{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Exploring ebay Car Sales in Germany." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By working with the ebay car sales data, scraped from *eBay Kleinanzeigen*, a classifieds section of the German eBay website, we aim to clean the data and analyze the included used car listings." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **data dictionary** provided with data is as follows:\n", "\n", "**1. dateCrawled** - When this ad was first crawled. All field-values are taken from this date.\n", "\n", "**2. name** - Name of the car.\n", "seller - Whether the seller is private or a dealer.\n", "\n", "**3. offerType** - The type of listing\n", "\n", "**4. price** - The price on the ad to sell the car.\n", "\n", "**5. abtest** - Whether the listing is included in an A/B test.\n", "\n", "**6. vehicleType**- The vehicle Type.\n", "\n", "**7. yearOfRegistration** - The year in which the car was first registered.\n", "\n", "**8. gearbox** - The transmission type.\n", "\n", "**9. powerPS**- The power of the car in PS.\n", "\n", "**10. model** - The car model name.\n", "\n", "**11. kilometer** - How many kilometers the car has driven.\n", "\n", "**12. monthOfRegistration** - The month in which the car was first registered.\n", "\n", "**13. fuelType** - What type of fuel the car uses.\n", "\n", "**14. brand** - The brand of the car.\n", "\n", "**15. notRepairedDamage** - If the car has a damage which is not yet repaired.\n", "\n", "**16. dateCreated** - The date on which the eBay listing was created.\n", "\n", "**17. nrOfPictures** - The number of pictures in the ad.\n", "\n", "**18. postalCode** - The postal code for the location of the vehicle.\n", "\n", "**18. lastSeenOnline** - When the crawler saw this ad last online." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us start by importing the dataset." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "import pandas as pd\n", "data=pd.read_csv(\"autos.csv\",encoding=\"Latin-1\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateCrawlednamesellerofferTypepriceabtestvehicleTypeyearOfRegistrationgearboxpowerPSmodelodometermonthOfRegistrationfuelTypebrandnotRepairedDamagedateCreatednrOfPicturespostalCodelastSeen
02016-03-26 17:47:46Peugeot_807_160_NAVTECH_ON_BOARDprivatAngebot$5,000controlbus2004manuell158andere150,000km3lpgpeugeotnein2016-03-26 00:00:000795882016-04-06 06:45:54
12016-04-04 13:38:56BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_OptikprivatAngebot$8,500controllimousine1997automatik2867er150,000km6benzinbmwnein2016-04-04 00:00:000710342016-04-06 14:45:08
22016-03-26 18:57:24Volkswagen_Golf_1.6_UnitedprivatAngebot$8,990testlimousine2009manuell102golf70,000km7benzinvolkswagennein2016-03-26 00:00:000353942016-04-06 20:15:37
32016-03-12 16:58:10Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...privatAngebot$4,350controlkleinwagen2007automatik71fortwo70,000km6benzinsmartnein2016-03-12 00:00:000337292016-03-15 03:16:28
42016-04-01 14:38:50Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...privatAngebot$1,350testkombi2003manuell0focus150,000km7benzinfordnein2016-04-01 00:00:000392182016-04-01 14:38:50
\n", "
" ], "text/plain": [ " dateCrawled name \\\n", "0 2016-03-26 17:47:46 Peugeot_807_160_NAVTECH_ON_BOARD \n", "1 2016-04-04 13:38:56 BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik \n", "2 2016-03-26 18:57:24 Volkswagen_Golf_1.6_United \n", "3 2016-03-12 16:58:10 Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan... \n", "4 2016-04-01 14:38:50 Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg... \n", "\n", " seller offerType price abtest vehicleType yearOfRegistration \\\n", "0 privat Angebot $5,000 control bus 2004 \n", "1 privat Angebot $8,500 control limousine 1997 \n", "2 privat Angebot $8,990 test limousine 2009 \n", "3 privat Angebot $4,350 control kleinwagen 2007 \n", "4 privat Angebot $1,350 test kombi 2003 \n", "\n", " gearbox powerPS model odometer monthOfRegistration fuelType \\\n", "0 manuell 158 andere 150,000km 3 lpg \n", "1 automatik 286 7er 150,000km 6 benzin \n", "2 manuell 102 golf 70,000km 7 benzin \n", "3 automatik 71 fortwo 70,000km 6 benzin \n", "4 manuell 0 focus 150,000km 7 benzin \n", "\n", " brand notRepairedDamage dateCreated nrOfPictures \\\n", "0 peugeot nein 2016-03-26 00:00:00 0 \n", "1 bmw nein 2016-04-04 00:00:00 0 \n", "2 volkswagen nein 2016-03-26 00:00:00 0 \n", "3 smart nein 2016-03-12 00:00:00 0 \n", "4 ford nein 2016-04-01 00:00:00 0 \n", "\n", " postalCode lastSeen \n", "0 79588 2016-04-06 06:45:54 \n", "1 71034 2016-04-06 14:45:08 \n", "2 35394 2016-04-06 20:15:37 \n", "3 33729 2016-03-15 03:16:28 \n", "4 39218 2016-04-01 14:38:50 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#First few rows of the dataset.\n", "data[:5]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 50000 entries, 0 to 49999\n", "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 dateCrawled 50000 non-null object\n", " 1 name 50000 non-null object\n", " 2 seller 50000 non-null object\n", " 3 offerType 50000 non-null object\n", " 4 price 50000 non-null object\n", " 5 abtest 50000 non-null object\n", " 6 vehicleType 44905 non-null object\n", " 7 yearOfRegistration 50000 non-null int64 \n", " 8 gearbox 47320 non-null object\n", " 9 powerPS 50000 non-null int64 \n", " 10 model 47242 non-null object\n", " 11 odometer 50000 non-null object\n", " 12 monthOfRegistration 50000 non-null int64 \n", " 13 fuelType 45518 non-null object\n", " 14 brand 50000 non-null object\n", " 15 notRepairedDamage 40171 non-null object\n", " 16 dateCreated 50000 non-null object\n", " 17 nrOfPictures 50000 non-null int64 \n", " 18 postalCode 50000 non-null int64 \n", " 19 lastSeen 50000 non-null object\n", "dtypes: int64(5), object(15)\n", "memory usage: 7.6+ MB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there are multiple columns with null values and multiple columns with \"object\" as datatype. Let us start our data cleaning here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Cleaning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Null Values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the results above, lets us know that columns **vehicleType,gearbox,model,fuelType and notRepairedDamage** have some null values. The way to handle this missing data depends on the percentage of observations missing from each column." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Percentage of vehicleType missing is: 10.19 %\n", "Percentage of gearbox missing is: 5.36 %\n", "Percentage of model missing is: 5.516 %\n", "Percentage of fuelType missing is: 8.964 %\n", "Percentage of notRepairedDamage missing is: 19.658 %\n" ] } ], "source": [ "def per_missing(col): #function to calculate percentage of missing values\n", " per=(data[col].isnull().sum()*100)/data.shape[0]\n", " print(\"Percentage of \",col,\" missing is: \",per,\"%\")\n", "per_missing(\"vehicleType\")\n", "per_missing(\"gearbox\")\n", "per_missing(\"model\")\n", "per_missing(\"fuelType\")\n", "per_missing(\"notRepairedDamage\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As at most, the column missing values are **20%** of the data,we won't be dealing with missing data now and proceed further" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Ambiguous Column Names and Values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us see the column names." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['dateCrawled', 'name', 'seller', 'offerType', 'price', 'abtest',\n", " 'vehicleType', 'yearOfRegistration', 'gearbox', 'powerPS', 'model',\n", " 'odometer', 'monthOfRegistration', 'fuelType', 'brand',\n", " 'notRepairedDamage', 'dateCreated', 'nrOfPictures', 'postalCode',\n", " 'lastSeen'],\n", " dtype='object')\n" ] } ], "source": [ "print(data.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the column names are too long like **'yearOfRegistration', 'monthOfRegistration'** and **'notRepairedDamage'** Some of them are inappropriate like **'dateCreated'** which is the date on which the eBay listing was created.\n", "Also let us change the camelcase of the column names to snakecase." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will make the following changes:\n", "1. yearOfRegistration to registration_year\n", "2. monthOfRegistration to registration_month\n", "3. notRepairedDamage to unrepaired_damage\n", "4. dateCreated to ad_created\n", "5. nrOfPictures to num_pics\n", "6. The rest of the column names from camelcase to snakecase." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data.rename({\"yearOfRegistration\":\"registration_year\",\"monthOfRegistration\":\"registration_month\",\n", " \"notRepairedDamage\":\"unrepaired_damage\",\"dateCreated\":\"ad_created\",\n", " \"dateCrawled\":\"date_crawled\",\"offerType\":\"offer_type\",\"powerPS\":\"power_ps\",\n", " \"nrOfPictures\":\"num_pics\",\"fuelType\":\"fuel_type\",\"postalCode\":\"postal_code\",\n", " \"postalCode\":\"postal_code\",'vehicleType':'vehicle_type',\"lastSeen\":\"last_seen\"},inplace=True,axis=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['date_crawled', 'name', 'seller', 'offer_type', 'price', 'abtest',\n", " 'vehicle_type', 'registration_year', 'gearbox', 'power_ps', 'model',\n", " 'odometer', 'registration_month', 'fuel_type', 'brand',\n", " 'unrepaired_damage', 'ad_created', 'num_pics', 'postal_code',\n", " 'last_seen'],\n", " dtype='object')\n" ] } ], "source": [ "print(data.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Exploring column values for ambiguous values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### a) Removing rows with values that are inappropriate." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 5075\n", "3 5071\n", "6 4368\n", "5 4107\n", "4 4102\n", "7 3949\n", "10 3651\n", "12 3447\n", "9 3389\n", "11 3360\n", "1 3282\n", "8 3191\n", "2 3008\n", "Name: registration_month, dtype: int64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"registration_month\"].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us remove the values with registration_month=0 because this value seems ambiguous" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "data=data[~(data[\"registration_month\"]==0)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The acceptable values for registration year are 1900-2016. So we will remove all other rows with values that do not fall in this interval." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(43441, 20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data=data[~((data[\"registration_year\"]>2016)|(data[\"registration_year\"]<1900))]\n", "\n", "data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### b) Changing german words to english words." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['privat', 'gewerblich'], dtype=object)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"seller\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In german, privat means private and gewerblich means commercial." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['private', 'commercial'], dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ger_eng={'privat':\"private\",\"gewerblich\":\"commercial\"}\n", "data[\"seller\"]=data[\"seller\"].map(ger_eng)\n", "data[\"seller\"].unique()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Angebot'], dtype=object)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"offer_type\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In german, Angebot means offer." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['offer'], dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ger_eng={'Angebot':\"offer\"}\n", "data[\"offer_type\"]=data[\"offer_type\"].map(ger_eng)\n", "data[\"offer_type\"].unique()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['manuell', 'automatik', nan], dtype=object)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"gearbox\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In german, manuell means manual and automatik means automatic ." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['manual', 'automatic', nan], dtype=object)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ger_eng={'manuell':\"manual\",\"automatik\":\"automatic\"}\n", "data[\"gearbox\"]=data[\"gearbox\"].map(ger_eng)\n", "data[\"gearbox\"].unique()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['lpg', 'benzin', 'diesel', nan, 'cng', 'hybrid', 'elektro',\n", " 'andere'], dtype=object)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"fuel_type\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In german, benzin means petrol and elektro means electro." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['lpg', 'gasoline', 'diesel', nan, 'cng', 'hybrid', 'electric',\n", " 'others'], dtype=object)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ger_eng={\"andere\":\"others\", \"benzin\":\"gasoline\",\"cng\":\"cng\", \"diesel\":\"diesel\", \n", " \"elektro\":\"electric\", \"hybrid\":\"hybrid\", \"lpg\":\"lpg\"}\n", "data[\"fuel_type\"]=data[\"fuel_type\"].map(ger_eng)\n", "data[\"fuel_type\"].unique()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['bus', 'limousine', 'kleinwagen', 'kombi', nan, 'coupe', 'suv',\n", " 'cabrio', 'andere'], dtype=object)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"vehicle_type\"].unique()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['bus', 'limousine', nan, 'combi', 'coupe', 'suv', 'others'],\n", " dtype=object)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ger_eng={\"andere\":\"others\",\"bus\":\"bus\",\"kleinewagen\":\"small_car\",\"kombi\":\"combi\",\"cabrios\":\"convertible\",\n", " \"coupe\":\"coupe\",\"suv\":\"suv\",\"limousine\":\"limousine\"}\n", "\n", "data[\"vehicle_type\"]=data[\"vehicle_type\"].map(ger_eng)\n", "data[\"vehicle_type\"].unique()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['nein', nan, 'ja'], dtype=object)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"unrepaired_damage\"].unique()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['no', nan, 'yes'], dtype=object)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"unrepaired_damage\"]=data[\"unrepaired_damage\"].map({\"ja\":\"yes\", \"nein\":\"no\"})\n", "data[\"unrepaired_damage\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Exploring data types" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date_crawled object\n", "name object\n", "seller object\n", "offer_type object\n", "price object\n", "abtest object\n", "vehicle_type object\n", "registration_year int64\n", "gearbox object\n", "power_ps int64\n", "model object\n", "odometer object\n", "registration_month int64\n", "fuel_type object\n", "brand object\n", "unrepaired_damage object\n", "ad_created object\n", "num_pics int64\n", "postal_code int64\n", "last_seen object\n", "dtype: object" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data types of some columns seems wrong.\n", "\n", "| Column | Wrong Data Type | Correct Data Type |\n", "| --- | --- | --- |\n", "| date_crawled | Object | datetime |\n", "| price | Object | float |\n", "| ad_created | Object | datetime |\n", "| last_seen | Object | datetime |\n", "| odometer | Object | float |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also, km suffix should be removed from the **odometer** column and then it will be converted to int.\n", "Also, from the **price** column,$ prefix should be removed and then it will be converted to float." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### a) Removing inappropriate suffix/prefix from price and odometer data." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 5000\n", "1 8500\n", "2 8990\n", "3 4350\n", "4 1350\n", " ... \n", "49995 24900\n", "49996 1980\n", "49997 13200\n", "49998 22900\n", "49999 1250\n", "Name: price, Length: 43441, dtype: object" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"price\"]=data[\"price\"].str.replace(\"$\",\"\")\n", "data[\"price\"]=data[\"price\"].str.replace(\",\",\"\")\n", "data[\"price\"]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 150000\n", "1 150000\n", "2 70000\n", "3 70000\n", "4 150000\n", " ... \n", "49995 100000\n", "49996 150000\n", "49997 5000\n", "49998 40000\n", "49999 150000\n", "Name: odometer, Length: 43441, dtype: object" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"odometer\"]=data[\"odometer\"].str.replace(\"km\",\"\")\n", "data[\"odometer\"]=data[\"odometer\"].str.replace(\",\",\"\")\n", "data[\"odometer\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us also alter the column names to make them more descriptive." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['date_crawled', 'name', 'seller', 'offer_type', 'price($)', 'abtest',\n", " 'vehicle_type', 'registration_year', 'gearbox', 'power_ps', 'model',\n", " 'odometer(km)', 'registration_month', 'fuel_type', 'brand',\n", " 'unrepaired_damage', 'ad_created', 'num_pics', 'postal_code',\n", " 'last_seen'],\n", " dtype='object')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.rename({\"price\":\"price($)\",\"odometer\":\"odometer(km)\"},inplace=True,axis=1)\n", "data.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### b) Changing the data types of the columns mentioned above." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "data[\"date_crawled\"]=pd.to_datetime(data[\"date_crawled\"])\n", "data[\"ad_created\"]=pd.to_datetime(data[\"ad_created\"])\n", "data[\"last_seen\"]=pd.to_datetime(data[\"last_seen\"])\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "data[\"price($)\"]=data[\"price($)\"].astype(\"float\")\n", "data[\"odometer(km)\"]=data[\"odometer(km)\"].astype(\"float\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date_crawled datetime64[ns]\n", "name object\n", "seller object\n", "offer_type object\n", "price($) float64\n", "abtest object\n", "vehicle_type object\n", "registration_year int64\n", "gearbox object\n", "power_ps int64\n", "model object\n", "odometer(km) float64\n", "registration_month int64\n", "fuel_type object\n", "brand object\n", "unrepaired_damage object\n", "ad_created datetime64[ns]\n", "num_pics int64\n", "postal_code int64\n", "last_seen datetime64[ns]\n", "dtype: object" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['offer'], dtype=object)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"offer_type\"].unique()\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"num_pics\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "offer_type and num_pics have same value across all rows. There is no benefit in keeping these columns in our analysis as they have redundant values" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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date_crawlednamesellerprice($)abtestvehicle_typeregistration_yeargearboxpower_psmodelodometer(km)registration_monthfuel_typebrandunrepaired_damagead_createdpostal_codelast_seen
02016-03-26 17:47:46Peugeot_807_160_NAVTECH_ON_BOARDprivate5000.0controlbus2004manual158andere150000.03lpgpeugeotno2016-03-26795882016-04-06 06:45:54
12016-04-04 13:38:56BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optikprivate8500.0controllimousine1997automatic2867er150000.06gasolinebmwno2016-04-04710342016-04-06 14:45:08
22016-03-26 18:57:24Volkswagen_Golf_1.6_Unitedprivate8990.0testlimousine2009manual102golf70000.07gasolinevolkswagenno2016-03-26353942016-04-06 20:15:37
32016-03-12 16:58:10Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan...private4350.0controlNaN2007automatic71fortwo70000.06gasolinesmartno2016-03-12337292016-03-15 03:16:28
42016-04-01 14:38:50Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg...private1350.0testcombi2003manual0focus150000.07gasolinefordno2016-04-01392182016-04-01 14:38:50
.........................................................
