UCR_Time_Series_Classification_Univariate_Datasets.ipynb

Multivariate Time Series Classification - LSST.ipynb

UEA & UCR Time Series Classification Univariate Datasets - Earthquakes.ipynb

UEA & UCR Time Series Classification Univariate Datasets.ipynb

{
  "cells": [
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "# UEA & UCR Time Series Classification Univariate Datasets*\n\n*A. Bagnall, J. Lines, W. Vickers and E. Keogh, The UEA & UCR Time Series Classification Repository,\nwww.timeseriesclassification.com"
    },
    {
      "metadata": {
        "heading_collapsed": true
      },
      "cell_type": "markdown",
      "source": "## Instructions"
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "1. To prepare data, you'll need to navigate to \nhttp://www.timeseriesclassification.com/dataset.php and select the dataset \nyou are interested in. These are all avaialable datasets:"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:13.632440Z",
          "start_time": "2018-11-19T21:31:13.626446Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "UCR_univar_datasets = [\n    'Adiac', 'ArrowHead', 'Beef', 'BeetleFly', 'BirdChicken', 'Car', 'CBF',\n    'ChlorineConcentration', 'CinCECGTorso', 'Coffee', 'Computers', 'CricketX',\n    'CricketY', 'CricketZ', 'DiatomSizeReduction',\n    'DistalPhalanxOutlineCorrect', 'DistalPhalanxOutlineAgeGroup',\n    'DistalPhalanxTW', 'Earthquakes', 'ECG200', 'ECG5000', 'ECGFiveDays',\n    'ElectricDevices', 'FaceAll', 'FaceFour', 'FacesUCR', 'FiftyWords', 'Fish',\n    'FordA', 'FordB', 'GunPoint', 'Ham', 'HandOutlines', 'Haptics', 'Herring',\n    'InlineSkate', 'InsectWingbeatSound', 'ItalyPowerDemand',\n    'LargeKitchenAppliances', 'Lightning2', 'Lightning7', 'Mallat', 'Meat',\n    'MedicalImages', 'MiddlePhalanxOutlineCorrect',\n    'MiddlePhalanxOutlineAgeGroup', 'MiddlePhalanxTW', 'MoteStrain',\n    'NonInvasiveFatalECGThorax1', 'NonInvasiveFatalECGThorax2', 'OliveOil',\n    'OSULeaf', 'PhalangesOutlinesCorrect', 'Phoneme', 'Plane',\n    'ProximalPhalanxOutlineCorrect', 'ProximalPhalanxOutlineAgeGroup',\n    'ProximalPhalanxTW', 'RefrigerationDevices', 'ScreenType', 'ShapeletSim',\n    'ShapesAll', 'SmallKitchenAppliances', 'SonyAIBORobotSurface1',\n    'SonyAIBORobotSurface2', 'StarLightCurves', 'Strawberry', 'SwedishLeaf',\n    'Symbols', 'SyntheticControl', 'ToeSegmentation1', 'ToeSegmentation2',\n    'Trace', 'TwoLeadECG', 'TwoPatterns', 'UWaveGestureLibraryX',\n    'UWaveGestureLibraryY', 'UWaveGestureLibraryZ', 'UWaveGestureLibraryAll',\n    'Wafer', 'Wine', 'WordSynonyms', 'Worms', 'WormsTwoClass', 'Yoga'\n]",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:13.972780Z",
          "start_time": "2018-11-19T21:31:13.969818Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "SEL_DATASET = 'OliveOil'",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "2. Import all libraries. Depending of your set up you may need to install some time series specific libraries.\n3. Load time series functions.\n4. Prepare original time series data for the selected dataset.\n5. You can visualize all available encoders for a time series example.\n6. Select the required image size and encoders in the settings section. You may select between None (deafult to time series) to 3 encoders simultaneously. Process the encoders, and you will see a sample of the result. \n7. You now need to create the dataset. To do that you don't need to modify the settings. Just process it, and the dataset will be ready. \n8. You can now go ahead and start training the model."
    },
    {
      "metadata": {
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    },
    {
      "metadata": {
        "heading_collapsed": true
      },
      "cell_type": "markdown",
      "source": "## OliveOil results"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T12:35:55.156267Z",
          "start_time": "2018-11-19T12:35:55.152163Z"
        },
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "I've run an experiment with this notebook on the OliveOil dataset. \n**Experiment:**\n\nI’ve run an experiment with 75 variations of encoders, image size and model architecture in the OliveOil dataset (UCR univariate dataset).\nNote: the notebook is built in such a way that anyone can use any of the 85 available UCR univariate datasets.\n\n**Results:**"
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "![Screen+Shot+2018-11-19+at+01.53.47.jpg](attachment:Screen+Shot+2018-11-19+at+01.53.47.jpg)",
      "attachments": {
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ACiiigAooooAKKKKACiiigAooooAKKKKACiiigAr6E/Y5/wCTqdE/7FnXf/SjTq+e6+hP2Of+TqdE/wCxZ13/ANKNOr2+Hf8Afafz/JnPiv4bP2kooor9VPDCiiigAooooA/no/4Kff8AJykH/YCsf/Rs9fnVX6Jf8FQEDftKQEk/8gGx6Ej/AJaz+hr86fKX1b/vo/40Af/R+1vDH7Bngvxh4a0nxbdfEPxbZTa3aQXzwWzaP5ELXMaymOLzdLkk2KWwu92bAGWJyTuf8O6fAn/RTPGf/feh/wDyor7N+FX/ACS/wf8A9gbT/wD0nSu9rieW4Zu7px+5Gvtp9z89f+HdPgT/AKKZ4z/770P/AOVFH/DunwJ/0Uzxn/33of8A8qK/Qqil/ZmG/wCfUfuQe3n3Z+ev/DunwJ/0Uzxn/wB96H/8qKP+HdPgT/opnjP/AL70P/5UV+hVFH9mYb/n1H7kHt592fnr/wAO6fAn/RTPGf8A33of/wAqKP8Ah3T4E/6KZ4z/AO+9D/8AlRX6FUUf2Zhv+fUfuQe3n3Z+ev8Aw7p8Cf8ARTPGf/feh/8Ayoo/4d0+BP8AopnjP/vvQ/8A5UV+hVFH9mYb/n1H7kHt592fnr/w7p8Cf9FM8Z/996H/APKij/h3T4E/6KZ4z/770P8A+VFfoVRR/ZmG/wCfUfuQe3n3Z+ev/DunwJ/0Uzxn/wB96H/8qKP+HdPgT/opnjP/AL70P/5UV+hVFH9mYb/n1H7kHt592fnr/wAO6fAn/RTPGf8A33of/wAqK8o+PP7C3hXwD8DfiJ460j4keMJb/wAOeHNX1K3SWTSFjaazs5ZkDtDpcUoUsoBMciPj7rKcEfrDXz/+1j/yax8ZP+xM8Q/+m6ehZZhv+fUfuQe3n3Py6+D/APwT88C/EH4S+CfH2s/Ezx/BqHiXQ9N1O5jt9aiWFJry2jmkWNXtXYIGchQWYgYySea9G/4dm/DP/oqPxE/8HkH/AMh19Yfsyf8AJtvwo/7FLQv/AEghr2+uGUI3ei+5Gik+5+cH/Ds34Z/9FR+In/g8g/8AkOj/AIdm/DP/AKKj8RP/AAeQf/Idfo/RS5I9l9yC77n5OeGf2K/2W/GurSaD4N/aG8Va9qcIZntbDxdp11OgQ4YtHFbswAPXI4rYt/2Cf2ervWtW8N2nxz8ZzavoEazajZp4nsmubKNl3K9xELXfEpU5BcAEc18Zfs5eV8PNe+BHxX+KK2GneCILjxm2nalp9qIb5dQikuQ0GqXDEmWN0V/s6pt5+UjAYnt/gRqnxE8D/Gn4d/tHePvBl3ouj/G7UtS07VtUuLu1ntr5PEbi40iOO3jkaaFIvKQZlRQVzj36JYaKvovuRKmz6Mi/YX/ZtntND1CD49+L5LXxPJ5Okyr4qsDHqMv9y0YW2J246R7jV7/hgT9n/Zrkv/C8PGuzwxuOrN/wk1ljTgsfnN9rP2X9xiP5z5m3C/N05r4G1bRvHNmmr+B9KS4RP2P7rU9asTzi487Xbe4g3Hk7fsUc0ik9MAdM1+tf7FOkQeKPg94i+Juu2Yl/4W94g1nX5re5QPmyu5mt7eF1bIKfZ4lwpyMN7mpnh4JXsvuQKbPlG0/ZY/YwvzKtj+0/rtyYInmkEfjbSn2RRDc7tiE4VQMsx4A5NdtZfsG/s7al4iPg/Tvjr4yuteFut2dPi8UWL3f2ZwGWbyFtTJ5bBlIfbtIIIPIrx/xD4L8Iad8Jf2zr6w0GxtrjStaurezlitYke2ha2g3RwsqgohycquByeK878YXuq/DL44+Lf2ntDtHvbn4U2/w9e9gQ4M2kavo81nexjtuLGEgngEZPTNV9Wg9kvuQc7PpK6/Yl/ZgsZdcgvf2gvFdvJ4ZCHVlk8WaejaeJGCoboG2Bh3MQB5m3J4FaHg/9g/8AZ1+IVrcX3gH47eMvE1tauI5pdM8UWN4kbkZCu0Nq4ViOcHnFfC3iDwTrvg/4Z/HWfxXuk8TeKfA3h3xFrDMCGN/rGtm7lDDsYw4jI/2Pxr9Zf2a/Evw/174MeK2svGGieK7W18/+0Lzwvo50hYIGtV/dtBG0rSTqodg65JyFC5HKnh4pXSX3IFNnzLp/7HH7J+rJrMul/tGeJ7tPDiGTU2i8X6c62KA7S1wVtyIlB4JfAB461Th/ZJ/Y+uNHufEVv+0v4hl0qzljgnu18Z6WbeKaYM0cbyiDYruEYqpIJCnA4NfNWja5puh/Br4z/BrwDf6P8Q/BWieCJbyx8WWGkmw1C1Et6mNLv5Ci+ZIQTLjJb5cnnKp3fifVdB8Yfs+fD/RfBHizwt4s1lfiD4Phc6fof2C1tXmimSCHUIVkJugHD7yGUsu4cZzVfVo9vwQc7Pe7P9hv9mnUNO0vWLD4++Lrmw1y6Wx0+4i8V2Dw3l22StvbutsVllO04RCWODxxWZpX7Gv7KOu67J4W0T9ozxNqGtQ+cHsbfxhps10n2cEzboUty48sKS+R8oBzjFeCeB9PGgXXhPwtrsMVh400/wCP9q+uWNnGsGnwyTW8v2d7CFQNltLEmU3fMcHPGK0f2ddY+FM/h/4o+C/iL460fTI9Rbxjb3Om2+iM/iK1t5WmE10l/GXdkSHzG8oRHjg5GQU8NHt+CDnZ9AeDP2GP2bviMl7J8Pvjz4w8TLpzrHcnTPFNjeCB2ztWTybV9pbacZxnBx0rtv8Ah2b8M/8AoqPxE/8AB5B/8h1mf8E+/FLvqnjT4a6PLovi3w34RtdKtrDxjo2mf2adRiVJPKtLv5QJZrdSTkFiu5izMz5r9MqxnSinay+5DUn3Pzg/4dm/DP8A6Kj8RP8AweQf/IdH/Ds34Z/9FR+In/g8g/8AkOv0foqeSPZfch3fc/FH4HfsW+GPiZ42+LPhvXviR45gtvAfiI6RYtbazGkkkAhSTdOXt3DPljyoQY/hr6P/AOHZvwz/AOio/ET/AMHkH/yHXefslf8AJV/2j/8Asdm/9JY6+46qpCKey+5BzPufnB/w7N+Gf/RUfiJ/4PIP/kOj/h2b8M/+io/ET/weQf8AyHX6P0VPJHsvuQXfc/OD/h2b8M/+io/ET/weQf8AyHR/w7N+Gf8A0VH4if8Ag8g/+Q6/R+ijkj2X3ILvufnB/wAOzfhn/wBFR+In/g8g/wDkOs7Vv+Ccnwd0DTLnWtd+L3j7TtPskMs9zc+ILWGGKNeS7yPaBVUdySAK/TCvl/8AbJ0H4f8Ain9nfxP4a+JviOTwloOpGzjfVEt3uVtZluopIHliQHdEZVUPuwu0nLL94OMIt2svuQOT7nx5of7Ff7Lfia106+8O/tC+K9Tt9YunsbKS28WafKt1dxrveCEpbHzJVT5ii5YLyRirFr+w/wDsy32hzeJrL9oDxbcaPb3S2Ml7H4rsHtku3ZUW3aUWxQSlnVQhO4lgMZIrxj4b+PNa8deJ/gsNT07SHg0j4lX1pBruhWH9nWOvrFpoT7aIdiAyYUIzqApChR92vmTSfDvi/wCGHwa8Ea5pMct74O+NGtW0d+mSy2Wu6J4ik8mQZ4VbizjKbRyzIST8oFdH1WPZfciedn3x4q/Yt/Za8C6tb6D42/aF8VeH9TugpitdQ8W6fazuGOFKxy2ysQSMA4wTxXUWf/BPb4Gajq+o+H9P+NHjm61TSEhkvbSLxJaPcWqXCl4WmjW0LRiRQShYAMASMivkv4jeO9K+DsvxvTxtpfh64+Kt/wCLdQvY7Xxbok2pnXdAuTHHp0WnShkRY0Xd8u44AAIBHH1P4G+Lnw9+H37YXxg0Px1qsGgan400rwbaaTaMkg+0XJsGTyYgqtjDyooDEdRz1qXho22X3IOdmJ4S/Yu/ZX8fanJongX9ojxT4j1GKJp3ttN8XadeTLErBWkMcNu7BQzKCxGASB3FNm/Yw/ZWt/FQ8CXH7RPiiLxKZlthpbeL9OW+M742xfZzb+bvbIwu3JyOKpf8EvvEfhGbwhpXh2LxZ4f1DX4tJuXOj2ukC21izjW9+drnUN5Nwh3Idu1cbl67aofCvxF4S0f9t74mab4i8WaBpN3e+L4VttJ1HRxd6nfSSWqLEbO+Lj7NiQr/AAtkjtmh4eN2rbeQ+d9zqLX9h/8AZlvtDm8TWX7QHi240e3ulsZL2PxXYPbJduyotu0otiglLOqhCdxLAYyRRrH7EH7M3h7xPZ+Ctf8Aj/4u03xDqBQW2nXPiuwhvJjIcII4HthI248LheT0r8/dJ8O+L/hh8GvBGuaTHLe+DvjRrVtHfpkstlruieIpPJkGeFW4s4ym0csyEk/KBX3Z8HvEnwG8E/GP4t+E/wBpPTLZviZr3j6W60k6jpsl5cXmnTSRDSGsZBFIRHGwJXaR5YwSQB8rlhorZL7kLnZfvf2Kf2XdN8WR+AtR/aE8V2viaZlRNLl8Wael8zPgqot2thIWYEEDbk9qbf8A7Fn7LOl+KD4I1P8AaH8U2niNXSM6ZN4u06O9DyqGRTbtbiTLKwKjbkggjrXy5fXnwsX9mfx38F/Feh/bP2kdT8SXgFsbCR9audTm1ESQXMFxsLeV5HO8SbSu7rv+btPiJq/wi07xv+1F4F+MVjDr/jvXLHQrfQbVLF73ULjVP7FWNXtCkbuhFw0bFgR756UfVo9vwQc77ntniX9jD9lbwZrK+HPGP7RPijQtWdUdbO/8X6da3BWQ4QiKW3V8MRwcc9qkt/2K/wBlu88VP4FtP2hvFU/iSKVoH0tPF2nNfLKn3ozbi380OuOV25FeG6bfr4A/aO0Ow+Nni7Q/DGrW/gfwfBqI8R6SNXkvLmGMLcQwuZF8qfIYNN82Tzg1ymuaFfQfFnxD478TwWEfw+0r47SLqV/BbY1uzuR5bW7/AGtshbEuyCVVAcNyCSwwLDR7L7kHOz7h/wCHZvwz/wCio/ET/wAHkH/yHR/w7N+Gf/RUfiJ/4PIP/kOv0forn5I9l9yKu+5+cH/Ds34Z/wDRUfiJ/wCDyD/5Do/4dm/DP/oqPxE/8HkH/wAh1+j9FHJHsvuQXfc/OD/h2b8M/wDoqPxE/wDB5B/8h0f8Ozfhn/0VH4if+DyD/wCQ6/R+ijkj2X3ILvufnB/w7N+Gf/RUfiJ/4PIP/kOvnD4Z/sW+GPGf7Qfxo+E+qfEjxzFpHw6/4R3+z5YdZRbmX+17F7mf7QzW7I211ATYiYX72481+11fDfwF/wCT0v2pvr4I/wDTTJVRhGz0X3ITk+5wn/Ds34Z/9FR+In/g8g/+Q6P+HZvwz/6Kj8RP/B5B/wDIdfo/RU8key+5Du+5+cH/AA7N+Gf/AEVH4if+DyD/AOQ6P+HZvwz/AOio/ET/AMHkH/yHX6P0Uckey+5Bd9z84P8Ah2b8M/8AoqPxE/8AB5B/8h0f8Ozfhn/0VH4if+DyD/5Dr9H6KOSPZfcgu+5+cH/Ds34Z/wDRUfiJ/wCDyD/5Do/4dm/DP/oqPxE/8HkH/wAh1+j9FHJHsvuQXfc/LHxl+wd+zt8OtPj1b4gfHTxn4aspn8uOfUvE9laRu/XarTWqAtjnAOavT/8ABPv4EWvho+NLn41+N4fD4gF0dSfxLZrZi3YZEvnm18vyyDkNuxjvXon/AAUF+Jnwy+HnwxsbHxfoGma54m8UG60rQH1a3SW1sJLlFjub2SR0fy0hRlY7RvY4UcbiOE8TaT4K0P8A4Jga1oHw68Qp4s0TTfDdxAmpxKyx3E0c5+0siuAyoJt4UHooAycZrRUY2Tt+CFzPucBa/si/sg3uk3GvWf7SviKfTLWaK3muo/GemNBHPOGMUTyCAqryBW2KTlsHAODXcn/gnt8DF1a60E/GjxyNTsbZb24tf+EktPPhtXLBZ5I/sm5YmKsA5AUkHng183eIrP4ffF79n7wD8OoPFuheKo9W8f8AhLTdTfw9pI0d7SC9gmhEU+HfzZl/eEScc54ryTVrb4561ofx5+GmsWl1eeM/AXg7RfDt5JbBjNqWnadq5k8+PqxE2nsC2cl1DEjLYrRYaL6L7kLnZ9jeH/2K/wBlvxZY6pqnhb9oXxXrFloY3X89n4t0+eK0UAnM7x2xWMYUnLEDg+lJoH7Fn7LXirR9T8Q+GP2hvFWr6XoqNJf3dp4t0+eC0RAWZ55EtmWNQqkkuQMAnpXHfHDxb+zH8QfgZBcfs66PbXWgaBqfhm48ZQaRpUsEv/COQzuzW9yViQyGNwGZMuy4LtgfNXMfE7Uvhh8RPGnxS8cfs0WcH/CGaX8JdbsddvtLs2s9OmvJAz2tvgJGrzog3EhSQgxn5cBLDx7fgg533PYfC/7EH7Mvje3vLvwX+0B4t1+DT133Mmn+K7C6SBME7pGitmCDAPLYrB0/9kn9j7VrW/vtK/aX8Q3ttpUIuLyWHxnpciW0JdYxJMywERoXZV3MQNxAzkivNvCN18O/Hvin4Q6p+z1pyNd+FvAWsQ+OdR06ye2tSkmjCKC2upQiJPP9qDEDLMD83O35fI/DniPwje/8E/vHeg2Xizw/rGuW/hzTHfTNP0gWeqWESanbiQXl5vY3OWZBnauDg1X1aPb8EHO+59e6d+xP+y9rHhu+8Y6R+0J4rvtA0v8A4+9Rg8W6fLZ2/wD11nW3Madf4mFbvhP/AIJ//ATx5o0fiLwR8bPG/iDSpWZEu9P8SWd1AzJwyiSK0Zcg9RnI718u33gXwZaaj8ePAP7QviSx+HPiTUpfC13a32j6Yw0A2sCl7O5+xAOWUzZjuTM20OwG7Oc/ox+wx491v4hfCLVNT1rSNKsjY67fWUOo6LZGwsNcigEYGpxQlUP745UttAJToOVWJ0IpXSX3IFNnl3/Ds34Z/wDRUfiJ/wCDyD/5Do/4dm/DP/oqPxE/8HkH/wAh1+j9FY8key+5FXfc/OD/AIdm/DP/AKKj8RP/AAeQf/IdH/Ds34Z/9FR+In/g8g/+Q6/R+ijkj2X3ILvufnB/w7N+Gf8A0VH4if8Ag8g/+Q6P+HZvwz/6Kj8RP/B5B/8AIdfo/RRyR7L7kF33Pzg/4dm/DP8A6Kj8RP8AweQf/IdH/Ds34Z/9FR+In/g8g/8AkOv0foo5I9l9yC77n4o+H/2LfDGrftR+LPglcfEjxyuh6D4esNWgmTWYxdtPdStG6u5tzGUAHygRg56sa+j/APh2b8M/+io/ET/weQf/ACHXd+C/+UgvxH/7ErR//Sl6+5KqcI9l9yDmfc/OD/h2b8M/+io/ET/weQf/ACHR/wAOzfhn/wBFR+In/g8g/wDkOv0foqeSPZfcgu+5+cH/AA7N+Gf/AEVH4if+DyD/AOQ6P+HZvwz/AOio/ET/AMHkH/yHX6P0Uckey+5Bd9z84P8Ah2b8M/8AoqPxE/8AB5B/8h0f8Ozfhn/0VH4if+DyD/5Dr9H6KOSPZfcgu+5+cH/Ds34Z/wDRUfiJ/wCDyD/5DrmfFn7APwD8BaO/iHxx8bfG/h7S0ZUa61DxLZ2sAds7V8yW1VdxwcDOT2r9Ra+Yf2sdf8GaB8N7Wfxdruh+GppdQjXTtQ8Q6S2sWMF55UvPlDCxyND5qpIzADJHJbaXGnFu1l9yDmfc+XNO/wCCfnwH1fw0vjPSvjX43vfD7wvcjUYfElnJZmCMEvL562pj2KFOW3YGDk8Vw9l+yT+x9qWnahrGnftL+Ibqw0lY3vbiLxnpjw2yzOI42mdYCsYdyFUsRljgc11f7LaSR/8ABN/xdZLpstpHBpXipIZ23CPUUeOeQXcCMkZSGQsVRNvG3vXyhpWqeCPE/wCwzqfhOLxVoHiO/MHgqG60/StJ/s6/0+FtRto5Yb66V2N05YhfM+QhlZsfNxssPG7Vlv2RPOz6+h/4J8/Am51O00S3+NXjiXUb+0N/b2yeJLNpprMFVNxHGLXc0ILKPMAK5IGeRXP+Hf2Jv2YPF99qOmeFP2gvFmtXmjo0l7DZeLLC4ktkU4ZpljtmKKDwS2ADxXy8nhr4z+HPiP8AEH9nSCO6v9d+Hvw28RaXoF5Hkz6hotzd209ns24JlELvAAnRlCDLKa9J8U+IfgH47/Y01bwZ+zZpEJ+Iek+E7BdYt9O0ySDVItPhvbH+1be4uBEu53ZSzoXYyhXZQwyaf1aPZfcg52eqeFv2Kv2XPHDX6eC/2hfFevNpaGS7Fh4t0+6Nui9Wl8q2bYo9WwKk8I/sS/swfEC6lsvAf7QfivxJcQLvkj03xZp946LwNzLDbOQMkcmuL1XWfgl8Tvjb4C1j9kzTrcaV4W8J+Jx4mudLsXs7eKxudNMWn2t0diB5RPkhDllPzc4484+A938OfHMP7LWlfBLT0uPiN4VvI7jxRqGnWTxfZNJSKRbyK/ugiI5lBCoGdjnKjlwGX1eNtvwQc77nsun/ALIn7IWr3F5aaV+0p4ivZ9OgmubqODxlpkjwQW4zNLKqwEokY5dmwFHUitXw/wDsT/sveLNN1DWPCv7QnivWbDSEMl7cWXi3T7iG1QAsWmeO3ZY1wCcsQMA18sfAXxF4SX9lv4o+G5/FmgXGujwp4v2aFFo4i1y2IlmcyzalvJljMeSI9i4DqM/JzJ4T8F+ErN/Ffh79orVbbwVb+KvhV4fGlanoFg8do+lyXNsWuLuFA8k15FciFZ23YaESMSkeCtPDQ10/BBzs+tfBv7Bv7PHxF02TWPh/8c/GniWwhkML3Gm+J7K7iSVQCUZ4bVwGwQcE5wQehrr/APh2b8M/+io/ET/weQf/ACHXQ/sDeONU8VeGvGmjXNto2o6f4b1KGys/E+haf/Ztrr6LAAZWiCIrSwhVR2UbeQoyBub7+rCdOKdrL7kUpPufnB/w7N+Gf/RUfiJ/4PIP/kOj/h2b8M/+io/ET/weQf8AyHX6P0VPJHsvuQXfc/OD/h2b8M/+io/ET/weQf8AyHR/w7N+Gf8A0VH4if8Ag8g/+Q6/R+ijkj2X3ILvufnB/wAOzfhn/wBFR+In/g8g/wDkOj/h2b8M/wDoqPxE/wDB5B/8h1+j9FHJHsvuQXfc/OD/AIdm/DP/AKKj8RP/AAeQf/IdZ/7OnwO0n4A/t/2XgnQfE2veI7C6+Ht9qW7Xb1byWOaXUoYGEZSKJVUrEpxtznvjAH6X18e6X/yku0j/ALJbdf8Ap4WujCwjz7L7iZt2P0iooor1TAKKKKACiiigD+ej/gp9/wAnKQf9gKx/9Gz1+dVfol/wVAjjf9pSAsoJ/sGx6jP/AC1nr86fJh/uL+QoA//S/b/4Vf8AJL/B/wD2BtP/APSdK72uC+FX/JL/AAf/ANgbT/8A0nSu9oAKKKKACiiigAooooAKKKKACiiigAooooAK+f8A9rH/AJNY+Mn/AGJniH/03T19AV8//tY/8msfGT/sTPEP/punoA+Sv2ePif440/4AfDOwtPhF4n1KC28MaNHHdW914fWG4RLKJVljE2rxyhHA3KJER8EblU5A9h/4W18QP+iK+Lf/AAL8Nf8Ay6qX9mT/AJNt+FH/AGKWhf8ApBDXt9ePOSu9DdHhf/C2viB/0RXxb/4F+Gv/AJdUf8La+IH/AERXxb/4F+Gv/l1XulFTzLsM8K/4Wx4+xj/hSfiz/wAC/DX/AMuqP+Fs+P8AGP8AhSnizj/p78Nf/LqvdaKOZdgPm3xF8ffEvhPTRq/iD4OeLLW0kubS0D/aPDr5nvriO1t0wmssfnmlRc4wM5YhQSN4fFn4gAYHwU8W/wDgX4a/+XVO/aJ/5Jxbf9jJ4T/9P9hXuVO6tsI8K/4Wz4/5H/ClPFnPX/S/DX/y6oPxZ8fnOfgp4s5/6e/DX/y6r3WilzLsM8L/AOFs/EDOf+FKeLc/9ffhr/5dUf8AC2viB/0RXxb/AOBfhr/5dV7pRRzLsB4QnxW8eRAiP4JeK0DEscXfhoZJ6n/kNdaxbz4/eJbHxBpvha7+Dvi1NT1eK5ntYftHh0+ZHZmPzm3DWSq7PNThiCc8ZwcfSNeG+L/+S/8Aw3/7BPiT/wBC06mmn0AZ/wALY8f5z/wpTxZ6/wDH34a/+XVL/wALa+IH/RFfFv8A4F+Gv/l1XulFLmXYDwiP4rePIUEcXwS8Voo7Ld+GgOfYa1T/APhbXxA/6Ir4t/8AAvw1/wDLqvdKKOZdgPC/+FtfED/oivi3/wAC/DX/AMuqP+FtfED/AKIr4t/8C/DX/wAuq90oo5l2A/Mv9mbx94s0n4k/Hu6sPhrr+tS6h4vMs8FpcaKkli/2WL9zObnUoUZ+esDypwfn6Z+wP+FtfED/AKIr4t/8C/DX/wAuq8Q/ZK/5Kv8AtH/9js3/AKSx19x1dR67CPC/+FtfED/oivi3/wAC/DX/AMuqP+FtfED/AKIr4t/8C/DX/wAuq90oqOZdhnhf/C2viB/0RXxb/wCBfhr/AOXVH/C2viB/0RXxb/4F+Gv/AJdV7pRRzLsB4X/wtr4gf9EV8W/+Bfhr/wCXVYPh34++JPGOiQ69oHwc8WXmnXZkVJDceHUDeU7RONsmsq3DKRyOe3FfSVeHfs3/APJG9D/666h/6XT07q17ARL8V/HqKqJ8E/FiqnAAu/DQA+n/ABOqd/wtn4gdP+FKeLf/AAL8Nf8Ay6r3SilzLsB4Q/xV8eOys/wS8VsUOVJu/DRIPqP+J1xT/wDhbXxA/wCiK+Lf/Avw1/8ALqvdKKOZdgPC/wDhbXxA/wCiK+Lf/Avw1/8ALqsLxN8f/E3g/QL7xP4j+Dvi200zTYzNcS/afDsmxF6nbHrLMfoATX0jXhv7S/8AyQXxx/2DZf5inFpu1gG/8LZ+IHT/AIUp4t/8C/DX/wAuqYfiv49Z1kb4J+LCy5wTd+GsjPXB/tqvd6KXMuwHhP8Awtfx7v8AN/4Un4s3gY3fa/DWcemf7ap3/C2viB/0RXxb/wCBfhr/AOXVe6UUcy7AeF/8La+IH/RFfFv/AIF+Gv8A5dUn/C2fH/8A0RTxZz/09+Gv/l1XutFHMuwHzdqnx/8AE2i6no2j6n8HfFsN54guJLWxT7T4dbzpooJLl1yuskLiKF2yxAOMA5IB3f8AhbXxA/6Ir4t/8C/DX/y6p3xR/wCSmfBz/sP6h/6YtSr3Km2uwjwv/hbXxA/6Ir4t/wDAvw1/8uqP+FtfED/oivi3/wAC/DX/AMuq90opcy7DPC/+FtfED/oivi3/AMC/DX/y6o/4W18QP+iK+Lf/AAL8Nf8Ay6r3SijmXYDwv/hbXxA/6Ir4t/8AAvw1/wDLqvjj4K/ETxhZ/tcftI6rbfC/xFfXWoHwf59hDc6GtzY+Vpkip9oaXVEgbzh86eRLLhR+82Nha/Tuvhv4C/8AJ6X7U318Ef8Appkq4SVnp/VxM9w/4W18QP8Aoivi3/wL8Nf/AC6o/wCFtfED/oivi3/wL8Nf/LqvdKKjmXYZ4X/wtr4gf9EV8W/+Bfhr/wCXVH/C2viB/wBEV8W/+Bfhr/5dV7pRRzLsB4X/AMLa+IH/AERXxb/4F+Gv/l1R/wALa+IH/RFfFv8A4F+Gv/l1XulFHMuwHzd4f+P/AIm8U2dxf6D8HfFt1Ba3d3YSN9p8OptubGd7a4TD6ypOyWNlyPlOMqSCCd3/AIW18QP+iK+Lf/Avw1/8uqd+z9/yKPiD/sbvFv8A6fLyvcqcmk9gPC/+FtfED/oivi3/AMC/DX/y6o/4W18QP+iK+Lf/AAL8Nf8Ay6r3SilzLsB4X/wtr4gH/mini3/wL8Nf/Lqj/hbXxA/6Ip4t/wDAvw1/8uq90oo5l2A+dNa+OPirwtompeItX+DPiy007TIJry6lFz4cbZFChkkfamslmIVScAEnsCau2Pxh8bXVnBdWPwV8WG3nRZIyLrw0oKuNwODrQIznPNdX8c/+SJ/EH/sXtW/9JJa+Pfjt418V/wDCcfDb4WQeINQ8M6BqXhi81UDS76DSbzWtStBBHFp0WoXOEh2o7SthlLDgnpi4pPoI+of+FtfED/oivi3/AMC/DX/y6oPxZ+IBGD8FPFp/7e/DX/y6r8x/ir+0z4x1b4MfDHTfg/4m8S2WqNYaz4muLi4jk1TVZ4tLuJ7Wys7yTT4SphubhXQyuqx7YlMj5JJ9kHxu1rVPj/4E+JGo+ItRvPh18QjoFnodpomsQIml6jf2vmvaavpZXfMJ2feZesSAdOKv2T7CufaL/Fbx7IrK/wAEvFjBhgg3fhogj0P/ABOqcvxY8fqoVfgp4sAHAAu/DWAP/B1XzZ/wT71X4k+Lvhwnjz4hT+JNQfWIMxX+r6tb3thdFLmZGNnaxsZrcoFCv5oG7+Hij9prxz4rl+OOlfDAeIdT8PeH4vC1xrsFvo+o2+jXmt6kl4tu1ouoXJCoLeDM5jVlLZ5yAMS4e9yjufSn/C2viB/0RXxb/wCBfhr/AOXVYWt/H/xN4cbTU1n4O+LbdtWu47C1/wBJ8Ov5lzKGZE+TWTtyEblsKMcnpX5q/Er9rbxY+hfDfXPhj4g8Rmw8GaDa+KNVjmhlvrnVRPfxxrY6rcWUPkRgWMF1KZJPLVvl53HI/Tj4q6tp+vWfws13SZlubHUfE+lXNvKv3ZIpred0YexUgim4WtdAmX/+FtfED/oivi3/AMC/DX/y6o/4W18QP+iK+Lf/AAL8Nf8Ay6r5T/aX+Ifij/hd2oeBLrxFq+haD4f8JR69Z6doepW2i3utXUl48NyRfXOAUtIE3+QrAscnngH5x+I/7XPie11X4beKfBXiHX28OeBNA0DWdct5Lea6l1X+2JIWnh1Ke0h+zJJDp4M4aTy1Z3ygJ4ojTv0E2fp1/wALa+IH/RFfFv8A4F+Gv/l1R/wtr4gf9EV8W/8AgX4a/wDl1X54/Ff4seNNB1340/Erwz8TtRttb8H+ItFtfDWgC7jm07VIby3s2a1Fi6sZfO81yGiIZfvZ4Jr3n9l7VfiV4t+NfxR1vxLN4kv9E0jxT4i0u0uJtWt30SGO2uUWG1TT932gSxqTtk27AOM5odPS4XPpX/hbXxA/6Ir4t/8AAvw1/wDLqj/hbXxA/wCiK+Lf/Avw1/8ALqvmv9uzxj8XPC998NIfhDrVzpeoPca3qU1vA5VL9NE02TURayqPvrKISm08HdXDfAP48eOvjR+1bB4zstZvYvhp4p0fWF0PSZCVgaLR5LGBrwp0MklzJcLnqFUChQ0vYdy74T8feLIf23fHuvxfDXX7i/uPCOkxPpKXGii9gRbiTE0jvqS2pRsDASdn5GUHOPsD/hbXxA/6Ir4t/wDAvw1/8uq8G8MTTW/7fPxOuLeIzyxeB9JZIxwXZZ3IUfU8V86/Aj443974l+F/jr4h+NvEWqah46OpzagIdVso9B064tYbuSbTp9IKmeFbWKJW83AYsQd5BK03G+thH6B/8La+IH/RFfFv/gX4a/8Al1R/wtr4gf8ARFfFv/gX4a/+XVfmP8LP2jvi7441D4gaQnjS40S++KmgX2s+E5tdhnsbHRruC9lSGytJ7qNYpFksZreTzYi6h/f7yx/FP4ieJtO+Hfw98L3njd9eTxXreka/psXiS1kv5rmy0pLnyrTV3KQPbIf3w8w5GXUdUFP2QXP03/4W18QP+iK+Lf8AwL8Nf/Lqj/hbXxA/6Ir4t/8AAvw1/wDLqu+mutY8O/Dh720tLi81XTNJMkdtcyCe5luIYMrHLJGcSSM4wzKcMxJHWvyz+EP7Qsfhq68B/En4h+N/EniWfxToGra5qEiatYtoaT2FjLd3lgdKRfNtmtSAkbAKWkA5ZcqM4xvshs/Q7/hbXxA/6Ir4t/8AAvw1/wDLqsLRfj/4m8Qz6pb6P8HfFtxJot21hdj7T4dTyrlI0lKZbWRu+SRDlcrzjOQQPlr9g743+PPFfivxT4A+KWtahq2q6tYWXiqwGpWt1aPbLdgR39lCLqOMtBazGNY2j3RkMdrHmus+K/xA8V/DL4OfHLxZ4MvP7L1FPGcFsdQ8oTf2fb3kWmW8935bAgmGN2YZGAcE8A1XJrawrn0t/wALa+IH/RFfFv8A4F+Gv/l1TJPit48mQxy/BLxY6N1DXfhog/gdar4NvvjtL8KfB/xq0Lw54j8T654g0yz0uz0a41bV7bXY7q61uWe1srywNmjSIzj9+0HJwqgRg5B5zR/ir8XfGH7P934O0LxlfX/iX4c+LprfVDeXzeG9f8QeHhHLd25imvUWW3mkidThlVisR5x99+z8gufowPi18QBwPgp4t/8AAvw1/wDLqg/Fn4gHr8FPFv8A4F+Gv/l1Xwh8BviL4y+MXx5s7/wxf+NNZ8E6Zovha7jEusWtqlqLmGfzZNVt3KG8MzxfN5CnO1mPDLX19+2D4+8UfDv4O/2p4X1U+HW1LV9K0u81kIrnSbG+ukhuLwbwUBRGwGYYUsD1ANS4WaQzsf8AhbXxA/6Ip4t/8C/DX/y6qCT4ueObWOW5f4KeLEUAu7C68NdFHU41rJ4FfBOrfHe7+Hvw3+MHhHw34h8U3Hia3vNE0PTbjVtTh8QSLca6Jtl3p8lgrSlvsyvcGIbiGRQiq24V9Q/sf/FDVPiJ8EdY0bxNqV3q3iDwTqGpaLeXd/FLb3l3FExls7mWGdUmQy20kZPmKG3BsgHIpuFlewrnoPhr47eJvFHh/TfFPhz4NeLLjS9atob61mFx4cj82G5QSxvsfWVYFlYHDAEdwDW3/wALa+IH/RFfFv8A4F+Gv/l1XzF468d+JfA37HnwRj8P64/hW28Sjwfomqa5GE8zStNvbVBPco8gaONvlWMSOCEL7uCAR4N4g+O+o6B8P/E/wp8N+JvF2neJdS8VaXof22+vk8SahYWskIvr27sH01JJZVW0QkoC5R3wNvIAoX2QXP0WPxa+IB4PwU8W/wDgX4a/+XVIfix4+PX4J+LDxj/j78NdP/B1X5ua/wDHX4l+Lv2fvht8SbnxJqMVp4Nt9Us/HWm6Tq0eieIZLnTmS2F8guUDS+XtMsluwXc0qqyk8L7z8DvFPj/4h/tSeNdX+0+KNS8H6Pe2q2j/ANq28GkWkN1o0UyR3Wmuwmkkd5NwMabVcgtjBpunZXC59Up8V/HsSCOP4J+LEVRgAXfhoAD2H9tU7/hbXxA/6Ir4t/8AAvw1/wDLqvIP23vEfjXQPB3w+tPAt1qsN5rvjTTNNnh0a8Swvbu3nt7pmt47iQqiF2RcFiFBAzXwTB8TP2gvHPhD4U6P4f8AE/ijXPEWuaN4vkig0W8gtr1L+yvEisE1WS5+zxv9kyEuSUyRkqGzuKjTurhc/TjxF8f/ABN4U0+LVNf+Dvi21tZ7uysEf7T4dfNzqNzHZ2yYTWWP7yeZEzjaudzEKCRu/wDC2viB/wBEV8W/+Bfhr/5dVy/xMh8VW/wK8EweOpo7jxJHrvw/XVJYQBFJfDxBpYuGQKANpl3EYAGK+S/2h/it4jh+LPxSs9f8Ta/o+i/DXS9KvNO0fw7qtrot1e213by3F7qZkuRm6EEiLCIV3DP8BJOVGN+gXPtz/hbXxA/6Ir4t/wDAvw1/8uqP+FtfED/oivi3/wAC/DX/AMuq/PD4v/tW+JtC+NvhTxBoPiDVofB3gCDw6mu2wtZ5bbUBriF76S8nt4japJaW0tvIokZB5jNsGeBMnxR8eaL4n1fxvpfxK1O88Q/8LeuvC1t4Xnu47myvNGe9WExRWjKZIzFEzMsyMAoXmq9lpsFz9Cf+FtfED/oivi3/AMC/DX/y6o/4W18QP+iK+Lf/AAL8Nf8Ay6r5r/Y51X4k+LfGnjrxT4vn8SahpsWseILC1u7zVrefRsW2pbI4INPDG4iljRSBIyhNoYA/MKx/28vGvxG8M+J/hzpfgO719Yr3TvFd5d2nh6+SwuZzptnbzQyF5Mq6wEs5TazMMqqsxAqeT3uUdz6s/wCFtfED/oivi3/wL8Nf/LqviXxT8W/jFon7dWleLPAvwb1HWPEK/D2e1/sLU9Y0rTZmtm1VXa7W5guL232BsIELCQnJ2hQC3k1x41/ab+IXivw3o/w08Wa1r/idvA/hPVLe80q5t7fQVu7q5k+23epw3Bj3xvCrDakRcuMbF6D7E1H/AJSO6P8A9kxuf/TwtaR9x3Jep1n/AA1J+2v/ANGoD/wutK/+MUf8NSftr/8ARqA/8LrSv/jFfW9FP65IORHyR/w1J+2v/wBGoD/wutK/+MUf8NSftr/9GoD/AMLrSv8A4xX1vRR9ckHIj5I/4ak/bX/6NQH/AIXWlf8Axij/AIak/bX/AOjUB/4XWlf/ABivreij65IORH83H7VHx18QfHP4yarrXjLwivgXW/Dqrod3pn9ox6lsms2Zmb7RHHEhyZMYUEcZDHPHzp9oh/vr+Yr0346/8nE/Fz/satR/mleaV6EXdXM2f//T/b/4Vf8AJL/B/wD2BtP/APSdK72uC+FX/JL/AAf/ANgbT/8A0nSu9oAKKKKACiiigAooooAKKKKACiiigAooooAK+f8A9rH/AJNY+Mn/AGJniH/03T19AV8//tY/8msfGT/sTPEP/punoA8w/Zk/5Nt+FH/YpaF/6QQ17fXiH7Mn/Jtvwo/7FLQv/SCGvb68We7OhH4+af8AFj4sWv7WE9vd+J9Y07w0fiJqOivc3t6kmgGxtdNS5/sxbPa7x3Tlt0Up2Ic4BZgcdRov7fPxAJ1HVdX0zRr7w5pI0DVbrUbW1v7VF0PVL9rC4ljS6cSSGIlJI5SiKy7sxjqP0om+HHw9uS5uPDGlymXU01py1lC27VIwFS9OU5uVCqBN98ADDcVz2mfAv4J6LZanpuj+APD9jaa3EYL+GHS7WOO7iZt5jnVYwJE3c7WyM9q19pF7oVj5K/Zk/bF8Y/tB+OtP8Gz+HLbR5Lay1HVNYDLKJIbKQ2r6K0WXIDXMNzvfdkEKdoXpX6E1y2ieBvBXhrU7rWvDvh/T9L1C+ht7a4uLW1igmmgtE8u3id0UMyRIAsak4ReFAFdTWU2m9ECPDf2if+ScW3/YyeE//T/YV7lXhv7RP/JOLb/sZPCf/p/sK9yo6DPJ/jp8SoPg/wDB/wAW/EmUB5NC0+WW3jIz5t2w8u2ix38yZkT8a/ND4PftS/FnwN8KPFHhG91CTxn460PXvD0FnceJoL2xNxaeJGhhO5J0iuAlvdefGH2EAbcBlxn9b9c8PaB4nsP7K8S6bbatZeZFN5F3Ck8XmwOJIn2SAruR1DKcZDAEcisbWPh38P8AxDq48Qa/4Z0zUtUCQRi7ubOGafZazfaIF8x1LYim/eIM4V/mGDzVQkkrNCaPhTQ/2tfjLJ8VtQ8F634X0yTRfC982j69e26XMaW9zBpwupr5ZZHYC187ISExNKYvn3E5WvRf2Uv2lvFnxy8SeLPDvim0sPL0ex0jU7G9sLa7s47m11VZmXMN4zSYAiDJJ8u9WB2L3+mLz4UfC/UPF4+IF/4Q0i58TqhjGqSWED3uwp5ePPKGTGwlPvfdJXocVJ4M+Fvwz+HDXL/D7wnpPhlr1VWc6ZYwWZlVGZkDmFFLBS7FQc43HHWm5RtsFju68N8X/wDJf/hv/wBgnxJ/6Fp1e5V4b4v/AOS//Df/ALBPiT/0LTqiO4z3KiiipA/L7xf4u8UJ+0p4vh+GHxK1jUdK8M6Dr9x4mtr29ibTba/ltXbTrDTIFRCtxbMvmysu4qqgO+8spb+zR8QPGFr8QPg5oNr8Q9R8dw/EPwVJrXiXT9Ruo799Iu4oLaSK4jkCiWBJpZXi8t2K8euMfeX/AAo/4K/8JHceMP8AhAPD/wDb1280k2of2VafbJXuQyzM8/l+YzSK7ByWywYg5ya2fB3wy+G3w6WdPh94T0nwwt1jzhpdhb2Qk29N