFVyjP8/5jxsX8x52P6Y97B9MeeJKN+/eXMqkDzqqKNi3rx5xdqGDBkSe+21V/z85z8vEUZGRHTv3j0eeOCBYm2PPvpodOvWzWQAAAAAgByTU4FkgwYNolOnTsXadthhh2jSpEm2feTIkbFo0aKYNGlSREQMHTo0/vjHP8bw4cPjRz/6UTzzzDMxbty4uPPOO1OvHwAAAADYtBpVXUB5LV68OBYuXJh93a5du3jooYdixowZ0blz57jiiivipptuioEDB1ZhlQAAAABAaXLqDMnSzJgxo9jriRMnlujTo0ePeOmll9IpCAAAAACosG3uDEkAAAAAYNslkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUpNzgeTNN98c++23XzRs2DAaNmwY3bt3j3//+98b7T9jxozIZDIl/rz++uspVg0AAAAAlEWtqi7gm1q3bh3XXHNN7LHHHhERcdttt8Xxxx8fc+bMiY4dO250vTfeeCMaNmyYfd20adOtXisAAAAAUD45F0gOGDCg2Osrr7wybr755nj22Wc3GUg2a9YsGjduvJWrAwAAAAC2RM4Fkhtat25d3H333bFq1aro3r37Jvt26dIlvvrqq9hnn33iV7/6VfTq1WujfQsKCqKgoCD7esWKFRERUVhYGIWFhZVTPGVSNN7GncqWXzOp6hJKcJyb87C9Medh+2Pew/bFnGdD5TkOMkmS5Ny/2ufNmxfdu3ePr776KurXrx9TpkyJ/v37l9r3jTfeiJkzZ0bXrl2joKAgbr/99hg7dmzMmDEjjjjiiFLXGT16dFx++eUl2qdMmRL16tWr1G0BAAAAgOpu9erVMWjQoFi+fHmx2yqWJicDyTVr1sTChQvj888/j6lTp8Zf//rXeOKJJ2KfffYp0/oDBgyITCYT999/f6nLSztDsk2bNrF06dLNDhiVq7CwMKZNmxZ9+vSJvLy8qi6HaqTT6EequoQSXhndr6pLqHLmPGxfzHnY/pj3sH0x59nQihUrYueddy5TIJmTl2zXrl07+1Cbbt26xezZs+P3v/99/OUvfynT+gcffHBMnjx5o8vz8/MjPz+/RHteXp4JVEWMPZWtYF2mqksowTH+/5jzsH0x52H7Y97D9sWcJ6J8/+atsRXrqDRJkhQ7o3Fz5syZEy1bttyKFQEAAAAAFZFzZ0iOGjUqjj766GjTpk2sXLky/va3v8WMGTPi4YcfjoiIkSNHxqJFi2LSpEkRETFmzJho27ZtdOzYMdasWROTJ0+OqVOnxtSpU6tyMwAAAACAUuRcIPnRRx/F6aefHosXL45GjRrFfvvtFw8//HD06dMnIiIWL14cCxcuzPZfs2ZNjBgxIhYtWhR169aNjh07xoMPPrjRh+AAAAAAAFUn5wLJcePGbXL5xIkTi72+5JJL4pJLLtmKFQEAAAAAlWWbuIckAAAAAFA9CCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCQBAAAAgNQIJAEAAACA1ORcIHnzzTfHfvvtFw0bNoyGDRtG9+7d49///vcm13niiSeia9euUadOndh9991j7NixKVULAAAAAJRHzgWSrVu3jmuuuSZeeOGFeOGFF+LII4+M448/Pl599dVS+8+fPz/69+8fhx9+eMyZMydGjRoVF1xwQUydOjXlygEAAACAzalV1QV804ABA4q9vvLKK+Pmm2+OZ599Njp27Fii/9ixY2PXXXeNMWPGRETE3nvvHS+88ELccMMNMXDgwDRKBgAAAADKKOcCyQ2tW7cu7r777li1alV079691D7PPPNM9O3bt1hbv379Yty4cVFYWBh5eXkl1ikoKIiCgoLs6xUrVkRERGFhYRQWFlbiFrA5ReNt3Kls+TWTqi6hBMe5OQ/bG3Metj/mPWxfzHk2VJ7jICcDyXnz5kX37t3jq6++ivr168c999wT++yzT6l9lyxZEs2bNy/W1rx581i7dm0sXbo0WrZsWWKdq6++Oi6//PIS7Y8++mjUq1evcjaCcpk2bVpVl0A1c91BVV1BSQ899FBVl5AzzHnYvpjzsP0x72H7Ys4TEbF69eoy983JQHLPPfeMuXPnxueffx5Tp06NwYMHxxNPPLHRUDKTyRR7nSRJqe1FRo4cGcOHD8++XrFiRbRp0yb69u0bDRs2rKStoCwKCwtj2rRp0adPn1LPZq0qnUY/UtUllPDK6H5VXcI2xT7MTbk654Gtw5yH6mdzf8fKr5HEFd3Wx6Uv1IiC9aX/e6yy+TsWVB2/9Wyo6ArkssjJQLJ27dqxxx57REREt27dYvbs2fH73/8+/vKXv5To26JFi1iyZEmxto8//jhq1aoVTZo0KfX98/PzIz8/v0R7Xl6eCVRFcm3sC9al85en8sil8dkW2Ie5LdfmPLB1mfNQfZT171gF6zOp/X3M9wtUPb/1RJTv+zjnnrJdmiRJit3zcUPdu3cvcWrwo48+Gt26dTMZAAAAACDH5FwgOWrUqHjyySfjvffei3nz5sUvf/nLmDFjRpx22mkR8fXl1meccUa2/9ChQ2PBggUxfPjweO2112L8+PExbty4GDFiRFVtAgAAAACwETl3yfZHH30Up59+eixevDgaNWoU++23Xzz88MPRp0+fiIhYvHhxLFy4MNu/Xbt28dBDD8WFF14Yf/rTn6JVq1Zx0003xcCBA6tqEwAAAACAjci5QHLcuHGbXD5x4sQSbT169IiXXnppK1UEAAAAAFSWnLtkGwAAAACovgSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqBJIAAAAAQGoEkgAAAABAagSSAAAAAEBqci6QvPrqq+PAAw+MBg0aRLNmzeKEE06IN954Y5PrzJgxIzKZTIk/r7/+ekpVAwAAAABlkXOB5BNPPBHnnXdePPvsszFt2rRYu3Zt9O3bN1atWrXZdd94441YvHhx9k+HDh1SqBgAAAAAKKtaVV3ANz388MPFXk+YMCGaNWsWL774YhxxxBGbXLdZs2bRuHHjrVgdAAAAALAlci6Q/Kbly5dHRMROO+202b5dunSJr776KvbZZ5/41a9+Fb169Sq1X0FBQRQUFGRfr1ixIiIiCgsLo7CwsBKqpqyKxjvXxj2/ZlLVJZSQa2OU6+zD3JSrcx7YOsx5qH4293es/BpJsf9Ng+8YqDp+69lQeY6DTJIkufev9v9fkiRx/PHHx2effRZPPvnkRvu98cYbMXPmzOjatWsUFBTE7bffHmPHjo0ZM2aUelbl6NGj4/LLLy/RPmXKlKhXr16lbgMAAAAAVHerV6+OQYMGxfLly6Nhw4ab7JvTgeR5550XDz74YDz11FPRunXrcq07YMCAyGQycf/995dYVtoZkm3atImlS5dudsCoXIWFhTFt2rTo06dP5OXlVXU5WZ1GP1LVJZTwyuh+VV3CNsU+zE25OueBrcOch+pnc3/Hyq+RxBXd1selL9SIgvWZVGrydyyoOn7r2dCKFSti5513LlMgmbOXbJ9//vlx//33x8yZM8sdRkZEHHzwwTF58uRSl+Xn50d+fn6J9ry8PBOoiuTa2BesS+cvT+WRS+OzLbAPc1uuzXlg6zLnofoo69+xCtZnUvv7mO8XqHp+64ko3/dxzgWSSZLE+eefH/fcc0/MmDEj2rVrV6H3mTNnTrRs2bKSqwMAAAAAtkTOBZLnnXdeTJkyJe67775o0KBBLFmyJCIiGjVqFHXr1o2IiJEjR8aiRYti0qRJERExZsyYaNu2bXTs2DHWrFkTkydPjqlTp8bUqVOrbDsAAAAAgJJyLpC8+eabIyKiZ8+exdonTJgQZ555ZkRELF68OBYuXJhdtmbNmhgxYkQsWrQo6tatGx07dowHH3ww+vfvn1bZAAAAAEAZ5FwgWZZn7EycOLHY60suuSQuueSSrVQRAAAAAFBZalR1AQAAAADA9kMgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkRiAJAAAAAKRGIAkAAAAApEYgCQAAAACkpsKB5MyZM2PhwoWb7PPBBx/EzJkzK/oRAAAAAEA1U+FAslevXjFx4sRN9rnjjjuiV69eFf0IAAAAAKCaqXAgmSTJZvusX78+MplMRT8CAAAAAKhmtuo9JN96661o1KjR1vwIAAAAAGAbUqs8nc8666xir++999547733SvRbt25d9v6R3/nOd7aoQAAAAACg+ihXILnhPSMzmUzMnTs35s6dW2rfTCYTBx54YPzud7/bkvoAAAAAgGqkXIHk/PnzI+Lr+0fuvvvuMWzYsPjZz35Wol/NmjVjxx13jB122KFyqgQAAAAAqoVyBZK77bZb9v9PmDAhunTpUqwNAAAAAGBTyhVIbmjw4MGVWQcAAAAAsB2ocCBZ5Pnnn4/Zs2fH559/HuvWrSuxPJPJxKWXXrqlHwMAAAAAVAMVDiSXLVsWJ5xwQjz99NORJMlG+wkkAQAAAIAiFQ4khw8fHk899VT07NkzBg8eHK1bt45atbb4hEsAAAAAoBqrcIL4r3/9Kw466KB47LHHIpPJVGZNAAAAAEA1VaOiK3711VdxxBFHCCMBAAAAgDKrcCDZpUuXeO+99yqxFAAAAACguqtwIDl69Oi4//7749lnn63MegAAAACAaqzC95BctGhRHHvssdGjR4847bTTokuXLtGoUaNS+55xxhkVLhAAAAAAqD4qHEieeeaZkclkIkmSmDhxYkycOLHE/SSTJIlMJiOQBAAAAAAiYgsCyQkTJlRmHQAAAADAdqDCgeTgwYMrsw4AAAAAYDtQ4YfaAAAAAACUV4XPkFy4cGGZ++66664V/RgAAAAAoBqpcCDZtm3bEg+xKU0mk4m1a9dW9GMAAAAAgGqkwoHkGWecUWoguXz58nj55Zdj/vz50aNHj2jbtu2W1AcAAAAAVCMVDiQnTpy40WVJksSNN94Y1113XYwbN66iHwEAAAAAVDNb5aE2mUwmRowYER07doyLL754a3wEAAAAALAN2qpP2e7WrVs8/vjjW/MjAAAAAIBtyFYNJN955x0PtAEAAAAAsip8D8mNWb9+fSxatCgmTpwY9913Xxx11FGV/REAAAAAwDaqwoFkjRo1Sn3KdpEkSaJx48Zx/fXXV/QjAAAAAIBqpsKB5BFHHFFqIFmjRo3Ycccdo1u3bjFkyJBo3rz5FhUIAAAAAFQfFQ4kZ8yYUYllAAAAAADbg636UBsAAAAAgA1VykNtZs2aFXPnzo3ly5dHw4YNo3PnznHooYdWxlsDAAAAANXIFgWSzz33XAwePDjeeuutiPj6QTZF95Xs0KFDTJgwIbp3777lVQIAAAAA1UKFA8nXXnstevfuHatWrYp+/fpFz549o0WLFvHRRx/FjBkz4uGHH45+/frFs88+G/vss09l1gwAAAAAbKMqfA/Jyy+/PNasWROPPPJI/Pvf/46f//znMXjw4LjkkkvioYceikcffTQKCgri17/+dbne9+qrr44DDzwwGjRoEM2aNYsTTjgh3njjjc2u98QTT0TXrl2jTp06sfvuu8fYsWMrumkAAAAAwFZS4UBy+vTpcdJJJ0WfPn1KXd67d+8YOHBgTJ8+vVzv+8QTT8R5550Xzz77bEybNi3Wrl0bffv2jVWrVm10nfnz50f//v3j8MMPjzlz5sSoUaPiggsuiKlTp5brswEAAACAravCl2wvX7482rZtu8k+7dq1i+XLl5frfR9++OFirydMmBDNmjWLF198MY444ohS1xk7dmzsuuuuMWbMmIiI2HvvveOFF16IG264IQYOHFiuzwcAAAAAtp4KB5KtWrWKZ599dpN9nnvuuWjVqlVFPyIiIhto7rTTThvt88wzz0Tfvn2LtfXr1y/GjRsXhYWFkZeXV2xZQUFBFBQUZF+vWLEiIiIKCwujsLBwi+qlfIrGO9fGPb9mUtUllJBrY5Tr7MPclKtzHtg6zHmofjb3d6z8Gkmx/02D7xioOn7r2VB5joNMkiQV+qW48MIL46abbopRo0bFL3/5y6hTp0522VdffRVXX311/OY3v4kLLrggfve731XkIyJJkjj++OPjs88+iyeffHKj/b71rW/FmWeeGaNGjcq2zZo1Kw499ND48MMPo2XLlsX6jx49Oi6//PIS7zNlypSoV69ehWoFAAAAgO3V6tWrY9CgQbF8+fJo2LDhJvtWOJBctmxZfPvb34533303mjRpEgcddFA0b948Pvroo5g9e3Z88sknsfvuu8fzzz+/ybMbN+W8886LBx98MJ566qlo3br1Rvt961vfiiFDhsTIkSOzbU8//XQcdthhsXjx4mjRokWx/qWdIdmmTZtYunTpZgdsW9Zp9CNVXUIJc355ZEybNi369OlT4kzWqpSLY/XK6H5VXcI2xT4suzTHKr9GEld0Wx+XvlAjCtZnNtovV8cqV+Xi8Z6rHFvpKiwszMnfeaDiNvebU9bf+srkux2qjt96NrRixYrYeeedyxRIVviS7Z122imee+65uPjii+Nvf/tbPPTQQ9llderUiSFDhsS1115b4TDy/PPPj/vvvz9mzpy5yTAyIqJFixaxZMmSYm0ff/xx1KpVK5o0aVKif35+fuTn55doz8vLq9YTqGBdOn8hKI+i8c61sc/lsaJs7MOyq4qxKlif2eTn5upY5apcPN5zlWOrauTa7zxQcWX9zdncb31l8v0CVc9vPRHl+z6ucCAZ8XUoOW7cuBg7dmy8/vrrsWLFimjYsGHstddeFT4QkySJ888/P+65556YMWNGtGvXbrPrdO/ePR544IFibY8++mh069bNhAAAAACAHFKjvCtceeWVMWrUqGI3qszLy4t99903Dj300Nh3330jSZL45S9/Gddcc025CzrvvPNi8uTJMWXKlGjQoEEsWbIklixZEl9++WW2z8iRI+OMM87Ivh46dGgsWLAghg8fHq+99lqMHz8+xo0bFyNGjCj35wMAAAAAW0+5Asn//Oc/8X//93/RpEmTTZ55WLt27WjSpEn88pe/jMcff7xcBd18882xfPny6NmzZ7Rs2TL756677sr2Wbx4cSxcuDD7ul27dvHQQw/FjBkzonPnznHFFVfETTfdFAMHDizXZwMAAAAAW1e5LtmeNGlS7LjjjvHTn/50s33PO++8uPrqq2PChAlx5JFHlvkzyvKMnYkTJ5Zo69GjR7z00ktl/hwAAAAAIH3lOkNy1qxZ0bt371IfCPNN+fn50bt375g1a1aFiwMAAAAAqpdyBZIffvhh7L777mXu365du1i8eHG5iwIAAAAAqqdyBZI1atQo9jCbzSksLIwaNcr93BwAAAAAoJoqV1rYqlWreOWVV8rc/5VXXolddtml3EUBAAAAANVTuQLJww8/PB5//PF47733Ntv3vffei8cffzyOOOKIitYGAAAAAFQz5QokzzvvvCgsLIyTTjopli5dutF+n376aZx88smxdu3a+MlPfrLFRQIAAAAA1