499952016-03-27 14:38:19Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenonprivate24900.0controllimousine2011automatic239q5100000.01dieselaudino2016-03-27821312016-04-01 13:47:40
499962016-03-28 10:50:25Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+...private1980.0controlNaN1996manual75astra150000.05gasolineopelno2016-03-28448072016-04-02 14:18:02
499972016-04-02 14:44:48Fiat_500_C_1.2_Dualogic_Loungeprivate13200.0testNaN2014automatic695005000.011gasolinefiatno2016-04-02734302016-04-04 11:47:27
499982016-03-08 19:25:42Audi_A3_2.0_TDI_Sportback_Ambitionprivate22900.0controlcombi2013manual150a340000.011dieselaudino2016-03-08356832016-04-05 16:45:07
499992016-03-14 00:42:12Opel_Vectra_1.6_16Vprivate1250.0controllimousine1996manual101vectra150000.01gasolineopelno2016-03-13458972016-04-06 21:18:48
\n", "

43441 rows × 18 columns

\n", "
" ], "text/plain": [ " date_crawled name \\\n", "0 2016-03-26 17:47:46 Peugeot_807_160_NAVTECH_ON_BOARD \n", "1 2016-04-04 13:38:56 BMW_740i_4_4_Liter_HAMANN_UMBAU_Mega_Optik \n", "2 2016-03-26 18:57:24 Volkswagen_Golf_1.6_United \n", "3 2016-03-12 16:58:10 Smart_smart_fortwo_coupe_softouch/F1/Klima/Pan... \n", "4 2016-04-01 14:38:50 Ford_Focus_1_6_Benzin_TÜV_neu_ist_sehr_gepfleg... \n", "... ... ... \n", "49995 2016-03-27 14:38:19 Audi_Q5_3.0_TDI_qu._S_tr.__Navi__Panorama__Xenon \n", "49996 2016-03-28 10:50:25 Opel_Astra_F_Cabrio_Bertone_Edition___TÜV_neu+... \n", "49997 2016-04-02 14:44:48 Fiat_500_C_1.2_Dualogic_Lounge \n", "49998 2016-03-08 19:25:42 Audi_A3_2.0_TDI_Sportback_Ambition \n", "49999 2016-03-14 00:42:12 Opel_Vectra_1.6_16V \n", "\n", " seller price($) abtest vehicle_type registration_year gearbox \\\n", "0 private 5000.0 control bus 2004 manual \n", "1 private 8500.0 control limousine 1997 automatic \n", "2 private 8990.0 test limousine 2009 manual \n", "3 private 4350.0 control NaN 2007 automatic \n", "4 private 1350.0 test combi 2003 manual \n", "... ... ... ... ... ... ... \n", "49995 private 24900.0 control limousine 2011 automatic \n", "49996 private 1980.0 control NaN 1996 manual \n", "49997 private 13200.0 test NaN 2014 automatic \n", "49998 private 22900.0 control combi 2013 manual \n", "49999 private 1250.0 control limousine 1996 manual \n", "\n", " power_ps model odometer(km) registration_month fuel_type \\\n", "0 158 andere 150000.0 3 lpg \n", "1 286 7er 150000.0 6 gasoline \n", "2 102 golf 70000.0 7 gasoline \n", "3 71 fortwo 70000.0 6 gasoline \n", "4 0 focus 150000.0 7 gasoline \n", "... ... ... ... ... ... \n", "49995 239 q5 100000.0 1 diesel \n", "49996 75 astra 150000.0 5 gasoline \n", "49997 69 500 5000.0 11 gasoline \n", "49998 150 a3 40000.0 11 diesel \n", "49999 101 vectra 150000.0 1 gasoline \n", "\n", " brand unrepaired_damage ad_created postal_code \\\n", "0 peugeot no 2016-03-26 79588 \n", "1 bmw no 2016-04-04 71034 \n", "2 volkswagen no 2016-03-26 35394 \n", "3 smart no 2016-03-12 33729 \n", "4 ford no 2016-04-01 39218 \n", "... ... ... ... ... \n", "49995 audi no 2016-03-27 82131 \n", "49996 opel no 2016-03-28 44807 \n", "49997 fiat no 2016-04-02 73430 \n", "49998 audi no 2016-03-08 35683 \n", "49999 opel no 2016-03-13 45897 \n", "\n", " last_seen \n", "0 2016-04-06 06:45:54 \n", "1 2016-04-06 14:45:08 \n", "2 2016-04-06 20:15:37 \n", "3 2016-03-15 03:16:28 \n", "4 2016-04-01 14:38:50 \n", "... ... \n", "49995 2016-04-01 13:47:40 \n", "49996 2016-04-02 14:18:02 \n", "49997 2016-04-04 11:47:27 \n", "49998 2016-04-05 16:45:07 \n", "49999 2016-04-06 21:18:48 \n", "\n", "[43441 rows x 18 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.drop([\"offer_type\",\"num_pics\"],axis=1,inplace=True)\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data cleaning seems over (as of now). Let us proceed to our analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "reg_year_count=data[\"registration_year\"].value_counts().sort_index()\n", "plt.plot(reg_year_count)\n", "plt.xlabel(\"Years\")\n", "plt.ylabel(\"Number of Registered Cars\")\n", "plt.title(\"Registrations of cars for each year\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During years 1920-1980, the registered cars are too low. Let us just focus on years after 1980 as they are more relevant to our analysis." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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t586dM/r5WrVqRatWrfjggw9Yvnw5gwcP5ocffmDUqFFGnadGjRpotVpOnTqlb1ECSEhIIC0t7b5eC/inqNrFxeWef9tVq1YxbNgwPv30U/22nJycYqPBgoKCOHLkyH3FY4yBAwfy2muv8f3335OdnY2trS0DBgzQ7zfm871q1So6derEwoULDbanpaUZFP+K8km6fkS50bFjR1q0aMGcOXPIycnBy8uLjh07smDBAq5du1bs+OvXr+v/HRERQXR0NAcOHNBvS0lJMWh6vpPk5GSD+2q1mgYNGqAoir5+wdHREcComWmtra1RqVQGQ2bPnz9f4gy0jo6OpTp3586dUavVfP755wa/ahcuXEh6erp+JJExSnP9JenevTvx8fH8+OOP+m0FBQV88cUXODk50aFDB6Nj6d27N1ZWVkybNq3YL2Xd9ep+5d9+/Xl5ecybN6/Uz5OamlqsVUCXGN1P90/37t0BmDNnjsH2WbNmAdzX3wUgLCyMoKAgPvnkE27cuFFs/+2fAWtr62LX9MUXXxQbst2nTx8OHjxY4vDh0rSUlJanpyfdunVj6dKlLFu2jK5duxokFcZ8vku6tpUrV1rsTNbCONKiIsqVCRMm0K9fPxYtWsSLL77I3Llzadu2LSEhITz33HPUqlWLhIQEoqOjuXz5sn4ehYkTJ7J06VIef/xxXn75Zf3w5OrVq5OSknLXFosuXbrg4+NDmzZt8Pb25vjx43z55Zf06NEDZ2dnoOgLA+Dtt99m4MCB2Nra8sQTT+gTmJL06NGDWbNm0bVrVwYNGkRiYiJz586ldu3aHDp0yODYsLAwNm3axKxZs/D19SUwMJCWLVsWO2fVqlWZNGkSU6dOpWvXrvTq1YsTJ04wb948mjdvblA4W1qluf6SPP/88yxYsIDhw4cTGxtLzZo1WbVqFbt27WLOnDl3feyd1K5dm7fffpvp06fTrl07nnrqKTQaDXv37sXX15eZM2fSunVr3N3dGTZsGK+88goqlYolS5YY9SW7ePFi5s2bx5NPPklQUBCZmZl88803uLi46JMOY4SGhjJs2DC+/vprfdfUX3/9xeLFi+nduzedOnUy+pwAVlZWfPvtt3Tr1o2GDRsyYsQI/Pz8uHLlClu3bsXFxYV169YB0LNnT5YsWYKrqysNGjQgOjqaTZs2UaVKFYNzTpgwgVWrVtGvXz9GjhxJWFgYKSkp/PLLL3z11VeEhobeV6wlGTp0KH379gWKhgz/W2k/3z179mTatGmMGDGC1q1bc/jwYZYtW2bQqijKMXMMNRLibnRDbksaGlpYWKgEBQUpQUFBSkFBgaIoinLmzBll6NChio+Pj2Jra6v4+fkpPXv2VFatWmXw2L///ltp166dotFoFH9/f2XmzJnK559/rgBKfHy8/rh/D09esGCB0r59e6VKlSqKRqNRgoKClAkTJijp6ekG558+fbri5+enWFlZGQwZBpTRo0eXeK0LFy5UgoODFY1Go9SrV0+JjIxU3nvvPeXfH824uDilffv2ir29vQLohyr/e3iyzpdffqnUq1dPsbW1Vby9vZWXXnpJSU1NNTimQ4cOJQ47HjZsmFKjRg2jr78kCQkJyogRIxRPT09FrVYrISEhSmRkZLHjSjs8Wee7775TmjRpomg0GsXd3V3p0KGDsnHjRv3+Xbt2Ka1atVLs7e0VX19fZeLEicqGDRsUQNm6des9X4P9+/crTz/9tFK9enVFo9EoXl5eSs+ePZV9+/bdM7aShicriqLk5+crU6dOVQIDAxVbW1slICBAmTRpksHQ2/t5LRSl6L391FNP6f9GNWrUUPr3769s3rxZf0xqaqr+b+Hk5KREREQocXFxSo0aNYoNfU9OTlbGjBmj+Pn5KWq1WvH391eGDRumJCUlKYryzzDflStXGjzu3LlzClDi37gkubm5iru7u+Lq6qpkZ2eXeExpPt85OTnK66+/rlSrVk2xt7dX2rRpo0RHRxf7LN8pbmHZVIpiwrY8IcqZsWPHsmDBAm7cuFEhpqIXojwpKCjA19eXJ554olh9iRA6UqMiKo3s7GyD+8nJySxZsoS2bdtKkiKEGaxdu5br168zdOhQc4ciLJi0qIhK45FHHqFjx47Ur1+fhIQEFi5cyNWrV9m8ebPB6BAhRNmKiYnh0KFDTJ8+HU9Pz/ue4FBUDlJMKyqN7t27s2rVKr7++mtUKhVNmzZl4cKFkqQI8ZDNnz+fpUuX8sgjj+gXbRTiTqRFRQghhBAWS2pUhBBCCGGxJFERQgghhMWSGpVS0Gq1XL16FWdn5/uaKl0IIYSorBRFITMzE19f32KLlJaGJCqlcPXqVQICAswdhhBCCFFuXbp0CX9/f6MfJ4lKKeim+r506RIuLi5mjkYIIYQoPzIyMggICLivZTNAEpVS0XX3uLi4SKIihBBC3If7LZ2QYlohhBBCWCxJVIQQQghhsSRREUIIIYTFkkRFCCGEEBZLEhUhhBBCWCxJVIQQQghhsSRREUIIIYTFkkRFCCGEEBZLEhUhhBBCWCxJVIQQQpTKwUtpfLnlFBk5+eYORVQiMoW+EEKIe9pwNJ6Xv/+bvAItG48l8L9nW+Jqb2vusEQlIC0qQggh7mrF3ku8tDSWvAItVio4eDmdoQtjSM+WlhVR9iRREUIIcUdfbT/DxNWH0CowoFkAv4xpi7uDrSQr4qFRKYqimDsIS5eRkYGrqyvp6emyerIQFUChVuGTP06QciMPbxcNXi52eLvY4e2iwdvFjiqOamysK/fvOEVRmPl7HF//eRaAFzsE8UbXuqhUKo5dzWDwt3tIzcqnsb8rS0a2xNVBuoFEyR70O1QSlVKQREWIimX7yesM++6vO+63UkEVJ01R4uJsdyuRKUpiHqvvhZez3UOM9uErKNTy5prDrIq9DMBb3evxfPsgg2OOX8tg8LcxpNzMI8TPlaXPSrIiSvag36FSTCuEqHT2nU8BoLG/K439XUnIyCUxI4eEjFyu38ilUKtwPTOX65m5HCHD4LH1fJyJerlthW1xyckvZMzyv9l0PAFrKxUfPhVCv2YBxY6rX82F5c+1ZNA3MRy+ks6QhTGSrIgyIYmKEKLS2Xc+FYCBzaszqGV1g32FWoXkm7kkZuSSmFmUvCTcSmJ+O3yNuPhMlsVcZFjrmmaIvGxl5OQzavE+/jqXgtrGirmDmvJ4A+87Hl/PxzBZGbxwD0ufbYmbg/ohRi0qOklUhBCVSn6hlgOX0gBoVtO92H5rKxVezna3undcDfY18nPh7Z+O8OkfJ3gi1BcPx4rzhXw9M5dh3/3FsWsZOGts+HZYM1rWqnLPx9XzceH751ox6Js9HLlS1B20bJQkK8J0KmbbpRBC3MHxaxlk5xfiYmdD7apORj12YPPqNKjmQkZOAZ/8caKMInz4LiZn0fer3Ry7loGnk5ofXmhVqiRFp66PM8ufa0UVRzVHrxYlK2lZeWUYsahMJFERQlQqum6fsBruWFmpjHqstZWKqf9pCMD3f13kyJV0k8f3sB2/lkGfr3ZzITmLAA97Vr3Ymoa+rvd+4L9IsiLKiiQqQohKJfZCUaLSrKbHfT2+eU0P/vOIL4oCU345SnkeOLn3fAoDFkRzPTOXej7OrH6xNTU9He/7fHV9nPn++VZ4OhUlK4O+iSH1piQr4sFIoiKEqDQURWHfhaIRP2E1itenlNakbvVxUFuz70IqPx+4aqrwHprEzBzmbzvDMwtjyMgpoFkNd358Phwvlwcfdl3H25nvnytKVo7dGsIsyYp4EJKoCCEqjcup2SRk5GJjpSLU3+2+z+PjasfoTrUBmPHbcW7kFpgqxDKTX6hlw9F4Ri3eS/jMLfx3fRw5+VoerefFEhMPKw7WJysajl3LYNC3MWTlWf5rJCyTJCpCiEpD1+3T0NcFe7X1A53r2baB1KjiQGJmLnO3njZFeGXiRHwm70cdo9WMzbywJJZNxxMp1Co0re7Gf/uEsOCZsAd+LUoS7O3MD8+3xNNJzfFrGeWy5UlYBhmeLISoNP7p9rm/+pTb2dla826PBoz63z4W7jhH/2YBBD5AfYcppWfns+7gVVbuu8TBy/8U/Ho6aegT5ke/MH9qezmXeRy1vZwZ0SaQjzec4LfD13i6RfV7P0iIf5FERQhRaehG/JQ0f8r9eKy+Fx3qVGX7yeu8H3WMhcObm+S890OrVYg+m8yKfZdYfySe3AItADZWKh6r70W/sAA61K2K7UOeUbd7SDU+3nCC3WeSSbmZV6HmnhEPhyQqQohKISMnnxMJmQA0e4BC2tupVComP9GArnP+ZHNcIlvjEulUz8sk5zZG7IVUXv3hby6nZuu31fF2on+zAHo38cPTSfPQY9IJ9HSkfjUXjl/L4I+j8QyUVhVhJKlREUJUCgcupqEoEOBhb5LRLTpBVZ0Y2SYQgGlRx8gtKDTZuUsjO69Qn6Q429kwuGV1fh7dhg1j2zOqXS2zJik6PUJ8APj18DUzRyLKI0lUhBCVwj7d/CkmqE/5tzGP1qaqs4ZzSTeJ3HXe5Oe/m8+3nOJyaja+rnbsevNRPngyhNAAN1Qq4yazK0vdQ6oBsPtMsgxVFkaTREUIUSnEmmD+lDtxtrPlza71APhi8ykSMnJM/hwlORGfyTd/ngVg6n8a4WJnmSsX16rqRD0fZwq1Cn8cizd3OKKcMWuiMnPmTJo3b46zszNeXl707t2bEycM18/o2LEjKpXK4Pbiiy8aHHPx4kV69OiBg4MDXl5eTJgwgYICwzH727Zto2nTpmg0GmrXrs2iRYvK+vKEEBaioFDL3xfvvBChKTzZxI8m1d24mVfIf3+PK5PnuJ1Wq/DWT4cp0Cp0aeB911WOLUGPW60qvx6WREUYx6yJyvbt2xk9ejR79uxh48aN5Ofn06VLF27evGlw3HPPPce1a9f0t48++ki/r7CwkB49epCXl8fu3btZvHgxixYtYvLkyfpjzp07R48ePejUqRMHDhxg7NixjBo1ig0bNjy0axVCmE9cfCZZeYU429lQp4yG5VpZqZjyRENUKljz9xV9C05Z+WHvJWIvpOKotmZKr4Zl+lym0L3xre6f00myBpAwilkTlfXr1zN8+HAaNmxIaGgoixYt4uLFi8TGxhoc5+DggI+Pj/7m4uKi3/fHH39w7Ngxli5dyiOPPEK3bt2YPn06c+fOJS+v6MPw1VdfERgYyKeffkr9+vUZM2YMffv2Zfbs2Q/1eoUQ5rHvfFHS0LS68QsRGiM0wI3+YQEAvPfLUQq1ZbMO0PXMXD78/TgAr3epi6+bfZk8jykF3er+KdAq/HE0wdzhiHLEompU0tOLJiby8DAsdlu2bBmenp40atSISZMmkZWVpd8XHR1NSEgI3t7/NHtGRESQkZHB0aNH9cd07tzZ4JwRERFER0eXGEdubi4ZGRkGNyFE+fVPIW3ZdPvcbkLXujhrbDhyJYMV+y6VyXO8/+sxMnIKaOTnwrDWNcvkOcpCd333j4z+EaVnMYmKVqtl7NixtGnThkaNGum3Dxo0iKVLl7J161YmTZrEkiVLGDJkiH5/fHy8QZIC6O/Hx8ff9ZiMjAyys7P5t5kzZ+Lq6qq/BQQEmOw6hRAPn27q/LAyqk+5naeThrGP1wHg4w0nSM/KN+n5/zx5nZ8PXMVKBTOfbIx1GbYQmZouUdkl3T/CCBaTqIwePZojR47www8/GGx//vnniYiIICQkhMGDB/O///2Pn376iTNnzpRZLJMmTSI9PV1/u3SpbH4VCSHK3pW0bK6l52BtpeKRgPtfiNAYQ8NrEOzlRMrNPGZvOmmy8+bkF/Luz0duPUdNQvxdTXbuh6G2lxN1vW91/xyT7h9ROhaRqIwZM4aoqCi2bt2Kv7//XY9t2bIlAKdPFy0C5uPjQ0KC4Rted9/Hx+eux7i4uGBvX7xvV6PR4OLiYnATQpRPuvqUBtVccFA/nMm4ba2teO+JogLXJXsucCI+0yTn/XLLaS4kZ+HjYsfrXeqY5JwPm65V5Xfp/hGlZNZERVEUxowZw08//cSWLVsIDAy852MOHDgAQLVqRW/28PBwDh8+TGJiov6YjRs34uLiQoMGDfTHbN682eA8GzduJDw83FSXIi0vcOYAACAASURBVISwUPpun4dQn3K7tsGedG3oQ6FWYeSivRy5kn7vB93FqYRMFvxZ1JI8pVdDnC10zpR76dG46AfkztNJpGebtltMVExmTVRGjx7N0qVLWb58Oc7OzsTHxxMfH6+vGzlz5gzTp08nNjaW8+fP88svvzB06FDat29P48aNAejSpQsNGjTgmWee4eDBg2zYsIF33nmH0aNHo9EUTR394osvcvbsWSZOnEhcXBzz5s1jxYoVjBs3zmzXLoR4OEy9EKEx3uvVgJpVHLiSlk2f+btZHXv5vs6jmzMlv1Chc30vIhpa9pwpd1Pby5k63k7kFypslO4fUQpmTVTmz59Peno6HTt2pFq1avrbjz/+CIBarWbTpk106dKFevXq8frrr9OnTx/WrVunP4e1tTVRUVFYW1sTHh7OkCFDGDp0KNOmTdMfExgYyK+//srGjRsJDQ3l008/5dtvvyUiIuKhX7MQ4uG5kVtAXHzRqL2ymDr/Xqq52vPzmLY8Ws+L3AItr688yHs/HyG/UGvUeVbGXmLv+VQc1NZM/U8ji5oe/37oun9+k+4fUQoqRVHKZqB/BZKRkYGrqyvp6elSryJEObLj1HWeWfgXfm727HrzUbPFodUqzNl8is83nwKgeU135g5uipfzvRdHTLqRy2Ofbic9O593etRnVLtaZR1umTuVkMnjs//E1lrFvncex9W+fHZjidJ50O9QiyimFUKIsqCrTzFHt8/trKxUvPZ4Hb4Z2gxnjQ17z6fyxBc72X8x9Z6PnfHrcdKz82lQzYXh5WjOlLsJ9nYm2Kuo+2eTdP+Ie5BERQhRYcU+xIneSuPxBt6sHdOG2l5OJGTkMmBBNMtjLt7x+N2nk1jz9xVUKpjxVAg21hXnv2zp/hGlVXHe9UIIcZtCraJfiDDMDPUpdxJU1Ym1o9vQtaEP+YVFRbJvrj5EbkGhwXE5+YW8vbZozpRnWtV4aHPAPCw9bq39s+NUEhk5MvpH3JkkKkKICikuPoMbuQU4a2yo61M2CxHeLyeNDfOHNGVCRF1UqqIFBgcs2MO19H9myp637Qznkm7i5axhfERdM0ZbNup4O1Pby4m8Qq10/4i7kkRFCFEh6bp9HqnuZpHTzKtUKkZ3qk3k8Oa42tty4FIaT3yxk5izyZxOvMFX2/6ZM8WlnM6Zci/S/SNKQxIVIUSFpJ8/xYK6fUrSsa4X68a0pZ6PM0k38hj8bQzPLt5LXqGWTnWr0q2Rj7lDLDPdQ4qu7c+T0v0j7kwSFSFEhWQpI35Ko3oVB9b8X2t6hfpSoFW4kJyFna0V0yrAnCl3U9fbmVpVHckr1LL5uHT/iJJJoiKEqHCupWdzJS0bKxXlpgjVQW3DZwMf4Z0e9fFy1jCtVyMCPBzMHVaZUqlU9LjV/fProXgzRyMslSQqQogKR9ftU7+aC46ah7MQoSmoVCpGtavFX293pn/zAHOH81Do6lT+PHWdTOn+ESWQREUIUeFY2vwp4s7q+ThTy9ORvAItm48n3vsBotKRREUIUeHsu5ACQFhNyy6kFUWtSLpWlV9l9I8ogSQqQogK5WZuAcevZQLSolJe6BKV7Sel+0cUJ4mKEKJCOXApjUKtgq+rHb5u9uYOR5RC/WrOBN7q/tkSJ90/wpAkKkKICkVXSCvdPuVHUfdP0Zwqvx6S7h9h6IETlcLCQg4cOEBq6r1XARVCiLKmq0+Rbp/yRdf9s+3kdW7kFpg5GmFJjE5Uxo4dy8KFC4GiJKVDhw40bdqUgIAAtm3bZur4hBCi1Aq1Cgf0CxFKolKeNKjmQs0qDrdG/8jkb+IfRicqq1atIjQ0FIB169Zx7tw54uLiGDduHG+//bbJAxRCiNI6mZBJZm4Bjmpr6lnYQoTi7m4f/SNr/4jbGZ2oJCUl4eNT1Jf422+/0a9fP+rUqcPIkSM5fPiwyQMUQojS2ndr/pQm1d2xsZYSvPJG3/1z4jo3pftH3GL0J9nb25tjx45RWFjI+vXrefzxxwHIysrC2tra5AEKIURpxZ6/NX+KdPuUSw19XahRxYFcGf0jbmN0ojJixAj69+9Po0ZFi2V17twZgJiYGOrVq2fyAIUQorT2laOFCEVx0v0jSmJ0ojJlyhQWLlzI888/z65du9BoNABYW1vz5ptvmjxAIYQojYSMHC6nFi1E2KS6JCrllW6Rwq0nEok5m2zmaIQlMGq1rvz8fLp27cpXX31Fnz59DPYNGzbMpIEJIYQxdPOn1PNxwakcLUQoDDX0daF+NReOX8tgwNd7aBfsyWuP15HksxIzqkXF1taWQ4cOlVUsQghx3/Tr+0h9SrmmUqlYPLI5g1tWx8ZKxY5TSTw5bzfPLtrLkSvp5g5PmIHRXT9DhgzRz6MihBCWIlbqUyoML2c7PngyhK3jO9I3zB8rFWyOS6TnFzt5aWksJxMyzR2ieIiMbh8tKCjgu+++Y9OmTYSFheHo6Giwf9asWSYLTgghSiMrr4CjVzMAaVGpSAI8HPikXygvdQzis02nWHfoKr8fiWf90Xh6hfoytnMdAj0d730iUa4ZnagcOXKEpk2bAnDy5EmDfSqVyjRRCSGEEXQLEfq42OEnCxFWOEFVnfj86SaM7lSb2RtPsv5oPD8fuErUoWv0aerHy48GE+DhYO4wRRkxOlHZunVrWcQhhBD3LVa/EKG7/GCqwOr6OPPVM2EcuZLOrI0n2RKXyIp9l/np7ysMaB7AmE7B+LjamTtMYWIydaMQotzTz58i3T6VQiM/V74b3pw1/9eatrU9yS9UWLrnIo99uo2tJ2SiuIrmvsbw7du3jxUrVnDx4kXy8vIM9q1Zs8YkgQkhRGlotQr7L+oSFQ8zRyMepqbV3Vk6qiV7ziYz8/c4Dl5K49lFe5naqyHPhNc0d3jCRIxuUfnhhx9o3bo1x48f56effiI/P5+jR4+yZcsWXF1dyyJGIYS4o8NX0snMKcBBbU39arIQYWXUqlYVVr4QTt8wf7QKvPvzUaatO0ahVjF3aMIEjE5UZsyYwezZs1m3bh1qtZrPPvuMuLg4+vfvT/Xq1csiRiGEuKOoQ1cBeLSelyxEWImpbaz4uG9jJkTUBeC7Xed4YUmsLG5YARj9qT5z5gw9evQAQK1Wc/PmTVQqFePGjePrr782eYBCCHEnWq1C1KGiNWGeCPU1czTC3FQqFaM71eaLp5ugtrFi0/EEBnwdTUJGjrlDEw/A6ETF3d2dzMyiyXb8/Pw4cuQIAGlpaWRlZZk2OiGEuIv9F1O5lp6Ds8aGDnWqmjscYSGeCPXl++da4uGo5siVDHrP3cWxW/PsiPLH6ESlffv2bNy4EYB+/frx6quv8txzz/H000/z2GOPmTxAIYS4k3UHi7p9Hm/ojZ2ttZmjEZYkrIYHa/+vDUFVHbmWnkO/r3azNU5GBJVHKkVRjKo2SklJIScnB19fX7RaLR999BG7d+8mODiYd955B3f3ijc8MCMjA1dXV9LT03FxcTF3OEIIoFCr0GrmZq5n5hI5vDmd6nmZOyRhgdKz8nlpWSy7zyRjpYIpvRoyVEYEPVQP+h1qdKJSGUmiIoTl2X0miUHfxODmYMtfb3VGbSOFtKJkeQVa3ll7mBX7LgMwok1N3unRAGsrmRzwYXjQ79BSf7KvXr3K+PHjycgo3s+Xnp7OhAkTSEhIMDoAIYS4H+sOFhXRdm3oI0mKuCu1jRX/7fPPiKDIXed5Yck+GRFUTpT60z1r1iwyMjJKzIZcXV3JzMyUBQmFEA9FfqGW9UeKEpWejWW0j7g33YigLwfpRgQl0n9BNPHpMiLI0pU6UVm/fj1Dhw694/6hQ4cSFRVlkqCEEOJudp1OIjUrH08nNa1qyWy0ovR6Nvblh+dbUcVRzdGrGTz9zR4KCrXmDkvcRakTlXPnzt11Qjd/f3/Onz9v1JPPnDmT5s2b4+zsjJeXF7179+bEiRMGx+Tk5DB69GiqVKmCk5MTffr0KdbFdPHiRXr06IGDgwNeXl5MmDCBggLDJr1t27bRtGlTNBoNtWvXZtGiRUbFKoSwHLq5U7o1qiaTvAmjNa3uztrRbXC2s+Fc0k0OXUk3d0jiLkr9Cbe3t79rInL+/Hns7Y1bXn379u2MHj2aPXv2sHHjRvLz8+nSpQs3b97UHzNu3DjWrVvHypUr2b59O1evXuWpp57S7y8sLKRHjx7k5eWxe/duFi9ezKJFi5g8ebL+mHPnztGjRw86derEgQMHGDt2LKNGjWLDhg1GxSuEML/cgkI2HI0HZJI3cf8CPBxoW9sTgJ2nkswcjbgrpZS6d++ujBo16o77n332WaVbt26lPV2JEhMTFUDZvn27oiiKkpaWptja2iorV67UH3P8+HEFUKKjoxVFUZTffvtNsbKyUuLj4/XHzJ8/X3FxcVFyc3MVRVGUiRMnKg0bNjR4rgEDBigRERGliis9PV0BlPT09Ae6PiHEg/vjaLxS440opeUHm5TCQq25wxHl2LI9F5Qab0QpfefvMncoFdqDfoeWukVl/PjxREZGMn78eIOul4SEBF5//XUWLVrE+PHjHyhpSk8van7z8Cjqc46NjSU/P5/OnTvrj6lXrx7Vq1cnOjoagOjoaEJCQvD29tYfExERQUZGBkePHtUfc/s5dMfozvFvubm5ZGRkGNyEEJZBt7ZPj8bVsJLhpeIBtAsualHZfzGNzJx8M0cj7qTUiUqnTp2YO3cuX375Jb6+vri7u+Ph4YGvry9z587liy++4NFHH73vQLRaLWPHjqVNmzY0atQIgPj4eNRqNW5ubgbHent7Ex8frz/m9iRFt1+3727HZGRkkJ2dXSyWmTNn4urqqr8FBATc93UJIUwnO6+QjceKfij1bFzNzNGI8i7Aw4GaVRwo1CrsOZti7nDEHdgYc/ALL7xAz549WbFiBadPn0ZRFOrUqUPfvn3x9/d/oEBGjx7NkSNH2Llz5wOdxxQmTZrEa6+9pr+fkZEhyYoQFmDriUSy8grxd7fnkQC3ez9AiHtoF1yV88kX2HHqOo838L73A8RDZ1SiAkULEY4bN86kQYwZM4aoqCj+/PNPg4THx8eHvLw80tLSDFpVEhIS8PHx0R/z119/GZxP1zV1+zH/HimUkJCAi4tLiQXAGo0GjUZjmosTQpiMbm2fno19Uamk20c8uHbBnizZc4EdUlBrscw6rk9RFMaMGcNPP/3Eli1bCAwMNNgfFhaGra0tmzdv1m87ceIEFy9eJDw8HIDw8HAOHz5MYuI/i01t3LgRFxcXGjRooD/m9nPojtGdQwhh+W7kFrDl1qJy0u0jTKVVUBWsrVScS7rJpZQsc4cjSmDWRGX06NEsXbqU5cuX4+zsTHx8PPHx8fq6EVdXV5599llee+01tm7dSmxsLCNGjCA8PJxWrVoB0KVLFxo0aMAzzzzDwYMH2bBhA++88w6jR4/Wt4q8+OKLnD17lokTJxIXF8e8efNYsWKFyVuGhBBlZ9OxBHILtNTydKShr6y5JUzDxc6WJre6EXeellYVS2TWRGX+/Pmkp6fTsWNHqlWrpr/9+OOP+mNmz55Nz5496dOnD+3bt8fHx4c1a9bo91tbWxMVFYW1tTXh4eEMGTKEoUOHMm3aNP0xgYGB/Prrr2zcuJHQ0FA+/fRTvv32WyIiIh7q9Qoh7p9utE/PxtWk20eYVLvgqgDsOHXdzJGIksjqyaUgqycLYV7pWfk0+2Aj+YUKG8e1J9jb2dwhiQok9kIqfebvxtXelv3vPi6rKpvYQ1s9WQghzGXDsXjyCxXqejtLkiJMLtTfFWc7G9Kz8zks0+lbnFKN+nF3dy91U2tKioxFF0KYlm5tnydCpYhWmJ6NtRVtgjxZfzSeHSevy9B3C1OqRGXOnDn6fycnJ/P+++8TERGhHzUTHR3Nhg0bePfdd8smSiFEpZV8I5ddt4ocezaWtX1E2WgbfCtROZ3Ey48FmzsccZtSJSrDhg3T/7tPnz5MmzaNMWPG6Le98sorfPnll2zatElG0gghTGr90XgKtQohfq7U9HQ0dziigmp/q6B2/4VUbuQW4KQxepoxUUaMrlHZsGEDXbt2Lba9a9eubNq0ySRBCSGEzj+TvEm3jyg71as4UKOKAwVahT1nks0djriN0YlKlSpV+Pnnn4tt//nnn6lSpYpJghJCCIDEjBxizhXVvfWQREWUsba1ixYplPlULIvRbVtTp05l1KhRbNu2jZYtWwIQExPD+vXr+eabb0weoBCi8vr18DUUBZpWd8Pf3cHc4YgKrl1wVZbFXORPmU/FohidqAwfPpz69evz+eef6ydeq1+/Pjt37tQnLkIIYQq60T5SRCsehvBb0+mfvX6TK2nZ+LkVXwtOPHz3VS3UsmVLli1bZupYhBBC70paNrEXUlGppNtHPByu9raE+ruy/2IaO09dZ0Dz6uYOSXCfE76dOXOGd955h0GDBukXA/z99985evSoSYMTQlRev96aMr9FTQ+8XezMHI2oLHTT6f8pqylbDKMTle3btxMSEkJMTAyrV6/mxo0bABw8eJD33nvP5AEKISqnfyZ5k24f8fC0r1NUULvrdBKFWllhxhIYnai8+eabvP/++2zcuBG1Wq3f/uijj7Jnzx6TBieEqJzOJ93k0OV0rK1UdGvkY+5wRCUS6u+Gs8aGtKx8jl6V6fQtgdGJyuHDh3nyySeLbffy8iIpSZrKhBAP7tfDRa0prYOqUMVJY+ZoRGViY21FeFDRVBs7pPvHIhidqLi5uXHt2rVi2//++2/8/PxMEpQQonLTTfL2hIz2EWbQrk5RncoOGaZsEYxOVAYOHMgbb7xBfHw8KpUKrVbLrl27GD9+PEOHDi2LGIUQlciphEzi4jOxtVYR0VC6fcTD1+7WxG+xF1K5mVtg5miE0YnKjBkzqFevHgEBAdy4cYMGDRrQvn17WrduzTvvvFMWMQohKpF1t4po2wdXxdXB1szRiMqoRhUHAjzsyS9UiDkn0+mbm1GJiqIoxMfH8/nnn3P27FmioqJYunQpcXFxLFmyBGtr67KKUwhRCSiKQtStYck9Q2XuFGEeKpVKP0xZ6lTMz6gJ3xRFoXbt2hw9epTg4GACAgLKKi4hRCV0KSWbs9dvYmutonN9b3OHIyqxdrU9WR5zURIVC2BUi4qVlRXBwcEkJ0tTmBDC9PZdKFqAsJGfK8520u0jzKd1kCdWKjideINr6dnmDqdSM7pG5cMPP2TChAkcOXKkLOIRQlRi+y6kAtC8poeZIxGVnauDLaEBboB0/5ib0Wv9DB06lKysLEJDQ1Gr1djbGy7alJKSYrLghBCVy77zRf9/hNVwN3MkQhR1//x9MY0dp5Lo30xKHczF6ERlzpw5ZRGHEKKSS8/K52RC0ZIckqgIS9CuTlU+33KaXaeT0GoVrKxU5g6pUjI6URk2bFhZxCGEqOT2Xyzq9qnl6YinzEYrLMAjAW44aWxIuZnHsWsZNPJzNXdIldIDrZ789NNPy+rJQgiT2CvdPsLC2Fpb0apW0XT6f8ostWbzQKsnr1mzRlZPFkKYhK6QtllNSVSE5dCtprzjpBTUmousniyEMLu8Ai0HL6UB0ExG/AgLopv4LfZCKll5Mp2+OcjqyUIIsztyNZ3cAi0ejmpqeTqaOxwh9GpWccDPzZ68Qi0x52RUqznI6slCCLOLPV/U7dO0ujsqlYysEJZDpVJJ94+ZyerJQgiz0xXSNpf6FGGBdN0/O09LQa05yOrJQgizUhSFWCmkFRasdVAVVCo4mXCD+PQcc4dT6RidqKjVar755htZPVkIYRLnk7NIvpmH2sZK5qkQFsnNQU1jf910+tKq8rAZnahMmzaNrKwsAgIC6N69O/379yc4OJjs7GymTZtWFjEKISowXbdPqL8rGhv5sSMsU/vgojqVnaeNr1NRFMXU4VQqRicqU6dO1c+dcrusrCymTp1qkqCEEJWHrpA2rIYMSxaWq23tW4nKqaLp9O+moFDL3xdTmbv1NE9/vYe6767n5e//fhhhVkhGT6GvKEqJVfkHDx7Ew0P+oxFCGGffhaIWlWYyI62wYE2qu+Ootia5hOn0FUXhzPWb7D6TxM5TSUSfTSYzx3DOlXUHr/J/HYOoX83lYYde7pU6UXF3Lxo2qFKpqFOnjkGyUlhYyI0bN3jxxRfLJEghRMWUcjOPM9dvAjJ1vrBsapui6fQ3xyWy83QSXs4adp1JYuepZHadTiI+w7DI1tnOhtZBVWhb25PNcYlsO3GdRbvO89++jc10BeVXqROVOXPmoCgKI0eOZOrUqbi6/pNNqtVqatasSXh4eJkEKYSomHSjfWp7OeHuqL7H0UKYV7vgoqRj1saTfPh7nME+tY0VzWq406a2J21re9LIzxXrW6st16vmwrYT11l74ApvdKuHh7zXjVLqREW3anJgYCBt2rTBxsboXiMhhDCw77x0+4jyo2NdL6yijpFXoEWlgka+rvrEpFlNd+xsSy4Gb1bDnUZ+Lhy5ksH3f11kdKfaDzny8s3obMPZ2Znjx48TEhICwM8//0xkZCQNGjRgypQpBuv/CCHE3fyzEKHUtwnLV9PTkaWjWpKRnU+rWlVwcyjd951KpWJE60BeX3mQJdEXeL59LWytjR7LUmkZ/Uq98MILnDx5EoCzZ88yYMAAHBwcWLlyJRMnTjR5gEKIiiknv5DDl9MBaVER5UfrIE+6NqpW6iRFp2doNTyd1MRn5LD+SHwZRVcxGZ2onDx5kkceeQSAlStX0qFDB5YvX86iRYtYvXq1Uef6888/eeKJJ/D19UWlUrF27VqD/cOHD9cX8OpuXbt2NTgmJSWFwYMH4+LigpubG88++2yx4dOHDh2iXbt22NnZERAQwEcffWTsZQshTOzwlXTyCrV4OmmoUcXB3OEIUaY0NtYMalkDgEW7z5s3mHLG6ERFURS0Wi0AmzZtonv37gAEBAQYvXryzZs3CQ0NZe7cuXc8pmvXrly7dk1/+/777w32Dx48mKNHj7Jx40aioqL4888/ef755/X7MzIy6NKlCzVq1CA2NpaPP/6YKVOm8PXXXxsVqxDCtPbdmj+lWQ1ZiFBUDkNaVsfWWkXshVQOXU4zdzjlhtE1Ks2aNeP999+nc+fObN++nfnz5wNw7tw5vL29jTpXt27d6Nat212P0Wg0+Pj4lLjv+PHjrF+/nr1799KsWTMAvvjiC7p3784nn3yCr68vy5YtIy8vj++++w61Wk3Dhg05cOAAs2bNMkhohBAPV6xu/hRZ30dUEl4udvQIqcbaA1eJ3HWe2QMeMXdI5YLRLSpz5sxh//79jBkzhrfffpvatYuql1etWkXr1q1NHuC2bdvw8vKibt26vPTSSyQnJ+v3RUdH4+bmpk9SADp37oyVlRUxMTH6Y9q3b29Q5BsREcGJEydITU0t8Tlzc3PJyMgwuAkhTEerVaSQVlRKI9oEAhB16CqJGbLAYWkY3aLSuHFjDh8+XGz7xx9/bPJFCbt27cpTTz1FYGAgZ86c4a233qJbt25ER0djbW1NfHw8Xl5eBo+xsbHBw8OD+PiiYqX4+HgCAwMNjtG1/MTHx+PuXvzX3MyZM2U5ACHK0NmkG6Rl5WNna0VDX5mpU1QeoQFuNK3uxv6LaSyLuci4x+uYOySLZ7LxUXZ2dtja2prqdAAMHDiQXr16ERISQu/evYmKimLv3r1s27bNpM/zb5MmTSI9PV1/u3TpUpk+nxCVja4+JdTfTYZpikpH16qyLOYCuQWFZo7G8pXqfwgPDw99oay7uzseHh53vJWlWrVq4enpyenTpwHw8fEhMTHR4JiCggJSUlL0dS0+Pj4kJCQYHKO7f6faF41Gg4uLi8FNCGE6e28lKs2l20dUQl0b+eDjYkfSjTyiDl4zdzgWr1RdP7Nnz8bZ2RkoqlExl8uXL5OcnEy1atUACA8PJy0tjdjYWMLCwgDYsmULWq2Wli1b6o95++23yc/P17f4bNy4kbp165bY7SOEKHu6QtowKaQVlZCttRXPhNfg4w0nWLT7PE819ZORb3ehUhTl7utVl6EbN27oW0eaNGnCrFmz6NSpk751ZurUqfTp0wcfHx/OnDnDxIkTyczM5PDhw2g0GqBo5FBCQgJfffUV+fn5jBgxgmbNmrF8+XIA0tPTqVu3Ll26dOGNN97gyJEjjBw5ktmzZ5d61E9GRgaurq6kp6dL64oQD+h6Zi7NP9iESgUHJnfB1d60XcZClAcpN/MIn7mZ3AItq14Mr9BF5Q/6HWp05/C/R8PobpmZmeTl5Rl1rn379tGkSROaNGkCwGuvvUaTJk2YPHky1tbWHDp0iF69elGnTh2effZZwsLC2LFjhz5JAVi2bBn16tXjscceo3v37rRt29ZgjhRXV1f++OMPzp07R1hYGK+//jqTJ0+WoclCmImuNaWut7MkKaLS8nBU0/sRPwAid503bzAWzugWFSsrq7s2Ufn7+zN8+HDee+89rKwqRpGctKgIYTrvRx3j253nGNyyOh88GWLucIQwm+PXMuj22Q6srVTsmNgJXzd7c4dUJh56i8qiRYvw9fXlrbfeYu3ataxdu5a33noLPz8/5s+fz/PPP8/nn3/Ohx9+aHQwQoiKb69+/hSpTxGVW/1qLrSq5UGhVmHJngvmDsdiGT2PyuLFi/n000/p37+/ftsTTzxBSEgICxYsYPPmzVSvXp0PPviAt956y6TBCiHKt+y8Qo5e0S1EWHH75IUorRFtAtlzNoXv/7rIK48GY6827XxkFYHRLSq7d+/W15TcrkmTJkRHRwPQtm1bLl68+ODRCSEqlIOX0yjQKni7aPB3r5jN3EIYo3N9b/zd7UnLyufnA1fMHY5FMjpRCQgIYOHChcW2L1y4kICAAACSk5Nl6K8Qoph952+t71PDQ4ZjCgFYW6kYFl4TKCqqNeNAXItldNfPJ598Qr9+SCHQFQAAIABJREFU/fj9999p3rw5UDR6Jy4ujlWrVgGwd+9eBgwYYNpIhRDl3j6pTxGimP7NA5i96SQnEjKJPpNM69qe5g7JohjdotKrVy/i4uLo1q0bKSkppKSk0K1bN+Li4ujZsycAL730ErNmzTJ5sEKI8kurVYjVJSpSnyKEnqu9LX2a+gPwnQxVLsboFhWAwMBAGdUjhDDKycRMMnMKcFBbU7+as7nDEcKiDGtdkyV7LrA5LoGLyVlUr+Jg7pAsxn1NdLJjxw6GDBlC69atuXKlqPhnyZIl7Ny506TBCSEqDt1ChE2qu2EjCxEKYaC2lxPt61RFUWBx9Hlzh2NRjP7fYvXq1URERGBvb8/+/fvJzc0FiqaqnzFjhskDFEJUDLpC2jDp9hGiRCPa1ARgxd5L3MgtMG8wFsToROX999/nq6++4ptvvtEv8gfQpk0b9u/fb9LghBAVh76QtoYU0gpRkg7BVanl6UhmbgFr9l82dzgWw+hE5cSJE7Rv377YdldXV9LS0kwSlBCiYolPz+FyajZWqqKuHyFEcVZWKoa1rgnAol3n0WplqDLcR6Li4+OjX/H4djt37qRWrVomCUoIUbHsu7UQYT0fF5ztZCFCIe6kT5g/zhobzibdZPup6+YOxyIYnag899xzvPrqq8TExKBSqbh69SrLli1j/PjxvPTSS2URoxCinNMV0sr8KULcnZPGhv7NiyZPXSbr/wD3MTz5zTffRKvV8thjj5GVlUX79u3RaDSMHz+el19+uSxiFEKUc/r5U2pKIa0Q99KnqT8Ld55j95lk8gu12FbyUXJGX71KpeLtt98mJSWFI0eOsGfPHq5fv8706dPJzs4uixiFEOXYzdwCjl3LAKSQVojSqOfjjLuDLVl5hRy6nG7ucMzuvtM0tVpNgwYNaNGiBba2tsyaNYvAwEBTxiaEqAAOXEqjUKvg62qHr5ssRCjEvVhZqWgZWAWAPWeTzRyN+ZU6UcnNzWXSpEk0a9aM1q1bs3btWgAiIyMJDAxk9uzZjBs3rswCFUKUT3t1CxFKt48QpRYeJImKTqlrVCZPnsyCBQvo3Lkzu3fvpl+/fowYMYI9e/Ywa9Ys+vXrh7W1dVnGKoQoh2JlIUIhjNaqVlGisu98KnkFWtQ2lbdOpdSJysqVK/nf//5Hr169OHLkCI0bN6agoICDBw/Kcu1CiBIVFGrZfytRCZP6FCFKrY63Ex6OalJu5nHoclqlbpEsdYp2+fJlwsLCAGjUqBEajYZx48ZJkiKEuKO4+Exu5hXipLGhno+LucMRotxQqVS0qlWUnFT27p9SJyqFhYWo1Wr9fRsbG5ycnMokKCFExaDr9mlS3Q1rK/lRI4Qxwm91/0RX8kSl1F0/iqIwfPhwNBoNADk5Obz44os4OjoaHLdmzRrTRiiEKLf+Wd+n8jZbC3G/dHUqsRdSyS0oRGNTOetAS52oDBs2zOD+kCFDTB6MEKLiyC0oJObWL8HmUkgrhNFqeznh6aQm6UYeBy+l0yKwcib8pU5UIiMjyzIOIUQFM3vjKRIzc6niqKZJdUlUhDCWSqWiZa0q/HroGnvOJlfaRKXyjncSQpSZvedTWPDnGQA+eDIEe3XlbLIW4kHpun+iz1TeOhVJVIQQJnUzt4DXVxxEUYrWLOna6P/bu/O4KMu9f+CfGZZBlhl2EEUUF1QUcEnENFvI5THL9JzK41EzTeuxcqk0f0+pdTppmi2Wnk6dTKtTlselstLIfUFMBBTkoCwKyKYsMywyAzPX7w+c0UlURmaD+bxfr3nh3Pc193yvi9vhO/d9LcG2DomozdJ3qD2ZX4n6Bq2No7ENJipEZFZ//zkT+RV1CFG4YdnDfW0dDlGb1j3AAwFeMqgbdUgtqLJ1ODbBRIWIzGZfVhm+TsoHALzz52jI3VxsHBFR29Y0n4pjT6ffokRl4MCBqKxsGmb4xhtvoK6uzqJBEVHbU1WnweL/nAIAPDmsK4b18LdxRETtg37iN0ftp9KiRCUzMxO1tbUAgNdffx01NTUWDYqI2p7Xvs9AWbUa4QEeWDymt63DIWo39P1UUgqqHLKfSouGJ8fExGDGjBkYPnw4hBB45513bjor7dKlS80aIBHZvx/SivBjWhGcpBK8+1gMR/kQmVE3fw8EeslQVq3GyfxKDOvuWFcrW5SobNy4EcuWLcPOnTshkUjwyy+/wNn5xpdKJBImKkQOplRVj9d2pAMA5t7XAzGh3jaOiKh9kUgkiOvuh+9Ti3Ast4KJSnMiIiKwefNmAIBUKsWePXsQGBho0cCIyP4JIbDoP6egvNKAfp3keP7+HrYOiahdGhp+NVHJKQcetHU01tXimWn1dDqdJeIgojbom+MFOHD2ElydpXjvsRi4OHEgIZEl6PuppBZU4YpG61C3V+/oUyUnJwfPP/884uPjER8fjxdeeAE5OTnmjo2I7NiF8lq8+dMZAMCi0RHoGeRl44iI2q8wP3cEy92g0epwMr/S1uFYlcmJyu7du9G3b18cP34cUVFRiIqKQlJSEiIjI5GQkGCJGInIzmh1Ai9+l4Y6jRax3Xzx1N3dbB0SUbum76cCON58Kibf+nnllVewYMECrFy58obtixcvxoMPOtjNMyIH9OmhXJy4UAkPVye88+doSKUSW4dE1O4NDffF9pSLDpeomHxFJTMzEzNnzrxh+1NPPYUzZ86YJSgisl+ZxSq8++tZAMCy8ZEI9XW3cUREjiEuvGm0j76fiqMwOVEJCAhAamrqDdtTU1M5EoiondM06rDwuzRotDrE9wnEnwd3tnVIRA4j1LcDQhRuaNAKJF9wnH4qJt/6efrppzF79mzk5uZi2LBhAIAjR47g7bffxsKFC80eIBHZjw/2nEVmsQq+Hq5YMTEKEglv+RBZi0QiwdDufth28iIScy9jeE/HmE/F5Csqr732GpYuXYoPP/wQI0eOxMiRI/HRRx9h+fLlePXVV0061sGDBzF+/HiEhIRAIpFgx44dRvuFEFi6dCk6duyIDh06ID4+HufOnTMqU1FRgSlTpkAul8Pb2xszZ868YYr/U6dOYcSIEXBzc0NoaChWrVplarWJHF7yhUr8Y3/T6L6/T+iHAC+ZjSMicjzXFiissHEk1mNyoiKRSLBgwQIUFhZCqVRCqVSisLAQ8+bNM/nbVW1tLaKjo7Fu3bpm969atQpr167Fxx9/jKSkJHh4eGD06NGor683lJkyZQoyMjKQkJCAnTt34uDBg5g9e7Zhv0qlwqhRoxAWFobk5GSsXr0ay5cvxyeffGJq1Ykc2ms70qETwMQBnTC2f0dbh0PkkPTzqaQVVKFW3WjjaKxE2AkAYvv27YbnOp1OBAcHi9WrVxu2VVVVCZlMJr755hshhBBnzpwRAMTvv/9uKPPLL78IiUQiLl68KIQQYv369cLHx0eo1WpDmcWLF4uIiIgWx6ZUKgUAoVQq77h+RG1ZfnmtCFu8U4Qv+UlU1Khv/wIisphhK/aIsMU7xYGsMluH0iKt/Rtqt9NI5uXloaSkBPHx8YZtCoUCsbGxSExMBAAkJibC29sbgwcPNpSJj4+HVCpFUlKSocw999wDV1dXQ5nRo0cjKysLlZXNd0ZSq9VQqVRGDyJHdvDcJQDAwC7e8PFwvU1pIrIk/XwqiQ4yTNluE5WSkhIAQFBQkNH2oKAgw76SkpIbRho5OzvD19fXqExzx7j+Pf5oxYoVUCgUhkdoaGjrK0TUhh3IakpURvYKsHEkRHStn0rbSFQ0ja1besduExVbWrJkiaH/jVKpREFBga1DIrIZTaMOR3OaPhBH9uIUBES2NjTcFwBwqlCJmjbQT2XdvuxWvd6kRKWhoQEPPPDADSNvLCE4OBgAUFpaarS9tLTUsC84OBhlZWVG+xsbG1FRUWFUprljXP8efySTySCXy40eRI7qZH4latSN8PNwRWQI/y8Q2VpnH3eE+naAVidw4rz9j/5Jv6hs1etNSlRcXFxw6tSpVr1hS3Xr1g3BwcHYs2ePYZtKpUJSUhLi4uIAAHFxcaiqqkJycrKhzN69e6HT6RAbG2soc/DgQTQ0NBjKJCQkICIiAj4+PlapC1FbdvBs022fET39OVU+kZ3Qj/6x934qWp1AepEVExUA+Otf/4rPPvusVW+qV1NTg9TUVMNMt3l5eUhNTUV+fj4kEgnmz5+PN998Ez/88ANOnz6NadOmISQkBBMmTAAA9OnTB2PGjMHTTz+N48eP48iRI3juuefwxBNPICQkBADwl7/8Ba6urpg5cyYyMjLw7bff4oMPPuDkdEQtdOBqojIygv1TiOxFW5lPJfdSDWrVrZvu3+SZaRsbG7Fhwwb89ttvGDRoEDw8PIz2v/vuuy0+1okTJ3DfffcZnuuTh+nTp2Pjxo1YtGgRamtrMXv2bFRVVWH48OHYtWsX3NzcDK/597//jeeeew4PPPAApFIpJk2ahLVr1xr2KxQK/Prrr5g7dy4GDRoEf39/LF261GiuFSJqXll1PTKKmka9jejJRIXIXugTlfSLSlTXN8DLzcXGETUvpaCq1ccwOVFJT0/HwIEDAQBnz5412mfqhG/33nsvhBA33S+RSPDGG2/gjTfeuGkZX19ffP3117d8n6ioKBw6dMik2IgIOHT2MgCgfycF/D05Ey2RvQjx7oAwP3dcKK/DifOVuK+3fXZ0T7NForJv375WvykRtQ362z739HKMNUWI2pK4cD9cKK9DYm65/SYqha1PVO54eHJ2djZ2796NK1euAMAtr4wQUduj1QkcOqefP8U+PwSJHJm9z6dS36DFf4urW30ckxOV8vJyPPDAA+jVqxf+53/+B8XFxQCAmTNn4sUXX2x1QERkH9IvKlFZ1wAvmTMGdPG2dThE9AfX91NR1TfcprT1ZRQp0agT8GvlbNYmJyoLFiyAi4sL8vPz4e7ubtj++OOPY9euXa0Khojsh/62z909/OHixLkhiexNsMIN3fw9oBPA73n2N/onJb/ptk//zopWHcfkT59ff/0Vb7/9Njp37my0vWfPnrhw4UKrgiEi+8FhyUT2Tz9LrT3e/kkrbJo/JcraiUptba3RlRS9iooKyGQcFUDUHijrGpCS37Ro5z1c34fIbg2144nfUguaPkP6d2rdrWOTE5URI0bgiy++MDyXSCTQ6XRYtWqV0ZwoRNR2Hcm5DJ0AegR6opN3B1uHQ0Q3oZ+hNqNIBeUV++mnUl6jRkFF02CbyE6tW3rD5OHJq1atwgMPPIATJ05Ao9Fg0aJFyMjIQEVFBY4cOdKqYIjIPnC1ZKK2IVDuhvAAD+ReqsXxvAo82DfI1iEBuDYsuXuAB+StnIzO5Csq/fr1w9mzZzF8+HA88sgjqK2txcSJE5GSkoLu3bu3Khgisj0hxLX+KUxUiOyePQ5TTi1o6p8SE9r6NfVMvqICNE1L/3//93+tfnMisj9nS2tQoqqHm4sUQ7r52jocIrqNuHA/fJ2Uj8Qc+0lU9DPSxoS2riMtcIeJSmVlJT777DNkZmYCAPr27YsZM2bA15cfakRtnX615NhufnBzcbJxNER0O7FXR/5klqhQVaeBt3vr5i1pLSGE4daPOa6omHzr5+DBg+jatSvWrl2LyspKVFZWYu3atejWrRsOHjzY6oCIyLZ424eobQn0ckOPQE8IASTZwXwqF8rrUFXXAFdnKSKCvVp9PJMTlblz5+Lxxx9HXl4etm3bhm3btiE3NxdPPPEE5s6d2+qAiMh26jSNOH71g47zpxC1Hfr5VPZmltk4EiD16m2fyBA5XJ1bP1mkyUfIzs7Giy++CCena5eEnZycsHDhQmRnZ7c6ICKynWO55dBodejs0wHh/h62DoeIWujBvsEAgG9PFOCrY7adfDXV0D/FPEtvmJyoDBw40NA35XqZmZmIjo42S1BEZBsHz14G0HTbRyKR2DgaImqpkb0C8Pz9PQAAr32fju9TL9osFnMnKi3qTHvq1CnDv1944QXMmzcP2dnZGDp0KADg2LFjWLduHVauXGmWoIjINvT9UzgbLVHbs/DBXqiqa8CXxy7gxe/SIHdzwX29rbvyuaZRhzNFKgDmS1QkQghxu0JSqRQSiQS3KyqRSKDVas0SmD1RqVRQKBRQKpWQy1s3wx6RvbpQXouRq/fDWSpBytIH4dXKSZqIyPp0OoEF36Xi+9QiyJyl+HJmrFWnGUgrqMIj647Ax90FJ197EBKJpNV/Q1t0RSUvL8/kAxNR26IfljwozIdJClEbJZVK8M6fo1Fd34i9/y3DzI2/45vZQ9GvU+vnM2kJ/bDk6FBvs90+blGiEhYWZpY3IyL7xdWSidoHFycp1k8ZiGkbjuN4XgWmbziOLc/EITzA0+Lvre+fEt3ZPLd9gDuc8K2oqAiHDx9GWVkZdDqd0b4XXnjBLIERkfVoGnU4enVWy3t6MlEhauvcXJzwr+mDMfmTY8goUmHqZ03JSoiFFxk1dKTtYsNEZePGjZgzZw5cXV3h5+dndGlHIpEwUSFqg05cqECdRgt/Txn6dmQ/LKL2QO7mgk1PDcFjHyci93Itpn6WhO/mxMHPU2aR91NeaUDupVoA5r2iYvLw5Ndeew1Lly6FUqnE+fPnkZeXZ3jk5uaaLTAisp5ro338IZVyWDJRe+HvKcOXs2IRonBDzqVaPPn576iub7DIe5262j+li687fD3MN42/yYlKXV0dnnjiCUilrZ9tjojsw4EsTptP1F518u6AL2fFwtfDFacvKjFr0wnUN5h/hG6amedP0TM525g5cya2bNli1iCIyHZKVfX4b0k1JBJgBPunELVL3QM88cVTQ+Apc0ZSXgWe+/okGrS627/QBIaOtGZOVEzuo7JixQo89NBD2LVrF/r37w8XF+NhjO+++67ZgiMiy9MPS47qpDDr5Voisi/9Oinw2fTBmLbhOH7LLMOi/5zCmj9Hm+V2rxACqQVKAOa/onJHicru3bsREREBADd0piWitoWrJRM5jthwP/zjrwMx+4tkbE+5CLmbM5Y/HNnqv99FynpcrlHDWSpBZIh5O+SbnKisWbMGGzZswJNPPmnWQIjI+rQ6gUPnrq7vw/lTiBzC/b2DsOaxaMz/NhWbEi+gm78Hnry7W6uOmZrfdNunT0c53FycblPaNCb3UZHJZLj77rvNGgQR2UZaYRWUVxogd3M263BCIrJvj8R0wpKxvQEA6/bnQN3Yus6112akNf8MuCYnKvPmzcOHH35o9kCIyPr0/VNG9AyAsxNH8hE5kieHdUOQXIZL1Wr8mFbcqmPpr6jEhPqYIzQjJt/6OX78OPbu3YudO3ciMjLyhs6027ZtM1twRGRZ18+fQkSOxdVZiunDumLVriz861AuJg3sdEd9VRq1Opy+qO9Ia/4rKiYnKt7e3pg4caLZAyEi66qs1RjmPbiHHWmJHNKUIWH4cE82/ltSjSPZ5Rje0/QvLWdLa3ClQQsvmTPC/c2/npDJicrnn39u9iCIyPoOZ1+GTgARQV7oqLDs+h9EZJ8U7i54bHBnbEq8gE8P5d5RoqLvnxIVqrDIzNa8KU3koA5ytWQiAvDU8G6QSJpuBZ8trTb59fr+KZbqkG/yFZVu3brd8h4W1/shsn9CCM6fQkQAgDA/D4zuG4xdGSX47FAe3v5TlEmv119RMfdEb3omJyrz5883et7Q0ICUlBTs2rULL7/8stkCIyLL+W9JNcqq1ejg4oTBXc3fS5+I2pZZI7phV0YJtqdexEujIxDg1bIVlmvVjYarMHaTqMybN6/Z7evWrcOJEydaHRARWZ7+akpcdz/InM07ORMRtT2DwnwQE+qN1IIqfHnsAhY+2KtFrzt9UQmdAEIUbgiUu1kkNrP1URk7diy2bt1qrsMRkYXodAI/n26aM4G3fYgIaFoCZ9aIptlpvzp2ocWrK6dZaCHC65ktUfnPf/4DX19fcx2OiCzk38fzcapQCXdXJ4zpF2zrcIjIToyJDEYn7w6oqNVg28mLLXqNfsVkS932Ae7g1s+AAQOMOtMKIVBSUoJLly5h/fr1Zg2OiMzrYtUVrPw5EwCweExvBFnoUi0RtT3OTlLMuLsr3vwpE/86nIsn7gq97XBju7yiMmHCBDzyyCOGx8SJE7Fs2TKkp6dj9uzZZg1u+fLlkEgkRo/evXsb9tfX12Pu3Lnw8/ODp6cnJk2ahNLSUqNj5OfnY9y4cXB3d0dgYCBefvllNDY2mjVOorZACIH/234atRotBof5YOrQMFuHRER25vG7QuElc0bupVrsP1t2y7JlqnoUKeshlQD9O5l/Rlo9k6+oLFu2zBJx3FRkZCR+++03w3Nn52shL1iwAD/99BO2bNkChUKB5557DhMnTsSRI0cAAFqtFuPGjUNwcDCOHj2K4uJiTJs2DS4uLnjrrbesWg8iW/s+tQj7sy7B1UmKlZOiLDIxExG1bV5uLpgc2wWfHMzFpwfzcH/voJuW1d/26RXkBQ+ZyelEi9n9hG/Ozs4IDg42PPz9m2bNUyqV+Oyzz/Duu+/i/vvvx6BBg/D555/j6NGjOHbsGADg119/xZkzZ/DVV18hJiYGY8eOxd/+9jesW7cOGo3GltUisqrLNWq8/mMGAGBefE/0CDT/NNdE1D5MH9YVTlIJEnPLkX51DZ/m6BMVS6+83uJERSqVwsnJ6ZaP6692mMu5c+cQEhKC8PBwTJkyBfn5+QCA5ORkNDQ0ID4+3lC2d+/e6NKlCxITEwEAiYmJ6N+/P4KCrmWEo0ePhkqlQkZGxk3fU61WQ6VSGT2I2rLXfzyDyroG9Okox+x7wm0dDhHZsU7eHTCuf0cAwGeH825azjDRWxfLJiotziy2b99+032JiYlYu3YtdDqdWYLSi42NxcaNGxEREYHi4mK8/vrrGDFiBNLT01FSUgJXV1d4exs3UFBQEEpKSgAAJSUlRkmKfr9+382sWLECr7/+ulnrQmQrCWdK8WNaEZykEqz+UxRcnOz+QioR2disEd3wQ1oRfkwrwqIxETesB6bTCZwqaLraYukrKi1OVB555JEbtmVlZeGVV17Bjz/+iClTpuCNN94wa3Bjx441/DsqKgqxsbEICwvDd999hw4dLLeI2pIlS7Bw4ULDc5VKhdDQUIu9H5GlKK804NUdpwEAT48IRz8LdngjovYjqrM3hnTzxfG8Cmw6egGvjO1ttD/3cg2q1Y3o4OKEXkGWvZV8R1+tioqK8PTTT6N///5obGxEamoqNm3ahLAwy44i8Pb2Rq9evZCdnY3g4GBoNBpUVVUZlSktLUVwcNPcEMHBwTeMAtI/15dpjkwmg1wuN3oQtUUrf8lEqUqNbv4emB/f09bhEFEbMmt40wRwXyddQK3aeLRs6tWrKf07KeBs4au0Jh1dqVRi8eLF6NGjBzIyMrBnzx78+OOP6Nevn6XiM1JTU4OcnBx07NgRgwYNgouLC/bs2WPYn5WVhfz8fMTFxQEA4uLicPr0aZSVXRtilZCQALlcjr59+1olZiJbOZp9Gd8cLwAArJzYH24unCqfiFouvk8Quvl7QFXfiC0nCoz2pRZUArB8/xTAhERl1apVCA8Px86dO/HNN9/g6NGjGDFihCVjw0svvYQDBw7g/PnzOHr0KB599FE4OTlh8uTJUCgUmDlzJhYuXIh9+/YhOTkZM2bMQFxcHIYOHQoAGDVqFPr27YupU6ciLS0Nu3fvxquvvoq5c+dCJmvZgktEbdEVjRavbGu65fPXoV0QG+5n44iIqK2RSiV46upVlQ1HzkOrE4Z9aVbqnwKY0EfllVdeQYcOHdCjRw9s2rQJmzZtarbctm3bzBZcYWEhJk+ejPLycgQEBGD48OE4duwYAgKa1id57733IJVKMWnSJKjVaowePdpodlwnJyfs3LkTzz77LOLi4uDh4YHp06ebvS8Nkb15NyEL+RV16Khww+IxvW//AiKiZvxpYGes+bXp8+TXjBKM7d8R9Q1aZBY3jYaNDrV8v7cWJyrTpk0zmjrfGjZv3nzL/W5ubli3bh3WrVt30zJhYWH4+eefzR0akd1KLagyDCn8+6P94OXmYuOIiKit6uDqhL/GhuGjfdn41+E8jO3fERlFKjTqBPw9ZejkbbmBLXotTlQ2btxowTCIyBw0jTos/s8p6AQwISbklrNKEhG1xLS4MHxyMBfJFypxMr/SsL5PTKjCKhcwOKECUTvyj/05yCqthp+HK5aOj7R1OETUDgTK3fBwTAgA4LNDeVZZMfl6TFSI2omskmp8tO8cAGD5w5Hw9XC1cURE1F7MvNqp9pf0YhzOvgzAsismX4+JClE7oNUJLNp6Cg1agfg+QXgoqqOtQyKidqRPRzlG9PSHTgAVtU1r5UVZYcQPwESFqF34/Ege0gqq4CVzxpsT+lm94zsRtX+zRlxbJyw8wAOKDtbpqM9EhaiN+2+JCu/8mgUA+H/j+iBY4WbjiIioPbqnp79hunxr9U8BTBj1Q0S2p7zSgNOFSqQVViGtoApphVUoVakBAHHhfnjiLq5JRUSWIZFIsPShSLz+Ywb+MqSL1d6XiQqRnVI3apFZXN2UkBRUIbWwCrmXam8oJ5UAA7v4YNWfonjLh4gsanhPfyQsHGnV92SiQmQH6hu0OFdagzPFSqRfVCGtsAqZxSo0aMUNZbv4uiOqswIxod6IDvVGZIgc7q78r0xE7RM/3YisrLxGjcziapwpVuJMkQpnilXIuVRrtI6Gnq+HK6I7KxB9NSmJ7uzNYcdE5FCYqBBZiBACF8rrkFGkMkpK9H1K/sjH3QWRIQr06ehlSEo6+3Tg7RwicmhMVIjMTFXfgO9TLuLr4wWGhbv+qKufO/qGyNG3o/zqTwWC5DImJUREf8BEhcgMhBA4mV+Fb47nY+epItQ36AAArk5S9OnoZZSURATL4Snjfz0iopbgpyVRKyjrGrAtpRCbjxcgq7TasL1XkCcvgPtfAAAXp0lEQVQmD+mCRwd0grc7+5QQEd0pJipEJhJC4PfzlfjmeD5+Pl0MdWPT1RM3FykeigrB5CGhGNjFh7dxiIjMgIkKUQtV1Gqw7WQhvjmej5zr5jPpHeyFKbFd8HBMJ6tNKU1E5CiYqBDdhhACXyRewN9/zoTm6tUTd1cnPBwdgieGdEF0ZwWvnhARWQgTFaJb0DTqsOyHDHxzPB8AEBkix19iu+Dh6BB4ufHqCRGRpTFRIbqJiloNnvkqGcfzKiCRAEvG9sbTI8J59YSIyIqYqBA1478lKszadAKFlVfgKXPG2skxuL93kK3DIiJyOExUiP4g4Uwp5m9OQa1GizA/d/xr2mD0DPKydVhERA6JiQrRVUIIrN+fg3d+zYIQQFy4H9ZPGQgfrq1DRGQzTFSI0LR68eKtp/B9ahEAYFpcGF57qC9cnKQ2joyIyLExUSGHV6qqx+wvTiCtUAlnqQTLH47EX4eG2TosIiICExVycGkFVZj95QmUqtTwdnfB+ikDMay7v63DIiKiq5iokMP6PvUiFv3nFNSNOvQM9MS/pg9GmJ+HrcMiIqLrMFEhhyKEQJGyHl8du4B/7M8BADzQOxDvPxHDCdyIiOwQExVq16rqNDhVqERaQRXSCquQWqDE5Rq1Yf8zI7vj5dERcJJyEjciInvERIXajfoGLTKKVIakJK2gCufL624o5yyVoHdHL8y+pzsejg6xQaRERNRSTFSoTcsuq8ZXx/Jx4kIF/ltcjUaduKFMN38PRHVWILqzN6JDvREZIoebi5MNoiUiIlMxUaE26WR+JT7en4Nfz5Qabff3lCEm9FpSEtVZAW93TthGRNRWMVGhNkMIgQNnL+Ef+3OQlFdh2D46MgiPxHRCTKg3OircuGggEVE7wkSF7F6jVoefThfj4wO5yCxWAQBcnCSYENMJc0aGo0cg1+EhImqvmKiQ3apv0GLLiQJ8cigXBRVXAADurk74y5AumDmiGzoqOtg4QiIisjQmKnRbQghcrLqCGnUjZM5OkDlLmx4uTf92lkrMertFWdeAL4+dx+dHzqO8VgMA8PVwxYxhXTE1Lox9ToiIHAgTFTIQQuBSjRpnS2qQVVqNc6XVV3/WoEbdeNPXSSVoSmBcriYw+mTGRQoXp6ZExkkqgbNUevXn1edOEjhJr98vgUarw+70EtRqtACATt4dMGdkOP48KBQdXDlSh4jI0TBRMcG7CWdxX/8w3NXVB+6ubbvplHUNyDIkItXIKqnG2dJqVNY1NFvexUkCuZsLNI06qBt10Gh1hn06AVxp0OJKg9Zs8fUO9sIzI7tjXFRHrmBMROTA2vZfWyvbcDgPG38vhYuTBDGh3ojr7o9h3f0woIs3ZM7m/7avbtSisrYBFbUaVNZpUFGrQVWdBhW1DYbnlXUaVNc3QqsTaNQJaHW6qz8FGrWi+e06AU2jrtn3lEqArn4e6BXkhV5BnugV7IWIIC909fcwShh0OgGNVgd1gw7qRi3UjU0/6xt0hn+rG3VXY2hZTPr90aEKjOwVwNE7REQEiRDixhmyyIhKpYJCocDzGw8juViNi1VXjPbLnKUY3NUHw7r7I667H6I6KeB8k6sAWp1Aea0aZSo1yqrrUapSo1TV9LNMVY9LNeqmBKRWY7j9YSmdvDsYJSO9grzQI9CTk6EREZHZ6P+GKpVKyOVyk1/vUInKunXrsHr1apSUlCA6OhoffvghhgwZctvXXd/IXl5eKKi4gsTcyziaU46jOeW4VK02Ku8pc8ZdXX0QGaJA1RWNIQkpValxqUYNbTOzp96Mk1QCH3dX+Hq4XP3pCh8PV/i6u8Lb3QW+Hq7wcnOBs9O1vh9Okub7fxj6iThJIHdz5iJ8RERkcUxUWujbb7/FtGnT8PHHHyM2Nhbvv/8+tmzZgqysLAQGBt7ytbdqZCEEci7VNCUt2eU4lleOqpv089CTSppmUA2UyxDk5YZAuRuC5DIEyd0Q4CmDr2dTIuLj4Qq5mzNvgRARUZvFRKWFYmNjcdddd+Gjjz4CAOh0OoSGhuL555/HK6+8csvXmtLIOp1AZokKiTnlyL1cC38P16uJyLVkxM/D9aa3hoiIiNqT1iYqDtGZVqPRIDk5GUuWLDFsk0qliI+PR2Ji4g3l1Wo11Oprt3NUKlWL30sqlSAyRIHIEEXrgiYiIiI4xNf6y5cvQ6vVIigoyGh7UFAQSkpKbii/YsUKKBQKwyM0NNRaoRIREdF1HCJRMdWSJUugVCoNj4KCAluHRERE5JAc4taPv78/nJycUFpaarS9tLQUwcHBN5SXyWSQyWTWCo+IiIhuwiGuqLi6umLQoEHYs2ePYZtOp8OePXsQFxdnw8iIiIjoVhziigoALFy4ENOnT8fgwYMxZMgQvP/++6itrcWMGTNsHRoRERHdhMMkKo8//jguXbqEpUuXoqSkBDExMdi1a9cNHWyJiIjIfjjMPCqt0dox4ERERI6qtX9DHaKPChEREbVNTFSIiIjIbjFRISIiIrvFRIWIiIjsFhMVIiIisltMVIiIiMhuOcw8Kq2hH8FtyirKREREdO1v553OhsJEpQXKy8sBgKsoExER3aHq6mooFAqTX8dEpQV8fX0BAPn5+XfUyO2BSqVCaGgoCgoKHHbSO0dvA0evP8A2cPT6A2yDO6m/EALV1dUICQm5o/dkotICUmlTVx6FQuGQJ+b15HI528DB28DR6w+wDRy9/gDbwNT6t+ZLPjvTEhERkd1iokJERER2y2n58uXLbR1EW+Dk5IR7770Xzs6Oe7eMbcA2cPT6A2wDR68/wDawdv25ejIRERHZLd76ISIiIrvFRIWIiIjsFhMVIiIisltMVIiIiMhuOUyicvDgQYwfPx4hISGQSCTYsWOH0f7S0lI8+eSTCAkJgbu7O8aMGYNz584ZlSkpKcHUqVMRHBwMDw8PDBw4EFu3bjUqU1FRgSlTpkAul8Pb2xszZ85ETU2NxevXEtZqg65du0IikRg9Vq5cafH63Y456p+Tk4NHH30UAQEBkMvleOyxx1BaWmpUpr2fAy1pA3s9B1asWIG77roLXl5eCAwMxIQJE5CVlWVUpr6+HnPnzoWfnx88PT0xadKkG+qXn5+PcePGwd3dHYGBgXj55ZfR2NhoVGb//v0YOHAgZDIZevTogY0bN1q6ei1irTbYv3//DeeARCJBSUmJVep5M+aq/wsvvIBBgwZBJpMhJiam2fc6deoURowYATc3N4SGhmLVqlUWq5cprNUG58+fb/YcOHbsmEnxOkyiUltbi+joaKxbt+6GfUIITJgwAbm5ufj++++RkpKCsLAwxMfHo7a21lBu2rRpyMrKwg8//IDTp09j4sSJeOyxx5CSkmIoM2XKFGRkZCAhIQE7d+7EwYMHMXv2bKvU8Xas1QYA8MYbb6C4uNjweP755y1ev9tpbf1ra2sxatQoSCQS7N27F0eOHIFGo8H48eOh0+kMx2rP50BL2wCwz3PgwIEDmDt3Lo4dO4aEhAQ0NDRg1KhRRuf4ggUL8OOPP2LLli04cOAAioqKMHHiRMN+rVaLcePGQaPR4OjRo9i0aRM2btyIpUuXGsrk5eVh3LhxuO+++5Camor58+dj1qxZ2L17t1Xr2xxrtYFeVlaW0XkQGBholXrejDnqr/fUU0/h8ccfb/Z9VCoVRo0ahbCwMCQnJ2P16tVYvnw5PvnkE4vVraWs1QZ6v/32m9E5MGjQINMCFg4IgNi+fbvheVZWlgAg0tPTDdu0Wq0ICAgQn376qWGbh4eH+OKLL4yO5evrayhz5swZAUD8/vvvhv2//PKLkEgk4uLFi5aqzh2xVBsIIURYWJh47733LBh9691J/Xfv3i2kUqlQKpWGMlVVVUIikYiEhAQhRPs/B1rSBkK0jXNACCHKysoEAHHgwAEhRFNdXFxcxJYtWwxlMjMzBQCRmJgohBDi559/FlKpVJSUlBjK/OMf/xByuVyo1WohhBCLFi0SkZGRRu/1+OOPi9GjR1u6SiazVBvs27dPABCVlZVWrI3p7qT+11u2bJmIjo6+Yfv69euFj4+PoT2EEGLx4sUiIiLCArVoHUu1QV5engAgUlJSWhWfw1xRuRW1Wg0AcHNzM2yTSqWQyWQ4fPiwYduwYcPw7bffoqKiAjqdDps3b0Z9fT3uvfdeAEBiYiK8vb0xePBgw2vi4+MhlUqRlJRkncrcIXO1gd7KlSvh5+eHAQMGYPXq1TdcFrc3Lam/Wq2GRCKBTCYzlHFzc4NUKjWUae/nQEvaQK8tnANKpRLAtYVHk5OT0dDQgPj4eEOZ3r17o0uXLkhMTATQ9Dvu378/goKCDGVGjx4NlUqFjIwMQ5nrj6Evoz+GPbFUG+jFxMSgY8eOePDBB3HkyBFLV8dkd1L/lkhMTMQ999wDV1dXw7bRo0cjKysLlZWVZorePCzVBnoPP/wwAgMDMXz4cPzwww8mv56JCq79ApYsWYLKykpoNBq8/fbbKCwsRHFxsaHcd999h4aGBvj5+UEmk2HOnDnYvn07evToAaCp/8YfL2s6OzvD19fX5vdlb8dcbQA03bfcvHkz9u3bhzlz5uCtt97CokWLbFGtFmtJ/YcOHQoPDw8sXrwYdXV1qK2txUsvvQStVmso097PgZa0AdA2zgGdTof58+fj7rvvRr9+/QA0/f5cXV3h7e1tVDYoKMjw+yspKTH6A63fr993qzIqlQpXrlyxSH3uhCXboGPHjvj444+xdetWbN26FaGhobj33ntx8uRJS1erxe60/i3RkjayB5ZsA09PT6xZswZbtmzBTz/9hOHDh2PChAkmJyuOOf/vH7i4uGDbtm2YOXMmfH194eTkhPj4eIwdOxbiuol7X3vtNVRVVeG3336Dv78/duzYgcceewyHDh1C//79bViD1jNnGyxcuNBQPioqCq6urpgzZw5WrFhh9E3cnrSk/gEBAdiyZQueffZZrF27FlKpFJMnT8bAgQMNK2y3ZeZsg7ZwDsydOxfp6ek3XAlyJJZsg4iICERERBieDxs2DDk5OXjvvffw5Zdfmv397gTPAcu2gb+/v9FnwV133YWioiKsXr0aDz/8cIuPw0TlqkGDBiE1NRVKpRIajQYBAQGIjY01XMLPycnBRx99hPT0dERGRgIAoqOjcejQIaxbtw4ff/wxgoODUVZWZnTcxsZGVFRUIDg42Op1MpU52qA5sbGxaGxsxPnz540+uOzN7eoPAKNGjUJOTg4uX74MZ2dneHt7Izg4GOHh4QDQ7s8B4PZt0Bx7Oweee+45Q0fnzp07G7YHBwdDo9GgqqrK6NtkaWmp4fcXHByM48ePGx1PPxri+jJ/HCFRWloKuVyODh06WKROprJ0GzRnyJAhdpMUtKb+LXGzc0C/zx5Yug2aExsbi4SEBJNe0/a/BpqZQqFAQEAAzp07hxMnTuCRRx4BANTV1QHADd+cnZycDKMd4uLiUFVVheTkZMP+vXv3QqfTITY21ko1aL3WtEFzUlNTIZVKbd7bv6VuVv/r+fv7w9vbG3v37kVZWZnh20F7Pweud7M2aI69nANCCDz33HPYvn079u7di27duhntHzRoEFxcXLBnzx7DtqysLOTn5yMuLg5A0+/49OnTRglpQkIC5HI5+vbtayhz/TH0ZfTHsCVrtUFzUlNT0bFjRzPXyDTmqH9LxMXF4eDBg2hoaDBsS0hIQEREBHx8fFpfkVawVhs0547OgVZ1xW1DqqurRUpKikhJSREAxLvvvitSUlLEhQsXhBBCfPfdd2Lfvn0iJydH7NixQ4SFhYmJEycaXq/RaESPHj3EiBEjRFJSksjOzhbvvPOOkEgk4qeffjKUGzNmjBgwYIBISkoShw8fFj179hSTJ0+2en2bY402OHr0qHjvvfdEamqqyMnJEV999ZUICAgQ06ZNs0mdr9fa+gshxIYNG0RiYqLIzs4WX375pfD19RULFy40KtOezwEhbt8G9nwOPPvss0KhUIj9+/eL4uJiw6Ours5Q5plnnhFdunQRe/fuFSdOnBBxcXEiLi7OsL+xsVH069dPjBo1SqSmpopdu3aJgIAAsWTJEkOZ3Nxc4e7uLl5++WWRmZkp1q1bJ5ycnMSuXbusWt/mWKsN3nvvPbFjxw5x7tw5cfr0aTFv3jwhlUrFb7/9ZtX6/pE56i+EEOfOnRMpKSlizpw5olevXob/V/pRPlVVVSIoKEhMnTpVpKeni82bNwt3d3fxz3/+06r1bY612mDjxo3i66+/FpmZmSIzM1P8/e9/F1KpVGzYsMGkeB0mUdEPlfvjY/r06UIIIT744APRuXNn4eLiIrp06SJeffVVo2FlQghx9uxZMXHiRBEYGCjc3d1FVFTUDUN1y8vLxeTJk4Wnp6eQy+VixowZorq62lrVvCVrtEFycrKIjY0VCoVCuLm5iT59+oi33npL1NfXW7OqzTJH/RcvXiyCgoKEi4uL6Nmzp1izZo3Q6XRGZdr7OXC7NrDnc6C5ugMQn3/+uaHMlStXxP/+7/8KHx8f4e7uLh599FFRXFxsdJzz58+LsWPHig4dOgh/f3/x4osvioaGBqMy+/btEzExMcLV1VWEh4cbvYctWasN3n77bdG9e3fh5uYmfH19xb333iv27t1rrWrelLnqP3LkyGaPk5eXZyiTlpYmhg8fLmQymejUqZNYuXKllWp5a9Zqg40bN4o+ffoId3d3IZfLxZAhQ4yGPLeU5GrQRERERHaHfVSIiIjIbjFRISIiIrvFRIWIiIjsFhMVIiIisltMVIiIiMhuMVEhIiIiu8VEhYiIiOwWExUiIiKyW0xUiIiIyG4xUSEimxJCID4+HqNHj75h3/r16+Ht7Y3CwkIbREZE9oCJChHZlEQiweeff46kpCT885//NGzPy8vDokWL8OGHHxotQW8O169oS0T2jYkKEdlcaGgoPvjgA7z00kvIy8uDEAIzZ87EqFGjMGDAAIwdOxaenp4ICgrC1KlTcfnyZcNrd+3aheHDh8Pb2xt+fn546KGHkJOTY9h//vx5SCQSfPvttxg5ciTc3Nzw73//GxcuXMD48ePh4+MDDw8PREZG4ueff7ZF9YnoFrgoIRHZjQkTJkCpVGLixIn429/+hoyMDERGRmLWrFmYNm0arly5gsWLF6OxsRF79+4FAGzduhUSiQRRUVGoqanB0qVLcf78eaSmpkIqleL8+fPo1q0bunbtijVr1mDAgAFwc3PD008/DY1GgzVr1sDDwwNnzpyBXC7HPffcY+NWIKLrMVEhIrtRVlaGyMhIVFRUYOvWrUhPT8ehQ4ewe/duQ5nCwkKEhoYiKysLvXr1uuEYly9fRkBAAE6fPo1+/foZEpX3338f8+bNM5SLiorCpEmTsGzZMqvUjYjuDG/9EJHdCAwMxJw5c9CnTx9MmDABaWlp2LdvHzw9PQ2P3r17A4Dh9s65c+cwefJkhIeHQy6Xo2vXrgCA/Px8o2MPHjzY6PkLL7yAN998E3fffTeWLVuGU6dOWb6CRGQyJipEZFecnZ3h7OwMAKipqcH48eORmppq9Dh37pzhFs348eNRUVGBTz/9FElJSUhKSgIAaDQao+N6eHgYPZ81axZyc3MxdepUnD59GoMHD8aHH35ohRoSkSmcbR0AEdHNDBw4EFu3bkXXrl0Nycv1ysvLkZWVhU8//RQjRowAABw+fLjFxw8NDcUzzzyDZ555BkuWLMGnn36K559/3mzxE1Hr8YoKEdmtuXPnoqKiApMnT8bvv/+OnJwc7N69GzNmzIBWq4WPjw/8/PzwySefIDs7G3v37sXChQtbdOz58+dj9+7dyMvLw8mTJ7Fv3z706dPHwjUiIlMxUSEiuxUSEoIjR45Aq9Vi1KhR6N+/P+bPnw9vb29IpVJIpVJs3rwZycnJ6NevHxYsWIDVq1e36NharRZz585Fnz59MGbMGPTq1Qvr16+3cI2IyFQc9UNERER2i1dUiIiIyG4xUSEiIiK7xUSFiIiI7BYTFSIiIrJbTFSIiIjIbjFRISIiIrvFRIWIiIjsFhMVIiIisltMVIiIiMhuMVEhIiIiu8VEhYiIiOzW/weD0O6VIocNgwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(reg_year_count)\n", "plt.xlim([1980, 2016])\n", "plt.xlabel(\"Years\")\n", "plt.ylabel(\"Number of Registered Cars\")\n", "plt.title(\"Registrations of cars for each year\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most number of vehicles on the listings were registered in the years 2000-2010." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's break this data by **vehicle type.**" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for v in data[\"vehicle_type\"].dropna().unique():\n", " vt=(data[\"vehicle_type\"]==v)\n", " a=data.loc[vt,\"registration_year\"].value_counts(dropna=True).sort_index()\n", " plt.plot(a.index,a.values,label=v)\n", " plt.xlim(1980,2016)\n", " \n", "plt.xlabel(\"Registration Year\") \n", "plt.ylabel(\"Number of Registrations\") \n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Breaking down the data into vehicle types, showed us that most **limousines, combi and buses** were registered during **1995-2010** but for other categories, the registration peaks were seen during different time frames." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will look at each vehicle type individually and see what **brands** are common in the listings." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for v in data[\"vehicle_type\"].dropna().unique():\n", " \n", " vt=data[\"vehicle_type\"]==v\n", " c=data.loc[vt,\"brand\"].value_counts().sort_values(ascending=False).head(5)\n", " plt.bar(c.index,c.values)\n", " plt.xticks(rotation=30)\n", " plt.title(v.upper()+\" Top 5 brands and their Frequencies\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For most vehicle types, the listings seem to show similar top 5 brands like **Volkswagen, Audi, BMW, Opel and Mercedes Benz.**\n", "Now, we will focus some of our analysis on these common brands.\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "popular_brands=[\"volkswagen\",\"audi\",\"bmw\",\"mercedes_benz\",\"opel\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us compare the average prices of these common brands for used vehicles" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "v=(data[\"brand\"].isin(popular_brands))\n", "a=data[v].groupby([\"brand\",\"gearbox\"])[\"price($)\"].mean().unstack(\"gearbox\")\n", "a.plot(kind=\"bar\",stacked=True)\n", "plt.xlabel(\"Common Brands\")\n", "plt.ylabel(\"Average Price\")\n", "plt.xticks(rotation=30)\n", "plt.title(\"Average Prices of Common Brands\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In common brands, the **most expensive brand seems to be Mercedes Benz** and other brands have comparably low prices.\n", "\n", "**In most brands, we see that automatic cars are priced at a higher value than manual cars.\n", "However, only for Opel brand, the reverse is true.**" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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v3h2NGzdGUFAQHBwccP36dVy5cqVEgAoICMCYMWMAoMynbqZNm4a4uDi0adMGI0eOhIGBAZYvX468vDzMnj1bpXpVYWhoiFmzZiEoKAgfffQRBgwYIF4S7OLigvDwcKX2xsbG2L17NwIDA9GiRQvs2rULO3bswPfffw8bGxsAgIWFBfr164clS5ZAIpGgZs2a2L59e4mxPKXp3LkzpFIpunfvji+++AJZWVlYuXIlbG1t8fDhw3+8v4WFhfjvf/8L4GWvz507dxAdHQ2FQoFJkyaVaRvdunXDL7/8AgsLC7i7uyMhIQH79u0TL7FWlY2NDcaMGYOoqCh069YNXbt2xblz57Br1y6lS+8BwN3dHe3bt4enpycqV66MM2fO4Lfffivz3X3pA6Kpy36INKX4ksbTp0+Xurz40s/NmzeXuvzcuXNC7969BWtra8HIyEhwdnYW/vOf/wj79+9Xanf48GHB09NTkEqlQo0aNYTo6Og3XioaHBwsWFhYCObm5sJ//vMfIT09vcQlwYIgCGlpaUJISIjg5OQkGBoaCvb29oKPj4+wYsWKd9b/psuPjx07Jnz88ceCubm5YGZmJnh4eAhLliwpsd8PHz4U9PX1hdq1a5d6XN7k7Nmzgq+vr1CpUiXB1NRU6NChg3D8+PFSa1PlkuCytN24caPQpEkTwcjISKhcubLg7+8v/P3330ptAgMDBTMzM+HWrVtC586dBVNTU8HOzk6YNGmS0mXQgiAIjx49Evr06SOYmpoKVlZWwhdffCFcvny5TJcEb9u2TfDw8BCMjY0FFxcXYdasWcLq1asFAEJycrLYztnZWaXLY0u7JFgmkwk+Pj7Cvn37lNq+7bv/9OlTISgoSKhSpYpQqVIlwdfXV7h+/brg7OysdPnum7ZR2iXTRUVFwuTJkwUHBwfBxMREaN++vXD58uUS25w2bZrQvHlzwdLSUjAxMRHq1q0rTJ8+XcjPzy/zcaAPg0QQyjEqiYjKJTIyEpMnTy7XYEBNe/z4MRwcHDBx4kRMmDBB0+VUmCFDhuC3334r89gLIlIfjikhojKJjY1FUVERBg8erOlSiOgDxTElRPRWBw4cwNWrVzF9+nT07NmzXM+lISIqC4YSInqrKVOm4Pjx42jdujWWLFmi6XKI6APGMSVERESkFTimhIiIiLQCQwkRERFpBY4pKQOFQoEHDx7A3Nz8jc+/ICIiopIEQcDz58/h6OgIPb2394UwlJTBgwcP1PaMDiIiIl1w7949VKtW7a1tGErKoPjx7Pfu3VPbszqIiIg+RJmZmXBychJ/S9+GoaQMik/ZyGQyhhIiIqJyKMvwBw50JSIiIq3AUEJERERagaGEiIiItALHlFSgoqIiFBQUaLoMqkCGhobQ19fXdBlERDqBoaQCCIKA1NRUPHv2TNOlkBpYWlrC3t6e96ghIlIzhpIKUBxIbG1tYWpqyh+vD4QgCMjJyUF6ejoAwMHBQcMVERF92BhK/qGioiIxkFhbW2u6HKpgJiYmAID09HTY2tryVA4RkRpxoOs/VDyGxNTUVMOVkLoUf7YcL0REpF4MJRWEp2w+XPxsiYjeD4YSIiIi0goMJVQhJBIJtm7dqukyiIjoX4yhhIiIiLQCr76hfyQ/Px9SqVTTZRARaY9IC01XUD6Rck1XwJ6SD8nz58/h7+8PMzMzODg4YMGCBWjfvj3CwsIAAHl5eRgzZgyqVq0KMzMztGjRAocOHRLXf/LkCQYMGICqVavC1NQUDRs2xK+//qr0Hu3bt0doaCjCwsJQpUoV+Pr6issePnyITz75BCYmJqhRowZ+++03pXUvXbqEjh07wsTEBNbW1hg+fDiysrIAAIcOHYJUKsXRo0fF9rNnz4atrS3S0tIq+lAREZEWYij5gERERCA+Ph7btm1DXFwcjh49irNnz4rLQ0NDkZCQgA0bNuDixYvo168funTpgps3bwIAcnNz4enpiR07duDy5csYPnw4Bg8ejFOnTim9z5o1ayCVShEfH4/o6Ghx/oQJE9CnTx9cuHAB/v7+6N+/P65duwYAyM7Ohq+vL6ysrHD69Gls3rwZ+/btQ2hoKACI4Wnw4MGQy+U4d+4cJkyYgFWrVsHOzk7dh46IiLSARBAEQdNFaLvMzExYWFhALpdDJpMpLcvNzUVycjJcXV1hbGysoQpf9pJYW1tj/fr16Nu3LwBALpfD0dERw4YNQ0REBGrUqIGUlBQ4OjqK63Xq1AnNmzfHjBkzSt1ut27dULduXcydOxfAy/CQmZmpFHaAlwNdR4wYgWXLlonzWrZsiaZNm+Knn37CypUrMXbsWNy7dw9mZmYAgJ07d6J79+548OAB7OzskJ+fjxYtWqB27dq4fPkyWrdujRUrVlTocSoPbfmMiehfgqdvlLztN/R1HFPygbh9+zYKCgrQvHlzcZ6FhQXq1KkD4OWpk6KiItSuXVtpvby8PPFOtEVFRZgxYwY2bdqE+/fvIz8/H3l5eSVuDOfp6VlqDd7e3iWmz58/DwC4du0aGjVqJAYSAGjdujUUCgWSkpJgZ2cHqVSKdevWwcPDA87OzliwYEE5jwYREf0bMZToiKysLOjr6yMxMbHErdIrVaoEAJgzZw4WLVqEhQsXomHDhjAzM0NYWBjy8/OV2r8aLCra8ePHAQAZGRnIyMhQ63sREZF24ZiSD0SNGjVgaGiI06dPi/Pkcjlu3LgBAGjSpAmKioqQnp6OWrVqKb3s7e0BAPHx8ejRowcGDRqERo0aoUaNGuL6ZXHixIkS0/Xq1QMA1KtXDxcuXEB2dra4PD4+Hnp6emJvzq1btxAeHo6VK1eiRYsWCAwMhEKhKN8BISKifx2Gkg+Eubk5AgMD8c033+DgwYO4cuUKgoODoaenB4lEgtq1a8Pf3x8BAQH4/fffkZycjFOnTiEqKgo7duwAALi5uSEuLg7Hjx/HtWvX8MUXX6h05cvmzZuxevVq3LhxA5MmTcKpU6fEgaz+/v4wNjZGYGAgLl++jIMHD2LUqFEYPHgw7OzsUFRUhEGDBsHX1xdBQUGIiYnBxYsXMW/ePLUcLyIi0j4MJR+Q+fPnw9vbG926dUOnTp3QunVr1KtXTxycGRMTg4CAAHz99deoU6cOevbsidOnT6N69eoAgPHjx6Np06bw9fVF+/btYW9vj549e5b5/SdPnowNGzbAw8MDa9euxa+//gp3d3cALx9qt2fPHmRkZKBZs2bo27cvfHx8sHTpUgDA9OnTcffuXSxfvhwA4ODggBUrVmD8+PG4cOFCRR4mIiLSUrz6pgz+DVfflCY7OxtVq1bFvHnzEBwcrOly/rW0+TMmIi3Eq2+U8OobHXXu3Dlcv34dzZs3h1wux5QpUwAAPXr00HBlRERE78ZQ8oGZO3cukpKSIJVK4enpiaNHj6JKlSqaLouIiOidGEo+IE2aNEFiYqKmyyAiIioXDnQlIiIircBQQkRERFqBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKSCe0b98eYWFhmi6DiIjegvcpUSOX73a81/e7M9Pvvb4fAMTGxiIsLAzPnj177+9dmkOHDqFDhw54+vQpLC0txfm///47DA0NNVgZERG9i0Z7SoqKijBhwgS4urrCxMQENWvWxNSpU/Hq43gEQcDEiRPh4OAAExMTdOrUCTdv3lTaTkZGBvz9/SGTyWBpaYng4GBkZWUptbl48SLatm0LY2NjODk5Yfbs2e9lH0k7VK5cGebm5poug4iI3kKjoWTWrFlYtmwZli5dimvXrmHWrFmYPXs2lixZIraZPXs2Fi9ejOjoaJw8eRJmZmbw9fVFbm6u2Mbf3x9XrlxBXFwctm/fjiNHjmD48OHi8szMTHTu3BnOzs5ITEzEnDlzEBkZiRUrVrzX/dVGu3fvRps2bWBpaQlra2t069YNt27dAvCy10EikSj1gpw/fx4SiQR37tzBoUOHEBQUBLlcDolEAolEgsjISADA06dPERAQACsrK5iamuKTTz5RCpOxsbGwtLTE9u3bUadOHZiamqJv377IycnBmjVr4OLiAisrK3z11VcoKioS1/vll1/g5eUFc3Nz2NvbY+DAgUhPTwcA3LlzBx06dAAAWFlZQSKRYMiQIQBKnr7Jy8vD2LFj4eTkBCMjI9SqVQs///yzWo4xERGVjUZP3xw/fhw9evSAn9/L0w4uLi749ddfcerUKQAve0kWLlyI8ePHiw+VW7t2Lezs7LB161b0798f165dw+7du3H69Gl4eXkBAJYsWYKuXbti7ty5cHR0xLp165Cfn4/Vq1dDKpWifv36OH/+PObPn68UXnRRdnY2IiIi4OHhgaysLEycOBG9evXC+fPn37luq1atsHDhQkycOBFJSUkAgEqVKgEAhgwZgps3b2Lbtm2QyWQYO3YsunbtiqtXr4qnUXJycrB48WJs2LABz58/R+/evdGrVy9YWlpi586duH37Nvr06YPWrVvjs88+AwAUFBRg6tSpqFOnDtLT0xEREYEhQ4Zg586dcHJywpYtW9CnTx8kJSVBJpPBxMSk1NoDAgKQkJCAxYsXo1GjRkhOTsbjx48r4pASEVE5aTSUtGrVCitWrMCNGzdQu3ZtXLhwAceOHcP8+fMBAMnJyUhNTUWnTp3EdSwsLNCiRQskJCSgf//+SEhIgKWlpRhIAKBTp07Q09PDyZMn0atXLyQkJKBdu3aQSqViG19fX8yaNQtPnz6FlZWVUl15eXnIy8sTpzMzM9V1CDSuT58+StOrV6+GjY0Nrl69+s51pVIpLCwsIJFIYG9vL84vDiPx8fFo1aoVAGDdunVwcnLC1q1b0a9fPwAvA8ayZctQs2ZNAEDfvn3xyy+/IC0tDZUqVYK7uzs6dOiAgwcPiqFk6NCh4vvUqFEDixcvRrNmzZCVlYVKlSqhcuXKAABbW1ulMSWvunHjBjZt2oS4uDjxu1WjRo0yHS8iIlIfjZ6++e6779C/f3/UrVsXhoaGaNKkCcLCwuDv7w8ASE1NBQDY2dkprWdnZycuS01Nha2trdJyAwMDVK5cWalNadt49T1eFRUVBQsLC/Hl5ORUAXurnW7evIkBAwagRo0akMlkcHFxAQCkpKSUe5vXrl2DgYEBWrRoIc6ztrZGnTp1cO3aNXGeqampGEiAl5+Ji4uL2NtSPK/49AwAJCYmonv37qhevTrMzc3x0UcfqVzv+fPnoa+vL65LRETaQaOhZNOmTVi3bh3Wr1+Ps2fPYs2aNZg7dy7WrFmjybIwbtw4yOVy8XXv3j2N1qNO3bt3R0ZGBlauXImTJ0/i5MmTAID8/Hzo6b38erw68LigoKDC3vv1q2EkEkmp8xQKBYCXp5p8fX0hk8mwbt06nD59Gn/88YdYb1m96ZQOERFplkZP33zzzTdibwkANGzYEHfv3kVUVBQCAwPFUwJpaWlwcHAQ10tLS0Pjxo0BAPb29kp/SQNAYWEhMjIyxPXt7e2Rlpam1KZ4+tXTDsWMjIxgZGRUQXupvZ48eYKkpCSsXLkSbdu2BQAcO3ZMXG5jYwMAePjwoXiK6/WxJlKpVGkgKgDUq1cPhYWFOHnypHj6pvi93N3dy13v9evX8eTJE8ycOVPsvTpz5kyJegCUqOlVDRs2hEKhwOHDh5VODRIRkWZptKckJydH/Gu8mL6+vviXsaurK+zt7bF//35xeWZmJk6ePAlvb28AgLe3N549e4bExESxzYEDB6BQKMTTB97e3jhy5IjSX/lxcXGoU6dOifEkusTKygrW1tZYsWIF/vrrLxw4cAARERHi8lq1asHJyQmRkZG4efMmduzYgXnz5iltw8XFBVlZWdi/fz8eP36MnJwcuLm5oUePHhg2bBiOHTuGCxcuYNCgQahatao4YLk8qlevDqlUiiVLluD27dvYtm0bpk6dqtTG2dkZEokE27dvx6NHj0pcGl5cc2BgIIYOHYqtW7ciOTkZhw4dwqZNm8pdGxER/XMaDSXdu3fH9OnTsWPHDty5cwd//PEH5s+fj169egF42XUfFhaGadOmYdu2bbh06RICAgLg6OiInj17Anj5V3mXLl0wbNgwnDp1CvHx8QgNDUX//v3h6OgIABg4cCCkUlZ4OF0AACAASURBVCmCg4Nx5coVbNy4EYsWLVL6AdZFenp62LBhAxITE9GgQQOEh4djzpw54nJDQ0P8+uuvuH79Ojw8PDBr1ixMmzZNaRutWrXCiBEj8Nlnn8HGxka8/0tMTAw8PT3RrVs3eHt7QxAE7Ny58x/dwMzGxgaxsbHYvHkz3N3dMXPmTMydO1epTdWqVTF58mR89913sLOzQ2hoaKnbWrZsGfr27YuRI0eibt26GDZsGLKzs8tdGxER/XMS4dUBA+/Z8+fPMWHCBPzxxx9IT0+Ho6MjBgwYgIkTJ4rd8IIgYNKkSVixYgWePXuGNm3a4KeffkLt2rXF7WRkZCA0NBR//vkn9PT00KdPHyxevFhpwOTFixcREhKC06dPo0qVKhg1ahTGjh1bpjozMzNhYWEBuVwOmUymtCw3NxfJyclwdXWFsbFxBRwV0jb8jIlIJZEWmq6gfCLlatns235DX6fRUPJvwVCi2/gZE5FKGEqUqBJK+EA+IiIi0goMJURERKQVGEqIiIhIKzCUEBERkVZgKCEiIiKtwFBCREREWoGhhIiIiLQCQwkRERFpBYYS+leKjIwUH8pIREQfBo0+JfiD977v6qemu/ERERG9D+wpISIiIq3AUKLD2rdvj1GjRiEsLAxWVlaws7PDypUrkZ2djaCgIJibm6NWrVrYtWsXAKCoqAjBwcFwdXWFiYkJ6tSpg0WLFiltc8iQIejZsyfmzp0LBwcHWFtbIyQkBAUFBWIbiUSCrVu3Kq1naWmJ2NhYcXrs2LGoXbs2TE1NUaNGDUyYMEFpG0RE9OFhKNFxa9asQZUqVXDq1CmMGjUKX375Jfr164dWrVrh7Nmz6Ny5MwYPHoycnBwoFApUq1YNmzdvxtWrVzFx4kR8//332LRpk9I2Dx48iFu3buHgwYNYs2YNYmNjlQJHWZibmyM2NhZXr17FokWLsHLlSixYsKAC95yIiLQNQ4mOa9SoEcaPHw83NzeMGzcOxsbGqFKlCoYNGwY3NzdMnDgRT548wcWLF2FoaIjJkyfDy8sLrq6u8Pf3R1BQUIlQYmVlhaVLl6Ju3bro1q0b/Pz8sH//fpXqGj9+PFq1agUXFxd0794dY8aMKfE+RET0YeFAVx3n4eEh/re+vj6sra3RsGFDcZ6dnR0AID09HQDw448/YvXq1UhJScGLFy+Qn59f4iqY+vXrQ19fX5x2cHDApUuXVKpr48aNWLx4MW7duoWsrCwUFha+85HXRET078aeEh1naGioNC2RSJTmSSQSAIBCocCGDRswZswYBAcHY+/evTh//jyCgoKQn5//zm0qFAqlaUEQlNq8Ol4kISEB/v7+6Nq1K7Zv345z587hhx9+KPE+RET0YWFPCZVZfHw8WrVqhZEjR4rzbt26pfJ2bGxs8PDhQ3H65s2byMnJEaePHz8OZ2dn/PDDD+K8u3fvlrNqIiL6t2AooTJzc3PD2rVrsWfPHri6uuKXX37B6dOn4erqqtJ2OnbsiKVLl8Lb2xtFRUUYO3asUu+Km5sbUlJSsGHDBjRr1gw7duzAH3/8UdG7Q0REWoanb6jMvvjiC/Tu3RufffYZWrRogSdPnij1mpTVvHnz4OTkhLZt22LgwIEYM2YMTE1NxeWffvopwsPDERoaisaNG+P48eOYMGFCRe4KERFpIYnw+sl9KiEzMxMWFhaQy+UlBlvm5uYiOTkZrq6uMDY21lCFpE78jIlIJe/7bt4VRU13BX/bb+jr2FNCREREWoGhhIiIiLQCQwkRERFpBYYSIiIi0goMJRWE44U/XPxsiYjeD4aSf6j4/hqv3vyLPizFn+3rd6olIqKKxZun/UP6+vqwtLQUnw1jamoq3pqd/t0EQUBOTg7S09NhaWmp9DwfIiKqeAwlFcDe3h7A/z20jj4slpaW4mdMRETqw1BSASQSCRwcHGBra6v0YDn69zM0NGQPCRHRe8JQUoH09fX5A0ZERFROHOhKREREWoGhhIiIiLQCQwkRERFpBYYSIiIi0goMJURERKQVGEqIiIhIKzCUEBERkVZgKCEiIiKtwFBCREREWoGhhIiIiLQCQwkRERFpBYYSIiIi0goMJURERKQVGEqIiIhIKzCUEBERkVZgKCEiIiKtwFBCREREWoGhhIiIiLQCQwkRERFpBYYSIiIi0goMJURERKQVVA4lt2/fVkcdREREpONUDiW1atVChw4d8N///he5ubnqqImIiIh0kMqh5OzZs/Dw8EBERATs7e3xxRdf4NSpU+qojYiIiHSIyqGkcePGWLRoER48eIDVq1fj4cOHaNOmDRo0aID58+fj0aNHKm3v/v37GDRoEKytrWFiYoKGDRvizJkz4nJBEDBx4kQ4ODjAxMQEnTp1ws2bN5W2kZGRAX9/f8hkMlhaWiI4OBhZWVlKbS5evIi2bdvC2NgYTk5OmD17tqq7TkRERGpU7oGuBgYG6N27NzZv3oxZs2bhr7/+wpgxY+Dk5ISAgAA8fPjwndt4+vQpWrduDUNDQ+zatQtXr17FvHnzYGVlJbaZPXs2Fi9ejOjoaJw8eRJmZmbw9fVVOnXk7++PK1euIC4uDtu3b8eRI0cwfPhwcXlmZiY6d+4MZ2dnJCYmYs6cOYiMjMSKFSvKu/tERERUwSSCIAjlWfHMmTNYvXo1NmzYADMzMwQGBiI4OBh///03Jk+ejMzMzHee1vnuu+8QHx+Po0ePlrpcEAQ4Ojri66+/xpgxYwAAcrkcdnZ2iI2NRf/+/XHt2jW4u7vj9OnT8PLyAgDs3r0bXbt2xd9//w1HR0csW7YMP/zwA1JTUyGVSsX33rp1K65fv/7Ofc3MzISFhQXkcjlkMpkqh4mIiHRNpIWmKyifSLlaNqvKb6jKPSXz589Hw4YN0apVKzx48ABr167F3bt3MW3aNLi6uqJt27aIjY3F2bNn37mtbdu2wcvLC/369YOtrS2aNGmClStXisuTk5ORmpqKTp06ifMsLCzQokULJCQkAAASEhJgaWkpBhIA6NSpE/T09HDy5EmxTbt27cRAAgC+vr5ISkrC06dPVT0EREREpAYqh5Jly5Zh4MCBuHv3LrZu3Ypu3bpBT095M7a2tvj555/fua3bt29j2bJlcHNzw549e/Dll1/iq6++wpo1awAAqampAAA7Ozul9ezs7MRlqampsLW1VVpuYGCAypUrK7UpbRuvvser8vLykJmZqfQiIiIi9TJQdYXXB5mWRiqVIjAw8J3tFAoFvLy8MGPGDABAkyZNcPnyZURHR5dpfXWJiorC5MmTNfb+REREukjlnpKYmBhs3ry5xPzNmzeLPRxl5eDgAHd3d6V59erVQ0pKCgDA3t4eAJCWlqbUJi0tTVxmb2+P9PR0peWFhYXIyMhQalPaNl59j1eNGzcOcrlcfN27d0+l/SIiIiLVqRxKoqKiUKVKlRLzbW1txR6PsmrdujWSkpKU5t24cQPOzs4AAFdXV9jb22P//v3i8szMTJw8eRLe3t4AAG9vbzx79gyJiYlimwMHDkChUKBFixZimyNHjqCgoEBsExcXhzp16ihd6VPMyMgIMplM6UVERETqpXIoSUlJgaura4n5zs7OYg9HWYWHh+PEiROYMWMG/vrrL6xfvx4rVqxASEgIAEAikSAsLAzTpk3Dtm3bcOnSJQQEBMDR0RE9e/YE8LJnpUuXLhg2bBhOnTqF+Ph4hIaGon///nB0dAQADBw4EFKpFMHBwbhy5Qo2btyIRYsWISIiQtXdJyIiIjVReUyJra0tLl68CBcXF6X5Fy5cgLW1tUrbatasGf744w+MGzcOU6ZMgaurKxYuXAh/f3+xzbfffovs7GwMHz4cz549Q5s2bbB7924YGxuLbdatW4fQ0FD4+PhAT08Pffr0weLFi8XlFhYW2Lt3L0JCQuDp6YkqVapg4sSJSvcyISIiIs1S+T4lY8eOxcaNGxETE4N27doBAA4fPoyhQ4eib9++mDt3rloK1STep4SIiMqM9ylRospvqMo9JVOnTsWdO3fg4+MDA4OXqysUCgQEBKg8poSIiIiomMqhRCqVYuPGjZg6dSouXLggPq+meHAqERERUXmoHEqK1a5dG7Vr167IWoiIiEiHqRxKioqKEBsbi/379yM9PR0KhUJp+YEDByqsOCIiItIdKoeS0aNHIzY2Fn5+fmjQoAEkEok66iIiIiIdo3Io2bBhAzZt2oSuXbuqox4iIiLSUSrfPE0qlaJWrVrqqIWIiIh0mMqh5Ouvv8aiRYug4u1NiIiIiN5K5dM3x44dw8GDB7Fr1y7Ur18fhoaGSst///33CiuOiIiIdIfKocTS0hK9evVSRy1ERESkw1QOJTExMeqog4iIiHScymNKAKCwsBD79u3D8uXL8fz5cwDAgwcPkJWVVaHFERERke5Quafk7t276NKlC1JSUpCXl4ePP/4Y5ubmmDVrFvLy8hAdHa2OOomIiOgDp3JPyejRo+Hl5YWnT5/CxMREnN+rVy/s37+/QosjIiIi3aFyT8nRo0dx/PhxSKVSpfkuLi64f/9+hRVGREREukXlnhKFQoGioqIS8//++2+Ym5tXSFFERESke1QOJZ07d8bChQvFaYlEgqysLEyaNIm3niciIqJyU/n0zbx58+Dr6wt3d3fk5uZi4MCBuHnzJqpUqYJff/1VHTUSERGRDlA5lFSrVg0XLlzAhg0bcPHiRWRlZSE4OBj+/v5KA1+JiIiIVKFyKAEAAwMDDBo0qKJrISIiIh2mcihZu3btW5cHBASUuxgiIiLSXSqHktGjRytNFxQUICcnB1KpFKampgwlREREVC4qX33z9OlTpVdWVhaSkpLQpk0bDnQlIiKicivXs29e5+bmhpkzZ5boRSEiIiIqqwoJJcDLwa8PHjyoqM0RERGRjlF5TMm2bduUpgVBwMOHD7F06VK0bt26wgojIiIi3aJyKOnZs6fStEQigY2NDTp27Ih58+ZVWGFERESkW1QOJQqFQh11EBERkY6rsDElRERERP+Eyj0lERERZW47f/58VTdPREREOkrlUHLu3DmcO3cOBQUFqFOnDgDgxo0b0NfXR9OmTcV2Eomk4qokIiKiD57KoaR79+4wNzfHmjVrYGVlBeDlDdWCgoLQtm1bfP311xVeJBEREX34JIIgCKqsULVqVezduxf169dXmn/58mV07tz5g7xXSWZmJiwsLCCXyyGTyTRdDhERabNIC01XUD6RcrVsVpXfUJV7SjIzM/Ho0aMS8x89eoTnz5+rujkizeE/HEREWkXlq2969eqFoKAg/P777/j777/x999/Y8uWLQgODkbv3r3VUSMRERHpAJV7SqKjozFmzBgMHDgQBQUFLzdiYIDg4GDMmTOnwgskIiIi3aByKDE1NcVPP/2EOXPm4NatWwCAmjVrwszMrMKLIyIiIt1R7punPXz4EA8fPoSbmxvMzMyg4nhZIiIiIiUqh5InT57Ax8cHtWvXRteuXfHw4UMAQHBwMC8HJiIionJTOZSEh4fD0NAQKSkpMDU1Fed/9tln2L17d4UWR0RERLpD5TEle/fuxZ49e1CtWjWl+W5ubrh7926FFUZERES6ReWekuzsbKUekmIZGRkwMjKqkKKIiIhI96gcStq2bYu1a9eK0xKJBAqFArNnz0aHDh0qtDgiIiLSHSqfvpk9ezZ8fHxw5swZ5Ofn49tvv8WVK1eQkZGB+Ph4ddRIREREOkDlnpIGDRrgxo0baNOmDXr06IHs7Gz07t0b586dQ82aNdVRIxEREekAlXpKCgoK0KVLF0RHR+OHH35QV01ERESkg1QKJYaGhrh48aK6aiEioorGB0/Sv4jKp28GDRqEn3/+WR21EBERkQ5TeaBrYWEhVq9ejX379sHT07PEM2/mz59fYcURERGR7lA5lFy+fBlNmzYFANy4cUNpmUQiqZiqiIiISOeUOZTcvn0brq6uOHjwoDrrISIiIh1V5jElbm5uePTokTj92WefIS0tTS1FERERke4pc0+JIAhK0zt37kRUVFSFF0REHzBeCUJEb6Hy1TdERERE6lDmUCKRSEoMZOXAViIiIqooZQ4lgiBgyJAh6N27N3r37o3c3FyMGDFCnC5+ldfMmTMhkUgQFhYmzsvNzUVISAisra1RqVIl9OnTp8Q4lpSUFPj5+cHU1BS2trb45ptvUFhYqNTm0KFDaNq0KYyMjFCrVi3ExsaWu04iIiJSjzKPKQkMDFSaHjRoUIUVcfr0aSxfvhweHh5K88PDw7Fjxw5s3rwZFhYWCA0NRe/evcUH/xUVFcHPzw/29vY4fvw4Hj58iICAABgaGmLGjBkAgOTkZPj5+WHEiBFYt24d9u/fj88//xwODg7w9fWtsH0gIiKif6bMoSQmJkYtBWRlZcHf3x8rV67EtGnTxPlyuRw///wz1q9fj44dO4o11KtXDydOnEDLli2xd+9eXL16Ffv27YOdnR0aN26MqVOnYuzYsYiMjIRUKkV0dDRcXV0xb948AEC9evVw7NgxLFiwgKGEiIhIi2h8oGtISAj8/PzQqVMnpfmJiYkoKChQml+3bl1Ur14dCQkJAICEhAQ0bNgQdnZ2YhtfX19kZmbiypUrYpvXt+3r6ytuozR5eXnIzMxUehEREZF6qXxH14q0YcMGnD17FqdPny6xLDU1FVKpFJaWlkrz7ezskJqaKrZ5NZAULy9e9rY2mZmZePHiBUxMTEq8d1RUFCZPnlz+HSMiIiKVaayn5N69exg9ejTWrVsHY2NjTZVRqnHjxkEul4uve/fuabokIiKiD57GQkliYiLS09PRtGlTGBgYwMDAAIcPH8bixYthYGAAOzs75Ofn49mzZ0rrpaWlwd7eHgBgb29f4mqc4ul3tZHJZKX2kgCAkZERZDKZ0ouIiIjUS2OhxMfHB5cuXcL58+fFl5eXF/z9/cX/NjQ0xP79+8V1kpKSkJKSAm9vbwCAt7c3Ll26hPT0dLFNXFwcZDIZ3N3dxTavbqO4TfE2iIiISDuUaUzJtm3byrzBTz/9tEztzM3N0aBBA6V5ZmZmsLa2FucHBwcjIiIClStXhkwmw6hRo+Dt7Y2WLVsCADp37gx3d3cMHjwYs2fPRmpqKsaPH4+QkBAYGRkBAEaMGIGlS5fi22+/xdChQ3HgwAFs2rQJO3bsKPM+ERERkfqVKZT07NmzTBuTSCQoKir6RwW9asGCBdDT00OfPn2Ql5cHX19f/PTTT+JyfX19bN++HV9++SW8vb1hZmaGwMBATJkyRWzj6uqKHTt2IDw8HIsWLUK1atWwatUqXg5MRESkZSTC60/aoxIyMzNhYWEBuVzO8SUfEj4c7v3jMX//eMzfPx5zJar8hmr8PiVEREREQDnvU5KdnY3Dhw8jJSUF+fn5Ssu++uqrCimMiIiIdIvKoeTcuXPo2rUrcnJykJ2djcqVK+Px48fiA/EYSsqJ3X1ERKTjVD59Ex4eju7du+Pp06cwMTHBiRMncPfuXXh6emLu3LnqqJGIiIh0gMqh5Pz58/j666+hp6cHfX195OXlwcnJCbNnz8b333+vjhqJiIhIB6gcSgwNDaGn93I1W1tbpKSkAAAsLCx4O3YiIiIqN5XHlDRp0gSnT5+Gm5sbPvroI0ycOBGPHz/GL7/8UuJmaERERERlpXJPyYwZM+Dg4AAAmD59OqysrPDll1/i0aNHWL58eYUXSERERLpB5Z4SLy8v8b9tbW2xe/fuCi2IiIiIdJPKPSUdO3Ys8eRe4OUd2zp27FghRREREZHuUTmUHDp0qMQN0wAgNzcXR48erZCiiIiISPeU+fTNxYsXxf++evUqUlNTxemioiLs3r0bVatWrdjqiIiISGeUOZQ0btwYEokEEomk1NM0JiYmWLJkSYUWR0RERLqjzKEkOTkZgiCgRo0aOHXqFGxsbMRlUqkUtra20NfXV0uRRERE9OErcyhxdnYGACgUCrUVQ0RERLqrXE8JvnXrFhYuXIhr164BANzd3TF69GjUrFmzQosjIiIi3aHy1Td79uyBu7s7Tp06BQ8PD3h4eODkyZOoX78+4uLi1FEjERER6QCVe0q+++47hIeHY+bMmSXmjx07Fh9//HGFFUdERES6Q+WekmvXriE4OLjE/KFDh+Lq1asVUhQRERHpHpVDiY2NDc6fP19i/vnz52Fra1shRREREZHuKfPpmylTpmDMmDEYNmwYhg8fjtu3b6NVq1YAgPj4eMyaNQsRERFqK5SIiIg+bGUOJZMnT8aIESMwYcIEmJubY968eRg3bhwAwNHREZGRkfjqq6/UVigRERF92MocSgRBAABIJBKEh4cjPDwcz58/BwCYm5urpzoiIiLSGSpdfSORSJSmGUaIiIiooqgUSmrXrl0imLwuIyPjHxVEREREukmlUDJ58mRYWFioqxYiIiLSYSqFkv79+/OyXyIiIlKLMt+n5F2nbYiIiIj+iTKHkuKrb4iIiIjUocynbxQKhTrrICIiIh2n8m3miYiIiNSBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKiIiISCswlBAREZFWYCghIiIircBQQkRERFqBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKiIiISCswlBAREZFWMNB0AUSkO1xy12u6hHK5o+kCiHQEe0qIiIhIKzCUEBERkVZgKCEiIiKtwFBCREREWoGhhIiIiLQCQwkRERFpBYYSIiIi0goMJURERKQVNBpKoqKi0KxZM5ibm8PW1hY9e/ZEUlKSUpvc3FyEhITA2toalSpVQp8+fZCWlqbUJiUlBX5+fjA1NYWtrS2++eYbFBYWKrU5dOgQmjZtCiMjI9SqVQuxsbHq3j0iIiJSgUZDyeHDhxESEoITJ04gLi4OBQUF6Ny5M7Kzs8U24eHh+PPPP7F582YcPnwYDx48QO/evcXlRUVF8PPzQ35+Po4fP441a9YgNjYWEydOFNskJyfDz88PHTp0wPnz5xEWFobPP/8ce/bsea/7S0RERG+m0dvM7969W2k6NjYWtra2SExMRLt27SCXy/Hzzz9j/fr16NixIwAgJiYG9erVw4kTJ9CyZUvs3bsXV69exb59+2BnZ4fGjRtj6tSpGDt2LCIjIyGVShEdHQ1XV1fMmzcPAFCvXj0cO3YMCxYsgK+v73vfbyIiIipJq8aUyOVyAEDlypUBAImJiSgoKECnTp3ENnXr1kX16tWRkJAAAEhISEDDhg1hZ2cntvH19UVmZiauXLkitnl1G8VtirdBREREmqc1D+RTKBQICwtD69at0aBBAwBAamoqpFIpLC0tldra2dkhNTVVbPNqICleXrzsbW0yMzPx4sULmJiYKC3Ly8tDXl6eOJ2ZmVkBe0hERERvozU9JSEhIbh8+TI2bNig6VIQFRUFCwsL8eXk5KTpkoiIiD54WhFKQkNDsX37dhw8eBDVqlUT59vb2yM/Px/Pnj1Tap+WlgZ7e3uxzetX4xRPv6uNTCYr0UsCAOPGjYNcLhdf9+7d++c7SURERG+l0VAiCAJCQ0Pxxx9/4MCBA3B1dVVa7unpCUNDQ+zfv1+cl5SUhJSUFHh7ewMAvL29cenSJaSnp4tt4uLiIJPJ4O7uLrZ5dRvFbYq38TojIyPIZDKlFxEREamXRseUhISEYP369fjf//4Hc3NzcQyIhYUFTExMYGFhgeDgYERERKBy5cqQyWQYNWoUvL290bJlSwBA586d4e7ujsGDB2P27NlITU3F+PHjERISAiMjIwDAiBEjsHTpUnz77bcYOnQoDhw4gE2bNmHHjh0a23ciIiJSptGekmXLlkEul6N9+/ZwcHAQXxs3bhTbLFiwAN26dUOfPn3Qrl072Nvb4/fffxeX6+vrY/v27dDX14e3tzcGDRqEgIAATJkyRWzj6uqKHTt2IC4uDo0aNcK8efOwatUqXg5MRESkRTTaUyIIwjvbGBsb48cff8SPP/74xjbOzs7YuXPnW7fTvn17nDt3TuUaiYiI6P3QioGuRERERAwlREREpBUYSoiIiEgrMJQQERGRVtCa28wTvW8uues1XUK53NF0AUREasKeEiIiItIKDCVERESkFRhKiIiISCswlBAREZFWYCghIiIircBQQkRERFqBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKiIiISCswlBAREZFW4AP5tAQfDkdERLqOPSVERESkFdhTQkREVIHY811+7CkhIiIircBQQkRERFqBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKiIiISCswlBAREZFWYCghIiIircBQQkRERFqBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKiIiISCswlBAREZFWYCghIiIircBQQkRERFqBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKiIiISCswlBAREZFWMNB0AUREpD4uues1XUK53NF0AaQR7CkhIiIircBQQkRERFqBoYSIiIi0AkMJERERaQWGEiIiItIKDCVERESkFRhKiIiISCswlBAREZFWYCghIiIircBQQkRERFpBp0LJjz/+CBcXFxgbG6NFixY4deqUpksiIiKi/09nQsnGjRsRERGBSZMm4ezZs2jUqBF8fX2Rnp6u6dKIiIgIOhRK5s+fj2HDhiEoKAju7u6Ijo6GqakpVq9erenSiIiICDrylOD8/HwkJiZi3Lhx4jw9PT106tQJCQkJJdrn5eUhLy9PnJbL5QCAzMxMtdWoyMtR27bVSZ3HRN14zN8/HvP3j8f8/eMxL327giC8s61OhJLHjx+jqKgIdnZ2SvPt7Oxw/fr1Eu2joqIwefLkEvOdnJzUVuO/lcVCTVege3jM3z8e8/ePx/z9U/cxf/78OSwsLN7aRidCiarGjRuHiIgIcVqhEJdX3QAAIABJREFUUCAjIwPW1taQSCQarEx1mZmZcHJywr179yCTyTRdjk7gMX//eMzfPx7z9+/feswFQcDz58/h6Oj4zrY6EUqqVKkCfX19pKWlKc1PS0uDvb19ifZGRkYwMjJSmmdpaanWGtVNJpP9q77EHwIe8/ePx/z94zF///6Nx/xdPSTFdGKgq1QqhaenJ/bv3y/OUygU2L9/P7y9vTVYGRERERXTiZ4SAIiIiEBgYCC8vLzQvHlzLFy4ENnZ2QgKCtJ0aURERIT/196dB9SU938Af98WLUopebKVVFLZRRpryR4pRPZ9X2JQM/Qoawz5kccgqcGMtZBMym5KolJIjyyVPCgiS5vuvZ/fH557uGIeZui2fF5/dc/9nu/5nttZPue7HUDZx8fHR9GFKA/NmzeHrq4uVq5ciXXr1gEAfv31V1hYWCi4ZN+esrIyunfvDhWVahODKhz/5uWPf/Pyx795+avqv7mIPmeMDmOMMcbYN1Yt+pQwxhhjrOLjoIQxxhhjFQIHJYwxxhirEDgoYZ819S9jjDH2rXFQUs2Vlpbi8ePHii4GY6wKuXDhAvbv3w+xWKzoorBKhoOSauw///kPBgwYgMDAQEUXpVqSSqWKLgJj38S6devg5+eHa9euKboorJLhoKQaSk1NBQDUq1cPGzduxD//+U8Fl6h6UlJ6e/plZ2cD4CClOpBIJFW6uVQikQAANm7ciJcvX+LYsWN49eqVgkvF/irZ/7M8cVBSzcTHx6NFixY4ePAglJSUYGFhgefPn2PFihWKLlqVR0RlTvI1a9agU6dOAN4FKazqkf3vlZWVIRKJcPPmTUUX6asjIigrK0MikcDExAQjRozAwYMHER8fr+iisS8ke0BSVlYGABw+fBj79+/Ho0ePvvm2+SpYzTRo0ACjR4+WC0KOHTuGgIAAbNmyRYElq/pEIhGUlZWRn58vLLO0tISRkRESEhIUWDL2LYnFYuF/f//+fQwdOhTNmzdHRESEoov2VcgCLtkb1GU3Mm9vbxARDh06xP3WKhnZA9LTp09hY2ODOXPmYN68eRg2bBhOnToF4NvV7HJQUk3Iqo0bNmyICRMm4OXLl1i1ahUAwMHBAW5ubggKCsLTp08VXNKq5cMTd+/evdDT00NwcDAAoHHjxhCLxcjKylJE8Vg5kE0HPnfuXJiYmCA/Px8NGjSoEjVjRCQEXI8ePcJvv/2GGzduICcnBzVq1MD8+fNx4sQJnDt3TtFFZV+goKAA3t7e2L59O3r16oWsrCzs3bsXDRo0wI8//gipVPrNjt/Kf1awzyKrNr527Rpu3ryJzp07Y9OmTXjx4gUaNmyIvn37QlVVFX5+foouapUiO3FlwUlpaSkAIDAwELt370bLli1Rs2ZNnDlzBoBi2nDZ1/VhIHrr1i1oa2sjJiYGsbGxOHjwICQSCYyMjBRUwq9HVjuyaNEiNGvWDAEBARg8eDCGDx8OAJg4cSJMTU2xd+9epKenK7Ko7BM+ds25evUqIiMjsWbNGtja2kJJSQndunXD2LFj8fr1a6xcuRLAt6kt4aCkmigtLcXUqVNhZ2eH5ORk3LlzB7m5ufDy8gIAdO3aFX369MHx48dx9epVBZe28nq/EyMRIScnB0OHDkV0dDQAwNXVFd27d4ehoSEuXLiAgIAALFiwAKGhoUKfA1Z5SSSSMk+QFhYWOHDgABITE9GxY0ecOXMGKioqaN68uYJK+XUdOnQIZ8+exeHDhxEXF4dTp07h/PnzmDp1KgBg2bJlSEhIQFRUlBCUM8UjIkilUuGak5WVhTdv3gAA7OzsMGbMGJSUlEBNTU1Yx87ODq6urggKCsKDBw+gpKT01TtuV5u3BFcnsirV9yUlJWHDhg3Ys2cP5syZA2dnZ0ilUgQHB6N3795o3Lgx1NXVcfXqVVy9ehWDBw9WUOkrrw9vSCKRCFpaWti8eTOSkpKgoaGB1q1bIzk5GRYWFrC3t4enpyc0NDRQUlKCunXrVou3VldFUqkUIpEISkpKePbsGdasWYOcnBwoKyvDwMAA5ubmwnl59uxZ5OTkYOTIkSCiStGMI7uBfays06ZNQ//+/TF27FjExMRg6tSpkEqlmDJlCqytrWFsbIy0tDRcuHABVlZWaNSokQL2gH1IJBJBJBIhMTERQ4cOxa5duxAYGAiJRAIbGxsYGxsjNTUVFy5cwJgxYwAA6urqqFWrFuLj43Hp0iUMGTKkzL3m76r4ZwP7YrKD5NatW8Ky7OxsZGdno23btgAAAwMDTJ48GR06dMDChQsBAB07doSzszPOnj2Lffv2lX/BKznZE8e//vUv7Nu3D9evXwcA7Ny5E1ZWVpg1axaysrKgrKyMV69eoW/fvlixYgX27t2LpKQk3Lt3r0oPF63KZDfrmJgYmJiYIDw8HEuWLEG/fv3w+vVrAO9q0ZKSkqCrqwsVFRWh47NsWHhF/P+/32/k9evXyM/PF6r8iQhmZmYgIowbNw79+/eHnZ0drl27Bnd3dxQXFwMAfHx8kJCQgDNnznBtSQUSHR2NwYMHw87ODjt37oSHhwf8/Pzg6+uL+vXrY+TIkXj8+DG2bt0qrNOqVSv0798fycnJ36YDM7FKTyqVllkWHh5OIpGIbt++TUREe/fupXbt2tGFCxfk0i1fvpxEIhGFh4cTEdGNGzdowYIFdOXKlW9f8EpOIpGQRCIhorf/g6ysLGrdujUZGxuTlZUV/eMf/6CsrCwiInr58iU5OTmRo6MjeXt7U/369YV8AgICSE1NjXx9fT/6v2QV39WrV6lPnz7k7+9Pu3btIiKipKQkatmyJQ0ZMkRIJ5FIqEWLFhQYGEhERP7+/iQSiWjy5MkKKfef+fBY/PHHH8nAwIBsbGxo8ODBlJeXR0RE48aNI1VVVXJwcKB79+4J6XNycmj27NnCstOnT1NpaWn57QD7n7y8vGjs2LHC58DAQBKJRPTjjz+SRCKhR48e0bRp06hDhw709OlTId2TJ0/ozZs336RMHJRUUS9evCAbGxtyc3MjIqLbt2+TlZUV+fr60qtXr4R0q1evJpFIRLVq1VJUUSul9y/YDx8+pNevX9PFixfpn//8J4nFYkpLS6POnTtTjx49qKioiIiI3rx5Q7169SJXV1dSU1OjgwcPEhHR69evKSMjQxG7wf4CsVhcZllCQgJpa2tT7dq16dq1a8Ly6OhoUlJSopMnTxIRUX5+PrVu3ZomT55MrVq1on/84x906NChciv7X5GYmEjnzp0jW1tbOnjwIG3dupVMTEyoV69elJGRQZcvX6Z69erR8uXLhXVKSkrI19eX7O3t6fLly3L5yQJ59u29/+BERBQbGyv3YNqhQwc6evQoxcXFCQ9TYWFhcnmcPHmSLCwsaObMmWXy/9i58HdxUFJJffgUExgYSNu3b5f7LjIykkQikXBB9Pb2ptatW5Ofnx8VFhbSo0ePaOzYsbR27VpavXo1vXnzhp/U/4f3f5/i4mIaO3Ys6ejoUNeuXcnIyIh2794tfH/16lVSUVGhX3/9VW7Z5MmTSSQS0bJly77JSc2+jfcv7kVFRXT9+nXKzc0lorcX59WrV5OGhgY9fPiQiN4eKxKJhIYNG0atWrUiordPmCKRiEQiEfn4+Mjlr+hjQSqVlinD5cuXSSQSkZmZmVADRER07do1atmyJf34449E9PaJu1mzZtSyZUvy8PAgCwsLMjMzo9OnT5frPrB33r9WZWRkUFJSEunr69PYsWOFGtwpU6aQsrIyGRgY0Nq1a+n169dERFRQUEBHjhyh3NxcKigooI0bN9L58+fLpdwclFQyH7twlJaW0qxZs0hNTU2uFkQsFtOQIUOEC2JhYSH5+vqStrY2tW3blrS1talv3770+PHjct2HqiAhIYFWr15Nw4cPp8OHD5OnpyeJRCLasmWL3M1rxowZZGpqSk+ePBGWPXnyhDZs2ECFhYWKKDr7m9auXUsGBgZkZ2dHDRo0oKCgICouLqanT5+SiYkJTZ06lYje3RTS0tJIW1ub1qxZQ0Rvm1ZfvHgh5FcRmjQ+DLgePXokVM/PnDmTlJSUhBoPWdpFixZRy5Yt6cmTJ1RUVESXL1+mRYsW0ZQpU+j//u//yn8nWBlisVi4N8yYMYMMDAyoTp06tHfvXiIiCg0NJRMTE/L395dbLyoqinr37k0JCQnlXmYOSiqR9y8cGRkZtHPnTkpMTCSxWExPnjwhMzMzmj59ulzaxMREqlGjBu3YsUNYNykpiUJCQujo0aPluwOVyPtPwB8GgQcOHCBlZWWysrKic+fOCcsHDRpENjY2dP/+fbl86tatS56enuVTcPZN+fv7k5WVFe3bt48KCwtpw4YNZG5uTitXriQiopCQEFJSUqLr16/Lrefh4UEuLi5y53BpaWmFq5lcuXIlNWjQgGxsbOi7776j5ORkunz5MhkYGNCqVauI6F0Qde/ePRKJRHTr1i25PN7fp4oQcFVnkZGRVL9+fbp48SIVFRVRZmYmtWrVihwcHCgrK4uePn1K06ZNI21tbVq3bh2Fh4fTvHnzqHbt2uTl5UUlJSVCXuV1rHJQUsmIxWKaPXs26erqUsuWLal+/frk4uJCRUVF9Msvv5CSkhLdvHlTSJ+ZmUmGhoZkbm4u3GjZn1u+fDkNGjRIrtPegwcPKD4+XripDBkyhHR0dOjSpUtCmocPH5KysjL5+/vLncwrV66k5s2bC1WjrGJ7PxB9/0IslUqpZ8+eFBAQQERv/9+9evWiunXrUnBwMBERPXv2jBwcHKhnz55yeb5/PFREEomEFi1aRObm5rR3714KCwuj7777jmxtbWnv3r20bt060tbWpszMTGGdsLAwatKkCaWnp5e5YVW0YKsq+1jtuczChQvJ1taWXr9+LaSJi4sjHR0d8vf3J4lEQiUlJTRv3jyytbWl9u3bU+fOneWua+WNg5JK5NWrV7Ro0SLq3LmzUK2WnZ1NIpGINm3aRPfv3ydHR0dycHAQLgpxcXHk5uZGWlpacn0b2KclJCRQ27ZtacuWLURENHfuXNLQ0CAjIyPq0qULnThxgu7evUt16tShDRs2UHFxsbCul5cXGRkZyXV25At0xffzzz/T1q1byyx//2J/7949ateuHd24cYPmz59PWlpaNHLkSLkbNRHR2bNnSSQS0ZEjR/40v4qkqKiI2rZtS6tXrxaWPXnyhFxcXMjNzY0uXbpErVu3platWtHKlSspPDycLCwsyNnZWe74Z+Xr/eMpNzeXsrOz5ZqFfXx8yNTUVPgsq7lycXGhZs2aUWxsrFx+2dnZwt8fdpItLxyUVCIFBQUUFBQk1IScPn2aOnbsSKqqqtSgQQO6fPkyJSYmkqamJvXs2ZO8vLzIwsKCfv75Z8rPz1dw6SuXGTNm0NChQ2nNmjU0YMAAiouLo+joaJowYYLwxPj9999Thw4dKD4+Xm5d2RBPvlhXDk+fPqU+ffpQjx49hP5VGzZsIBsbG3J1daWdO3cKaa2trUkkEpGDg4Ncx7/s7GwKDAykx48fk1gspqCgIGHIbGWQlpZG9evXp+joaCJ61/y7c+dOatmyJUVFRdFvv/1GIpGIhg8fTqNGjaKFCxcqssjsv6RSKc2ZM4cMDQ2pTZs21KVLF+EekZycTBoaGnTgwAEiIqGf0IwZM0hTU5OWLFny0XuDIoNnDkoqGdmFbvny5WRkZEReXl706tUratiwIU2aNImI3rYjjh8/ntq3b0/btm1TZHErrZycHGrXrh01adKE1q9fLyx//PgxDRgwgOzt7amgoICMjY1p8eLFch0XT5w4QYmJiYooNvtCslqssLAw6tSpE3l7e1NQUBCZm5vT2rVracCAAXLn1p49e0hZWVmuA6BUKqVly5aRu7u7MKrhw/wrAxMTE5o/fz4RvXuiLi0tJXV1dTp16hQVFRWRg4MD9erVS269ilr7UxV9WHNx+/Zt6tKlC3Xu3JlOnDhBN2/epG7dupGLiwulpqaSRCKhadOmkb6+PmVlZdGbN2+osLCQpk6dSu7u7mRqalqmT5CicVBSCWVlZVH79u0pKCiIiN5eFDp37ky1a9eu8HMeVCZbt24lJSUloRmH6O1F4dSpU6Sjo0NpaWm0adMmMjEx+WhVPav4ZEFDaWkpzZw5kxwcHMjOzo6OHTtGRG+fLMPCwkhJSYmio6NJLBZT9+7dycLCgiZOnEjBwcFka2tLRkZGlf4Y2LZtG2loaMh10r18+TKZmJjQxYsXieht7WyNGjUoIiKCiLgjq6LIRvOlpqaSl5eX8LCanp5OZmZmpK+vT4sXLyaxWEwvXrwQRor16NGD6tWrR0OHDqX8/HxSVlaucAMeeJr5SighIUF40y8AZGZmwsLCAnp6ekhOTv4mb26sjsaPHw8bGxvExsYiNzcXwNvpxOvVqwc9PT1kZWVh1qxZ0NLSqpDTg7P/TSQSQSqVQkVFBSNGjEBRURHS0tLg6OgIAFBVVYWLiwtcXV3h7e0NZWVlHD16FKNHj8bjx4+xe/du2NnZISMjA87Ozgrem79nwoQJ6NSpE9zc3LBo0SIcP34c06dPh7m5OaytrQEA3333HYYPHy68BVhFRUWRRa4WPnyL77Zt2zB9+nTk5eWhUaNG8PDwQM2aNTF9+nR07NgRw4YNg7OzM0JDQ3HmzBnUqlULERER8Pf3h7W1NZYtW4YDBw7gwYMH0NPTk3vhXoWg6KiIfbni4mLS09OjHj16kLe3N5mampKvr68wcyj7eqKioqh169a0YcMGYVlCQgIZGhpSXFwcERHPN1KF+Pn5kb6+Pu3Zs4eI3jVNhIaGUsOGDenOnTty6QsKCoS/q0KtwYsXL8jT05O+++47srCwoFmzZpVJc+PGDbkOsax8yPqo7dy5kwwNDeWOvaCgIOrQoYNQoyXrSzJ58mR69OhRmbxycnJo6NCh1LVr1wrX35CDkkrq1KlTNHLkSGrTpk2ZiW/Y1yOVSsnV1ZW0tbVp8uTJtGHDBmrQoAH179+fnj17pujisa9E1lZ/7949GjBgADk5OckN4fbz86MWLVrQy5cvhWWyph+JRFKp+o58jlevXtHz58+Fz2KxuMrtY0X1Yb+RhIQEateundxcU3p6esLs0QUFBTRy5EgaOHCg0JF1/fr1ZGxsTM2bN6dTp04J6yUmJtLChQtJV1eXHB0dy/SBqghERFzvXFmJxWLh7Z3s28nIyICdnR0sLCzQtm1bmJmZYebMmYouFvsMYrH4i5sYgoKC4OPjg65du2LixInQ0dHBlClT0KJFCwQFBVWL843++2ZgqVQqvOKeKUZoaCiGDh0Ka2trzJ49G1OmTMG0adPw8uVL/PbbbwDeNjVnZGRgwoQJ0NfXh7+/Pzw8PGBiYoLmzZsLeeXl5SE6OhqGhoawt7dX1C79KWUfHx8fRReC/TVKSkrCK9PZt1O7dm1kZ2fDxcUF8+fPh62traKLxD6T7PzYsmUL0tLS0KpVq0+mld2Izc3NkZ6ejiNHjuD27duIjo6GiYkJduzYAVVV1fIqukLJghAOSMqHRCIRjlWxWIzVq1dDIpHAxMQEr169wt27dzFw4EAsXboU3bp1Q05ODnJyctCqVSvo6+ujWbNmOH/+PA4ePIj9+/dj1KhRmDhxIurWrQvg3bGtqamJFi1awMTERJG7+6e4lxJjn2HDhg0cAFZCERERmDlzJrS1tTFw4EDk5+dDV1f3o2lFIhGICNra2nB2dkZKSgqGDx8ONzc31K5dGwAglUr5OGBfjUQigbKyslD79vLlSxQXFyMhIQEBAQG4fPkybG1t8ezZM7Ro0QJ+fn7YsmULdHR0EBsbK3Swb9asGUJDQ5Geng5TU1NoaGgAeBeMVKbAkptvGGNVUmpqKkaMGIGhQ4diyZIlKCwshKam5mevn5aWBktLSwBvL+5ExAEJ+yaOHDkCf39/2NnZwc/PDyKRCF26dIGGhgbWrVuHGzduICgoCKdPn8amTZtw4cIFhIWFYfXq1fD09CwTLMtqXipTMCLDZxhjrFITi8UfXR4TE4O8vDwsWbIEpaWlyM7ORkZGBtLT04U0H3smKy0tBQAhIJH1q+CAhH0N7x9z+fn5GDJkCCZMmIDevXuje/fuePr0KQBgz549qF27NmbOnInXr1/DxMQEN27cwPTp0zFo0CAAQEpKCsRicZljU1lZuVIGJAA33zDGKjlZR9ZDhw4BAMzMzNC6dWt89913ePjwIcaNG4esrCzUrFkTly5dgrq6OlatWoXRo0fLXbhlT5eyfiN37txBkyZNOBhhf5ms+eR9738+f/48MjIycOPGDdSvX18unbGxMTw9PbF+/XrMnj0btra2yMvLg6qqKkaNGgVDQ0NhPp2qhM82xlilEBMTg9u3b5dZHhcXh6ZNm8Lb2xtr166Fk5MTNm7ciBYtWuDAgQMoKChA//79MWrUKKSmpqJ58+bYv3+/UCNCRELbvkgkwsmTJ1G/fn34+vqiuLi4vHeTVRHXrl2Dubk57ty5AwDCpJZ79uzBnDlzAAC5ubnIzs5GzZo18ccff+CXX37B0qVLsWbNGgBA27ZtsXXrVtjY2CAmJgZRUVFC/rKA5MPJ1Sq98h+FzBhjX87S0pIcHBzk3rVSWlpKgwYNotmzZwvL1q5dSyKRiM6dO/fRfGbOnEkTJ04kIvl302RkZFCfPn1IX1+ffH195eYpYexzyeayKS4upnr16tHUqVPlvu/YsSMdPHiQiIjOnTtHjo6OpK6uTs2bN6dBgwaRvb09aWlp0fLly4V1rl27RtOmTaOUlJTy2xEF4aCEMVYp/PHHH6Smpia8l4aI6OzZs2RoaEhEbyedmjt3Lunq6tLo0aMpNzdXSHflyhWKj48nNzc3MjQ0pBMnTgjfSaVS8vDwIG1tbRo1ahRlZmaW306xKmXBggXUp08f4d00oaGhpKKiQrGxsUREFBcXR40bN5abtOzJkycUERFBd+7coYyMDCIimjBhAnXq1Omj26jqk9hx8w1jrMKSSqVCtXfnzp0xfPhwLF68GM+fPwcA6Ovrw9TUFH5+fjA2NkZ8fDyOHDmCXbt2wcDAAGKxGI8fP8a+ffswbNgwlJSUICEhAb179xa2MXLkSERGRuL48ePYvXs3jI2NFbKvrPKi/3Ze7d27N6KiovDHH39AKpXC1dUV3bt3h5eXFwDg5MmTMDU1hZGRkbBenTp10L9/f5iamqJx48bIysrCnTt3MHLkyDLbkXW6rsp4SDBjrML7448/cPDgQTRo0AA//PADtm3bhsmTJyM+Ph7Tp09HZmYmfvrpJ0ycOFFYJzg4GM+ePcP333+PmzdvQiQSCSNqJBIJiAgqKip49eoVatasyR1a2d8iG5br7OyM//znPwgLC4ORkRGSk5NhY2ODI0eOICQkBI6Ojpg2bZrcutnZ2bhw4QIuXryI3377DQ4ODggKCvrknDpVGZ+FjLEKbe3atejVqxc0NDTw/PlzGBkZYenSpXjw4AFsbW1hY2ODpk2bwtTUVFgnNjYWu3fvxqNHj1BSUgIrKytYWlqCiCCVSqGsrCyM2tHW1uaAhP0l9N/5a4B3HVm3bt2K5ORkhIaG4s2bN2jdujWmTJmCgQMHIjY2FosXL8bSpUtx6tQpPH78GMDbYegZGRl4+PAhwsLCEBoaCl1d3Wr59nGuKWGMVQgfTgBFRCgsLISTkxO6du0KX19fAMCtW7fg6OiIfv36Ydu2bbh+/TpWrVqFo0ePomfPnhCJRIiKisKMGTPw008/ccDBvon336v04bHr6emJ3bt3IyoqCi1atEBubi5sbGzQvn17ODo64uTJk/j3v/+N3NxcmJmZwdvbG506dRJqRt4PnqsbDkoYYwole8KUXdRlw3MBoLi4GHp6eti3bx8GDhwozPsQHByMqVOnIiYmBh06dIBYLEZISAjy8vKQk5ODGTNmwMzMTMifAxP2raxcuRIPHjyAkZERRo0ahUaNGgEA6tSpA3d3d6xatQra2trYuHEjfHx8cO3aNTRq1Aj5+flISUlBUlISZs+eLQQ47x//1REHJYyxCiEpKQn+/v6oVasWOnbsiB49eqB+/fro3r07LCwssH37diFtZmYmbGxs0LdvX/z888/Q0tIqk19lnmqbVTyyW6XseEpNTYWrqytUVFTg6OiIPXv2wNraGvPmzYOLiwuCg4Mxffp0REZGwt7eHlKpFG3atEGjRo0QHh5eJlCmj0y0Vh3x4wNjTKGICCtXrkSXLl2gqakJiUSCXbt2Yfr06RCJROjZsydu3LiBs2fPCuvk5ORATU0Nv/76K6Kjo8vkKav65os8+1pkL7bLzc0FAISGhsLY2BiXL1/Gxo0bERMTI/R3kkqlGD9+PCwtLeHv748nT55ASUkJS5cuRWZmJl68eCGXNwck73BQwhgrNx+bffLBgweIiIjA4cOHsX37dmzbtg2NGjVCREQErly5AhcXF9SrVw8zZszAmTNncOvWLYSEhMDLywuHDh1Cv379yuTJzTXsW4iIiICLiwvS0tJw7do16OjooGbNmgDevitp0qRJkEgkWL9+PQAgMDAQx48fx9GjRyGRSODq6oobN24Ib52W4YDkHT5zGWPf3Icd99LT01FYWAgAyMrKgkgkgr29PY4dO4amTZviypUrCA0NRfv27WFtbY01a9bAyMgIkyZNQocOHZCUlAQnJye4urpCXV29