/kIm7GeM1s6itYVjuKKKKxGfDn7JX/JV/wBo/wD7HZv/AEljr7jr4c/ZK/5Kv+0f/wBjs3/pLHX3HWlTcEY/iKea18P6ndW7mOWG1mdGHVWVCQR9DX4M+Dfjl8erT4Q+OdV1Hxlr1hdf8K3s9cthqt+t3c3d5PqKQ/2lpskakwW6RhopI2k3h3UleMj9+5Yop4nhmQSRyAqysMqynggg9Qa88ufg98JL2wttKvPBOiT2VlZNpsEEmnWzRRWLsrtbIhjwsLMqkxgbSQDjIp05pboTR4t+yrYfGGz03xZN8SW1mPQrnUY38OW/iS4trrWYrPyE843MlszrtabcY1Zyyr16gn6vpAAoAAwB2pazk7u4wrw79m//AJI3of8A111D/wBLp69xrw79m/8A5I3of/XXUP8A0unprYD3Gvx68f8A7S3xY+DHx++K+t3epXuueF725ufDWiaY2ZILPXxpdneaYI152i5d5kYDqRk9K/YWuNu/h18Pr+5kvL7wxplxcTahBqrySWULu2o2yhIbssUJM8SqFSU/OoAAIFOEktxNH5H2P/C4G+EujXPib4p+KG8Q6b8VB4HvLi01N4UuLNtTFrK5G05kAz5bZwowMYr6D+Ha/EmX9sTxl4MOp+Ldf8K+Bv7At45zrduljbibR1kdtQtpSst088o3FolOHJZsV94N8PvAT25s28N6aYG1L+2TGbOHYdT8zzvtu3bj7T5nz+d9/dzuzzWvZeHtA0zVdS13TtNtrXUtZMRvrqKFEnujAnlxGaRQGkMafKm4navAwKt1fILGxXhv7S//ACQXxx/2DZf5ivcq8N/aX/5IL44/7Bsv8xWcN0M9yr5F/a98ceIvCegeBdE0jxDL4O0zxh4nstH1bXIDGktjZTRyyMI5ZQyQPM8axrMwwmSeuK+uqx9f8PaB4q0m40DxRpltrGl3i7Z7S8hS4glUHOHjkDKwyM4Ioi7O4H5L6t8etT034K6z8P8Aw74i8WaV4l1fxtB4bN3fXi+I9V02COCC91Ceyk01JJJ447dWwF3sryHDAfd5bV/2gfiLr/we+HPxT17xPqiaN4NsrvTfGunaLq0WkeIItStLlbVdReC5TdcqQm5rdgvzSfMvDAfrJ4Z+EHwn8GNYP4Q8GaNoj6U88to1lp9vbtbyXSLHO8RjRSjSoqrIRgsoAOQAKoah8DPgpqurjxBqfgDQLvUxdvf/AGqXS7V5zeS7d85kaMsZWKKS5O4lQScgY19rHsTY+Rf2etc+Ivjf9on4lazqk/iXUfDeieI9QsLSY6rAmiW0QtIHjtn012Fw0oMpYOq7BuXJyDX6HVj6T4e0DQZdQn0PTbbTpNWuWvLxreFIjc3TqqNNMUA3yFUUF2yxCgZ4FbFZTldlHhvxR/5KZ8HP+w/qH/pi1Kvcq8N+KP8AyUz4Of8AYf1D/wBMWpV7lRLZAfkt8ffjD4itPiJ8XL7xL4p8R6Xp3w1fS4rDRPDmq2ej3Asbqz+0S6pJ9pBN6DOREsahgvQoeTTPid+1J4l0T9qjS9Y03X9Si8A+DtQ0Xw7q1mtrcPpty2rQym9vLq6jj+zRy2UlxaKI2dWJ3bR2b9KfGHwi+FPxCv7XVfHvg3RvEd7ZALBPqOn293LEoOdqvKjEDPOAcZ5rQn+HHw9utD1Xwzc+GNLm0fXbh7vULJ7KFra8uJGV3luIimyWRmVSWcEkgEngVqqkexNj8tvBvxQ8e6V4h8LeLbL4k6nq/iDxF8Ur/wAM3fhm7u47u1k0T7dPE8kVqymWD7LEiuJVYKAMNwcV7r+wxqvxJ8Xadq/jfxzP4k1GC9uNUggvtR1a3utKm+z6lNCqWtkrGeB4kjCFpFCnDbeCK+x9C+E3ws8L+ILnxb4Z8G6NpGuXjSPPf2enW1vdytMS0jPNGiuxckliSck811Gg+HtA8LaamjeGdNttI0+N5ZFt7SFIIVeZ2lkYJGFUF3ZnY45YknkmlKomrJDSNivhv4C/8npftTfXwR/6aZK+5K+G/gL/AMnpftTfXwR/6aZKmGz/AK6oGfM37R/xQ+L2gftK+JbTwz4k1nR9H0W88FW8d2l6iaFpY1aWRZ21GzZXeaO4CFFZFARwC7DKg9p8ENZ/aD8ZftJa/qOl6n4guvCeheN/FOnazJf3Vu+hDS7fKWNraW7MbgXMcpUlkVVCYyWGRX6L6v8ADr4feIP7Y/t7wzpmpf8ACRR28Op/abOGb7dHaEtbpc70PmrESTGHyEJ+XFLceCtNttC1jR/BrL4RuNalnupbzS7e2SYXlwQZLorJFJFJM5GWaRH3d81XtFa1gPmr9t3U/H9p8LfD2j/DPxBc+GNd8S+K9E0aO+tZDFIgv5/JPzDnbkgkdwK+LvC37QfxW/aE+K/wwe117VfC3hl9vhPXLayc2rXHiCbSLy51ORWxw1oywCIkHax3Cv0v8M/CK/sbsTfEDxlqPxEt4JYLm0t9cstJMVneWziSK6h+yWVuyzIR8jFjt6jB5rtrP4dfD7T54bqw8MaZbTW9/PqkTxWUKMmoXKlJ7tSqAieVWKvKPnYEgkg0KaSsFj8itXvvinofw+8UavpPxB8Y6zqUHxY/4Qm2tv7ZCSy6bHexxrHFJKFSO5lHyeazBBn5gBmv1m+FVjq+mfD3RLHX4dTt9QihPnR6xeRahqCMXY4nuYC0crDPBUkYwO1aJ+HvgFoXt28NaYYpNSGtMn2OHa2qBxIL0jZg3O8BvO+/kZ3ZrsKmc7jPh3VPG/ir4bfsrfFvx34Ji83XNE1nxrcWuUEgjddavP3pQ5DCIEyEEEfLyCM180R/H5Pg7ZeOTp/jDxN401dfBS6ppV7f6tZ6ppmp3d9cwWVpPa2tupltpDdTbRDkfu92VJ2tX6CfAKOObwb4iilUOj+LfFysrDIIOuXgIIPUGtvSfgH8DNBunvtE+Hfh7T7mSeK5aSDSrSJzPA4likysYO6OQB1PVWG4YPNVzpXTQmfmV4N+J3xn8W/AfxH8MtE8b3l/4z8DeKbTzbjUrqXw7q+u6BdxvdpbwXGoRxy29xJslVXZBiOE4+WtX4N/E3xj8Y/jb4Ol8F3/AI31bwbbeHtFvnifWrW2a2kGpXcFxNqayFPtsZMJQ+SpeSNQeSwr9NfFPwg+FHjme6uvGngzRtenvRCs8l9p9vcvKLbd5IdpEYt5e9tmT8u5sYya19P8B+ENDaS48MaPZaHevZR6cl1ZWkEM0drBu8mJSEx5cRYmOMgopJ+Xk03VXYVjwL9trxR4n8GfsyeMPEXg3ULnS9Yt30tILizl8m4Xz9StoXEcnG0ujsufQ1+e/wDws74yTeG9N8M3/iDxc0v/AAs680KTR7LUIG8U29lDpryrZy3h8mCUtKPOjbe0ZTGJGxgfpxpfwT1eS4aD4h/EDVviDoUqgTaPrdjor2MzoweJ3W30+Fy0Uiq6fOAGAPOK9Jf4c/D6TXX8Uv4Y0xtZkuY71r42UJuTdQxGCOcy7N5kSJjGr53BCVBwcUozUVYbR87aVZfFXT/2KtYs/jdObjxrH4W1n+0HZo5HyYbgwrI8X7tpFhKLIy5DOGOTnJ9vn8A+BfiJ4E0XRfH/AIe0/wASWCWttItvqVrFdxK4iADqsqsA2D1HNQfHP/kifxB/7F7Vv/SSWu08Kf8AIr6P/wBedv8A+i1qG9LjM3w98O/AHhGRZfCnhnTNGdbVLENZWcNuRaRu0iQAxov7pXd2CfdDMTjJNc9ofwN+C3hjW7TxL4b8A6BpWr6fH5Vtd2ml2sE8KYK7Y5I4wyjBI4I4OOlepV8Sft5XWiWnws8JP4quRa+Hn8a+HU1V2kaGMae11i58x0IITy87jnpRG7dhH0Pr3wwZ/DWm+FPhrr918NbDTHZkj0C005Iyj5Jj8q6tbiJF3MW+RFJbqapL8F/DGv8AhaHwv8XzH8UhbzvPFceI7DT55Iy4AwiQW0MS4A4ITcc8k1+Sviqzv/E3hseF/hk0+s/C/UvixoNl4Ti1m7vorO5il0y4+3wJcnfdfYftWQhQMOpTJzX7L/Dnw9N4T8CaF4buLG102bTrSKF7axmmuLWF1X5khluAsroD91nAYjqKuceVbgJpPw1+HWgWWo6boXhbStOtNXgjtb2G2soIY7m3hjMMcUyIgEkaRkoqsCApKgY4rzP4r6VpmhWvwu0TRLOHT9O0/wAUaXb21tbxrFDDDFbzqkccaAKqKoAVQAABgV9A14b8bP8Aj6+HP/Y3af8A+ibioi9Rnd+Nfhn8OfiTb29p8Q/C2l+J4bRi8KanZQ3giY4yUEyNtJwM4xnvTrL4a/DrTdK1TQdO8LaVa6ZrcSwX9rFZQJBdwpCLdY541QLIghURhWBAQBcbeK7WipuwPNrL4M/B/TfEMPi7TvA2hWuu24jWPUItMtUu0EKCKMLOsYkARFVFw3CgAcAVNrfw9t5dB1DR/AmoyeArnVLxr+4vtGtbJZ5bmVg00rrc280TvNj947Rlz/ezXyN+2t8MvBXiXxD8H9e1jT2mv9W8a6LoF1ItxPF5ulzLdyyW7LHIq7WfksBu98Vxn7K/w1uof2gfil4pstF06TRfDHijUNHtb6bUL46naxxWNqsdtDbFWtngCOPneTzMs3HAJ0UdL3Efa3hH4WPo88d/448RXXxA1GykeTT7zWrPTRPp/mxNDMLZrO0t9nmxsVcnJK/LnBIPU6J8PfAPhltNfw54a0zSm0a3ltLE2lnDAbW2uHEksMPloPLjkdQzquAzAEgmuworNtjPhvwX/wApBfiP/wBiVo//AKUvX0nN8D/gvca/e+K5/AWgya1qKTRXV62mWpuZ0uUaOZZJTHucSIzK+Sdykg5BxXzZ4L/5SC/Ef/sStH/9KXr7kq5vYRwmt/C74Z+JtP03SfEfhLSdVstGhe2sYLqxgnitYJIvJeOBHQiNGiAQqoAK/KeOKTQvhZ8MvDEGk23hvwlpOlxaBLNPpy2tjBCLOW4QxzSQbEHlvIhKuy4LAkEkV+H/AMGNW0VvAnw9n+D+q39x42l0jxSfHaW9zdy2q2CWt2YXv1dmhjmWQQ+QV2uT68V+j37BPgbVfC3wL0LXtV0fTNOk8T6XpN8lxY3t5dz3qPaqwmvFukVYpjvyyQlkyTg8CrnT5VuCZ7onwu8dL4tHiI/FjxC2nC9+1f2SbbR/sZh8zf8AZd40/wC0eVt/d583zNvO/d81X5/gD8CrnU9Q1q5+Hfh2XUNWWRLy4fSbRpbhZf8AWCVjHl9/8W7O7vmvyx/bdsvEs/x68YeINNL21h4Y8O+GLq61WC5uUv8ARLeXVJkmvbGCFkSaRVB3rI4GzJ5wceh/CH4beOviJ+094v8AiR4XmisNI8L/ABBvnvdaGp3BuL2w/s+DbpUdiq+Q0DNKspld+MkKvHzPk0vcVz9SpPDHhubXLTxPLpVo+sWED2tvemCM3MNvKQXijlxvVGKgsoIBwMjivH/hNY2Wp33xY07UreO7tLnxXdRywyoJI5EfTrEMrqwIZSOCCMEV75XhvwY/5DXxR/7G64/9N9jWK2Yzf0H4G/BXwtt/4RrwDoGlbLuG/X7LplrDtu7fd5M42RjEkW9vLccpuO0jJq14n+DXwh8a3F7eeMPBGia5cai9vJdS3unW1w872qskDSNIjFzEjsqFs7VYgYBIr8jdL1LQD8UPEH/CA6nfN8ah8Yr6GO3s7i6dj4f+3AXK3sKsYBZiHzMs6jBA2nrX05+w/wCCtZPivx/8S9R0rTmt7vXvEthHqn269k1SQpqh/cyWrr9lSFQnyujl/lUYwTWsoNa3C594QeBfDOlRai/hXT7bw7qGpWcVk19p9rbxXCxWyNHajJjZWFuGPlI6si9NuCQeC8N/CTxBYXN0njj4hav490e9tpLabStZs9I+xyCTGS62thA7YAI2lipBOVPGPiX9uibxhp3xl+HvjLwZc3C3/gLQtZ8UJawyMsd1Hpd3YPdQyKOGElqZlx3yK8R8D6DJ8X/G/wAT/HXxJjurq38eeAJPGdhYzTzRiyjGoX0GlbRG64K2cELccEsetCpu17iufrN4d+Cfwb8I+R/wivgTQtH+y3S30X2TTbaAx3SI8azoUjG2RUd1VxyFYgHBIrpJvDfh3SR4g1zStLtbPUtaj339zDAkc928MXlxNPIoDSFEG1SxO1eBxX45D4Rwap4a/ZO8NeCtDsdTufGWg6rrGpWmr6lqFtZ3t62lae7zzS23mzKwxuVUXbu7AE1+zc1sLPw29mqLEILQxhEJZV2x4wC3JAxwTz61M426jR5N8ENF0bxH+zX8O9D8Q2Fvqmm3vhXRo57W6iSeCVDZQ5V43BVh7EEV1fhf4M/CHwTcWd34O8EaJoc+nvNJbSWWnW1vJC9wgjmaNo0UqZEUK5BBZQAeABWP+zv/AMm//DL/ALFjRf8A0iir2Kok9WCPLNW+BnwU1+7Ooa54B0DULk3kuoGW40u1lc3k4QS3BZoyTK/lpuc/M21cn5Rjc1bwNYS6drkXhKf/AIRDVvEDpLc6rpltai8eaMKglfz4ZY5X8tBHmVHwvAxgEfAH7f1p40ufHnwmvvAV5Pb634ctPE/iG0ihkZVuJ9FjsbwQuqnDiREePac5347nPivwnsf+Ggvjn4o+IfxHt7ufQ/ib4L1TXNP0ueeWJbWw0/VLW0035YnUK5SDziVOCZD1yc6qnpe4rn6eeF/hLd6fcLP8QPFl98RRa3EF5YJrllpeNPu4N4W4tjaWVuVlw5AckkD7uMnPZaX8Ofh9oerDXtF8MaZYamJLqUXVvZQxT+ZfMr3T+YiBt07IplOcuVBbOBX4x6H8LYNW+FP7LOleE9ItNS1Px3JqN3qVvquoX1vZ6hcQ6ZI4e4lt/NlTaE3KI0wWABABJr9tfDmnHSPD2l6S0EVsbK1ggMULvJFH5aBdiPIA7KuMBmG4jk81NSNuo0eTftD/APIg6V/2N3gr/wBSXTa7Lxn8J/hd8R57W6+IPhDSPE01jxbvqVhBePECckI0yMVBPJA4Ncb+0P8A8iDpX/Y3eCv/AFJdNr3KpvoBxv8Awrr4f/2Rq/h//hGdM/svX3Mmo2v2OHyL12RYy1xHt2ykoiqS4JwoHQCs3RfhB8JvDfiGTxd4d8E6JpeuzM7yaha6bbQXbtJneWnSMSEtk5JPPevRK/HL4+/EHxl8F/2rfiF8ftCF3qth4Ns/D2l3mlxuxilt9dsr5Ym2Zx8t9BbdBn5jjk04RctLgz9Rdd+HMcvhyTw98PtWm+HpmvHvZbjQ7WxWSSWZmeYslzbTwkyu2932bywzu5OafhH4XroskGoeNNcuPHusWDzmw1LWbTTlu7GO5jWOeK3eztbcIkoUb+CW6EkAAfjPf/CZ9G/Zn+M6/EC4utX8YeCvFGkBb6S6m8yG81ZNHOpbNjhSsju4AIOB0wea+qfBHwbtrT9tXxRpPg/w9ps/hrwHZ+Gpohf6jqCT6aLhbqUvYxoJEnd3UlxO6gYXB5ONHDTcLn6J+Gvh54A8FyLN4P8ADWmaFItslmGsbOG2Ito3aRIQYlX92ru7BPuhmYgZJr5M1H/lI7o//ZMbn/08LX3HXw5qP/KR3R/+yY3P/p4Ws4PcGfNOg/tE+LfGX7Uuq2J8VatZ+BfH17rfgvTI0t7qKwsJ7O3jjstRs7sosD3FzdQ3SgRyF1+Ukf3eU/4X78Y/HXwx1iC38RX+k658FPAeup4olt5mSSXxIJpdNtROwxudY7SW6U9mdT16frlF8Ofh9Doul+HIfDOmJpOh3Md7p9mtnCLezuonMiTwRBdkcquzMroAwYkg5JpqfDf4eJFr8CeF9LWLxYWbWEFlBt1IuCrG7GzE5IYg+ZuyCfU1ftY9hWPyZ8Y+Kvi7o/gr4WWuman4wvL7xJf6xNe2Vh4pt73U7uK00YXUfk3YURxKrqZPIYM3ykAMzKDznxI/ad+La/Cn4Qp4a8a3epeJNH8MJ4y1m80q0uriLU3W4SO20+8NtCfKV40uRO0wSPfHliMjP67eHPg58IvB8tpP4S8EaHokmnzyXVs1jpttbGG4mi8iSWMxRrtd4v3bMMEp8pOOKveHPhj8NvB8V5B4T8KaTosWoxCG6WysYLdZ4g0j7JBGih13SyHDZGXY9WOX7Vdgsz8yPi38fL7xf4w8deJW8V6/p3hPwl4f0LWtF0rw7qtpot1f2GqWb3l1qjSXIJuvIYLCIU3AHjYSTnt/hn4w8c+OP2tNfs7nXNcuPDOkxeGpraI67DZW8IvNGiuWE+nbf9LaeU5cRbQrEnGK+5dZ+BfwU8RWGlaVr/gDQNRstCjEOnwXGl2ssdpEDkRwK0ZEaZ/hUAe1Xpfg98JJ/FMHjmfwTocniS1MRh1NtNtjfRmBBHEUuDH5i+WihUw3yqABwKXtI22Cx/N78dnC/tE/FwEH/katR6AnunoK8z81fRv++T/hXp/x1/5OJ+Ln/Y1aj/NK80r04bIye5//1Pr/AMOeIf8AgorB4e0uHwQPhX/wjsdrAumf2iuufbfsQQC3+0+SfL87y9vmbPl3Z28Yra/4Sb/gp56fB/8A758Qf418l/tZX3jz4haX8O/g98M7DWdRv/DXhZfFlx/YphEkV8IPs2kGYyzQjyhMszOql3IClUau00P9rrxX4/8AHekXun+KLfwxpt34Y0jV9G0A6ct1L4o1C8Sf7Zaxzn94n2eaIQHyiNrZdsqCK4nVnuacqPoD/hJv+Cnnp8H/APvnxB/jR/wk3/BTz0+D/wD3z4g/xr5h8C/tceJNP8OfDPx540+KVnrek65q0MPixE0mO2i0J7rTbmZdOeSNC25biNVGf3uV5JVwKyfAv7Svx78W6VaeJtW8Ytpmm6L8N5/F2px2uiW15c3d4moalZqEjYxbAqQxsUDKCYwCVDOSe0qByo+tP+Em/wCCnnp8H/8AvnxB/jR/wk3/AAU89Pg//wB8+IP8a+LPDn7YXxd1TwddrqHja307SR4w0zSpvF81nY3X9m6Zfac10xkFoPsRbz1EIkKlULFWJbBHt/ww+Ovxu1/4+6J8CLvXE8QWbY8VyeII9OitI7/wpcadEbZEgK/ui9/LtJ++oXG44OU6tRByo9k/4Sb/AIKeenwf/wC+fEH+NH/CTf8ABTz0+D//AHz4g/xr7DorL61MrkR8ef8ACTf8FPPT4P8A/fPiD/Gj/hJv+Cnnp8H/APvnxB/jX2HRR9amHIj48/4Sb/gp56fB/wD758Qf40f8JN/wU89Pg/8A98+IP8a+w6KPrUw5EfHn/CTf8FPPT4P/APfPiD/Gj/hJv+Cnnp8H/wDvnxB/jX2HRR9amHIj48/4Sb/gp56fB/8A758Qf415H8f/ABD/AMFFZ/gR8R4fG4+Ff/COyeG9YXU/7OXXPtv2I2couPs3nHy/O8vd5e/5d2N3Ga/R+vC/2of+TaPi1/2KOvf+kE1OOKm2LkR8s/AT4zfGrS/gX8OtN0zwJ4fvLO08OaRDDPN4ku4JZYo7OJUd4l0eURswAJQSOFPAZsZPrP8AwvT47/8ARPPDX/hU3n/yjrx34Df8kN+Hf/YuaR/6RxUz4zTeKW8IppHhbTr2+bWLmOzvZNPMYubaxcM1xJF5kkY8xkXykIbKM4f+HFfj0+MMa8Q6ScUrtarz9T92hwHlywyrOMm7J6PyPZf+F6fHf/onnhr/AMKm8/8AlHR/wvT47/8ARPPDX/hU3n/yjr8u9Q1rxjffBH4dqNA1mLw/odvpN0JoWh/0m+/tGOCNJD9oD+WkQYqCCHeSMnbsNe8fH3xTpmr6l4VsJtW0uz8PW97qEOrf2wXOnJfwWiTW9rdiOSMM22RmVGfaWCnDMFB9KWd5gpqHPHVyWivbl9Hu+x5kOGsrdOU/ZyVlF6ytfm9Vsu/zPsz/AIXp8d/+ieeGv/CpvP8A5R0f8L0+O/8A0Tzw1/4VN5/8o6/NjX38RW8Np460jOlS614dt73U9Pj8y3m0fS57a0tjbtdsT5cZe3cwZh3xGS4nxmIq/wBwfDHXLLxF4C0bVNNsI9LtDCYYbeCTzYEjt3aFfJkCpvhYIGibau5CpwM4rlx3EmPo01U5k09Ntn23/wCB+F+rAcIZZXqSp8kk1r8W677f8H8bZHxx+NPxnvPAcUep+BPD9tBHrfh2bfD4ku5nLw6zZyRptbR4xtd1VWbdlVJYK5AVvRP+GkfjZ/0Tnw9/4VF3/wDKSvLfjt/yT0f9hnw//wCnizrdqKPF+MlRU3a92tvJf5nv4Hw2yypUnGSlZJde9/8AI7X/AIaR+Nn/AETnw9/4VF3/APKSj/hpH42f9E58Pf8AhUXf/wApK+GP2m7vRLaDT50uNPGvWht54YZbh49WeJbmM40uMHDTvtZM4PYN8tdE3hnwpd/HZ9Y0yxhsU8IWkuoapdoNpmv9RVlijkOeRHAJJXHq8Zr0459i3TVRySun9ntbz6tpHPU4DypV5UI027OK+N/avf7O6Sbavstz7F/4aR+Nn/ROfD3/AIVF3/8AKSj/AIaR+Nn/AETnw9/4VF3/APKSvzx8bzrqHxT0zV/DGp6XrWoa1qmgXOnmLUJBqljpw8prpEtFjZTazQeZK7tJGCHOQzBM8naXN78M9Ttre9lTxF4e0/UwFYO1lHf6tY28cTsu7z/PuFdC+wbRNdluVMGW6YZpjJRTU1dq9rf8H87X16HDV4SyiE2nSlyp2b59F2e3z0va66ux+nX/AA0j8bP+ic+Hv/Cou/8A5SV5tqnxv+Mus/GfwTfL4D0CK8stN1xYov8AhJLsxyJK1lvLSf2OChXau0BG3ZOSuBu1K5W2/wCS0+D/APsGa1/6FZ14q4uxlpPTRPp2TPYzbw1yujQdSCle8eveSX6n0N/wuX4+/wDRPvDP/hVXv/yio/4XL8ff+ifeGf8Awqr3/wCUVXK+F/GGueL4v2iNH1/xDoetwWVs+q6fpiWpheFrGKxd5LmNRNlppZct8yZWOOIAbtwPn4DjDMK7klKKsm9t7dNz5jG8H5fRUW4yd2lvtfrsfbn/AAuX4+/9E+8M/wDhVXv/AMoqP+Fy/H3/AKJ94Z/8Kq9/+UVfn7+yf4m0fQLzVJ9Z1fTZLe40jQV+0aZcNNbefcTywRrqRYtt1eaWVVm5+b5eBiunn+GfgzXfEPxE8TeHVs/Cvh/wzFb6W07Rk2l1NZ3MOpaobpA6b4CI47RxngeeOckV6NfiPHU606U5qytryb3t5+fmcFLhvAVKUakKbu76c3a/l5eR9t/8Ll+Pv/RPvDP/AIVV7/8AKKj/AIXL8ff+ifeGf/Cqvf8A5RV8SfAfxHrGj+P9L8I+L7J7jVJtJgtbGSeYx3VnpiQtOhNkyuUScxgzSGYlJTFbkN5Qc/c9edmPGGY4epyNxel723/E78Bwfl1eHOotdLX/AOAfKP7M3jr4uW/xB+Od74d8JaHfXN94tMt9Fd69dWsdvN9liGyCSPS5zOnX52SI9Pk54+vf+FkftD/9CB4W/wDCrvv/AJRV8u/sm/8AJQPj1/2N5/8ASZK+y9QlhhsLma4lEEUcTs8h6IoUksfoOa4s549zCjiXSg1a0eneKf6nj4bhbCSg5NPd9ezaOW/4WR+0P/0IHhb/AMKu+/8AlFR/wsj9of8A6EDwt/4Vd9/8oq/Pbwpp/gdfh3r/AMLovEvhFdI0qPwvcT+Lbdm/srUZ7e6Lmz1Em52meRbfL7LgZE4yqkgN9HfD/wAfeA774JjSdfTSfDtncW+trBFFNLDpl3YafdGCS+hfKyLaSmWOQtnhZMhmX5j14zinNKabjJP3kvgto1dPf106W1sclDI8FPeNtL/F52tt+P3Hvf8Awsj9of8A6EDwt/4Vd9/8oqP+FkftD/8AQgeFv/Crvv8A5RV+cWlaE+tfDzXZND1OydNG8X3EWkQaMXu9Jvbi/trU20eiyGRPLlgcNmQ744ZDcSH5Adv1T+zT4xuNduvGGg6xaxtr9leG51W/iuDN9ou5Lm6s2jkjMaG2MK2SiKAs5W2aElizNTx3FGZ0aUqsakXy7rltba3Xz6X1072MNkmDqTUHBq/n/wAA90/4WR+0P/0IHhb/AMKu+/8AlFXmvwB8UftARfCfRU0jwV4YubTfelJJ/E17BIc3kxbMa6JKBhsgYc5AB4zge/1yX7N//JGtB/377/0tnr5+r4j5lGhKacb3S27qXn5E5lw7hqUoqCet+voaP/CWftJf9CH4S/8ACsv/AP5QUf8ACWftJf8AQh+Ev/Csv/8A5QVy37Vl/rWm/A3W59FuvsG+50uG8uS0iLBp02oW8d9I7wlZFjW2aQyMjBlTcwIIzXxL8Q9c8C6t+z3rWn2x8GaPd6Vda3baFdR3M9lY6ksUMDSX2hoJH3XnmOIoiGlxMjFWZWYHtyrjLNsTTjU50k5cukL20Tv8S77drvoeJWwFCDat0vufoH/wln7SX/Qh+Ev/AArL/wD+UFH/AAln7SX/AEIfhL/wrL//AOUFeC/tA/E74MTfCCG18efZr3VWkttOtdN1i8FkLfWb2xWeIX8rOkcRhhmWaWRz8g5QGQop8O8daN4g8E2uh+LfAnjhfGF9a+D0ludSsmMtwNK06w+zXN0t8JZI/LuZFL24MbH7Uxn+dIZBWmC4vzerFOc1Fu6V4aO3Z3283byuKpgKEXor/M+6/wDhLP2kv+hD8Jf+FZf/APygrxr9obxV8f3+CfjFNZ8FeGLaxOnyCaW38TXs8qLkZKRvokSsfYyL9a9s+B2v6V4j+F+j3ehaZBpOnWTXWnW9vaXBu7XytNuZLNZLe4KRmaCUQ+ZFIUUujBiMmsL9pz/kgPjn/sGyfzFeZh/EbNVjI4eo4/Ek9PO3d/qdKyig43VzH/4W9+0B/wBE+8Mf+FVe/wDyjo/4W9+0B/0T7wx/4VV7/wDKOtavkn9qOLwzbrofiHX9W0FJdGtNTlt9H10ts1R2EBCW4SVGMylAi7UkOZOEOa9rAcb5hXqqldK/92/Ttc+0xnB+ApU3U5W7f3rH1B/wt79oD/on3hj/AMKq9/8AlHR/wt79oD/on3hj/wAKq9/+UdfBravaar8Qze36yab8R5PFvh46dp7ysLyDw/JaWb3UccYIzarG155xC7PNDbvmCgO+NXibwz4j17xRqkeqrPqkvh7S5fAbRzMrTambu7WVrBQRvn85bdZdoLCPbu+QnPrx4hzJzjHmWqT+HvbbXVa79k9NDzZZDl6jKXI9G/tdr+Wj02813PvD/hb37QH/AET7wx/4VV7/APKOj/hb37QH/RPvDH/hVXv/AMo6/O3xgdQ+GfinxDcz3UGv+F/7UibVfNlbTre4v4jfarBbXVy32gPJskjSYhAJClnb4CvIqfo7p939vsLa+8p4PtEaSeXIMOm9QdrDsRnBHrXDmHF2Y0IxmpRals+W3bzv1/L5deC4WwFZyi4NNef/AAP6/Pxb4h/FT44TePPhhc3ngbw7FPaazevbpH4lu5ElkbSL5GWRzoymNQjMwYK5LALtAYsvrH/C5fj7/wBE+8M/+FVe/wDyirzj4kf8j38Lv+w1e/8Apnv69Trnq8d49Qg9NV282v0O7DcEYCTmmno+/kn+pT/4XL8ff+ifeGf/AAqr3/5RUf8AC5fj7/0T7wz/AOFVe/8Ayir4y8eav4vH7SXgfWNZ0LVk0vT9Zn03SxAYWtZ7eXR717m4ZRMGaRpdp2snyRW5K5dyh87/AGWvFWjaHr9/qutavZGzn0K2nluLW4MkkbyXrIo10EnbqrmVEIHHyyADAFez/b+Y+wdZTi9E7KN921bfpb79Oh5v+r2Xe29k4NatXbtsk77ef3a9T9Ef+Fy/H3/on3hn/wAKq9/+UVH/AAuX4+/9E+8M/wDhVXv/AMoq+PNf+F3hfxz8U/GEfhZIfDcfh7SLq2vdShUr5msa1H5jmXDLuW3tSHddy5+0dQVBHH/CTxRe6F8QvDeka1aR3tlqK3H/AAj22RrUQWOp3N5cG4tLJlkLoBCEGZFNvZ/Z8DMsiCFxLjpU3OE02ldrltur97ba+n3FPhnARqKE6bSbsnzX2du199PX7z7z/wCFy/H3/on3hn/wqr3/AOUVfIvwf+J/xd0/9qn9oXV7Dwbodzqep/8ACJ/bbaXX7qKC28nTXWHyZ10qRp/MUln3RRbD8o3j5q+xq+PvhD/ydZ+0N/3KX/pteufLeNMbUhWcre7G60/vxX5Nni8ecPYbL8Eq+HT5uZLV36M+sf8Ahdfx7/6J74Z/8Kq9/wDlHR/wuv49/wDRPfDP/hVXv/yjqSvz78Z+GdP06L4reO/hlZJoVp4es4/D0c1p5kfmSyTxTaxckxnfiCIrEGX5kZJSpzXRgOKsbWk4uSW32e7t38/zPyKnmFWXX8D9AP8Ahdfx7/6J74Z/8Kq9/wDlHR/wuv49/wDRPfDP/hVXv/yjr5k+CXiHwZeaHq3ggQ6KunXWp3GnWU2kBhp+sj7DFPcPArvJuKKXjlIkcFo2O7OQPDrr4ceGdY8A+MPiPoDw+HtC1HVPL0y1jt3uIryzsobjTrcpAksZee4vLh7i3IYEutv6AjphxFjOeUJzSta3u732677/AHO5Sx1W9m/wP0M/4XX8e/8Aonvhn/wqr3/5R0f8Lr+Pf/RPfDP/AIVV7/8AKOvlX4CeK9VufGnibwz4rs1bxPtEt/ci7+0SQi18uKG1ki8tfJjVZSYG3t5586bCFytfV1cOM4sx9GfI2vu/4JE8wqxdrnmnwP8AiP8AHSLwprB0rwP4cuIZfEviSVmm8S3kLLLLq908qBV0WQFUclVfILqAxVCdo9j/AOFmftDf9CB4W/8ACqvv/lFXA/AD/kStV/7GXxL/AOne6r0fxpaeFr3wpqkfjeKGbQYoHnvVuBmIQwfvWZ/Zdu78K8nF8e5hHESppqybW13v6nvQd4psrf8ACzP2hv8AoQPC3/hVX3/yio/4WZ+0N/0IHhb/AMKq+/8AlFXwBo/hrwP4Z0zwNqnxVhh8O+BfG8niDXrmyupWt7G1up47UaRbSfMFWWOxWUqpOTOGZRvxXc33ii3uPgp8JdA+JmplYrWbQD4xS9lMbRWV1Y3JtjqLMRtSW6jhEvmEAnIfjNerU4kzFNck01e3w+bWmru7q3zjrqUfY3/CzP2hv+hA8Lf+FVff/KKj/hZn7Q3/AEIHhb/wqr7/AOUVfnXDo/ii1tNC8aeAtYa4uPtetp4btWhkuZ4dD0+81Jlu4JGlA+ym2uoRtdWE/lWkQIDqy/ZX7N3ifSvE3wwtP7GsUs7XTZntQ8V7/aMdy5VJ5LgXZjiMzyPK3nMUB84SA5xk45hxTmNCm6kZxkk7P3bW3Xfy6efbURL8X/iJ8erv4TeNrXUPA3hq3tZtE1JJZIvE97LIkbW0gZkjbRIw7AZIUuoJ4LDrXpHhrxT+0cvhzSlg8C+FHjFpAFZvFV+rFfLGCQNCIBx1GT9TWL8Y/wDkkXjj/sBan/6SyV7z4V/5FjR/+vO3/wDRa187j/EfMqdGM4uN22tvJeZ7WUYGnW5ufoed/wDCV/tJ/wDQh+Ev/Crv/wD5Q0f8JX+0n/0IfhL/AMKu/wD/AJQ15B+1veTRR/D/AE7VNT03SPCt9rUy6tca0ZBpJ8uxuJLaK98uWDMTzKCEeRUaRYw2eFPgM/jj4T+Ldd+C2nTtpXgHxzs0fVppJ9Q+xLY6TazHybKyS4eNpDqRHlrAqE+Q5aUZEYbrwXGOcVqMaymrO+0L2tff3l2e17abtpHfUy7Dxk42/E+3P+Eq/aSPXwH4S/8ACrv/AP5Q0v8Awlf7Sf8A0IfhL/wq7/8A+UNfK/7Rniv4ceIfFN6/i/WI20G28La9BojC4eJD4msrsW88dttK79QhZFWFVzKDv8sferxnV7Lxd8P7nUpvE9/b65pt62mv4v8AtUraXA15ezzX8Onahen7Qp2idY5CsQxax29uwIuQY+jCcV5tVpxk6kVJ9HDzto72uttbe80vMipgMPFtcrt6/wBf8Mfod/wlf7Sf/Qh+Ev8Awq7/AP8AlDXinxo8X/H2FvAtxq3grwzCIvE9i0Ig8TXsvmTCKfaj7tFj2IRnLjcRgfKc5H1h4X1v/hJfDOkeI/sslj/atpb3f2eYYlh8+NZPLcdmXOD7ivGP2hP+PfwD/wBjXYf+ibivFy7xJzWeJjSqOPW+n/BNMZlNGFGU43ukN/4Wn+0H/wBE/wDC/wD4VV9/8oqP+Fp/tB/9E/8AC/8A4VV9/wDKKumr5V+M3gjwj41+KHgnwxDpUL6/f3K6rqF+oIng0jR3SQrvByvn3DQwDplGkx0r3cFxxj6s+WUklZu/LfbXuj5DmZ9B/wDC0v2gz1+H/hf/AMKq+/8AlFR/wtL9oP8A6J/4X/8ACqvv/lFXzN4F8b/DDwv8dPi8B4ttJEt9P06/vRNqYupIZLR7833ytI7RrbLsV41AEQ2qVHGeO8c/2Bq/7Rug2vhHVdOXUNVbUbC/OlXcj69A0+lyqk15CSVWyhIV0+6BKYWXqQ3oQ4nzJ1HBtJKPNfl/uqVt/l19A5mfZf8AwtP9oP8A6J/4X/8ACqvv/lFR/wALT/aD/wCif+F//Cqvv/lFX59eAtdvPAXjPwrYajFb634cm1KePQhDI1jbyXMtzaaZc3tlbP55nEf2hmjTzEHli6uAWV48fpXXPmfF2Y4eSXNFp7O3/B+/z0DmZ8YeCPF3xguv21PHmrWHhTQn1+TwnpUc9nLr10lnHAtxJteO7XSnkdycZQ26AZPznHP2R/wmH7SP/Qh+E/8Awq7/AP8AlDXzL8Lv+T6viH/2J+k/+lDV9615GfeImY0KsYU2rOMXt1aTZ9dlOU0a1BVJ76nkn/CX/tI/9CH4T/8ACrv/AP5Q15v8QPDfxu+JJsDr3hHS7L+zhII/7J+Imv6SG83bu8wWOkQ+ZjYNu/O3nbjJz8X674w8W2ep/Ew6ZHY6v8QL+XxtblrT7QfEuiWVis5sZQS7hbaS3SFLdUjQM8kbqzuWx9P/AAS1r4T6f4y8aaf4C1O0l+HOsroNhpvkTmexn1m4huzeQwvllaV4FtzMAc78l/n3V3YzivN6NJ1edOyvpDzSfXz001Sb0RdPLsNKXLZ/f/Xz7Hq3hOf4/wDg3w/a+GtL8E+Hrm1sw4SS/wDG+r6hcsHdnPmXF1okkz4LEDc52rhRhQAOj/4S/wDaQ/6ELwn/AOFXf/8Ayhr4puPhX4J1rwz8S/id4eNp4V8KQahFp9hB9mkubO/tNEaWG4d7aKSNpnub6R1hCsSxgg25zg+l/s1eLdeh+JGs+BPHliZfFq6fGLm7lvBNdWtrpsFiba0mtwmI0YX5YTCVxcXC3TgKoQDPEcY5oqc6lOrFuO6cLPZN/a6Xs7Xs7dxwyvD8yUotX8/+B1Pov/hMP2kf+hD8J/8AhV3/AP8AKGvnT4efFf43aF4h+I1rB4G8O3M0niaaS43eJbuNY5TZWilIyNGcugUKd5CHJI2jAJ+5q+JvCv8AyOnxO/7Gif8A9IrOsci8Qcxrup7RrRX280eLxXhYYShGpR3vY9D/AOF4/Hj/AKJ54a/8Km8/+Udcd438c/GHx/oo0HWvA2l2luJVm36Z461fS59yggAz2ekRSFTuOV3bScEjIFbuqWGn6rpt1purRJPZXUTxTxyfceNxhg3sR1r85ta0bQbTwDb+M9Hi0/Q9K8c+K4ZbCHU3aDQRpVlbXEdt/aBBGI7pVe4Tn5ppIVPC4r6vAcS4ytf3ktvs3/Xsm/kfC0czrT6/gfeXgPxd8XPh1p1xpmh+B9OvIrmXzmbVfH2s6rKG2hcJJe6TM6LgD5VIXPOMmu6/4Xh8d/8Aonnhr/wqbz/5R18KW/ivTX/Zr8K6NdajKiodIk1gNM3mf2L/AGqlvdziRcN9idFcK+R/o5yeM1yn9gXF9JHrfw51OGawt/FMtt4Ts8PNBLGGsbuSS0lSQLHbLLb3STOA6/Z2kWPkqr9cM6xrcueaVm1fl00+f9K7NFj6+t3+B+i3/C8Pjvx/xbzw1x/1NN5/8o6p6l8b/js2nXSv8PvDaqYnBI8U3hIG09v7EH86+ff2a/Flv4m8GXUUVsUuLS4WS6uTcC5kurq8iW5le4IjjEVyrPtlgAIhICKxUDHvmp/8g27/AOuUn/oJry8RxXjqVV05W08v+Cc9TNa8Zcrf4Hm/wV+Onxm0z4N+A9N07wFoF1a2mg6XFDNL4lu4ZJI47WNVd410aQIzAAlQ7AHgM3Wuh8Z/FH4u+O9Ck8Pax4D0u1tpXRy+neONV024BQ5AE9ppEUoHqA2D0INcF8Gv+SQeBv8AsBaZ/wCksdeaftN3Mcfhnw1aTXFlbJc63AGfVnMWjsqQTuU1BwQfKYD5BnmbyweM16cOI8XPEOkmlq+h50c+xMqvs01v2Pc/APjj4p/Di2u7XQfA9leJeurudV8f61qzqVBAEbX2lTGMc8hCAe+cCu/H7QHxwHT4deHOOP8Akabz/wCUdfmZBr/w7vvDHws8O6jq1vpPi9o7O6Gqajfi3+x6fYXzF3tmkkQSC7ZGit1UFnhYM/yIK9f+MfiHwDq3i3T4fG2pRf8ACLWuma7AC8xjgGuW72yrHkEZukiMvkr97O4p8wrrnm2NU1Fve/2e3bXW50PNcWpKN+/Tsfan/DQPxx4/4t14c4/6mm8/+UdL/wANBfHL/onXhz/wqbz/AOUdfmPqGm+MtAhttX1bUjdXupaJpp8TCRntJbaHUBYWzRXd3uk2Zlgl2sIt0MD3Un39hf7q8Aa7B4m8FaJr9rZDTob21ikS3UhkiUrgKjAKGTH3GCjK4OBnFc+MzzF0oqakmn5f8EyxGdYqEVJST+RW+Mvxv+Mur+EtNs7/AMB6BaxjxJ4VlV4vEl1Mxlg12xliQq2jxgK8iqjvklFJcK5UI3tP/C7vj1/0T3w1/wCFVef/ACjr5/8Ai5/yLOl/9jJ4W/8AT7Y17/Xl4ni7GRpxatq309DowmdV50+aTV79vQ8y8fap8VPiPc2l3r3gy1s3skZEGlfEXXtKRg5BJkSx0uFXPHBYEjoDiux8NfEz41+FdCs/D2neAtDntrJNiPe+M9TvbhhknMlxcaNJLIcnq7E446CvAf2hfB/hfxrceG/CM2mxXHiLxTdpYxXeD51pptsftN9MjDG3bEDGh7SypVb/AIRLwbdftBnWNH06DTovBFlLqOq3kYKGbUNSRkhikbPIitxLM49ZIm7VrT4oxcqak5rZv4e2i+11enqdyzGra9/wPqP/AIXZ8eP+ieeGuf8Aqabz/wCUdL/wu3489f8AhXnhr/wqbz/5R18UfErX/CWpfF74fa94V1DS72+udS0tpVtbqQ65Ja3cThGihyV+w+XIks3AUoHP3gK8vs7vUPhTqtrbX8sfibwzpuqhUYSNYR6jrOn20cTuob7R9ouVdC+wFRPeF+Va3y/VSzrHTinzJNq9uX103/4f5GkcbWa3/A/Sf/hd3x6/6J74a/8ACqvP/lHXzFaeOvjBrv7dWnaxB4R0KPXovh9cQLZNr919ja2/tRGMpuxpXmCTcceV9nK4+bzM/KPpyvAvB3/J/wBp/wD2Tq6/9OqV4640xvsqs7q8YtrTqvmdeS4qdfEwpVNmfXP/AAln7SX/AEIfhL/wrL//AOUFH/CWftJf9CH4S/8ACsv/AP5QV7BRXwH/ABFPNu8f/Af+CfpP9h0PP7zx/wD4Sz9pL/oQ/CX/AIVl/wD/ACgo/wCEs/aS/wChD8Jf+FZf/wDygr5P/az8RzaJ8TLW48QLpF/o+leF7nUNK0jW/PMWr6slztktrJYpEVr4oIUhJWV08wlE+ZiPQ9G8X/DjR/2uNZtj4otk1bUfC6vd2NxqonlhuoJ2maBLdpW8oxW6mRo41X5d0hHJY/RLjPOHQjWUk7xctIdmtL37PV20enpyf2bh+Zxt1tue2/8ACWftJf8AQh+Ev/Csv/8A5QUf8JZ+0l/0IfhL/wAKy/8A/lBXwj8SfFuk61+09pPiPR9Vs7uyOo+D2to2uGXXbiC7PmB9Djztk06QTRm++XLIs4z8oxk2F7qfwX1qztNSmi8X+EdJ1pVRxK+mxarr2l2kUMjqH+0/artHjMnlgotxfs5yjWu5++HEucShF+0jzOKaXJ5Xte+687X+TMngsPd+67J9z86fi9c6tP8AHT4oT61aRWuoSeJL1riG2mNxBHMQm9I5XjhaRQcgOY0LDkqvSuE8x/8Anm35j/GvS/jd/wAnB/Fn/sadQ/8AZK85r91yqvKrhaVSe7im/mkfMV4qM5Jd2f/V/QXwdoP7Qc3hLRJtF8beGLTT5LG2NtDceGL24mjhMSmNJJk1uJZHVcBnEaBjkhFBwL2tWfx+8O6Re+Ite+I/g2w07SoJbm5uZvCl8kcEEKF5JHY6/hVVQSx7AV8rfGGP9omzv/h7o/wjl1qXQ/iR4b0vQbm50/zXh8PXUF3ayyamzKCIPMspJ49/GWRT1GD474vvf2iPFHjP4t6Bb6H4w/4R7VfDnjzT3sb5dRv7WSZYGGmfZi9ulqrT8iBLVpGKEK7u5yfMcLvc2R96tqHxkS60LT2+KXggXHioPLpcf/CLXu6+EUX2h2hH9v8Az7Y/nJHQc11X/CO/tK/9D74S/wDCSv8A/wCX9fM3xP8ADHxUiT9n7UvAOiXcuv8Ahrw74hCsbdjHZ6i/htorRLosuyLfc7YwJMAt8vXivnC2vv2kZvBGuS6FrHxBstNGk+HpLx9d0/VJL6TxEs0j6ja2n2WL7dDZSRqqPNbKUjYjadpJqVG/UD9Jf+EY/aR8vyf+E78I7MY2/wDCI32MemP7frjrL4N/Giw8e6l8Trfxj4T/AOEl1ayt9Onu38L6m5+yWzvJHEiN4hKRrvdmbYo3E5bJAr55+Duv/HG4/aF8HHxNp3iz+wtT0C0F3Y6g2oR2ugzR6WHY3Nw8QstRa4nOGclbqOfIZQqEH9L6mV0M8L/4R79pb/ofvCX/AISV/wD/AC/o/wCEe/aW/wCh+8Jf+Elf/wDy/r3Sio5mOx4X/wAI9+0t/wBD94S/8JK//wDl/R/wj37S3/Q/eEv/AAkr/wD+X9e6UUczCx4X/wAI9+0t/wBD94S/8JK//wDl/R/wj37S3/Q/eEv/AAkr/wD+X9e6UUczCx4X/wAI9+0t/wBD94S/8JK//wDl/R/wj37S3/Q/eEv/AAkr/wD+X9e6UUczCx4X/wAI9+0t/wBD94S/8JK//wDl/XjX7RmhftBw/s9/E+XWvG3hi709PC+tNcw2/hi9t5pYRYzGRI5n1uVY3ZchXMbhTglGAwftmvC/2of+TaPi1/2KOvf+kE1VCTuhNHgn7Pv7OPxn1z4C/DbWtK+I2g2NlqHhrRriC3m8L3VxLDFLZROkbzLrUQkZVIBcRoGIyFXOB69/wy78df8AoqHhz/wkbv8A+X1e7fsqf8mvfB7/ALE7w/8A+m6Cve6wnwtl8m5Oirs9yHF2ZRSjGu7I/PtP2dvi4+rSeH0+L/hVtUhhW4e0Hha5M6wMxVZDF/b+4IWBAbGCRjOa5nT/ANnPxj4e14+ArH4x+C7TXdRefUf7NPhqf7bO0ztLLP5LeIPNYFsktggAYGAAB6aNX8GeBv2tPE3ixfDupaTYTeFZBqusDQNRi0+a9tJmupGm1I2wtn22sYCyNNs4EStvwleRa54S1jxp8atE1v4ZPeXFr4o8U6F40vW1Hwpf20unQQaXAjbddmkitTE8EaxfZUjllWWWSMkASbEuFcutb2KG+L8yvf27Oi0v4G/ELWtc1Lw9ovxr8G3+saXgX1pb+Gppbm25IAniTxAXTnIG4CunH7Lnx1HA+KHhz/wkbv8A+X1c3+xJY/E/wuukeB/EVlqQ0/TPDY/tuTVdD/strTxH9pQSw2t35MR1COcedNJMGmBIR/M/ebR+itL/AFUy7/nyh/645n/z/Z+Vfx3/AGbfjNpnw/iuNT+I+g3cEmu+G4NkPhe6gcPca1ZQxvvbWpRtR3V2Xbl1BUMhYOvpX/DIPxq/6Kl4f/8ACSuv/l7X0b+0t/yTG1/7Gfwf/wCpHp1e+1rHhrAKPKqSsVT4zzSLco4iSb/r9T88Zf2Q/jLGhnm+Knh5ViBYs3hO6AUAcnJ13jiuS0z9l/xf8TfD99H4f+NPhHxJpFwJbK5ew8OT3ERLLtkiaSDXzhtrcjIIzX6SeIJrG20HUrjU7N9Qs4raZ5raKA3Mk8SoS8awKGMrOMqEAJYnABzXw9+zx448MaNeeJ/iR4l0HVfCGs/EnXdIsIdDn8PajpSWSGJrXT7dTd2tvHcziOKSa8lgLxxA7c+WiO7XDmBTuqSNJcc5s1Z4iX4f5Hj+mfB6S5S5g0b9ofwBKulW7Szrb6JuFtbQkKzuE8Qfu40JAJOFGQO9dd4b/Zm+IPi3TBq/hD4z+E9a04uyC4sfDM1zDvU/MA8WvMu4E8jOa7HxP8MNH8dax8X/ABz4z0XUvD2hwWsPhLSP7N0mSfUGtIpo7m/1CC0jglknW4uyiKRE4eK1DgFWyfcf2a9T8aal4P1r/hLLeZLK21m5h0W6u9K/sS8vtLEcLJc3NgUiMMhmaZBmKIuiI+xd1H+reB/59Ia46zf/AKCZfgfPv/DIPxq/6Kl4f/8ACSuv/l7XmOrfs0fGPRPjb4G0xfiPoM13f6ZrzxTHwvdLHEkDWO9Wi/toly+9dpDrt2nIbcNv6sV4F4y/5OL+GP8A2BvE/wD6FplH+reB/wCfSM63Gma1I8s8RJr/AC1PGf8Ahm349/8ARTvDX/hI3n/y+qvd/s8fHCwtZr+/+Knhe2trZGklll8J3aJGiDLMzNr4AAHJJOAK+668t+Ndr4Yvfhb4gtvGOjS+INLeAbrKHTp9WkllDqYNtnbRTSybZtjcRsFxvbCqSOb/AFQyz/nwjD/WvMf+fzPj3Wv2dPiDqGgWnivXfiz4NfQ7FotVhvZfDFytmu1d0Vz5v/CQCMqAwdWJK5ww5AIoyfD3xSfDQ8WS/HzwCfD8s32YX7aBJ9jaY/8ALLzj4i8suf7uc+1dJ4Y8ReC/E/7Lfhv4F+LrfxHpGqQeB9MOpW8Og3x1KzWy+zWUhFlNatK7C4DbAIXEqRyOm9VJrgtJvPFw8ReEvHHxS8Jar4l8C6DeeK9NsHi8L3C39zDe22nmxvbvRre382JpGS+tRIbeNSrIzKglzVPhLLbW9gif9acw39sz1WP9nD47yos0XxQ8MurgFWHhG8IIPIII1/oaf/wzb8e/+ineGv8Awkbz/wCX1e8/s3+GPEfgv4AfDvwl4uia31nSNB061uoXbe0EkUCKYWbJBMeNhIJBI4OK9qqf9UMs/wCfCK/1rzH/AJ/M/G39l34R/FvUviN8etO8O+NtE0+50rxebe9luvD1zdpdTfZYj5kMaatAYE6/IzzHp8/HP2T/AMKJ/aF/6KZ4X/8ACQvf/l/XG/sb/wDJYP2nv+x8b/0kjr77orcIZZUlz1KCb/y0OWOe4yKsqjPiDU/g98adGjt11j4seD7FL6dLWAT+FLqITXExwkSbvEA3SOfuqMlj0Fc34m+DPxC8F3o8feM/i54H0OZoV05b/UPDNzbII3cyCFXm8RKgLsMkDltoznauPQP2uLbQNnw71i48Majr2t6P4o0a+trjTNCv9YmsrG11K0n1B99lbz+RmKMHDFWlClUD4YCn8f8A4v6FrHgjW9G8IeEr7xbrNvqf/CO/aB4evtXttJub2xjnmvJoba3nnMcFvcBXRI9zSnyG2fOyQuC8rW2HiN5/jH/y9Zy9z8PviVZa3pnhi8+NXgWDWNSTzrCyk8NTrc3CYI3wQnxCHdcZ5QEYzXW/8KI/aFGcfEvwvz/1KF7/APL+vFPHfhW3gsvgt4M+GGm65qaeErnweY7O98J39u2oWelTxolxd6xNbxfYWtIg0zxTFGLJ5bRlZdrfprU/6k5V/wBA8Q/1gxv/AD9Z8bf8KJ/aF/6KZ4X/APCQvf8A5f15f+zz8L/j9efCLRLjSPiB4ZtLRpL4JFP4VvbiRdt5MGzIuuxA5YEj5BgEDnGT+jNeBfsv/wDJEPD/AP111H/0vuKJcE5U48jw8bf1/mZVc5xU7OdRuxxn/Cpf2kP+ik+FP/CPvv8A5oayj8O/jr/a6eHD8VfBf9qCA3S2f/CJ3f2j7OrCMyiL/hId2wMQu7GMnGc19i18X6hP4V8N/tnReJbfw5qNl9p8LajZ6vrUeg6gLCS8ebTZrYT6mtt9lZUtbdxvMxjjKmNmV/lOX+oWT/8AQNEz/tPEfzsqWPwe+L/hHUP7JtPib4K06/8AEt3c3ghbwperPfXO3fO6q/iLfIyoozjOxFA4VQBPp3hH4w6tr2oeHtJ+MXgW81rTFX7ZaQeF7mS6t1z8vnRL4iLoMnjcB1rE8b+KvBHiv4w/AP4v+HvC2s3kl8r3suq2/hvU7loNI1HSr6KzjuLmC1kSIG4uFLRM4KbxI6hMPXI/Abwjrtv4/wDh3psvhXUdJ13wSfGB8T6lc6dPa2902p3YaLy72SNYr37XJtuQYXk2hMvsbALlwJlDd3ho/j/mJZlX/nPbB8JP2kAMD4k+FAB/1J99/wDNDXiv7Rvwt+Ptr8DPGlzrPxA8NXljHp0hmhg8K3lvK6gjISVtclVD7mNvpX6N14F+1N/ybx4+/wCwXL/MVVPgbKISU44aKa1D+06/87PH/wDhnP4+/wDRTvDP/hI3n/y+pD+zj8fGwW+Jvhk4ORnwhecH/wAH1fb1Fbf6nZX/AM+Inof60Zh/z+Z8FW3wG+MOutqFhYfFvwneSWLm0u0g8L3bSW8rIGMcmzxBujfaytg4bBB7g1k2vwD+InhCK38H23xa8FaSNH077THYnwvcRNb6dbYiM3lnxAGWCPhTIRtB4JzWr8HfGnw/+E3ib4zX0XhvV/DHhu/8R6TNpqyeHNS02C6+1WGmaWTb/aLWFJZZL/epVSZHO6TDKd58vvvhf8VZ/j94m8T/ABW8KSPpvjHwh4103UtZ0aefUZLfSpptOTT7S2t0syfPjhizHbAs00slzMo4MZf+qGWWt7BWF/rPj739qz0Lwt8I/iV40s5tQ8FfGnwVr1pDKY5ZdP8ADU91GsuAxVmi8QMA2CDgnOCDXT/8M5/H3/op3hn/AMJG8/8Al9Xbfsw3fixrXxVpV9HeXHhTTbq1i0LUdS0Q+H7+8jNsn2jzbNobZisUmFSYwR7+RhgoY/U9L/U7K/8AnxEf+tGYf8/mfl98SPgF8bbX4gfCqyvPiJ4emmv9bvoreSPwtdxrDIujX8jNIh1tzIpRGUKGQhmDbiFKN69/wzb8e/8Aop3hr/wkbz/5fV7N8Wf+Sp/BP/sY9R/9R/VK99q3wllrSToLQI8UZgr2rPU+F5v2cvjrbwvcXHxR8MRRRKXd38JXiqqqMkknX8AAdTXNXf7NfxJ8WeH7bWLn4qeD9T0PdBqcVwvha6e1fyCJ4Z/MXxBsZVKq6sSV4Ddga+2/iDF4Tm8HaknjnSn1vQtiG6so9Pn1Rp0DqQv2O3imlmG4AlFjbgcjGa+SfgD8RfDPhL9mn4efDfxp4b1qTWYfCNwl3oM+hXq3kyaJZwi+hFncwo8oYzJFHhWjmdwisxOKUeEstTuqCHLinMGrOsziF+HniyfwtN41T49+ApPDcTmGXUhoEhsVkyFKNP8A8JF5YbJAwWzzXYaf+z18a9UsbfU9K+K3hW7s7mNZIJofCd3JFJG4BVkddfIZSMEEHBFfOF9o2seJfBcXjvTdB13wj4g8RePbLxDqLxeD9WlTwtHBpUtnahNLuLKJtTJhiWC5lijeNJpzLkLHGT98/spaPq3h/wDZ68FaJrmjzaHe2Vo8UltcJJFK22aQCd4ZQHha5XE5hYAxeZ5ZA24pf6oZZ/z4Q/8AWvMf+fzPIf8Ahm349/8ARTvDX/hI3n/y+r45+DPwO+LerftaftG+HtP8d6Jaanon/CIfbbuXw5czQXf2nTJHh8m3GrxtB5agq+6abzD8w8sfKf2pr4E/Z5/5Po/a2+vgL/0zy1rS4Xy+Cko0Urqz9Lp/mkcOYZxisXT9liKjlG97Puaf/DM/x5/6Kf4b/wDCRvP/AJfVz/iT4JfFDwbpw1fxf8Z/B2h2LSLELi+8M3FtCZH+6m+XxAq7mwcDOTX6EV8mfH6CHTPil8OPG/ibw1f+KPCOlWXiKzu4LDTJ9YeK+v47QWkjWltHLIQ8cVzB5mzaplAYqGJpf6qZd/z5R4v1Sn/KeNeIP2bviDoiQeP/ABR8WfB2nQaNBIkeoXfhi5hgt4box7z5kniBY13lEG7r2BwSDHL8KPGyjRBN8dPAwHiIr/ZW7w7L/p542/Zc+If3x5GPLz1FcnrsWvp+zT8Ofg2bTU4/GHw3l8GtrV3aadNrT+H2+zvOkhs4UlN80KxLDJCqtsEqSn5QDXi3h74deNbX4a+MPCOu+A9Yutf8a+GrfSfCt+NGuwPt8WuatNJeXAaI/wBjmeS5t9SaOcxCNW2LzCFDfC2Xveig+q0+x9kf8MzfHjOf+Fn+G+f+pRvP/l9S/wDDM/x5/wCin+G//CRvP/l9X3RRS/1Uy7/nyg+qU/5T8yvgT8EPjnd+EtZOl/EPw7awweJ/E8DLN4Wu52aWDWLuOWQMutxgK7qWVMEopClnI3n2j/hQv7Qh4PxM8Mf+Ehe//L+vUP2cv+RM8R/9jl4x/wDT/fV77WdThDLJycpUI3Z0p20PhC++GfxX0/X7LwnqXxm8FW2t6ipktbCbwzcJdTomctFC3iEO4GDkqpxg+lYmo/Bvx14C1iSfW/i/4G0LU/F1yn/H54auIJb+eONIESMS+IgXKoFUInAz0yxJzPih4S12++KnjrQF8K6je+IfFPizwPq3h/WItOnmtLbTNIfT2u2fUVjMNt9ma3vHMTyI7+cAit5teXftUXGo/GfVLTxp8N9J1i90bU/Ct3ZQm20K71SHxK0eqfNpDTQxP/ZayfZtyXxZA0c4cNtjzSXB2WK6VBf18x8zPepfhr8UYfFMHg6f4z+CI/ElxE0sWnN4ZuBfPCBuZ0gPiHzCgCkkhccZ7V04+An7QYGB8S/C4H/YoXv/AMv68u+GFl8WPDP7RGqwPYajJJ4g8ZareaxHdaGP7Oi0N9Pc2N5BrfkgSTIy29qsInYhfMXyVCl6/R6p/wBTMr/6B4/18w5mfnV8Zfgj8edP+EHjm/1D4i+G7q1ttC1OWWKLwreQySRpayMyJI2uSBGYAgMUYA87T0PpXhj4VftGSeGtJkg+I3hVI2tICqt4RvmYKY1wCw19QSB3wM+gr3D4/wD/ACQj4kf9i1rH/pHLXc+EP+RT0T/rxtv/AEUtKpwVlU4qMsPGxvRxdSnfklY+cW+Ev7SDDa3xI8Jkeh8H33/zQVnW3gD483upXuj2fxX8GT3+miI3VvH4UvGmgEwJiMqDxCWTeFJXcBuAOM4r7Br4M8L+L/AHwj+N/wAc/GkvhzVtA8PDSdPvri9Hh3UrS0vbzTJdSk1F47mS2jguJnaePy2WRvtBYeUXA4w/1Byb/oGib/2riP52WPDnw1+JPhu8X4Y+G/iz4DtdQ0yJrg6VH4Yumu4o5GMjTPCfEZl+dnLNIw+YsWJJOTqeGPC3xc8Z291d+DPjJ4D12C3lMVxJp/hi5ukSYAZSRovETAOBjIPNfP2veEPEt7fXugWfw+1bU/FumeNPGXiS7uDZXFnBf6JqGm6mlnBHqpjETPcx3NpZiJJGkjZCWRRFkelfsM+GPFXhvU/Fg1+DUb+GTR/DVtFq2o6FceG33WMFxC2mLZXEcXmizzvN0q4kM+wsTGMVLgTKJNuWGi2/X/MSzTEL7bPYP+FT/tI/9FJ8Kf8AhH33/wA0FeHfG34UfHwt4BttV+IPhqcXPimwihMPhW8h8uZoZ9rvu1yTegAOUG0nIO8Ywf0frwL47/8AH38Mv+xy03/0Rc1VLgbKISU4YaKaJqZlXlFxlN2Z5V/wz9+0F/0U3wx/4SN7/wDL+op/gJ8e7aGS5ufih4WiiiUs7v4SvFVVUZJJOv4AA5Jr7XrwX9qDw/r3ir4BeNdB8N2MuqXt1Y82UAzLdwJIj3Fui8bmmhV4wv8AEW2962/1Oyv/AJ8ROI+c4fgV8RPit4YlWw+LXgrxRoF2/lyNa+GLm5tpWicMY2eLxCVYBgNyE4I4YEEg14fBvjSfStT8R2/x58AyaZoz+Tf3i+H5TBayA42TyjxFtjbJ6OQea6HwRq/hlPFvxCZtL1bwz4f+Ld9b6VokH9l3OnXs09lobtfXiWU0Uc8KLHCIhI8Q3PGoGQyE+NfC3wprvhmfxL4kvkuW8L6V4b8OeG9O1G38AajZzyXOm3FzJHcPolwbi6uGtY3UPcrDHGGkIjUCNiH/AKoZZa3sFYD23R/gh8ada0u01XQPiv4RvtOuY1e3ntvCl1LBJGR8rRumvlSpHQg4rT/4Z+/aC/6Kb4Y/8JG9/wDl/Xa/seaFr3hn4CaPoXiHTptPntr7WDGbm1ewnu4JtSuZo7ySykw9o10r+d9nIHlbtgCgBR9O0v8AU7K/+fEQPx58DfC/4v2/7cPj/wAOWHjXQ49ft/CGkTT38vh65ktJYHuZAsaWY1ZJI3BxlzcuDg/IM8faf/Cov2j/APopPhT/AMI++/8AmgrzfwN/ykg+J3/Yi6J/6VPX33U1+DMrqvmqYeLdkvktEdtHMa9OPLCVkfHGr/Dr47eHdPn1rXviv4M0yxtwDNc3PhS7hiQE4G+R/EIUDJwMnqayfE3wW+L9utp4r8W/EvwXbQ+GnkvIbu78J3sUNo7xtC8xZ/EQRT5cjrvboGbBGTnqf23NE0jxD+zt4m0q88N3fijVZ4Jk0e3sdJutXnj1J4JVilWO1hmaIhS6iZwqKWA3hmXOD8dPHWi/EHTtF0rQNJ1XXLfwrq/hfxJrunjSbz7R/ZU93MI99jJELh5YpLcXD2xi80IisEOVzlHgbKFqsPH8f8zR5tif52ctqY8Y6XZaffaz8ffhvaWeqx/aLOW40GSOO5jVv9ZCz+JAHUMPvKSAe+a9Ct/hR+0PdQx3dr8TfCU0Uyq6SJ4RvWV0YZUhh4gwQQcgivEz8PNa8XfC67+H1l4Ru7HTviv441Uq1xp8lvJpPhe5ma5vppUkjVrNr2OKVYUkCP5l0hKhgwH6P21tb2dvFaWkawwQKqRogCqiKMKqgcAAcAUv9Q8n/wCgaIf2vif52fKX/Cov2j/+ik+FP/CPvv8A5oK+b/hv8APjZ4h8RfEq4g+Inh+1mt/FE8NwW8L3cqyyixs2MiAa2hjUqyjYS5BBO85wv6h14F8Dv+Q78Wf+xyuP/TdYVvQ4Nyulf2dCKucuMxM8RHkrO6PD/wDhmH47f9FP8Of+Ejef/L6ub1n4HfEjQL/TtF8QfGnwbp17rL+TZW114anhlupBgbIY38QBpG5HCgnkV+iNfnF+0z4S1zVfGfxQ0keFdR1zU/HvhLQ9J8J31rp095b2moW15fNKst1HG0dj5Ms1vdGSVo1ZVyGZo8Df/VbL/wDnyjzfqFH+UyvEXwI8R/D3WW1zxh8bPA3h3UtbiSETaj4emtZLiG0JKonneIVysZlJIXgF8nk1q2/wc8cXetWHh20+OPgmbV9Qthd2donhyVrme1ZdwmhiHiDe8ZUZDqCpHOcV7D8bdYtvjV8N7jwZ8PdMn1K58R69P4On1IWTOmmQRSvFq94spUqixQwzRxSZANx5aA7sCvD/ABL8IdQ0z4+aT4Z+GMcrad/wl2h+IL2OXwxexLpdtpemQ2rJb+IZJI7N7dreBYUt445ZA8kibgok2t8MYB70UP6jR/lO+H7MHx1HT4n+G/8Awkbz/wCX1UtT/Zj+Oiabdu/xO8OMqwyEgeErwEgKe/8Abxx+VffdZ2sf8gi+/wCuEv8A6CaS4Xy//nyhfUKP8p+YPwO/Zi+MmtfBX4f6xp/xJ0Gztb/w9pU8MEvha6nkijltI3VHlXWow7KCAWCIGPO1c4HqLfsnfG5gVb4o+HSD2PhG7/8Al7X0l+zT/wAm4/Cr/sVND/8ASCGvbK2lw7gm7ukjJ5Vh27uCPzgtP2f/AIiX/iG78I2Pxs8IXGu2Eay3Onx+G5nu4I2xh5IBr5kRTkYLADketcpZfATUfCusD4eWvx18C6frD3J/4ljaBIt411eP5xzC3iHzWklaTfyNzFs96u+F4ZPAnifQNZ8UeG9R0i++GviLx/4k8Va3Nps8NrPpF6NRkgeO/dFiu/tAntHWKOR2QQ7XVPLAr6O8U+Gn+Knxx8DzQ+H5LTw/4Vsf+EquNQubIw/atVuEa10u1MjKCzWyma4mj3ExutvuAyKX+ruCtb2SD+ysNtyI8K0v9n/x7ret6l4c0X42eDr/AFjS8fbrO38NzS3Nvn5R58Sa+XT0G4Cun/4ZP+OH/RUfD3/hJXf/AMvax/2JLH4n+F10jwP4istSGn6Z4bH9tyarof8AZbWniP7SglhtbvyYjqEc486aSYNMCQj+Z+82j9FaX+rmB/59IX9k4b+RH5TfGz9mj4x6F4P0y/v/AIj6FeRt4n8J26pH4XuoSJbnX7CCKQsdakyscjq7JtBdVKBkLB19v/4Zk+PH/RT/AA3/AOEjef8Ay+r2z9pT/knekf8AY5eBf/Up0uvfqUuGsBJJOkjWGAoxVoxR8Kf8MyfHfr/ws/w3/wCEjef/AC+rjrL9n7x58TND1Ow0b4yeDfEWmSiWxvfsXhu5nQF12yQu8HiA7W2nBGQRmvs742aJ4i8S/Bnx74c8HkjXtV0DVLTTyrbGF3PaSRwYbjafMK854r5Q+EHiPw34W+I0vjSz8Man4O8Na5ovhDwhbWl3pFxpktzrkU1+zIlrNHE7pawSoslwFMe0NtdljJELhfL07qii/qdL+U4XSfh7ql6Li00L9oH4ezjSbZpZo7bQi/2a2hwrO4TxCfLjTIBJwo4BrsvD/wAAfir4o0i31zwr8YPCOraXc7mhubLwvcT28mGIYpJHr7K3zZBweua6S40qz03xb8WPjx4j+Ht5quneGrRPDmg6JaaS015qUNs6XV5cw2ojJlF3emOON8FdlqsoO05r0H9kvS4LD4balqElvdWera/rV/q+qW8+kahosNvfX7LM8Fpb6lbWsz28KFIxMI9srq78MWVT/VbL/wDnyg+p0v5TzX/hmT48f9FP8N/+Ejef/L6vlW1+Efxf0H9vrTPDMHjjQ5dem+HVzdLft4dufsi239qohhNmNX8wybhu837SFx8vl5+av2Ur4E1T/lJ3on/ZKbr/ANPS0f6r5fZx9irNWfoa0KUaU1OmrNHpn/Cpv2kf+ikeFP8Awj77/wCaGj/hU37SP/RSPCn/AIR99/8ANDX1fRXn/wCoOTf9A0T1P7VxH87Pk4/CT9o8kE/EfwmSOR/xR99wf/Chrm/FXwn+M13pbeGfF3xR8GR2niMPpwgn8LXsJuzOjBoI/wDiolZmZN3yod2M4r7Vr42/alTw7aeKvhb4jl8L6nrOtaJ4js7s3umaBqOry2emx7/tP76xtp/KDMYyY8hpMAhWC8OPAeTp3WGiDzXEfzszNc8IfFbwHb6fF4l+MHgLw7BOy2tkt34XuLRHYAARQiTxEoJxgBV9uKkHhb4txeJV8DD4x+A08QNGZ10z/hGLkXhj+8ZBb/8ACReZt77tuO9c9+018QfC3xM8BSeCPD/hfU9bTxPd614VvNetvDd/rUeiWts62+qzItlbXMpldl8q2AAR5k3OwWFqTWJ/Dfir9ovwJ4fg8Ia3ouj+CpbTVk1pvDGqltY1O501rO1he/SzMcMFrbTf6U9zKjeaqQlQI5KHwFk//QNEP7VxH87PwH+NNlq+mfHz4qafrNzBf6hb+Jr5Li4gha1hlmUIHeOFpJ2jRjkhDK5UcFm6nz3M391f++j/AIV6/wDtFf8AJzfxl/7G3Uv5pXklfVUaUacFCCskrL0RwSk27s//1vsTVJbH4beAvCXiPx38ePEXhDTtfFjZ2MAttBaBLi5h3x20Rk0aaXYqggNK7EKMu5PJ6G5igsr/AMXaZeftC+KYLnwHaRX2to9p4eX7FazQvOkrk6HhkMaM2U3YwQeeK8A+N37Pfxa/aNi8G6Ho66bpvhHQ/BLpDeapGbpJtV1aFYH8mGC4ikjltoI1aOaRWRTIQEfnHPfEP4B/tGfEaL4fapNon2HUPHPhuy8JfEgNe22+1trO+t7h7xCkpWZ5ohcxgRs5CyAHnp5rSvubHsVl8SvAWo663hqy/aT8WS6jHbrdPGNL0XEcL2ovQzufD+xP9HIfDMCBwRu4rZ+H3izwl8U4NTuPAn7SviXUl0a2W8uwbTw/A8Vq6llnKT6EjGIgE7wCvvXly/Bv4vaL8Z/jBeaf4V1x/D/jQTppk1lrGmwaKyNoq2afarF51uGcSrsQhAFO1vujNeNaL+y7+0r4R8Far4O0zTZ9Y1Hxz4D8N+GzrF7f2Zbw2qyrDqumhEmj8y2ihkkliaJHY4273bllaPf8gPr/AE3xD4X1b4Xv8aLL9pXxF/whMe/dqclv4chhUxyeSVIk0NXDmT5VXbuYkbQcjPG/8Lf+GQ0FfErftNeKlsWvV04btL0YTfaniaZY/IPh7zvmjUsDs2kDg141F+y9+0J4T03XfDNho+ka7peg+MtC8eaRa2brp+najLAjx6hpqRXE9xJbn5Y5UaUmMvk5GSBn+JfhN+1j4z/s/Xtd0LxRd2mj+MoNS0+0fXNGj1610waZNDM0d3HLHbL/AKTJhBndsPTqS+WPf8gPsu+sH0z4eyfFXUvj/wCK7TwrFZi/e+lsvD0arbEbg5RtCEgJBGF27ieMZ4rnNe1/w34Z+H+kfFHXP2kvEtt4Y18QHT7v7L4ec3ZuF3xrDEmhGV3ZcnYqFhg5AwcSfHTwF8Xvir8J/h98OfCumNp7X2oabceIJNenhvha2mlr9qEV8LedDdNPcxRJJ9nchssdyg7h81+EfgP+0d8L0+Hl/J4Vt/F8Xwb8TeIDY2Fpd21ouo6NrtuDHcWguZ2ET2czyKkU7htuArH71TFK2/5Ae0a58VPhn4c03Q9W1n9qHxFBbeI7druyIs9Ad3tkcxtM6JoLPFGrqys8oRQysCQVIHaRX+lzaVaa5F+0T4paxv8AXB4bgl+xeH8Pq5nNsLUD+ws7vNUrkjbxndjmuBi0z4/eEvjbq3xwsfhKdfTx54fstPm0xNY0+K50a5sppj5U00rLG8M6uskjQ+ZtfI2tgFuF0r4K/HSPVNG+E9z4PWLw9o3xQbxv/wAJL/aFq1rLpqXsl+kItg/2oXDM3llTHsBGd2MGiy/qwHr3hTxj4P8AG3jab4c+GP2lfEt54kgkuofsZs9Aid5LFitwkTSaCqymIg7hGzYAJ6c1seGdU0HxjoXiPxP4d/aS8RXWk+Ebi4tdWujB4bihs5bVd0vmPJoijaq87xlCM4Jwa+RtP/Zz/aV+HXiRPib4Z0K48SapDf8Aj19P0mbUbKOHR7jWPNOnanakzRq32gEJMkjuyq2QqnpnR/sUftA+GPBXjr4T6U+k3+k+OPCOmwNd2QNnCus6DPE0KXMc9xLI73sPmJLPGoQnG5UAquWPcNT6e8IfEr4fePNT03R/Cv7TPie8vNXmkt7VGsNCh82WKE3BAM2gIBuiBdCSBIAdhbBx6r4I8N6n8R/DFl408E/HnxZqmiaj5ht7pLPw6iSiKRomZQ+hqSu5SAcYI5BIIJ8W+O3gr4uftIfs5eINAu/hfP4K8Y6PNptxoEI1awknN1DIFneCaCTyoo0heVFLuC6s3yrxn7q8K+GdF8F+GdK8IeG7ZbPStFtYbO1hXpHDAgRF98ADnv1rOTVtP0GeU/8ACo/Hn/RavF3/AIC+G/8A5S141+0Z8L/Gun/s9/E+/uvi54o1KC28L61LJa3Fv4fWG4RLGZjFIYdIilCOBtYxyI+CdrKcEfbNeF/tQ/8AJtHxa/7FHXv/AEgmqYSd0DR8e/ArWPjPH8Efh7Hpfxc8QabZL4d0kQWsNloDRW8QtItkSNNpMkpVFwoLu7kD5mY5J9V/tv46/wDRafEn/gD4c/8AlNXm3wI/5If8PP8AsXdJ/wDSOKvVq/FMZxRmEa04qs7Jv8z+lsDwjlkqMJSoK7S/Ix768+NGqWU+m6n8YfEF3aXSNFNDNp3hqSOSNxhldW0YhlIOCCMEVa/tv46/9Fp8Sf8AgD4c/wDlNV6iub/WvMf+fzOr/U7K/wDnxEpf238df+i0+JP/AAB8Of8Aymo/tv46/wDRafEn/gD4c/8AlNV2ij/WvMf+fzD/AFOyv/nxE5LxNZfFnxhpa6N4j+MHiS7s0urO9CfZPD8eLiwuY7u3fKaQp+SaJHxnBxhgVJB6D+2/jr/0WnxJ/wCAPhz/AOU1XaKP9a8x/wCfzF/qdlf/AD4icX4p+JvxO8E2lpe+Kvjz4g06G/uobKAyWHh0+bcznEcahdGJJbB7cAEnABNYqfFHxtq/jGHwi/xx8QTa9YPNLbpLpHh8bZIkMcxt5n0MRs6JIVcRuWVWIbAJry348/C/4ieNr+31vwpc2N1HYR2UdtY3ULFopvt8U1xcpJ50aZMcaDkFgiuqHMhqDX7PxbafFmz+JOo6XqUGj+F7XU2vpbu4tJdPe3+zYR9NgilkuEmkeNSxkRcIXU5LCvZo55ipU0/rL5mpaXW6tZWa1vt6nhYjh/BwquP1RcqcdbN6Nvmd07K2/puer658bvHvhrXYfDeufHbxTa31xPb20YOi6K0LTXTKsKCddCMWXZgB8/U4PNLpfxv8b61aw3ml/H/xFcR3N5DYQ7dM0HfLcToJYgiHRNzI8Z8wSAGPy8ybtgLDGv8ASvEfjzxh4J1PVdLk03w/o9qdZmimdC51aVPKt7d0Vic2yvLIxxt3+XtJKnHhE3wj+IPhXXY/E3wy06ewSC5lsbC0ee3uWt7WGJIIppTeu4WCYRKhWE+bHbrGIwrvMDdDPcRKPLLEyUrd1a+um2m1+pGI4dw0Jc0MLGUb/wAsr201313t027H2l/bfx1/6LT4k/8AAHw5/wDKaufvbL4s6h4j0vxZefGDxJJqujQ3VvaTfZPD48uK9MRnXaNICNv8mPlgSMcYyc9bRXh/615j/wA/mfQf6nZX/wA+IlL+2/jr/wBFp8Sf+APhz/5TUf238df+i0+JP/AHw5/8pqu0Uf615j/z+Y/9Tsr/AOfETHS8+NEV7NqUfxh8QJd3CRxSzDTvDQkeOIsY1Z/7GyVQu5UE4BZsdTVv+2/jr/0WnxJ/4A+HP/lNV2ij/WvMf+fzD/U7K/8AnxEpf238df8AotPiT/wB8Of/ACmo/tv46/8ARafEn/gD4c/+U1XaKP8AWvMf+fzD/U7K/wDnxE+cv2XB8S9R8cfG+XTviZrmi3I8Vn7XPaWuiu99L9mjHnTC502ZFfjpCsScn5emPsT+zfjJ/wBFs8U/+AXhr/5S18rfsif8jx8dv+xtP/pMlfb1cXEHF2ZUsXKnTryStH8Ypn55h8iwck26S3l+EmcV/Zvxk/6LZ4p/8AvDX/ylqraeH/itp6SRWHxk8S2ySySTOsWn+GEDSysXkchdFGWdiWY9SSSea7+ivF/12zb/AKCJHR/q/gv+fSOK/s34yf8ARbPFP/gF4a/+UtH9m/GT/otnin/wC8Nf/KWu1oo/12zb/oIkH+r+C/59I4r+zfjJ/wBFs8U/+AXhr/5S1geF/AvxH8GaHb+G/DXxj8U2enWpkaOL7L4dk2mWRpX+aTR2Y5dmPJ4zgcYr1Sij/XbNv+giQf6v4L/n0jiv7N+Mn/RbPFP/AIBeGv8A5S1Xu9C+LOoWk1hf/GbxNc21yjRSxS6f4ZeOSNxtZWVtFIZWBwQeCK72ij/XbNv+giQf6v4L/n0jiE0r4wxoscfxr8UKqgAAWPhoAAdAB/YtO/s34yf9Fs8U/wDgF4a/+UtdrRR/rtm3/QRIP9X8F/z6R4bpfjvxhrXiu88FaX8efF1xq2nu8U6Lo+h+THJGoZkNwdBEO4Bhxvzz61QkOs/GfSfFXgQfHbxJrtjYzvpOsW8Vr4eQRzABnhMiaMh3DIyUbg5GcgiuF1DwV8TG+JOoTfDG01bwbb376tJqV/qN5b3uk3U09q0VpPa2KXMsqyC4EUrZSD5EZGyWArN+Efhjxt8B9a1fSfEGn2+oWHiXVtH07TP7NjdXmKWKJc3cplnlYLGsUkkxkw7ursCd6ivoqnEeNdNunjJc3KmldXvezvZW21Sve2rPLjlWH5kpUFa7Tdn20/rvsd/D8YNSuDqiR/tD+KfM0dYnnjbSdDWR0nm+zxNAjaAGuFkmxGhhDhnIUZJArqNC8W+NPE13Z2OgfH7xNfTX+npqkQj0/wAOkfY5G2JI7f2HhN7ZCq5DNtfAOx9vhqfDzxb4i8f+LvGPiTwvrraRc6MoW01DUbJrxtTsb9b6yTSJbS4Y28KupbMrR5cREj5Wq58Gfhh8WPhd46tdNZN3hy9t45dRlRraW13LbMiQRySk35e3kEccRP7poQ0j5ndydK/EeLVOThjJcyV7c0Wnpqrpb3+/TztNPKqHMlKgrN22ffffY+jbrw/8Vr4RC++MniW4EEizR+Zp/hh9kqfddc6KcMvYjkVa/s34yf8ARbPFP/gF4a/+UtdrRXzP+u2bf9BEj1v9X8F/z6RxX9m/GT/otnin/wAAvDX/AMpaP7N+Mn/RbPFP/gF4a/8AlLXa0Uf67Zt/0ESD/V/Bf8+keV6t4F+I+uaromt6p8Y/FM974cuZLuwk+y+HV8mea3ltXbaujhWzDNIuGBA3ZA3AEb/9m/GT/otnin/wC8Nf/KWu1oo/12zb/oIkH+r+C/59I4r+zfjJ/wBFs8U/+AXhr/5S1V/4R/4rfbhqf/C5PEv2wR+T539n+GPN8onds3/2LnbnnGcZ5rv6KP8AXbNv+giQf6v4L/n0jiv7N+Mn/RbPFP8A4BeGv/lLR/Zvxk/6LZ4p/wDALw1/8pa7Wij/AF2zb/oIkH+r+C/59I4r+zfjJ/0WzxT/AOAXhr/5S18g/Buz+JbftXftEx2XxR1+xv0PhL7XfxWuhtcX+dNk8vz1l0uSBfJX5E8iKLIOZN7YavvOvjP4K/8AJ3X7SX18Hf8Aprkr2cq4vzOdLEuVeTcYJryftIL8m18z5jivKsPRw8ZUoJPm/Rn0r/Z/xk/6LZ4p/wDALw1/8paP7P8AjJ/0WzxT/wCAXhr/AOUtdnRXB/rnmn/QRI+B5UcDbaD8V7OW5mtPjJ4lgkvJPOnZNP8ADKtLIEWPe5GiZZtiKuTztUDoBVv+z/jJ/wBFs8U/+AXhr/5S12dFH+ueaf8AQRIOVHGf2f8AGT/otnin/wAAvDX/AMpaP7P+Mn/RbPFP/gF4a/8AlLXZ0Uf655p/0ESDlR5Z4c8D/EfwlZXOn+H/AIx+KbW3u7281CVfsvh1911qFw91cPl9GYjfNI7bQdq5woAAA6D+z/jJ/wBFs8U/+AXhr/5S12dFH+ueaf8AQRIOVHFnTvjGwKt8bPFJB4INj4a/+UtVrLQvixptnBp2nfGXxLa2lrGsUMMWn+GUjjjQbVRFXRAFVQAAAMAcCu9oo/1zzT/oIkHKjjP7P+Mn/RbPFP8A4BeGv/lLXmWq/FDxJofim38Gav8AHzxfa6rdXMNnEr6JovkyXFwAYo1uP7A8klsjo/HOcYNfQFeI+L/BniHxv8UNIlv4TbeGPDGnXN1azb0bz9Zvle1RhGGLD7JbmQgsoBacFSShx2YLi/MJSftsRJKz6pa9Ojvrp+PQXKjC0/xPf/Gax13wLp/x+8S61bXdnLBeQLY6BCJ7K5327vDIdETzYm+ZPNhYqD0YHFQx/FS40W7vfCw/aL8R20nh6Cfzlaw8P+Wiaeo89EmbQ9kskAI8xEdnX+IA15h4EsvHfw7/AOEO13xX4QuLE+CvDFp4Ojghntp21S+vLuyi821EEjlbeNbbzN0wjYK7ZUBWNFj8IfFWsT6T4E8Y+F5m8PeGdW8VancailzAE1S31n7cIIrZYpvtKTEXu6QyLGEeLKu2VNe1LP8AFxlJyxcuVbe9Hpfys+mi/m30YuU920Xxv4x8Qz6Xa6P8ffFNxcawl3Jbxf2Z4fWXbYSeTc+ajaEGhMUp8txKFIk+T73FdZe6D8V9Sg+y6j8ZPEt1DuR9kun+GXXfGwdGw2iEZV1DKexAI5FfL3w1+GPxg8CfEHS9Zs7aWHTPEG251VHmtbpLRJZr24mtJ5p2a7d0eaKRXtyUkuZbh3/dlFX7fry8z4pzClNKjinJPzT69bL+t+tk1FHGf2f8ZP8Aotnin/wC8Nf/AClo/s/4yf8ARbPFP/gF4a/+UtdnRXm/655p/wBBEh8qOM/s/wCMn/RbPFP/AIBeGv8A5S1z+veB/iP4mfTJNb+Mfim5bRr2PULQ/ZfDqeXdQqyo/wAmjDdgOw2tlTnkdK9Too/1zzT/AKCJByo4z+z/AIyf9Fs8U/8AgF4a/wDlLR/Z/wAZP+i2eKf/AAC8Nf8Aylrs6KP9c80/6CJByo4GTQfivNeQ6jL8ZPEr3VsrpFM2n+GTJGku0uqsdEyobau4A84Gegq3/Z/xk/6LZ4p/8AvDX/ylrs6KP9c80/6CJByo4z+z/jJ/0WzxT/4BeGv/AJS0f2f8ZP8Aotnin/wC8Nf/AClrs6KP9c80/wCgiQcqPgjQz8TIf2z/ABvBa/EzW4NVHhTSvN1VbXRTdzxfaJCsLo2mtahFJ4KQK/Ayx5z9S+Z8bf8Aotfif/wB8N//ACmr5z0b/k+Lx5/2KWlf+j3r6ur6PH8UZhD2fLWesYv5tK55OJqyjNpM53zPjb/0WvxP/wCAPhv/AOU1VYLT4v2s9zdW3xj8RwzXjK87pp3hlWldVCKzkaLliEUKCc4AA6AV1lFcH+tuZf8AP9mHt59znfM+Nv8A0WvxP/4A+G//AJTUeZ8bf+i1+J//AAB8N/8AymroqKP9bcy/5/sPbz7nO+Z8bf8Aotfif/wB8N//ACmrA0Pw18UPDc+rXOi/GLxPbya7etqF4fsnh1/NunjjhL4fRyFykSDauF4zjJJPoNFH+tuZf8/2Ht59znfM+Nv/AEWvxP8A+APhv/5TUeZ8bf8Aotfif/wB8N//ACmroqKP9bcy/wCf7D28+5ydlafF/TbZLLTvjH4jtbePJWOLTvDKIu4ljhV0UAZJJPuc1a8z42/9Fr8T/wDgD4b/APlNXRUUf625l/z/AGHt59zxbxT8XvGHgrVE0fxN8efFtlPI0KBjomiyQ7rhxHEDPHoDRAs5CgF+pArZXxp4+1PxVffDmP4+eIp9dtbNbu5s1sfDm+O2mOxWYjRcDJPTO7BBxgg1T8c+Gdd8YeOfB+nyW2PC2izSazeyl0xNe2uFsLfZneQsjtcFtu0NEgzk4rwTSfB3xK+DnjnWfif4j+yeI7E6TqEtzLY27x3t/qF1dRvb2qK87/vDtjhiOzYsaqnB5r2aHEOLnT0xMlO211q76Lby2815lqrK256nonjzVPAUI+F+j/HbxTp9r4JsktWiOl6K9vY2tjaJMqS3b6G0f7u22sS8pYjGSWPPVaP8S/HOvPpcWlfHvxPNNrL3UdtCdL0BJt1jkXAkjfQ1eHyjhWMoUBmVfvOoPlmveAdd174i3MOm+HtX0zQ/EFxcf8JQ91qFvJpGp2MunGzMcNqlxJKs7lYV3iKEqEYliCA3JeC/hr8WvCHjjSfE+j2txb22vS+ZqEU09tdmztXujLJb3U1wz3DSNGzSlrZiGuW2sTBHEBt/buJdO6xTUrX1cbXs9NF3X3WT1ej9q7fEfV17afF/U7WSx1L4x+I7u2lwHil07wzIjYORlW0Ug8jNWvM+Nv8A0WvxP/4A+G//AJTV0VFeB/rbmX/P9mft59znfM+Nv/Ra/E//AIA+G/8A5TUeZ8bf+i1+J/8AwB8N/wDymroqKP8AW3Mv+f7D28+5594l8NfFDxfp0Ok+IvjF4nu7WC9sNQRPsnh2PF1pl1Fe2smU0dT+7uIY32k7W27WBUkHf8z42/8ARa/E/wD4A+G//lNXRUUf625l/wA/2Ht59znfM+Nv/Ra/E/8A4A+G/wD5TVVuLT4v3c1tc3Xxj8RzTWTmWB307wyzRSMjRlkJ0XKsUdlJGDtYjoTXWUUf625l/wA/2Ht59znfM+Nv/Ra/E/8A4A+G/wD5TUeZ8bf+i1+J/wDwB8N//Kauioo/1tzL/n+w9vPuc75nxt/6LX4n/wDAHw3/APKavgL4weKP2hvDn7Ynh7/hX/jvV9a8Z6l4Pazt72ay0d7n7PJqJZrcRpYR2ojBTzDI8W9fmJkCDA/R+vmvQP8AlIBp3/ZObn/06pXZhOLcwUas5VW+WEmvVHTg6E8TUVDncebS63XofTfhjwl+0Aug2X/CZfHPxDLrRjBujYaf4djthIedsYl0d3IUfLuJ+bG7audo3v8AhFPi1/0W/wAWf+Afhn/5SV6XRXwEuPs5bv8AWZfgfqtPJcNGKjyXt3Pnnxh4g8TeA7mxsfE3x+8XQ3mpiRre2g0vQLu4kSLb5kghttAkkEabl3yFdi7huIyKqWvjDVb3xs/w7tf2ifFEmvo8kPkCw8O7GmijE0kKzHQvJaZIzveJXLqvzMoAJrz39oH4c/FPVfiHJ4y+HFtqs97d+GZNJ0650vUobBNO1RLlpoZ71JpY/OtTvBdVWbPl4MTEqRiL4T8feEb+D/hJ9BkTRPBXi7X/ABxca6k1u0F3aXVtfyR28ECStdfaN955bK8SoEjOHbcor6ehxNjpUIz+uy5mnpzR36aWvvZW3e60RySwNJTa9krejPXrnUdY8JeIbD4dp8dvFVtql0EeKxs9I8PSiJLmRlSSb7PoDJbpJIGAeUorMGwSQap6P49vfEFnb32jftFeKbqK7v4NMgC6b4f3zXVzGJoRGh0EO6PCfOWVQYzEDLu8tSw8tv8AwR8Yr/4rz/EDw1pWs6RL4tn8L34nXUreKw061tVjXVLLUrNpg80nkrIseyGUb5Mq8e1mrm7j4G/FHwV4kj8XfCDSrnTI7a7m07TbF7m2vGtbO3hjtobiZtQkkCW84hVClufPitUjWILJJcA7U+I8Y4pSx7Uml9qNr2u09HbXRb7PyvLwVO+lJW9HsflJ8YItRh+OvxRhv9Rl1S6j8S3qy3dykSzXDqEDSyC3SGIM55IjjRcn5VAwBwmJv7y/98n/ABr0j41/8nA/Fj/sadQ/9krzuv6LyirKeEozm7txi39yPisTFKpJLuz/1/pX4g3nwA+CXw88FeL/AIoav4ug/wCEq+yW6Jp3inX0RJJbfzpZRbw6jFFDbQqCWEahY1ICqBgV0euQ/s9+G9W+IOja5q/jWzn+G2lQa1qJfxf4jCzWNxFJKslqf7UzLgxtGRhcSYXnINc18Qf2YfFP7QjeFb7UvFi+HvCmneCP7KtYrWOG5upLvVY1S9aVLqB444zAkSK8TCUHdtZO/OeMf2Qviz4+svhW2v6/pMd9YaLaeGfHhSad11XR7G9tryNbZjCpaV2gYOZFQfvWAOM58xtX3NjS0bxV8Cte1nVtJ03Svii8WgW6XGp3n/CSeIvsllvsV1ARzyDVyVkETBSMH5+M45qx8OPFn7NfxHtNVuoLz4g+H/7I0OPxK6av4o8S2pm0WVWZb2EjVHR4iFPIbOe3Wp7r9mH4hx/Gz4mePrPT/Dd5YeOhcLaahPqeoQ6jYJPpQsSn2SO2a2cGQZJaQkISRyAK8r0v9hT4neFvB2p+APCOuaRa6b458L+HdF8RXc11dT3trc6fMi6l/ZzywOWtri3MmyJ2jQOQAiL90uu4HpuieMf2XNc+C6/HODW/HMOiPenTEtH8VeJ21OTUfN8lLNLWLUnZp5GIKICflIYkDJFPU/FXwY0TTNOuta8M/FzT9R1fU00mz0ufXfEsd9cTvA9wrRIdX8uSPZG2SshIIwQDWfJ+xp8VdFm8RL4Z8bWOpLH4k0TxroM2pxLDnXNOjeG6ivbext4YVt54igDwjeCoJXPJ4rU/2Mvjbr1p9s1dfDdyF8WQa7HoNzr2sTWEVpHp8lpJEl69u9yrSTP5uAoAHG7gLT93uB9I6x4e+DXhtfAZ8Sv4+0hviFex6dZJdeLPEaNbXk0LzRwXY/tU+U7hGVQN3zDHvXnfjXxn+zJ4D8GeKfHmtal48k0rwnr8nhqcweLPEcklxqMCB5ltlOqjzEiG7exK48t+u3n3P4s/BzxN8SP2e9P8B6WdN0DxnoI0u+0l47ieewsdT0mSOWDZO8YnaLCGPe0e8qxOM14R/wAMa+OdX8M/DHwTq/jCDStP8K2usajrd3YpHdXN/wCItays7rFe20kDQBJ7lVkdRIA64RSAViLXVgeq2HhX4Gap4/0j4dabrHjK51DXdBfxHaTJ4x8SG2fT1lih3b/7TzuZplIG3BXJz2q+PAXwaPxUk+D39peMxr0WiprzMfGPiT7P9je5a1Hz/wBp53+Yp+XbjHOe1eL/AA1/Z4/aS+FfiL4fa/pt94X8QSeDvDd74SmN9fXsDSac+opcWksfl2cn72O2ijjZCQu4HDEc17R45+F/xal/aRt/i94FGg3eg33hiDw1qUGpXl1bXccYv5LqWa3EFtMjN5bgIHdctnOBzQ/UZ4p4d8ffsx+JfEOk6Va3fxEtdH8RXk2n6T4guvEniiHRdRu4N+6K3ujqfzFvLfYWRVcqQpJ4qpYfET9nG/8AAV18TEt/idF4fM9pbaZcS+IvEqjWpb6dreFdP/4muHZpEOVkMbKMFgARV7wf+zD8dbLQ/ht8KPFOreG28EfCjWE1nT762a6bUtRksfONhFcW7RpDCqtL+/KSuWAAXGSa5vQv2Rvibpun+O4Lnwz4KOg+Llskk8GpqWptoTzQu73F/DI0AexuGJTylhiKqByQcEVddxH1R4N+Dnw+8Y+G7LxHt8eaIbwPmz1TxZ4ltryExu0ZWWL+02xkrlSGIZSGUkEGum/4Z2+H3/QT8Wf+Fp4l/wDljSfs3/DvxZ8Jfg5oPgLx1ri67q+m+fvmWaWeOKOWZ5IreOWfEskcEbLGrOASF6AYA9z8xP7w/OsZSd9GOx4b/wAM7fD7/oJ+LP8AwtPEv/yxrxr9oz4D+B9H/Z7+J+rWmo+J3nsvC+tTxrceLfEFzCXjsZmUSQzX7xSoSPmSRWRhkMCCRX2v5if3h+deF/tQOh/Zo+LQDD/kUde7/wDThNThJ3WoNHD/ALOH7JnwU8R/s8/C7xDqtvrxvdU8LaJdTmHxVr9vEZZ7GF32Qw36RRruJwiKqKOFAAAr2f8A4Yy+Av8Az7eIv/Cv8Sf/ACxrqf2VHT/hl74PfMP+RO8P9/8AqHQV755if3h+ddzwNF6uC+5GyzDEJWVSX3s+Wv8AhjL4C/8APt4i/wDCv8Sf/LGj/hjL4C/8+3iL/wAK/wASf/LGvqXzE/vD86PMT+8Pzo+o0P8An2vuQ/7RxP8Az8l97Plr/hjL4C/8+3iL/wAK/wASf/LGj/hjL4C/8+3iL/wr/En/AMsa+pfMT+8Pzo8xP7w/Oj6jQ/59r7kH9o4n/n5L72fLX/DGXwF/59vEX/hX+JP/AJY0f8MZfAX/AJ9vEX/hX+JP/ljX1L5if3h+dHmJ/eH50fUaH/Ptfcg/tHE/8/Jfez5Qvv2PfgHYWVxfPZeJplto3kKQ+LPEskjBAThEXUSzMcYCgZJ4FeYfDP4Jfs1/E2+1/RbfQPGvh/WfDMlul9p+reKPEMFxGl3F5tvKPK1WWNkkTOMPkEEMFIxX3dq02oppd4+hrBLqSwyG1S5do4GnCnyxK6K7KhbG4qrEDJAJ4r5C+E2h/HX4YWrSeNfDWj6z4u8b+ILOXWdX03Vrm9SWJo3+1TypNp9mLO3tLaBIbOBWmDMVVm3lpJD6jQ/59r7kH9o4n/n5L72eKaF4R/ZU8UXMtp4c8L+P9QkuLO51HSNniXX0GuWdncxWtxPpzSawgdY3mjYiUxM0bB0DKQa774U/Az9nD4tWOuXemeH/ABposnh7U5dJu4NT8V6/HKt1DHHK4Uw6tMjKolCkhuHDKcFSK3fhV8Dfi54FbwrFqcuhTRfCrwzq2geGmiu7lm1OS9e2+zz6grWy/ZVjitI0dImuCzO7hsKqn6K+C3w+Hwr+GeieDLu8XUdTt43uNTvR1vNTvJGuL65OQD++uJJHGeQCB2o+o0P+fa+5B/aOJ/5+S+9nlv8Awxl8Bf8An28Rf+Ff4k/+WNH/AAxl8Bf+fbxF/wCFf4k/+WNfUvmJ/eH50eYn94fnR9Rof8+19yD+0cT/AM/Jfez5a/4Yy+Av/Pt4i/8ACv8AEn/yxo/4Yy+Av/Pt4i/8K/xJ/wDLGvqXzE/vD86PMT+8Pzo+o0P+fa+5B/aOJ/5+S+9ny1/wxl8Bf+fbxF/4V/iT/wCWNH/DGXwF/wCfbxF/4V/iT/5Y19S+Yn94fnR5if3h+dH1Gh/z7X3IP7RxP/PyX3s+Wv8AhjL4C/8APt4i/wDCv8Sf/LGj/hjL4C/8+3iL/wAK/wASf/LGvqXzE/vD86PMT+8Pzo+o0P8An2vuQf2jif8An5L72fkr+yt+zt8MfEvxM/aD0fUl1qO18PeM2tLQWniPWrJ/KFpF/rpLa9ie4fj/AFkzO/X5uTX2n/wyL8F/73if/wALPxL/APLKvG/2N3QfGD9p3LDnx43f/p0jr778xP7w/Opll2Hbu6a+5GSxdb+d/ez5o/4ZF+C/97xP/wCFn4l/+WVH/DIvwX/veJ//AAs/Ev8A8sq+l/MT+8Pzo8xP7w/Ol/ZmG/59x+5B9brfzv72fNH/AAyL8F/73if/AMLPxL/8sqP+GRfgv/e8T/8AhZ+Jf/llX0v5if3h+dHmJ/eH50f2Zhv+fcfuQfW6387+9nzR/wAMi/Bf+94n/wDCz8S//LKj/hkX4L/3vE//AIWfiX/5ZV9L+Yn94fnR5if3h+dH9mYb/n3H7kH1ut/O/vZ80f8ADIvwX/veJ/8Aws/Ev/yyo/4ZF+C/97xP/wCFn4l/+WVfS/mJ/eH50eYn94fnR/ZmG/59x+5B9brfzv72fNH/AAyL8F/73if/AMLPxL/8sqP+GRfgv/e8T/8AhZ+Jf/llX0v5if3h+dHmJ/eH50f2Zhv+fcfuQfW6387+9nxd8SPgN+z38LfBmpeOPEUXjS5sdMjMjxWHinxVeXL4GcJFFqJPQZLNhFGWdlUEieT9nr4FnwLD4+06x8a6na3VnDewWlp4t8Sy3kq3Cq0aJGNUxvO4ZywVeSWCgmvf/jDpXizxJ8M/EfhnwNbWF3q+tWNxYxrqN5LZWyLdRtE0jSw210+UDbgoj+YjBZc5rx3TLn9o3SPA8Hw18NaBoNj4j0XwpFHDqVzf3U+jjVRL9mtkWX7HFLKot4nnmAgGx2jjyyt5lH9mYb/n3H7kH1ut/O/vZ4FH4c/Z6uvBt14z03wj8Sr2HSLu/sdXtU8V62lzpNxpoVp1uxLriRgbWDK8Ukilec17X4J/Zw+BHjzwbofjfS4fF9rZeILG3v4Irvxf4liuEiuo1lRZY/7TO1wrDcuTg8Vl6f8AAv4hX/wDX4Maxb6Vora5q6N4kuoNYuNVn1TTLmYXOqzvcPp9iTd37eZC0flCNInJRwFWMfaEYghjWKLaiIAqquAABwAAOgFH9mYb/n3H7kH1ut/O/vZ81/8ADIvwX/veJ/8Aws/Ev/yyo/4ZF+C/97xP/wCFn4l/+WVfS/mJ/eH50eYn94fnR/ZmG/59x+5B9brfzv72fNH/AAyL8F/73if/AMLPxL/8sqP+GRfgv/e8T/8AhZ+Jf/llX0v5if3h+dHmJ/eH50f2Zhv+fcfuQfW6387+9nzR/wAMi/Bf+94n/wDCz8S//LKj/hkX4L/3vE//AIWfiX/5ZV9L+Yn94fnR5if3h+dH9mYb/n3H7kH1ut/O/vZ80f8ADIvwX/veJ/8Aws/Ev/yyo/4ZF+C/97xP/wCFn4l/+WVfS/mJ/eH50eYn94fnR/ZmG/59x+5B9brfzv72fNH/AAyL8F/73if/AMLPxL/8sqP+GRfgv/e8T/8AhZ+Jf/llX0v5if3h+dHmJ/eH50f2Zhv+fcfuQfW6387+9nzR/wAMi/Bf+94n/wDCz8S//LKvin4G/s5/DHWf2xP2m/Cl8dd/s/w8fBn2TyvE2uQXH+l6VJJL59zFfLPcfMPk895PLHyx7VJFfrb5if3h+dfAn7PLp/w3P+1sdw5PgPv/ANQeWnHL8OrpU1r5IidepJWlJs9k/wCGRfgv6+J//Cy8S/8Ayyo/4ZF+C/r4n/8ACy8S/wDyyr6X8xP7w/OjzE/vD86X9m4f/n3H7kZanzR/wyL8F/XxP/4WXiX/AOWVH/DIvwX9fE//AIWXiX/5ZV9L+Yn94fnR5if3h+dH9m4f/n3H7kGp80f8Mi/Bf18T/wDhZeJf/llR/wAMi/Bf18T/APhZeJf/AJZV9L+Yn94fnR5if3h+dH9m4f8A59x+5BqfNH/DIvwX9fE//hZeJf8A5ZUf8Mi/Bf18T/8AhZeJf/llX0v5if3h+dHmJ/eH50f2bh/+fcfuQanzR/wyL8F/XxP/AOFl4l/+WVH/AAyL8F/XxP8A+Fl4l/8AllX0v5if3h+dHmJ/eH50f2bh/wDn3H7kGp80f8Mi/Bf18T/+Fl4l/wDllXFfEH4Bfs8/DTwtceLfER8WyW0Mtvbxw23i7xNNcXN1eTJbW1vDGNT+aSaaRI0GQMtyQMkfZnmJ/eH51478cvAuufELwTb2HhO4tYdd0bV9I1uxF67payz6TfQ3ghneNJHRJREYy6oxTduCtjaT+zcP/wA+4/cg1PmPSvh5+y9ffDvxN8StU/4TLQrDwW17HrdtfeLPEq3lhLYRiWaOSOLVJFdvLZXTymcOrqVJyK5+x8HfAPUtN1d7LwX8Tptd0O6t7a70JfEuvnUo1u4DcwTkf215AheNWw5mGHBjIEmEr1LRvA3xEtl8YeD/ABZ4U0nX0+Kra7rWuwm9nXSLVms7PTbDTBeG2EsnnxQgyyi3BQLI4T7gfgLb9nr47eGfCHjSf4f3Wm6Z4l+IF7pttew3fibVr9rHQbCB43S11m9tLu5N5KZHCu1sI4Vf5FLRhmP7Nw//AD7j9yDU9E+H/wCz9+zr8TfBOh/EHwnP4qn0fxBaRXtq8ni/xPG/lTKGAdG1LKsOjA9CDXYf8Mi/Bf18T/8AhZeJf/llXsHw20V/C3gHQfDM2j2Hhz+yLSK0j07TbuS9s7WKAeXFHDcSwW0kihFXloUOcjnqe38xP7w/Oj+zcP8A8+4/cg1Pmj/hkX4L+vif/wALLxL/APLKj/hkX4L+vif/AMLLxL/8sq+l/MT+8Pzo8xP7w/Oj+zcP/wA+4/cg1Pmj/hkX4L+vif8A8LLxL/8ALKj/AIZF+C/r4n/8LLxL/wDLKvpfzE/vD86PMT+8Pzo/s3D/APPuP3INT5o/4ZF+C/r4n/8ACy8S/wDyyo/4ZF+C/r4n/wDCy8S//LKvpfzE/vD86PMT+8Pzo/s3D/8APuP3INT5o/4ZF+C/r4n/APCy8S//ACyo/wCGRfgv6+J//Cy8S/8Ayyr6X8xP7w/OjzE/vD86P7Nw/wDz7j9yDU+aP+GRfgv6+J//AAsvEv8A8sqP+GRfgv6+J/8AwsvEv/yyr6X8xP7w/OjzE/vD86P7Nw//AD7j9yDU/Jbwn+zt8MNQ/bu+IPgO6XWm0nT/AAdo93CV8R60l35slzIG33i3oupEweI3lZBxhRgY+zP+GPPgf/c8S/8AhY+Jf/llXkPgZ0/4eP8AxOO4Y/4QXRO//T09fffmJ/eH51TwFB7019yJ5fI+Yv8Ahjz4H/3PEv8A4WPiX/5ZUf8ADHnwP/ueJf8AwsfEv/yyr6d8xP7w/OjzE/vD86P7Pof8+19yDkXY+Yv+GPPgf/c8S/8AhY+Jf/llR/wx58D/AO54l/8ACx8S/wDyyr6d8xP7w/OjzE/vD86P7Pof8+19yDkXY+Yv+GPPgf8A3PEv/hY+Jf8A5ZUf8MefA/8AueJf/Cx8S/8Ayyr6d8xP7w/OjzE/vD86P7Pof8+19yDkXY+Yv+GPPgf/AHPEv/hY+Jf/AJZUf8MefA/+54l/8LHxL/8ALKvp3zE/vD86PMT+8Pzo/s+h/wA+19yDkXY+Yv8Ahjz4H/3PEv8A4WPiX/5ZUf8ADHnwP/ueJf8AwsfEv/yyr6d8xP7w/OjzE/vD86P7Pof8+19yDkXY+OfG/wCzf+zh8PPCOreN/FMnia30rRbd7m4dPF3iaR9iDO1EXUSzuxwqqoJZiABk1w/hL4UfszeJ9H8UapfWHjTw3P4KydYstU8VeI47q0j+zrdrIVh1WVHR4W3KUduhU4dWUfVHxw8B3vxS+FPiLwLo97FY6jqUCm0mnBaFLmCRZ4fNC/N5ZkjUPjnbnHNeCL4W+O1lrfifUFstM07xR8VGe3muLKeW/wBO8PWWm6RLDa3DTT29ubmd750PlGFQY2YciNmJ/Z9D/n2vuQci7Hkvhbw5+yZ4j8NeJ/FF7Y+N/D9v4U06z1e6i1HxV4hWaSw1GOSSzmhWDVpg/wBoETiOPIl3AKUBZQfWPhx+zz+zt8UPAmh/ELw7B4sh03xBax3dul14u8SRzqkgyBIg1NgrDoRk/WvLfhX+xd4p8Padc6Rc6pa/DzSI7vQdSh03Qb1tdhudU0aOZHvbh9Vs48LKzW0iW6oUje2Rw24kV9c/s6/DvxF8I/gx4X+Hfi/V49Z1XRLUQyzxBRFwSQkZEcRKKDgFkDHvR/Z9D/n2vuQci7HHf8MefA/+54l/8LHxL/8ALKj/AIY8+B/9zxL/AOFj4l/+WVfTvmJ/eH50eYn94fnR/Z9D/n2vuQci7HzF/wAMefA/+54l/wDCx8S//LKj/hjz4H/3PEv/AIWPiX/5ZV9O+Yn94fnR5if3h+dH9n0P+fa+5ByLsfMX/DHnwP8A7niX/wALHxL/APLKj/hjz4H/ANzxL/4WPiX/AOWVfTvmJ/eH50eYn94fnR/Z9D/n2vuQci7HzF/wx58D/wC54l/8LHxL/wDLKj/hjz4H/wBzxL/4WPiX/wCWVfTvmJ/eH50eYn94fnR/Z9D/AJ9r7kHIux8xf8MefA/+54l/8LHxL/8ALKj/AIY8+B/9zxL/AOFj4l/+WVfTvmJ/eH50eYn94fnR/Z9D/n2vuQci7HzF/wAMefA/+54l/wDCx8S//LKvy3/aS/Z71y0/bZ8K/DT9n251zT7/AFbwWbiS5PiDVpZoUOpskskt7Pcy3EduqopaMPsLY2o0jAN+8vmJ/eH518Cam6f8POtEORj/AIVTdf8Ap6WscRlVCpTlT5Ur6XSSZlXoucHFNxv1WjXoz0jwh+x38P8ARPDWn6X4n8R+LvEerQRgXOoS+LvENsZ5Scswhg1BI0UE4RQCQoG5mbLHpP8AhlH4Rf8APx4q/wDC18Tf/LOvo/zE/vD86PMT+8Pzohk+ESSVKP3I64VakUkpP72fOH/DKPwi/wCfjxV/4Wvib/5Z15d45+Fn7PXw/wDEvhXwrrf/AAnM174vvUsLR7bxV4qlt4pJM7TcXH9pCKIEjCqW3tyVUhWK/cHmJ/eH5186fHzwp8VPGF14KPw403Q76Hw5rdrrdw2ratc6ezNaB1WGNYNPvQQ4kJLll24xtbORX9k4X/n1H/wFFfWKn8z+88h+Lnwv+B/wc0JvEutaR8Q9Y022guby9n0rxX4kuEsbSzUPNPcF9WjAVVOQq7pGAYqjbWxzuveEfgT4d8W+H/DN74e+I8lp4pv7TTtN1aLxdrzafczXkJnQqf7bE+1Y1dnJh+UI5xgZru/iro3x/wDjb4TtNA0/w7o1n4Xu9X1KLWtL1TVrrSrvVNGtJvLsovNhsL4xRXu0yXKFFcwlYwV8xwvrp+H/AIj8QfGHw38QvFRsbfR/CWiSRadp9rM8xj1nUT5d5OWaGEFIbZFht3wGZZpiyJwCf2Thf+fUf/AUH1ip/M/vP5h/jfoln4e/aC+K+g6W84tNO8T31vF588l1MUjCKpknuGkllfA5eR2ZjyxJJNecbG/56N+n+FevftEkH9pr4ykf9DbqX80ryWu6MUlZbGLd9T//0Ot1b9iT9m3XdVvdb1Xwu897qE0lxPJ9uu13yysXdsLKAMsScAADtWf/AMMIfsvf9Ck//gwvf/j1fX9FAHyB/wAMIfsvf9Ck/wD4ML3/AOPUf8MIfsvf9Ck//gwvf/j1fX9FAHx437Bv7ME09var4Wli89ypdb+73ABWbjdKR/DjkHit+P8A4JzfsuOMnRL3/wAD5v8AGvqSL/kI2P8A11b/ANFPXosP3fxoA+Gf+Hcn7Lf/AEBb3/wPm/xo/wCHcn7Lf/QFvf8AwPm/xr7r7UUAfCn/AA7k/Zb/AOgLe/8AgfN/jR/w7k/Zb/6At7/4Hzf41910UAfCn/DuP9lv/oC33/gfN/jR/wAO4/2W/wDoC33/AIHzf4192etHrQB8Fz/8E6f2XYgSuiXp47383+NfGP8Awzn8E/8AoV4//Aq8/wDj9ftrd/dP0/rX5a104eKd7mVVnM/B/wDZH+AHjn4gS+Htb8MkWcelXF2FivLpWMsdxbxqSTKTjbI3FfUJ/wCCdf7KZ/5lm5/8GN1/8cqh+zb/AMlcuf8AsA3f/pXZ194ms6ySloVTeh8Oj/gnX+ymOP8AhGbn/wAGF1/8co/4d1/sp/8AQs3P/gwuv/jlfcNFZFnw9/w7r/ZT/wChZuf/AAYXX/xyj/h3X+yn/wBCzc/+DC6/+OV9w0UAfD4/4J1/sp5/5Fm5/wDBhdf/ABysLXP+CfP7LljcaPHb+G7gLeXywSZ1C6OYzBM+P9Zx8yLzX3+vWuW8T/8AH34d/wCwon/pLc0AfIx/4J1/sp/9Czc/+DC6/wDjlJ/w7r/ZT/6Fm5/8GF1/8cr7iNJQB8Pf8O6/2U/+hZuf/Bhdf/HKP+Hdf7Kf/Qs3P/gwuv8A45X3DRQB8Pf8O6/2U/8AoWbn/wAGF1/8crn/ABf/AME+/wBl3SPC2q6pY+G7hLi1tpJIyb+5IDKMg4MmDX6A1yXxD/5EbXf+vOb/ANBNAGQf+CX37D2T/wAW6I/7i+q//JdJ/wAOvv2H/wDonbf+DfVP/kuvv49aSgD4C/4dffsP/wDRO2/8G+qf/JdH/Dr79h//AKJ23/g31T/5Lr79ooA+Av8Ah19+w/8A9E7b/wAG+qf/ACXSj/gl9+w//wBE6J/7i+q//JdfflFAH5AePf8AgnX+yTp/xGk0LSvB8tlYR6Ta3IiTUr58zSz3KMxaSZ25WNRjOOOmSc43/Duv9lP/AKFm5/8ABhdf/HK+9/iN/wAldn/7AVj/AOlV5WV/9agD4dH/AATq/ZS6/wDCM3PP/URuv/jlfEeq/s0/BHT/ABH4g0qLwyrw6dquoWkRa7u93lW9y8aAkTDJCqOe9ft+K/LTxJ/yOvi//sPat/6WS1vh4pvUzqvQ8A/4Zz+Cf/Qrx/8AgVef/H6P+Gc/gn/0K8f/AIFXn/x+va6K6/Zx7GPMzxT/AIZz+Cf/AEK8f/gVef8Ax+j/AIZz+Cf/AEK8f/gVef8Ax+va6KPZx7BzM8U/4Zz+Cf8A0K8f/gVef/H6P+Gc/gn/ANCvH/4FXn/x+va6KPZx7BzM8U/4Zz+Cf/Qrx/8AgVef/H6P+Gc/gn/0K8f/AIFXn/x+va6KPZx7BzM8U/4Zz+Cf/Qrx/wDgVef/AB+j/hnP4J/9CvH/AOBV5/8AH69roo9nHsHMzxT/AIZz+Cf/AEK8f/gVef8Ax+j/AIZz+Cf/AEK8f/gVef8Ax+va6KPZx7BzM8U/4Zz+Cf8A0K8f/gVef/H6P+Gc/gn/ANCvH/4FXn/x+va6KPZx7BzM8U/4Zz+Cf/Qrx/8AgVef/H6P+Gc/gn/0K8f/AIFXn/x+va6KPZx7BzM8U/4Zz+Cf/Qrx/wDgVef/AB+j/hnP4J/9CvH/AOBV5/8AH69roo9nHsHMzxT/AIZz+Cf/AEK8f/gVef8Ax+j/AIZz+Cf/AEK8f/gVef8Ax+va6KPZx7BzM8U/4Zz+Cf8A0K8f/gVef/H6P+Gc/gn/ANCvH/4FXn/x+va6KPZx7BzM8U/4Zz+Cf/Qrx/8AgVef/H6P+Gc/gn/0K8f/AIFXn/x+va6KPZx7BzM8U/4Zz+Cf/Qrx/wDgVef/AB+k/wCGcvglkn/hF05/6e7z/wCP17ZRR7OPYOZnin/DOfwT/wChXj/8Crz/AOP0f8M5/BP/AKFeP/wKvP8A4/XtdFHs49g5meKf8M5/BP8A6FeP/wACrz/4/R/wzn8E/wDoV4//AAKvP/j9e10Uezj2DmZ4p/wzn8E/+hXj/wDAq8/+P0f8M5/BP/oV4/8AwKvP/j9e10Uezj2DmZ4p/wAM5/BP/oV4/wDwKvP/AI/R/wAM5/BP/oV4/wDwKvP/AI/XtdFHs49g5meKf8M5/BP/AKFeP/wKvP8A4/R/wzn8E/8AoV4//Aq8/wDj9e10Uezj2DmZ4p/wzn8E/wDoV4//AAKvP/j9H/DOfwT/AOhXj/8AAq8/+P17XRR7OPYOZnin/DOfwT/6FeP/AMCrz/4/R/wzn8E/+hXj/wDAq8/+P17XRR7OPYOZnin/AAzn8E/+hXj/APAq8/8Aj9H/AAzn8E/+hXj/APAq8/8Aj9e10Uezj2DmZ4p/wzn8E/8AoV4//Aq8/wDj9H/DOfwT/wChXj/8Crz/AOP17XRR7OPYOZnin/DOfwT/AOhXj/8AAq8/+P0f8M5/BP8A6FeP/wACrz/4/XtdFHs49g5meKf8M5/BP/oV4/8AwKvP/j9H/DOfwT/6FeP/AMCrz/4/XtdFHs49g5meKf8ADOfwT/6FeP8A8Crz/wCP0f8ADOfwT/6FeP8A8Crz/wCP17XRR7OPYOZnin/DOfwT/wChXj/8Crz/AOP0f8M5/BP/AKFeP/wKvP8A4/XtdFHs49g5meJ/8M5fBLOf+EXT/wAC7z/4/S/8M5/BP/oV4/8AwKvP/j9e10Uezj2DmZ4p/wAM5/BP/oV4/wDwKvP/AI/R/wAM5/BP/oV4/wDwKvP/AI/XtdFHs49g5meKf8M5/BP/AKFeP/wKvP8A4/R/wzn8E/8AoV4//Aq8/wDj9e10Uezj2DmZ4p/wzn8E/wDoV4//AAKvP/j9H/DOfwT/AOhXj/8AAq8/+P17XRR7OPYOZnin/DOfwT/6FeP/AMCrz/4/R/wzn8E/+hXj/wDAq8/+P17XRR7OPYOZnin/AAzn8E/+hXj/APAq8/8Aj9H/AAzn8E/+hXj/APAq8/8Aj9e10Uezj2DmZ4p/wzn8E/8AoV4//Aq8/wDj9H/DOfwT/wChXj/8Crz/AOP17XRR7OPYOZnin/DOfwT/AOhXj/8AAq8/+P17J8PP2MP2efFvhrVtZ1Hw7JHNYSBUEV7cqpBXPzBpGP5EVPX1D8FP+RE8Sf8AXZf/AECsq0Eo6IqEnctf8Ouf2S/+gRqf/gxk/wAKP+HXP7Jf/QI1P/wYyf4V+iNFcR0H53f8Ouf2S/8AoEan/wCDGT/Cj/h1z+yX/wBAjU//AAYyf4V+iNFAH53f8Ouf2S/+gRqf/gxk/wAKP+HXP7Jf/QI1P/wYyf4V+iNFAH53f8Ouf2S/+gRqf/gxk/wo/wCHXP7Jf/QI1P8A8GMn+FfojRQB+d3/AA65/ZL/AOgRqf8A4MZP8KP+HXP7Jf8A0CNT/wDBjJ/hX6I0UAfnd/w65/ZL/wCgRqf/AIMZP8KT/h1x+yVnP9k6n/4MZP8ACv0SooA/O7/h1z+yX/0CNT/8GMn+FH/Drn9kv/oEan/4MZP8K/RGigD87v8Ah1z+yX/0CNT/APBjJ/hR/wAOuf2S/wDoEan/AODGT/Cv0RooA/O7/h1z+yX/ANAjU/8AwYyf4Uf8Ouf2S/8AoEan/wCDGT/Cv0RooA/P+y/4Jo/swadE0Nhaaxbxs24qmqTKNxAGcD6Crf8Aw7g/Zt/5563/AODWavvWigD/2Q=="
        }
      }
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "**Key findings:**\n\n1. Performance of images generated by encoders is higher than the raw image.\n2. Performance increases with the number of encoders used in the image (an encoder per image channel). Rich-content images perform better than simpler images.\n3. None of the raw time series techniques perform well.\n4. RecurrencePlots (RP) and Markov Transition Field (MTF) tend to perform better than Gramian Angular Field techniques (GASF/ GADF) in this dataset.\n5. The 3 main techniques seem to complement each other. Best absolute performance is achieved when one encoder from each type (RP, MTF, GAF) is used.\n6. Some of images generated by 3 encoders have a performance close to state of the art (actually in some of the runs, they reached state of the art. The numbers shown represent averages of 3 runs).\n7. Overall Resnet50 delivers the best result. However, that is only true when images are very large (570x570, which correspond to the time series length). This result is very consistent across all encoders.\n8. With smaller size images both Resnet18 and Resnet34 perform even better than Resnet50.\n9. Fastai general transfer learning can be successfully applied to images not present in the the initial training set (Imagenet).\n\n**Conclusion:**\n\nThese results indicate that encoding time series as images may be a useful classification technique.\n\n**Next steps:**\n1. Apply these findings to other time series datasets.\n2. Modify the technique so that it can be applied to multivariate time series.\n3. Explore other state of the art multivariate time series techniques, and see how they can be implemented with fastai."
    },
    {
      "metadata": {
        "heading_collapsed": true
      },
      "cell_type": "markdown",
      "source": "## Import libraries"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:15.866873Z",
          "start_time": "2018-11-19T21:31:15.663830Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "%reload_ext autoreload\n%autoreload 2\n%matplotlib inline",
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:15.878793Z",
          "start_time": "2018-11-19T21:31:15.869259Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "import warnings\nwarnings.filterwarnings(\"ignore\")",
      "execution_count": 4,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:17.436634Z",
          "start_time": "2018-11-19T21:31:16.065393Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "from fastai import *\nfrom fastai.vision import *",
      "execution_count": 5,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:17.459057Z",
          "start_time": "2018-11-19T21:31:17.439251Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "import fastai\nfastai.__version__",
      "execution_count": 6,
      "outputs": [
        {
          "data": {
            "text/plain": "'1.0.27'"
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "To run this notebook, you'll need to install pyts. pyts is an excellent Python package for time series transformation and classification.\nThe pyts package has some dependencies. In my case, I had to also install future and scikit-learn.\nso before importing the next cell I needed to install:\n\n- pip install pyts\n- pip install future\n- pip install -U scikit-learn"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:17.543325Z",
          "start_time": "2018-11-19T21:31:17.460692Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "from pyts.image import GASF, GADF, MTF, RecurrencePlots\nfrom pyts.preprocessing import StandardScaler",
      "execution_count": 7,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-17T18:13:33.740059Z",
          "start_time": "2018-11-17T18:13:33.713588Z"
        },
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "You will also need to install tslearn, which in my case has another dependency (Cython). I needed to install:\n- pip install Cython\n- pip install tslearn"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:17.569388Z",
          "start_time": "2018-11-19T21:31:17.546285Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "from tslearn.datasets import extract_from_zip_url",
      "execution_count": 8,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:17.780493Z",
          "start_time": "2018-11-19T21:31:17.744104Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "path = !pwd\nPATH = Path(path[0])",
      "execution_count": 9,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:18.086061Z",
          "start_time": "2018-11-19T21:31:18.042817Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.plot([0, 1])\nplt.close()\nDPI = plt.gcf().get_dpi()\nprint('DPI:', DPI)",
      "execution_count": 10,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "DPI: 72.0\n"
        },
        {
          "data": {
            "text/plain": "<Figure size 432x288 with 0 Axes>"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "metadata": {
        "heading_collapsed": true
      },
      "cell_type": "markdown",
      "source": "## Time series functions"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:19.220556Z",
          "start_time": "2018-11-19T21:31:19.192992Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "def noised_ts(ots, noise_mult=.01, noise_type='add'):\n    # noise_type = 'add', 'mult'\n    if noise_type not in [None, 'add', 'mult']:\n        raise AttributeError ('Incorrect noise_type')\n    if noise_mult == 0 or not noise_type:\n        return ots\n    print('noise_ts activated:', noise_mult)\n    if ots.ndim == 1: \n        ts = np.array([ots])\n    else:\n        ts = copy(ots)\n    ns_ts = copy(ts)\n    for i in range(len(ts)):\n        diff = pd.Series(ts[i]).diff()\n        if noise_type == 'add':\n            noise = np.random.normal(0, np.std(diff) * noise_mult, len(diff))\n            ns_ts[i] = ts[i] + noise\n        elif noise_type == 'mult':\n            noise = np.random.normal(1, np.std(diff) * noise_mult, len(diff))\n            ns_ts[i] = ts[i] * noise\n    if ots.ndim == 1: \n        return ns_ts[0]\n    else:\n        return ns_ts",
      "execution_count": 11,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:19.328960Z",
          "start_time": "2018-11-19T21:31:19.305137Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "def encode_img(uvts, encoder=None, img_size=None):\n    from pyts.approximation import PAA\n    # uvts: univariate time series (single ts)\n    # transf: choice of image transformation: GASF, GADF, MTF, RecurrencePlots\n    # img_size: selected image output. If None, the output will have the same size as the input.\n    # The output cannot be larger than the input.\n    if encoder is None:\n        if uvts.ndim == 1:\n            return uvtsto2D(uvts)\n        else:\n            return\n    if uvts.ndim == 1:\n        uvts = [uvts]\n    if img_size is None:\n        img_size = uvts[0].shape[0]\n    img_size = min(img_size, uvts[0].shape[0])\n    if encoder == RecurrencePlots:\n        uvts = PAA(output_size=img_size).fit_transform(uvts)\n        encoder = RecurrencePlots()\n    elif encoder == MTF:\n        uvts = PAA(output_size=img_size).fit_transform(uvts)\n        encoder = encoder(img_size)\n    else:\n        encoder = encoder(img_size)\n    return np.squeeze(encoder.fit_transform(uvts))",
      "execution_count": 12,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:19.601712Z",
          "start_time": "2018-11-19T21:31:19.577645Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "def get_cmap(encoder, cmap_type=None):\n    from matplotlib import cm\n    if cmap_type is None:\n        if encoder is None: \n            cmap='autumn_r'\n        elif encoder is GASF:\n            cmap='spring'\n        elif encoder is GADF:\n            cmap='summer'\n        elif encoder is MTF:\n            cmap='autumn'\n        elif encoder is RecurrencePlots:\n            cmap='winter'\n        else:\n            cmap='autumn_r'\n    else:\n        if encoder is None: \n            cmap=cm.autumn_r\n        elif encoder is GASF:\n            cmap=cm.spring\n        elif encoder is GADF:\n            cmap=cm.summer\n        elif encoder is MTF:\n            cmap=cm.autumn\n        elif encoder is RecurrencePlots:\n            cmap=cm.winter\n        else:\n            cmap=cm.autumn_r\n    return cmap",
      "execution_count": 13,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:19.939488Z",
          "start_time": "2018-11-19T21:31:19.914102Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "def ts2img(ts, dpi=72, area=False, return_img=False):\n    from PIL import Image\n    from matplotlib import cm\n    fig, ax = plt.subplots(\n        figsize=(len(ts) / DPI, len(ts) / DPI), dpi=DPI, frameon=False)\n    if area:\n        ax.fill_between(np.arange(len(ts)), ts, color='b')\n    else:\n        ax.plot(ts, color='b')\n    plt.margins(x=0)\n    plt.margins(y=0)\n    plt.xticks([])\n    plt.yticks([])\n    fig.canvas.draw()\n    plt.close()\n    img_array = np.array(fig.canvas.renderer._renderer)[..., 0]\n    if return_img:\n        return Image.fromarray(img_array)\n    else:\n        return img_array",
      "execution_count": 14,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:20.178366Z",
          "start_time": "2018-11-19T21:31:20.153480Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "def uvts2img(uvts, return_img=False):\n    # uvts: single univariate time series\n    return arrays2img(uvtsto2D(uvts), return_img=return_img)\n\ndef uvtsto2D(uvts):\n    # transforms a single univariate time series into a 2D array\n    # uvts: single univariate time series\n    from sklearn.preprocessing import MinMaxScaler\n    scaler = MinMaxScaler(feature_range=(0, 1))\n    uvts_scaled = scaler.fit_transform(uvts.reshape(-1, 1)).reshape(1, -1)\n    return np.tile(uvts_scaled,(len(uvts), 1))\n\ndef img2array(img_file):\n    import matplotlib.image as mpimg\n    return mpimg.imread(img_file)\n\ndef array2img(array):\n    from PIL import Image\n    return Image.fromarray(array)",
      "execution_count": 15,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:20.618111Z",
          "start_time": "2018-11-19T21:31:20.594769Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "'''\npip install python-resize-image\ndef resize_img (img, img_size=[100, 100]):\n    from resizeimage import resizeimage\n    return resizeimage.resize_thumbnail(img, img_size)'''",
      "execution_count": 16,
      "outputs": [
        {
          "data": {
            "text/plain": "'\\npip install python-resize-image\\ndef resize_img (img, img_size=[100, 100]):\\n    from resizeimage import resizeimage\\n    return resizeimage.resize_thumbnail(img, img_size)'"
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:32:57.693729Z",
          "start_time": "2018-11-19T21:32:57.650097Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "def multiencode_ts(ts,\n                   encoder1=None,\n                   encoder2=None,\n                   encoder3=None,\n                   encoder4=None,\n                   sz=None,\n                   noise_type=None,\n                   noise_mult=0.01,\n                   coordconv=False,\n                   return_img=False,\n                   verbose=False):\n\n    from PIL import Image\n    from matplotlib import cm\n    from sklearn.preprocessing import MinMaxScaler\n    from pyts.approximation import PAA\n\n    if sz is None:\n        sz = len(ts)\n    else:\n        sz = min(len(ts), sz)\n\n    if encoder1 == 'Default':\n        encoder1 = None\n\n    if encoder1 is None or encoder1 == 'Area' or encoder1 == '2D':\n        ts = PAA(output_size=sz).fit_transform(ts.reshape(1, -1)).ravel()\n\n    ch_array1 = None\n    ch_array2 = None\n    ch_array3 = None\n    ch_array4 = None\n    \n    if encoder1 is None and encoder2 is None and encoder3 is None and encoder4 is None:\n        ch_array1 = ts2img(ts, return_img=False)\n    elif encoder1 == 'Area':\n        ch_array1 = ts2img(ts, area=True, return_img=False)\n    elif encoder1 == '2D':\n        ch_array1 = noised_ts(ts, noise_mult=noise_mult, noise_type=noise_type)\n    elif encoder1 is not None:\n        ch_array1 = encode_img(\n            noised_ts(ts, noise_mult=noise_mult, noise_type=noise_type),\n            encoder=encoder1,\n            img_size=sz)\n    if encoder2 is not None:\n        ch_array2 = encode_img(\n            noised_ts(ts, noise_mult=noise_mult, noise_type=noise_type),\n            encoder=encoder2,\n            img_size=sz)\n    if encoder3 is not None:\n        ch_array3 = encode_img(\n            noised_ts(ts, noise_mult=noise_mult, noise_type=noise_type),\n            encoder=encoder3,\n            img_size=sz)\n    if encoder4 is not None:\n        ch_array4 = encode_img(\n            noised_ts(ts, noise_mult=noise_mult, noise_type=noise_type),\n            encoder=encoder4,\n            img_size=sz)\n\n    scaler = MinMaxScaler(feature_range=(0, 1))\n    r = ch_array1\n    g = ch_array2\n    b = ch_array3\n    y = ch_array4\n    shape = r.shape\n    r = scaler.fit_transform(r.reshape(-1, 1)).reshape(shape)\n\n    if g is None:\n        g = 0\n    else:\n        g = scaler.fit_transform(g.reshape(-1, 1)).reshape(shape)\n    if b is None:\n        b = 0\n    else:\n        b = scaler.fit_transform(b.reshape(-1, 1)).reshape(shape)\n    if y is None:\n        y = 0\n    else:\n        y = scaler.fit_transform(y.reshape(-1, 1)).reshape(shape)\n\n    nb_channels = 3\n    if encoder4 is not None:\n        nb_channels = 4\n\n    if verbose:\n        print('encoder1:', encoder1, 'encoder2:', encoder2, 'encoder3:',\n              encoder3, 'encoder4:', encoder4)\n    \n    rgbArray = np.zeros((sz, sz, nb_channels), 'uint8')\n    rgbArray[..., 0] = r * 256\n\n    if encoder2 is None and coordconv:\n        if verbose:\n            print('sz:', sz, np.linspace(0, 1, sz).reshape(1, -1))\n        rgbArray[..., 1] = 256 * np.linspace(0, 1, sz).reshape(-1, 1)\n    else:\n          rgbArray[..., 1] = g * 256\n            \n    if encoder3 is None and coordconv:\n        if verbose:\n            print('sz:', sz, np.linspace(0, 1, sz).reshape(1, -1)) # X AXIS\n        \n        rgbArray[..., 2] = 256 * np.linspace(0, 1, sz).reshape(-1, 1) # Y AXIS\n    else:\n        rgbArray[..., 2] = b * 256\n\n    if nb_channels == 4:\n        rgbArray[..., 3] = y * 256\n\n    if return_img:\n        if not coordconv and ((encoder2 is None and encoder3 is None\n                and encoder4 is None) or (encoder1 is None) or (\n                    encoder1 == 'area') or (encoder1 == '2D')):\n            if verbose:\n                print('option 1')\n            return Image.fromarray(\n                np.uint8(get_cmap(encoder1, True)(rgbArray[..., 0]) * 255))\n        else:\n            if verbose:\n                print('option 2')\n            return Image.fromarray(rgbArray)\n    else:\n        if (encoder2 is None and encoder3 is None\n                and encoder4 is None) or (encoder1 is None) or (\n                    encoder1 == 'area') or (encoder1 == '2D'):\n            if verbose:\n                print('option 3')\n            return rgbArray[..., 0]\n        else:\n            if verbose:\n                print('option 4')\n            return rgbArray",
      "execution_count": 26,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:21.353787Z",
          "start_time": "2018-11-19T21:31:21.304891Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "import zipfile\nimport tempfile\nimport shutil\nimport os\nimport sys\nimport csv\ntry:\n    from urllib import urlretrieve\nexcept ImportError:\n    from urllib.request import urlretrieve\ntry:\n    from zipfile import BadZipFile as BadZipFile\nexcept ImportError:\n    from zipfile import BadZipfile as BadZipFile\n\nfrom tslearn.utils import to_time_series_dataset\n\n__author__ = 'Romain Tavenard romain.tavenard[at]univ-rennes2.fr'\n\n\ndef extract_from_zip_url(url, target_dir=None, verbose=False):\n    \"\"\"Download a zip file from its URL and unzip it.\n\n    Parameters\n    ----------\n    url : string\n        URL from which to download.\n    target_dir : str or None (default: None)\n        Directory to be used to extract unzipped downloaded files.\n    verbose : bool (default: False)\n        Whether to print information about the process (cached files used, ...)\n\n    Returns\n    -------\n    str or None\n        Directory in which the zip file has been extracted if the process was successful, None otherwise\n    \"\"\"\n    fname = os.path.basename(url)\n    tmpdir = tempfile.mkdtemp()\n    local_zip_fname = os.path.join(tmpdir, fname)\n    urlretrieve(url, local_zip_fname)\n    try:\n        if not os.path.exists(target_dir):\n            os.makedirs(target_dir)\n        zipfile.ZipFile(local_zip_fname, \"r\").extractall(path=target_dir)\n        shutil.rmtree(tmpdir)\n        if verbose:\n            print(\"Successfully extracted file %s to path %s\" % (local_zip_fname, target_dir))\n        return target_dir\n    except BadZipFile:\n        shutil.rmtree(tmpdir)\n        if verbose:\n            sys.stderr.write(\"Corrupted zip file encountered, aborting.\\n\")\n        return None\n\ndef in_file_string_replace(filename, old_string, new_string):\n    \"\"\" String replacement within a text file. It is used to fix typos in downloaded csv file.\n    The code was modified from \"https://stackoverflow.com/questions/4128144/replace-string-within-file-contents\"\n\n    Parameters\n    ----------\n    filename : string\n        Path to the file where strings should be replaced\n    old_string : str\n        The string to be replaced in the file.\n    new_string : str\n        The new string that will replace old_string\n\n    \"\"\"\n    with open(filename) as f:\n        s = f.read()\n\n    with open(filename, 'w') as f:\n        s = s.replace(old_string, new_string)\n        f.write(s)\n\n\n\nclass UCR_UEA_datasets(object):\n    \"\"\"A convenience class to access UCR/UEA time series datasets.\n\n    When using one (or several) of these datasets in research projects, please cite [1]_.\n\n    Parameters\n    ----------\n    use_cache : bool (default: True)\n        Whether a cached version of the dataset should be used, if found.\n\n    Note\n    ----\n        Downloading dataset files can be time-consuming, it is recommended using `use_cache=True` (default) in order to\n        only experience downloading time once per dataset and work on a cached version of the datasets after it.\n\n    References\n    ----------\n    .. [1] A. Bagnall, J. Lines, W. Vickers and E. Keogh, The UEA & UCR Time Series Classification Repository,\n       www.timeseriesclassification.com\n    \"\"\"\n\n    def __init__(self, use_cache=True):\n        self.use_cache = use_cache\n        base_dir = os.path.expanduser(os.path.join(\"~\", \".tslearn\", \"datasets\", \"UCR_UEA\"))\n        self._data_dir = base_dir\n        if not os.path.exists(self._data_dir):\n            os.makedirs(self._data_dir)\n        try:\n            url_baseline = \"http://www.timeseriesclassification.com/singleTrainTest.csv\"\n            self._baseline_scores_filename = os.path.join(self._data_dir, os.path.basename(url_baseline))\n            urlretrieve(url_baseline, self._baseline_scores_filename)\n\n            # fix typos in that CSV to match with the name in the download link\n            in_file_string_replace(self._baseline_scores_filename, \"CinCECGtorso\", \"CinCECGTorso\")\n            in_file_string_replace(self._baseline_scores_filename, \"StarlightCurves\", \"StarLightCurves\")\n        except:\n            self._baseline_scores_filename = None\n\n        self._ignore_list = [\"Data Descriptions\"]\n\n\n    def baseline_accuracy(self, list_datasets=None, list_methods=None):\n        \"\"\"Report baseline performances as provided by UEA/UCR website.\n\n        Parameters\n        ----------\n        list_datasets: list or None (default: None)\n            A list of strings indicating for which datasets performance should be reported.\n            If None, performance is reported for all datasets.\n        list_methods: list or None (default: None)\n            A list of baselines methods for which performance should be reported.\n            If None, performance for all baseline methods is reported.\n\n        Returns\n        -------\n        dict\n            A dictionary in which keys are dataset names and associated values are themselves\n            dictionaries that provide accuracy scores for the requested methods.\n\n        Examples\n        --------\n        >>> uea_ucr = UCR_UEA_datasets()\n        >>> dict_acc = uea_ucr.baseline_accuracy(list_datasets=[\"Adiac\", \"ChlorineConcentration\"], \\\n                                                 list_methods=[\"C45\"])\n        >>> len(dict_acc)\n        2\n        >>> dict_acc[\"Adiac\"]  # doctest: +ELLIPSIS\n        {'C45': 0.542199...}\n        >>> dict_acc = uea_ucr.baseline_accuracy()\n        >>> len(dict_acc)\n        85\n        \"\"\"\n        d_out = {}\n        for perfs_dict in csv.DictReader(open(self._baseline_scores_filename, \"r\"), delimiter=\",\"):\n            dataset_name = perfs_dict[\"\"]\n            if list_datasets is None or dataset_name in list_datasets:\n                d_out[dataset_name] = {}\n                for m in perfs_dict.keys():\n                    if m != \"\" and (list_methods is None or m in list_methods):\n                        try:\n                            d_out[dataset_name][m] = float(perfs_dict[m])\n                        except ValueError:  # Missing score case (score is then \"\")\n                            pass\n        return d_out\n\n\n    def list_datasets(self):\n        \"\"\"List datasets in the UCR/UEA archive.\n\n        Examples\n        --------\n        >>> l = UCR_UEA_datasets().list_datasets()\n        >>> len(l)\n        85\n        \"\"\"\n        datasets = []\n        for perfs_dict in csv.DictReader(open(self._baseline_scores_filename, \"r\"), delimiter=\",\"):\n            datasets.append(perfs_dict[\"\"])\n        return datasets\n\n    def list_cached_datasets(self):\n        \"\"\"List datasets from the UCR/UEA archive that are avilable in cache.\n\n        Examples\n        --------\n        >>> l = UCR_UEA_datasets().list_cached_datasets()\n        >>> len(l) >= 0 and len(l) <= len(UCR_UEA_datasets().list_datasets())\n        True\n        \"\"\"\n        return [path for path in os.listdir(self._data_dir)\n                if os.path.isdir(os.path.join(self._data_dir, path)) and path not in self._ignore_list]\n\n\n    def load_dataset(self, dataset_name):\n        \"\"\"Load a dataset from the UCR/UEA archive from its name.\n\n        Parameters\n        ----------\n        dataset_name : str\n            Name of the dataset. Should be in the list returned by `list_datasets`\n\n        Returns\n        -------\n        np.ndarray of shape (n_ts_train, sz, d) or None\n            Training time series. None if unsuccessful.\n        np.ndarray of integers with shape (n_ts_train, ) or None\n            Training labels. None if unsuccessful.\n        np.ndarray of shape (n_ts_test, sz, d) or None\n            Test time series. None if unsuccessful.\n        np.ndarray of integers with shape (n_ts_test, ) or None\n            Test labels. None if unsuccessful.\n\n        Examples\n        --------\n        >>> X_train, y_train, X_test, y_test = UCR_UEA_datasets().load_dataset(\"TwoPatterns\")\n        >>> print(X_train.shape)\n        (1000, 128, 1)\n        >>> print(y_train.shape)\n        (1000,)\n        >>> X_train, y_train, X_test, y_test = UCR_UEA_datasets().load_dataset(\"StarLightCurves\")\n        >>> print(X_train.shape)\n        (1000, 1024, 1)\n        >>> X_train, y_train, X_test, y_test = UCR_UEA_datasets().load_dataset(\"CinCECGTorso\")\n        >>> print(X_train.shape)\n        (40, 1639, 1)\n        >>> X_train, y_train, X_test, y_test = UCR_UEA_datasets().load_dataset(\"DatasetThatDoesNotExist\")\n        >>> print(X_train)\n        None\n        \"\"\"\n        full_path = os.path.join(self._data_dir, dataset_name)\n        fname_train = dataset_name + \"_TRAIN.txt\"\n        fname_test = dataset_name + \"_TEST.txt\"\n        if not os.path.exists(os.path.join(full_path, fname_train)) or \\\n            not os.path.exists(os.path.join(full_path, fname_test)):\n            url = \"http://www.timeseriesclassification.com/Downloads/%s.zip\" % dataset_name\n            for fname in [fname_train, fname_test]:\n                if os.path.exists(os.path.join(full_path, fname)):\n                    os.remove(os.path.join(full_path, fname))\n            extract_from_zip_url(url, target_dir=full_path, verbose=False)\n        try:\n            data_train = np.loadtxt(os.path.join(full_path, fname_train), delimiter=None)\n            data_test = np.loadtxt(os.path.join(full_path, fname_test), delimiter=None)\n        except:\n            return None, None, None, None\n        X_train = to_time_series_dataset(data_train[:, 1:])\n        y_train = data_train[:, 0].astype(np.int)\n        X_test = to_time_series_dataset(data_test[:, 1:])\n        y_test = data_test[:, 0].astype(np.int)\n        return X_train, y_train, X_test, y_test\n\n    def cache_all(self):\n        \"\"\"Cache all datasets from the UCR/UEA archive for later use.\n        \"\"\"\n        for dataset_name in self.list_datasets():\n            try:\n                self.load_dataset(dataset_name)\n            except:\n                sys.stderr.write(\"Could not cache dataset %s properly.\\n\" % dataset_name)\n\n\n\nclass CachedDatasets(object):\n    \"\"\"A convenience class to access cached time series datasets.\n\n    When using the Trace dataset, please cite [1]_.\n\n    References\n    ----------\n    .. [1] A. Bagnall, J. Lines, W. Vickers and E. Keogh, The UEA & UCR Time Series Classification Repository,\n       www.timeseriesclassification.com\n    \"\"\"\n\n    def __init__(self):\n        self.path = os.path.join(os.path.dirname(__file__), \".cached_datasets\")\n\n\n    def list_datasets(self):\n        \"\"\"List cached datasets.\"\"\"\n        return [fname[:fname.rfind(\".\")]\n                for fname in os.listdir(self.path)\n                if fname.endswith(\".npz\")]\n\n\n    def load_dataset(self, dataset_name):\n        \"\"\"Load a cached dataset from its name.\n\n        Parameters\n        ----------\n        dataset_name : str\n            Name of the dataset. Should be in the list returned by `list_datasets`\n\n        Returns\n        -------\n        np.ndarray of shape (n_ts_train, sz, d) or None\n            Training time series. None if unsuccessful.\n        np.ndarray of integers with shape (n_ts_train, ) or None\n            Training labels. None if unsuccessful.\n        np.ndarray of shape (n_ts_test, sz, d) or None\n            Test time series. None if unsuccessful.\n        np.ndarray of integers with shape (n_ts_test, ) or None\n            Test labels. None if unsuccessful.\n\n        Examples\n        --------\n        >>> X_train, y_train, X_test, y_test = CachedDatasets().load_dataset(\"Trace\")\n        >>> print(X_train.shape)\n        (100, 275, 1)\n        >>> print(y_train.shape)\n        (100,)\n        \"\"\"\n        npzfile = np.load(os.path.join(self.path, dataset_name + \".npz\"))\n        X_train = npzfile[\"X_train\"]\n        X_test = npzfile[\"X_test\"]\n        y_train = npzfile[\"y_train\"]\n        y_test = npzfile[\"y_test\"]\n        return X_train, y_train, X_test, y_test",
      "execution_count": 18,
      "outputs": []
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-16T19:27:28.802549Z",
          "start_time": "2018-11-16T19:27:28.752873Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    },
    {
      "metadata": {
        "heading_collapsed": true
      },
      "cell_type": "markdown",
      "source": "## Prepare original time series data"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:25.230067Z",
          "start_time": "2018-11-19T21:31:23.391106Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "extract_from_zip_url(\n    'http://www.timeseriesclassification.com/Downloads/' + SEL_DATASET + '.zip',\n    target_dir='~/my_data/UCR_univariate/Downloads/' + SEL_DATASET,\n    verbose=True)",
      "execution_count": 19,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "Successfully extracted file /tmp/tmpfysx8n0h/OliveOil.zip to path ~/my_data/UCR_univariate/Downloads/OliveOil\n"
        },
        {
          "data": {
            "text/plain": "'~/my_data/UCR_univariate/Downloads/OliveOil'"
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:26.321488Z",
          "start_time": "2018-11-19T21:31:25.232535Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "X_train, y_train, X_test, y_test = UCR_UEA_datasets().load_dataset(SEL_DATASET)\nprint('train:', X_train.shape)\nprint('test :', X_test.shape)",
      "execution_count": 20,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "train: (30, 570, 1)\ntest : (30, 570, 1)\n"
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:26.354589Z",
          "start_time": "2018-11-19T21:31:26.323494Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "X_train = np.squeeze(X_train)\n# scale the values\nscaler = StandardScaler()\nX_train = scaler.fit_transform(X_train)\n\nnb_classes_train = len(np.unique(y_train))\ny_train = ((y_train - y_train.min()) / (y_train.max() - y_train.min()) * (nb_classes_train - 1)).astype(int)\ny_train = y_train.ravel()\nprint(X_train.shape, X_train[0].shape)",
      "execution_count": 21,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "(30, 570) (570,)\n"
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:26.381739Z",
          "start_time": "2018-11-19T21:31:26.357290Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "X_test = np.squeeze(X_test)\n# scale the values\nX_test = scaler.transform(X_test)\n\nnb_classes_test = len(np.unique(y_test))\ny_test = ((y_test - y_test.min()) / (y_test.max() - y_test.min()) * (nb_classes_test - 1)).astype(int)\ny_test = y_test.ravel()\nprint(X_test.shape, X_test[0].shape)",
      "execution_count": 22,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "(30, 570) (570,)\n"
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T21:31:26.408392Z",
          "start_time": "2018-11-19T21:31:26.383749Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "print(\"Number of train samples: \", X_train.shape[0], \"Number of test samples: \", X_test.shape[0])\nprint(\"Number of classes train: \", nb_classes_train, sorted(np.unique(y_train)))\nprint(\"Number of classes test : \", nb_classes_test, sorted(np.unique(y_test)))\nprint(\"Sequence length: \", X_train.shape[-1])",
      "execution_count": 23,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "Number of train samples:  30 Number of test samples:  30\nNumber of classes train:  4 [0, 1, 2, 3]\nNumber of classes test :  4 [0, 1, 2, 3]\nSequence length:  570\n"
        }
      ]
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-18T06:34:27.929394Z",
          "start_time": "2018-11-18T06:34:27.906199Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    },
    {
      "metadata": {
        "heading_collapsed": true
      },
      "cell_type": "markdown",
      "source": "## Visualize time series data & data transformations"
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "This is a single time series"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T18:28:43.814664Z",
          "start_time": "2018-11-19T18:28:43.669550Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.figure(figsize=(8, 8))\nplt.plot(X_train[0])\nplt.margins(x=0)\nplt.margins(y=0)\nplt.show()",
      "execution_count": 24,
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 576x576 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "And these are all time series:"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T18:28:44.939580Z",
          "start_time": "2018-11-19T18:28:44.756192Z"
        },
        "hidden": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.figure(figsize=(8, 8))\nfor i in range(len(X_train)):\n    plt.plot(X_train[i], alpha=.3)\nplt.show()",
      "execution_count": 25,
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 576x576 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    },
    {
      "metadata": {
        "hidden": true
      },
      "cell_type": "markdown",
      "source": "There are 7 encoders available. Up to 3 encoders can be applied simultaneously to the time series:\n- **'Default'**: raw time series\n- **'Area'**: time series area plot\n- **'2D'**: time series in 2D\n- **RecurrencePlots**: Recurrence Plot\n- **GASF**: Gramian Angular Summation Field\n- **GADF**: Gramian Angular Difference Field\n- **MTF**: Markov Transition Field"
    },
    {
      "metadata": {
        "ExecuteTime": {
          "end_time": "2018-11-19T18:28:47.982354Z",
          "start_time": "2018-11-19T18:28:46.780059Z"
        },
        "hidden": true,
        "hide_input": false,
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Image transformations\nsel_image = np.random.randint(len(X_train))\nprint('Selected image:', sel_image, 'class:', y_train[sel_image], 'length:',\n      X_train[sel_image].shape[0])\n\nf, axarr = plt.subplots(4, 2, figsize=(12, 24))\naxarr[0, 0].plot(X_train[sel_image], color='b')\naxarr[0, 0].set_title('Default', fontsize=16)\naxarr[0, 0].margins(x=0)\naxarr[0, 0].margins(y=0)\n\naxarr[0, 1].fill_between(\n    np.arange(len(X_train[sel_image])), X_train[sel_image], color='r')\naxarr[0, 1].set_title('Area', fontsize=16)\naxarr[0, 1].margins(x=0)\naxarr[0, 1].margins(y=0)\n\naxarr[1, 0].imshow(\n    uvtsto2D(X_train[sel_image]), cmap='autumn_r', origin='lower')\naxarr[1, 0].set_title('2D', fontsize=16)\n\nencoder1 = RecurrencePlots\naxarr[1, 1].imshow(\n    multiencode_ts(X_train[sel_image], encoder1=encoder1),\n    cmap=get_cmap(encoder1),\n    origin='lower')\naxarr[1, 1].set_title('RecurrencePlots', fontsize=16)\naxarr[1, 1].set_aspect('equal')\n\nencoder1 = GASF\naxarr[2, 0].imshow(\n    multiencode_ts(X_train[sel_image], encoder1=encoder1),\n    cmap=get_cmap(encoder1),\n    origin='lower')\naxarr[2, 0].set_title('GASF', fontsize=16)\nencoder1 = GADF\naxarr[2, 1].imshow(\n    multiencode_ts(X_train[sel_image], encoder1=encoder1),\n    cmap=get_cmap(encoder1),\n    origin='lower')\naxarr[2, 1].set_title('GADF', fontsize=16)\n\nencoder1 = MTF\naxarr[3, 0].imshow(\n    multiencode_ts(X_train[sel_image], encoder1=encoder1),\n    cmap=get_cmap(encoder1),\n    origin='lower')\naxarr[3, 0].set_title('MTF', fontsize=16)\n\nencoder1 = RecurrencePlots\nencoder1 = GASF\nencoder2 = GADF\naxarr[3, 1].imshow(\n    multiencode_ts(X_train[sel_image], encoder1=encoder1, encoder2=encoder2),\n    cmap=get_cmap(encoder1),\n    origin='lower')\naxarr[3, 1].set_title('GASF_GADF', fontsize=16)\naxarr[3, 1].set_aspect('equal')\n\nplt.show()",
      "execution_count": 26,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "Selected image: 11 class: 1 length: 570\n"
        },
        {
          "data": {
            "image/png": 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

These are the same results shown in the gist.