UOt8nQ+4IADYtiwYTFmzJjYZ599YujQodGrV69o3bp1REQsWrQoHnvssbjlllvik08+ieHDh8cBBxywVQoHAAAAALY95QokIyJuvPHGqFOnTlx//fVx5ZVXxpVXXllseZIkUbNmzRg5cmT85je/qbRCAQAAAIBtX7kDyUwmE1dddVWcffbZMWHChJg1a1YsWbIkIiJatGgRhx56aJx55pnRvn37Si8WAAAAANi2lTuQLNK+fXtnQAIAAAAA5VKuh9oAAAAAAGwJgSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkBqBJAAAAACQGoEkAAAAAJAagSQAAAAAkJqcCyRnzpwZAwYMiFatWkUmk4l77713k/1nzJgRmUymxJ/XX389nYIBAAAAgDKrVdUFfNOqVati//33jyFDhsTAgQPLvN4bb7wRDRs2zL5u2rTp1igPAAAAANgCORdIHn300XH00UeXe71mzZpF48aNK78gAAAAAKDS5FwgWVFdunSJr776KvbZZ5/41a9+Fb169dpo34KCgigoKMi+XrFiRUREFBYWRmFh4Vavtark10yquoQSisY718Y9l8eKsrEPyy7NscqvkRT7343J1bHKVbl4vOcqx1a6cvV3Hqi4zf3mlPW3vjL5joGq47eeDZXnOMgkSZKz/4rJZDJxzz33xAknnLDRPm+88UbMnDkzunbtGgUFBXH77bfH2LFjY8aMGXHEEUeUus7o0aPj8ssvL9E+ZcqUqFevXmWVDwAAAADbhdWrV8egQYNi+fLlxW6rWJptPpAszYABAyKTycT9999f6vLSzpBs06ZNLF26dLMDti3rNPqRqi6hhDm/PDKmTZsWffr0iby8vKouJysXx+qV0f2quoRtin1YdmmOVX6NJK7otj4ufaFGFKzPbLRfro5VrsrF4z1XObbSVVhYmJO/80DFbe43p6y/9ZXJdztUHb/1bGjFihWx8847lymQrDaXbG/o4IMPjsmTJ290eX5+fuTn55doz8vLq9YTqGBdOn8hKI+i8c61sc/lsaJs7MOyq4qxKlif2eTn5upY5apcPN5zlWOrauTa7zxQcWX9zdncb31l8v0CVc9vPRHl+z6usRXrqDJz5syJli1bVnUZAAAAAMA35NwZkl988UW8/fbb2dfz58+PuXPnxk477RS77rprjBw5MhYtWhSTJk2KiIgxY8ZE27Zto2PHjrFmzZqYPHlyTJ06NaZOnVpVmwAAAAAAbETOBZIvvPBCsSdkDx8+PCIiBg8eHBMnTozFixfHwoULs8vXrFkTI0aMiEWLFkXdunWjY8eO8eCDD0b//v1Trx0AAAAA2LScCyR79uwZm3rOzsSJE4u9vuSSS+KSSy7ZylUBAAAAAJWhWt5DEgAAAADITQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1ORdIzpw5MwYMGBCtWrWKTCYT995772bXeeKJJ6Jr165Rp06d2H333WPs2LFbv1AAAAAAoNxyLpBctWpV7L///vHHP/6xTP3nz58f/fv3j8MPPzzmzJkTo0aNigsuuCCmTp26lSsFAAAAAMqrVlUX8E1HH310HH300WXuP3bs2Nh1111jzJgxERGx9957xwsvvBA33HBDDBw4cCtVCQAAAABURM4FkuX1zDPPRN++fYu19evXL8aNGxeFhYWRl5dXYp2CgoIoKCjIvl6xYkVERBQWFkZhYeHWLbgK5ddMqrqEEorGO9fGPZfHirKxD8suzbHKr5EU+9+NydWxylW5eLznKsdWunL1dx6ouM395pT1t74y+Y6BquO3ng2V5zjIJEmSs/+KyWQycc8998QJJ5yw0T7f+ta34swzz4xRo0Zl22bNmhWHHnpofPjhh9GyZcsS64wePTouv/zyEu1TpkyJevXqVUrtAAAAALC9WL16dQwaNCiWL18eDRs23GTfbf4MyYivg8sNFWWs32wvMnLkyBg+fHj29YoVK6JNmzbRt2/fzQ7YtqzT6EequoQS5vzyyJg2bVr06dOn1LNZq0oujhXbvldG96vqEkqV5vGeXyOJK7qtj0tfqBEF60v/js5l9uG2Lxf3YXXef5U953Nx/1E+uXq85+KxlatjtTnb+m/99iAXj/dclYvzMNf2X2FhYUybNs2cL4dc24eVqegK5LLY5gPJFi1axJIlS4q1ffzxx1GrVq1o0qRJqevk5+dHfn5+ifa8vLycCsUqW8G63PtyKBrvXBv7XBwrtn25dIxvqCqO94L1mW1yntmH275c3Ifbw/6rrDmfi/uP8snV4z0Xj61cHauy2lZ/67cHuXi856pcPIZzdf+Z82WXq/uwMpRn23LuKdvl1b1795g2bVqxtkcffTS6detWrXcyAAAAAGyLci6Q/OKLL2Lu3Lkxd+7ciIiYP39+zJ07NxYuXBgRX19ufcYZZ2T7Dx06NBYsWBDDhw+P1157LcaPHx/jxo2LESNGVEX5AAAAAMAm5Nwl2y+88EL06tUr+7roXo+DBw+OiRMnxuLFi7PhZEREu3bt4qGHHooLL7ww/vSnP0WrVq3ipptuioEDB6ZeOwAAAACwaTkXSPbs2TM29eDviRMnlmjr0aNHvPTSS1uxKgAAAACgMuTcJdsAAAAAQPUlkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUiOQBAAAAABSI5AEAAAAAFIjkAQAAAAAUpOTgeSf//znaNeuXdSpUye6du0aTz755Eb7zpgxIzKZTIk/r7/+eooVAwAAAABlkXOB5F133RXDhg2LX/7ylzFnzpw4/PDD4+ijj46FCxducr033ngjFi9enP3ToUOHlCoGAAAAAMoq5wLJ3/72t3H22WfHD3/4w9h7771jzJgx0aZNm7j55ps3uV6zZs2iRYsW2T81a9ZMqWIAAAAAoKxqVXUBG1qzZk28+OKL8Ytf/KJYe9++fWPWrFmbXLdLly7x1VdfxT777BO/+tWvolevXhvtW1BQEAUFBdnXK1asiIiIwsLCKCws3IItyG35NZOqLqGEovHOtXHPxbFi25drx3mRNI/3/BpJsf/d1tiH275c3IfVef9V9pzPxf1H+eTq8Z6Lx1aujtXmbOu/9duDXDzec1UuzsNc239F9ZjzZZdr+7AylWfbMkmS5MxR8+GHH8Yuu+wSTz/9dBxyyCHZ9quuuipuu+22eOONN0qs88Ybb8TMmTOja9euUVBQELfffnuMHTs2ZsyYEUcccUSpnzN69Oi4/PLLS7RPmTIl6tWrV3kbBAAAAADbgdWrV8egQYNi+fLl0bBhw032zakzJItkMplir5MkKdFWZM8994w999wz+7p79+7x/vvvxw033LDRQHLkyJExfPjw7OsVK1ZEmzZtom/fvpsdsG1Zp9GPVHUJJcz55ZExbdq06NOnT+Tl5VV1OVm5OFZs+14Z3a+qSyhVmsd7fo0krui2Pi59oUYUrC/9ez2X2Yfbvlzch9V5/1X2nM/F/Uf55OrxnovHVq6O1eZs67/124NcPN5zVS7Ow1zbf4WFhTFt2jRzvhxybR9WpqIrkMsipwLJnXfeOWrWrBlLliwp1v7xxx9H8+bNy/w+Bx98cEyePHmjy/Pz8yM/P79Ee15eXk6FYpWtYF3ufTkUjXeujX0ujhXbvlw6xjdUFcd7wfrMNjnP7MNtXy7uw+1h/1XWnM/F/Uf55OrxnovHVq6OVVltq7/124NcPN5zVS4ew7m6/8z5ssvVfVgZyrNtOfVQm9q1a0fXrl1j2rRpxdqnTZtW7BLuzZkzZ060bNmysssDAAAAALZQTp0hGRExfPjwOP3006Nbt27RvXv3uOWWW2LhwoUxdOjQiPj6cutFixbFpEmTIiJizJgx0bZt2+jYsWOsWbMmJk+eHFOnTo2pU6dW5WYAAAAAAKXIuUDylFNOiU8//TR+/etfx+LFi6NTp07x0EMPxW677RYREYsXL46FCxdm+69ZsyZGjBgRixYtirp160bHjh3jwQcfjP79+1fVJgAAAAAAG5FzgWRExLnnnhvnnntuqcsmTpxY7PUll1wSl1xySQpVAQAAAABbKqfuIQkAAAAAVG8CSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1AkkAAAAAIDUCSQAAAAAgNQJJAAAAACA1ORlI/vnPf4527dpFnTp1omvXrvHkk09usv8TTzwRXbt2jTp16sTuu+8eY8eOTalSAAAAAKA8ci6QvOuuu2LYsGHxy1/+MubMmROHH354HH300bFw4cJS+8+fPz/69+8fhx9+eMyZMydGjRoVF1xwQUydOjXlygEAAACAzcm5QPK3v/1tnH322fHDH/4w9t577xgzZky0adMmbr755lL7jx07NnbdddcYM2ZM7L333vHDH/4wzjrrrLjhhhtSrhwAAAAA2JxaVV3AhtasWRMvvvhi/OIXvyjW3rdv35g1a1ap6zzzzDPRt2/fYm39+vWLcePGRWFhYeTl5ZVYp6CgIAoKCrKvly9fHhERy5Yti8LCwi3djJxVa+2qqi6hhE8//TRWr14dn376aan7qqrk4lix7fv000+ruoRSpXm811qfxOrV66NWYY1Ytz6T2udWFvtw25eL+7A677/KnvO5uP8on1w93nPx2MrVsdqcbf23fnuQi8d7rsrFeZhr+6+wsDBWr15tzpdDru3DyrRy5cqIiEiSZLN9cyqQXLp0aaxbty6aN29erL158+axZMmSUtdZsmRJqf3Xrl0bS5cujZYtW5ZY5+qrr47LL7+8RHu7du22oHoqouWNVV0BpGdnx3tERAyq6gK2gH247bMP01eZc97+Y2txbFWubfm3fnvgeN+22X/bvu1hH65cuTIaNWq0yT45FUgWyWSKp+pJkpRo21z/0tqLjBw5MoYPH559vX79+li2bFk0adJkk59D5VuxYkW0adMm3n///WjYsGFVlwNsZeY8bF/Medj+mPewfTHn2VCSJLFy5cpo1arVZvvmVCC58847R82aNUucDfnxxx+XOAuySIsWLUrtX6tWrWjSpEmp6+Tn50d+fn6xtsaNG1e8cLZYw4YNfXnBdsSch+2LOQ/bH/Meti/mPEU2d2ZkkZx6qE3t2rWja9euMW3atGLt06ZNi0MOOaTUdbp3716i/6OPPhrdunXLqXsSAgAAAAA5FkhGRAwfPjz++te/xvjx4+O1116LCy+8MBYuXBhDhw6NiK8vtz7jjDOy/YcOHRoLFiyI4cOHx2uvvRbjx4+PcePGxYgRI6pqEwAAAACAjcipS7YjIk455ZT49NNP49e//nUsXrw4OnXqFA899FDstttuERGxePHiWLhwYbZ/u3bt4qGHHooLL7ww/vSnP0WrVq3ipptuioEDB1bVJlAO+fn5cdlll5W4hB6onsx52L6Y87D9Me9h+2LOU1GZpCzP4gYAAAAAqAQ5d8k2AAAAAFB9CSQBAAAAgNQIJAEAAACA1AgkAQAAAIDUCCTZ6kaPHh2ZTKbYnxYtWmSXJ0kSo0ePjlatWkXdunWjZ8+e8eqrr1ZhxcCWWrRoUfzgBz+IJk2aRL169aJz587x4osvZpeb91C9tG3btsRvfSaTifPOOy8izHmobtauXRu/+tWvol27dlG3bt3Yfffd49e//nWsX78+28e8h+pl5cqVMWzYsNhtt92ibt26ccghh8Ts2bOzy815yksgSSo6duwYixcvzv6ZN29edtl1110Xv/3tb+OPf/xjzJ49O1q0aBF9+vSJlStXVmHFQEV99tlnceihh0ZeXl78+9//jv/9739x4403RuPGjbN9zHuoXmbPnl3sd37atGkREXHyySdHhDkP1c21114bY8eOjT/+8Y/x2muvxXXXXRfXX399/OEPf8j2Me+hevnhD38Y06ZNi9tvvz3mzZsXffv2jd69e8eiRYsiwpyn/DJJkiRVXQTV2+jRo+Pee++NuXPnlliWJEm0atUqhg0bFj//+c8jIqKgoCCaN28e1157bZxzzjkpVwtsqV/84hfx9NNPx5NPPlnqcvMeqr9hw4bFv/71r3jrrbciIsx5qGaOPfbYaN68eYwbNy7bNnDgwKhXr17cfvvtfuuhmvnyyy+jQYMGcd9998UxxxyTbe/cuXMce+yxccUVV5jzlJszJEnFW2+9Fa1atYp27drF97///Xj33XcjImL+/PmxZMmS6Nu3b7Zvfn5+9OjRI2bNmlVV5QJb4P77749u3brFySefHM2aNYsuXbrErbfeml1u3kP1tmbNmpg8eXKcddZZkclkzHmohg477LB47LHH4s0334yIiJdffjmeeuqp6N+/f0T4rYfqZu3atbFu3bqoU6dOsfa6devGU089Zc5TIQJJtrpvf/vbMWnSpHjkkUfi1ltvjSVLlsQhhxwSn376aSxZsiQiIpo3b15snebNm2eXAduWd999N26++ebo0KFDPPLIIzF06NC44IILYtKkSRER5j1Uc/fee298/vnnceaZZ0aEOQ/V0c9//vM49dRTY6+99oq8vLzo0qVLDBs2LE499dSIMO+humnQoEF07949rrjiivjwww9j3bp1MXny5Hjuuedi8eLF5jwVUquqC6D6O/roo7P/f999943u3btH+/bt47bbbouDDz44IiIymUyxdZIkKdEGbBvWr18f3bp1i6uuuioiIrp06RKvvvpq3HzzzXHGGWdk+5n3UD2NGzcujj766GjVqlWxdnMeqo+77rorJk+eHFOmTImOHTvG3LlzY9iwYdGqVasYPHhwtp95D9XH7bffHmeddVbssssuUbNmzTjggANi0KBB8dJLL2X7mPOUhzMkSd0OO+wQ++67b7z11lvZp21/87+afPzxxyX+6wqwbWjZsmXss88+xdr23nvvWLhwYUSEeQ/V2IIFC+I///lP/PCHP8y2mfNQ/Vx88cXxi1/8Ir7//e/HvvvuG6effnpceOGFcfXVV0eEeQ/VUfv27eOJJ56IL774It5///14/vnno7CwMNq1a2fOUyECSVJXUFAQr732WrRs2TL75VX0NM6Ir+899cQTT8QhhxxShVUCFXXooYfGG2+8UaztzTffjN122y0iwryHamzChAnRrFmzYje8N+eh+lm9enXUqFH8n5I1a9aM9evXR4R5D9XZDjvsEC1btozPPvssHnnkkTj++OPNeSrEJdtsdSNGjIgBAwbErrvuGh9//HH85je/iRUrVsTgwYMjk8nEsGHD4qqrrooOHTpEhw4d4qqrrop69erFoEGDqrp0oAIuvPDCOOSQQ+Kqq66K733ve/H888/HLbfcErfccktEhHkP1dT69etjwoQJMXjw4KhV6//9FdOch+pnwIABceWVV8auu+4aHTt2jDlz5sRvf/vbOOussyLCvIfq6JFHHokkSWLPPfeMt99+Oy6++OLYc889Y8iQIeY8FSKQZKv74IMP4tRTT42lS5dG06ZN4+CDD45nn302e7bUJZdcEl9++WWce+658dlnn8W3v/3tePTRR6NBgwZVXDlQEQceeGDcc889MXLkyPj1r38d7dq1izFjxsRpp52W7WPeQ/Xzn//8JxYuXJgNJDZkzkP18oc//CEuvfTSOPfcc+Pjjz+OVq1axTnnnBP/93//l+1j3kP1snz58hg5cmR88MEHsdNOO8XAgQPjyiuvjLy8vIgw5ym/TJIkSVUXAQAAAABsH9xDEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAAAAASI1AEgAAAABIjUASAAAAAEiNQBIAoJo688wzI5PJxHvvvbdF75PJZKJnz56VUtO2omfPnpHJZKq6jM1q27ZttG3bdqu895bu961ZW1V77733IpPJxJlnnlnVpQDANkkgCQDbqKJ/EGcymdhll11i3bp1pfabN29ett9ee+2VcpWVZ/Xq1XHVVVfFAQccEPXr1486depE69at4/DDD4+RI0fGO++8U6x/ZYYhEydOjEwmExMnTqyU9yuLlStXRv369SOTycSIESNS+9yyqkjYuccee0SNGjXik08+KbHsmWeeyR6nL7/8conlH3zwQWQymdhnn322pOzt0owZM7JjW5Y/uR4+V3Q+jh49usS27rDDDrHffvvF6NGjY9WqVVunYACghFpVXQAAsGVq1aoVH374YTzyyCPRv3//EsvHjRsXtWrVirVr11ZBdZVj5cqVcdhhh8V///vf2GOPPeIHP/hBNG7cON5///149dVX45prron27dtH+/btq7rUSnPXXXfFqlWrIpPJxKRJk+Lqq6+OvLy8qi5rixx55JHxzjvvxBNPPBEnnXRSsWUzZszI/v/p06fH/vvvX2z59OnTIyKiV69eW73O6qZt27Zx2WWXFWt777334rbbbov9998/TjjhhBL9IyJee+21qFevXkpVpmfgwIHRqVOniIhYvHhx3H///XH55ZfHv/71r5g1a1bUrl17s++xyy67xGuvvRaNGjXa2uUCQLUkkASAbdwhhxwSL7/8cowfP75EILlmzZq44447on///nH//fdXUYVbbsyYMfHf//43zj777Lj11ltLXEo7f/78KCgoqKLqto5x48ZFfn5+/PjHP44//OEP8cADD8SJJ55Y1WVtkV69esWtt94a06dPLzWQ3HvvvSNJkpg+fXoMGzasxPKi96B82rZtG6NHjy7WNmPGjLjtttuic+fOJZYV2ZbPqN6Uk046Kb7//e9nX99www1x0EEHxYsvvhh33nlnDB48eLPvkZeXV23HBwDS4JJtANjG1a1bN0455ZR44IEHYunSpcWW3X///bF06dIYMmTIRtdPkiTGjx8fhx56aDRs2DDq1asX3bp1i/Hjx5fo++GHH8Zll10WBx98cDRr1izy8/Ojbdu2ce6558bHH39cov+Gl/X++c9/jr333jvq1KkTu+22W1x++eWxfv36Mm3jM888ExERP/3pT0u9r1+7du2y4UDRpewLFiyIBQsWFLs8syh4WbNmTfzhD3+Ifv36RZs2bSI/Pz+aNWsWJ554YsyZM6fENhSN35AhQ4q934ZWrlwZl112WXTs2DHq1q0bjRs3ju985zvx1FNPlWkbN/S///0vnn322Tj22GPjZz/7WUR8HVBuzKuvvhrHHntsNGjQIBo1ahT9+/ePV155pdS+RZetbnhGYpGyXgrbtm3buO222yLi67Ev66W+RWHiNz+7sLAwnn766ejZs2f07NkzZs6cWeLYKLrsuEePHtm28o55ZeyjKVOmRO3ataNr167FjvmZM2fGgAEDYuedd478/Pzo0KFD/OpXv4rVq1eXuh2jR4+Ol156Kfr165fdb9/97nc3egn8fffdFwceeGDUrVs3mjdvHj/60Y/is88+K3PdFbGxfbpmzZr4/e9/HwcddFA0aNAg6tevH/vss08MHz68TDVdf/31kclk4jvf+U6xy6Tvu+++OOqoo2LHHXeMOnXqRKdOneKGG24odjuKss7H8mjQoEH2XpCzZ8+OiOJz4cEHH4zDDz88GjRokD17dFP3kFy5cmX8+te/jv322y922GGHaNSoUXTp0iUuvfTSKCwsLNZ3/vz58cMf/jB23XXXyM/Pj5YtW8aZZ54ZCxYsqPD2AMC2wBmSAFANnHXWWXHLLbfEHXfckQ2wIiLGjx8fzZo1i2OPPbbU9ZIkiR/84AcxZcqU+Na3vhWDBg2K2rVrx7Rp0+Lss8+O//3vf3HDDTdk+8+cOTNuvPHGOOqoo+Lb3/525OXlxZw5c+Lmm2+ORx55JF566aVSL2G8+OKLY8aMGXHsscdG37594957743Ro0fHmjVr4sorr9zs9u20004REfH2229H586dN9m3cePGcdlll8WYMWMiIoqdaVcUrixbtiyGDRsWhx9+ePTv3z923HHHePfdd+P++++Pf//73zFz5sw48MADIyLihBNOiM8//zzuu+++OP7440v9/GXLlsURRxwRr776ahx++OHRr1+/WL58edx3333Rq1evuPvuu0tcFrspReHjGWecEe3bt49DDjkkHnnkkVi0aFHssssuxfq+8sorceihh8YXX3wRJ554YnTo0CGef/75OPTQQ0tc9lxZhg0bFhMnToyXX345fvazn0Xjxo0jIjZ7z84WLVrEXnvtFf/73//i448/jmbNmkXE1yHQqlWrokePHpEkSYwdOzbmzp0bBxxwQEREvP/++/Huu+/GvvvuG02bNo2I8o95Zeyj3//+93HhhRdGr1694t57740GDRpERMTYsWPj3HPPjR133DEGDBgQTZs2jdmzZ8eVV14Z06dPj+nTp5e4DPiFF16I66+/Pnr27BnnnHNOzJkzJ+69996YN29evPLKK1GnTp1s30mTJsXgwYOjYcOGcfrpp0fjxo3jX//6V/Tu3TvWrFlTpkuMK8tXX30V/fr1i5kzZ0aHDh1iyJAhkZ+fH2+99VaMHTs2zjjjjNhxxx1LXTdJkrj44ovjxhtvjEGDBsXEiROztyEYNWpUXH311dG6desYOHBgNGzYMGbOnBkXX3xxPPfcc3H33XdHRNnmY2W6++6749FHH41jjz02zj333Fi5cuUm+y9dujR69OgR//vf/6Jz584xdOjQWL9+fbz++utx7bXXxkUXXZSdL88991z069cvVq1aFQMGDIg99tgj3nvvvbjjjjvi3//+dzzzzDOx++67b9XtA4AqkwAA26T58+cnEZH069cvSZIk6dixY7Lffvtll3/wwQdJzZo1k4suuihJkiSJiGTPPfcs9h633HJLEhHJ2WefnRQWFmbbCwoKkgEDBiQRkbzwwgvZ9o8++ihZuXJliVpuu+22JCKS3/zmN8XaBw8enERE0q5du+TDDz/Mtn/yySdJ48aNkwYNGiQFBQWb3dZ77703iYikYcOGyc9//vPkscceS5YtW7bJdXbbbbdkt912K3XZV199lXzwwQcl2l955ZWkfv36Se/evYu1T5gwIYmIZMKECaW+36BBg5KISMaPH1+sfcmSJUmbNm2Spk2bJl9++eUm6y2yZs2apGnTpkmTJk2SNWvWJEmSJH/5y19KHd8kSZIePXokEZFMnjy5WPvIkSOTiEgiIpk/f362/bLLLksiIpk+fXqJ99rYdkZE0qNHj2JtRft2w/cui5/85CdJRCR33XVXtu3KK69MIiJZvHhx8uGHHyYRkdx4443Z5UXH1wUXXJBtK++Yl7d/0bgWKRrPk08+udgx++qrrya1atVKunTpknz66afF3vvqq69OIiK54YYbsm3Tp0/P7pe//e1vxfqffvrpSUQkd955Z7Zt+fLlScOGDZMddtgheeONN7Lta9asSY444ogkIjZ6nG9KUR2DBw/eaJ/S9vvFF1+cRERy+umnJ2vXri227PPPPy/2/bDhHCwsLMxu389+9rNk/fr12X6PPvpoEhHJ0UcfnaxatSrbvn79+mTo0KFJRCT/+Mc/su2bm48bU3Tsbzi+SZIkK1asSPbaa68kIpKJEycW+4xMJpNMmzatxHsVff9+c/xOPvnkJCKSUaNGlVhnyZIl2e/ZNWvWJG3btk0aNGiQzJ07t1i/J598MqlZs2Zy7LHHlmv7AGBbIpAEgG3UNwPJG264oViA+Jvf/CaJiOTVV19NkqT0QHK//fZLdthhh1LDsv/+979JRGQDzU1Zv3590rBhw6Rnz57F2otCq2+GQBsu++9//1um7b3uuuuS+vXrZ8OciEjat2+fnHfeecmbb75Zov+mAslNGTBgQFK7du1sGJgkmw5APvnkk6RmzZrJUUcdVer73XTTTUlEJA888ECZPv8f//hHEhHJeeedl2377LPPkjp16iS77757sSBnwYIFSUQUC6KLrFy5MmncuHHOBZJ///vfk4hIhg4dmm3r06dPsWOzQ4cOxcKYIUOGJBGR3HPPPUmSlH/MK7KPigLJtWvXJmeffXYSEclPfvKTZN26dcXWveCCC5KISJ588skS77tu3bqkadOmSdeuXbNtRUHgEUccUaJ/0bLhw4dn24rC2PPPP79E/yeffDLVQHLt2rVJw4YNk0aNGm32Pwgkyf+bg6tWrUr69++fRERy5ZVXluh33HHHJRGRLFy4sMSyzz//PMlkMsnAgQOzbVsaSA4cODC57LLLkssuuyw555xzkhYtWiQRkXTr1i0bNhd9xne/+91S36u0QHLJkiVJJpNJ2rdvX+z7ozT//Oc/k4hIrrjiilKXn3jiiUmNGjWS5cuXl2sbAWBb4ZJtAKgmTj/99Bg5cmSMHz8+unbtGhMnToxvf/vbsc8++5Taf/Xq1TFv3rxo1apVXHPNNSWWF93r7PXXXy/W/s9//jP+8pe/xEsvvRSfffZZsfu7ffjhh6V+VtGltxtq3bp1RER8/vnnZdq+iy++OIYOHRoPP/xwzJo1K1544YV47rnn4k9/+lOMGzcu7rrrrjjuuOPK9F4REXPnzo3rrrsunnrqqViyZEmJe7stXbo0WrZsudn3mT17dqxbty6++uqrUh8O8tZbb0XE1+O4sUvnN1R0ufbpp5+ebWvcuHEMGDAg7r777njiiSeyl56//PLLERFx2GGHlXif+vXrR+fOnUu9V2RV6tmzZ2QymexTswsLC2PWrFnxgx/8INunR48e8fe//z3WrVsXNWvWjBkzZkSNGjWy948s75hvyT468cQT4/7774/LLrus1HWfffbZiIh4+OGH4z//+U+J5Xl5eSXmUETZ50TRPj788MNL9O/evXvUqpXeX+dff/31WLFiRfTu3Xujl2V/05dffhlHHXVUzJ49O/7617/G2WefXaLPs88+GzvssMNG75Nat27dUsewoqZOnRpTp06NiIh69erFHnvsEUOHDo0RI0aUuPz9oIMOKvP7vvDCC5EkSfTq1St7KfrGFB03r7/+eqnH1ZIlS2L9+vXx5ptvRrdu3cpcAwBsKwSSAFBNNGvWLPr37x933nlnHHfccfH222/HiBEjNtr/s88+iyRJYtGiRXH55ZdvtN+GD5248cYbY8SIEdG0adPo27dvtG7dOurWrRsRXz8Je2NPui7tvpJFQcqGgebmNGjQIE4++eQ4+eSTIyJi+fLlMWrUqPjzn/8cZ599dixatKhM99ObNWtWHHnkkRER0bdv3+jQoUPUr18/MplM3HvvvfHyyy+X+andy5Yti4iIp59+Op5++umN9ttwHDdm0aJF8eijj0aHDh3i29/+drFlgwcPjrvvvjvGjRuXDSSXL18eEZG9F+M3NW/evCybkKqmTZtGp06dYt68ebF48eJ49913s/ePLNKjR4/461//GnPmzIlmzZrF/Pnz44ADDsiGYOUd8y3ZR08++WTUrVs3jj766FLXKXrvstwLdUNlnROb2sc1a9aMJk2alOtzt0RRUPrN+5huysqVK2POnDnRpEmTYvt4Q8uWLYu1a9eW+XtoS915553FnrK9KeWZQ+UZn6Lj5o477thkv8rcbgDIJQJJAKhGzjrrrLjvvvvi7LPPjrp168app5660b4NGzaMiIiuXbvGCy+8sNn3Xrt2bVxxxRXRqlWrmDt3bvbhIhFfP6ziuuuu2/INKKdGjRrFH//4x3jwwQdjwYIFMW/evOjatetm17vyyiujoKAgnnrqqTj00EOLLXv22WezZ6WVRdE4XnTRRcUeAFQREydOjHXr1sVbb7210acGT506Nf74xz9Go0aNsqFWaU84j4j46KOPSrTVqFEjIr7en99UFH5tbb169Yp58+bFjBkz4t13342IKPY056L/P3369GwQV/SE7ojyj/mW7KPHHnssevfuHX379o1HHnkkDj744FLfe8WKFdmH3FSmTe3jdevWxaefflqugHBLFD2MZdGiRWVep1mzZvGXv/wlTjjhhOjZs2fMmDEj9thjj2J9GjZsGJlMJpYuXVqZ5VaK8jy9uzzjU3TcPPDAA2U6cxoAqpsaVV0AAFB5+vfvHy1atIhFixZln1S7MQ0aNIi99947XnvttTJdNr106dJYvnx5HHzwwcXCyIivL1X88ssvt7T8CslkMlGvXr0S7TVr1tzo2ZfvvPNO7LTTTiXCyNWrV8dLL71U6ntFlH4254EHHhiZTCaeeeaZipSflSRJTJgwITKZTAwZMiTOPvvsEn++/e1vx5dffhlTpkyJiMg+Rfupp54q8X5ffPFFzJ07t0R70VmGpYUmc+bMKXO9mxqTzSkKF2fMmBEzZsyIDh06FLs8vnXr1rH77rtnl2+4TkT5x3xL9lGXLl3isccei1q1akW/fv2yl9oWKTqT9ZvtlaVoHz/55JMllj3zzDOlBstby5577hkNGzaM2bNnx2effVbm9fr16xf33XdffPrpp9GjR4/sJfJFvv3tb8enn35aon1jtuTY25q6desWNWrUiOnTp5e4BcQ3FR03W/q9AQDbKoEkAFQjtWrVivvvvz/uueeeMl1CesEFF8Tq1avjRz/6UamXBs6fPz/ee++9iPj6TKe6devGSy+9FKtXr872+eyzz+L888+vtG0ozV/+8peYPXt2qcv++c9/xuuvvx6NGzeOTp06Zdt32mmnWLp0aXz11Vcl1tltt93is88+i1dffTXbtm7duhgxYkR88sknJfrvtNNOERHxwQcflFjWokWL+N73vhezZs2K66+/PpIkKdHnueeeKzZmpZkxY0a88847ccQRR8T48ePjr3/9a4k/t9xyS0T8v/tM7rrrrnHEEUfEf//73xKXfl511VWlBs1F96ObNGlSrF+/Ptv+zDPPbPby0Q1takw2p0ePHlGjRo2YNm1azJo1q9jZkRv2efLJJ+Pxxx+PmjVrFruHYnnHfEv3UefOnePxxx+PvLy86Nu3b8yaNSu77Nxzz41atWrF+ef/f+3dXUgUbRsH8P8rbevk6mbZhxu4iYoZ0Yqy4aa2ix+lwmIQiQSlhGEFJhiUB5mQebJoRNHSUUsJRSAY9qFZabUFZnogBpqlkhplYrprRejB9R68uLy266M9Pe3zvg//39nOXPfM/TEzLNfcM1OCkZERr7JTU1M/lej9UW5uLkJCQnDlyhX09/d7ls/OzuLUqVN/ert/xrJly1BcXAyXy4XS0lKvhKDL5cKXL198lt25cycaGxsxOTkJi8Uyry3Hjh0D8J8Z3hMTE15lP378iN7eXs/vXzn2fqd169Zhz549GBgY8Pn4+adPnzwJ5NzcXERERODcuXN4+vSpV+zs7KzPGw1ERET/FHxkm4iI6B/GaDTCaDQuKba4uBjt7e24evUqnj9/joyMDOh0OoyNjaGvrw8vXrzA9evXsXHjRgQEBODo0aOora2FwWCA1WqF2+1GU1MT9Ho9dDrdb2tTU1MTDh8+jOjoaCQnJ0On03lmADqdTgQEBMBut0OtVnvKpKWlobOzE1arFampqVi+fDlSUlKQkpKCkpIStLS0ICUlBXl5eQgMDMTjx4/x/v17z2Ol/81kMkFRFJw/fx5ut9szQ7S8vBwAYLfb8fr1a5w4cQJ1dXUwmUzQarUYGRlBV1cX3rx5gw8fPvicyTlnLsl48ODBBWO2bt2KhIQEdHV1obu7GwaDAZcuXUJycjIOHDiAW7duISYmBi9fvkRHRwdSU1O9ZtYlJSXBZDKhtbUVJpMJO3bswLt379DY2Air1YqGhoYljUlaWhpqampQXFyMvXv3IigoCBEREdi3b9+iZUNDQ2EwGDyJOl/vFjSbzXA4HJiensa2bdu8Zvv+bJ//6hgZDAa0trYiPT0dWVlZaG5uxvbt27FlyxbY7XYcOXIEsbGxyMnJQVRUFNxuNwYHB/HkyRMUFhbi8uXLS+rXH2m1Wly4cAGFhYUwGo3Iz8+HVqvFnTt3oCjKkj689Fc6c+YM2tvbUVdXh/b2dmRnZ0OtVmNwcBDNzc149uwZ4uPjfZbNzMzE7du3YbVaYbFY0NbWhtjYWGRlZaGiogJVVVWIjo5GVlYW9Ho9JiYm8PbtWzidTpw9exZxcXEAFj8f/052ux2vXr1CdXU17t27h7S0NIgI+vv70dLSgrGxMaxcuRJqtRr19fXIzs6G2WxGenq654bK8PAwnE4nVq9e/Zd+zIeIiOh/yt/3gW8iIiL6FUNDQwJAdu3ataR4ABIbG+tz3c2bNyUjI0NCQ0NFpVLJhg0bxGKxSG1trYyPj3viZmZmpLq6WmJiYkStVktERISUlZXJ9PS06PV60ev187ZbUFAgAGRoaMhrn5WVlQJA2traFq17X1+f2Gw2yczMlMjISAkMDJTAwECJioqSgoIC6ezs9CozPT0thw4dkvDwcAkICBAAUllZ6VlfX18vCQkJsmLFCgkLC5O8vDwZGBhYsM53794Vo9EoiqIIAPnxb9S3b9/EZrNJYmKiBAUFiaIoEhkZKbt375Zr167J7Ozsgu2bmpoSRVEkODhYvn79+od9cfHiRQEgJSUlnmU9PT2Sk5MjGo1GgoODJTs7W3p6ehZsy/j4uOzfv19WrVoliqJIUlKS3L9/XxwOhwAQh8MxLx6AmM1mr7rYbDaJiYkRlUq1YMxCysrKPP04OjrqtX7u+AYgJ0+e9LmNn+3zn4k3m81eYywi0t3dLWFhYaLRaMTpdHqWd3R0SH5+vuh0OlGpVBIWFiYJCQlSXl4uvb29nri2tjavY/HHNhcUFHita2hokMTERFGr1bJ27VopKiqSz58/+zzvlmKuHr72NWehMf3+/bvU1NRIfHy8KIo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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams[\"figure.figsize\"] = [16,8]\n", "state_avg_price.hist(bins=30)\n", "plt.title('Distribution of State Averaged Prices', fontsize=15)\n", "plt.xlabel('Mean State Adult Weekend Ticket Price', fontsize=14)\n", "plt.ylabel('Count', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.3.4 Adding average ticket price to scatter plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a lot to unpack here. We extracted indexes and column names from a data frame and the first two principle components from an array. It's becoming a bit hard to keep track of them all. Below we create a new data frame to do this." ] }, { "cell_type": "code", "execution_count": 252, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Alaska-1.339200-0.178909
Arizona-1.847611-0.375977
California3.185039-1.201587
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Connecticut-0.9862161.013886
\n", "
" ], "text/plain": [ " PC1 PC2\n", "state \n", "Alaska -1.339200 -0.178909\n", "Arizona -1.847611 -0.375977\n", "California 3.185039 -1.201587\n", "Colorado 4.433141 -0.873170\n", "Connecticut -0.986216 1.013886" ] }, "execution_count": 252, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a dataframe containing the values of the first two PCA components\n", "pca_df = pd.DataFrame({'PC1': state_pca_x[:, 0], 'PC2': state_pca_x[:, 1]}, index=state_summary_index)\n", "pca_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That worked, and we have the states to use as an index! Now, let us reformat our average price data." ] }, { "cell_type": "code", "execution_count": 253, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexAdultWeekend
state
Utah2793.000000
Colorado390.714286
Vermont2887.900000
Arizona183.500000
California281.416667
Nevada1681.000000
New Jersey1879.990000
West Virginia3179.750000
Maryland1079.000000
New Hampshire1776.500000
Washington3070.144286
Virginia2968.000000
New Mexico1965.666667
Tennessee2665.000000
North Carolina2164.166667
Pennsylvania2463.687500
Maine961.000000
Oregon2359.857143
New York2058.945455
Alaska057.333333
Massachusetts1157.200000
Connecticut456.800000
Wyoming3356.166667
Idaho555.900000
Wisconsin3254.266667
Michigan1252.400000
Montana1551.909091
South Dakota2551.500000
Minnesota1349.667143
Indiana748.500000
\n", "
" ], "text/plain": [ " index AdultWeekend\n", "state \n", "Utah 27 93.000000\n", "Colorado 3 90.714286\n", "Vermont 28 87.900000\n", "Arizona 1 83.500000\n", "California 2 81.416667\n", "Nevada 16 81.000000\n", "New Jersey 18 79.990000\n", "West Virginia 31 79.750000\n", "Maryland 10 79.000000\n", "New Hampshire 17 76.500000\n", "Washington 30 70.144286\n", "Virginia 29 68.000000\n", "New Mexico 19 65.666667\n", "Tennessee 26 65.000000\n", "North Carolina 21 64.166667\n", "Pennsylvania 24 63.687500\n", "Maine 9 61.000000\n", "Oregon 23 59.857143\n", "New York 20 58.945455\n", "Alaska 0 57.333333\n", "Massachusetts 11 57.200000\n", "Connecticut 4 56.800000\n", "Wyoming 33 56.166667\n", "Idaho 5 55.900000\n", "Wisconsin 32 54.266667\n", "Michigan 12 52.400000\n", "Montana 15 51.909091\n", "South Dakota 25 51.500000\n", "Minnesota 13 49.667143\n", "Indiana 7 48.500000" ] }, "execution_count": 253, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# our average state prices also have state as an index\n", "state_avg_price = state_avg_price.reset_index().set_index('state')\n", "state_avg_price.head(50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we concatenate both of the above parts on axis 1 and using the indexes." ] }, { "cell_type": "code", "execution_count": 254, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2AdultWeekend
state
Alaska-1.339200-0.17890957.333333
Arizona-1.847611-0.37597783.500000
California3.185039-1.20158781.416667
Colorado4.433141-0.87317090.714286
Connecticut-0.9862161.01388656.800000
\n", "
" ], "text/plain": [ " PC1 PC2 AdultWeekend\n", "state \n", "Alaska -1.339200 -0.178909 57.333333\n", "Arizona -1.847611 -0.375977 83.500000\n", "California 3.185039 -1.201587 81.416667\n", "Colorado 4.433141 -0.873170 90.714286\n", "Connecticut -0.986216 1.013886 56.800000" ] }, "execution_count": 254, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Concatenate `pca_df` and `state_avg_price` along axis 1\n", "state_avg_price = state_avg_price.drop(['index'], axis=1, inplace=False)\n", "pca_df = pd.merge(pca_df, state_avg_price, left_index=True, right_index=True)\n", "pca_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There seems to be a wide range of average ticket price histogram above, but it may be hard to pick out differences when using the value for point size. Consequently, we add another column where we seperate these prices into quartiles; that might show something." ] }, { "cell_type": "code", "execution_count": 255, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2AdultWeekendQuartile
state
Alaska-1.339200-0.17890957.333333(56.3, 63.9]
Arizona-1.847611-0.37597783.500000(79.6, 93.0]
California3.185039-1.20158781.416667(79.6, 93.0]
Colorado4.433141-0.87317090.714286(79.6, 93.0]
Connecticut-0.9862161.01388656.800000(56.3, 63.9]
\n", "
" ], "text/plain": [ " PC1 PC2 AdultWeekend Quartile\n", "state \n", "Alaska -1.339200 -0.178909 57.333333 (56.3, 63.9]\n", "Arizona -1.847611 -0.375977 83.500000 (79.6, 93.0]\n", "California 3.185039 -1.201587 81.416667 (79.6, 93.0]\n", "Colorado 4.433141 -0.873170 90.714286 (79.6, 93.0]\n", "Connecticut -0.986216 1.013886 56.800000 (56.3, 63.9]" ] }, "execution_count": 255, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca_df['Quartile'] = pd.qcut(pca_df.AdultWeekend, q=4, precision=1)\n", "pca_df.head()" ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PC1 float64\n", "PC2 float64\n", "AdultWeekend float64\n", "Quartile category\n", "dtype: object" ] }, "execution_count": 256, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Note that Quartile is a new data type: category\n", "pca_df.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have no missing values and can clearly see that our design matrix makes sense!" ] }, { "cell_type": "code", "execution_count": 257, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2AdultWeekendQuartile
state
Alaska-1.339200-0.17890957.333333(56.3, 63.9]
Arizona-1.847611-0.37597783.500000(79.6, 93.0]
California3.185039-1.20158781.416667(79.6, 93.0]
Colorado4.433141-0.87317090.714286(79.6, 93.0]
Connecticut-0.9862161.01388656.800000(56.3, 63.9]
Idaho0.7251290.10506155.900000(48.4, 56.3]
Indiana-1.921248-0.33582748.500000(48.4, 56.3]
Maine-0.2231400.53170761.000000(56.3, 63.9]
Maryland-2.043400-0.27226279.000000(63.9, 79.6]
Massachusetts0.0191520.96097557.200000(56.3, 63.9]
Michigan3.576752-1.22294952.400000(48.4, 56.3]
Minnesota0.786618-0.63183549.667143(48.4, 56.3]
Montana1.0754130.40092651.909091(48.4, 56.3]
Nevada-1.527901-0.20909281.000000(79.6, 93.0]
New Hampshire2.2590603.29259776.500000(63.9, 79.6]
New Jersey-1.823846-0.08588179.990000(79.6, 93.0]
New Mexico-0.4329770.08157665.666667(63.9, 79.6]
New York4.684526-1.47349358.945455(56.3, 63.9]
North Carolina-1.224096-0.38382264.166667(63.9, 79.6]
Oregon0.550743-0.85637859.857143(56.3, 63.9]
Pennsylvania1.793201-0.75585063.687500(56.3, 63.9]
South Dakota-1.925200-0.03143951.500000(48.4, 56.3]
Tennessee-2.204557-0.28854265.000000(63.9, 79.6]
Utah1.477337-0.58592993.000000(79.6, 93.0]
Vermont2.6693934.85844887.900000(79.6, 93.0]
Virginia-1.660220-0.27185068.000000(63.9, 79.6]
Washington0.977347-1.46333470.144286(63.9, 79.6]
West Virginia-1.4261410.03703379.750000(79.6, 93.0]
Wisconsin1.340775-0.57577154.266667(48.4, 56.3]
Wyoming-0.2814541.37015856.166667(48.4, 56.3]
\n", "
" ], "text/plain": [ " PC1 PC2 AdultWeekend Quartile\n", "state \n", "Alaska -1.339200 -0.178909 57.333333 (56.3, 63.9]\n", "Arizona -1.847611 -0.375977 83.500000 (79.6, 93.0]\n", "California 3.185039 -1.201587 81.416667 (79.6, 93.0]\n", "Colorado 4.433141 -0.873170 90.714286 (79.6, 93.0]\n", "Connecticut -0.986216 1.013886 56.800000 (56.3, 63.9]\n", "Idaho 0.725129 0.105061 55.900000 (48.4, 56.3]\n", "Indiana -1.921248 -0.335827 48.500000 (48.4, 56.3]\n", "Maine -0.223140 0.531707 61.000000 (56.3, 63.9]\n", "Maryland -2.043400 -0.272262 79.000000 (63.9, 79.6]\n", "Massachusetts 0.019152 0.960975 57.200000 (56.3, 63.9]\n", "Michigan 3.576752 -1.222949 52.400000 (48.4, 56.3]\n", "Minnesota 0.786618 -0.631835 49.667143 (48.4, 56.3]\n", "Montana 1.075413 0.400926 51.909091 (48.4, 56.3]\n", "Nevada -1.527901 -0.209092 81.000000 (79.6, 93.0]\n", "New Hampshire 2.259060 3.292597 76.500000 (63.9, 79.6]\n", "New Jersey -1.823846 -0.085881 79.990000 (79.6, 93.0]\n", "New Mexico -0.432977 0.081576 65.666667 (63.9, 79.6]\n", "New York 4.684526 -1.473493 58.945455 (56.3, 63.9]\n", "North Carolina -1.224096 -0.383822 64.166667 (63.9, 79.6]\n", "Oregon 0.550743 -0.856378 59.857143 (56.3, 63.9]\n", "Pennsylvania 1.793201 -0.755850 63.687500 (56.3, 63.9]\n", "South Dakota -1.925200 -0.031439 51.500000 (48.4, 56.3]\n", "Tennessee -2.204557 -0.288542 65.000000 (63.9, 79.6]\n", "Utah 1.477337 -0.585929 93.000000 (79.6, 93.0]\n", "Vermont 2.669393 4.858448 87.900000 (79.6, 93.0]\n", "Virginia -1.660220 -0.271850 68.000000 (63.9, 79.6]\n", "Washington 0.977347 -1.463334 70.144286 (63.9, 79.6]\n", "West Virginia -1.426141 0.037033 79.750000 (79.6, 93.0]\n", "Wisconsin 1.340775 -0.575771 54.266667 (48.4, 56.3]\n", "Wyoming -0.281454 1.370158 56.166667 (48.4, 56.3]" ] }, "execution_count": 257, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca_df.head(50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have enough information to recreate the scatterplot, now adding marker size for ticket price and colour for the discrete quartile. Notice in the code below how we iterate over each quartile and plot the points in the same quartile group as one. This creates an informative legend containing quartiles with points coloured by quartile and sized by ticket price (higher prices are represented by larger point markers)." ] }, { "cell_type": "code", "execution_count": 258, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = pca_df.PC1\n", "y = pca_df.PC2\n", "price = pca_df.AdultWeekend\n", "quartiles = pca_df.Quartile\n", "state = pca_df.index\n", "pc_var = 100 * state_pca.explained_variance_ratio_.cumsum()[1]\n", "fig, ax = plt.subplots(figsize=(20,12))\n", "for q in quartiles.cat.categories:\n", " im = quartiles == q\n", " ax.scatter(x=x[im], y=y[im], s=price[im], label=q)\n", "ax.set_xlabel('First Component', fontsize=14)\n", "ax.set_ylabel('Second Component', fontsize=14)\n", "plt.legend()\n", "ax.set_title(f'Ski States Summary PCA: {pc_var:.1f}% Explained Variance', fontsize=15)\n", "for s, x, y in zip(state, x, y):\n", " plt.annotate(s, (x, y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we can see how many properties fell into each quartile. The lowest and second highest quartiles had 8 and 7 properties, respectively. The two remaining quartiles also had 8 and 7 properties with 8 resorts falling into the highest quartile and 7 resorts falling into the second lowest. " ] }, { "cell_type": "code", "execution_count": 259, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(48.4, 56.3] 8\n", "(79.6, 93.0] 8\n", "(56.3, 63.9] 7\n", "(63.9, 79.6] 7\n", "Name: Quartile, dtype: int64" ] }, "execution_count": 259, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca_df.Quartile.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see the same distribution of states in the dot plot above before, but with additional information about average price. There isn't an obvious pattern. The red points representing the upper quartile of price can be seen to the left, the right, and top. There's also significant spread among other quartiles. In this representation of the ski summaries for each state, which accounts for some 77% of the variance, there is simply no price pattern. The only noteworthy feature is that, with respect to Montana, principal component 1 accounts for slightly more of the variance than principal component 2." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's adjust our plot so that it contemplates ticket price, as doing so may help us better understand the spread of the data before us." ] }, { "cell_type": "code", "execution_count": 260, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a seaborn scatterplot by calling `sns.scatterplot`\n", "x = pca_df.PC1\n", "y = pca_df.PC2\n", "state = pca_df.index\n", "plt.subplots(figsize=(12, 10))\n", "# Note the argument below to make sure we get the colours in the ascending\n", "# order we intuitively expect!\n", "sns.scatterplot(x=x, y=y, size='AdultWeekend', hue='Quartile', \n", " hue_order=pca_df.Quartile.cat.categories, data=pca_df)\n", "#and we can still annotate with the state labels\n", "for s, x, y in zip(state, x, y):\n", " plt.annotate(s, (x, y)) \n", "plt.title(f'Ski States Summary PCA, {pc_var:.1f}% Variance Explained');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again, little in the way of a generalized pattern is exhibited by the data. Lower ticket price resorts seem to cluster in the middle of the plot. Variance with respect to California, Michigan, Colorado, and New York seem to dominated by PC1, while PC2 is vital to understanding the variance of New Hampshire and Vermont. A distinctive cluster on the far left includes resorts at different price points and in different geographical regions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can examine the contents of the principal components to identify the feature(s) that best explain the observed variance." ] }, { "cell_type": "code", "execution_count": 261, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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resorts_per_statestate_total_skiable_area_acstate_total_days_openstate_total_terrain_parksstate_total_nightskiing_acresorts_per_100kcapitaresorts_per_100ksq_mile
00.4862850.3110840.4900650.4875680.3377880.1911420.195526
1-0.091373-0.128372-0.044154-0.044129-0.3635490.6624770.632638
2-0.1748370.7298230.113447-0.005978-0.4824760.220286-0.377593
30.058371-0.129422-0.173057-0.1792940.4480580.683146-0.500303
4-0.1933960.558532-0.248170-0.3990060.505504-0.0761670.410499
5-0.795326-0.0586110.0990350.5386660.2459550.059570-0.003317
6-0.226402-0.1481980.802291-0.5279970.0645380.004998-0.011753
\n", "
" ], "text/plain": [ " resorts_per_state state_total_skiable_area_ac state_total_days_open \\\n", "0 0.486285 0.311084 0.490065 \n", "1 -0.091373 -0.128372 -0.044154 \n", "2 -0.174837 0.729823 0.113447 \n", "3 0.058371 -0.129422 -0.173057 \n", "4 -0.193396 0.558532 -0.248170 \n", "5 -0.795326 -0.058611 0.099035 \n", "6 -0.226402 -0.148198 0.802291 \n", "\n", " state_total_terrain_parks state_total_nightskiing_ac \\\n", "0 0.487568 0.337788 \n", "1 -0.044129 -0.363549 \n", "2 -0.005978 -0.482476 \n", "3 -0.179294 0.448058 \n", "4 -0.399006 0.505504 \n", "5 0.538666 0.245955 \n", "6 -0.527997 0.064538 \n", "\n", " resorts_per_100kcapita resorts_per_100ksq_mile \n", "0 0.191142 0.195526 \n", "1 0.662477 0.632638 \n", "2 0.220286 -0.377593 \n", "3 0.683146 -0.500303 \n", "4 -0.076167 0.410499 \n", "5 0.059570 -0.003317 \n", "6 0.004998 -0.011753 " ] }, "execution_count": 261, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(state_pca.components_, columns=state_summary_columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like `resorts_per_100kcapita` and `resorts_per_100ksq_mile` might count for quite a lot, in a positive sense. Sign matters in this context. A large negative coefficient multiplied by a large negative feature produces a large positive PCA score." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's examine our two outliers to see if they are consistent with our above assertion. Both New Hampshire and Vermont seem to have relative high numbers of resorts per capita and resorts per square mile in levels. " ] }, { "cell_type": "code", "execution_count": 262, "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", "
1729
stateNew HampshireVermont
resorts_per_state1615
state_total_skiable_area_ac3427.07239.0
state_total_days_open1847.01777.0
state_total_terrain_parks43.050.0
state_total_nightskiing_ac376.050.0
resorts_per_100kcapita1.1767212.403889
resorts_per_100ksq_mile171.141299155.990017
\n", "
" ], "text/plain": [ " 17 29\n", "state New Hampshire Vermont\n", "resorts_per_state 16 15\n", "state_total_skiable_area_ac 3427.0 7239.0\n", "state_total_days_open 1847.0 1777.0\n", "state_total_terrain_parks 43.0 50.0\n", "state_total_nightskiing_ac 376.0 50.0\n", "resorts_per_100kcapita 1.176721 2.403889\n", "resorts_per_100ksq_mile 171.141299 155.990017" ] }, "execution_count": 262, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_summary[state_summary.state.isin(['New Hampshire', 'Vermont'])].T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, both states' large value for `resorts_per_100ksq_mile` in absolute terms puts them more than 3 standard deviations from the mean. But what do the data tell us after they have been scaled?" ] }, { "cell_type": "code", "execution_count": 263, "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", "
1729
resorts_per_state0.8414090.714472
state_total_skiable_area_ac-0.2701060.121224
state_total_days_open1.1367351.051531
state_total_terrain_parks0.9278131.241783
state_total_nightskiing_ac-0.246788-0.748365
resorts_per_100kcapita1.7103264.226004
resorts_per_100ksq_mile3.4825103.112084
\n", "
" ], "text/plain": [ " 17 29\n", "resorts_per_state 0.841409 0.714472\n", "state_total_skiable_area_ac -0.270106 0.121224\n", "state_total_days_open 1.136735 1.051531\n", "state_total_terrain_parks 0.927813 1.241783\n", "state_total_nightskiing_ac -0.246788 -0.748365\n", "resorts_per_100kcapita 1.710326 4.226004\n", "resorts_per_100ksq_mile 3.482510 3.112084" ] }, "execution_count": 263, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_summary_scaled_df[state_summary.state.isin(['New Hampshire', 'Vermont'])].T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vermont stands out on both resorts per 100k square miles and resorts per 100k people, however, New Hampshire has slightly more resorts per capita." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.5.4 Conclusion On How To Handle State Label" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having examined our pricing data, we are now at a major decision point. Do we model at the national or local levels?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.5.5 Ski Resort Numeric Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous EDA gave us some potentially useful features, as well as validating an approach for how to subsequently handle the state labels in our modeling. Let's return to examining data." ] }, { "cell_type": "code", "execution_count": 264, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01234
NameAlyeska ResortEaglecrest Ski AreaHilltop Ski AreaArizona SnowbowlSunrise Park Resort
RegionAlaskaAlaskaAlaskaArizonaArizona
stateAlaskaAlaskaAlaskaArizonaArizona
summit_elev3939260020901150011100
vertical_drop2500154029423001800
base_elev2501200179692009200
trams10000
fastSixes00010
fastQuads20001
quad20022
triple00123
double04011
surface20220
total_chairs74387
Runs76.036.013.055.065.0
TerrainParks2.01.01.04.02.0
LongestRun_mi1.02.01.02.01.2
SkiableTerrain_ac1610.0640.030.0777.0800.0
Snow Making_ac113.060.030.0104.080.0
daysOpenLastYear150.045.0150.0122.0115.0
yearsOpen60.044.036.081.049.0
averageSnowfall669.0350.069.0260.0250.0
AdultWeekend85.053.034.089.078.0
projectedDaysOpen150.090.0152.0122.0104.0
NightSkiing_ac550.0NaN30.0NaN80.0
\n", "
" ], "text/plain": [ " 0 1 2 \\\n", "Name Alyeska Resort Eaglecrest Ski Area Hilltop Ski Area \n", "Region Alaska Alaska Alaska \n", "state Alaska Alaska Alaska \n", "summit_elev 3939 2600 2090 \n", "vertical_drop 2500 1540 294 \n", "base_elev 250 1200 1796 \n", "trams 1 0 0 \n", "fastSixes 0 0 0 \n", "fastQuads 2 0 0 \n", "quad 2 0 0 \n", "triple 0 0 1 \n", "double 0 4 0 \n", "surface 2 0 2 \n", "total_chairs 7 4 3 \n", "Runs 76.0 36.0 13.0 \n", "TerrainParks 2.0 1.0 1.0 \n", "LongestRun_mi 1.0 2.0 1.0 \n", "SkiableTerrain_ac 1610.0 640.0 30.0 \n", "Snow Making_ac 113.0 60.0 30.0 \n", "daysOpenLastYear 150.0 45.0 150.0 \n", "yearsOpen 60.0 44.0 36.0 \n", "averageSnowfall 669.0 350.0 69.0 \n", "AdultWeekend 85.0 53.0 34.0 \n", "projectedDaysOpen 150.0 90.0 152.0 \n", "NightSkiing_ac 550.0 NaN 30.0 \n", "\n", " 3 4 \n", "Name Arizona Snowbowl Sunrise Park Resort \n", "Region Arizona Arizona \n", "state Arizona Arizona \n", "summit_elev 11500 11100 \n", "vertical_drop 2300 1800 \n", "base_elev 9200 9200 \n", "trams 0 0 \n", "fastSixes 1 0 \n", "fastQuads 0 1 \n", "quad 2 2 \n", "triple 2 3 \n", "double 1 1 \n", "surface 2 0 \n", "total_chairs 8 7 \n", "Runs 55.0 65.0 \n", "TerrainParks 4.0 2.0 \n", "LongestRun_mi 2.0 1.2 \n", "SkiableTerrain_ac 777.0 800.0 \n", "Snow Making_ac 104.0 80.0 \n", "daysOpenLastYear 122.0 115.0 \n", "yearsOpen 81.0 49.0 \n", "averageSnowfall 260.0 250.0 \n", "AdultWeekend 89.0 78.0 \n", "projectedDaysOpen 122.0 104.0 \n", "NightSkiing_ac NaN 80.0 " ] }, "execution_count": 264, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ski_data.head().T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.5.1 Feature engineering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having previously explored state-level data, we turn our attention to resort-level data. This will help us to determine, for example, whether or not to use state as a variable. It's now time to merge the two datasets and engineer some features." ] }, { "cell_type": "code", "execution_count": 265, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stateresorts_per_statestate_total_skiable_area_acstate_total_days_openstate_total_terrain_parksstate_total_nightskiing_acresorts_per_100kcapitaresorts_per_100ksq_mile
0Alaska32280.0345.04.0580.00.4100910.450867
1Arizona21577.0237.06.080.00.0274771.754540
2California2021148.02583.078.0587.00.05061712.217844
3Colorado2243682.03258.074.0428.00.38202821.134744
4Connecticut5358.0353.010.0256.00.14024290.203861
\n", "
" ], "text/plain": [ " state resorts_per_state state_total_skiable_area_ac \\\n", "0 Alaska 3 2280.0 \n", "1 Arizona 2 1577.0 \n", "2 California 20 21148.0 \n", "3 Colorado 22 43682.0 \n", "4 Connecticut 5 358.0 \n", "\n", " state_total_days_open state_total_terrain_parks \\\n", "0 345.0 4.0 \n", "1 237.0 6.0 \n", "2 2583.0 78.0 \n", "3 3258.0 74.0 \n", "4 353.0 10.0 \n", "\n", " state_total_nightskiing_ac resorts_per_100kcapita resorts_per_100ksq_mile \n", "0 580.0 0.410091 0.450867 \n", "1 80.0 0.027477 1.754540 \n", "2 587.0 0.050617 12.217844 \n", "3 428.0 0.382028 21.134744 \n", "4 256.0 0.140242 90.203861 " ] }, "execution_count": 265, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_summary.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin by merging the data we have" ] }, { "cell_type": "code", "execution_count": 266, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01234
NameAlyeska ResortEaglecrest Ski AreaHilltop Ski AreaArizona SnowbowlSunrise Park Resort
RegionAlaskaAlaskaAlaskaArizonaArizona
stateAlaskaAlaskaAlaskaArizonaArizona
summit_elev3939260020901150011100
vertical_drop2500154029423001800
base_elev2501200179692009200
trams10000
fastSixes00010
fastQuads20001
quad20022
triple00123
double04011
surface20220
total_chairs74387
Runs76.036.013.055.065.0
TerrainParks2.01.01.04.02.0
LongestRun_mi1.02.01.02.01.2
SkiableTerrain_ac1610.0640.030.0777.0800.0
Snow Making_ac113.060.030.0104.080.0
daysOpenLastYear150.045.0150.0122.0115.0
yearsOpen60.044.036.081.049.0
averageSnowfall669.0350.069.0260.0250.0
AdultWeekend85.053.034.089.078.0
projectedDaysOpen150.090.0152.0122.0104.0
NightSkiing_ac550.0NaN30.0NaN80.0
resorts_per_state33322
state_total_skiable_area_ac2280.02280.02280.01577.01577.0
state_total_days_open345.0345.0345.0237.0237.0
state_total_terrain_parks4.04.04.06.06.0
state_total_nightskiing_ac580.0580.0580.080.080.0
resorts_per_100kcapita0.4100910.4100910.4100910.0274770.027477
resorts_per_100ksq_mile0.4508670.4508670.4508671.754541.75454
\n", "
" ], "text/plain": [ " 0 1 \\\n", "Name Alyeska Resort Eaglecrest Ski Area \n", "Region Alaska Alaska \n", "state Alaska Alaska \n", "summit_elev 3939 2600 \n", "vertical_drop 2500 1540 \n", "base_elev 250 1200 \n", "trams 1 0 \n", "fastSixes 0 0 \n", "fastQuads 2 0 \n", "quad 2 0 \n", "triple 0 0 \n", "double 0 4 \n", "surface 2 0 \n", "total_chairs 7 4 \n", "Runs 76.0 36.0 \n", "TerrainParks 2.0 1.0 \n", "LongestRun_mi 1.0 2.0 \n", "SkiableTerrain_ac 1610.0 640.0 \n", "Snow Making_ac 113.0 60.0 \n", "daysOpenLastYear 150.0 45.0 \n", "yearsOpen 60.0 44.0 \n", "averageSnowfall 669.0 350.0 \n", "AdultWeekend 85.0 53.0 \n", "projectedDaysOpen 150.0 90.0 \n", "NightSkiing_ac 550.0 NaN \n", "resorts_per_state 3 3 \n", "state_total_skiable_area_ac 2280.0 2280.0 \n", "state_total_days_open 345.0 345.0 \n", "state_total_terrain_parks 4.0 4.0 \n", "state_total_nightskiing_ac 580.0 580.0 \n", "resorts_per_100kcapita 0.410091 0.410091 \n", "resorts_per_100ksq_mile 0.450867 0.450867 \n", "\n", " 2 3 \\\n", "Name Hilltop Ski Area Arizona Snowbowl \n", "Region Alaska Arizona \n", "state Alaska Arizona \n", "summit_elev 2090 11500 \n", "vertical_drop 294 2300 \n", "base_elev 1796 9200 \n", "trams 0 0 \n", "fastSixes 0 1 \n", "fastQuads 0 0 \n", "quad 0 2 \n", "triple 1 2 \n", "double 0 1 \n", "surface 2 2 \n", "total_chairs 3 8 \n", "Runs 13.0 55.0 \n", "TerrainParks 1.0 4.0 \n", "LongestRun_mi 1.0 2.0 \n", "SkiableTerrain_ac 30.0 777.0 \n", "Snow Making_ac 30.0 104.0 \n", "daysOpenLastYear 150.0 122.0 \n", "yearsOpen 36.0 81.0 \n", "averageSnowfall 69.0 260.0 \n", "AdultWeekend 34.0 89.0 \n", "projectedDaysOpen 152.0 122.0 \n", "NightSkiing_ac 30.0 NaN \n", "resorts_per_state 3 2 \n", "state_total_skiable_area_ac 2280.0 1577.0 \n", "state_total_days_open 345.0 237.0 \n", "state_total_terrain_parks 4.0 6.0 \n", "state_total_nightskiing_ac 580.0 80.0 \n", "resorts_per_100kcapita 0.410091 0.027477 \n", "resorts_per_100ksq_mile 0.450867 1.75454 \n", "\n", " 4 \n", "Name Sunrise Park Resort \n", "Region Arizona \n", "state Arizona \n", "summit_elev 11100 \n", "vertical_drop 1800 \n", "base_elev 9200 \n", "trams 0 \n", "fastSixes 0 \n", "fastQuads 1 \n", "quad 2 \n", "triple 3 \n", "double 1 \n", "surface 0 \n", "total_chairs 7 \n", "Runs 65.0 \n", "TerrainParks 2.0 \n", "LongestRun_mi 1.2 \n", "SkiableTerrain_ac 800.0 \n", "Snow Making_ac 80.0 \n", "daysOpenLastYear 115.0 \n", "yearsOpen 49.0 \n", "averageSnowfall 250.0 \n", "AdultWeekend 78.0 \n", "projectedDaysOpen 104.0 \n", "NightSkiing_ac 80.0 \n", "resorts_per_state 2 \n", "state_total_skiable_area_ac 1577.0 \n", "state_total_days_open 237.0 \n", "state_total_terrain_parks 6.0 \n", "state_total_nightskiing_ac 80.0 \n", "resorts_per_100kcapita 0.027477 \n", "resorts_per_100ksq_mile 1.75454 " ] }, "execution_count": 266, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# here 'state' is a column (not an index)\n", "ski_data = ski_data.merge(state_summary, how='left', on='state')\n", "ski_data.head().T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having merged state-summary features into the ski resort data, we'll add \"state resort competition\" features:\n", "\n", "* ratio of resort skiable area to total state skiable area\n", "* ratio of resort days open to total state days open\n", "* ratio of resort terrain park count to total state terrain park count\n", "* ratio of resort night skiing area to total state night skiing area\n", "\n", "Once we've derived these features, we situate each resort within the context of its local market and drop the raw, state-specific columns used in our feature engineering. Their main purpose was to understand what share of states' skiing \"assets\" is accounted for by each resort." ] }, { "cell_type": "code", "execution_count": 267, "metadata": {}, "outputs": [], "source": [ "ski_data['resort_skiable_area_ac_state_ratio'] = ski_data.SkiableTerrain_ac / ski_data.state_total_skiable_area_ac\n", "ski_data['resort_days_open_state_ratio'] = ski_data.daysOpenLastYear / ski_data.state_total_days_open\n", "ski_data['resort_terrain_park_state_ratio'] = ski_data.TerrainParks / ski_data.state_total_terrain_parks\n", "ski_data['resort_night_skiing_state_ratio'] = ski_data.NightSkiing_ac / ski_data.state_total_nightskiing_ac\n", "\n", "ski_data.drop(columns=['state_total_skiable_area_ac', 