Wo5SYN/Oh8eTrN+TqqoqUlNTYWBgAIlEAm1tbblaDxsbG5iZmeH58+cQi8WwsbHBoEGDkJOTI9dP5FMvkWQclDDGyoHsLbu3bt1Cjx49MHjwYJw/fx4A8PDhQ+Tm5qJXr14YP348Jk6ciMuXL8PFxQX5+flITEyEmZkZwsPDcfr0aZw8eRLx8fEwMTGRy5+xr0V2PMneKC373LlzZ9SqVQspKSlwd3fH77//jqtXrwrraWlp4e7duyhof+EbAAAOV0lEQVQpKRE6roaGhmLx4sVy+cu+Y2VxUMIY+yY+bKo5ceIE7O3tYW5ujsDAQFhYWAAA3NzcIBaLkZOTgytXrsDT0xOampoQi8XYv38/fv/9dxQWFkJNTQ0mJibo0KHDR/Nn7GuKjIyElZUVAgIC8Pr1awDAixcvYGlpievXr8PNzQ1GRkZYs2YNDh06hKKiIhw7dgxEhD59+pTJT1bbwv4cByWMsa9KVvUtq66Wvdn3wIED6NatGwICAtCxY0c0adJESLtw4UJkZWXh3LlzSE9Px8OHD/HDDz9gzZo1aNy4MTQ0NMpspzoPm2TfXs+ePREQEIBNmzZh8eLFEIvFqF+/PpSUlBAXFwcA+Ne//gUDAwOMGjUK3bp1g5ubG4YNG4aePXsK+chqWbif0+fhIcGMsa/m/VEEaWlpGDx4MFq1aoWQkBCYmZnBw8MD33//vTAXw/tziMyZMwfHjx+HmpoaiouLoaWlhR07dgg1I4wpwi+//IL169fDxMQEu3btQkREBJYtW4aUlBSoq6ujpKQEV69exf379+Hg4IA6deoA4BE1fxUHJYyxryovLw8nT55EbGwstLW14enpidLSUgwfPhwmJiYIDAwE8O6iXVRUBDU1NRARHjx4gPv370MsFsPe3l5IB3C/EaY46enp6NevH9q3bw89PT08fPgQK1asgLW1dZm0PD/O38P1SYyxv+xj/Tp27tyJWbNmITIyEmPGjIGOjg7q1KkDa2trZGRkIDIyEsC7YCMsLAwxMTFQVlaGsbExunTpIgQkEolEmB+CMUWQSqVo2rQpQkJCoKenh59//hlHjx5FjRo1yqQlIp4f52/iLsCMsS8mexGZrF/Hs2fPoKenBwCYOXMmYmJicOnSJbl29GnTpmHhwoXw9PREYWEhjI2NERUVhc2bN2P16tXo2rVrme1wvxGmaLJjuHPnzujYsSOKioqgpaUFc3PzMmk5GPn7uPmGMfaXXbx4Ed7e3hCLxWjYsCEmT56M7t274+jRo/D09MS4cePg5eUlpE9OTsb69etx/vx5qKqqQk1NDZs3b4aDg4MC94Kx/03W/4n7inxbHJQwxv6SHTt2wNPTE5MnT0bLli2RkJCAwMBAnDt3Du3atcOYMWOQk5ODZcuWwdbWVm7dJ0+e4MGDB2jTpg0A7jfCKhdZTSGPqPn6+BdljP2pj/UbKSkpEUYh+Pn5YcSIEWjYsCEKCgqEyaRmzZqFvLw8HD16FG/evAHwbq4GAwMDISDhfiOsspFNBsi+Pv5VGWN/StavIzU1FTk5OcLyq1evokePHoiKikKjRo2wa9cuhIeHY9KkSQCADh06oGfPnjh27BiOHTsG4ONzNXC/EcaYDHd0ZYzJ+bBqOjMzEyNHjsStW7dQt25deHh4wMnJCdbW1ujRowfEYjG8vLwwbdo0aGhoIC8vD3FxcXBycsKUKVOQnZ0NS0tLBe8VY6wy4JoSxphAKpUKVdOyppaIiAi0bdsWkZGR6N+/P+bPn4/U1FQ0atQIOjo6CAkJwbx586Curg4Awoiap0+fwsTEBHv27IGVlZUid4sxVklwTQljTBhZIKsd8fPzQ1JSEpo0aYLc3FwsXLgQlpaWaN++Pa5cuYLNmzfDzc0NaWlp8PPzA/C2n8iuXbtw6NAhfP/993KvZ39/5lbGGPsUHn3DGBM8fPgQGzduxNGjR9GpUyccOHAAOjo6iIqKEmavvHv3LszNzbFz504YGRnhp59+wt27d6GkpITatWtjy5YtQidWxhj7ElxTwhgDACxfvhxxcXHQ0NBAdHQ0jIyM4O7ujuHDhyMmJgYWFhZQUVGBqakpZsyYgdWrVyMyMhLHjh1DYWEhHjx4IDTTyJqBeEQNY+xLcE0JYwzA29E0vXr1QtOmTREbGyssHz58OB4/fowNGzYINSBSqRQqKirw9PTEsmXLoKqqKqSXvWyPMca+FDfyMsYAAG3atIG7uzuKi4uRlJQkLF+xYgXu3buH48ePo6CgAMDbob1nzpzBwoUL5QISgIf4Msb+Og5KGGMCb29vAEB4eLgw+sbMzAxjxozBzp07ceHCBSFt9+7doaenJ6RjjLG/i4MSxpjAwMAAY8eOxdmzZ3H69Glh+eLFi9GoUSMYGBiUWYdH1TDGvhbuU8IYk1NSUoKePXuiRYsWWL58ufD2X8YY+9b4EYcxJkdNTQ2LFi3C6dOnkZqaKvfdx96DwxhjXwvXlDDGyiAipKWl8UysjLFyxUEJY4wxxioEbr5hjDHGWIXAQQljjDHGKgQOShhjjDFWIXBQwhhjjLEKgYMSxhhjjFUIHJQwxhhjrELgoIQxplDdu3eHh4eHootRbkJCQqCrq6voYjBWIXFQwlg1NW7cOIhEIohEItSoUQNmZmZYtmwZxGKxoov21cj2TyQSQUVFBUZGRpg/fz5KSkoUXTTG2EeoKLoAjDHF6dOnD4KDg1FSUoLff/8dM2fOhKqqKn744QdFF+2zEREkEglUVD5+OQsODkafPn1QWlqKlJQUjB8/HjVr1sTy5cs/mv7NmzeoUaPGtywyY+wTuKaEsWpMTU0NhoaGMDY2xvTp0+Ho6Ijw8HAAwPPnzzFmzBjUrl0bmpqa6Nu3L27fvi2sK2uGOHLkCMzNzaGuro7evXsjOztbSDNu3DgMGjRIbpseHh7o3r37J8u0e/du2NjYQFtbG4aGhhgxYgRyc3OF78+dOweRSITIyEi0a9cOampqiImJ+WR+urq6MDQ0RKNGjeDk5ARnZ2ckJSUJ3/v4+KB169bYsWMHTExMoK6uDgA4ceIEOnfuDF1dXejr68PJyQl3794V1svMzIRIJEJYWBjs7e2hqamJVq1aIS4uTm77ISEhMDIygqamJlxcXJCXlyf3fUpKCuzt7aGtrY1atWqhXbt2SEhI+OT+MFaVcVDCGBNoaGjgzZs3AN4GFAkJCQgPD0dcXByICP369UNpaamQvrCwECtXrsSuXbsQGxuL/Px8DB8+/G+VobS0FMuXL0dKSgqOHDmCzMxMjBs3rkw6Ly8v+Pn5IS0tDS1btvysvNPT03HmzBnY2trKLb9z5w5CQ0MRFhaG5ORkAEBBQQHmz5+PhIQEnD59GkpKSnBxcYFUKpVbd/HixViwYAGSk5PRtGlTuLu7C01g8fHxmDhxImbNmoXk5GTY29tjxYoVcuuPHDkSDRs2xJUrV5CYmAgvLy+oqqp+7s/FWNVCjLFqaezYseTs7ExERFKplE6ePElqamq0YMECSk9PJwAUGxsrpH/69ClpaGjQgQMHiIgoODiYANClS5eENGlpaQSA4uPjy2xDZu7cudStWzfhc7du3Wju3LmfLOeVK1cIAL169YqIiM6ePUsA6MiRI/9zHwGQuro61axZk9TU1AgAOTk50Zs3b4Q0S5cuJVVVVcrNzf3TvJ48eUIA6Pr160RElJGRQQBox44dQprU1FQCQGlpaURE5O7uTv369ZPLZ9iwYaSjoyN81tbWppCQkP+5L4xVB1xTwlg1FhERAS0tLairq6Nv374YNmwYfHx8kJaWBhUVFbkaBX19fVhYWCAtLU1YpqKigvbt2wufmzVrBl1dXbk0XyoxMREDBgyAkZERtLW10a1bNwDA/fv35dLZ2Nh8Vn4bNmxAcnIyUlJSEBERgfT0dIwePVoujbGxMQwMDOSW3b59G+7u7mjSpAlq1aqFxo0bf7Qc79fS1KtXDwCE5qa0tLQytTJ2dnZyn+fPn49JkybB0dERfn5+ck1EjFU3HJQwVo3Z29sjOTkZt2/fRlFREX755RfUrFnzq+WvpKQE+uBF5O83/3yooKAAvXv3Rq1atfDrr7/iypUrOHz4MAAIzUoyn1tOQ0NDmJmZwcLCAv3794evry/279+PO3fu/GleAwYMwLNnzxAYGIj4+HjEx8d/tBzvN7WIRCIAKNPE82d8fHyQmpqK/v3748yZM7CyshL2mbHqhoMSxqqxmjVrwszMDEZGRnKjVywtLSEWi4UbMQDk5eXh1q1bsLKyEpaJxWK5Tpm3bt1Cfn4+LC0tAQAGBgZ49OiR3DZlfTY+5t///jfy8vLg5+eHLl26oFmzZnKdXL8GZWVlAEBRUdEn08j2dcmSJejRowcsLS3x/PnzL96WpaWl3G8IAJcuXSqTrmnTppg3bx6io6Ph6uqK4ODgL94WY1UBByWMsTLMzc3h7OyMyZMnIyYmBikpKRg1ahQaNGgAZ2dnIZ2qqipmz56N+Ph4JCYmYty4cejYsSM6dOgAAHBwcEBCQgJ27dqF27dvY+nSpbhx48Ynt2tkZIQaNWogICAA9+7dQ3h4+CeH7n6u/Px8PH78GA8fPsT58+exbNkyNG3aVAicPqZ27drQ19fH9u3bcefOHZw5cwbz58//4m3PmTMHJ06cwLp163D79m1s3rwZJ06cEL4vKirCrFmzcO7cOWRlZSE2NhZXrlz507IxVpVxUMIY+6jg4GC0a9cOTk5OsLOzAxHh999/l2uu0NTUhKenJ0aMGIFOnTpBS0sL+/fvF77v3bs3vL29sWjRIrRv3x6vXr3CmDFjPrlNAwMDhISE4ODBg7CysoKfnx/WrVv3t/Zj/PjxqFevHho2bAh3d3dYW1sjMjLyk/OaAG+bnfbt24fExEQ0b94c8+bNw08//fTF2+7YsSMCAwOxceNGtGrVCtHR0ViyZInwvbKyMvLy8jBmzBg0bdoUbm5u6Nu3L3x9ff/SvjJW2YnowwZfxhj7DCEhIfDw8EB+fr6ii8IYqyK4poQxxhhjFQIHJYwxxhirELj5hjHGGGMVAteUMMYYY6xC4KCEMcYYYxUCByWMMcYYqxA4KGGMMcZYhcBBCWOMMcYqBA5KGGOMMVYhcFDCGGOMsQqBgxLGGGOMVQgclDDGGGOsQvh/5X5S7ofqfn4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "v=(data[\"brand\"].isin(popular_brands))\n", "a=data[v].groupby([\"brand\",\"gearbox\"])[\"date_crawled\"].count().unstack(\"gearbox\")\n", "a.plot(kind=\"bar\",stacked=True)\n", "plt.xlabel(\"Popular Brands\")\n", "plt.ylabel(\"Total Frequency\")\n", "plt.xticks(rotation=30)\n", "plt.title(\"Frequency of Popular Brands\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most common listings seems to be of Volkswagen and the least number of listings are for Audi. In most of these brands,more manual cars are up for sale than automatic cars.\n", "\n", "If we compare the prices and frequency of most common brands, we see that on **ebay**, **more number of listings are for cheaper vehicles**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now compare **odometer(km) i.e. total distance traveled of the common brands.**" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "v=(data[\"brand\"].isin(popular_brands))\n", "a=data[v].groupby(\"brand\")[\"odometer(km)\"].mean()\n", "a.plot(kind=\"bar\")\n", "plt.xlabel(\"Common Brands\")\n", "plt.ylabel(\"Average Distance(km)\")\n", "plt.xticks(rotation=30)\n", "plt.ylim(125000,)\n", "plt.title(\"Average Distance of Popular Brands\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although the difference in average distance between different brands is not huge but we can use this bar chart to infer that on average, **BMW has most distance traveled.** Maybe, due to this reason, out of the luxury brands (BMW, Audi ,Mercedes), we compared, BMW was cheaper on average." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now let us shift some gears(pun intended) and switch our analysis to look at different models for all brands**.\n", "We will look for most common brand/model combinations." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Most common Brand/Model combinations:\n", "\n" ] }, { "data": { "text/html": [ "
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model0
brand
alfa_romeospider79
auditt1165
bmwz_reihe2479
chevroletspark140
chryslervoyager44
citroenc5194
daciasandero44
daewoonubira22
daihatsuterios55
fiatstilo385
fordtransit713
hondajazz153
hyundaitucson170
jaguarx_type37
jeepwrangler43
kiasportage64
ladasamara15
lanciaypsilon19
land_roverrange_rover_sport30
mazdarx_reihe158
mercedes_benzvito1090
minione266
mitsubishipajero95
nissanx_trail222
opelzafira1436
peugeotandere579
porschecayenne140
renaulttwingo557
roverrangerover52
saabandere51
seattoledo312
skodayeti290
smartroadster517
subarulegacy28
suzukiswift115
toyotayaris125
trabantandere33
volkswagenup3423
volvoxc_reihe85
\n", "
" ], "text/plain": [ " model 0\n", "brand \n", "alfa_romeo spider 79\n", "audi tt 1165\n", "bmw z_reihe 2479\n", "chevrolet spark 140\n", "chrysler voyager 44\n", "citroen c5 194\n", "dacia sandero 44\n", "daewoo nubira 22\n", "daihatsu terios 55\n", "fiat stilo 385\n", "ford transit 713\n", "honda jazz 153\n", "hyundai tucson 170\n", "jaguar x_type 37\n", "jeep wrangler 43\n", "kia sportage 64\n", "lada samara 15\n", "lancia ypsilon 19\n", "land_rover range_rover_sport 30\n", "mazda rx_reihe 158\n", "mercedes_benz vito 1090\n", "mini one 266\n", "mitsubishi pajero 95\n", "nissan x_trail 222\n", "opel zafira 1436\n", "peugeot andere 579\n", "porsche cayenne 140\n", "renault twingo 557\n", "rover rangerover 52\n", "saab andere 51\n", "seat toledo 312\n", "skoda yeti 290\n", "smart roadster 517\n", "subaru legacy 28\n", "suzuki swift 115\n", "toyota yaris 125\n", "trabant andere 33\n", "volkswagen up 3423\n", "volvo xc_reihe 85" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a=data.groupby([\"brand\",\"model\"]).size().reset_index()\n", "print(\"Most common Brand/Model combinations:\\n\")\n", "a.groupby([\"brand\"])[\"model\",0].max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we will look at the difference between prices of **damaged vehicles v/s repaired ones.**" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "damaged=data[data[\"unrepaired_damage\"]==\"yes\"]\n", "repaired=data[data[\"unrepaired_damage\"]==\"no\"]\n", "\n", "avg_dam_price=damaged.groupby(\"brand\")[\"price($)\"].mean().sort_values(ascending=False).reset_index()\n", "avg_rep_price=repaired.groupby(\"brand\")[\"price($)\"].mean().sort_values(ascending=False).reset_index()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rep_price($)dam_price($)
brand
sonstige_autos66309.3588046458.937500
porsche50551.66532314670.000000
land_rover21688.5128215223.750000
jaguar14055.8571434438.777778
jeep12626.0000003074.875000
\n", "
" ], "text/plain": [ " rep_price($) dam_price($)\n", "brand \n", "sonstige_autos 66309.358804 6458.937500\n", "porsche 50551.665323 14670.000000\n", "land_rover 21688.512821 5223.750000\n", "jaguar 14055.857143 4438.777778\n", "jeep 12626.000000 3074.875000" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avg_dam_price.rename({\"price($)\":\"dam_price($)\"},inplace=True,axis=1)\n", "\n", "avg_rep_price.rename({\"price($)\":\"rep_price($)\"},inplace=True,axis=1)\n", "\n", "a=pd.merge(avg_rep_price,avg_dam_price,on=\"brand\")\n", "a.set_index([\"brand\"],inplace=True)\n", "a.head()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 6))\n", "a.plot.bar()\n", "plt.ylabel(\"Average Prices($)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a huge difference between average prices of damaged cars and repaired cars, across all brands. \n", "\n", "This was our apriori expectation as well. Vehicles that are damaged are priced quite low as compared to repaired vehicles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Overall used cars on ebay were registered during 2000-2010 time frame.\n", "\n", "\n", "- The 5 most common brands for different vehicle types were found to be, Volkswagen, Audi, BMW, Opel and Mercedes Benz.\n", "\n", "\n", "- In common brands, the most expensive brand seems to be Mercedes Benz and other brands have comparably low prices.Also, mostly,we see that automatic cars are priced at a higher value than manual cars. \n", "\n", "\n", "- The most common listings seems to be of Volkswagen and the least number of listings are for Audi. In each of these brands,more manual cars are up for sale than automatic cars.\n", "\n", "\n", "- Using these two bar charts, we saw that on ebay, more number of listings are for cheaper vehicles**.\n", "\n", "\n", "- On average, BMW has vehicles with most distance traveled. Maybe, due to this reason, out of the luxury brands (BMW, Audi ,Mercedes), we compared, BMW was cheaper on average.\n", "\n", "\n", "- Vehicles that are damaged are priced quite low as compared to repaired vehicles." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }