data_extractor.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from PIL import Image\n",
    "import tensorflow as tf\n",
    "import scipy.misc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boots\n",
      "  Ankle\n",
      "    A. Testoni\n",
      "    adidas\n",
      "    adidas Kids\n",
      "    adidas Originals\n",
      "    adidas Originals Kids\n",
      "    adidas Outdoor\n",
      "    adidas Y-3 by Yohji Yamamoto\n",
      "    Aetrex\n",
      "    Agatha Ruiz De La Prada Kids\n",
      "    Ahnu\n",
      "    AIGLE\n",
      "    ALDO\n",
      "    Alegria\n",
      "    Alexander McQueen\n",
      "    Allen-Edmonds\n",
      "    Allrounder by Mephisto\n",
      "    Anne Klein\n",
      "    Annie\n",
      "    Aquatalia by Marvin K\n",
      "    ara\n",
      "    Aravon\n",
      "    Arche\n",
      "    Arcopedico\n",
      "    Ariat\n",
      "    Ariat Kids\n",
      "    Armani Jeans\n",
      "    Asolo\n",
      "    Aster Kids\n",
      "    Badgley Mischka\n",
      "    Baffin\n",
      "    Bandolino\n",
      "    Bass\n",
      "    Bates Footwear\n",
      "    Bates Riding Collection\n",
      "    BC Footwear\n",
      "    BCBGeneration\n",
      "    BCBGMAXAZRIA\n",
      "    Bedstu\n",
      "    Beeko\n",
      "    Bella-Vita\n",
      "    Belle by Sigerson Morrison\n",
      "    Ben Sherman\n",
      "    Betsey Johnson\n",
      "    Betsey Johnson for The Cool People\n",
      "    Big Buddha\n",
      "    Bikkembergs\n",
      "    Biviel\n",
      "    Black Rooster\n",
      "    Blondo\n",
      "    Blowfish\n",
      "    Blundstone\n",
      "    Bogs\n",
      "    Born\n",
      "    BOSS Black\n",
      "    BOSS Orange\n",
      "    Bostonian\n",
      "    Bottega Veneta\n",
      "    Bouquets\n",
      "    Boutique 9\n",
      "    Brighton\n",
      "    BRUNO MAGLI\n",
      "    Burberry\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Calvin Klein Collection\n",
      "    Calvin Klein Jeans\n",
      "    Camper\n",
      "    Camper Kids\n",
      "    Carhartt\n",
      "    CARLOS by Carlos Santana\n",
      "    Caterpillar\n",
      "    Caterpillar Casual\n",
      "    Cesare Paciotti\n",
      "    Chaco\n",
      "    Chaco Kids\n",
      "    Chinese Laundry\n",
      "    Chippewa\n",
      "    Chooka\n",
      "    Christin Michaels\n",
      "    Cienta Kids Shoes\n",
      "    Circa\n",
      "    Circa Joan & David\n",
      "    Circus by Sam Edelman\n",
      "    Clarks\n",
      "    Clarks Kids\n",
      "    Cobb Hill\n",
      "    Cobian\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Columbia\n",
      "    Columbia Kids\n",
      "    Converse\n",
      "    Converse Kids\n",
      "    Converse Work\n",
      "    Cordani\n",
      "    Corso Como\n",
      "    Costume National\n",
      "    Crocs\n",
      "    Crocs Kids\n",
      "    Cushe\n",
      "    Dan Post\n",
      "    Dan Post Kids\n",
      "    daniblack\n",
      "    Dansko\n",
      "    David Tate\n",
      "    DC\n",
      "    Deer Stags\n",
      "    Diane Von Furstenberg\n",
      "    Diba\n",
      "    Diesel\n",
      "    Dingo\n",
      "    Dirty Laundry\n",
      "    DKNY\n",
      "    Dockers\n",
      "    Dolce & Gabbana\n",
      "    Dolce Vita\n",
      "    Donald J Pliner\n",
      "    Donna Karan\n",
      "    Dr. Martens\n",
      "    Drew\n",
      "    DSQUARED2\n",
      "    Dunham\n",
      "    Durango\n",
      "    DV by Dolce Vita\n",
      "    DVS Shoe Company\n",
      "    Earth\n",
      "    Earthies\n",
      "    Eastland\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    ECCO Sport\n",
      "    El Naturalista\n",
      "    Elephantito\n",
      "    Elizabeth and James\n",
      "    EMU Australia\n",
      "    EMU Australia Kids\n",
      "    Enzo Angiolini\n",
      "    Enzo Kids\n",
      "    Eric Michael\n",
      "    etnies\n",
      "    Fergie\n",
      "    Fidji\n",
      "    FIEL\n",
      "    FitFlop\n",
      "    Fitzwell\n",
      "    Five Ten\n",
      "    Florsheim\n",
      "    Florsheim Kids\n",
      "    Fly Flot\n",
      "    Franco Sarto\n",
      "    Fratelli\n",
      "    Fratelli Rossetti\n",
      "    Fred Perry\n",
      "    Frye\n",
      "    Frye Kids\n",
      "    Fugu Malibu\n",
      "    Gabor\n",
      "    Gabriella Rocha\n",
      "    Garmont\n",
      "    Garvalin Kids\n",
      "    GBX\n",
      "    Generic Surplus\n",
      "    Gentle Souls\n",
      "    Geox\n",
      "    Geox Kids\n",
      "    Giorgio Brutini\n",
      "    Giuseppe Zanotti\n",
      "    Globe\n",
      "    Gola\n",
      "    GoLite\n",
      "    Gordon Rush\n",
      "    Gravati\n",
      "    GUESS\n",
      "    GUESS Kids'\n",
      "    Haflinger\n",
      "    Haflinger Kids\n",
      "    Harley-Davidson\n",
      "    Helle Comfort\n",
      "    Hi-Tec\n",
      "    Hi-Tec Kids\n",
      "    Hunter\n",
      "    Hush Puppies\n",
      "    Hush Puppies Kids\n",
      "    Ipath\n",
      "    Irish Setter\n",
      "    Isola\n",
      "    Ivanka Trump\n",
      "    J-41\n",
      "    Jambu\n",
      "    JD Fisk\n",
      "    Jeffery-West\n",
      "    Jessica Simpson\n",
      "    Jil Sander\n",
      "    Joan & David\n",
      "    Joe's Jeans\n",
      "    John Varvatos\n",
      "    Johnston & Murphy\n",
      "    Josef Seibel\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Jumping Jacks Kids\n",
      "    Just Cavalli\n",
      "    Justin\n",
      "    Justin Kids\n",
      "    Kalso Earth\n",
      "    Kamik\n",
      "    Kamik Kids\n",
      "    Kate Spade New York\n",
      "    Keds\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Keen Utility\n",
      "    Kelsi Dagger\n",
      "    Kenneth Cole New York\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Khombu\n",
      "    Khombu Kids\n",
      "    Kickers\n",
      "    Kid Express\n",
      "    Kork-Ease\n",
      "    KORS Michael Kors\n",
      "    KORS Michael Kors Kids\n",
      "    L.A.M.B\n",
      "    La Canadienne\n",
      "    La Sportiva\n",
      "    Lacoste\n",
      "    Lacoste Kids\n",
      "    Laredo\n",
      "    Lassen\n",
      "    LAUREN Ralph Lauren\n",
      "    Le Chameau\n",
      "    Levi's&#174; Shoes\n",
      "    LifeStride\n",
      "    Livie & Luca\n",
      "    Lloyd\n",
      "    Loeffler Randall\n",
      "    LOVE Moschino\n",
      "    Lowa\n",
      "    Lucchese\n",
      "    Lucky Brand\n",
      "    Lugz\n",
      "    Luichiny\n",
      "    Lumiani\n",
      "    Madden Girl\n",
      "    Magnanni\n",
      "    Magnum\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    Martino\n",
      "    Matisse\n",
      "    McQ\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Merrell Kids\n",
      "    Mezlan\n",
      "    MIA\n",
      "    MIA Limited Edition\n",
      "    Michael Antonio\n",
      "    Michael Kors\n",
      "    MICHAEL Michael Kors\n",
      "    Minnetonka\n",
      "    Minnetonka Kids\n",
      "    Missoni\n",
      "    Miz Mooz\n",
      "    Modern Vintage\n",
      "    Mojo Moxy\n",
      "    Montrail\n",
      "    Moschino\n",
      "    Mountrek\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Napa Flex\n",
      "    Naturalizer\n",
      "    Naturino\n",
      "    Naughty Monkey\n",
      "    Naya\n",
      "    Neil M\n",
      "    New Balance\n",
      "    New Balance Classics\n",
      "    Nike\n",
      "    Nike Kids\n",
      "    Nina\n",
      "    Nina Kids\n",
      "    Nine West\n",
      "    Nine West Kids\n",
      "    NO SOX\n",
      "    Not Rated\n",
      "    Nunn Bush\n",
      "    O'Neill\n",
      "    O'Neill Kids\n",
      "    Oakley\n",
      "    Ocean Minded\n",
      "    Oh! Shoes\n",
      "    Old Friend\n",
      "    Old Gringo\n",
      "    Old West Kids Boots\n",
      "    OluKai\n",
      "    ONETrueSaxon\n",
      "    Onitsuka Tiger by Asics\n",
      "    Original Penguin\n",
      "    Orthaheel\n",
      "    Palladium\n",
      "    Palladium Kids\n",
      "    Pampili\n",
      "    Patagonia\n",
      "    Patagonia Kids\n",
      "    Paul Green\n",
      "    Paul Smith\n",
      "    Pazitos\n",
      "    pediped\n",
      "    Pedro Garcia\n",
      "    Pelle Moda\n",
      "    Penny Loves Kenny\n",
      "    Pikolinos\n",
      "    Pink & Pepper\n",
      "    Poetic Licence\n",
      "    Polo Ralph Lauren\n",
      "    Polo Ralph Lauren Kids\n",
      "    Pour La Victoire\n",
      "    Primigi Kids\n",
      "    Proenza Schouler\n",
      "    Promiscuous\n",
      "    Propet\n",
      "    PUMA\n",
      "    Puma Kids\n",
      "    PUMA Sport Fashion\n",
      "    Quiksilver\n",
      "    Rachel Kids\n",
      "    Rachel Roy\n",
      "    Rachel Zoe\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Collection\n",
      "    Ralph Lauren Layette Kids\n",
      "    Red Wing Heritage\n",
      "    Reef\n",
      "    Report\n",
      "    Rieker\n",
      "    RJ Colt\n",
      "    Robeez\n",
      "    Robert Clergerie\n",
      "    Robert Wayne\n",
      "    Roberto Cavalli\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Romantic Soles\n",
      "    Romika\n",
      "    Roper\n",
      "    Roper Kids\n",
      "    Ros Hommerson\n",
      "    Roxy\n",
      "    Roxy Kids\n",
      "    Salomon\n",
      "    Salvatore Ferragamo\n",
      "    Sam Edelman\n",
      "    Sanuk\n",
      "    Sbicca\n",
      "    Scarpa\n",
      "    SeaVees\n",
      "    Sebago\n",
      "    See by Chloe\n",
      "    See Kai Run Kids\n",
      "    Sendra\n",
      "    Sergio Rossi\n",
      "    Sesto Meucci\n",
      "    Seychelles\n",
      "    Sigerson Morrison\n",
      "    SKECHERS\n",
      "    SKECHERS KIDS\n",
      "    SKECHERS Work\n",
      "    SLVR\n",
      "    Sofft\n",
      "    Softspots\n",
      "    SoftWalk\n",
      "    Sorel\n",
      "    Sorel Kids\n",
      "    Sperry Kids\n",
      "    Sperry Top-Sider\n",
      "    Spirit by Lucchese\n",
      "    Splendid\n",
      "    Sporto\n",
      "    Spring Step\n",
      "    Stacy Adams\n",
      "    Steve Madden\n",
      "    Steve Madden Kids\n",
      "    Steven\n",
      "    Stride Rite\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Superfit\n",
      "    Superga Kids\n",
      "    Supra\n",
      "    Taryn Rose\n",
      "    Tecnica Kids\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    Teva Kids\n",
      "    The North Face\n",
      "    The North Face Kids\n",
      "    Think!\n",
      "    Timberland\n",
      "    Timberland Kids\n",
      "    Timberland PRO\n",
      "    To Boot New York\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Tony Lama\n",
      "    Tretorn\n",
      "    Tretorn Kids\n",
      "    Trotters\n",
      "    True Religion\n",
      "    Truth or Dare By Madonna\n",
      "    Tsubo\n",
      "    Tundra Boots\n",
      "    Tundra Kids Boots\n",
      "    Two Lips\n",
      "    Type Z\n",
      "    UGG\n",
      "    UGG Collection\n",
      "    UGG Kids\n",
      "    Umi Kids\n",
      "    Unlisted\n",
      "    Vaneli\n",
      "    Vans\n",
      "    Vans Kids\n",
      "    Vasque\n",
      "    Venettini Kids\n",
      "    Via Spiga\n",
      "    Vigotti\n",
      "    Vince Camuto\n",
      "    Vintage Shoe Company\n",
      "    Vivanz\n",
      "    Vivienne Westwood\n",
      "    Vivobarefoot\n",
      "    VOLATILE\n",
      "    Walk-Over\n",
      "    Walking Cradles\n",
      "    Western Chief Kids\n",
      "    White Mountain\n",
      "    Wolky\n",
      "    Wolverine\n",
      "    Yellow Box\n",
      "    Zamberlan\n",
      "    Zigi\n",
      "  Knee High\n",
      "    7 For All Mankind\n",
      "    A Line\n",
      "    adidas Y-3 by Yohji Yamamoto\n",
      "    Aetrex\n",
      "    Agatha Ruiz De La Prada Kids\n",
      "    ALDO\n",
      "    Alexander McQueen\n",
      "    Anne Klein\n",
      "    Annie\n",
      "    Aquatalia by Marvin K\n",
      "    ara\n",
      "    Arche\n",
      "    Arcopedico\n",
      "    Ariat\n",
      "    Ariat Kids\n",
      "    Armani Jeans\n",
      "    Aster Kids\n",
      "    Baffin\n",
      "    Baffin Kids\n",
      "    Bandolino\n",
      "    BC Footwear\n",
      "    BCBGeneration\n",
      "    Beeko\n",
      "    Bella-Vita\n",
      "    Belle by Sigerson Morrison\n",
      "    Betsey Johnson\n",
      "    Betsey Johnson for The Cool People\n",
      "    Biviel\n",
      "    Blondo\n",
      "    Blowfish\n",
      "    Bogs\n",
      "    Born\n",
      "    Bottega Veneta\n",
      "    Bouquets\n",
      "    Brighton\n",
      "    Burberry\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Calvin Klein Collection\n",
      "    Calvin Klein Jeans\n",
      "    Camper\n",
      "    Camper Kids\n",
      "    Cesare Paciotti\n",
      "    Chinese Laundry\n",
      "    Chooka\n",
      "    Christin Michaels\n",
      "    Circa Joan & David\n",
      "    Clarks\n",
      "    Cobb Hill\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Cordani\n",
      "    Corso Como\n",
      "    Costume National\n",
      "    Crocs\n",
      "    David Tate\n",
      "    DC\n",
      "    Diane Von Furstenberg\n",
      "    Diba\n",
      "    Diesel\n",
      "    Dirty Laundry\n",
      "    DKNY\n",
      "    DMSX\n",
      "    Dolce & Gabbana\n",
      "    Dolce Vita\n",
      "    Donald J Pliner\n",
      "    Donna Karan\n",
      "    Dr. Martens\n",
      "    Dr. Scholl's\n",
      "    DSQUARED2\n",
      "    Durango\n",
      "    DV by Dolce Vita\n",
      "    Earth\n",
      "    Earthies\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    El Naturalista\n",
      "    Elephantito\n",
      "    Elizabeth and James\n",
      "    EMU Australia\n",
      "    EMU Australia Kids\n",
      "    Enzo Angiolini\n",
      "    Enzo Kids\n",
      "    Eric Michael\n",
      "    Fergie\n",
      "    FIEL\n",
      "    Fitzwell\n",
      "    Franco Sarto\n",
      "    Fratelli Rossetti\n",
      "    Frye\n",
      "    Frye Kids\n",
      "    Fugu Malibu\n",
      "    Gabor\n",
      "    Gabriella Rocha\n",
      "    Garvalin Kids\n",
      "    Gentle Souls\n",
      "    Geox\n",
      "    Giuseppe Zanotti\n",
      "    Gola\n",
      "    Gravati\n",
      "    Grazie\n",
      "    GUESS\n",
      "    Gypsy SOULE\n",
      "    Harley-Davidson\n",
      "    Hunter\n",
      "    Hunter Kids\n",
      "    Hush Puppies Kids\n",
      "    Isola\n",
      "    Ivanka Trump\n",
      "    J. Renee\n",
      "    Jambu\n",
      "    Jessica Simpson\n",
      "    Jessica Simpson Kids\n",
      "    Joan & David\n",
      "    Joe's Jeans\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Jumping Jacks Kids\n",
      "    Justin\n",
      "    Justin Kids\n",
      "    Kamik\n",
      "    Kamik Kids\n",
      "    Kate Spade New York\n",
      "    Keen\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Khombu\n",
      "    Khombu Kids\n",
      "    Kid Express\n",
      "    KORS Michael Kors\n",
      "    KORS Michael Kors Kids\n",
      "    La Canadienne\n",
      "    Lacoste\n",
      "    LaCrosse\n",
      "    Lassen\n",
      "    LAUREN Ralph Lauren\n",
      "    Le Chameau\n",
      "    LifeStride\n",
      "    Loeffler Randall\n",
      "    LOVE Moschino\n",
      "    Lucchese\n",
      "    Lucky Brand\n",
      "    Luichiny\n",
      "    Lumiani\n",
      "    Madden Girl\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    Martino\n",
      "    Matiko\n",
      "    Matisse\n",
      "    McQ\n",
      "    Me Too Kids\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    MIA\n",
      "    Michael Antonio\n",
      "    Michael Kors\n",
      "    MICHAEL Michael Kors\n",
      "    MICHAEL Michael Kors Kids\n",
      "    Minnetonka Kids\n",
      "    Miz Mooz\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Naturalizer\n",
      "    Naturino\n",
      "    Naughty Monkey\n",
      "    Nina\n",
      "    Nina Kids\n",
      "    Nine West\n",
      "    Not Rated\n",
      "    Old Gringo\n",
      "    Old West Kids Boots\n",
      "    OluKai\n",
      "    Paul Green\n",
      "    Paul Smith\n",
      "    Pazitos\n",
      "    pediped\n",
      "    Pedro Garcia\n",
      "    Penny Loves Kenny\n",
      "    Pikolinos\n",
      "    Pour La Victoire\n",
      "    Primigi Kids\n",
      "    Promiscuous\n",
      "    Rachel Kids\n",
      "    Rachel Roy\n",
      "    Rachel Zoe\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Collection\n",
      "    Rebecca Minkoff\n",
      "    Report\n",
      "    Rieker\n",
      "    Robert Clergerie\n",
      "    Roberto Cavalli\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Romantic Soles\n",
      "    Roper Kids\n",
      "    Ros Hommerson\n",
      "    rsvp\n",
      "    Salomon\n",
      "    Salvatore Ferragamo\n",
      "    Sam Edelman\n",
      "    Sanuk\n",
      "    Sbicca\n",
      "    See by Chloe\n",
      "    See Kai Run Kids\n",
      "    Sergio Rossi\n",
      "    Seychelles\n",
      "    Shoe Be Doo\n",
      "    Sigerson Morrison\n",
      "    SKECHERS\n",
      "    SKECHERS KIDS\n",
      "    Sofft\n",
      "    Softspots\n",
      "    Sorel\n",
      "    Sperry Top-Sider\n",
      "    Spirit by Lucchese\n",
      "    Spring Step\n",
      "    Stetson\n",
      "    Steve Madden\n",
      "    Steve Madden Kids\n",
      "    Steven\n",
      "    Stride Rite\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Stuart Weitzman Kids\n",
      "    Superfit\n",
      "    Taryn Rose\n",
      "    Tecnica\n",
      "    Tecnica Kids\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    The North Face\n",
      "    The North Face Kids\n",
      "    Timberland\n",
      "    Timberland Kids\n",
      "    To Boot New York\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Tony Lama\n",
      "    Tretorn\n",
      "    Truth or Dare By Madonna\n",
      "    Tsubo\n",
      "    Tundra Kids Boots\n",
      "    Twig Kids\n",
      "    Type Z\n",
      "    UGG\n",
      "    UGG Collection\n",
      "    UGG Kids\n",
      "    Umi Kids\n",
      "    Unlisted\n",
      "    Vaneli\n",
      "    Venettini Kids\n",
      "    Vera Wang Lavender Label\n",
      "    Versace Collection\n",
      "    Via Spiga\n",
      "    Vigotti\n",
      "    Vince Camuto\n",
      "    VOLATILE\n",
      "    Western Chief Kids\n",
      "    White Mountain\n",
      "    Wolky\n",
      "    Yellow Box\n",
      "    Zigi\n",
      "  Mid-Calf\n",
      "    7 For All Mankind\n",
      "    A Line\n",
      "    A. Testoni\n",
      "    Acorn\n",
      "    adidas\n",
      "    adidas by Stella McCartney\n",
      "    adidas Kids\n",
      "    adidas Originals\n",
      "    adidas Outdoor\n",
      "    adidas Y-3 by Yohji Yamamoto\n",
      "    Aetrex\n",
      "    Agatha Ruiz De La Prada Kids\n",
      "    Ahnu\n",
      "    AIGLE\n",
      "    AIGLE Kids\n",
      "    ALDO\n",
      "    Alegria\n",
      "    Alexander McQueen\n",
      "    Allrounder by Mephisto\n",
      "    Amiana\n",
      "    Anne Klein\n",
      "    Annie\n",
      "    Aquatalia by Marvin K\n",
      "    ara\n",
      "    Arche\n",
      "    Arcopedico\n",
      "    Ariat\n",
      "    Ariat Kids\n",
      "    Aster Kids\n",
      "    Baffin\n",
      "    Baffin Kids\n",
      "    Bandolino\n",
      "    Bates Footwear\n",
      "    Bates Riding Collection\n",
      "    BC Footwear\n",
      "    BCBGeneration\n",
      "    Bedstu\n",
      "    Beeko\n",
      "    Betsey Johnson\n",
      "    Big Buddha\n",
      "    Biviel\n",
      "    Blondo\n",
      "    Blowfish\n",
      "    Bogs\n",
      "    Bogs Kids\n",
      "    Born\n",
      "    Bottega Veneta\n",
      "    Bouquets\n",
      "    Brighton\n",
      "    BRUNO MAGLI\n",
      "    Burberry\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Calvin Klein Jeans\n",
      "    Camper\n",
      "    Camper Kids\n",
      "    Carhartt\n",
      "    Caterpillar\n",
      "    Caterpillar Casual\n",
      "    Cesare Paciotti\n",
      "    Chaco\n",
      "    Chaco Kids\n",
      "    Chippewa\n",
      "    Chooka\n",
      "    Christin Michaels\n",
      "    Circa Joan & David\n",
      "    Clarks\n",
      "    Cobb Hill\n",
      "    Cobian\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Columbia\n",
      "    Columbia Kids\n",
      "    Converse\n",
      "    Converse Kids\n",
      "    Cordani\n",
      "    Costume National\n",
      "    Crocs\n",
      "    Crocs Kids\n",
      "    Cushe\n",
      "    Dan Post\n",
      "    Dan Post Kids\n",
      "    daniblack\n",
      "    Dansko\n",
      "    DC\n",
      "    DC Kids\n",
      "    Diane Von Furstenberg\n",
      "    Diba\n",
      "    Diesel\n",
      "    Dingo\n",
      "    Dirty Laundry\n",
      "    DKNY\n",
      "    DMSX\n",
      "    Dolce & Gabbana\n",
      "    Dolce Vita\n",
      "    Donald J Pliner\n",
      "    Dr. Martens\n",
      "    Dr. Scholl's\n",
      "    DSQUARED2\n",
      "    Durango\n",
      "    Durango Kids\n",
      "    Earth\n",
      "    Earthies\n",
      "    Eastland\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    Ecco Kids\n",
      "    El Naturalista\n",
      "    Elephantito\n",
      "    Elizabeth and James\n",
      "    EMU Australia\n",
      "    EMU Australia Kids\n",
      "    Enzo Angiolini\n",
      "    Eric Michael\n",
      "    Favorite Characters\n",
      "    Fergie\n",
      "    Fidji\n",
      "    FIEL\n",
      "    Finn Comfort\n",
      "    FitFlop\n",
      "    Fitzwell\n",
      "    Flojos\n",
      "    Flojos Kids\n",
      "    Fly Flot\n",
      "    Franco Sarto\n",
      "    Fratelli Rossetti\n",
      "    Frye\n",
      "    Frye Kids\n",
      "    Gabor\n",
      "    Gabriella Rocha\n",
      "    Garvalin Kids\n",
      "    GBX\n",
      "    Gentle Souls\n",
      "    Geox Kids\n",
      "    Giuseppe Zanotti\n",
      "    Gordon Rush\n",
      "    Gravati\n",
      "    Grazie\n",
      "    GUESS\n",
      "    GUESS Kids'\n",
      "    Gypsy SOULE\n",
      "    Harley-Davidson\n",
      "    Hatley Kids\n",
      "    Hi-Tec\n",
      "    Hunter\n",
      "    Hunter Kids\n",
      "    Hush Puppies\n",
      "    Hush Puppies Kids\n",
      "    Irish Setter\n",
      "    J-41\n",
      "    J. Renee\n",
      "    Jambu\n",
      "    Jessica Simpson\n",
      "    Jessica Simpson Kids\n",
      "    Jil Sander\n",
      "    John Varvatos\n",
      "    Josef Seibel\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Jumping Jacks Kids\n",
      "    Justin\n",
      "    Justin Kids\n",
      "    Kalso Earth\n",
      "    Kamik\n",
      "    Kamik Kids\n",
      "    Kate Spade New York\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Keen Utility\n",
      "    Kelsi Dagger\n",
      "    Kenneth Cole New York\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Khombu\n",
      "    Khombu Kids\n",
      "    Kickers\n",
      "    Kid Express\n",
      "    Kork-Ease\n",
      "    KORS Michael Kors\n",
      "    KORS Michael Kors Kids\n",
      "    L.A.M.B\n",
      "    La Canadienne\n",
      "    La Sportiva\n",
      "    Lacoste\n",
      "    Lacoste Kids\n",
      "    Laredo\n",
      "    Laredo Kids\n",
      "    Lassen\n",
      "    LAUREN Ralph Lauren\n",
      "    Le Chameau\n",
      "    Livie & Luca\n",
      "    LOVE Moschino\n",
      "    Lowa\n",
      "    Lucchese\n",
      "    Lucky Brand\n",
      "    Lugz\n",
      "    Luichiny\n",
      "    Lumiani\n",
      "    Madden Girl\n",
      "    Magnanni\n",
      "    Magnum\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    Martino\n",
      "    Matisse\n",
      "    Me Too\n",
      "    Me Too Kids\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Merrell Kids\n",
      "    MIA\n",
      "    MIA Limited Edition\n",
      "    Michael Kors\n",
      "    MICHAEL Michael Kors\n",
      "    MICHAEL Michael Kors Kids\n",
      "    Minnetonka\n",
      "    Miz Mooz\n",
      "    Mojo Moxy\n",
      "    Morgan&Milo Kids\n",
      "    Mountrek\n",
      "    Naot Footwear\n",
      "    Naturalizer\n",
      "    Naturino\n",
      "    Naughty Monkey\n",
      "    Naya\n",
      "    Nike\n",
      "    Nike Kids\n",
      "    Nina\n",
      "    Nina Kids\n",
      "    Nine West\n",
      "    Nine West Kids\n",
      "    Not Rated\n",
      "    O'Neill\n",
      "    Oakley\n",
      "    Old Friend\n",
      "    Old Gringo\n",
      "    Old West Kids Boots\n",
      "    OluKai\n",
      "    Orthaheel\n",
      "    Pajar\n",
      "    Palladium\n",
      "    Pampili\n",
      "    Patagonia\n",
      "    Paul Smith\n",
      "    Pazitos\n",
      "    pediped\n",
      "    Pedro Garcia\n",
      "    Pikolinos\n",
      "    Pink & Pepper\n",
      "    Poetic Licence\n",
      "    Polo Ralph Lauren\n",
      "    Polo Ralph Lauren Kids\n",
      "    Pour La Victoire\n",
      "    Primigi Kids\n",
      "    Promiscuous\n",
      "    Propet\n",
      "    Puma Kids\n",
      "    Rachel Kids\n",
      "    Rachel Roy\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Collection\n",
      "    Ralph Lauren Layette Kids\n",
      "    Rebecca Minkoff\n",
      "    Report\n",
      "    Rieker\n",
      "    RJ Colt\n",
      "    Robeez\n",
      "    Robert Clergerie\n",
      "    Robert Wayne\n",
      "    Roberto Cavalli\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Romantic Soles\n",
      "    Roper\n",
      "    Roper Kids\n",
      "    Ros Hommerson\n",
      "    Roxy\n",
      "    Roxy Kids\n",
      "    rsvp\n",
      "    Salomon\n",
      "    Salvatore Ferragamo\n",
      "    Sam Edelman\n",
      "    Sanuk\n",
      "    Sbicca\n",
      "    See by Chloe\n",
      "    Sendra\n",
      "    Sergio Rossi\n",
      "    Seychelles\n",
      "    SKECHERS\n",
      "    SKECHERS KIDS\n",
      "    Soft Style\n",
      "    Softspots\n",
      "    SoftWalk\n",
      "    Sorel\n",
      "    Sorel Kids\n",
      "    Sperry Top-Sider\n",
      "    Spirit by Lucchese\n",
      "    Splendid\n",
      "    Sporto\n",
      "    Spring Step\n",
      "    Stetson\n",
      "    Steve Madden\n",
      "    Steve Madden Kids\n",
      "    Stonz\n",
      "    Stride Rite\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Superfit\n",
      "    Superga Kids\n",
      "    Taryn Rose\n",
      "    Tecnica\n",
      "    Tecnica Kids\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    Teva Kids\n",
      "    The North Face\n",
      "    The North Face Kids\n",
      "    Think!\n",
      "    Timberland\n",
      "    Timberland Kids\n",
      "    Timberland PRO\n",
      "    To Boot New York\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Tony Lama\n",
      "    Tretorn\n",
      "    Tretorn Kids\n",
      "    Trotters\n",
      "    True Religion\n",
      "    Truth or Dare By Madonna\n",
      "    Tsubo\n",
      "    Tundra Boots\n",
      "    Tundra Kids Boots\n",
      "    Twig Kids\n",
      "    Type Z\n",
      "    UGG\n",
      "    UGG Collection\n",
      "    UGG Kids\n",
      "    Umi Kids\n",
      "    Vaneli\n",
      "    Vans\n",
      "    Vans Kids\n",
      "    Vera Wang Lavender Label\n",
      "    Versace Collection\n",
      "    Via Spiga\n",
      "    Vince Camuto\n",
      "    Vintage Shoe Company\n",
      "    Vivienne Westwood\n",
      "    VOLATILE\n",
      "    Volatile Kids\n",
      "    Volcom\n",
      "    Walking Cradles\n",
      "    Western Chief Kids\n",
      "    White Mountain\n",
      "    Wolky\n",
      "    Wolverine\n",
      "    Yellow Box\n",
      "    Zigi\n",
      "  Over the Knee\n",
      "    ALDO\n",
      "    Annie\n",
      "    Born\n",
      "    Calvin Klein Collection\n",
      "    Chinese Laundry\n",
      "    Cole Haan\n",
      "    Diba\n",
      "    Donald J Pliner\n",
      "    Eric Michael\n",
      "    Gabriella Rocha\n",
      "    Geox\n",
      "    Giuseppe Zanotti\n",
      "    Ivanka Trump\n",
      "    Michael Antonio\n",
      "    Nine West\n",
      "    Rachel Zoe\n",
      "    Robert Clergerie\n",
      "    Rockport\n",
      "    Romantic Soles\n",
      "    Ros Hommerson\n",
      "    rsvp\n",
      "    Steven\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Truth or Dare By Madonna\n",
      "    UGG Collection\n",
      "    Wolky\n",
      "  Prewalker Boots\n",
      "    Kid Express\n",
      "    Timberland Kids\n",
      "-----------------------\n",
      "Sandals\n",
      "  Athletic\n",
      "    adidas\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Nike\n",
      "    Sperry Top-Sider\n",
      "    Teva Kids\n",
      "  Flat\n",
      "    7 For All Mankind\n",
      "    A Line\n",
      "    adidas\n",
      "    adidas by Stella McCartney\n",
      "    adidas Kids\n",
      "    adidas Originals\n",
      "    adidas Originals Kids\n",
      "    adidas Outdoor\n",
      "    Aetrex\n",
      "    Ahnu\n",
      "    ALDO\n",
      "    Alegria\n",
      "    Alexander McQueen\n",
      "    Allrounder by Mephisto\n",
      "    Amiana\n",
      "    Anne Klein\n",
      "    Annie\n",
      "    ara\n",
      "    Aravon\n",
      "    Arche\n",
      "    Arcopedico\n",
      "    Aster Kids\n",
      "    Athena Alexander\n",
      "    Badgley Mischka\n",
      "    Bandolino\n",
      "    Bass\n",
      "    BC Footwear\n",
      "    BCBGeneration\n",
      "    BCBGMAXAZRIA\n",
      "    Bebe\n",
      "    Bella-Vita\n",
      "    Belle by Sigerson Morrison\n",
      "    Bernardo\n",
      "    Birkenstock\n",
      "    Birkenstock Kids\n",
      "    Birki's\n",
      "    Birki's Kids\n",
      "    Biviel\n",
      "    Bloch\n",
      "    Blondo\n",
      "    Blowfish\n",
      "    Born\n",
      "    Bottega Veneta\n",
      "    Bouquets\n",
      "    Brighton\n",
      "    Burberry\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Calvin Klein Collection\n",
      "    Calvin Klein Jeans\n",
      "    Caparros\n",
      "    CARLOS by Carlos Santana\n",
      "    Cesare Paciotti\n",
      "    Chaco\n",
      "    Chaco Kids\n",
      "    Chinese Laundry\n",
      "    Christin Michaels\n",
      "    Cienta Kids Shoes\n",
      "    Circa Joan & David\n",
      "    Circus by Sam Edelman\n",
      "    Clarks\n",
      "    Cobian\n",
      "    Cobian Kids\n",
      "    Cole Haan\n",
      "    Coloriffics\n",
      "    Columbia\n",
      "    Columbia Kids\n",
      "    Cordani\n",
      "    Costume National\n",
      "    Crocs\n",
      "    Crocs Kids\n",
      "    Cushe\n",
      "    Dansko\n",
      "    David Tate\n",
      "    Designer's Touch Kids\n",
      "    Diane Von Furstenberg\n",
      "    Diba\n",
      "    Diesel\n",
      "    Dirty Laundry\n",
      "    DKNY\n",
      "    DKNYC\n",
      "    Dolce Vita\n",
      "    Donald J Pliner\n",
      "    Donna Karan\n",
      "    Dr. Scholl's\n",
      "    Drew\n",
      "    DSQUARED2\n",
      "    Dunham\n",
      "    DV by Dolce Vita\n",
      "    Dyeables\n",
      "    Earth\n",
      "    Earthies\n",
      "    Eastland\n",
      "    ECCO\n",
      "    ECCO Sport\n",
      "    El Naturalista\n",
      "    Elephantito\n",
      "    Elizabeth and James\n",
      "    Enzo Angiolini\n",
      "    Enzo Kids\n",
      "    Eric Michael\n",
      "    Favorite Characters\n",
      "    Fergie\n",
      "    Fidji\n",
      "    Finn Comfort\n",
      "    FitFlop\n",
      "    Flojos\n",
      "    Flojos Kids\n",
      "    Fly Flot\n",
      "    FootMates\n",
      "    Franco Sarto\n",
      "    Fratelli\n",
      "    Freewaters\n",
      "    Frye\n",
      "    Gabor\n",
      "    Gentle Souls\n",
      "    Geox\n",
      "    Geox Kids\n",
      "    Giuseppe Zanotti\n",
      "    Grazie\n",
      "    GUESS\n",
      "    Gwyneth\n",
      "    Gypsy SOULE\n",
      "    Havaianas\n",
      "    Havaianas Kids\n",
      "    Helle Comfort\n",
      "    Hush Puppies\n",
      "    Indigo by Clarks\n",
      "    Isola\n",
      "    Ivanka Trump\n",
      "    J. Renee\n",
      "    Jack Rogers\n",
      "    Jambu\n",
      "    Jamie Sadock\n",
      "    Jessica Simpson Kids\n",
      "    Jil Sander\n",
      "    Joie\n",
      "    Josef Seibel\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Jumping Jacks Kids\n",
      "    Justin\n",
      "    Kalso Earth\n",
      "    Kamik\n",
      "    Kate Spade New York\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Kickers\n",
      "    Kid Express\n",
      "    Klogs USA\n",
      "    Kork-Ease\n",
      "    KORS Michael Kors\n",
      "    KORS Michael Kors Kids\n",
      "    L.A.M.B\n",
      "    La Plume\n",
      "    Lassen\n",
      "    LAUREN Ralph Lauren\n",
      "    LifeStride\n",
      "    Lilly Pulitzer\n",
      "    Livie & Luca\n",
      "    Loeffler Randall\n",
      "    LOVE Moschino\n",
      "    Lucky Brand\n",
      "    Luichiny\n",
      "    Madden Girl\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    MBT\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Mia Kids\n",
      "    Michael Antonio\n",
      "    Michael Kors\n",
      "    MICHAEL Michael Kors\n",
      "    Minnetonka\n",
      "    Missoni\n",
      "    Miz Mooz\n",
      "    Modern Vintage\n",
      "    Montrail\n",
      "    Moschino\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Naturalizer\n",
      "    Naturino\n",
      "    Naughty Monkey\n",
      "    New Balance\n",
      "    New Balance Classics\n",
      "    Nike\n",
      "    Nike Kids\n",
      "    Nina\n",
      "    Nine West\n",
      "    Nine West Kids\n",
      "    Not Rated\n",
      "    O'Neill\n",
      "    Ocean Minded\n",
      "    Oh! Shoes\n",
      "    Old Friend\n",
      "    OluKai\n",
      "    OluKai Kids\n",
      "    Onex\n",
      "    Original Penguin\n",
      "    Orthaheel\n",
      "    Pablosky Kids\n",
      "    Pampili\n",
      "    Papillio\n",
      "    Patagonia\n",
      "    Paul Green\n",
      "    Paul Smith\n",
      "    Pazitos\n",
      "    pediped\n",
      "    Pedro Garcia\n",
      "    Pelle Moda\n",
      "    Penny Loves Kenny\n",
      "    Pikolinos\n",
      "    Pink & Pepper\n",
      "    Primigi Kids\n",
      "    Privo by Clarks\n",
      "    Proenza Schouler\n",
      "    Propet\n",
      "    PUMA\n",
      "    PUMA Sport Fashion\n",
      "    Quiksilver Kids\n",
      "    Rachel Zoe\n",
      "    Ralph Lauren Collection\n",
      "    Ralph Lauren Layette Kids\n",
      "    Rebecca Minkoff\n",
      "    Reebok\n",
      "    Reebok Kids\n",
      "    Reef\n",
      "    Reef Kids\n",
      "    Rieker\n",
      "    Robert Clergerie\n",
      "    Roberto Cavalli\n",
      "    Rocket Dog\n",
      "    Romika\n",
      "    Ros Hommerson\n",
      "    Roxy\n",
      "    Roxy Kids\n",
      "    rsvp\n",
      "    Salt Water Sandal by Hoy Shoes\n",
      "    Salvatore Ferragamo\n",
      "    Sam Edelman\n",
      "    Sam Edelman Kids\n",
      "    Sanuk\n",
      "    Sanuk Kids\n",
      "    Sbicca\n",
      "    Scott Hawaii\n",
      "    See by Chloe\n",
      "    See Kai Run Kids\n",
      "    Sergio Rossi\n",
      "    Sesto Meucci\n",
      "    Seychelles\n",
      "    Shoe Be Doo\n",
      "    Sigerson Morrison\n",
      "    SKECHERS\n",
      "    smartdogs\n",
      "    Softspots\n",
      "    SoftWalk\n",
      "    SOLE\n",
      "    Speedo\n",
      "    Spenco\n",
      "    Sperry Kids\n",
      "    Sperry Top-Sider\n",
      "    Splendid\n",
      "    Spring Step\n",
      "    Stacy Adams\n",
      "    Steve Madden\n",
      "    Steve Madden Kids\n",
      "    Steven\n",
      "    Stride Rite\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman Bridal & Evening Collection\n",
      "    Stuart Weitzman Kids\n",
      "    Superfeet\n",
      "    taos Footwear\n",
      "    Taryn Rose\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    Teva Kids\n",
      "    The North Face\n",
      "    The North Face Kids\n",
      "    Think!\n",
      "    Timberland\n",
      "    Timberland Kids\n",
      "    Tommy Bahama\n",
      "    Tommy Hilfiger\n",
      "    Touch Ups\n",
      "    Trotters\n",
      "    Truth or Dare By Madonna\n",
      "    Tsubo\n",
      "    UGG\n",
      "    UGG Collection\n",
      "    UGG Kids\n",
      "    Unlisted\n",
      "    Vaneli\n",
      "    Vera Bradley\n",
      "    Vera Wang Lavender Label\n",
      "    Versace Collection\n",
      "    Via Spiga\n",
      "    Vidorreta\n",
      "    Vince Camuto\n",
      "    Vineyard Vines\n",
      "    Vivanz\n",
      "    Vivienne Westwood\n",
      "    VOLATILE\n",
      "    Volcom\n",
      "    Walking Cradles\n",
      "    Wolky\n",
      "    Worishofer\n",
      "    Yellow Box\n",
      "    Ziera\n",
      "    Zigi\n",
      "  Heel\n",
      "    Annie\n",
      "    Athena Alexander\n",
      "    Callisto of California\n",
      "    Clarks\n",
      "    Coloriffics\n",
      "    Eastland\n",
      "    Eric Michael\n",
      "    Finn Comfort\n",
      "    Fly Flot\n",
      "    Gentle Souls\n",
      "    Justin\n",
      "    Kork-Ease\n",
      "    La Plume\n",
      "    Lilly Pulitzer\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Nine West\n",
      "    Onex\n",
      "    SKECHERS\n",
      "    Spring Step\n",
      "    Stuart Weitzman\n",
      "    Vivanz\n",
      "    VOLATILE\n",
      "    Walking Cradles\n",
      "    Ziera\n",
      "-----------------------\n",
      "Shoes\n",
      "  Boat Shoes\n",
      "    ALDO\n",
      "    Allen-Edmonds\n",
      "    Bass\n",
      "    Bedstu\n",
      "    Ben Sherman\n",
      "    Born\n",
      "    BOSS Orange\n",
      "    Bottega Veneta\n",
      "    Burberry\n",
      "    Circa\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Crocs\n",
      "    Crocs Kids\n",
      "    Daniel Green\n",
      "    Dockers\n",
      "    DSQUARED2\n",
      "    Dunham\n",
      "    Eastland\n",
      "    ECCO\n",
      "    Florsheim Kids\n",
      "    FootMates\n",
      "    Frye\n",
      "    Frye Kids\n",
      "    GBX\n",
      "    Gravis\n",
      "    Jumping Jacks Kids\n",
      "    Keen\n",
      "    KORS Michael Kors\n",
      "    Lacoste\n",
      "    Lucky Brand\n",
      "    Mephisto\n",
      "    Minnetonka\n",
      "    Native Kids Shoes\n",
      "    Neil M\n",
      "    Pablosky Kids\n",
      "    Polo Ralph Lauren\n",
      "    Polo Ralph Lauren Kids\n",
      "    Ralph Lauren Collection\n",
      "    RJ Colt\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Roxy\n",
      "    Salvatore Ferragamo\n",
      "    Sanuk\n",
      "    Sebago\n",
      "    SKECHERS\n",
      "    Sperry Kids\n",
      "    Sperry Top-Sider\n",
      "    Steve Madden\n",
      "    Ted Baker\n",
      "    Timberland\n",
      "    Tommy Bahama\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Tretorn\n",
      "    Vans\n",
      "    Vans Kids\n",
      "    Vince Camuto\n",
      "  Clogs and Mules\n",
      "    adidas Kids\n",
      "    Aetrex\n",
      "    Ahnu\n",
      "    Alegria\n",
      "    Alegria Kids\n",
      "    Annie\n",
      "    Aravon\n",
      "    Arcopedico\n",
      "    Ariat\n",
      "    Baffin\n",
      "    Birkenstock\n",
      "    Birkenstock Kids\n",
      "    Birki's\n",
      "    Birki's Kids\n",
      "    Bogs\n",
      "    Born\n",
      "    Bottega Veneta\n",
      "    Brighton\n",
      "    Chaco\n",
      "    Chaco Kids\n",
      "    Clarks\n",
      "    Cordani\n",
      "    Crocs\n",
      "    Crocs Kids\n",
      "    Dansko\n",
      "    Dansko Kids\n",
      "    David Tate\n",
      "    Donald J Pliner\n",
      "    Dr. Scholl's\n",
      "    Eastland\n",
      "    Easy Spirit\n",
      "    El Naturalista\n",
      "    Finn Comfort\n",
      "    FitFlop\n",
      "    Flojos\n",
      "    Florsheim\n",
      "    Fly Flot\n",
      "    Frye\n",
      "    Gentle Souls\n",
      "    Grazie\n",
      "    Haflinger\n",
      "    Harley-Davidson\n",
      "    Helle Comfort\n",
      "    Hunter\n",
      "    J-41\n",
      "    J. Renee\n",
      "    Jambu\n",
      "    Jambu Kids\n",
      "    Josef Seibel\n",
      "    Kalso Earth\n",
      "    Keds\n",
      "    Keen\n",
      "    Keen Utility\n",
      "    Klogs USA\n",
      "    KORS Michael Kors\n",
      "    La Canadienne\n",
      "    La Plume\n",
      "    Lassen\n",
      "    Loeffler Randall\n",
      "    Lucchese\n",
      "    Merrell\n",
      "    MOZO\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Napa Flex\n",
      "    Nurse Mates\n",
      "    Orthaheel\n",
      "    Papillio\n",
      "    Patagonia\n",
      "    Pikolinos\n",
      "    Privo by Clarks\n",
      "    Propet\n",
      "    Robert Clergerie\n",
      "    Rocket Dog\n",
      "    Romika\n",
      "    Roper\n",
      "    Salomon\n",
      "    Sanita\n",
      "    Sbicca\n",
      "    Sesto Meucci\n",
      "    SKECHERS\n",
      "    SKECHERS Work\n",
      "    Sofft\n",
      "    Softspots\n",
      "    SoftWalk\n",
      "    Spenco\n",
      "    Spirit by Lucchese\n",
      "    Spring Step\n",
      "    Stetson\n",
      "    The North Face\n",
      "    Think!\n",
      "    Timberland PRO\n",
      "    Trotters\n",
      "    UGG\n",
      "    UGG Collection\n",
      "    UGG Kids\n",
      "    Vivanz\n",
      "    VOLATILE\n",
      "    Walking Cradles\n",
      "    White Mountain\n",
      "    Wolky\n",
      "    Worishofer\n",
      "    Yellow Box\n",
      "  Crib Shoes\n",
      "    adidas Kids\n",
      "    Bloch Kids\n",
      "    Designer's Touch Kids\n",
      "    EMU Australia Kids\n",
      "    etnies Kids\n",
      "    Nike Kids\n",
      "    Ragg Kids\n",
      "    UGG Kids\n",
      "    Vans Kids\n",
      "  Firstwalker\n",
      "    Agatha Ruiz De La Prada Kids\n",
      "    Aster Kids\n",
      "    Beeko\n",
      "    Camper Kids\n",
      "    Cole Haan Kids\n",
      "    De Osu Kids\n",
      "    Elephantito\n",
      "    Enzo Kids\n",
      "    FootMates\n",
      "    Garvalin Kids\n",
      "    Geox Kids\n",
      "    Jumping Jacks Kids\n",
      "    Keds Kids\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Kid Express\n",
      "    Lacoste Kids\n",
      "    Livie & Luca\n",
      "    Merrell Kids\n",
      "    Mia Kids\n",
      "    Morgan&Milo Kids\n",
      "    Naturino\n",
      "    New Balance Kids\n",
      "    Nike Kids\n",
      "    Pablosky Kids\n",
      "    pediped\n",
      "    Primigi Kids\n",
      "    Puma Kids\n",
      "    Ralph Lauren Layette Kids\n",
      "    Robeez\n",
      "    Roxy Kids\n",
      "    See Kai Run Kids\n",
      "    Sperry Kids\n",
      "    Stride Rite\n",
      "    Superga Kids\n",
      "    Timberland Kids\n",
      "    Tsukihoshi Kids\n",
      "    Twig Kids\n",
      "    Umi Kids\n",
      "    Venettini Kids\n",
      "  Flats\n",
      "    A Line\n",
      "    Acorn\n",
      "    adidas by Stella McCartney\n",
      "    Aetrex\n",
      "    Agatha Ruiz De La Prada Kids\n",
      "    Ahnu\n",
      "    ALDO\n",
      "    Alexander McQueen\n",
      "    Amalfi by Rangoni\n",
      "    Amiana\n",
      "    Anne Klein\n",
      "    Annie\n",
      "    ara\n",
      "    Aravon\n",
      "    Arche\n",
      "    Arcopedico\n",
      "    Armani Jeans\n",
      "    Aster Kids\n",
      "    Bandolino\n",
      "    BC Footwear\n",
      "    BCBGeneration\n",
      "    BCBGMAXAZRIA\n",
      "    Bedstu\n",
      "    Beeko\n",
      "    Bella-Vita\n",
      "    Belle by Sigerson Morrison\n",
      "    Betsey Johnson\n",
      "    Betsey Johnson for The Cool People\n",
      "    Big Buddha\n",
      "    Biviel\n",
      "    Bloch\n",
      "    Bloch Kids\n",
      "    Blondo\n",
      "    Blowfish\n",
      "    Born\n",
      "    Bottega Veneta\n",
      "    Bouquets\n",
      "    Boutique 9\n",
      "    Brighton\n",
      "    Burberry\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Calvin Klein Collection\n",
      "    Calvin Klein Jeans\n",
      "    Camper\n",
      "    Camper Kids\n",
      "    Capezio\n",
      "    Capezio Kids\n",
      "    Chaco Kids\n",
      "    Chinese Laundry\n",
      "    Chooka\n",
      "    Christin Michaels\n",
      "    Cienta Kids Shoes\n",
      "    Circa Joan & David\n",
      "    Circus by Sam Edelman\n",
      "    Clarks\n",
      "    Cobb Hill\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Corso Como\n",
      "    Costume National\n",
      "    Crocs\n",
      "    Crocs Kids\n",
      "    Cushe\n",
      "    Dansko\n",
      "    David Tate\n",
      "    De Osu Kids\n",
      "    Designer's Touch Kids\n",
      "    Diane Von Furstenberg\n",
      "    Diesel\n",
      "    Dirty Laundry\n",
      "    DKNY\n",
      "    DMSX\n",
      "    Dolce & Gabbana\n",
      "    Dolce Vita\n",
      "    Donald J Pliner\n",
      "    Donald J Pliner Jrs\n",
      "    Dr. Martens\n",
      "    Dr. Scholl's\n",
      "    Drew\n",
      "    DSQUARED2\n",
      "    DV by Dolce Vita\n",
      "    Earthies\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    El Naturalista\n",
      "    Elephantito\n",
      "    Elizabeth and James\n",
      "    Enzo Angiolini\n",
      "    Enzo Kids\n",
      "    Eric Michael\n",
      "    Fendi Kids\n",
      "    Fergie\n",
      "    FIEL\n",
      "    Finn Comfort\n",
      "    FitFlop\n",
      "    Fitzwell\n",
      "    Flojos\n",
      "    Fly Flot\n",
      "    FootMates\n",
      "    Fossil\n",
      "    Franco Sarto\n",
      "    Fratelli Rossetti\n",
      "    French Sole\n",
      "    Frye\n",
      "    Fugu Malibu\n",
      "    Gabor\n",
      "    Gabriella Rocha\n",
      "    Garvalin Kids\n",
      "    Gentle Souls\n",
      "    Geox\n",
      "    Geox Kids\n",
      "    Giuseppe Zanotti\n",
      "    GUESS\n",
      "    Haflinger\n",
      "    Havaianas\n",
      "    Havaianas Kids\n",
      "    Helle Comfort\n",
      "    House of Harlow 1960\n",
      "    Hunter\n",
      "    Hush Puppies\n",
      "    Hush Puppies Kids\n",
      "    Indigo by Clarks\n",
      "    Isola\n",
      "    Ivanka Trump\n",
      "    J-41\n",
      "    Jambu\n",
      "    Jessica Simpson\n",
      "    Jessica Simpson Kids\n",
      "    Jil Sander\n",
      "    Joan & David\n",
      "    Josef Seibel\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Jumping Jacks Kids\n",
      "    Kalso Earth\n",
      "    Kate Spade New York\n",
      "    Keds\n",
      "    Keds Kids\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Kid Express\n",
      "    KORS Michael Kors\n",
      "    KORS Michael Kors Kids\n",
      "    La Plume\n",
      "    Lacoste\n",
      "    Lassen\n",
      "    LAUREN Ralph Lauren\n",
      "    LifeStride\n",
      "    Little Marc Jacobs\n",
      "    Livie & Luca\n",
      "    Loeffler Randall\n",
      "    LOVE Moschino\n",
      "    Lucky Brand\n",
      "    Lumiani\n",
      "    Madden Girl\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    McQ\n",
      "    Me Too\n",
      "    Me Too Kids\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Merrell Kids\n",
      "    MIA\n",
      "    Mia Kids\n",
      "    MIA Limited Edition\n",
      "    Michael Antonio\n",
      "    MICHAEL Michael Kors\n",
      "    MICHAEL Michael Kors Kids\n",
      "    Minnetonka\n",
      "    Missoni\n",
      "    Miz Mooz\n",
      "    Morgan&Milo Kids\n",
      "    Moschino\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Naturalizer\n",
      "    Naturino\n",
      "    Naughty Monkey\n",
      "    Nicole\n",
      "    Nina Kids\n",
      "    Nine West\n",
      "    Nine West Kids\n",
      "    Not Rated\n",
      "    Oh! Shoes\n",
      "    Old Friend\n",
      "    Orthaheel\n",
      "    Pablosky Kids\n",
      "    Pampili\n",
      "    Paris Hilton\n",
      "    Patagonia\n",
      "    Paul Green\n",
      "    Paul Smith\n",
      "    Pazitos\n",
      "    pediped\n",
      "    Pedro Garcia\n",
      "    Penny Loves Kenny\n",
      "    Pikolinos\n",
      "    Pour La Victoire\n",
      "    Primigi Kids\n",
      "    Propet\n",
      "    PUMA\n",
      "    PUMA Sport Fashion\n",
      "    Rachel Kids\n",
      "    Rachel Roy\n",
      "    Rachel Zoe\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Layette Kids\n",
      "    Rebecca Minkoff\n",
      "    Reef\n",
      "    Rieker\n",
      "    Robert Clergerie\n",
      "    Roberto Cavalli\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Romantic Soles\n",
      "    Romika\n",
      "    Ros Hommerson\n",
      "    Roxy\n",
      "    Roxy Kids\n",
      "    Salvatore Ferragamo\n",
      "    Sam Edelman\n",
      "    Sam Edelman Kids\n",
      "    Sanuk\n",
      "    Sanuk Kids\n",
      "    Sbicca\n",
      "    School Issue\n",
      "    See by Chloe\n",
      "    See Kai Run Kids\n",
      "    Sergio Rossi\n",
      "    Sesto Meucci\n",
      "    Seychelles\n",
      "    Shoe Be Doo\n",
      "    Sigerson Morrison\n",
      "    SKECHERS\n",
      "    SKECHERS KIDS\n",
      "    SKECHERS Work\n",
      "    smartdogs\n",
      "    Sofft\n",
      "    Soft Style\n",
      "    Softspots\n",
      "    SoftWalk\n",
      "    Sperry Top-Sider\n",
      "    Splendid\n",
      "    Spring Step\n",
      "    Steve Madden\n",
      "    Steve Madden Kids\n",
      "    Steven\n",
      "    Stride Rite\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Stuart Weitzman Kids\n",
      "    taos Footwear\n",
      "    Taryn Rose\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    The Cool People\n",
      "    The North Face\n",
      "    Think!\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Touch Ups\n",
      "    Trotters\n",
      "    Truth or Dare By Madonna\n",
      "    Tsubo\n",
      "    Twig Kids\n",
      "    Type Z\n",
      "    UGG\n",
      "    UGG Kids\n",
      "    Umi Kids\n",
      "    Vaneli\n",
      "    Venettini Kids\n",
      "    Vera Wang Lavender Label\n",
      "    Via Spiga\n",
      "    Vigotti\n",
      "    Vince Camuto\n",
      "    Vintage Shoe Company\n",
      "    Vivienne Westwood\n",
      "    VOLATILE\n",
      "    W.A.G\n",
      "    Walking Cradles\n",
      "    White Mountain\n",
      "    Wolky\n",
      "    Yellow Box\n",
      "    Ziera\n",
      "    Zigi\n",
      "  Heels\n",
      "    7 For All Mankind\n",
      "    A Line\n",
      "    Aetrex\n",
      "    ALDO\n",
      "    Alexander McQueen\n",
      "    Amiana\n",
      "    Anne Klein\n",
      "    Annie\n",
      "    Aquatalia by Marvin K\n",
      "    ara\n",
      "    Aravon\n",
      "    Arche\n",
      "    Armani Jeans\n",
      "    Badgley Mischka\n",
      "    Bandolino\n",
      "    Bass\n",
      "    BC Footwear\n",
      "    BCBGeneration\n",
      "    BCBGMAXAZRIA\n",
      "    BeautiFeel\n",
      "    Bebe\n",
      "    Bella-Vita\n",
      "    Belle by Sigerson Morrison\n",
      "    Betsey Johnson\n",
      "    Betsey Johnson for The Cool People\n",
      "    Big Buddha\n",
      "    Biviel\n",
      "    Bloch\n",
      "    Blondo\n",
      "    Blowfish\n",
      "    Born\n",
      "    Bottega Veneta\n",
      "    Bouquets\n",
      "    Boutique 9\n",
      "    Brighton\n",
      "    Burberry\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Calvin Klein Collection\n",
      "    Calvin Klein Jeans\n",
      "    Camper\n",
      "    Caparros\n",
      "    Capezio\n",
      "    CARLOS by Carlos Santana\n",
      "    Cesare Paciotti\n",
      "    Charles by Charles David\n",
      "    Chinese Laundry\n",
      "    Christin Michaels\n",
      "    Circa Joan & David\n",
      "    Circus by Sam Edelman\n",
      "    Clarks\n",
      "    Cobb Hill\n",
      "    Cole Haan\n",
      "    Coloriffics\n",
      "    Cordani\n",
      "    Corso Como\n",
      "    Costume National\n",
      "    Crocs\n",
      "    Dansko\n",
      "    David Tate\n",
      "    Diane Von Furstenberg\n",
      "    Diba\n",
      "    Diesel\n",
      "    Dirty Laundry\n",
      "    DKNY\n",
      "    DKNYC\n",
      "    DMSX\n",
      "    Dolce Vita\n",
      "    Donald J Pliner\n",
      "    Donna Karan\n",
      "    Dr. Martens\n",
      "    Dr. Scholl's\n",
      "    Drew\n",
      "    DSQUARED2\n",
      "    DV by Dolce Vita\n",
      "    Dyeables\n",
      "    Earth\n",
      "    Earthies\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    El Naturalista\n",
      "    Elizabeth and James\n",
      "    Enzo Angiolini\n",
      "    Eric Michael\n",
      "    Fergie\n",
      "    Fidji\n",
      "    FIEL\n",
      "    Fitzwell\n",
      "    Franco Sarto\n",
      "    Fratelli Rossetti\n",
      "    French Sole\n",
      "    Frye\n",
      "    Gabor\n",
      "    Gabriella Rocha\n",
      "    Gentle Souls\n",
      "    Geox\n",
      "    Giuseppe Zanotti\n",
      "    Gravati\n",
      "    GUESS\n",
      "    Helle Comfort\n",
      "    House of Harlow 1960\n",
      "    Hush Puppies\n",
      "    Indigo by Clarks\n",
      "    Irregular Choice\n",
      "    Isola\n",
      "    Ivanka Trump\n",
      "    J-41\n",
      "    J. Renee\n",
      "    Jack Rogers\n",
      "    Jambu\n",
      "    Jessica Simpson\n",
      "    Jessica Simpson Kids\n",
      "    Jil Sander\n",
      "    Joan & David\n",
      "    John Fluevog\n",
      "    Jones New York\n",
      "    Josef Seibel\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Jumping Jacks Kids\n",
      "    KAMALIKULTURE\n",
      "    Kate Spade New York\n",
      "    Kelsi Dagger\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Kork-Ease\n",
      "    KORS Michael Kors\n",
      "    KORS Michael Kors Kids\n",
      "    L.A.M.B\n",
      "    La Canadienne\n",
      "    Lacoste\n",
      "    LAUREN Ralph Lauren\n",
      "    LifeStride\n",
      "    Lilly Pulitzer\n",
      "    Loeffler Randall\n",
      "    LOVE Moschino\n",
      "    Lucky Brand\n",
      "    Luichiny\n",
      "    Lumiani\n",
      "    Luxury Rebel\n",
      "    Madden Girl\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    Marchez Vous\n",
      "    Matisse\n",
      "    McQ\n",
      "    Me Too\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Mia Kids\n",
      "    MIA Limited Edition\n",
      "    Michael Antonio\n",
      "    Michael Kors\n",
      "    MICHAEL Michael Kors\n",
      "    Miss Me\n",
      "    Missoni\n",
      "    Miz Mooz\n",
      "    Mojo Moxy\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Naturalizer\n",
      "    Naughty Monkey\n",
      "    Naya\n",
      "    Nina\n",
      "    Nina Kids\n",
      "    Nine West\n",
      "    Nine West Kids\n",
      "    Not Rated\n",
      "    Oh! Shoes\n",
      "    Onex\n",
      "    Paris Hilton\n",
      "    Paul Green\n",
      "    Paul Smith\n",
      "    Pedro Garcia\n",
      "    Pelle Moda\n",
      "    Penny Loves Kenny\n",
      "    Pikolinos\n",
      "    Pleaser USA\n",
      "    Pour La Victoire\n",
      "    Proenza Schouler\n",
      "    Promiscuous\n",
      "    Rachel Kids\n",
      "    Rachel Roy\n",
      "    Rachel Zoe\n",
      "    Ralph Lauren Collection\n",
      "    Rebecca Minkoff\n",
      "    Report\n",
      "    Rieker\n",
      "    Robert Clergerie\n",
      "    Roberto Cavalli\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Romantic Soles\n",
      "    Romika\n",
      "    Ros Hommerson\n",
      "    Rosegold\n",
      "    rsvp\n",
      "    Salvatore Ferragamo\n",
      "    Sam Edelman\n",
      "    Sbicca\n",
      "    See by Chloe\n",
      "    Sergio Rossi\n",
      "    Sesto Meucci\n",
      "    Seychelles\n",
      "    Shoe Be Doo\n",
      "    Sigerson Morrison\n",
      "    SKECHERS\n",
      "    Sofft\n",
      "    Soft Style\n",
      "    Softspots\n",
      "    SoftWalk\n",
      "    Sperry Top-Sider\n",
      "    Splendid\n",
      "    Spring Step\n",
      "    Steve Madden\n",
      "    Steve Madden Kids\n",
      "    Steven\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman Bridal & Evening Collection\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Stuart Weitzman Kids\n",
      "    T.U.K\n",
      "    Taryn Rose\n",
      "    Ted Baker\n",
      "    Think!\n",
      "    TIC TAC TOES\n",
      "    Timberland\n",
      "    Timberland PRO\n",
      "    Tommy Hilfiger\n",
      "    Touch Ups\n",
      "    Trotters\n",
      "    True Religion\n",
      "    Truth or Dare By Madonna\n",
      "    Tsubo\n",
      "    Two Lips\n",
      "    Type Z\n",
      "    UGG\n",
      "    UGG Collection\n",
      "    Unlisted\n",
      "    Vaneli\n",
      "    Vera Wang Lavender Label\n",
      "    Versace Collection\n",
      "    Via Spiga\n",
      "    Vidorreta\n",
      "    Vigotti\n",
      "    Vince Camuto\n",
      "    Vivanz\n",
      "    Vivienne Westwood\n",
      "    VOLATILE\n",
      "    Walking Cradles\n",
      "    Wolky\n",
      "    Yellow Box\n",
      "    Ziera\n",
      "    Zigi\n",
      "  Loafers\n",
      "    A. Testoni\n",
      "    adidas Y-3 by Yohji Yamamoto\n",
      "    Aetrex\n",
      "    ALDO\n",
      "    Alegria\n",
      "    Alexander McQueen\n",
      "    Allen-Edmonds\n",
      "    Anne Klein\n",
      "    Annie\n",
      "    Aquatalia by Marvin K\n",
      "    ara\n",
      "    Aravon\n",
      "    Arche\n",
      "    Armani Jeans\n",
      "    Bandolino\n",
      "    Bass\n",
      "    BC Footwear\n",
      "    BCBGeneration\n",
      "    Bedstu\n",
      "    Beeko\n",
      "    Bella-Vita\n",
      "    Belle by Sigerson Morrison\n",
      "    Ben Sherman\n",
      "    Bernardo\n",
      "    Betsey Johnson\n",
      "    Big Buddha\n",
      "    Blowfish\n",
      "    Blundstone\n",
      "    Bogs\n",
      "    Born\n",
      "    BOSS Black\n",
      "    Bostonian\n",
      "    Bottega Veneta\n",
      "    Brighton\n",
      "    BRUNO MAGLI\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Camper\n",
      "    Camper Kids\n",
      "    Cesare Paciotti\n",
      "    Chaco\n",
      "    Chinese Laundry\n",
      "    Circa Joan & David\n",
      "    Circus by Sam Edelman\n",
      "    Clarks\n",
      "    Cobb Hill\n",
      "    Cobian\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Costume National\n",
      "    Crocs\n",
      "    Cushe\n",
      "    Dansko\n",
      "    DC\n",
      "    Deer Stags\n",
      "    Diesel\n",
      "    DKNY\n",
      "    Dockers\n",
      "    Dolce & Gabbana\n",
      "    Dolce Vita\n",
      "    Donald J Pliner\n",
      "    Dr. Martens\n",
      "    Dr. Scholl's\n",
      "    DSQUARED2\n",
      "    Dunham\n",
      "    DV by Dolce Vita\n",
      "    Eastland\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    Elephantito\n",
      "    Emerald by Element\n",
      "    Emerica\n",
      "    EMU Australia Kids\n",
      "    Enzo Angiolini\n",
      "    Fendi Kids\n",
      "    FIEL\n",
      "    Finn Comfort\n",
      "    FitFlop\n",
      "    Fitzwell\n",
      "    Floats by Robert Wayne\n",
      "    Florsheim\n",
      "    Florsheim Kids\n",
      "    Fly Flot\n",
      "    FootMates\n",
      "    Fossil\n",
      "    Franco Sarto\n",
      "    Fratelli\n",
      "    Fratelli Rossetti\n",
      "    Fred Perry\n",
      "    French Sole\n",
      "    Frye\n",
      "    Garvalin Kids\n",
      "    GBX\n",
      "    Gentle Souls\n",
      "    Geox\n",
      "    Geox Kids\n",
      "    Giorgio Brutini\n",
      "    Giuseppe Zanotti\n",
      "    Gordon Rush\n",
      "    Gravati\n",
      "    GUESS\n",
      "    Havaianas\n",
      "    Helle Comfort\n",
      "    Hush Puppies\n",
      "    Hush Puppies Kids\n",
      "    Ivanka Trump\n",
      "    Jambu\n",
      "    JD Fisk\n",
      "    Jil Sander\n",
      "    Joe's Jeans\n",
      "    John Varvatos\n",
      "    Johnston & Murphy\n",
      "    Joie\n",
      "    Josef Seibel\n",
      "    Juicy Couture\n",
      "    Jumping Jacks Kids\n",
      "    Just Cavalli\n",
      "    Kalso Earth\n",
      "    Kamik\n",
      "    Kate Spade New York\n",
      "    Keds\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Kelsi Dagger\n",
      "    Kenneth Cole New York\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Kid Express\n",
      "    Lacoste\n",
      "    Lassen\n",
      "    LAUREN Ralph Lauren\n",
      "    LifeStride\n",
      "    Livie & Luca\n",
      "    Lloyd\n",
      "    Lounge by Mark Nason\n",
      "    Lucky Brand\n",
      "    Lumiani\n",
      "    Madden Girl\n",
      "    Magnanni\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    Matisse\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Merrell Kids\n",
      "    Mezlan\n",
      "    MIA\n",
      "    MICHAEL Michael Kors\n",
      "    Minnetonka\n",
      "    Minnetonka Kids\n",
      "    Miz Mooz\n",
      "    MOZO\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Naturalizer\n",
      "    Naturino\n",
      "    Nautilus\n",
      "    Neil M\n",
      "    Nina Kids\n",
      "    Nine West\n",
      "    NO SOX\n",
      "    Nunn Bush\n",
      "    Nurse Mates\n",
      "    Old Friend\n",
      "    OluKai\n",
      "    Original Penguin\n",
      "    Orthaheel\n",
      "    Pablosky Kids\n",
      "    Patagonia\n",
      "    Patricia Green\n",
      "    Paul Green\n",
      "    Paul Smith\n",
      "    Pazitos\n",
      "    pediped\n",
      "    Penny Loves Kenny\n",
      "    Pikolinos\n",
      "    Polo Ralph Lauren\n",
      "    Primigi Kids\n",
      "    Propet\n",
      "    PUMA\n",
      "    Rachel Roy\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Collection\n",
      "    Ralph Lauren Layette Kids\n",
      "    Rebecca Minkoff\n",
      "    Report\n",
      "    Rieker\n",
      "    RJ Colt\n",
      "    Robert Clergerie\n",
      "    Robert Wayne\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Romika\n",
      "    Roper\n",
      "    Ros Hommerson\n",
      "    Roxy\n",
      "    Roxy Kids\n",
      "    Salvatore Ferragamo\n",
      "    Sam Edelman\n",
      "    Santoni\n",
      "    Sanuk\n",
      "    Sanuk Kids\n",
      "    School Issue\n",
      "    SeaVees\n",
      "    Sebago\n",
      "    Sesto Meucci\n",
      "    Seychelles\n",
      "    Shoe Be Doo\n",
      "    SKECHERS\n",
      "    SKECHERS KIDS\n",
      "    SKECHERS Work\n",
      "    Soft Style\n",
      "    Softspots\n",
      "    SoftWalk\n",
      "    Sorel\n",
      "    Spenco\n",
      "    Sperry Kids\n",
      "    Sperry Top-Sider\n",
      "    Splendid\n",
      "    Spring Step\n",
      "    Stacy Adams\n",
      "    Steve Madden\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Taryn Rose\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    Think!\n",
      "    Timberland Kids\n",
      "    To Boot New York\n",
      "    Tommy Bahama\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Trotters\n",
      "    Tsubo\n",
      "    Twig Kids\n",
      "    Type Z\n",
      "    UGG\n",
      "    UGG Kids\n",
      "    Umi Kids\n",
      "    Vaneli\n",
      "    Venettini Kids\n",
      "    Vera Wang Lavender Label\n",
      "    Versace Collection\n",
      "    Vince Camuto\n",
      "    Vivienne Westwood\n",
      "    W.A.G\n",
      "    Walking Cradles\n",
      "    White Mountain\n",
      "    Wolky\n",
      "    Wolverine\n",
      "    Woolrich\n",
      "    WORX by Red Wing Shoes\n",
      "    Yellow Box\n",
      "  Oxfords\n",
      "    A. Testoni\n",
      "    ALDO\n",
      "    Alegria\n",
      "    Alegria Kids\n",
      "    Alexander McQueen\n",
      "    Allen-Edmonds\n",
      "    Annie\n",
      "    ara\n",
      "    Aravon\n",
      "    Arcopedico\n",
      "    Bass\n",
      "    Bates Footwear\n",
      "    BCBGeneration\n",
      "    Bedstu\n",
      "    Beeko\n",
      "    Belle by Sigerson Morrison\n",
      "    Ben Sherman\n",
      "    Big Buddha\n",
      "    Bikkembergs\n",
      "    Blowfish\n",
      "    Born\n",
      "    BOSS Black\n",
      "    BOSS Orange\n",
      "    Bostonian\n",
      "    BRUNO MAGLI\n",
      "    Call it SPRING\n",
      "    Calvin Klein\n",
      "    Calvin Klein Jeans\n",
      "    Camper\n",
      "    Camper Kids\n",
      "    Cesare Paciotti\n",
      "    Chinese Laundry\n",
      "    Clarks\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Costume National\n",
      "    Dansko\n",
      "    Deer Stags\n",
      "    Designer's Touch Kids\n",
      "    Diesel\n",
      "    Dirty Laundry\n",
      "    Dockers\n",
      "    Dolce & Gabbana\n",
      "    Donald J Pliner\n",
      "    Dr. Martens\n",
      "    Dr. Scholl's\n",
      "    Drew\n",
      "    DSQUARED2\n",
      "    Dunham\n",
      "    DV by Dolce Vita\n",
      "    Earth\n",
      "    Eastland\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    Elephantito\n",
      "    FIEL\n",
      "    Finn Comfort\n",
      "    FitFlop\n",
      "    Fitzwell\n",
      "    Florsheim\n",
      "    Florsheim Kids\n",
      "    FootMates\n",
      "    Fratelli\n",
      "    Fratelli Rossetti\n",
      "    Fred Perry\n",
      "    Frye\n",
      "    Gabriella Rocha\n",
      "    Garvalin Kids\n",
      "    GBX\n",
      "    Generic Surplus\n",
      "    Gentle Souls\n",
      "    Geox\n",
      "    Geox Kids\n",
      "    Giorgio Brutini\n",
      "    Gordon Rush\n",
      "    Gravati\n",
      "    Gravis\n",
      "    GUESS\n",
      "    Hush Puppies\n",
      "    Hush Puppies Kids\n",
      "    Irish Setter\n",
      "    JD Fisk\n",
      "    Jeffery-West\n",
      "    Jil Sander\n",
      "    John Varvatos\n",
      "    Johnston & Murphy\n",
      "    Josef Seibel\n",
      "    Jumping Jacks Kids\n",
      "    Just Cavalli\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Keen Utility\n",
      "    Kenneth Cole New York\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Kid Express\n",
      "    KORS Michael Kors\n",
      "    Lacoste\n",
      "    Livie & Luca\n",
      "    Lloyd\n",
      "    Loeffler Randall\n",
      "    Lucky Brand\n",
      "    Lumiani\n",
      "    Madden Girl\n",
      "    Magnanni\n",
      "    Magnum\n",
      "    Marc Jacobs\n",
      "    McQ\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Mezlan\n",
      "    Michael Antonio\n",
      "    MOZO\n",
      "    Munro American\n",
      "    Naot Footwear\n",
      "    Naturalizer\n",
      "    Naturino\n",
      "    Naughty Monkey\n",
      "    Neil M\n",
      "    NO SOX\n",
      "    Not Rated\n",
      "    Nunn Bush\n",
      "    OluKai\n",
      "    Original Penguin\n",
      "    Patagonia\n",
      "    Paul Smith\n",
      "    Paul Smith Junior\n",
      "    Pazitos\n",
      "    Pikolinos\n",
      "    Polo Ralph Lauren\n",
      "    Primigi Kids\n",
      "    Propet\n",
      "    PUMA Sport Fashion\n",
      "    Rachel Roy\n",
      "    Ralph Lauren Collection\n",
      "    Ralph Lauren Layette Kids\n",
      "    Rieker\n",
      "    RJ Colt\n",
      "    Robert Clergerie\n",
      "    Robert Wayne\n",
      "    Rockport\n",
      "    Salvatore Ferragamo\n",
      "    Santoni\n",
      "    School Issue\n",
      "    SeaVees\n",
      "    Sebago\n",
      "    See Kai Run Kids\n",
      "    Shoe Be Doo\n",
      "    SKECHERS\n",
      "    SKECHERS Work\n",
      "    Sperry Kids\n",
      "    Sperry Top-Sider\n",
      "    Splendid\n",
      "    Stacy Adams\n",
      "    Steve Madden\n",
      "    Steven\n",
      "    Stride Rite\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    Think!\n",
      "    Timberland\n",
      "    Timberland Kids\n",
      "    Timberland PRO\n",
      "    To Boot New York\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Tsubo\n",
      "    Twig Kids\n",
      "    UGG\n",
      "    UGG Collection\n",
      "    Vince Camuto\n",
      "    Vintage Shoe Company\n",
      "    Vivienne Westwood\n",
      "    VOLATILE\n",
      "    Walk-Over\n",
      "    Wolky\n",
      "    Wolverine\n",
      "    Zamberlan\n",
      "  Prewalker\n",
      "    adidas Originals Kids\n",
      "    Bloch Kids\n",
      "    Cole Haan Kids\n",
      "    Converse Kids\n",
      "    De Osu Kids\n",
      "    Designer's Touch Kids\n",
      "    Dolce & Gabbana\n",
      "    Elephantito\n",
      "    EMU Australia Kids\n",
      "    Fendi Kids\n",
      "    FootMates\n",
      "    Keds Kids\n",
      "    Kid Express\n",
      "    Lacoste Kids\n",
      "    Livie & Luca\n",
      "    Minnetonka Kids\n",
      "    Nike Kids\n",
      "    Pampili\n",
      "    Pazitos\n",
      "    pediped\n",
      "    Puma Kids\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Layette Kids\n",
      "    Robeez\n",
      "    Roxy Kids\n",
      "    See Kai Run Kids\n",
      "    Sperry Kids\n",
      "    Stride Rite\n",
      "    Tommy Hilfiger Kids\n",
      "    UGG Kids\n",
      "  Sneakers and Athletic Shoes\n",
      "    7 For All Mankind Kids\n",
      "    adidas\n",
      "    adidas by Stella McCartney\n",
      "    adidas Golf\n",
      "    adidas Kids\n",
      "    adidas Originals\n",
      "    adidas Originals Kids\n",
      "    adidas Outdoor\n",
      "    adidas Running\n",
      "    adidas Y-3 by Yohji Yamamoto\n",
      "    Aetrex\n",
      "    Agatha Ruiz De La Prada Kids\n",
      "    Ahnu\n",
      "    ALDO\n",
      "    Alexander McQueen\n",
      "    Allrounder by Mephisto\n",
      "    Altra Zero Drop Footwear\n",
      "    Amiana\n",
      "    Anne Klein\n",
      "    Arcopedico\n",
      "    Ariat\n",
      "    Armani Jeans\n",
      "    Ashworth\n",
      "    ASICS\n",
      "    ASICS Kids\n",
      "    Asolo\n",
      "    Aster Kids\n",
      "    Avia\n",
      "    Axion\n",
      "    BC Footwear\n",
      "    Beeko\n",
      "    Ben Sherman\n",
      "    Betsey Johnson\n",
      "    Bikkembergs\n",
      "    Bloch\n",
      "    Bloch Kids\n",
      "    Blowfish\n",
      "    Body Glove\n",
      "    Bogs\n",
      "    Born\n",
      "    BOSS Green\n",
      "    BOSS Orange\n",
      "    Bottega Veneta\n",
      "    Brooks\n",
      "    Brooks Kids\n",
      "    Burberry\n",
      "    Call it SPRING\n",
      "    Callaway\n",
      "    Calvin Klein\n",
      "    Calvin Klein Jeans\n",
      "    Camper\n",
      "    Camper Kids\n",
      "    Capezio\n",
      "    Capezio Kids\n",
      "    Caterpillar\n",
      "    Chaco\n",
      "    Chaco Kids\n",
      "    Chicago Skates\n",
      "    Chrome\n",
      "    Cienta Kids Shoes\n",
      "    Circa\n",
      "    Circa Kids\n",
      "    Clae\n",
      "    Clarks\n",
      "    Cobian\n",
      "    Cole Haan\n",
      "    Cole Haan Kids\n",
      "    Columbia\n",
      "    Converse\n",
      "    Converse by John Varvatos\n",
      "    Converse Kids\n",
      "    Costume National\n",
      "    Creative Recreation\n",
      "    Creative Recreation Kids\n",
      "    Crocs\n",
      "    Crocs Kids\n",
      "    Cushe\n",
      "    Dansko\n",
      "    David Tate\n",
      "    DC\n",
      "    DC Kids\n",
      "    Deer Stags\n",
      "    Dexter Bowling\n",
      "    Diadora\n",
      "    Diadora Kids\n",
      "    Diesel\n",
      "    Dirk Bikkembergs\n",
      "    DKNY\n",
      "    Dolce & Gabbana\n",
      "    Dr. Martens\n",
      "    Drew\n",
      "    DSQUARED2\n",
      "    Dunham\n",
      "    DVS Shoe Company\n",
      "    Easy Spirit\n",
      "    ECCO\n",
      "    ECCO Golf\n",
      "    Ecco Kids\n",
      "    ECCO Sport\n",
      "    Ed Hardy\n",
      "    Ektelon\n",
      "    El Naturalista\n",
      "    Element\n",
      "    Elizabeth and James\n",
      "    Emerald by Element\n",
      "    Emerica\n",
      "    etnies\n",
      "    etnies Kids\n",
      "    EVOLV\n",
      "    Fallen\n",
      "    Fila\n",
      "    Finn Comfort\n",
      "    FitFlop\n",
      "    Five Ten\n",
      "    Fox\n",
      "    Fratelli Rossetti\n",
      "    Fred Perry\n",
      "    Frye\n",
      "    Frye Kids\n",
      "    Gabor\n",
      "    Garmont\n",
      "    GBX\n",
      "    Generic Surplus\n",
      "    Geox Kids\n",
      "    Giro\n",
      "    Giuseppe Zanotti\n",
      "    Globe\n",
      "    Globe Kids\n",
      "    Gola\n",
      "    GoLite\n",
      "    Gravis\n",
      "    GUESS\n",
      "    GUESS Kids'\n",
      "    Habitat\n",
      "    Heelys\n",
      "    Hi-Tec\n",
      "    Hi-Tec Kids\n",
      "    Hoka One One\n",
      "    HUGO\n",
      "    Hush Puppies\n",
      "    Hush Puppies Kids\n",
      "    inov-8\n",
      "    Ipath\n",
      "    J-41\n",
      "    Jambu\n",
      "    Jambu Kids\n",
      "    Jessica Simpson Kids\n",
      "    John Varvatos\n",
      "    Josef Seibel\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Jumping Jacks Kids\n",
      "    Just Cavalli\n",
      "    K-Swiss\n",
      "    K-Swiss Kids\n",
      "    K2 Skates\n",
      "    Kalso Earth\n",
      "    Kamik\n",
      "    KangaROOS\n",
      "    KangaROOS Kids\n",
      "    Keds\n",
      "    Keds Kids\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Keen Utility\n",
      "    Kenneth Cole New York\n",
      "    Kenneth Cole Reaction\n",
      "    Kenneth Cole Reaction Kids\n",
      "    Khombu\n",
      "    Kid Express\n",
      "    KORS Michael Kors Kids\n",
      "    La Sportiva\n",
      "    Lacoste\n",
      "    Lacoste Kids\n",
      "    Lakai\n",
      "    Levi's&#174; Kids\n",
      "    Levi's&#174; Shoes\n",
      "    Lowa\n",
      "    Lugz\n",
      "    Macbeth\n",
      "    Madden Girl\n",
      "    Marc by Marc Jacobs\n",
      "    Marc Jacobs\n",
      "    Me Too Kids\n",
      "    Mephisto\n",
      "    Merrell\n",
      "    Merrell Kids\n",
      "    MIA\n",
      "    MICHAEL Michael Kors\n",
      "    MICHAEL Michael Kors Kids\n",
      "    Mizuno\n",
      "    Mizuno Kids\n",
      "    Montrail\n",
      "    Morgan&Milo Kids\n",
      "    Moschino\n",
      "    Mountrek\n",
      "    MOZO\n",
      "    Munro American\n",
      "    Native Kids Shoes\n",
      "    Native Shoes\n",
      "    Naturino\n",
      "    New Balance\n",
      "    New Balance Classics\n",
      "    New Balance Kids\n",
      "    Newton Running\n",
      "    Nike\n",
      "    Nike Action\n",
      "    Nike Action Kids\n",
      "    Nike Golf\n",
      "    Nike Kids\n",
      "    Nine West Sneakers\n",
      "    NO SOX\n",
      "    Nunn Bush\n",
      "    Nurse Mates\n",
      "    O'Neill\n",
      "    Oakley\n",
      "    Ocean Minded\n",
      "    OluKai\n",
      "    OluKai Kids\n",
      "    Onitsuka Tiger by Asics\n",
      "    Onitsuka Tiger Kids by Asics\n",
      "    Original Penguin\n",
      "    Orthaheel\n",
      "    Osiris\n",
      "    Osiris Kids\n",
      "    Pablosky Kids\n",
      "    Palladium\n",
      "    Palladium Kids\n",
      "    Patagonia\n",
      "    Paul Smith\n",
      "    Paul Smith Junior\n",
      "    Pearl Izumi\n",
      "    pediped\n",
      "    PF Flyers\n",
      "    PF Flyers Kids\n",
      "    Pikolinos\n",
      "    Polo Ralph Lauren\n",
      "    Polo Ralph Lauren Kids\n",
      "    Primigi Kids\n",
      "    Prince\n",
      "    Privo by Clarks\n",
      "    Pro-Keds\n",
      "    Propet\n",
      "    PUMA\n",
      "    Puma Kids\n",
      "    PUMA Sport Fashion\n",
      "    Quiksilver\n",
      "    Rachel Zoe\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Layette Kids\n",
      "    Reebok\n",
      "    Reebok Kids\n",
      "    Reebok Lifestyle\n",
      "    Reebok Team\n",
      "    Reef\n",
      "    Report\n",
      "    Rieker\n",
      "    Rocket Dog\n",
      "    Rockport\n",
      "    Rollerblade\n",
      "    Romika\n",
      "    Roxy\n",
      "    Ryka\n",
      "    Salomon\n",
      "    Salomon Kids\n",
      "    Salvatore Ferragamo\n",
      "    Sanuk\n",
      "    Sanuk Kids\n",
      "    Saucony\n",
      "    Saucony Kids\n",
      "    Saucony Originals\n",
      "    Scarpa\n",
      "    School Issue\n",
      "    SeaVees\n",
      "    Sebago\n",
      "    See Kai Run Kids\n",
      "    Shimano\n",
      "    SIDI\n",
      "    SKECHERS\n",
      "    SKECHERS KIDS\n",
      "    SKECHERS Work\n",
      "    SLVR\n",
      "    Soft Style\n",
      "    Speedo\n",
      "    Sperry Kids\n",
      "    Sperry Top-Sider\n",
      "    Spira\n",
      "    Steve Madden\n",
      "    Steve Madden Kids\n",
      "    Stride Rite\n",
      "    Stuart Weitzman\n",
      "    Stuart Weitzman for The Cool People\n",
      "    Superga\n",
      "    Superga Kids\n",
      "    Supra\n",
      "    Tecnica\n",
      "    Ted Baker\n",
      "    Teva\n",
      "    Teva Kids\n",
      "    The North Face\n",
      "    The North Face Kids\n",
      "    TIC TAC TOES\n",
      "    Timberland\n",
      "    Timberland Kids\n",
      "    Timberland PRO\n",
      "    Tommy Bahama\n",
      "    Tommy Hilfiger\n",
      "    Tommy Hilfiger Kids\n",
      "    Travis Mathew\n",
      "    Tretorn\n",
      "    Tretorn Kids\n",
      "    True Religion\n",
      "    Tsubo\n",
      "    Tsukihoshi Kids\n",
      "    Twig Kids\n",
      "    UGG\n",
      "    UGG Kids\n",
      "    Umi Kids\n",
      "    Under Armour\n",
      "    Under Armour Kids\n",
      "    Vans\n",
      "    Vans Kids\n",
      "    Vasque\n",
      "    Venettini Kids\n",
      "    Versace Collection\n",
      "    Vibram FiveFingers\n",
      "    Vivienne Westwood\n",
      "    Vivobarefoot\n",
      "    VOLATILE\n",
      "    Volatile Kids\n",
      "    Wilson\n",
      "    Wolverine\n",
      "    Zamberlan\n",
      "    Zero\n",
      "    Zigi\n",
      "    Zoot Sports\n",
      "-----------------------\n",
      "Slippers\n",
      "  Boot\n",
      "    Acorn\n",
      "    Baffin\n",
      "    Foamtreads\n",
      "    Minnetonka\n",
      "    Old Friend\n",
      "    UGG Kids\n",
      "  Slipper Flats\n",
      "    Acorn\n",
      "    Acorn Kids\n",
      "    Anne Klein\n",
      "    Baffin\n",
      "    Baffin Kids\n",
      "    Betsey Johnson\n",
      "    BOSS Black\n",
      "    Calvin Klein\n",
      "    Camper\n",
      "    Cienta Kids Shoes\n",
      "    Cole Haan Kids\n",
      "    Columbia\n",
      "    Cushe\n",
      "    Daniel Green\n",
      "    DC\n",
      "    DC Kids\n",
      "    Deer Stags\n",
      "    DVS Shoe Company\n",
      "    EMU Australia\n",
      "    EMU Australia Kids\n",
      "    Favorite Characters\n",
      "    FitFlop\n",
      "    Fitzwell\n",
      "    Foamtreads\n",
      "    Foamtreads Kids\n",
      "    Gabriella Rocha\n",
      "    Giesswein\n",
      "    Globe\n",
      "    Globe Kids\n",
      "    Haflinger\n",
      "    Haflinger Kids\n",
      "    Hatley Kids\n",
      "    Irish Setter\n",
      "    Juicy Couture\n",
      "    Juicy Couture Kids\n",
      "    Justin\n",
      "    Keen\n",
      "    Keen Kids\n",
      "    Kenneth Cole Reaction Kids\n",
      "    KORS Michael Kors Kids\n",
      "    L.B. Evans\n",
      "    Lacoste Kids\n",
      "    Livie & Luca\n",
      "    MICHAEL Michael Kors\n",
      "    Minnetonka\n",
      "    Minnetonka Kids\n",
      "    O'Neill\n",
      "    Old Friend\n",
      "    OluKai\n",
      "    Orthaheel\n",
      "    Patricia Green\n",
      "    Prana\n",
      "    Propet\n",
      "    Ragg Kids\n",
      "    Ralph Lauren Layette Kids\n",
      "    Reef\n",
      "    Reef Kids\n",
      "    Robeez\n",
      "    Rocket Dog\n",
      "    Romantic Soles\n",
      "    Roxy\n",
      "    Roxy Kids\n",
      "    Sanuk\n",
      "    smartdogs\n",
      "    Sorel\n",
      "    Sorel Kids\n",
      "    Spenco\n",
      "    Sperry Top-Sider\n",
      "    Steve Madden Kids\n",
      "    Stride Rite\n",
      "    The North Face\n",
      "    UGG\n",
      "    UGG Kids\n",
      "    Vera Bradley\n",
      "    Volcom\n",
      "    Woolrich\n",
      "    Yellow Box\n",
      "  Slipper Heels\n",
      "    Daniel Green\n",
      "    L.B. Evans\n",
      "-----------------------\n"
     ]
    }
   ],
   "source": [
    "#Eventually use this\n",
    "data_dir = 'ut-zap50k-images'\n",
    "for category in os.listdir(data_dir):\n",
    "    print(category)\n",
    "    for kind in os.listdir(data_dir+'/'+category):\n",
    "        print('  '+kind)\n",
    "        for brand in os.listdir(data_dir+'/'+category+'/'+kind):\n",
    "            print('    '+brand)\n",
    "    print(\"-----------------------\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#For now to quickly test, just focus on that young Nike\n",
    "data_dir = 'ut-zap50k-images/Shoes/Sneakers and Athletic Shoes/Nike'\n",
    "\n",
    "#Extract nike shoes, resize to 256x256,save to folder\n",
    "count = 1\n",
    "for img in os.listdir(data_dir):\n",
    "#     a = Image.open(data_dir+'/'+img)\n",
    "#     my_img = tf.image.decode_png(data_dir+'/'+img)\n",
    "    a = plt.imread(data_dir+'/'+img,format='jpg')\n",
    "    #Resize to 256 by 256\n",
    "    a = scipy.misc.imresize(a,(256,256,3))\n",
    "    scipy.misc.imsave('nike_shoes/nikeshoe'+str(count+1000)+'.jpg',a)\n",
    "    count=count+1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Pickle nike shoes edge data\n",
    "data_dir = 'nike_shoes_edge_3ch'\n",
    "count = 1\n",
    "num_edge_images = len(os.listdir(data_dir))\n",
    "nike_edge_data = np.empty((num_edge_images,256,256,3),dtype='uint8')\n",
    "for img in os.listdir(data_dir):  \n",
    "    a = plt.imread(data_dir+'/'+'nikeshoeedge'+str(count)+'.jpg')\n",
    "    nike_edge_data[count-1] = a.astype('uint8')\n",
    "    count = count + 1\n",
    "\n",
    "#Save to npy file\n",
    "nike_edge_data.shape\n",
    "np.save('nike_edge_data',nike_edge_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Pickle nike shoes data\n",
    "data_dir = 'nike_shoes'\n",
    "count = 1001\n",
    "num_images = len(os.listdir(data_dir))\n",
    "nike_shoe_data = np.empty((num_images,256,256,3),dtype='uint8')\n",
    "for img in os.listdir(data_dir):  \n",
    "    a = plt.imread(data_dir+'/'+'nikeshoe'+str(count)+'.jpg')\n",
    "    nike_shoe_data[count-1001] = a.astype('uint8')\n",
    "    count = count + 1\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "np.save('nike_shoe_data',nike_shoe_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Split facades training images and save for pickle\n",
    "data_dir = 'facades/train'\n",
    "count = 1\n",
    "num_images = len(os.listdir(data_dir))\n",
    "facades_paint_train_data = np.empty((num_images,256,256,3),dtype='uint8')\n",
    "facades_bldg_train_data = np.empty((num_images,256,256,3),dtype='uint8')\n",
    "\n",
    "for img in os.listdir(data_dir):\n",
    "    a = plt.imread(data_dir+'/'+str(count)+'.jpg')\n",
    "    left = a[:,:256,:]\n",
    "    right = a[:,256:,:]\n",
    "    facades_paint_train_data[count-1] = right\n",
    "    facades_bldg_train_data[count-1] = left   \n",
    "    count = count + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x19cc143d668>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MqE5kNnD89Am63S5nz/XZvfcKdnSWKFqOAwcOEZPl2mtvxgTF2DbYyPRszsb6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DT6OKO08ZbPsePu5kCfJzsQSCaw61e5PLif0tnpegTkG/cqRA3ZZDqGBB1DLPVA6nX4LtX38rXR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19cc12b1400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "IDX = 1\n",
    "plt.subplot(221)\n",
    "plt.imshow(facades_paint_train_data[IDX])\n",
    "plt.subplot(222)\n",
    "plt.imshow(facades_bldg_train_data[IDX])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.save('facades_paint_train_data',facades_paint_train_data)\n",
    "np.save('facades_bldg_train_data',facades_bldg_train_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Split facades val images and save for pickle\n",
    "data_dir = 'facades/val'\n",
    "count = 1\n",
    "num_images = len(os.listdir(data_dir))\n",
    "facades_paint_val_data = np.empty((num_images,256,256,3),dtype='uint8')\n",
    "facades_bldg_val_data = np.empty((num_images,256,256,3),dtype='uint8')\n",
    "\n",
    "for img in os.listdir(data_dir):\n",
    "    a = plt.imread(data_dir+'/'+str(count)+'.jpg')\n",
    "    left = a[:,:256,:]\n",
    "    right = a[:,256:,:]\n",
    "    facades_paint_val_data[count-1] = right\n",
    "    facades_bldg_val_data[count-1] = left   \n",
    "    count = count + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x19cc3a98ac8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KgvF4TDsaXbcR3KjbIF9nHz8G/PvJ838P/Pi3d0BZh4WYKz37mfQkISqkSUuh\nWkPrIthIU0wkL66BZHPngWuITghlQ+uUWLQQE81E/mO9QW3ERU9dgZYtwQpOlTKAusCo8viJAFOi\ngDQ0JaQye3xlUEJnncaBTREVxRcQjUDTJRJz6Ewk0kVdRKJBNF4Nt1Q6uRBOytxpI6TMl7mwZHOl\nXsl5QpOyF4pAtCQaYpmw3hCNQXRyz1MhSg7ZcoqxQCXinRKKUf5Orwjqr0yI+w73rb/CcEO2/VWj\nzSZaSCMBpEBNoPI1Nimb7RaV7VA5RxkDdVJach56o2nxyVLYnGopOx1EIxoSIgUzM7PsPHw7tr+I\nE4tP45x3NrBn9yKEREFBJYaN0ZjlQaSNOZdubYFXz/KlC/l4USwlamFYR5KviM7gXEGn7JB8nAzc\nMCQx1GaKQYik1NKMRohaOp0pbGEonCMkZdSMKIxjx+wUvaqgLCydSnBFIkbFe5gYP+9773t46JMf\noVcZdu9cpFN1aIJHbI6wdszsYP/STipriSSWDh7gwP4FTPBI40ADEJgq+0QfASXFSGE7DLZWrtsI\nbpQgFfgTEXlYRH5+8tqSql4EUNULwK5vZ4f5/hMxMSCqIBHipKnfQBZdW4gOFy02WWonWQIZKiDP\nf0uUmCBAQRLBi5sIdMFc2aWQe6GTQUKZdZaporUGUoXxJTYKMqmIoxUSgZgHSNROQDqICEEki8F1\n8q1IIhhDsDLhwlz1zsdnQQyGhiI0SFLQMmvg4kT8mwI2kXWSk5vDVw/yV8QErEJROzAB78a0rskk\ni2L1q7OKLhl6o4L+qIvx5Qu/kGu32sYEN2Tb1lqsmHzOJudNMLmKTYLYoJpwxmLF5R5nTcxMTzPZ\nP0r2Gp3L/do+BERg99IixoCzDiPkCrMxlGWFMY6VlTX27l5i5855RBIJJaZMGCFEjHGAoSoL2rbF\nIszPzuKszcQVAjEGYshtiaqKc5bdu3ZhJBeTZNLnljThyoKkStPUhBhICvW4pXAl1hr6/R6Fs2yt\nryEpMB5s4azkmabGcMeRW9Houf/+17I52KLTqTCxpRJPxZjKRXpTHTqdDtZa1tfXGY1GdPtT9Ka6\naIoIESuR8WiL8XhM4QpG4xHee/q93nUbwY2G2G9W1fMisgh8VESe5mul2S8i1f6frnl+ZcmF3I4n\nmkd8IYpNQrSCpBbFoOLAKsFCtLnknydkZ8OKQu6scUAyGAIWJUnWICZhMqHWTSrIEUxAbYtoiaUl\nWU9yRQ6MEfnlAAAgAElEQVSDr45gyWUYxKAiGImkGDCqiOaFE64KEkmYpGASEt3kvRMimlRRgi0R\n01wdg5U0gC9If6QklA0Z0f+Jfv69yRObc5ui5hDGtrjg4GhARChDB9dW4EwmVXTSRQNRwEXH8mdO\nMyh3wngnIDD4JAz+LP9dzeZ1mMD3LG7Itj/06y9MZr/tnge49dUPQHJZBxkbCpMQUay1xJAVBKYs\n2bVzgRMnTxNiQFLESJbYGGtpNZFiYt++3XzxUUjJUw838b5G6WQHwAinT53hdfffC7bg5HPPElOE\npGjyGDEYm/N6RgxlWZJCYGnnAp2qJE6GaST1pKiMxyNSilhXMTc/kwt/KeaxaCmhUiDGEtoGVzic\ncwiG1Y1Ndu6ocK6iDYGbbzrIJz/2EVofGDYxz0dxOST/if/0R/nIH/8hP/yut3DbwcMMtjZYuXSS\n+27fw3hcU49HFCawa/dOLm8Nefr4c+zcsUBVdti9ezd/9mcfJ8aEM8p0v8dwMGAwHLC5NUDTjY2r\nuSGCVNXzk5/LIvL75EVmLorIkqpeFJHdwIuoNL92uQXJox2I1k86YQRLQ8SilNkDRNGYcNEisaTj\nlQEtoQBUkaRIsiSrk33kCp7SgERMSi8MIXPksDVVmXwEgikmOTrB0ORRUMZCihhRkkZU3YTnSkQD\nSVzW/UiDayuCGJIxk8YeRSQAFp0MrHDJEEVQ46+G2yl3/hNIiOYwO5pINJEiXWkLmlRDNd8grO/g\nn035+OZy5Vozk06+T65OkDHqKIc9pJnOmlID9N8O02/PxdXhWfD/442YxPcMbtS2f+in/zHw1XKf\nZAySAoQB0OSxd67AhtyKpymyd2kJJ6Da0u9UiCiFK2h9xJQlxoIrHd1OhQXmp3uMNjZxhUOMwxjH\nhQsXqZxlbqZHWTpC09IrS7CCSeBDzG2PIbJ79262RiOm+32q0hJ9oCoM3ioalarTwVmLtUK/26HX\nqZAUmOoYumVO/aSUKAqHJqWpa8QYtjYHLC31qWzBeG2V1gfmp/sklH4Teea55yf6x8h9r76T1V1T\nXLpwngfuvQtnLO946wP4tiWEgJiKjz30WXYtLvCVYyeonGUw2GJ6qkdd18xPdTEGNtbXGI026UxV\nTM/0mdvZIsky1siF06evyw6uO8QWkSkR6U+e94B3A08Afwj87GSz/wz4g29rv5NOGtTnbsEkeCuY\nKCAjRCIqAZU8hNbYABEKFNuOcSmBeIxErLagEUdDoQExLaIOK5moRBXRRBEiRWgw0WLiGOfB+sFk\nRl8+KhcAIhoVwWFTxNLmI7YBowkbgFgSLGA2Kb1mUiUh6nN1GYshAokqjEEMNmomtFRgUwNq87Fo\nnjSeMVkigSukD2YyJLgIJQRBZJI/yJvn9MELfisiOXVAKrg6sHUbX4OXwraNydrGqzeqSRuh4GnH\nG0Q/BmcZNy11M8opl9JRuQKbApeXz7O5eoGmHlEWkzwxBmctyXvmZme4eOEct960nz27FjCT4kdd\n1/R6PUSgMEJVFFxevsC73v5m7rv7dkJTk5LifaAsC2Zn57l48TKCsDg/x+bqKg+++fXs3DGdJ/UY\nIYRACAEDLC0uUo+2OHxgD73KYa3Bx4CxhqqTU1zGCG3bEmJCrEVs7g5SFZJvMSHQcSVG4B1ve5AT\nzx5l39IO3vi611LXNT4GUgxEP8LhcRqZ63UxyXPPXbexd2mRC+fP0sZAVVWMRkO2NtapSkdZ5tbe\nECMxKjEEzA3MGLgRD3IJ+L3JEpcO+HVV/aiIPAL8loj8HHAK+MC3s9NMAgVOI693n+M2fZjWdHDq\nicbgUvbSRrbHoLmZM4M5doZL9KbP0GsaOmEKNU0ubBjPKbfECf8m0MSR4k/ZX44JJuBSi0kV3ghe\nDMv9Pk/4dxOkptAO901/iMVmTBESwShGI9FYrAbOut0849+AF8dB+wi3lWcwyRFsQxETaIcz3T7P\nxTcxO7bczNPc0nkaG3P1rjUFahyjNMsfbL2T6LJ3iRpEi5weMDFLctRkCY7kSZI25ZwkGExUoqnx\nxQiTcoHFRDchzpi908mXalQRNHutkq6S7Da+Ll4625ZrCjaiOIm0zZAQalzVIWqkEoghIFYxmtgx\nO83m+jKL8zM8fzJrCsUaYlKsgBXLrsWdrF6+xIxJrF2+QH9xgZQSw+GYm2++CWcNPgR2zC/gBJbP\nnaTqzdLr5HZFRBjXNWWnYmNzQFLllpsO0o62eO6ZJ1lfOc+c6yJi6XS7NE2Db1uOHL6JJiqbl89j\nNdA0E+9RI22TUBGInhQ8Ioa2bRGEfr9L0wZSU+fOm7ZFRPjZn/lpLpw8yolnn+E1d9+K9xFjCrCG\nUroQ8xjDe+6+m8ubnyMkKI0QvKce11SdLlVoiY2iKhRVhYQsmXOaU11BvwPTfFT1OeC+r/P6KvDO\n696veNQ6OrrB3977J/ys/R9AC8TU2CS0xqHGU7YFfkNJA/CpT7+/BQsRpYPQgEA0yprdzckzt0Kq\nuX3hK/SnA6KeUWXpeIulRQ2c6RzgNzdOMpYpOrHlZ/b+3yz6E5gotMZiE1i1JBPZcAscP7cftGDf\n1FkW95+liDKp8MUcAdsuT545wma3y63FWfbuf5524j2aZGiN4Ss8yMeef4Bh7IEIagPBCtLmBbky\nsZm8yJdpM0GSrhZ9xAClZ3p/xagYoVMto6JmJuk1IfpkSbNJZTxNKuHXROHb+Et4KWz72sW3Xhh+\n61lfvsSxRx5hhx1R9WcIEWYcDIMihdKMIwf272FjfZVeOc3BQwd48sknKbsdgnF0JqGvT4ZY11ze\nWmPnwgJbW1scO3aMjZUt+jsWefyxx1hbH9IGqAebnLtwBmwFIdEmz9GnjwLQ6fa5sHwZd/QYw60B\npRRsjdbpVI615TW+/MSTlC73e9fjhtW1dXYu7eHYU1/GOsva2goba5ewKBhHUmFlfZOiKEgp0TQN\njc8zuZo24VsPSSmLgoVdi1xeXubQoYMc3rcLUo6sEMPTx5/h8M37EWs5fuwkhw/fTqd0dArDvr27\nObu8zOraCnv27MfZghCHJGMYDkd0Oh1UIcZEtyho/PVnIV9xnTSiFRo0F0EYUsQGY2rEKxiwMYtr\nMW3Oy6miMiaVOTcpMRFtwGY5JEvxNPPhHGWKmDQpWgjMjixaTO4sAQ6NjvNL4/8OkwxqEpYaFw1J\nEt1okCtueoLFdsRsuIhNIMZnh27SRqZhQlyx4d7wGHacUAmYBN0r8wuiwcYpKjsimJy4j5KLRhNe\nJEhBlTp4m/KaNmpxBJLNKVNUkSDEHZdZ+u0VxBjuO3GA4rMeowl1+VgllUhqCROlkM0apRdWr7im\nykralvm8ZJiI70VyQU1M4nd/+/+lM77E2ae+gFgHsaV0EFQn1eGIc5aUlIW5OVQDG1vrCMWk71lw\npaWpPaoG0YQ1SusDVXeKlCKiSowgZIG3ikACZxxJs/ORgBOnTlMAMUHZ6XDP3ffw2CNfIoQwKUim\nfL2dngzyjTFfawgXLqzkNlmNWbJWkPPmxnJFwbZjcYrN9VV8qGmahhhz1j9EqANsDDf5ub/xt1g+\nfwa/aXng1UeIsUFRtpoaXJ9TZzZzvrGOqAnsnJ/m5PPn2bN/CX3sS2ytb7C0tJeqO8WZM6ezFy6C\nq7pYcfimZgB4e/0094ojSM1T5bAJTLK5/9R4GC5gCKTpTTQJToUkFrUeTRbrFbUKNmAU2gJMMjg1\nVBEQpbEFyXo6HupOQuhgQ02Ruqgd46gR7ETTmDt3AoYy5fVbRFLu5hEoQy6uaHJ4cYipiSIUkic4\nuqg4bUmATeZqzs9LQMtESI7GKpYh0Y4hdVE7IGmXMha0xRBSAyaRxCM2Zeli6JAoaDtb1K7LqDBs\nlJFpr9RFw6io6KaWoCVWWkTy3VPVgYDTFhjmIQQTYg82YlNFZLTtVb5EEOCFCfKKpMSb33A/v/qv\n/zlV2CLPB7dsDBpSFKaKFmMLQnBYV3Bu+SIAxeTua62l9cq4GWHEkUQxAkkF5wzEkOVnIWKt4Gzu\n1fcpL1vQppCVISbPRhwHj7N5VmjYTPzG//NrGCOEGElpIpVTzZPqNUck1xacgs8Og4ggpaHxLWVR\nkkJL0MTBgzdx4MB+VlYuMbd/Lxsbm4jAYDQiJMvK+gp3vuoIcbjC7Yf3YawAuSf8M5/8HAuLB0hR\nqXoVqZziM59/mNfeezeXVra4tD7gtffex+NPfoXNzU32LO2i1+vlAmpUjBWqaorBUHFFSTDXvzrp\nK44gs1g5r5qWJIeENsLwc+sEErPvsHgxuehhEiYISgAHEivWHm7orMLU93dJ3fFkAGlW3lQpTMTn\nQvEFpa1rOq8xUIyJJje5oIIvyGPeSbhhh/XP1cS+sOM1ltLEF8aaiSIaKCVALehjCbMA3EaW5eTO\nQ5BEmkxoKzYc9ZcD9o4hvfkeIko3nqV1XURbum1B4wJlhJlwGRfGIBYJMJZZvJvF0DDWWUJoaP0h\nZh6riGpY4xDP2vs5U+e1aYpoEblAoTW1rRiYBUpzlum0E9WNSaHKkJcqcWxJ+fVPyTauG1dDbePY\nt/8Iu/bcypH9PYaDlTyVJnhuOnCAWA945vizgKHsdPAx0viWyrnc22ws1hla7ynLiaevCZJSWJe7\nGFWIUXnwwTeyunyZejBi3NY0foy1huABUl6DRrKwe3FpiaePPU3yHh9a8jpignVlntSjhhADimE4\nHEJKlEWWCqE5mIuAD559e5YI45qvPHuSwWBAr9dnPNpibW2FbtXFR8/uXbt46pkTvO7+13L+7Bna\nwWXuvGUfbdsSfcvFS+f53Oc/T9k7QRMsG8MVFvp93vza2wi+plsVOKN0y5LSWVa3BiyvLnPw5kMM\nNzbwjafxYzDQn54mpciOubnrPn+vOILMK3E4ojSoLQhaUNsZrA4YOKWvc0S3SW3LPMMOgxY+hxFY\nUswN6k13OrccFQaXSmzKCwUlEUQq/GgVtxrwdi/IJhqFQJsrv77EGyVJTcdNkbTGKoyrKfL6CAqU\nJAV1LS51oFMR1y7ip3r4wtNrpgm2IZoSk8YoJdEKUxSUyyus3TrL0MCSfp4P/9JvUKRAIWuYJNSm\ni5ERSYSdnEGSp7WOj1z4ef7Jb7yJtZ7w3l95K+PZAccfrXn2D6cpo+Hjb38/Xyh/mMf/zYhgpphO\nz/Kxf/wv2OeeoJ8Si+koD/2X/yuF1tjoaKXA4nGMOZp+iB/5pQfZXtTwpYHICzlInehza3W896d/\njgtHP829dx/m4UceYWnHfn7kXd9PTJ6P/cnHQJWicKSUwAiKJaVApyqZmZ0jhMDy8jLlxENMCaqi\nxFihnOox9pE3vu0NmBAZrK7hnMNaS0oJnxJWIiklqqrH08dOctuR27njtsM89ZVjExWEZqdiksdu\nNDLVm2Z6ZoZLF5cnsiNH0ryq4v/P3psH2ZmdZZ6/s33fd5e8malctKR2VUmqfa9yLS7jFWNosxoP\n+xbN0EwT09MMM910xBATwUwP08MQDQ10M4AxDdg0iw3G46VssF3eXca1b6rSWlJKmcr9Lt9yznnn\nj3MlFwzQoKnqKbBPRIakq6t7r/I7eb5z3vd5fo/WhiYE1jc3+Iav+zp0jPzCr76bUydP8dAXvsRw\ntIk1itj4MRlI03g4cfw4v/uuJbqZ8MmPfoB3/dY7qIEitxw9coAHHvwia/2G6CtWMsOPfPc30C0c\n1xw5zLmVL7B0/ixVOaIaDSmHfcJwyLA/SCDioiBWA4w2RF+xsXXl+t5X3AIJgAp4V/AHS6/l+ZCh\nQ8WPxl9nKRb83IXvxusMFSJLvT5tyUHVuGGX+WqTt4QPslvO8M4T38NqPsWmidioULoCFTGhS8sP\n+b763XT1kN9a/FYuZJN47aiLVaK2IBXdvqUy21gYrfBt+vc5X+/ifWffjNcFmiGlcRQ+MrSRlrd0\nZY1/En+HZ4dHed+ZrwGBQRYwUaFVhQ6TGCm5aeM5vpM/5j0rb+WheD+VVOwwT2LsRbQaYUNyX+iQ\ngW6SzMeAkTYDs8ALcgt+OMWv/GDEeIW9fp7soKI2lmd+oaT1nKMyc+igENVjjjPM62OIyQhamOIZ\ntLQQHWmMR4kiazQr5iocd/7/feX/AQ150a+pUROkYXbHLLPZtcwXDa284PjxM7TbPXwY8KY3vYHB\n1hYKRTPuSHdaXWbnJlk8f46pyWmCQONrpK4hKjb6JZMTLbrtFrM7d/CHH3iAot0ijoagIluDTZTJ\niKLxEsl0ZG7bBFv9kryVMzc3RZHtY2HXDKtr61jrKKuSXncCoxTBaC4uLbGwaxfBH6ZsPHmrw8WV\n88xsm04RrnnGBx94gO07dtHUnk6nA8Zi8xaFTrF1uqXYGg6xxuIKh9GWdlGQW8/M5ARlWTIc9llb\nu8jXvvF1TO3Yz3NnVgl1zVShyfOMra11gk/12M8/9Fl27d7H3PQUo+GI0WBIiJHaB0o/TEf2GIgh\nsGPhwBVfxVfcAhkBlMJLzgOD+3lAv5rCl3yD/gSrxW5+vv4JytiClqDv1jifqjzlx2FmsMZVepFW\nNuKXBj/CKbmK3r1QZmmyhlOReMzQUZt8bXyQXtbnNza/h6dat6ImFN3bYaTH1uf3ByRo9pYnuJdH\neSy/kV/o/wSlaZPtbqivc7SaiPaa0Sdglz/D283H+Cy38X8O/ifiTmhdBx4hD4r+QxrVF/7R5p/w\nDea9/En9Nt5f3sm8fj+ia1p1f3w1UuNIXBLKSxjTShpQZGjTpQk9sEKgh4lCbS1KPELGyBloDEFD\nSRvBIEZB8NiQamNRj5KCcmzHxoCKFYqvEsVfunFpB3kp+lUwyuB9YL7Xo80amQXT0jS6xkqS+jQ+\nUrQmePqJJ6gD+PVn+fa3fzPrqyv0uj2iaLYGm3SmpvnEJz9L1USqwRbf+ta3oHVaeKQSpJEkzRFh\nWHpOnbkAWLQf8tpX38Gw7tPEBh8bRNXkNjI3O8vHHvwcozpZDd/0xjegKel122zrdVhZW2Nufob3\nf+gjNBH8qOStb3kLSo9r8WI5c34plY1aBU2oMdaiiFSjkt70ZEpplKQRXVtfYa1c56f+5c9y6vRx\nFnbt4vDVh1GmzVRvhl5P0R/VoCq0zeh0upxfWubiyjIHD+3nzJlFRiNP5vKkEtAabS2+rimHJVYr\nqgCmdeVH7Fcg48pATIXtRLwRjDRk4hNuvomgK9BDoknNmLIYAB6jhxiJWAkYVZPLEJmAugfNBEiR\nAKEShUpZMmmwIhgaoGHQ9ogdRyK4AYqIlTLdAaXB6DrJh3KgrRhNKqQHuBFOKsSOMCHRScj7lBOB\npqdpuhpihVENUQWsEorakUfBRocLgqiMGC0SNRJNskOG8REtACiKUNEolQTqTZpoNl7S6wQIFhVM\nKuMqIZeAt8PU3NGRYFPTQMsls+K4rR6TDdHIV1s0L9WI+MQREGCMpxMUWlkQRWZzWs6RKQcxw5gM\nbQJWKW6843aeOLnC9/7Ij3OhtmTtHtoYcFnKqSladLrTnFwc8rq3vJ3zdRuyLqI81rhxNFNySztX\ncP/XvJHlvmd+/1WEbAKtDIVOeIoAtIsuyrYI1mAnd3Lv130Lg2KOid4M3bxN0C2kmCRERTlqmJg/\nxGvf/Daq1g7EtWiamjIYLq6NeO7kBbJOhzzPmOm2ueuGq7juqj1cfeRqqlHk4mrJ0toaBM+rb7+W\nO266jsm246p9B4lRMxyOkFhjFbi8TZFbRDxkmtMXS554/gzdVotbrruOq686yJHrjhAN+JhsmMP+\nkH0H9nLnHTdx9dV7uP3OW7n+jis/Gb3idpCXy75f1taOHdARxCRaTczGzMOx1k+y5D4Rh4om6QbF\nAnYMC1Dj10hfiiSF0WNNjYy7c8lZo8YaakMi3aTX0mJRl1wtY4eNuvT5okJFl/SaknBjRIsS+2X3\ny3goBE2gsedTJGXUbNgpOk2OMpvoqGh0ii4z1iLBoHWDMMlIzaBjScN02l0qQUwF6tJnHaP8o4Wo\nCAZ82MnILWFi2qkEnaHUFlo5dMhTod1GNmUeT/u/xAX+ihjZOH44qjT3dJQkk4mBGCINzZd9TBLR\nSlMNRzRNwBjDzOws1hra7RROpYxJuy+lyPMcbQ3TszNkeU5vchJEGI1Gl+nlPgScc5Q+YLQhLwpa\nRQtjLKKg1WrjXIWgcC6nLFfRrYLJyUk67Ta9iR5KaSanpriwuoEi5WJHiczNzdGdmKTT6WCMoWoa\nfPCcPHGMVpEsuc5ZDh85yM3XHaSsRvSryKGrryW6DkjNcGWRb/z6e9lcXWN+x060dbRT6PdlF1Jd\n1ZS1p60Ua2urnHjuWdpFhlI9Wq0Ww1GfVm+abVMzKNfG5S2Wl86zd77DdK/F2loH151nfn7HFV/H\nV+ACCZcPJem8fbljLCoJSdMCdmkFfZGNaIxF+/Lj4S8RcL4sU9Bjv7OoSxAJGT8uY3jEeCepkqYs\nHT/Ni14myS+0jElCl1O8x+mCJIhF+ru0U7scJS+CpYtXBWvZVfzI7/4TTKxQeoAXzfwt2xi5Bh2F\nwaNbmFLTqJxzzX5qmUzYKe1xDSAO7Q1iS5RK/6/02QOjOMs/e++30TF3Yn1GnK8oDu3ASEO1AqPj\nKV42KhiFowzk7wRe+ur4G0asKkzWJkjAapXS0VXkwrkXmN9pcdak3GcgJuEidVnSVEKMkU6njXUp\npyaKpxyNUmSD0Whn0Vrh8izpLcc3+LXVVUKT5GfGpAxtiWCdJXMOl7lx9GwiAyU+gaCUTqUApeh0\nuliX4zJHlJjsgzo5ubTRiCja7Q5WW6zJ8DHSNDUaz97d26l9YPH0LMvnF7nnnju557ZrCE2JcS0+\n8ODjPHPmItpq7rvvXq49cggRTVA27YkkEkONcxlKK5QKoA2FK+gUBbfdeF1qdiJsDLe4964bUMrx\n0FNnOX5hgGjDRK/FbQe3kanArt138+TxZZaH/8CaNPESik+BjHOEI4qofXKq6LHinji2zSXIQ1SB\nqC5Re+SyqwV1aTkdL4Zix0fMSzGc6kVLp4zroMl6Iiqk1yGOSTqXJI2pOxkvLaY67U7T+3pQHtGS\n3kel/8+XF2ONiyOsNww4yPtO3gomIDEiWjNxs2ZTBB0gLm+hNzOiKpIPXVt0SDsSNYYMWQJeEjHc\nqxwaMEYR6PLBxR8cg4gUZCXKFygrMIC4GNFRE03ANhrvzsCVRwh/dbxoOJXQfU0zoqlKymGFsYrR\nYIvgezQqsRllbK1X6tJGIH1pnRo72ukUoKk1WpvL1zIiOOcQFRNBRymsGp9QjIGgyZ0jElNn3Nrx\nQqhwzkJRoM0gvd7Y6ZOaSRZlEpxFUCkcrGnG0JNkezTGwKXUxrHjQCthfnaSzOVsLh3i8SceRxPZ\n1usSG83FtS06nYzpqR5KC4pIkTu0LvARHnroi9x5+80oZVHKIDFSl0PqKlD6QCvLQRlitDz91DMc\nOrqffFy2mJ/ucmZlSN7KGa4Lr7rrNgrtsTbngx/+BCvDKzdAvAIXyL9YFk1Lynh3Jg419iwnwZYm\nik5/lrSYqkt+ZklHnBcvZpeuqSIJv6O6tJOMiJL0epfeXxJ4N71eRiRD0fAXZvElcASMj/zpWH/p\nS6JhXPAj7WbTkyOK2qY7vY6G4Bowp3jTP12ndBu093tqbVEY4vWB1toBPvCrBRJ2oWINOLJtL9Bd\nOIbZ5zC7LU20yJEhaipSruxndPpqsBU2CqFYY+bqLxHnLfmugnQTcISmj1/bwfoLV4HKIBYv0zX9\nyhthuIlqB+q1Rfz6Bro9RX/oSSmbYSz9gTDmLYpO866pG9LJhIQTk3Rbjl4wSmN0mtPGGrIsS/gy\npcZEHXfZ1thqtWgvLLAxKMcibMEYjdLQbrfBQra8NS4TXTo9pewcrdVl/WZVVpd3uBJlfDpKz9HW\nYIxOCYcx4f3yzFAUWdIBo9hcXSf4it7UNnbMD9naqokExNc0QbAhLf5NGVJaABkhpncprAaJCeYS\nFSIapw2+anBR46yiDpFWrunl0Ok4LkoDRmGNS+mRMdJrXTmU5T+7QCqlfg34BuCCiNw4fuyvzeZQ\nSv1L4AcBD/y3IvLhv9tHSl0DhUfTkI6qHiMBKx4jTWI7SkSwaDRIIJKaOUY8Go8loKVGyZcDtYwE\nFA2OhGDXBKzUWCnxolEqkUBUJBWKxeKkQtOgRZJ+kAmIHiQDlY7YmhpL+oxaAgZPI3Gc7z2Oz5YG\nCxipxtR0C7pMu18UMOSOb16mbF0kqv54MffEOzPc2TYfeMeu9B0dQ1ePvO4Cb/rxC3hdE6wniKWQ\nIa6Z4eH3dnjgZw5ANDTGY3ee5Pt/dQVUpLIDAgoXNUYMFz+1nXf+c03AgvnKilx4Oef2aOkM7flZ\nlp/+Iv0XFtlxw230yeiYdLMXrVHaYI3FjI+weVEQvE0UHcXYT58aaxPdLjEKRqk090UQCYQQxn5v\nw9TMNrI8R0LAOIPNLK5OJKAogUuGEmcscQzhVVrjrKOdF3ij02la0pwViaytrKU6dWiwRmOsxjap\nxKWVxhhHtzNB7or0s+gj2hpigAuLFzlWZOxe2M5v/tp/5MLKEkpaxNjwjDa0Xc1Nh2/izImTZGQ8\n9vCTbNsxy/s/8lGeP71IxOElYj0sn32U73z7d3D21HHqkeeZp44zNTvDZ/78Czz0yBMEZZKUqan5\nw9//A77zm76Vp596ltFIMO2X10nzDuAXgN980WN/ZTaHUupaEuHkGmA38BGl1NUif9f2aEQTaMdV\nsljSihs4qchkk56cwUiGj8KAfSgcipoiLtOLizi1iZMB3XiWToioOIEmUcGz0Kfll+jKRbI4wkig\nG5eZDOcZxoxadgIBpYUWF+hGSzcuYulTyBbdeB5DzVAclSRpgRahGy8wMX5ezhoT8QwxGNBttDLo\nGGiFC/RCpCNrRKWZDOeYbZY4F/ZANFB4SiN4NUR0TPG2WKKAs4kujSuR4CBoVBC8XUOJQZSQ2MA1\npc+nBDAAACAASURBVIyoqYgCKI0KJqXNZBfRoQukmlVUFV63KU0E5VFRkPgVhz972eZ2GK5TbQTM\ncJUOFYOVC0wsHMThyfKCLDNY62i1W8nSZywHrz5MU0ZQiswZQlMiEtBGs3v3bgalRyk9Ru4pnCJF\nMIR0fG+1O2M4fGpohhjHQGjP3MwU3XYLM6YLWesSIi0KWZ4zv32epa1NcmdQRMw4M2ZyaopsZQOj\nDLNzc0mENmwwOiH8vK9ThrdzaGWoq4aqrpiZmWF+do7ghdWNAVcfPsJhdRBpNHVdgs0IUaGVJvpA\nt91jMOqTZW1EaQ4e2IdSligCTaQqlzHaMdgaMdWbZrO/RW824/zyOtccPUKrVSDKUNcN1FtYbalK\noTMxwyi+jDQfEfmkUmrfX3r4G4HXjH//TuBjpIn1VuDdIuKBk0qpYyTQ6Of+th9IIwiRTrPCv7/l\nU1w7+hDW5eyPx9mbLfLha36SSisGussHLhzFRkXUJa87dI4d5QXcQx8nb0b87vX/jou54T+svJYz\noz3kAe7rPsobbvwcXS/sWHmCZrPkt27+JVatsOG28YmzRwkUGKm5/+pnmG5W6ESD/djD3NM+xvtu\nPIcLkY927ub9qzdRK8fu4SL/+LqPsXPUZ/up07x16kHuufYMn+vexvuWb2fkOkzX5/m+I59mZ32G\nAysD7AXPv9j7e7xl5wbf8dkfRukZfC/jd/7N+eQkUmZ8aWoUAYlnoDeJXkpWQGkFyh6ctQs4Gct2\ndImK28EF+i2NdC9itmaISmNXd/L8O95AZISVmJBnMScTw8qZ7ZhQEBSo8OJ++z/88XLO7cWzT3PH\n7lv5ph/7Xo49e4yHHjtNpmuyHPr9ddZHW7RaBZ2WZXFlie6GplUUjKqa00tL3HLdfh79/J9x9y3X\ncfLUaTKrqcoh7XaX4agkLK3wqluOMlx9gftvu5ZzF5aYnGjTzjVb/U3EFxAj6xubjB57lGsO7CTW\nm9xwZB+bgy1EIs4ahoMh/SxnMNhia2vAVQd34qs1Xn3zYfqDDXRM6ohy2LDZ30S0sG/XXlS9xWvv\nuJay3GS4sUVdjlheWWJuxwwTEz2yLKMcrUMxT296ihvmu0zkHUII+ODBGC4sLlPVDa2JKS4uX2Si\nXTAaDbj++qNMTk9SbQ7QEnHtjGo4pBr0sRGWL67Q63UI9Ygbj17F1NQEIp48z8iLnCbAsCmRUFOP\n+lC0rniOXGkNcv7F2RxKqUvtzwXgMy963tnxY3/rkSJIDS1dc035BW4cvZ/1D6bTqFNb7L74Pno3\nK2JLc2uZoZVHiSdvHEJNvFmjY8Zc+GP2VvC/y+foj3K0NEz6daZCPx25b1eITELzUfZKRCrHPcNI\nYzspbS6MUpRDFMKrDVrWUeUHUaLYyYN8XdhJ7hsKiUzWK9hYwhtzupxmoTzGofrT/KNsMjVtjGfH\nYAvdVDRPgpsW9j39KGtNjuEHaGzJrT99FH/1XpT16OiojCYPASFDqZLu77U49ssKmojKL7D7m+7m\nIf/nZJjEqoxpEohEWm/cjvq9PuFpi1Mr7P1X+3i6WCOoBmILK03KujEKdU1O59gS/afmiPYrbgf5\nV42XZG5vLb3ALUffhsdz4NqreO75kzz00Cfo1yOmt3VRCM8de5ZOp40xCqkrlAhZXqCtS41DUWjl\nkOhBAtaY1JAxlqZJUR2CJgpkmUNCQ6dd8Owzz+GcScdlpfExAVSMy8iNhlARYqL+aAWZs0SfGoRR\naYJEUtkyoI3DqpxHH3scwSdhOV9Ao8Z+7Mja6hq97gQPffHzGKtQpmBQjnB5QdkEXNElWkHlyfJL\njGRFjl3pY7KMQX+Lqd4Eg9GITneK1nDInt37cKJSdLGOnDx+gqLVpY6eyZkem+ubbN+7m25viqPX\nXUuMPlG0lObYs89TFAVaQbfT4XNPPX3Fk+GlatJc4cbjr8ikkZQBUyuh1JpgDXkdMEFRRMWW1zTK\nYUNFoUqCFrQYMDWNMigVMU0JJL303GiRuXEyoUSLGIsOAXEQ9PqlkECUigTncbLJl0OsFILFiE9F\nYp0m7VRd0gsnMSEiook2FdK9Dem5StFRA/KmwgaHmOTlpsqIFyCQsE70NUXQ+JATjLA5cQFRFhsd\nQdUMlMKrQCE1ZWs/tgavBFElm0VDY3vEWGClxuuIKIumpqMt2nhUo6AzhDu7+K4Hu5kAwKamJicL\nkebPPsvouT9BFrdD+ZLEl/9DG1c0twei+Ff/808zrGsWdu/i9utvYue2Do89foLe/DXML+zk5Inj\nGBQ3X389sak4c+oU1mWM6gprHRIEHyIhNOS5wxhNjCnVMMZAiH4MlABfJiPFSAnXHj6Cj57aN6nj\nLKnZKEpIiLIMpRMnsdNq0d/cZGljGS8Qo6C0AglIiPiUokMMIakoiMSgqJuGEGpaRQsfAmtrK9x+\n+81oIlujmrpusHmGy1ucOrtIb9s0G4M64dhiROkBWXsCH1LNsjPZo197nj7+AnM751la2oTgUw64\nUrhslv5I0Lag1Z1mY1Bx4tx5pufmeO7kIiGmnG20Jug27//Ip/nIA59gaXWLx48dv+KLf6UL5F+X\nzXEW2POi5+0eP/bXjP93Jg14FAEj4ztoo2kItGKCvyIBZwJRKSIWG4SoPUFBFgNBg7eJPB5Fo1Sg\nUQYrAR0D3khClkmGDQEtlmgrovYU9+dIUVM/puCUxqtIJoraCkYlwKJoqI3gxmxJBHS0VLbBhvT+\nKiqMz3Am5RRfSkFoXCAScVER0NgQ8crhdUQ1glZtNoh0daRRJoXPR0ulcoIajV0YBqSTGlahhx1N\nYlTEEdHKU7uaUmfE6FAqYGUCZ2tKUwOagYkIGZkfUduA+5pbKe64mq36CFTPwMa/vcIp8Q9mvCRz\ne8+BvXz3t76Z3CiGQ8/EzAwPfvTjrC8vctctN9Aow77de1AhcOTAQSamOtx+883krYKIIoQU/xuJ\nVGWJdfYyQUeNaeBaabz3NE2Dcxlnzp5lbW2Nm264DuM0aiwVsibj1IlT1L5k7+6F5AaLmuPHj3P4\n0EFya7m4sT6mAQUUmqqqUaIQFXCuoK4rkEjV1FxcXmZyenocjSIsLl/kuePHufbaa+nmOYsrq3zi\nc4+ANiytLLNyaoNdew6k3CQkBYYBEmq6zjLV61JGT3SGd7373Xz9N751HGbW4GOS1xWZRUZbzE9P\n0S+3KCa38Z73/RGvef3raZoGEUm1XGvRCFMzPX70h7+XT3z+UZYrz4XFxSuaDH/bBfKSruXSuJTN\n8TP8xWyOPwZ+Wyn1c6Tjx1XA56/kg5lLOggdKB1MVCo9pkiumRAR1yAx5UcrFROzUVLcKZB2eFph\nExiFaJIKMRwDfb5mpDUyWdG+AXTMUMqglB1rDAMuKDZOR1ylIRjCpKfYocnQqamhBDFJJpR7IMpl\nrJl3FToyjmlIHXNzCUSqIKqUwx3G8Q/Gt5ga5Gx77pNsr57EuyF5M0lNpD76Nk7XPc4bi64UMURa\ng4Jdn/4Q9/vP0WQ9fvHjb6Q0h9h+Jyzc5rChTRCDCgHRmj3nnidb/DwZq9x9ZD/t/Ck+fPY1vDB/\nH2LqRB0vp7nycvbf2/GyzO1T51b4uf/wDn7gv/o2du2YQ7nAzj0LLJxbJHeWycke1xy9mvPnFimH\nJaPRBlZp+oMBtigYjkZo0UxNTxIv6w8VSiVHjdGGqhphtSHTGmJkYecu1tbW2djcpPHVZVdNCHD2\n3Hmmp7qcPbdIXrTwMUXBnj51mt5Em6LdIUqS/BhjEytSwFqdJES2YGNjg163y0SnhcssoW6wxjIz\nN8dGv8/mxiZbTcMwCFonreTWcIPzF87xkT/9GHWAclRircEaxeREzs//Hz/D+cVFPJql9WV27Jjl\n//r3v0xZ19SNp9Xr0h8MmGhZ/uk//l6yjsIHxblzi6CFX/qlX6Suknf8Esch+JLv+o5vYfu2mRRp\n4a7cUf23kfn8DvA1wIxS6jTwU8D/BvzeX87mEJEnlVL/CXgSaIAf/bt3sLMksDVjC6A4unWVtJAC\nJpjka9UKEwSvNOIiNgDEpB9TUGtwl5BTIgQURgk+An2NWzVYGkrRaFF47YlmnFp4SSMpOf5YxcSQ\nBBqdM/hdBqdTTAPRJJeNaLyJeAuFT44ZKyQtpboUoqXRIcXINsZD1IgUtJrISLf54j/fgPwUf/Bz\nz/E1h9+LM2eQMM3I7OHQt6wx2PxxlJ8lZgK+x0e/5yRfe/fH+amfeidbZge/+aH7Ke0U6+9YYulf\nnULCTtANVWjx+Pet8B13fohf+aE/pIqGsuyxI36WY+/Zxoc/cx3m1B6ibcD6ryih+Ms5tzWOUe34\nxd94L77qM9zc4OC+vdx6w/WAEELD6sYqWZHj8py1ixdZ2LmLLM9RNlkNiUn7WDU16+vrAGxtbJLn\nOZ1uh3arjTMq1RlFsb6+TtM01CHQNIkArpWmbCLPnTzNtUcO0e1N0S8rtMnIii4TE61xhgw0TYNx\nSZwmEsaRCYrFxUX27t3L1PQ2QvT4psb7gK8qorb068ALL5zlhmuup1AGYyTBc2Pgta99Dbv2LfDb\nv/37rG72mZqcZGlpiRhr7rvnNrptg3VQ154D+xd4/WtezSc/+Rkef/oYoi1VtKxtrLGwc4b7Xn0f\nJ587hmCZne3ywz/8vTx77ASPP/IEWhva3Q79fp/uRMGb3/RaNpbX8PWIAws7+MIVzpG/TRf7O/+a\nv/orszlE5F8D//oKP0/SCKoGH7uMsh4b1TWIfZhW7Yg0lMYwNIcAT+PSTlNFSyw8QRmMj1iJiGSI\nDSjlaWyGrWqimkgxDnYJbTbJQkalMvrZHFEZ5tQ5om6o9CwreZuJmOHlaUChNAxcC5/tIEqGmArj\nW1iGDHJHNo5nsK6mVHlKWfSaYANeB1ytaJlIoU6lnG80QWtKG7BVgVcFKnpU2EbUDpEZKqfBT7Jt\ntJtBnAZAxZhqptVeDEc507yZUk3jlUN5BX4Sym2kCmxM4vVndjNxqEfLnMTQZt3PUzFD2NoJT+0l\nxgJDYgt+hXWxX7a5fdXBnWTOUdYl2mhOHT/DU8dOc/21N2Lajm6eM9WeY7Me8qUvfZpWu8ttd9xF\nf7CJF40vIzYLBALdvMu26RkaX8NeRYiC1RB1G91s0B82bK2uE1Vq8vzZR/6M7bu3MTu7wMZqn7Lc\npL+xjjWWZ59+CozhkSee5u1vfzvHnnmSa64+QKfTYtS4JPCuKkZNjR81zGzfzv6DBRBRUVH2K7AG\nEUu3W6Ctpb85QGhz9twJ+st9rrvzNkRSB8g5hY4lK+vrPH/uPDfmHUbDAZVXGCxKB5TRZFrRahna\nLgnnnzhxmm2dDtfcdie9nQdpxVVyJbSKFnVV08un2DmRsdrNUa0OuRG2TfYYekWr02JrdYnaa3SW\n0+5cOQj6Feek0fSJUlCrDj/059/Fwa1b+Wn3s9zB04iCL1Wv5icf+X76ZooMRaAG7SA26FCgdMrU\njhhE17imRRSP0qk+SHT8D2u/wneH9yGm4aHqbv7749+HEc3/8oZPss9s8m/XruaDJ29lT7PM/9p5\nBzOjh2i84XOb9/CTX/pv8DqwmVdkoUDFEqsLbJMRtcLQ4LE0akgwgVbMKbVDxwE39s/zTv4FSoON\nDZ+6eBNVVlzeZSop+K/fdTvtdgtNoDaR7miOM+EwhJCgGdEQVAdRwoeWf4gbf/5tlDag9ExyXAZJ\nkAwRUBoTDcEoTjW38bHNH6Nq5vnNP4Nc7uCRs3eQhYzaCkG9KHfnq+P/8ygygTAis0JVV+zas4ON\njRVedc/tnF88jhA5f+4C59Yvcs3eeaJvEB9hHPexvLZMp2Upur3UOGka5BIfQASrFU0MLJ5fYsfe\n/fQmJnn/Rx/ghRcu8Oo77+CF88e5/dZbOHbsOHlrPyfPX+CRp5/h/nvv4Zmnn2RqaorPfvpzHNy9\ngA8mWRWtZasc8uSXHuaWu+6imM5wLsNJqhkaDKiEFHv48Se54ehhjHOcOP4YGxubiCjquqGuSiT6\nZIWMEYXhVXffy9rHHqYKGe3eLqqNEbU3IDlNBa1Wi1HZR1vDvoOHOHR0CVUHMpeztNan20tz2jee\n3DmqsqJpGqom8sVHnsKPhlxz5GqefP4U1x3ew323HcE3Jc5pFhf/hjbIf2a84hZIoQ04Sqs44e5g\n0N2DbP4aQoYhsFLMcbJ4HcudWYqjIblU0Kh1oTqlEbEEIyAaRUP7Zk3lIloUncaz8ZywvvXA2Fcd\n6bttLN7zNtam2/zAiVvQxtHfN8fgYA+9MeD4f3qUV+knGWnHI5O38sjE65m6sc3WvJDVQlSG6uEN\n9NoE3mhM9AQBu6OmfbidMrKVkJ8veeKRJ3m+fS2HR3/OUraX462jiNcE0eAaCC1W7A2squuTWNwq\nXKah2ECVZuwLZyz+FpTyKGnBOOebRkBJSi6U9D0IOtVuH3j+bj70zvuxXqXkxCi0Boom86hgEdFj\nGMhXx0sxbrv1dtotSwgNm/0hX3r0SXbvXUAQslYBWrFtdhulgfm5nXRaGc46rLU8d/wkjz19nLnt\nM5w8dY777ryDAws7UwfbaJTTXLywyBceeYbuRMFDz5xkYX6Onbv34BtFtzvBTddex9rSInv3LvBH\nH/4o+45cTwzw0BPHOLB7P0sXN+l1JxClCWgWF5d45vhxzly4wI657Tzw8U+hfcOdt95K4xtiaGjK\nhrLxPHX8JD4qTp5ZREnk6JGD7Nixg4lej9nuDNbqcUksjp22ipmZOYrONK4N3dkZStYRkzgYTmc0\nZYXRKhkk8hYq6yIxICbl1GgjY5Oj0JQVSkVcltOdnOWa6+9gNNhi594F6O1iKq+JIaIVDAeb3HHX\nbXzoA5+8ouv4ilsgYwpMAJVjg7ClC35s+qf5veEPkovw+7yRi3YHygyp93aJOUCgOOfxZxsIKVea\nqFBo8j2GQTeigqFuDPHEgI+7+/mu/D/iZMgX1V2Mxrns6+Y6aqewXiGiWDOO39X380b3RzzTuZp3\nZd9KVAWjiUgz2SCNxQuQjb3cCoJKsYM+b+hvSxZIbINZa3HSHeLftb6Ln60e5j2Tb+Uj9m5i6IBR\n6OCIqqHlhbKdSg26ycdItpAWMUMKJmuEaGrE2DHdV9BBEW2KlVBxDMgQcEFoUBgMxgva56Ak0YmU\nTU4LHzEGQrxyS9ZXx18cv/zr7+ZVt9/IfXfczLZezoMPfpKZ6Vn+zc/+HN/3Pd+OcZ6JXoti5Jjf\nPosxMKpGDMqKu+59LbP7bmLn7gWWl8+ztngatCZ3NplvvWfH3gO8fu9NWAt933D++WeYn51ksLrJ\nTbfeiI0Nx597Fpmy3HL7/cztuYr19U2mel0+/uH3s7B7HztmJjly5Cr6/S0+/6WHue2uV+GfOsbC\njj08+PlPMZlbqqZmbWWVbZOTzG+f44ljz9OdmuPAVYd57KlnMCFw+PBhjj1zjp0LC7RxLG2uoBTk\nzpJlGUYlupDLDE0s6bUztFOIDoRYkmUpDTGa1EU3NsPYnFJqbJYTpU+MES+RotVC2UB/uEmMgohB\n2QJsDbZAbI1xmrKusdbS6bS5OOxf8XV8xQFzRSU0lAoRrzSV6vHY5M1cdDtZzzNOdPciWiE6Q+sK\nFQKIxgQNIUt4nQiKiOiARwEZmoZynJz2hc6N1NKjVh0ey/fRSIuoodYJhJF2fQmXtp7tRJFTM8uZ\nYn86tkqi5kax5CGAZJhoUvhVVGhvUGEMpMWS6oFQqSlOtvdTeM3FbBtLxXSS7YwpQOTLif1oB0Q7\nBLeO2CHY1VTfDIJp0vqfSwlqE9/aQKlFoumD2UCbIYYtaNK7R9OQ+B4CYmisBz1CBYvxEaPXQKem\n1FeWj+blHcG0USbDWke33WV1ZZ1zF5ZQOIZllSIYYkMIFZlziFb4GPAhULQ66KzHzO6rCaZAuxYS\nAk3T4L3HaI3NCk6cW4ZsElEtbFagNdRNihaJQehM9Nixex879xwhUDC1bTuogjvveS3a5QyGfS5e\nPM9Wf4PRcISzORHLMBhse5pt87vZvn2eG2+8kV27duGc5cCBq+hOzuCVY+g1Iy9cWDxHVY9YXV9n\nNBqxtr5J03i2trZo6pLgU2PHaqEwGSYqlERiA1o5JjodtILJ7gS5dUgIifbjkh7TKjAqyZu0MRTG\nsmfX3kRPlwgqkjmD1ZLy5BHKqmEwGBFRvO61r7/i6/iK20GOAYqIzhLxLCgkJoW/ii1c00oECAUB\nh/WaxiVv6uWw5zEkV7S6TEXR0WK9YiQlOmpGJr1ebRXOK2o1At0h4bcDymf0raHSiqENuBBBVSmn\nYLxLjOgUcKQUQV2SICU3EKITvUcnHJs3DUbAyZBGZxRek4VEbYkA2Wl+4tfnWd12mqhiEpKrhCPL\n33qQX/7BC3h2ps+nDEdfH3nVfzckmFVi6NC4EqsqsrVtPPd/Kz7yKwLOp9xj08dnDxPtNGKGaN8C\n62m6hmANlNMJvKtfedPh7+uwJhLDCK0i3pdcdfgQjz/xFHvm5tA6SWe0Budy+v0RxkZaE5MMRMgz\nNybfJ52ssWOLKWNjQoicP3+OP/3Tz1CPKuZ2bmdjfZ1OewofA/1Bn5bKaU/06E72MFsjVBO45sgR\nHnnsCdb6AxqvmJieYqI9QbvT5sC37WFr1NCd7DGzfRfzG2uEchMfktdbmoZAoNXpMLejTWeix+z8\nAk1/gx3bt5NljonJHsoLk5PTWOvInMMaS9OUDAabaBmxemGNiU6LwgirF1d49tljhEZ44uHHecOb\n30j0EUJDpiOeCh09mURU8JgYsQJPPPEkN999D0ZrvC+xyqNUg40VOpRJYO89rVaPU2cWueVVL6PM\n57/8iARS52vMPSETj6EE3U+7HFEQIsoMaVQXVCAoQakKIU9RpggmWERHUIHGWLIQQGU0xuAkELVH\ndI3oiAmtRAXSBtEBG8CFiAsaFxwhH9v+vB4TxEPaoYlL3WflEa2TLnPsWlCA8YqgIOJAD9CSE3RJ\naQyRnKhrkDbIBnrvU7Q7z6BljFQRjRaP424o5lCjlP2ta4VMPk0x/yiGkr4xTEaLYUgzncP89eBe\ngxBRKMzCw/zYO18A/TxeX4oCyNChYOkzd/Luf7ZBJCH7vzpemrFrusCEkrPnztDq9ti9Zw+j4YgD\nBw/glMFql2x9PqkSYuMZDUeoGFNDzoxhtqIBT1V5DDpxyFVk7+5d7Jif41MPfozb7noVbZfTskVK\n7vTQyIiTZ05TZj0aO83W1gaj4RZaw9S2Wc5ljqoq8TEkgK4IkcDGZp95X7O2us5cxxAFYmjSz9uY\nJbm0dJY541hdXWEid9R1xJPALQ1C8A3BR6y2aKM4f36JD/zxe6i0JVYNx49tobVj1Jpk/6F7qQYl\nJ547Tl3VrG9s8e53/Q61zdlYXaW/fhZrWiyfWOTsnUdYXV6lHI4YDjZZWyl5z3vfi52Yo7+1wdba\neZogPHvuBQ4ufC2Dc6uUo2ps8riy8QpcIFXCfKkOkAq8YeyakdhNzRVTX06cSnnACXIrkoMasyFN\nQxSVFia5RIHUSbuoPILBxCzV9pQiKA26Sf8eR2OTAB1dElRM1BSV/KreRCQB1LAkbaUSO0aXCaKa\nZEtEEcxYUA54pUEKrASCacawX9Jx3lW4UGCCRSsNqk7wXxHwMdm8TAniSHR1n15fe7KYUZkKjUNH\ni5GI1p7YKCRTeKsY2RXyaNBSE1RDozWFnkDpmohDgk1Uoa+Ol2R8+1vfjFEwrFKtONQVCzt34mNg\nbWWFi0sVS8sXCb7GS01hDdEk5wskvJiOyegH8cvNjKoEk2g8b3rzm5mfn+OFs4usnT2OxaAjtLKc\nXHn27tnD0saAJrNMdCfodPLL7hqtFUXhcNZhTIZVGqlKgkBsaoyy5JlBiybiU/iWIiHWfI3WGRI8\noHFZonwXRtP3NcZqjB4v/kqxNRhw3dH9BBxCwFpLDODGIvYxtp+iyHFFh717d9Gd6FLX22lCg8ZQ\nTWvm5uZx2lAORkRpGNY1uTPsmu2wbivWt7YQ8fQ6bR78zBcQlTEoR/S3hld8HV+BC+RfP0Q3eNMA\nNrlWYj62O1k0YQyy86iYdFqi9eXjthYIWoEJaFGgktPFRp2O4dqn50bGx2JDVHHszNFEZXHBgPh0\nVxcNWvBawIQxBd2jokvvq0tQDToqgrZjMKlNO7hYoGUMRRWdmirNLh78lSFl3sFIqqtG7VAIrj8N\no1lQLRAhasXyYwf4/M9PElWFwiEqJAJ06HDxWI8YLDjBNIp80GXj4RuJqsaIQkdNY9IOe+X5NqKG\noAv4SvTRvEzj9JlTHNx3kMlOD5UZDu3fhbZtVpdXaHfatFtTnF0fsL65hRZhMBzivacabtE7f5b1\n1Q0Wz51huNWnGg6pC4OxFqsUdVMhIZAVXVyWYfMCEaGpSpQ0nDh+jIXt2+jN7GDvvmt4+sxFfBCC\nBKpqRPSCRCFzBVsbmyxs38X5C4tpx6q/XKaSEFFKCKHGRzDWYU3apSpjUMYiKhIJ1E1J9J7MOBrt\n0cYkck9dcc2Rw+xd2AUiNL7ChwbfRFqtDkYigRQ7oRCMDrzm3juo6hEqNoQgyVCnNJlRxKZmc32N\nveyn08p5zX23IaGhnG0xKGsaUTx7YpXZ7ZOsrvYpVvt84sHP/I3X6m8af68WSGKOInlUtYwQpYhk\noGL65gZD0HG8KdOI2QA1mRa/qNFj+6KSQNQp1vWyx0xIaKcIUdJOSotKDRnRIAavA5eCwDQNEt2Y\nEh5QIkhMerEgQNQoUvxqAusmkK7SA5RqcN6mxs54YdP1Ap/5zYDHICbioqfRBiMar7dSfVRIMiJr\nWTzRYuXEfppL5GltQTeYJkfMJgYhhIqQFwxeuI4/+P6ko1SqwoaMqCMSDCMLFo13X23QvJRjZvtu\nRnVD4QKZK3j/n3yYickpuu0Ot15/hKneJL2JHhdX1shbOVMTLbR1bKnI5PQM+ZonywpC8FRVgjal\nxAAAIABJREFUwyg2jPyIrdEWPtRUAfTcVSmbmshoNOTR556jVWT0ui2MTXPYGUWmFeI9WjtaRRtC\nOgGVjQdfUZZD6tAQtBufjBKxnDGhXyJY61I0QwAJgkZjx3k5PoTkrGkCymb4kKyR2ii0URitmJyc\nQktA8GMtp2I4SHwAufw+6Wd3/74FJNYYQqq5SopFaaqa0WhE0SpoFwUyGnLk0EGUjqyurmNak3z+\ni4+xfWEvw9EaPghgWLqwcsXX8e/VAqm0xypAK0RaaG8I1qMk1UpS8s+l2KqA8enOihYkRDJvGJEh\nKkfFgigRzzgDR6XMG4wbawgT2j5oQbRHUWOlAiXURhNtjQomWR9p0EQCOuXR6AaCwXgILtVLNZao\nPDpMEkVRuZg6yujU8DGrhEObROfBF9RSgwkEyUE1uK2K5uIsyhtwA+74H2fZmi5RSrBNhlKCt6BD\nhpFpHv/FNTixDR2GLLy1pOpCtInUPvZJYn1gUmVc/FSAxR3j8sJXx0sxfuPd72XnfJe3f/PXEyUS\nsWxs/j/svXmwZPdV5/n5bffeXN/+Xq2vFlVptSzJkpFtGQPGYIMBY0wT0ENPRBMQMD0dwTR0RMNs\n7aB7gh4HNLN1xwAdwcw0Ae2muxmM3YCNQN4kWZtV1uaSqlRVqu3V23O/9/62+eOXVRJ4GShJgLFP\nREVl5svMd/PdX557fud8lyHEyGQ8pmzlVGVJsJbxaERUoLMCbwNVmc5Rs9lCGUmMnsql3Yw0afdi\ntKY/6PGR//BhBuOSnUtnuPcNx3n2mWcTH3tnh/7kNHeSMdgd0+sPufHoEUwMBCJZloFUtDtNssyg\ndI7zPvmlC090FinT98fk096mD2RKk2uZxFGCQ8UkPqFkskMJHpQ0BAF1XWNdSH40zQ55phHK4IOH\nIHj2+ee4/bZbkmXDtE2GlHzx1IvccPgQQkmCBOclm9s7GCmJWqPznDhtbX3yoc9x0623sblTcXnz\nNLVo0h9XWBvwMXlOPfy5h6/7PH5tJUhAdE6y8q0SXfQobikIIoKoEfva+KLg3MP7iSLn0Lecwoce\n3TfMMzI9JIq2Lbjk+vDpDBU8UVYga5o2YsYSOe09Ci8wAaQVRG/waASCGDWoHQTdac/REwtFVDb1\nMIVHzFxk3z1PIeYDrSNtKh3RWMJiEz9bEX9vhFJJ30+FGm3bCYpUDHnr/7FKb2YIOILoEomo4NFG\n032ywyf/G/DWQWMbvknTO3AFTYmOBVa4lOijplvn+N8coeI83lQs/tQs/dVzafgVFZVIssQqlrRC\nTu9n13GX9xBF/dd9iv/2hO5gihm8i3gsNxw7ymc/+yAri7ehtEZKhWDacwxQtJoEqZHKMj/bYW53\nwkyu6DYyKqNpF6k3rTNJCHD48BF2Q8Ebjx/mc489wZlqh/Pnz2ORFHkTROD2YzdRqMj++RbdXHDy\n8w8yKWsuXb7C5tpF+sqxlStCbbm8tc2e5WViNSSLE3JRUw4rBsMZXLAUU7Hbolkz283pNiKdhqCu\nKmKICb+oVKLBRnAuEBBInbPZG7G2OQIBUipCSB42eXOWQBLfiHgikjpISqd47szltAsisXMuXbzI\nW77pbsra0+sPGJQ1lzZ7TGjx2c+fYWunR1kHPJHJuGZmxkAIBO94891v4uwLZ6/vNP7/PeEr+Hb8\nU+AneFkK6r+NMf7h9Gev0pPmK4cPDdr7NviR/+kIyqwzEYIiRqSoKUWX2eEq//x7L8Nogb/7wUCd\nbePNGWRo4pQE79A/MsPH3r9FRCFQ5L7B9qMlMWYoH/BaTLfhkahrbnE5yAqvdvn7v3MOlkbUzTEO\nA8JiZaA9Ufzx/3wXT31iCbpn+JFf3MGLDNQ6MeQgBwS6NEaLPPHRHWKQ4OcIUhGkT26yQTJoO4bF\nEC/TZFOR3AsrGTF5E1mZNGiKCfNVRI0OLSoaZKJC+gyvx6kKsAoRoaglUkGIGTJmKEZkCDKfIQj4\naBA+kllBFfPX6lR9TcTruralYTIJCGHQynPs+Cqf+9zDvOc972Gm2yWGiLUWqRTr6+u0ukdRSjEY\nD3nskYeQjRmeeOhPGIUMLQUKASFga8vG5g4KRWgvUO4Ennr8Yd569510203+8E8+xWA8YmFhgbqq\n+Nhv/Sb9wRDrPEJYQlRMysDBw0e54cgN7F2YZf+eZXaHn6dQkrtuOca4v8Wh/ctQThiNBgQ8w8GE\nyWjIYNhirrvIYPcSNx9bpbKOyWiI85baljgU4/EYX1uq2rG+uc2JZ19gaXk/zvt0QYgCIyXlqIed\n9Dh8YB/WWnyM/Na//48cOn4rQiqS+QOEEKiD4tnnXuDw/hVaxQb9ccUjTz5DGVtsbA8JMf09nXe4\nINnY2mKu3cYHT5G9vlPsL+fbAfAvY4z/8pUPCCFu4TXxpPnyoUSJkxGhN/G6RxYNXngqHNpV1PkC\noMF4kANqvYkRAat98vmIFu8zgnF4KSlcEqDFNQCR+oVWpC05EWxGlTm0N3jlMMWLDJYuI6LGEBIu\nSxpcUROLVZRbwMmIzzeJoUUUfYRooMQuNYIqlzRDnqbiagA+Q4VkD4qsaVWRYnCWHEtXn6HTnBBV\nznPyPRhrQPaIbjaBZq1i8oVd4qlHExaTmiAUYd9tLNz6JryakEUIQuF1pHHpJO2TJ/BxiI1H6IiT\nnM2PMfuW9yCiwSsLX39c7NdtbSsVCLECFQjRceTgEW44fhhZ1ygpULmikWUgNHPL+7FlRdYy1Dag\ntWS4cxnrE8B6cW6efn8ApF6gt57xZMxoc50QIjet7mEy7iMVZFoxNzdHCIGZmRmOHz/O5uYm3gek\nznHKc/LFC9igsZWlKDKsrdm/d0+qAuuKRjOn2RLEaJjpzuKcI8ZIVc1OLV8jw8EoaZvWHpfPYsjY\n3e1RV2nokumCGCsefeIEDz38Oba2NnEWhiUY41FIlPD8wj/7eYLQZKbg7IXLnDp9gfv/+EH6dkyc\nlHiTUVUBheVb33Y7y+99D2trV6jb85x8/gW+8NRpSi/xosSYDGsFtq5pNWve+uZvxjs/nR1cX1yv\nJw38WQ29q/E+XqUnzVcL4Q0xGkI0qChToiFgYgSpcdYDEpzFS4tTOULUqGgRvsAjEDImg/I/lwwE\nqXH88gdPt0WcQnEQVBpAo6ImiJBUvKNOA5WYkjcELNMEGgWVUAgMWdDo2KCSQ5CgfSSqmiDzNNAp\nV3j0H57gj/7X+zne/Ayz8TmwI0b+blZ/SuPH30YI88gADJd55GcusufQI3zmg39MxjbaW2qj+Mnf\nmOEP/3UHzq4iJFQS9BOCe7ov8kv3/p9IN+LRrbfxjsX/yL9Z+0f8X4+9H/oFTquvO5jP67m233bH\nDXSaWWKFCcO58+e4/fY38PDDD/Pd7/0OojTY2hKmPbyIpaprVlZW6LQ76bEYid7R7XYZDYfUVU2M\n0Gq3mV9YoNlqYVSGC57N7U2kyqnrQD0pMcYggHvuuSdNk51nUtZMXMnO7hjnahCR0XhIs0jwuCzP\nQChUUxGCp6pqpJSUZZkEM4Sg0Wpia8vc3CIOj59Y8maLLMtYXl4mhozBpI/A0+20ufHYMe668418\n/P776e2OiSIjUhGdYGGmSSZhd3uTshqjVOA7v/ObeeKxL3B+c4NcCLKihfeRRib54R/8Lvo7W+TN\nFlIqbrv1FiYV1A6isJQTizEtJnXJkdUZcpOhp06N1xuvpgf5D4UQfw94DPjZqTXmq/ak+WohQ8CL\njE29RJRJJUQiiMISYkFWdJi9u8vuU5FBtkRJxRCBFzqxcuIYL2e59btX4BMQROBampxisV5OlC8X\nBumWnAKsDQGoRfLQjmhEbDD3lgb8wQgWNumxjyjBM09Eo2kQ5QyduIiL61MBXYOf4hnxIGmTPb+P\nveOTLOWPI+QOQmW4IODcHkK5ADRJWoIadfogjU6DRZ6AeJYchRNjsuGPw1OrEGaodI2g4MkPRswb\nd9C/nI51EmaRwdBcO8Sj/6RPrI6kj0f5DbJhile9tu+4ZRWtFbFySJNT1hWNRgOpFZNJRWemjTbJ\n8nVubg4tarz3DAcjvHOMB4k/HGMkBtIAxWiQkqqumVQlAkFZV3jv6XRn2N4ZIKSk2WggpMRWdfrf\nWiICoyWmaNJpNdjtO0pb0x8OaDealNbRynJCiNR1SQgJGJ5EdxXtdoPecMD6xhZ5kVOoDBctWgjy\n6dBEaU01qdnZ3UkQOOfYv7LE4vIiFy9f4dlTL9FptLChpqoDb7r5Bg7u34etEjZy/95ljt3SppHl\nfPbzz6AiLC8vcvH8BYpMsrG+gbWOZ06/RGN7RO1q5udn2B1UCJkz085wTpLVBXuWV+jvJPxj8K9j\nBfkV4l8DvxBjjEKIfw78MvDjf/m3+TKeNF8lbG4ZyA5fsDdRin2YIHEiGbGrqCiVYPabV9h9/hSf\ndYcYi31kYYLTFV5IGk4xVA0OdANcTY2vxPkwFekV8VoFefVHMWoequ5h6D0Rjw8REcErTWEj1Tv3\nwr/Y4c7/5b08YS9QSp+uyl6iKKmYpX1JsuguJ+aCEMiQLGsBAjVj3eDDa9/Foa2bOL0zx8mXukzi\nQWp5ABFSGyCqCCJZN/Q4yG8/919h9Gm+//CnaYanCKJOn00l7rWwASclEw7w0uQ28Ird8jjPu7sY\n1QeJW08QB7+e3rse/OVP4d++eE3W9r/45V8FItEF7rjtFlqzyYxr9dDhJNvlkyCtVJJms4lShrW1\nNc6dO8fZs2evyY9d9b0+evQo69sbBF8zGo3Y7e0gpSRXGdZZXPDkRZvaVqysrBBjpNlscvLUC4zH\nE6Y60vho2b93D8genZkOR4+u0tA5Dz72R/jgaTeaU3pgjbWW2ZlZ9h9YJYTA+pVNKlsRCbSyjNpb\nqD3N3gzWVRQNTbfbZWcwJESRlP+jgBhwTnFpe0hTjtCFZnOn5ODeJUxe4OwELQy5NmQyEgK8eOYS\n1jlWDx3C5AUhOlYOHuXzn/8CEy84sLwP6ycMHTx64jF88Bw8cJBLF9fRWqDlkOefO8N4Mk6mZ9cZ\n15UgY4wbr7j768DvT2+/Bp40Xzl0MAQ0ZdamEpZaBaJQZLbFSO/SjCadGCkJ3jDILYWcQTIhxAZj\nVeGFovBfWnPHq37CVwnVyYQAiASRWDOVadNTCkeFAsxUNcerPKW5WjHOK4KYw6o+mZMMdRONoiQj\nVzlZrDE+0R7lNMEKAarKcczzoT/4bgSBiWygmRD8LDBKMlcuMYKUk3gJ2/Fufvqjt6Pz53jrT25w\npHqShgt40UyOhU4RkSgPT2+/nzf+6rtSlRjm0fInaG00kV2Pn/tehJPQu0R0v/KXOid/2+K1WttH\njt/M6oFF3nb3nRTa8I9//ufpLC3SlQWrB/cmxRHxsjyIAlxV0263WV5eZmtri5WVFeraEmOgtpYi\nb1CVJdF5VvYss727w759+wjRMxiPmF9Y5Kmnnp7KgiVxh5WVFaxNPUSpFGU1wnrJyVMXgZW08AMc\nPXKYvXv2sL6+jtYaY0zCHOYNtNZYa1lcXERqRVVVdFsNdKEZ9wa052eoPvUoRW7SpF0bYoyJSeMj\nUgpuvOU2Pndmk3asmN+7jM/7KNO4VqWCJLg4PeZ9LB84hvUWH2FnOEQKwYlnT7HZG6fhZgxYH9Cm\n4L53fDv90Zgs0xy/9Q4uvnSOY4e7LC2ucOXKBt5XPH/yzHWth+vypBFC7Ikxrk3v/gDw9PT2a+ZJ\n8+XCu0i0LbqXZshki3HTY2XA+AylZulMBP1hBeMl1CMzLJluSqI0iSKpJbedYHhmcwr25uWdtJgy\ncaZcV6Z87qv9R4FhcX0eXTSosorSTImOPjBTavJSck7v0pi0EToyzhp44cmjQAdJRptGWeCROA21\njkQREtWRiCtqEAIbuliTAOSubiGlADUBPzOtbMGbGuGmfaLYRtVdomyiVIZHgazT8Qt17eQRLYg2\nws+CCJQRmsbgpUSWMkmpCfNanaqvpXhd1vbZ8+sEb3nbm+8kqsDBg4d56vkvcvuRGxNKQohrw48Y\nIyEEOp0OWqXEFKIgSsVk6p+dWDAVhMjC/HxilpiC8XhCmOoCXLpwkRA8271djDH0hgOUUlMx24jQ\nCiVhNEng7uFkTL8/hKxJrnO2Nrbp94apMs1zYgzkWcHGxnrCKgpFQzUgRPrDEVnIcDaw2xsAkmF/\njFSeyWRMlIGqKhlPBuzsRkoHlYUiBpTKqJzAWsvmlTV2dnYZjfuMhiO8LBmMPLUX9MZjhsM0gVfa\nsLnTp9fvMx71GfR2GIwHTCaRSSUYDCYIFRmVFWXtGIwmDEcTxuMxIVw/fO16PWm+TQhxJ6nkOgv8\nJPAaedJ8lVA12akFHvuRHQQW9e4GXglgRO4l5cdHUDURdpUTP2NBRTp35wznNSJqpBe4x0bsX0vy\n8TKCiQKhS9Qb9XTIMu1XCDAXLPKkREaP9prP/YM1dptzFPcYyqWpIIYN+Ed7iM0cUe/j6f9ihEAQ\n9leoWxoElXxpzAWNPzHkXdEgQrw2GRexIAqPDBKhJUH4Kf1QEDXoGHCxkfjXV9XpgkEjUU5hTU0d\n5tjJb2KTu/CyhXAt0nYcoISgEdFgmRohR40QOVEIZExX5ESdtK/ZqfpaiNdzbTsMvYljZ3ObwdYa\nszPzuLLkppuPM+j1CNLTHw4ohyOubFxhtpnR2+0RnaOWGacubfP82Sv064qO0dz3TW/ASAXaUBhD\no93mmXPb+Es7WB8phz1+4Pu/k0cePYGtLI1Gk3Yj4/Gnv8CzZy6RKjRHXXmqOjC/ME8zz+l2Z2ln\nBV07YjSueP78NsFVOGkY9bf5vvd8O515lUSugiVrFnzuxDNYO0IXTbY3d/ixv/sDIKHV7KJNi2Zj\nHUjJuN02tDrzzJY13WZBIXOKvEHbePJ2m+78Ik1juDQ3Q7vVQGaSVgc6RUGUi1zZ2OTEcy+xuDDD\nrTffhK0ntHYKOp0GKjdYSjAap1roPKPVbhJdRbvdYjIakjcKxtWXm7n9xeJ6PWl+46s8/1V50nzV\nECB8DqNW4lw7Q/QKCGnJjgX4bDpkMRAtIpPEQqek4wEhE+hbCAJJwTiKQGNfRklizpgIVoLquSRd\nNq0sRdmE2IZaQxXTFqn2MIY4TkkpXEpVWNQCuaeN14nJozdz/IYliWaIJFsW1PRDJX08r3uYqAi6\njwwqYTWtBD9C+i5BTcniQmJVneQviSDafM+HvhXl38546zDCWILPkMITUHQPX0Hs3ybOagQehcXT\npNVQ7KrF9LeTngTv+/qJ13Ntt5sNGkazuLTEvqV5QjbDqRdfoMgL9qyskHcKGo01RuOK2blZmhq8\nD0yGfd7xjnfxv/+bH+Pf/dZv8XMf/KfM7duHyTKaRYuoBZlSrB46wm9+7LO8/73v4eP3P0C7aOOC\nQJqcheUF+oMhmSm4+5veyhOnP4Jz8K53fQd/ev+naTVMQnEIkWw2RERIRaszg42au990B58/+SIt\nwFmH0goXXcLVNgtMo83d976FE089y8Jyi7r2CJnUh5Ikm0BITVGkYZGUBhErMhlRMtAwilxFMq2R\n0gAC56/ajkiInkwLZO254ehxJrFDOelT1zUIRYwCa5NXvXMWIdKkWgQPPimZBwdCJBC+0teP7/2a\nYtKk7XACSl8dnKTp89W+oUr/UgNmus28+uLpc2LaGsdpYvJJQxdHxCtBEDEZqIuURKMMU+piUvkB\nk/IlcsoJF4TouLpTi8FMDyebHmfkqmAu0aTHUAR0SmBqnHQuF0/wYx/qMFrsgUj9SScdHo982y18\n+L9zEDIgImLFDffsMPv2DeK8x4SS2ihCbKF6WzzxuEP4A1PBigv81/+qZrL3EaqpaK6mJsQc5Zr8\nyseOQ3XnNfrhN+K1iUJUmClPWWiJVJG3veVeynGJ95HgPD4EQoz4GLA2DW1q65DG0J1bQOucixeu\ncHBhBSV0GtpME5o2GaPSgS4oA2QObBBEaQgyUvvEi260ZvExo3Zw3zvfy+/+50+Tq0h3aucKkRgd\nZeVodlqEKAkYahuJQRGmw6SqrBHR0/JQW4/WM/jYwPoSbRoIqfHRU06GjCcVIiq8DQg0w96QJx59\nhKN7F3jxhZNIt8TxQ/u59NKLuDtvACkxJiVKKTTPPvUEhw8sMXr+eba2tsmN4flnz3BsdZl6yiN3\n1uOD4MJL59jaHaNMjneevNlg7eJ59szcDTEpmYv6r3hI89cVUkz7hkICSZVHiunXeqra82cjvhKt\nw7UkRkwyUlf7kFzrVYOKRB+nJufhWhtSxmkheTXjXvtd0x9cnXxLn54j3Mu9zChfcRzTG2qUbGCn\np8DlG3RufYk8P4cKCkUgiIgXOWqw8HLClYDPeMO7Nzn0gU8Q0GifE9UY4efRXvH5X9tL3F5JFUIQ\nVPQJjDAEgrwqWBSTfa0XCYcpIPL1hYN8PeMD730nK0tdEOACrF2+TJ4XnL9wluBuRipFDKniCsER\nhUgCDzr5SS+t7CFIzYHV1WRXYAxWluRFgxjTZLvRbFyTLwuAMUmk1kjD0uIik+EQ06wJITFSFAIp\nJP7qTHv69bDR02gXCClw0WO9w/uIiAIlBEEIut0O/d1dpNIoU+AF+Kn6T1lVECN50cCg0EYTvGUy\nGTMajamHY558/EG80MTgePiTLxIErB7Yiw81MbprcKbgPae++CxXdsd4EXj2C9tc2R7hXUnkbpRO\nKlrW1VS1ZTzcZTLoMxhPCD5S1TV4R4iOkN4Q9deEg/wrj0RnT1c9cXVWJ6aJ6urUJVwdrMRp3w7+\nPO5XILgqAC4iL+c4IIakTp6kGtMKUrwiGV77/+rvCdfeNR2GesX9VybR6XOnVg74xjQ5T93q9AQp\nPA3XZKJLCM0kezbloyJF0qSUkhjBKZeukNEQSKDgSo/I6j0gzBTmY5BRcuHEDfBihok2aUziESFH\nqogIXaKuEVF9w7TrNYyVlVmkS2o1KtMIFP3BNiY37PZ3MB2T2FpBMBqVOByudkAkxICPCYcokAih\nKMuS2lZUtkIqgRAgiRACzjqiUEggOsvuTi+JS9gxe1cPE30JQZEJkMGitMGoRKmtnWU0GuJiwAid\nrvFKpAEiCcTeG/awokYphfcBIRQulCAcUqXvpA+BwWCIUAUuWGKwGKNRWpJLyY1HDlB7h3PuWiLf\ns3cZJQJeCKQUU62UwK0338D8Zo/+eBdPZH5piUyBkhFrExNpMpkgleLwwb3MzbSnHkzp87jaopMB\nI0IEnL3+3vrXVIKElBqv9fGuxp/Jf+LlLfYrXvWlt6d65V/Sv33F5WZq4RCvJtwvS7D487/iaoX5\niqrxS16WDIsCImlXIvAXvpVfeu9ZiAcgeCBPrzclosrAt9KkPSgEkRc+scLu2W9NEm8ioKJKW/bY\nJg7zVHGKSHB7+a1f2IK4Mu3vZERsqkaVh2r2ZREf8Q2Y+GsVT5z4IhKPEWl6/MCnH6B2lm7R5PY3\n3IRSEjUVyPV1TT29QoeYhB9EDASfrDeMkTjvCCFgvUN5RVWWECNlVeODJwTB7s4OdVUxKkvqsmb9\n0jnac8upsqpqtja3qGwNwdGQCluV9HZ3uXJljVarTasL1tbUdZ221s5y6dJlvK9pFE2EiPT7Pay1\nbK1vUFcVrq7p93rE6bFNxn0mkxKtFOPhiMuXr7D/4AHe853fBiJpRK6tXUYpSXemzZUra0gU4/GE\ns2fPMLvY5pZbjnGDF7xw+iTNhWW810RbsnHlCuM64MqaiRxjrSV4z+FDB6bMI8GknBCcS5xsF/A+\nTFsJ1xdfYwlSTcUapvJkUzL7V6R/xK+8ZYyCa0rfV3NqnN6ZOqamx6db7yjiK5Lp1eowMN3zvryd\nFlMs5dUt9p/Ztk6320gCCqaq4IgKgkLt7ANhCSLpNYpoiTiwcwi5iwqdxKyR8PxjXU4+nqceqCZV\nzlJPk6tBSAtRE1VE2Lmpkdl0Eq48MkD0imjGxCgRoUhJ9RvxmsRH/+hTvOWeO3jL3W8gbxrGv1ex\nu7tF7MxR25rhaEhta0Lw1HWNI6CVxDtLWU6SQs4UBhRCTJxilyqhxFpJ+oxSKbTKkEqxuLSENoZ2\nt41rOI4fuY/W3AqZyfFRkbXaCJMjjaLRNLRbbdrNBvn+ffioKFpdsqwgMzlaGVCGgwcPMhjsTgWq\nA51Wm0xrGkWH2c4849GAudl5tDHMzs5S2MiVKxuECHOz86ysrDA7O0dzujQ9kZWlZUKw+ODZ7g+p\ny+RAuLp6kNZMRm0DWd5heXmeP338aeoqUg4lzifkWm93hNE5zjrajSYz3W66eLiAlAJX1ZQhIqVD\nCIVS13/h/xuYICWanPpa/zCivSTKiuhTLxAFIgSMr6cg7mmiijUy5AQTMdajZl/i4NwzjDqOLDig\nxQVzkMgM4LFCIWIgigIdRMpladeT8h0FOqqp0G6Ss7+6xVc2EBoeyXRQNB3aRJm2/QvNx5ib62Hx\n6Biom/dwXqyQOZX6fz7gZEqesVnx7l+b4fL+nCwkPxo13fZ70uc1VvH0j47pr2n0vovc/cEDKN+i\n1jG5xImA9oLSRAiS2V3BJ/7HNfRci/zejSQ2LD2RmADkSqckHj2qzOh/YhHh/Teohq9RqKJJiUcY\nkCKyd2WFy+fWMXMZzUab+dYsCoHWBSJaZIzkWY51hmYjOSJCoDA5ygwI0QIepcRU5zDQ1BKlVVLe\nDjKZa8VAPRpT24oyL2jMgNQRbCAzAhUCyipkUIQQKccTcqOSqEn04D2l9USbtEajtyghcdQgkuZp\njA4fAyq65NUdAloIkAbFBGEUWiecrtCC06ee5+jRYygj0VHiXBKL2S3HjMuadlZglCYIgfWG5184\nydGjRzE6QweBRRF0m4uXz9IqCoIEaRyFbHNlY4fOYkRq8FLiQ0YtI6deOMXS/AKeJMd2vfE3L0HK\nCXXUQAHGIuqQoDixgYr1FNAdaM6c4oM/8WnqIGmECdF3+UzjBv7T79yHchZB5H3fE/jXBCgKAAAg\nAElEQVSpf/BRynyI9hohM3559E6e+O370EERhUUJy8G9D/Hmuy8hZX86nKnwsWA9O8jk8RY6logo\n8XIIboG/87anuP0t94MwCNvk0t238Cv/7AhRLUGUSD/mV3+pprP/w8QwR8Ntcf8n9/CLD7aoNESZ\nFkgQAhEFQuyy08npzbyEDk2CrPEkKIaMEISlVc1SF1kS25j1bNy9jpcTBAErktJ5FpJ8WkBRXNoD\n+ZjZGyoW//ucoaox1ECGjJGJ3EXHFkXQzO8u8PCfjl/GWX4jXnUoKch1Tp53MEqwOL/E7Fw3DQ+C\nwzmL1klTtKoqMiUJwWBtzYtnXqDZ0Jw6/Sy3HIocWVUc2u8pxxU+OJwT5PoinU7N1sYaRivqaoR1\nFdZa6tolLpgSjCd9tA50WprLZ59ntmUYjysgiWGMyxqTtSBGBv0BiEC/twMi0u/1UDoNj7QpsNPv\nlbMV25vr9HrbbO3sUtcVdTmhkRt8PSIESxQO6yyenGGpeOq5s5g8Sz40zuKlZFJXzHdnaJu09Q5R\n8tLFdWTR4fmzFwk+MKgCz5w8jYsCFxRGZ0Q3YDC2SKnxZLxw5jLSiGQe5iKlrcmLLnWUCSr3KqxE\n/uYlyCnnWARNrDXaW6IKKG+o9HRA4yKF7HPv3t/EmQIhhwjf5fzh94P4ZkLI8KYPDNHqAoYKIQU2\nNsh9STMUyKCRRGIouOPm5/mp938CJXbwsUNGjzp2eWbpPv7tb9xLQOOVRMYuSFjd8xj3Hvlwqsp8\nm1Pj70GbAzirkRK8qvB6GyHWiXIXaTbI5A46hmTURSRziW44VBpEgYoZFW20iKir021ZYkJGqZMZ\ndrM0uBDAT5CxQQwKEZtI5dFegfQon2HVCEcEIXGNkMzVfUatW+RxhAZUnCeKQC00VsWpedk3EuRr\nFc1ckWnN+fMX2NncIMsybr31Fra2LqWhXAxJcbu2hBDRRiGURBvFZDSgkSu2t9c4drggy3eZX9xL\nb1hjshxnJY3mgMnwIqP+LsE5rK3QUiGEoChyrKvRWiXhi2GP8SgwnoxZX1/De8l8t0Ap9fLgRWta\nrRxJYDweAh4pQSmJyRTGGGQlkDJJqkGkaBS0bAttkl+OyTKE0oDE+mSANxhWTGpB1sgZDCtaJm2h\nXfRUZYWvtpg7sCeJajj4Tx/5A95071swOkMg6HZmiEJTlpZ+r4+dDFHWkTdyTp96npmFFRAGRQ7R\nEoVEKCjtBGLqzb6a+JuXIIkoLEGS5MKUQYsJQowxLvlbR5EEG6LROJrAAEVGlB5EiVQZ0StMLbFK\nY+ilaZZo4GVgZCBoi4pjvAZpII9DEEOksAQxRASTnOQiSFGinUNMgdT1JKajVIYga5yKUx+biKgF\nmAxTKRq+ohJNIi18ACvl1DwMKmUhxuSdQySvIkvlPFdOXKTabiRrBdFARMX87U068xmnixIh2kRf\n4MkoBgWXPrtDDIqoJNIJYrNkz7dpgkxiAaocE2QLJTzdSU6MHVQAIyOjfBtkTcOB8JaY1XD9BnDf\niFfEZLzDk088zOcfsQghyBsZZR1otltpOi0EWinyvKDT7aKjo9NpsjkaYoTgB973fVg/RLHC+nrJ\n+c0m7fZBKumIZkI0kg+8/3vw4Sh33HkPDzzwJ9SVQwmJVlMfl5CwwD/0gR9mPApsDye88z3v5eKF\ni1T9TaytMaqBFpLecMTs3Dw/+IH30e8PqGrPiSefYGZmBilThSelYGId3/ved7M9shilePjRx5FS\nkTUK3FQBKHioRhXOeT75yQe4fGWHcTXBNNpI76jKEh8EdTXiwFKHW370RxDAs88+y4WLF3np9z6K\nj4K69hgBp89fQTWa1OMeb7/3TbjJhMsvnWHU79Hb3cFGSZSaiKSqaiblEBEtx44eIdirFiPXF3/z\nEqRwyKjwIqfNOvvcSZp+RBYmaFWxz57gqIjM2gepRQPtJyhauAid+gK3j55kZAZkwJwa4oVF4bAU\nFD6y6F7g1vEjxDgmiIID1XOU9RArc6CB9gVBOiSgwjZHJk/ihCaXAw66h1l08yxM1okIVJTooOnE\nEUfKR4hxEYTBuw1kdo6aHMUIER3z4hJH7aMcHD9NJGfBbnLEP8qOfyu6nOWBn34WigH50Ruxndnp\n8CggMOz87knY6sPlNyfowjCj/xuBclKw21uBqsComiA03kxonguMexE10lDOMfvcLBsvWZ55wiW3\nxSgRtqBzpMPhtzZwPUlUDSi/YbnwWsW7vv3bWF6Yoa5rlMwQWvL0M1/k2A2rzDXbWGvRxhCpaDQK\npBsxM9vFTWo6jSYub7IzGDLYOc/hvTlHVzVaVQgjsLVgaWGWF3UP6xVKQ2EM3VaX3EiMUeR5m2az\nycSBVBqjk7Fbkad+n8hzqskYQpvZbpfuYjIIk5lhED1aQaZ1qjKlRqnplCVa2s2CYe3JjIbomel2\naGYZ/Z1dqnpMq1VgbUQEWFpqkxWGzzz0OBO/S297nU67hVQZKjp+4r98Pz4k5aDllSYf+L7v5lOf\n+zwnnj3N1u6AxbkuUUR2tza47eYbCNFTe8fCwjzLK3t47oVT7GztUtaevMgBgS+HLC/PsDjfYXOj\nl+YE1xl/ES72AZLi8gppQvHrMcb/TQgxB3wYOETirP7QVDfv1dkuRJ18eBnzHTMP8Yt7fo2oIotr\nJwm25tfv/Pesdf8f+osOG2ZAeKywKALfv/QIP3rnQzgZkCKg5/eyUznGWRtFoOFKfvzwAxy+6zE6\nH9uFWPOLd36cM6uRUEnqzKNjRYwenOWdjUf54TeP4OOXucn2+cgbK4ZKEOZyNjGoWFOEEXfJR/id\nN/0+jcpBMHgZabn9rLuIQyN05N3FJ/j2N1xhYU+Jub/ku7q/z9vvOsc7P30Tw2oVLr4BckdjUVK1\nk3d3mnaD3j5IONcgKA9eU1zYz+6/8mBqsu/K8JnA+hwRobHdZuu3HU4KhNzD1uORnb/nEYcF4s4m\n0aYJd1SR8WcaPPfLIgn/kiVRjK+jeD3XdrfdpaomnDt3nlMvvgRRcOHiZZ556gTf/+53c+zIoeTL\nkue0Wi0yJEJEijwnU2lLKZEM+oGbb1gAP8Fkjto6qoln/bLH2Rwfa2Ko8d6hlSTPJYvzi3iSMnlw\nlhgTFKgRJdpbVLQoLenOdFjZuxej0oR7NBlR1hUnTjzB6upRbFVe84+RUqKExFuLrUpcOSEjgqtQ\nwZFpwfxMm7qUXNncRE1xmffcdRvt7hIz3WWeOHWe3e15Du7fR/SK8WCHlZU9hGoERI4fWSWaDNNo\n4WRGfxzoLHTIsybPPfMMd931Bux4xOnNPvPLc0itWFxZ4a5772OnNyQEz8GDB3jkwQeZn2+htZ5i\nmV/fIY0DfibG+KQQog08LoT4OPD3gT+OMX5ICPFPgJ8Hfk4IcSuvxnZBDfF+Dzr2WfBr3FB9Cptp\nBvs9qhbM8BCzZc0lDxcmbyfmEk9Nw+XM+9OsVudBpi1vKFfprq0yMSCDREaBHpxlKV4hvAO0FUTz\naeTFeYoHbqdSNSakgVBpdumeHQHPYe4DJ0eo+tOgYHTlZrK1fRRWM8lheWuNWD3I3FgRtE9w9ofu\nZGHWYKWiYWv0C+cR5RkUgq1VxcL8GRZrhxEjNBpvQFkNMqAieKkQTiBUJJAk11SIeBWpIkmkI69R\nooGqwWtQ3lMZlYyRtE8ooyAQwRDUGMjQMfW/vFAUlWaYT8A20NQ4vr48aXgd1/ZgOGBlZY6llf3M\nzO5heWUfW7tblJMJMs8p65IY4cZjqxTKYNCMdwK9/oTN3dPs9mqCiAzHTT7+h2vcfNONEDyT0uKp\nyJuB9Y2LDAcn8UC76dgebHHbLTczrisCgsG4ZLe3w/bWDlFmDJAQPAcWcprFDPNzM4QgGVnLxe0X\n8T5y6sxZLl88T6EV3UJx9tLllBjrNFSqnGXj5Emck4wGI8reJqfOneOO225ke2cbAKMbqUpVnoWZ\nBYzR3HDzTTz+4hWKDG48eoynTl7AdBRFK6fITaJDiIjUnvbMLK3WHKNyk0y1iEFhTBLznZ+d5RyR\n9csXufm221nb6BPQNJotnHMokyOLOVqzOS2dJThgfH0tF9aAtentoRDiuenieB/wLdOn/d/AA8DP\nAd/Hq7BdUL7AM8KLkMbzMtlaLxxR1BpEiDglWNwA+dMPkkdwXiCRNFxETGA4NLSXHO7jF9GfOkMH\n0D5pTLRqgXQa2o4QBBJoPbuDfe4z5DEmsZsADROITpIFBe2Immr3CRuIv3uSud//IkUlmJUR4xRK\nSfxOYBIVrfmA/XdPoQlooQgq4ALkQeLbgoU35vio2ZTJg9uqVHkGNUFETZASRE3UCkm4ZhUTooaQ\nBDYIEeIUfyld0sAMMQmUAlfBnUJ6QCF8ToiJax7JIExxnT6DGPHCwKuY9n0txuu5tl988RytVsHs\nbJfgBUUuaTdzXDUhU4o8z9jpbVO+6NhaO49TgsnQUlZ9YvAoWSCVJDiPMYInnvwiS/OLDIcjfHCY\npqIsLYSMECKm0Jx64TQqaJ7+4nNUVU2vtwsxJu5yVITSEkSiKYbgOLR6kPX1NWxds7G1QV17RpOK\n3a0NLkmJFpIr6xcpMsP8/Bzb29vX+OPRS7xLzLAvPP0USin6ozExeK5s7FJXCbNZFDkxCozWhBDI\nshznE5/cGIMQApPlgCLLMqxIeMvBYIAPgkCgquqpb5NgY2eLrNkAC0obnLVJ0ozELfc+olTy2pYq\n9U6/DBvkLxx/qc25EOIwcCfwMLASY7wCaaEJIZanT3tVtgsCDUTwObvqME81vx18RBQ+yYQhGBmH\nDgVuWKMUOAG5sExosddvUjz5Ir3vehMuauqgqXUgqICyAWUk5BLpHTUGHSGoMmEDdVLs1lbipYXc\nEDKQAXS0jHWDwk8QaEQIVJkBHJmEEXD4xRP4Ebz0HXcgVI12BVamCbQQGtkITISjsBlBKLazPfho\nE2eUSBRXxXkF0uUEmRDrMtZ4IlEmOlXCo0uENyTCWZy2JsA4phNsICY0AMIjYpwav4upu0SiS8qg\nCMITheLrTc3nlfFar+1Ll9YIYcLubo/jx25O6LGYRBmM0XjvKBoNxlXJm26/ldho8JH/92MszncI\nPqB8TbQegqHykuAtx25aYvXwEb7w1FP0epMkghsjWmVUk4rxcIxWivvuuI8QPBcuXEhJzQdyUr9w\nUluKRoP1zR579u+jUTTo7ewwHA8oq1FSNxeKRlHQLFp4Ebh44Qx/54d+gI987KOMS4vwPoltREuI\nEmfh4kvneds7vgUtwD99knFVJrqkFAQXkSoSfCTTWQK4EzHKJAZMkEQpIUYyJYnes7a2ztBaugvz\nbG5upOq1tnS6XU6fPkuzyKirGuc8W5s7rG9tc/z4cWrrE8fdeawL+CCI4a8A5jPdgvwHUt9lKMSX\n8NJeE4xxmNLqkYI/6r2dRx8/jlc1YYpncjOW+TvnEz1PWqyKmOCSMx8N3tf7z/xg/uv8D+N/xAvt\n/UkEwCUZszxALSUhCNwXLSKkRJcfk1RNgYwS5RITpRIVJmjMRDI5VeGVQLccxQGBlRlOOTKnqZVH\noWmFCT879yssxx3+cfgQE+0JKsfEceLTYtLkbsuSXZiafglDz6xgfJ6SIxlOp3JRipIgJdJnONIV\nF+XBmqnrYgKlKxERMQdRgwQlDJX2gCeKfFpIKpRQgAdlQWTIUBN1Wpgi6NSm+TpFib8ea3v10AG6\nMwUhCM6de4m52S6TSUUIkcN7lmm3uwxHY5ZW9tPpzuCFZDIsEYuLzHQX6e+OkAQslm53lgsXXkIq\nyfziLNZ78tYs43JCdIJJ5Wh3Owx7W7RbGZ1OF19X3Hzjce6//5NUtWNuZg5rNIP+gImNXL68Raab\nzHdnCbWj0eowrBQBxbj2jKuAE57dfp+IprKOheV9DF9aw+SG0g6phEBrQ20dPghmWi28q0AoikYB\nSuBDMtIbDwfIEHA+Wdd6XxNtpBpbhBIsrSwn6mCITEYj1tfX6VcVq/v28NkHHuDWW29GchDvPJ1O\nh7Url1jZf5Da1hSmYP++fUwmk6m+QpxKoBmarRY7W5vXvTb+QglSCKFJC+jfxhh/b/rwFSHESozx\nihBiDy/7CP8lpOm/1JMmmUYGIjk9vUzPzJEqm2bqwbUHXFlpEmREu/iyLJlIFdK54T7Gus2F42/i\n8sx+Ku2ZzjYgJKpfo4b6dE1wkaihfcgwXvAEoRA4YsxA1WgraQ4lg/MxleyzFeH2LPGnpUN7iTMB\n5SSt2nFh62ZM9Qhnb78dQUVAY8mSwk9IArviVIVaz5FYnDAIv4M1AZRAtx+n9f+19+bBdl3Xeedv\n7X2GO70RDw/zQBIgxEkDpVCMRFlSpNiilUS204mcKLacqbtSHXd3dboTx660u1xJVZyKUtWJy1Xd\nieM47gyS3RVJ0SxF1EBKFGcSBDgAIGbgzdMdzzl779V/7PtIkAI4YJAs4n1Vt/hw3zv77nvP4rp7\nr72+78uFqlFh1SCSkKpQTSzhFu9EB5viR6UBkgE0VlBfgQYkeEQsSi0ueQdjSAJquqANgp3B+CmQ\nHkiBUYejhQ6+CEuPAQaK6+uQBq5dbP/hf/gMmzaNs7K8xs9+5GeYntqKU4810ZKgKh3jY5OogmDp\n97s0Rsc58NZ38oUvfxVrGgStyEPg/FJBYlPKIu6wPvChe/l3/+m/kKQ56gJVgLn2Ghqioo4rHbXE\nUqvVeOdd7+b5Iye449Zb0Tyl0+nTWevgNUW9YDXBBNh/y1t56vNfB0koNaEfhG7fIdkomVUSSbjj\n9ndy+Pkv4IMjkEJWpxRBqKjVWhgDI60aKtE9dHx8JO6cTFQFqnptLCWiFe3leSZ3TEcfmizQbOSk\neYZJLCIGDY7JsRb99hqNPGPbli34qqQIkZnU7fVwzhGqgrGRJk6FsqzotteoBgUnX5hhbbnN6lqX\nqriGiuJD/FvgsKr+Xxc893ngV4DfBj4JfO6C51+nNP3FPGkyhD4q1ZBznWF8RrDryjsJmUsYJEQt\nRxluKw2xFuMhcxZvC4xGPrIMdWbX5XvKRFCy6IUxrMuFobXCi2wSTQhiGJiArotWEAVnhSgw4SyA\nQU1AbbRQMCEhiGJ9RrBD2waVSFdESTTOu7TZ8P1EuqEdCL/8f48wcduTVEkZm4lFseKord3GP//5\nU9AbQYZ1yLd97Cgf/N9nGGRrmJARTBG1LXydw5/ey7c/tR9HCq6ObzzG3/t9Rz9/hCAOgyFIQaMc\nx52+gd/5+D0oY4S1c2j/n73OkHjT4JrE9v4DN+KqPqOjDfq9NmvtFbbt2M7DjzzCjqlx1trgXEma\n1xj0+3gCYgzjk1MkWQNCih027leVIOpITEJihO17b6IxOolNMxAYVJ7gAr7fJctrUTfSFSRZzsOP\nPcW+A7fx+NPPsGXbdp4+9Axvf/s7WFhawaRxN4KBiclNZPUWNs1J8hqS5SA5hfekalEPY6PjqK0z\n1ByK0mlBETWYrI6YlDCUkQmE2EBuDFW/4htf/wZjdVheWuHEC4dpNSxL8+cpig7PHT5Mr1fy2MoS\nlcLXvvMYVmBtaZ7O8jytVoNvf/s+7rhtP7t2bmVxZZmqqpiZOUdRDHjisUcoSjesOxo67YK3v20P\nN+zdzaBQZs6d5YVjxy8rOF5Pm897gU8AB0XkceJ249eHwfMZEfkbwEni6d5VsF1QLBnBR+MfNW4o\nSJFG4QZxOFGwQloqzjo0KQlJNGEPpNjgkJDHupqaeLgSiIVhLyQBekn095CQMcyNiBNyb6LgqBii\nVRcYPMFWCAmGgEsAD40qVvL6eYLDkqjHDDnbog58Tk0Dg8TEBeRwRFEBqUjLlBASDPOM6ACfvoDo\ngDQM8EkPCVmUM7OriF0iCzcSkjbWjaLJWaraGRJVJOmThAYilpAsEGxC5nZDbTZaK+hpNO9Qk1Uq\nY0iC4EyFJkKVWQxjGE0otPH6b9ObANcytqty/TDD0xt0ecutN1Nv1rn7T98FEltwkkRIEouIkktG\nZhMyY5lojRBcFK4o6OOralhnHuB9j8oP2LlnK4iQ1WucPneeQb9EXMCYCgR8CPQHA7Zs344mKbVW\niyzJGR0ZRcRQbzY4eeY05WCEep6Q5zU2T28mzRsszp9FjEUlqghhIoPGGkNWqxMqRUNJUI0Hf8Hj\nVOgOCpxV+v0+zjuyWs7y8jKDTsHC7Bz1Rp1WM6OztsDS0ip7duykqnrs3LGFft9jTEraGOGzX3mA\nNDHU88gcGww8mzZPcfd730M9t+zas4e5mTlGR0c5dux4FPXwFYN+QZZlWGOwxuArRy2vxR3XZeL1\nnGI/wMslaS7Ehy9xzRXYLmhU6bEaZbjCS0ZSwUTrBIOAhzJVTEhxxJYYBbzxlIlgcfHki8hcQcCo\nUqZCdEZNSTy4RPFiomiFDQysDmXBHD6BxFsGaodNsoojHdY0Lf2USB1UQU1JIItqPCZgfIomIV6L\nrvttxRYgA8ZlVDZQMzP8s1u/w1urb+APNunOxf8ZKqPk3uAl0Kye5J695xiZ+o9kTknxnBkfY3B+\nD94qVgOBLt5U5KHg/fkx/s/b/wiVPl4bnB89Sz7zHkrj6aYpVhWrFZVZYeviMf7CrX/AWflT/M/P\nvJvryfj1WsZ2CC7SW0OgdJ6dO3bwwPe+y7Hjx7jjwC00640obqJKVQmOgB/GUZZbKhtIGnVc15Dm\nfXwxoN0NOG/ioaH3ZK06DGvsuEAFhBATq2JAUnbv2EG7X7F79x7w1bB+WFIUJS8cPcL26bsYlJ6y\n38UPuqQ2tgL5ssBrIPT7rFFydm6e0crR6a6iJFHktwwEcXiTISKUxRqS1MjzLCb9tMbk2Cb69T4f\n/uCfxocAZqiWpYHRVpPxiSksHuc8FRmPHnyOiemt2PooQaO6f1l6TGoRa6m80l7tDvnnA3bt2M5q\nZ4AkKTYB7+KptqsCIlmkWva6lx0jf/KYND8qiCOIAU2GBxlDqS+NattqYicNgAytFK7mKa/goz+H\nDjjg7ud93f9E9UcGl+RocISkInUgkuKkojHUCtahRvCB7xrWvp9TmgGx2FiBphhfZ0S7bCo9LiMm\n8xU4/Y/ux5Y69M02pKoUJqERBmztK08ks+R663WVIK8lsjTlfe+9h+8/9AOWVxb43Jc/z+OPPoqq\ncuCmfYyNjzMYDDBZnaXlZRqjI+RpwmB1lamRJr1+H0kTrHoa9SbdNpw5f479+7aQiFKzQipKGUps\nKEnUQ1XSWVnlxIl4KKQC9913H/vecgePP3WY6U2THD1+iqltuzl5+gz3/tm/igyVzFu1OpsnJqg1\nmmyZ3ES90YKkwfzCImVviSyxTIw22bdnO5VzlKWjGlRUvmKlVzEQSIzFVw4jgpJSOsPxk+cptGLz\n9t1UZYEVSwjgnKNWyzh2fAaTJhQI52YWOPTMUZL6KDWNSdd7R1Up3cGAM2cXqIoBggVfcub0Kaqy\nwmQ5tbQGQLc/ILU1lpY6rKydQ6xndXX1su/j9ZsgNUUl2mUaB7FpsIz1TiFuz0P07I3eWgOu5sfl\nrSUEi2CxXtBUSBCM9rEBtCS2+1CRKahajAYCCSHxjA5gLAzwiSIhRJ8dcYh2CDbEequzoJ7ECTes\n9qIapMZ6rQnyUk+cARNG2PCkuXqwIpw8foyReoZvpjx16CkKVzIYFPQGAxaXluj0+mSNUc6fm2Ht\n+HGqsqLX6bB/71527tnFyOQEWd5A05SvfuWbnH/hOfqDaFL10XvvxdQzbJoianEYvvLlL3P26FG2\nbd9JVXRp1BuMtBps2jTFM0dOUGuMsNbp0+n16A0GRL16ZTAYMD46wi/83McIYtk03mJq81amtu7k\nvvu/zyMPfhtVpdVs8N/9xZ/DSBJPoR2oFb70je/w+INLccsdok1Jp93j8Sef4db9N1MaH4VrfRU1\nIUvP4vwi9WaDRqtOMegjCJVXGnmOSwITEy2KouDUqTnOzC2iJmFmeY3gPMFDNehFnUoJeO0ipk2a\nJGjl8C5avzrfI6sZxF6+lch1myCFApEE5Hlapo1oChQYmnhxCH2sZoymOV3TQt12rmYCMTggoa8D\nlrObOMc7MMFQSoYkg2EbY6xZ2gAiAyqTkIYCLwmksQEYtdRCQTGMgcylVJLEpKcONCeYilQ9/QRy\nH3sp0xAobNS6TBiwbPbTT9PruRXyquLPfuhDPPP0I3Tbq+TNOt4X1GoZWZZijWFsbIxmq0mz2eTG\nHXvpKdx//0PsP3ALreY4X/rSlzhy8nhUCHcB1Yw90xNgUkqnLK2ucfiRIxw9dpTuaoe1QUl/MGD3\n5s0ADAYFZVXR7Q1Aob22yurKKp1Om5FWi6oqyKzFmNhHe272LLWRzfzR//df+PpXv0RWa7CyNmBu\nrc2H3n83JIbzM/NIXXnw+z/gD//f36MqKjzKYrfiz9zzHrwGnELlHHm9zue+8EX+8u9/nBOzp7nh\nxptYWVlhfGyColcQvI/2C3mCq+LcJ8fGKcqKNE1p1Rv0Bz3OLHd59NCzDKpAp91h57atnDp9hpFG\ng/vv/w5ZnjC1ZSs37ruZw08dIjVCv99lavM0p06fRyk49txTl30fr9sEqZqgUvL3f63gPR/7Il4s\nSIlVM0wqLq4wteJb//ln+J1PTXE1Py5VRVTpp9v53578CI3qblzSJwnrSTHOxw/1HRFFfI3YBp5i\ncIh4JKQIFSqx4TueaDu8qUhcDW8GGLXYYPBDQWBnDTYMmTakqBR4naTPyFV7f9c75ufn2Ty9Ga+O\npdUlxlsNFpdWQUw0kdK4mrfGRlJUUIrKkdTqLK222bZ7D29/9900azn9oHzrvu/RW5ohTVKMsTgH\naZpz770fpVVrMru8ypNPP8n8ydP0um2yPKfT7VOvNymrgpRALTOkoiTEtjBXVUhuMSp455mdnyOv\n5Xzgg+/nttvfyvjkVr5037dZnDkVS0824fzcLPV6jd/4jX/E9KZpSAz//tOfZSgq984AABzDSURB\nVGX+PEi0kOgXA6qq4K4730p/0Oett93B6lqbVmMEMNSbrWghJUpR9Kg36yydXSNvtUhLT3CKL6Hs\nBopePxqU1WtkAudOHmOk0eDs6Re45cCNLK2sUK/VWFpcotVqUBV9lpYWSAyMteoowsTY6GXfx+s2\nQVoFHyps+jgT6TcQTXDiI0tmuPkQTXB2QC29EaN3v3joc1WgKbHfs8EJ+454J6xHKjtUJTdDSwbQ\nsL48jLYOiXqcRCMvNK5EowdtpCy+aHebDIfxEBIwftiCIR5DbG1SDEYNagQ1J6/e+7vOsdbuMDme\nMjraotdv08hSFipPY6QRv6SKkuDXSQEG44t4OKKBeqvB6toaKpZNoyMEm+CLAVW/N2wzU1qtFtYm\nuKpCc8VVJb6sCOoZGxkFI3zz2w/QG1QcOvg0ve4qc2dPY9Txnfv+G5s3TUDwbN40Rae9BgSCU8qi\nIE0SFufm6PQqOmsd1Ee3QWugUUtZW11kfn6GmbE5ggSKogIf29nUebIsRQ0YE/gn/+S3ePrZw+zY\ntos0r6MvUgIrxFU0soR6zTI/P8/09Fa8JCwsrlAGoTfoU1SBwhhKr7SSqIje6bVpNBr4EFjt9HGS\noCIkRsgTwTnHUe+p11usri2yZ/frJvL9EH6iEqTxihchhBKRLK6czNBwPNRJvUc1j/U4DaQUVCQY\ndfjEYEqD8T6qeZsSCYHYsSME40kU1veYAYvFYdQTUPxQXQdRUgchL0lcSrAlXmokrsSTY1nFVGmU\nFSPDBiXYocmNCRgs1kGZKOs2DdnwRF6cJZsM+FpBEEviBbUOt5iipcV4g4rirEGCkN1aQRYd5IxI\n5GOfdbjZ6JinJiZKYyDZUcIWB8FE+09VkiKhc9QQKsEEQa+As7qBl2N5cYXx5jStxijqz1NVyq5d\nWzk/t4CrPCqRKyxiYj+sjTqnrtfhwQcextZy5s6ucfL5Nj21LCwtk/uAlNGX6dsPfot6s8Wxkx2W\nl1epnOPs2bMIcdtcuoJ6I6c2MsYzzz3Llm2TDIo1pjaN0+sVjI1NcPbcebZu3oRotIz95he+Tr1R\n56FHH2Lbjp2obXDy+Clu3LWNMsCgLPjCZ/+Yej5CB8+Z80coBobnXjjP9skW6h2SCWneIFXD3t07\nOBMCu3buZHzLFo6cnUOLAaP1Fp2BY2wk58AduxjNUx5+ZIU7332AUKU8fOgFnnnhHAl1KulH9kw9\n4c637qeZJxw6eJidO3fT6Q84u7hKXy153iDxjkFnjdW1DhNTI9QI+DJBTfqa9+tS+IlKkGqiC+BI\nSBmgeM0wFQQLWQVlammGDqKBVBUfmgg+blvXPTTEDA9fEqzGgrLBoeTE9lZBcHiif4aVyBuFaIPZ\nHES3wMqnpAq4HGeUPGQ0XQl+lEQCeVHDpGHY2xOZPpkXugSqvEKCYkKOF6FKABPQpIB3J/hGI56i\neyUJKdV9PUzRJJjoVUyItrfpVEp3LEGTaLlAFch6FWFeojOFCqIBbwQmDW5XbWhvaxAcSS+F592w\nKR54NdfGDbwhnD1/jqmJBuOTI9QbTVbbS+y76UaWVjvRtVBk6GoIQYf2c0FJgA9/4KfQxJCYaE/Q\nc/DEk09z5KnHUXGsLMzy0Q/+FFVRYtMkCjKI8MADD/LCsWMYm2KCBzVMb97GkwcPMT+/zPLSfLSA\nSOtMTEzQbrdJrMVVJUW7w1/8S/dSFI6qt8LUpk286z13cfTkAkcOH0SqQH+ty6/84i9RukAiDSwO\nZ+HQidM88ej3YuN46TAaSLKETZu38NwTT3PL/t1s338HTz73x6zNLxA2Bdr9Afv23s6fu/dnKdeW\nGWu1uOen3ouhjmlO8+Szn2HgA93BgAC0RlqMjE0yNd5iYX4VH2Bq8xaOn5nnhv23MTaxiVAVzJ09\nQ5BZmiN1psea0eGxvPZMmj8RCFaQJcPy1wrEEFdIxAbv0sat5tLSGhNFoPNgj2J0CbU1ihB5yIUp\ngTz27wSDIogOG8KDAVOiaoYuhi7uVDVFEVQSZCan87UyUgfF0g8BNQHjlTX1bD91kDHNCF9YYjkb\njaZYAD4F4+k7E+XL15shVcFUmCB4EvICQkiwXvEa/audCFASqEWxCdVhUpfYxK6CV8X4KFthhpxq\nRWLSHSY9kXXfbhkyeyyZU4z66FJmLOEKvmk38HLMzc2zuH0KNQGxCcWgBIV6Xsd7T5rGwxoRRYcq\nSo1mziOPPEhCggsVRolydyGh9J5uf5WKih88cD9V5Qji8SEKQgC4SllbmY86BQGstTSaDYpBxd4D\n+0iSuNLqdvo0ahlrKyuUg4KlxSW6/QEuVHTafc6fm8VXnqcfeRSfZSzOn6FWexuzZ89y7vSpuKNS\ni1UHomiaM3vyOFX/XYDFlyUueJYW2izOnmfPnkn27t7Dvr37mK/V2X/zAZ4/dhybJBivbN+8iZMn\nUzIDVeGo5zUmNk9TFA66NZI0odlq0OsNqFoN8qG02bnz5yGAxZDZjHa3B0lK4SoGPkHFMrl5Gnct\nBXP/JMG62APoNI10ZPWxS15KXGhBEHYNVrihf5ixxTZ5b5QgNroUAio1RIUkBPrWoGmUFAs0UBII\nzVjLoIMP40gIWOMxxmFUCaYPvg5esSEQRCJ7RxRVz4HBPGWSM1Z1cWEMT23o86KxV1EMVC9ZwXpD\n5FETnyqtoImCjS6NqklcgZo8momFuIJUC05hYAVvFKyNjAanWF13g7wAGk+uURutGAQChsJCiHJG\npJ6rW2O9zuG85/iJkxw/6dm+fQubN08zNzePNQlV6XDORXUma5ianqbrHHmjwdT0NLlNqUJJIoYQ\nPN4BJmF2cY6e80xObcaYuO+xNpr5BhXAcnZ+gbmFBYx4Kldy6uQJWiNNet0uBKWztooxCQvz8+ze\nvpXjp06TGsGHirrNWe4vkeeCSEkrr1FZCM7hi4paklO4AcEIFj/cyRiCExJbo3BQDNYoK0/pPM8f\neYFet4tVT2It4+NjZKkhr9chScjynHq9Rb0OH/jg+0iwDGyKWEOpntpoi25R0mw1SZKY8H3w3HjT\nTcwtzDMxOcWRoydpNnLm5maYmtoEeGbnZhgdmyDN6tRqFQP3ZnI1fBV468BmtMoFshCTSJU4jKuR\nMkNpUx5qvo3/dds/ZjEbY4QZPAZnhkRsTbGUlGkT6xv4kHL40O1ktU8AAVGixBiKao6RklINzzx3\nx4sUxlyX8KSRMaMpibdY6SGa89vTn8RJg47NqLkBVQJJZaiSisRluMSB1qnIsJQ4yUBreDMMNlVa\nhaFILM6CqMcAgQoTQlT3IW7JrEJNwWmIfiEIYqNndqScS9SONB4RE+27TTSkZ7j1rpUZZaVUAs6W\nXLdyPtcARVHS75fUagm1Wp00tRT9HvVmA1Uhz5uISej1Szq9Pn31BIHCeZwDL4or+iQ2JUkTEOEd\n77yLgEAW5fNCURFc9FYXa6h84N3vei/BWCDwlltvptt3bJ7ezOzsOXZv30KSJiwsLFAUsfNB0oxO\np0NntUPWaNFXQ2dQ0mwaKqLW5Lvueg/zKx1C4cFbqqBYTcE2KL1DQ+DuD3yYSgxJlsRDpSAcP3mS\n0dFJOn0ltQknjh9jbuY8N+6/mc7qGmVVRfabCuqhWxUU/fjlsbwwT5K2WZxfoup3+Ut/85dp1QF1\nLC2v0Wl3MGLI8oxTp0+yaXo7y8uLrK0uU6vVEQzOecrKs3S9NIpnzqK+4OMz/5Q7OvdH5Z2hfmRl\nFRMS6qGP0cCty/+Gnq1Tc1EYNjaF1zDS41T+Nv719n9Jx7X43Gf28blP7yIIWJ8SjIuqPirDbXYK\nKATHre37eWf78wTJUPXDeh6U1jBSWgw9EPiF5ccQ8RgJqEJloVEk9PKEh8Y/ytHGuwkhRUzk1woJ\ne3pn0GyJ0WICTR2VSahX0fdmvjtHUjaJddAq0gtDwni3ibMZKlEWXwVCv0+3rEiDA00JlBjNaXYz\ntJ3GxIlBjaPmYNatYUuHlxantbnRKn6VoD7QaDTodFY5d+Y8W6cn6HbauGDQKSEo9IqSvmvTGp3A\nVgWuChw/cRqDxRlQF+9rCB7nXVQCMikiSlAlz2qAos6hCv2ypL3W5WM/9zESU9Hvd+j31uj1CkJV\n4VXorK3S67YJwWBrKTatEUyf5WMnuLE5Rmd+nlrRB9tm5dnnSQQq8dRqGdYFyn5JJULWdwS/Xr93\n/ODEGT7+q79KZ2BZ7RdosAwGPTQo/SpldXWVP/WOd9Bdu5E9e27k6dFjNPLozV0MPFjF+Ugr9JXj\nzttvp7vWZWpiAl+UfOIXP053ZY5Gs87o+DSf/OQvUzlHa3ScbTt2UQXorK4iXgku4ErP+cVZBKHf\nLy77Pl6OJ83/o6r/SkR+E/jbvCQF9euq+pXhNZfvScPwqEB5kb+8fnYgMsCZhM3Fc+wYPBJPtLUO\npkMS1o9SEsxwK9kMwoASIbJGAhkiBasySUIXbBYlx7QWRTFkSCfUuDoFCyGPK0fvuWXwbf78wu8Q\nsEQGuFIMWSkeJUgOEm9GHmAgKRaPilILStuOMVu/iaON98QtexDE15muTvALC7/Bbb3v444YxPRx\nkpJ6wSUVictjuZLYyOhFyHxG78waBEi9xJ4yq+Quxbocb0q8xOVkVuWUp9uUtsKGBLAIFYYU6+pk\nwXOo/l7+bfHfM/9GbtRPOK5lbI+0WkyOj7F39zbOnDlFWXqKssL0etgk1pLrWY3ayASSWEyUo+It\nt9zOgw89St6qs2fPHlaWV0jzBGsMg26f3Kbs3LOTZ48dYaXTpp7X8EGo5zXe/ra38dTBgyQmOnJO\nbdpCvT5Kt9tldbVJ1S/Yt2mCRx97DGzGtm07onitAc6+QPfEDEnpqHLLrp3v551bWiQhIx9tktcz\njhx6jp27duGC0lxc4ugPHmXLyBhtdTy/tIJFaZfK7PwS3nnOnZsnCVFsxknCzPwiRgPloGBtuY0N\nTR577AmM6xKCp9PtUq9PcPLMAu3lJYpBQXu1TaiURIRNI03qo1MkeZPFxSXUGNrtDocOPk2S1xEN\ndFdXCAhrnRVCMSAxhsXF5cuOkcv1pPn68Hf/QlX/xYV/LCK3cCWeNLzEV3nlBQGJDdMqCEojeDzt\noVPAumqwf3EQD9SH4wWFgCdTpRHasdcxpJHsrwHnUxCwIcEPV5xodEkDi7cljhalWNBoheAxFMZS\nC26o0u0jtxsoJR6aBK2BOvoClaYQLBKiVJoQov1sMEwN5pkcnEMAvy65BvAqX36jb4Q4/Qqpx1i5\nErwJ2GBoMBcb0q8vXLPYrsoBEyM1vC9oNuqcm5vDGBBj8b4EC7UkxWrAE/VAnSv4waOPkzZqHHru\nMI8dfhytYsknz+rU8pxOp8veU3uYX5il1+9Qb47G7WRZccNN+zAaYiM6Mjy8icpBlfcs99uMySQT\nm7YwKCvWOqtMjrcgBKpOxY4DBzh57jzl6iqzC0sMtm9n81iLonQkecKWXXupVGivrrB6fpa546dZ\ncCdpJxlm8xhdV6L9QNmvUHWMj08yd/oYP//zf46bb34L45u3MSh6mCSn3Rnw8Pcf4Kb9N1P2FlHv\nabf7NMc2sVLCsTMzdAYFXRMYq9UZHalx/+/9Pu//W7+KEcO+/fs5szDPjtFJcIbRzZOsdtpMbZrE\nB8/cwjxbdu1i7vwsE2PK/NmZywqQy/WkWe+8vFhfyMe4Ak8ahucJmKHY4wWvoAZQoZScgFCSUEg+\npO1dHEYt3oBowGhMal1pUJkkJuBhO826VuRL7S7mxdf2w67rbjLO8yPvwQaNmoom4MRQc+GSycUq\nqFSoqeiYSdrJKBaHejusFYEXQxpcbKIlBS7elnA5TTiv9q0kpIiWJASy0I8qSdcRrmVs57UaQQ3t\nTo9ma5TF1TaNZouichRV7IJQY1GJjc1l8CRpwoF9+ynKgpX5Od5x59vxQamqinreIHiPGEOe5/T6\nPZwvmRyfoKpKOqttGmlCahNOnz7Jnj276PcHVFVFd9CnqiqqsuLZZ56hXmtSVSWtWpNjx1+gVatx\ny0d/htnVZWT3Vpoz5zHNUZ7tDThNJ9ZAyyUwQmISVlDSfXvZdvttlK6gBRw7/CzL/T4Lc3MMnEck\nsGm8zkS+i6mxEVZXljl+ZoY9e3dxfuYkx4+f4Zab91OvN5kcbbA4v0DlBzg13HrHO1irUhqjkzz2\n1EFqWYqpAvXMcvxbXyN92zs5dW6BfKTFiZOnmDk7w1333MOmTVs49ORTHLj1AONTW6JVQ5qj5vKF\noC/Xk+YHwD3A3xWRXwIeAf7e0BrzDXjSPEhUEr8AGs94vV9nu8RDWFEQTRCxPNu8h8o2IeQ4K9jg\nOVOdY2e6/YdeQcUQJHq+iEbJs3P1fThqDGV84kmzvnhB3F23vwWtDw4TpxA05RuTv8L3R/8ypQUR\nRYKAWEQvLWShUuFNg7D2XbLWPQwkw0sSBSkEkIBLKoItQRSj1SXrgBcmu6dRbr+ChKaiGI3LU4dw\n1Hfw5vqtQF7t2G63uzz19LNUviLJ8miHkTpajSbtXsXs4io2a+ADnD83Q+ErXFFR9kvmZmeYGt9E\nd6ULCCeOn+SGG28gS3MqX7K23EZEWFyY49jh57l53w2kScr87ALGZszMzZPkKSONBmfOn2FpaZnv\n3v8A05s3s+/Gm3jo4cepN2vceeedHDp2kPfdcw9utORMWTC3sMTTM2d4/9Q2qultlM1xHvjBA+ze\nvYPN01NgUr72g4cQ4JYbb2RyxzQnjp9hNa/RKx2za+0Y18Gz/6a9hO4yqGd0ZJQDt99As1ankTdJ\nJOH8uTPs3T5FaiwLy21WOgMeO/Qwd979Ht7/gQ/xX7/yVe66+6d45vnDhPoEd33ir3Hfv/xd/sz7\nP8T2LTvYvHMbzz93hBv27sYaodVq0mo0mZ+dY8vWaUaaTZbPnycx5mK36HXhSjxpfhf4LVVVEfnH\nwKeAv/XGXv4iCTLK24KNzdVqYsLSACGAt/CV6b+DGhuTm8ZrdOa3kK3/x8tHUsUSuXY6VAu3GnDG\nkoZYm4xCpOt9QBdMof3tmCBffC5eO5CxKIRKFJMQFCSP/UcXgQIaEkz7+5SNexHxYKLZknqDhgRb\nZSzamxjNZqn7Av86bsujfo2d9vI5pkGisK+J6ps8H0pseN1VkDcVrkVszy2vsrC8+tKX3Xp8KXz3\ngcf5vX/3GeClGrsMt04ydM9U1dhEHtYvjP+d3rKFvTfsJXhlZXmZPbt38PijT7C4tEy92UBMypbN\nk9z7kZ9hKV1h0C9od/pMTm6mPyhZXFrj2eeOsGfvborSsf/m20ASGiMtRmpdkq2G7z36KPOrbbLl\nNbpnF1ktKvbefAs+BI4eP07aGuW5gwdZXVzhAxMf4omnDrN16zbOn55laW2N1Bp8CHS6Aza1xjly\n7CT29BLJoWfjKhjLiZMnaY2O8NAjHmOEtU6b06fPcvDZF1ho95CkRr8KrC7MIxgSHwjU2XP7ftov\nPM/x55/nyaefoOq1mV1d5tTpkxibIVWgDCWHngRCoN9u02xdvhD0ZXvSqOqF9fx/DfzX4c9vwJPm\nQV7ypbl7+NDhljZGkyhoECREkVrjolSYqMV6wPjY3D1sfn4lYoNPQGMbNV6ERAsqkw3jTlEZvp5o\nPJ+RCx8xaagKpa0Ni5mxCTsuNR1odunPTgNqBG8EnxLrBBpwYrFS4URYyrfypS1/h0b4BEmwVHLx\n7fqFTMCzS3/IuclfuuTrvvT6l3geRQgs9w/RHjzOav8Z+uGPX3O8NxuuVWyrXmiiu143uhDrqxp9\n2e90+OUL68nxgswKzM3OsriwgPcxUI8ePfLKd4SI8uUvf339lV+KG42Vq6Dw1MHDfPbzXxyKRgxJ\nGA6CKBh45uBRNE9oZA3Uez732S9grKGsHEmSstZfw1TKN7/7PRqjI6TpM2TfuR9NLa6sWFlc5Itf\n+RZ1KxibMDq1GV9V0W44KJWPLT6oDj8rJctSlpbWmJldoHJDnYCkxIjlvk9/mi0Tk0z2M578/Nc4\ncewohUReemIs3V6HJE2p2ZzgKvpDzxpfOcofhyeNiGwd1nAAfgF4evjzG/CkuZuL+dIIDqpAWjo0\nFgUxCpVVEo11vyRUqMqLXjXqPeYVH4QIWB//xgSHVcWJAbFkEjAhENVx7LDiFOIhiyiu8iS9ivXA\nFBXE9DCuGWuHtoO4Ft5W0UXtEhvjgI2OhZUj7fbjawGVKPXQo7PQp5qrOMQNqLGxjEB18Y/rggQZ\nqmlm+7dd/O8uxCUSpDKsu4Z3gfwVtPoUov8L8K9ee8w3F65JbL+Uk4Zsr+GNePF2SHjZvdH1b7KX\n3S995RMAhBdtTF/6nch6ElZUTVyJqqIErBn6Q2NYd4zxAUQSRIgajgGUANZgfBK7LMqKTtEGBGNs\n9KlXJdAfHpZCGDgWiugaaBSwQggKWAoxLAcfFx7zK/HTiAcJkZQgDPn/Q5kpje9raXmNF88BjKEW\nHB/+23+NscIynid49SwGKHiJVeZi/YwkwNjkJpIkiYK7zmOTy+9mlNc6XB76dnwHOMhLd+zXgb9K\nrNkE4ATwP6x7CQ9bIf4m0bfjoq0QF7HW3MCfEOh1olqxEdvXFy4nrl8zQW5gAxvYwPWKyz/e2cAG\nNrCBNzk2EuQGNrCBDVwCP5YEKSIfEZFnReR5EfkHlznGCRF5UkQeF5GHhs9NiMjXROQ5EfmqiIy9\nyvW/JyKzIvLUBc9d8noR+YcickREnhGRn36d4/2miJwRkceGj4+8nvFEZKeIfFNEDonIQRH5n65k\nfhcZ71evZH4buDSuNLbfzHE9/P1Vi+0fSVyr6o/0QUzKR4E9QAo8AbzlMsZ5AZh4xXO/Dfz94c//\nAPinr3L9PcRC/FOvdT1wK/A48dR/73D+8jrG+00ile2Vr33Lq40HbAXePvy5BTwHvOVy5/cq413W\n/DYe1y6238xxfbVj+0cR1z+OFeRdwBFVPamqFfCfiRSuN4phH8DL8DHgD4Y//wHwc5e6WFXvB17J\nYr/U9X+BIcVMVU8A6xSz1xpvfZ6vxIuUtYuNp6ozqvrE8OcO8Ayx5+6y5neJ8V4Xpe5S73cDF8XV\niO03bVwPx7tqsf2jiOsfR4LcAZy+4N9nuCQV8VWhwNdF5GERWWc5bNFhO4bGPrbpNzjm9CWuf+Wc\nX4U++UP4uyLyhIj8mwu2Da97PHmJAvcgl35/lzPeOn/4iua3gZfhasT2dRHXcHVj+1rF9U/yIc17\nVfVO4GeB/1FE3scPd9VeaQ/TlV7/u8CNqvp2oijCp97IxfIKCtxF5vOG5neR8a5ofhu4JnjTxzVc\n3di+lnH940iQZ4HdF/z7VaiIl4aqnh/+dx74LHGpPCsiWyCyIXhJz+/14lLXvwH65MvmOK/D4geR\nsra+nH/N8eQiFLgrmd/FxruS+W3gorji2H6zx/VwDlcttq91XP84EuTDwD4R2SMiGfCLRArX64aI\nNIbfGohIE/hpIhvi88CvDP/sk8DnLjrABUPx8lrFpa7/PPCLIpKJyA1cmmL2svGGN3odr6SsvdZ4\nP0SBu8L5XZRSdwXz28AP44pi+zqJa7i6sX1t4/rVTnCu1QP4CPHE6Qjwa5dx/Q3EE8LHiQH0a8Pn\nJ4FvDMf+GjD+KmP8R+AcUZL2FPDXgYlLXQ/8Q+Kp1zPAT7/O8f498NRwrp8l1lleczzgvUStg/X3\n+NjwM7vk+7vM8S5rfhuPaxPbb/a4vtqx/aOI6w2q4QY2sIENXAI/yYc0G9jABjZwTbGRIDewgQ1s\n4BLYSJAb2MAGNnAJbCTIDWxgAxu4BDYS5AY2sIENXAIbCXIDG9jABi6BjQS5gQ1sYAOXwEaC3MAG\nNrCBS+D/B52sIzFe5IFPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19cc142eb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "IDX = 1\n",
    "plt.subplot(221)\n",
    "plt.imshow(facades_paint_val_data[IDX])\n",
    "plt.subplot(222)\n",
    "plt.imshow(facades_bldg_val_data[IDX])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.save('facades_paint_val_data',facades_paint_val_data)\n",
    "np.save('facades_bldg_val_data',facades_bldg_val_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}