'state_total_days_open', \n", " 'state_total_terrain_parks', 'state_total_nightskiing_ac'], inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.5.2 Feature correlation heatmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We used the heat map below to reveal correlations among variables. It will later help us circumvent multicolinearity when modeling." ] }, { "cell_type": "code", "execution_count": 268, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/y_/hz1vxjzs1cs561dcc_gdd8k00000gn/T/ipykernel_58170/381154359.py:4: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " sns.heatmap(ski_data.corr());\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show a seaborn heatmap of correlations in ski_data\n", "# Hint: call pandas' `corr()` method on `ski_data` and pass that into `sns.heatmap`\n", "plt.subplots(figsize=(12,10))\n", "sns.heatmap(ski_data.corr());\n", "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a lot to unpack here. First, summit and base elevation are highly correlated (light colors equate to high levels of correlation). This isn't a surprise. We can see that we've introduced a lot of multicollinearity with our new ratio features; they are negatively correlated with the number of resorts in each state. The data make sense: If we increase the number of resorts in a state, the share of all other state features will drop for each individual resort. An interesting observation in this region of the heatmap is that there is some positive correlation between the ratio of night skiing area with the number of resorts per capita. Restated, greater resort density with respect to population yields more night skiing is provided.\n", "\n", "Turning our attention to our target feature, `AdultWeekend` ticket price, we see quite a few reasonable correlations. `fastQuads` stands out, along with `Runs` and `Snow Making_ac`. The last one is particularly interesting. Visitors seem to value more \"guaranteed\" snow, which would drive up resort costs and ticket prices. Of the new features, `resort_night_skiing_state_ratio` seems the most correlated with ticket price. If this is true, then perhaps seizing a greater share of night skiing capacity means the resort can charge more, as it should.\n", "\n", "`Runs` and `total_chairs` are also well correlated with ticket price. This is plausible; the more runs you have, the more chairs you'd need to ferry people to them! In fact, they may count for more than `SkiableTerrain_ac`. While we are on the subject, `SkiableTerrain_ac` appears less useful than snow making. People seem to put more value in guaranteed snow cover, rather than more terrain.\n", "\n", "Our `vertical_drop` seems to be a selling point that raises ticket prices as well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.5.5.3 Scatterplots of numeric features against ticket price" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correlation can mask relationships between two variables. Below, we present a series of scatterplots to divine how ticket price varies with other numeric features." ] }, { "cell_type": "code", "execution_count": 269, "metadata": {}, "outputs": [], "source": [ "# define useful function to create scatterplots of ticket prices against desired columns\n", "def scatterplots(columns, ncol=None, figsize=(15, 8)):\n", " if ncol is None:\n", " ncol = len(columns)\n", " nrow = int(np.ceil(len(columns) / ncol))\n", " fig, axes = plt.subplots(nrow, ncol, figsize=figsize, squeeze=False)\n", " fig.subplots_adjust(wspace=0.5, hspace=0.6)\n", " for i, col in enumerate(columns):\n", " ax = axes.flatten()[i]\n", " ax.scatter(x = col, y = 'AdultWeekend', data=ski_data, alpha=0.5)\n", " ax.set(xlabel=col, ylabel='Ticket price')\n", " nsubplots = nrow * ncol \n", " for empty in range(i+1, nsubplots):\n", " axes.flatten()[empty].set_visible(False)" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [], "source": [ "features = [var for var in ski_data.columns if var not in ['Name', 'Region', 'state', 'Adultweekend']]" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatterplots(features, ncol=4, figsize=(15, 15))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the scatterplots above, we see multiple high correlations. There's a strong positive correlation with `vertical_drop`. `fastQuads` seems very useful. `Runs` and `total_chairs` appear quite similar and also useful. `resorts_per_100kcapita` shows something interesting that we don't see from just a headline correlation figure. \n", "\n", "When the value is low, there is quite a variability in ticket price, although it's capable of going quite high. Ticket price may drop a little before then climbing upwards as the number of resorts per capita increases. Ticket price could climb with the number of resorts serving a population because it indicates a popular area for skiing with plenty of demand. The lower ticket price when fewer resorts serve a population may similarly be because it's a less popular state for skiing. The high price for some resorts when resorts are rare (relative to population size), which may indicate areas where a small number of resorts can benefit from a pseudo-monopoly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we take a closer look at features that may be useful insofar as they relate to how easily a resort can transport people. We have the number of various chairs and runs, but lack the ratio of chairs to runs. It seems reasonable that this ratio would illuminate how easily, and quickly, people could get to their next ski slope!" ] }, { "cell_type": "code", "execution_count": 272, "metadata": {}, "outputs": [], "source": [ "ski_data['total_chairs_runs_ratio'] = ski_data.total_chairs / ski_data.Runs\n", "ski_data['total_chairs_skiable_ratio'] = ski_data.total_chairs / ski_data.SkiableTerrain_ac\n", "ski_data['fastQuads_runs_ratio'] = ski_data.fastQuads / ski_data.Runs\n", "ski_data['fastQuads_skiable_ratio'] = ski_data.fastQuads / ski_data.SkiableTerrain_ac" ] }, { "cell_type": "code", "execution_count": 273, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatterplots(['total_chairs_runs_ratio', 'total_chairs_skiable_ratio', \n", " 'fastQuads_runs_ratio', 'fastQuads_skiable_ratio'], ncol=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first, these relationships seem counterintuitive: The more chairs a resort has to move people, relative to the number of runs, ticket price rapidly plummets and stays low. What we may be witnessing is an exclusive vs. mass market resort effect. Stated plainly, if a resort doesn't have a surfeit of chairs, it can charge more for its tickets, although with fewer chairs you're inevitably going to be able to serve fewer visitors. The price per visitor is high, but the number of visitors may be low. Something very useful that's missing from the data is the number of visitors per year for all resorts. Big Mountain sees approximately 350k visitors annually.\n", "\n", "Lastly, having no fast quads may limit the ticket price, but if a resort covers a wide area, then maintaining a small number of fast quads may increase ticket price." ] }, { "cell_type": "code", "execution_count": 274, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A file already exists with this name.\n", "\n", "Do you want to overwrite? (Y/N)Y\n", "Writing file. \"../data/ski_data_step3_features.csv\"\n" ] } ], "source": [ "# Save the data \n", "datapath = '../data'\n", "save_file(ski_data, 'ski_data_step3_features.csv', datapath)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }