scart97/rocket.ipynb Secret

## rocket.ipynb
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  "metadata": {
    "colab": {
      "name": "ROCKET.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/scart97/c27610f86ac117ad467f1b963f60a0f8/rocket.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q3GpTicV2Tpm",
        "colab_type": "text"
      },
      "source": [
        "# Installing library"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gElMjzHjBuov",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!apt update > /dev/null 2>&1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uPlzDxBkBwfm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!git clone https://github.com/mogwai/fastai_audio > /dev/null 2>&1\n",
        "!cd fastai_audio/ && chmod +x install.sh > /dev/null 2>&1\n",
        "!cd fastai_audio/ && ./install.sh > /dev/null 2>&1\n",
        "!ln -s /content/fastai_audio/audio . > /dev/null 2>&1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HMUp9Vx02Xdk",
        "colab_type": "text"
      },
      "source": [
        "# Downloading dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MHCRZ8teHNtD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from pathlib import Path\n",
        "import urllib.request\n",
        "import tarfile"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2vwcI3c2B0qH",
        "colab_type": "code",
        "outputId": "25dd310e-0d60-487c-ad27-950ee544f1e1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "#https://forums.fast.ai/t/untar-data-requires-tgz-file-ending/28125/11\n",
        "!mkdir /root/.fastai/\n",
        "!mkdir /root/.fastai/data/\n",
        "sid_url = \"https://www.dropbox.com/s/0wxlweatglrr7wl/sid.tar.gz?dl=1\"\n",
        "local_tgz_path = Path(\"/root/.fastai/data/sid.tar.gz\")\n",
        "print(\"Downloading from %s...\" % (sid_url,))\n",
        "urllib.request.urlretrieve(sid_url, local_tgz_path)\n",
        "print(\"Opening using tarfile from %s...\" % (local_tgz_path,))\n",
        "tarred_file = tarfile.open(local_tgz_path)\n",
        "tarred_file.extractall(path=\"/root/.fastai/data/sid/\")\n",
        "tarred_file.close()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading from https://www.dropbox.com/s/0wxlweatglrr7wl/sid.tar.gz?dl=1...\n",
            "Opening using tarfile from /root/.fastai/data/sid.tar.gz...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NRRTot1Z2cRm",
        "colab_type": "text"
      },
      "source": [
        "# Importing data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YTz_pdN6A5sU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from audio import *"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J0E8C5-Iolpg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data_folder = Path(\"/root/.fastai/data/sid/\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TxRtkY8CMpFT",
        "colab_type": "code",
        "outputId": "24f860a0-ab95-4ca8-d33c-b8af10be8266",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "config = AudioConfig(resample_to=8000, downmix=True, duration=11000) #I run db.stats() once to choose this duration of 11s\n",
        "config"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "AudioConfig(cache=True, duration=11000, max_to_pad=None, pad_mode='zeros', remove_silence=None, use_spectro=True, mfcc=False, delta=False, silence_padding=200, silence_threshold=20, segment_size=None, resample_to=8000, standardize=False, downmix=True, sg_cfg=SpectrogramConfig(f_min=0, f_max=22050, hop=256, n_fft=2560, n_mels=128, pad=0, to_db_scale=True, top_db=100, ws=None, n_mfcc=20))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0AMdX2_2NpUU",
        "colab_type": "code",
        "outputId": "6967b532-2064-4084-a4fd-8b761b505927",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 165
        }
      },
      "source": [
        "audios = AudioList.from_folder(data_folder, config=config).split_by_rand_pct(.2, seed=4).label_from_folder()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Preprocessing: Downmixing to Mono\n"
          ],
          "name": "stdout"
        },
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            "Preprocessing: Resampling to 8000\n"
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              "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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        "colab_type": "code",
        "outputId": "c60287b9-fa67-486c-d358-b8fb29eb549b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 326
        }
      },
      "source": [
        "audios"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LabelLists;\n",
              "\n",
              "Train: AudioLabelList (4687 items)\n",
              "x: AudioList\n",
              "AudioItem 4.87 seconds (1 channels, 38947 samples @ 8000hz),AudioItem 2.79 seconds (1 channels, 22322 samples @ 8000hz),AudioItem 2.83 seconds (1 channels, 22615 samples @ 8000hz),AudioItem 5.57 seconds (1 channels, 44585 samples @ 8000hz),AudioItem 3.43 seconds (1 channels, 27450 samples @ 8000hz)\n",
              "y: CategoryList\n",
              "M0021,M0021,M0021,M0021,M0021\n",
              "Path: /root/.fastai/data/sid;\n",
              "\n",
              "Valid: AudioLabelList (1171 items)\n",
              "x: AudioList\n",
              "AudioItem 4.06 seconds (1 channels, 32451 samples @ 8000hz),AudioItem 5.14 seconds (1 channels, 41152 samples @ 8000hz),AudioItem 4.48 seconds (1 channels, 35871 samples @ 8000hz),AudioItem 4.47 seconds (1 channels, 35794 samples @ 8000hz),AudioItem 5.64 seconds (1 channels, 45097 samples @ 8000hz)\n",
              "y: CategoryList\n",
              "M0007,M0037,M0031,M0027,M0023\n",
              "Path: /root/.fastai/data/sid;\n",
              "\n",
              "Test: None"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cv-UHXehNzPM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "db = audios.databunch(bs=4687)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ug8gM94p2EPT",
        "colab_type": "code",
        "outputId": "52448906-040a-483c-90e4-54321efb16a2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "db.c #72 speakers"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "72"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 75
        }
      ]
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          "height": 881
        }
      },
      "source": [
        "db.show_batch()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "------------------------------------------------------------\n",
            "File: /root/.fastai/cache/rs_8000/0.wav-399ee3872011fbaf46edd2fea0d262a5/0.wav\n",
            "Total Length: 4.87 seconds\n",
            "Number of Channels: 1\n",
            "Label: M0021\n"
          ],
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            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source 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AJsAkQCTALkAgwC0AIoAvQDgAKUA0ADUAHAAsgDQAM0ApADjAKcAbwDYAMoA0AC6AM0A7gDfAMEAAgG8ANoA4AC0ABABGgEEAbUAiwCsALIAjgCjAKgArgC2AMcA7gDwADYBzQDYAO4A0wD3ANwA9wCrANcAzwCkANoA4ADdAMsAtQDzAM0AygC6AL8AlABlAKEAlgCgAIUAZwCvANsA0wC7AJMAmACWAIEAiQCxAHcAuQDDAPcAvADMAGoAmACkAH8AyQC2AKwA2wDOAJcAtgCsAHgAngC6AMkAnADLALgAlgCLAH4AigBaAFQAbQCLAJIAXgB9AJkAgQCnALcA3gC1ALIArgCIAJUAwQCtAMoA4gAMAekA1QDhAAgBCwEOAf8AvACTAJMA3QDbAKoAywDTAJ8AnQBvAEUAMAA5AEwAcQCRAMQAkwCeAOoArAD0AP8A0wD4AJsA1QDJAOMAxwDqAOIAuwAQASUB7ADbAOsAxgDjANgA1wDwAPcAHAHbALIAnQC/ANIA3wDYAIkAXAC0AIUAswC3AKcAjQDRAJYAtwCVALkA9ADqAMkAyADdAKEAtgDzANoArgDyANoAwQCIAAUBnwDEAMMAagBpAIIAhQBnAGMARwCgAFkAdwCBAIUAXACyAOEASQCeAHoAnAB+AJUAmABIAJ8AtwCrAAsBpACJAG8AiQC+AJQAoQDsANUApQC8ANIA1AAXAegArADeAIcAngC9ALkAtQCdAJgAkAC1AJQAsgCuAN0A7QCRAJEAtgCRAM8AmwDuAOQA5gASAfkADwHPANMA4ADEAK0AzgDHAKUAlAC0AIsAlACVAK0AlwC4ANEAkwC6AJIAnACtALYA6wDTANoA4wD0AP0A9wDWALIAogDFAOIA2wDIAKwAwQCiALcApACxAK8A6ADdAPsAxwD1AO8A8AAIAcUAggB2AKIA6wCAAJcAsgCxAI0AfAB9AFAAjwDDAIMAggBkAGwAfACLAEUATgBiAHoAvQCYAG4AdABxAHcAcACYAGEAUQBBAGgAcQC0AJ8AmAC5AAMB3QDFAAwBFwEbARcBWAEZAQoBBAH5AAABwQCvANEAvwDgAPcAowCmAM8ArQDQAK0AfwC0AJwAXgBQAHoAcAChAJ4ApwC0AL0A5gD7ABwByADeALUAwwCAAJ8AmQDfALgA1gDYAO0AswDaAAQBFgHzACEB7wDKAL0ArACYANoArQCJAKMAxADtAOwA5QCsAM0AkwC5AKEAjQBpAHUAxAB3AGkAjgChALQAiQDbAOkA/QDpANkA9ADpAOwAugDlAOsA0QC5AMMAygDbAMwAkAC6AI0AxQCtAJsAsgCUAJ4AbQBjAHIAdABMAHgAvgCsAI8AewB0AHgAmQB2AIgAsAC9AH4AdACEAHcAlAB7AMoAtQCpANQAGwEMAf0A7gAnAQEBAQE4ARkB9wAVAQoB0gD4ANwA6gC1ALYArQCrALsA9gDGAO4AvwCoAJ8ApQCYAJ4AgwCGAH0ApQCGAN4AvACIAIkAlACNAH4AhAC/AG8AlAB9ANEA7gDgAMwA4wDdAPcAyADLANwA6gBGAf8AIgETASQBNQEfAd8ACwEAARUBBQHIAN8AswCwAOIA4gCeAKAAbQB5AJ8AtQDcAM4AqACXAKMA3AACAc4AawCAAJUAdwBVAIwAXACVALoAlQBoAI4AugB3AJ0AggCCAIgAtQDTAMoApQCLAJkAYQB0AKIAhQBlAH8AYQBQAG8ANgAzAD4AQgDm/1oAnACEAKEA2gDSAPoA0wD4AA4B1gD6ANAAKAEEAeQA3wAEAaYA9gDdAJ8AuwDpAL4AnQDQAMUAzQDhAJgAlgCRAG8ATgB2AEwAZgBnAHEAeQCwAKkAuwCcANQAyADPAPoAugDgAJAAmQChAKAA9gDTANkA8gDpAMkA7gDoAKkA0wD/AM4AowDpAM4AjwCeAIsAlQC/ALAA8QD+AA4BEgEMARYB2wAIAd4AzwAbAfgA/ADKADMB6wDQAPgAoQDTAJgAhgCLAEYApQCWAKQAggC2AIAAewC6ANoAywCzALIA3AC2AIwAegCTAJYAfgBcAGgAYQB2AHsAngCrALsAugCXALMAyAC5AJIAkQCoALUAuwDzAKYApwDHAO8A6QAQASUB4gALARABAAH1AMMAqACiAMkA1QCsAJsAzAC0ALoArgDEALQA0AC3AKgAtgBmAFgAkgC+AHsAqwB4AN4AhwAlAZgBvP/DAZMAJQGuACkBtwCuANsAnQDGALUAwwCAAHwAogCKAKoA2gASAfoAwgDeAKQAzACqALoAjQCpAJMAXwBnALoACAHQANwAswDRAOoA9wClAJsAuwCLAIAAewBFAIAAVwCFAJYAwQDaAMYA2wDWAO8A8QDhAPQA0AD0AMkApADMAOEA0QDWAMQAswCpALEApwCPAIAAuwCFAJUApQCCAIIAkQBAAGIAdgBSAIEAdABrAK4AvADNAMkAtADUAM8A7QCkAMIAuQCxANsAngCgAMUAuwDNAPAAgQDLAMsA1wD9AMEA1ADoAOsAvACQALgApwCvALcAmQDhALMA8gCzAKQAkwC7AL0ApgARAfAA5gCkANkAvADsALMA1wD1AJ8A8ADUAOUArgDLANsAigCkAI4ArQCOAJMAzADRAAMBAQHvAMgA+gCUAOMA8wDrAP4AyADSAKoAywDWAN8A2gDKAM8A2QDQALIAiwC0AJgAawBIAHUAZwBoAIAAgACDAHkAhwCdAJ8ATACdANUAwgDBAOsA2ADTAMgAtgB9AJUAuwDCAI0AygBeAMIAvgDsAJIAVgBTAF4AhQBOAFgAPwBEAF0AVQBmAJEAzgALAdYAJQHsAPgA8QDyANwACwESAfgAEQHHANwAqQCfAL8AhgCKAI4ArgB9AJcA5ACTAIQAdwBeAFoAdABAADQAKgByAGoAmwCTAJcA9gDaAAMB8AAOAR8BNwFQARYBKAFMAU4BFgFzAfoAPwEgAfIA3gDCAOMA2ADlAMQAvwClALAAnwCOAMIAhgCjAKUA6wCoANsAsACPAHEAsADCAK8A8wCnAHoAogC9AP8AvgDMANMAzADWAOQA4wDtANMA6gAfAeoAGgH4AAsBFAHJAOAAxACuAKMAmwCWAMIAigCCAFsAVwBrADgAYgBcAKgA5QEqAmwCLAJCAukBpQGyAR8BqQAKAEsACgD5/1QANQBWAGMAwwD/AA4B4ABtADkACAARANL/vv+O/8P/5P8HAAgAAAAGAPj/6f/9/7H/4P+1/6L/5v/j//b/KwA0ADcAWgCgALQAjwCMAJUAxQDKAKAAgADKAKMAzwAJAdcA0gAUAVABewFtATkBfgFyAX0BVgFJAYIB+wABAhADEAKrAvMBdgKRAfcBOgHdANgAzP+SAO//uABnAGUAQQAUAFQA4v8WAKX///+T/+v/NQALACkARwBIAKAAQwDOAKoAvwCYAGEAfwC0AFwAewByADIAVwCWAK0ApACTAKEAtQBWAIUArwDJAJcApgD3APQAzAAfARUB1QAsAX0BLQE1AUQBBwH7AMgAAQGhAOQAEAEVASoB6wDlAP0ANwETARUBAgHGALMACwHwANQAmACsALQAjgDCAMwAoACmAJkArQD9AMUA5ADxAAgBeAESARACzwG+AUsBfgGJAXQBEgHEAOQAxQAjAf0A9gB0ADIA2wCOAIAASwAeABkAQAC2AHEAMABqAGcAawBfAP0AoAB3AJwAQQCZAMkAmABRAFQASQA5ABoA2//5/+T/VQADADQA6P/i/2oAXgB1ADsAUgCgAKAASQHZANIAtwBvASwB/gAnAe0AnAC1AMEAowCZAMwATgCRAJcAWwBuAHIAggC2AIkAnwCRACsB6gCPAHQAkwCuAK8A7QDbAO4A6ACtAKwApQD4ANcAzQCDAI4A1gCzAAMBDAHLAMwAsQAOAfIABAHdAO4AFgEjAREBEwGwALgAfgB2AJcArwCJAEsAvAASAQoBwgDNAAABvgBfAO8A9QCcAMgA3QC8AMMAbQByAIsAmADXALYApwB/AKQA+gAZAfkAJQEGAeUAMwFhAQsBMAEnARQB+gC0AN8AlAC/AJwAjwCOALEAyQCoAFAAfABMAEYAdgCZAGYAZgCbALIAjgCOAJYAkgC1AGIAUwBwACkAUQBcADoAOgAUAC0AZgDEALUAuQCPALoA6ADTALUAiwCCAGYAtgCuAHwAegBIAIQAowCyAN0A4gC+AOwACgEzAUYBLwFOAYYBZgEgAd4A8wADAfUA6QDkAAgB9QDUAN4AvwDOAKgAowCoAMsA1gC7AJwARQA+ADEAkQCKAI4AZABxAMQArgC/AFAAYwBsAG4AjgBMAHkApAC8ACoB8QAGAT0BDwG8AJgAqQCYAJIApABtAGUASgAyAGQASwCoAMIAmwC0ALwAEAFRAf4ADwEJARoB5QAIAcIACgHvANEA6wAUARgBLgHXAMgAsgCoAJUA2QDoAOgAtgCfAKkAuQDNANQAogChAJYAlwByAJ8AigBdAFgAogCwANUApQB0ALwAhwC6AMYAiQDPAM4AjQDVALQAlwCrAMsA/ADFALgAdACDAKwAiwBjAGcAbgBQAEgAcQCwAJ4AoACeALIABgECAdEAEwEnAUEBGAEKASYB6AAFAQsB/gDcAOoA2wC6AOsA2QDcAOIA1QCgAKwArACCAIQAdwA/AEYAUgBRAD8AegB7AI4AlgBMAF4A3gDhALMAnACNAEgAAAHHAOsAFwG8ACQBAAEYATsBIgHuAMwAGwETAfEAUwF1ARIBMAErATABIAHwAAkB1QClAIgAewBOAJ0AqQBjAFsADAAyAGUAXACEAJYAggBhALsAvQDPAK0AnwDsADMBPwFiAU4BxQD7ANkAzwDCAHQAcQCPAG8AXwCwALAAlQCpAKAA/gCrAK0AuwBsAKUAuwDTAPUAtQDXANsAvADOAF0AjQA4AG0AiwA6AEUAQwBIADYAYQB0AHQAkQCfAHkAwQDQALAAqQCgALYAyQD5ABEB7gArATwBGQEdARkBTAH9AGABEAEKAfUAxAC0AHgAoAB3AFIAlAA6ADIASAAcAAkADgBvAHEArACsAKEAmAB2AMkAsgD0ADgB1gDzABsBLwEuARUBRQEoAT0BOgH6ACMBQgEnAZwAVgB0AIUAnACQAF8AagCMAHkATgB1AF8AVACeAMQA6AADATEB0wAcAckABwHxALYAlQC1ALIAdADaAIoAzQD5AOgAzQCeAJsApwARABUAdwBlAI0AbwCWAKcAqQDyAM0AwgDDAPkAFwEIAbQAmQCxAOYAswCRAFYAZAB4AKIAxgB2AFYANQB8AD8AXgBbAGgAbABKAGAAbwCeABABvwCkADEBtwAKAVUBQwETAU8BWAEJAb8A5gDFAG0AeAB2AJYAVgBwAF8ARQBWACQAPQBXAFEAJQCNAKIAtgDPALsAmQDJANMARwFUASIBXQFqAXYBTQGOAWQBHwFRAUIBXAHsAJcAnAC+AMYAsADVAJIAuQDmANkAhgBBADUAPABFADoAOwBJAKAAkwDKAOAA2gDfAL0AvwD1ANAAwgCPALkAhQCRAMUAoQBvAHIAjADKALIAtACeAK4AvADbABABoQC6AMkAogCpAL0AywDPAMwAtACdAI4AnABkAIEA2wD8APkAiAB2AHYAngBqAH4AhQC7AA4BCQFCAfAA9ADcAJMAiwBwAFwAawBkAIAAfACWAHgArQDTABoB/gDvAKYAoQAEASkBLAEjARIBxQDwAMsAvwCxALMAoQB0AJcAxwDYAK4AugDsANEA8ADMAKYA6wDLAMoAmQDaAJ0AggCtAKIAiACwAOEA6wDhAM0A2ADxAN0A/wDUAO8A9gAGAd8A8gD+APkAvwChAI4AsQB+AHQAbQA4AEkAWwCHAIkAUABMAIwAlQCpAK0AigChAKYAvwDHAH8AoACeANEAugC1ANcAygC+AAIBwgCWAM0AHAGrAOkA8QC6AIkAlABxAHoAYwA4AFcANABfAK4AlQCHAJUAhwCKAMcA6gDzAPIAvwDdAPoAAgHcAJcAqwC/ANYA4gDNALUAGQGqAL0ApgC8AJEAfgByAGsAxQDCAIgAxgC2AKAA0QCsAOkA7gARAb8AqgC4ALwAogBxAEwAVgBHAFMAUQCPAGoAfQC+ALgAAgHzAOsA4AAOAfsAzwApAQwB2gD0ABYBHAFjASwB9wDuALIAqADtACsBFAH3ABgBHAH4AMUAvQCAAL8A1ADCAIgAkACfAOYA/gDxAOAAqwB8AHcAZAB/AI8ARgB1AFwAewBoAJwAowA7AD4AJAA7ADcARABdAF8AggChAHkAjwCbAKkA4ACwANIAugDHANUA+QD4AAQBmQBqAB0AdgDRAPMAoADaAPAAgAC7APAAyQDlAJAA+AAPAeoAKwERAfcApgC+AJgAhADSAMYA1wCQAJ8AdAD0ACIBBAGUAM8AyQDgAPsAywDbABoB3AD5AMsAAAHPAH4AogCSAIgArwDDAKgAnACqAO0AzgDcAN8AtAC+AOsAlACAAMIAigCPANAA0wD7AN0ArwCvAOwAugCeAIYAsQDbAAkBBAEwAS0B2wDLAAsBZQEuARIBAwG0AJ4A6ACpAHcASgByAGIAUACgAGsAnAC6ALsAoADLAKwAgwCIAKQAkwC9AKUAgABqAGgANgB1AGQAKgAqACAAUABXAFYAPQBWAEsAbQDMALQAuQC6ALEAAgFAASoBFQE7ARcBIAHPAPkALwEGAfAA3wDQAPwAswDoAOIA3ADtAKYA+QDmAOUAoQCmAJgAqACYAH4AiwBuAJgAywDrAIIAqQChALAA4gDyAE0B/ADdAHYAsAC6ALQAyAChAH0AuwCAAHcAfQCbAGgAcgBfAGoAgwCnANgA1QDdAK8AmABxAJ0A1gC3AM8AsABVAEIAeQB7AGkAlACBAI8AwQCHAKwA0QCsAM8A4wDNAAYB7QCsANAAtQDMAN8A6wCXAOMA6wD+AIsAUgCBAL4AAwHOAJ0A8QA+AUoBVQE6AUIBggHmAKwAdAB7AL8AXgBRAF4AawBkAHwAhQBcAK4AzgC8ANgAvwDiAOsAyACcAK0AbwAoAHQAtACfANQA3gCnAI0AUgB/AEYAYQCRAIMAuQCdALsA9QArAQEB4wDtAEEBEwEtASAB0QAMAcQAhABsAMUApACTAKEAsADNAOsAvwDjAKEAsgC7AEsApQCZAHYATgCXAJQA4wDDALQA7QDNAOwABAHIAPoAEgEbAUQBSwE2AUcB7QDrAA4B7gDjAHkAuQCMAGgAfwA8ADgAZAB2AGUA2AD8AJAAiwDJAB4B1ADVAOkA9wAzAQMByQB0AFgAjgDkAMcAzgDBAJQArADBALgArwDrAJQAogDXAMwAkwCMAHUAXQBZAL8AkQA2ADUAGABIAGkAUgBKAEMAHQCXALsA3gACAcUAxQA6ARwBIwHYAJUAhwDpAJYAjgB9AIMAZwDgALAAfABlAF4AUgCbANAAtgCfAOAALQFuAWIBCQEgAT0BUgFDATkB2ACcAMoA5gDHAK4AtQD2ALIAhAC5AF4AQQAXAIoAoACIAFQAagDbAJ0AogDPAF8AIQCOAHsAvwDmALkAzQAVAfAALgEfAQUBDwHDAN8A6gDhAPUA3QAFAacAxQCwAIEAUQBCAGwAOwALACAAUAA9AEYAPQBbALIA9gD2ABoBJgETATIBXgGGAUcBZQEhASkBSAFbAa0BbwEFAdgAAAElAaoAuQAyANj/vv///20AAwAkAAwASgCFALEAkACNAIsAywD9APsA1AATAaIAoADbALoAmQA/AJYAgwCOAJkAXABUAEEAhABlAHkAggCCAL8A7wD9AB8B9ABpAQwBBgHWAPMA3wCXAJEAbACcAMIAvwDYAMsAywDYAHUAXQCQAH4AlQCKAGEAwQDVAOAAnwCXAJUA4wBJAUMB4gC+AMUAtQC5AKsAbAB/AHIAYQDaAB0BLQEjATEBLAE1ASUBRgFNASYBKQHpAO4ADgHHAPQAEAFQAQUBtwC6AJwAPQEjAe0AxQCcAMQAsgDUAFQAPwBFAFAAuACYAHcAeQBiAFwAgwB9AGEAgwBFAGcAfABMAF0ARgBMAGEAegCWAEwAoAC6AIUAhgCSAI4AiACGAFMAYACJANIAwwCtAMUAJwE3AS8B8ADZANgAPQH2APAAsACJAK0AeACtALUAjQCBAMYAywChAMsArwCQALgA/wAQAWEA8gAlAdQA2wDHAMkAYgDrALoAwQDfAI4AtQCdAJAA1QCJAIMAeABXAJkAtADEAOYA8wDaACAB4ADjAMwAIQHCANoA4wDWAOIAkACwALMAzQAEARMBIgEhAe8A1QAAAZAA3gCxAIsAkwBXAPH/AgA2AFUAjQBUAAcAjQAPAQcBBwHCAIMAjgC7AKkAwQCkAOMAFgHtACABRwE7AeQAyQD4APkA9wD3ALgAmwCFAH8AlQBUAFAAYwBYAFYAKgBiAFgAVABUAEQAgQB6AE4AfwCZALkAnwCKALgA5gD1AIoA8ACeAIYApgCrAOYADwHtANkA5gACARQB4ACfAC8A6/9RAJYAZgByAJEAjQAKAbgAmACzANwA+gAcARsBDgEVAfEAyQDyAP4A6wAYAQkB8AD7ABkBLAEnAT8B/ADyANwAkwCeAGQApgB+AJ4A3wDpAMgA4gC+AOAA0QDKAPwAyADjANoA3QD1AMwA4AALAT8B4wDLAN4AzgACAeQArwCLAMIAlABkAE4AUACQALIAygC4AIQAiwA/AH8AzQB/AFwASgBBADgAhQAyACEAjgCgALIA7wAhAcoApQClAKYAjABvAJgAvAB6AKsAdAB8AGUAXQCbAM0AhQBhACgAUAB9AKcAvgCuALEA3gBQASYBCwHsAOMACAEgAaEAeQBaABMARABVAEUAYwCWAN0ABAHHAC8BOAHpAAMB4AB8ALMA0ADRABcBzAACATkBNgEaARABTwECARkB+QDbAOQAjgCqAKgAvQDaAM8AuQAAAfgAvADRAOgA4QDWANMAiwCdAFMAWAB8APEAvgAhAd0AiQCnAMsAiwC2AMsApAB2AKoA+QDiANsA2ADXAKMAogCAAC0AoADJAAMByACqANAA8QDbAOUAlQC2ALUAdwB7AHQAOwCFADIALQAoAB8AEQDb/yQAOABVAIoA/QD+APgAJgELATcBHgEPAd4AhAB8AJYAowCPAG8AIwDw/ykA+f8fAOf/BQAcAGQAhgDRACMBBwErAScBYwGvAZMBYAF4AWUBOAE7ASkBQAGxAOEAuwDNANoA5QDUALsArQC8AP4AzwCHAHsAWgC1ALcAGgG3AGQAigB4AIAAfABDAFUAFwA5AJkAmACAAOsAHwEVAfYADwEqAUIB4wD7APoA8wD+ALgAjwCPAJcAbgCPAIUAhACqANsAvQDLANoAnwCuAIEAuACMAFwAhQCJAK4AzwDpAMsAqADCAM4A3QCoAKUArgCnAJ0AjQC5AN4AAAEHAREB5gDuAOQAxQD1AN0A3QAdAScBwwDiAP4AKQE8AUsBbAEEAckA2AB0AJgAmQB9AGAAPwBkABEABQAiAAgAwv8lAPH/4P8VADUAZwA1AG4AmwCyAI4AqwDoADsBJwE2AR8BOgFGASAB4wDKAOoAPAEMAfgAzQDHANoArQBaAFQAYQCIALQAuQCuAKMA2QB1AKQAqwCfAN4AzAC5ALoAhACBAJUARQCKAH4ALgBRAHwAtACsALYAmACdAP4AGQHoAMUA5gD5AAgB5gD7AMkADAE6AR0BQQFSAe4AEQH5ANoA6ADSAKYAzACKAI0AgwB7AEYAIgBnAEkAzgDQAMcAvAD0ABIBDAEEAdUA9ADXABYB2ACwAMkAgADJABwBGQHQAJYAKgBRAFcAiwBsAFcAfwCMAJwAwwCvAOwAyADoAPIAqgClALoAeQA3AFMAjQCfAIwAcgCQAG8AZgCqAKwAsACbALEAqAC3AL4A2QCgAKwAAwElAREB1gD5ANIAJAEqAToBKwHpAAIByADyAA4B6QDXAKoArwDIALoArgBBAPH/9/8eAC8ASgA8ABsADgA5AEkANgCJAGQARQAaAO8AJwEIASQB3AAdAWwBXAE9AfIAHAEIAbEAcgB0APAA7gCyAAgBFQFLARsBSgGHAWgBSwHCAKEAFQHGAIQAVwD9/3EAbADPAKAAQgBtAJEADgEVAfoAzwC8AL4AugCkAPUAGQEPAdIA6gD3AK4A/AAhAaoArwCFAAEBLAEGAe8AzQC6ALMA8gDBAL8AxwA/AHAAVACJAEEAFwAQABYAMABGACcAof+E/6b/NACQAHAAcQBHAGcAYgClALMA0QCRAIkAqwDpALgApwDhABQB9wAiAdcAxQDJAAABTAFDAUMBIQEfATIBIgEAAc8ACQHKAO0A3ABuAGcARwA/AEYAOQBIAJ4AYQBmAGkArgDVAJsAwgB/AL8AjwC5AAYB4QDyAAgBNQFFARoByADsANgAAQG7APoA8AD5AAkBSwFUASwBKwEFAfUAJAH/ALYAnwCgAJwAUABQAGUAuwCsAP0A0AAlAQUBBAEOAboAewBbALgA2QAaAQoB2QAAAX0AbgCfAMQA6gB1ACwAKwBOAEsAQQBhAFQAkgCZAIoAsgCLAH4AVABEAE8AYQC+APYA2wB6AIEAzgCkALUAoAClAG0ANwAKAOj/BAD0/0oAdADMACABDgHzAMoAjQD3ACUBKAEHARwBNgE7ARwBPAEwAScBKAHoAOoAwwDFAIIAjQBbAD8AkABDAGMATAAHAB0AdACdAK8AmQBxAKoA0wDgAKsAvADDAKUAxQDhAN8A5ACIAKkAlwC+AHIBSQFdAe0AkACfALsAVAEFAe4ADAH3ANgAuQAfAd0AuQDKAMwA0wCfAOsAqgCGALwArwDKAMsAowCpAJIAfgCMAMsA2gDSAPgA4QAbAf4ApgB2AJsAoQDLALcAjQCLAL0AnwCbAJkAiACcAKEApgCiAIEATAAXABQAJwAYAHoAhgBtAIcAsgDqAPIABQHfALMAkACpAMUAuQDUAMQA0wD2ACQBJgEAAesA3gDeANYAwgAcAf0AvwDkAKsAuwADASoBAgHWAMYAgwBpAHcAewBlAH0AjwDOALwAigCMAFIAPAAtAGwANAAQAEQAWQCJAEkAVQCcAIAAnwChALcA6wD7ANQA+wDeAF8BSAEhAe8A5QC/APYAIgH/ABUB6QC9AEcBJAF4AT4BzwDMAIMA6gDZAO8AugCfANwAywAoAdMArQDOAGgA2ADmALYAbABEABMAAQBLAJYAnwDhAMgA7AASAVABWwGVAUgB/ADEAL0A0wDjAKgAiwByAM8AyQAcARIBFQHEAH4AgwCcAJEAGgAQACIAGgA6AF8AlwCDAEkAHgA3AEIASwBiAEcASgBmALcAuACBAL4ApgBlAKMA4AAmAeAA9ADsAO8ADAGRATMBDgEIAfIA3QDkALAAdgCnAHQAVQBHAFQAXQBZAGQAcQCzALEAgwCvAB8BBgEBAfYA+QAwAfsA5QDGALgAtgDKAM8AjQCPAJUAtADyABUBOQEJAeIAogDrANAATQEBAeMA8QCuANIABwHbABAB0ACeAIoAjQDJAH4AmwB4AIkAZACyALoAjQCCAGcAjQC+ANQAtABQAEIAoQDHAOEAxQDNAL4A6ADPAPsAywC1AM8AhwCKAHgAnQCCAKMAswCNANgA9AD/ABEBjgCqAHQAWgCPAKkApACzAJkAhADcAPIAswCqAN8AYQDIAMQAxQDdALAAxgCtAKIAogCdAMMAiwC/ALYA1gDTALAA2wAGAdUA+wAHAa0A2gDDAKcAywDkAKEAsgC7AH4AjwCNAA4AjwCzAJcAcQCtAGUAWQA3AEAAjACEAHsAfwCuAOEA3wDlAMsAvgB6AIEAsgCcANQAEAEaARgBMgHcAOEA5QBCAX0BkQGLAWgBJgEgATsBcQFrASsB+gDgAMQAmQDMAL4ArwCuALoAvQC6ALEAsQBUAE4AYQBTAIYAngCQAH0AiQCCAIEAkwCmAGYANgA8AG8AUQCgAIwAhwC5AD0A2gDDAJAAkgB8ALYAywDJAJ8AWABdAEoAMABaAK4AiwBoAJMAhgDVAHoArQCTAL0AwQCvAMkAywCeAKkA6wDFAPkA4wDvAOgA1wDaALAAugDWAMkAxgDKAK4A0gCCAHsAqwCVAK8AuwC3AMMAyACwAKEAgwCyANcAIQHSANwA7gAIAQQB4QDmABQB6ADlANoA8QBOAUcBEwEuATYBFAFCAfYAywCZAL4AKQEPAeIAlwBfAGMATABgAJgAYwCBAHcARwCTAJ4AigB+AJsAgwDGAK4A4QDhAM0A9QDXAOIAGgHEAL8A6wDZALIA6QCwAM8AswDjALQAvQDHAJkA5QC0AL0AwgC8AJ8AVgCqAJIAhgCSAIIATgB4AKUAZwA4AG0AUwA1AEQAagA5ABYALAAPAFQAiwCnANMADAHsACYB9wCyAIYAqwCIAHcAnADBAL8AlgDNAKUA2wDIAMgAMwHcANkAJQEHAVkBRwFSAUcBDAEHAdoA9gAlAfMAnwCFAF8AaACFAJAAdgBoAFgASABmAJQAfwCOANAAogC+AOwA1wAMAc8AsgDxAKQAhACDAJ8AmQC/AKwA9gDNAPAA7wD4ABkB/QAhAR0BGAHtAGEB0gDbAK4AXwCgAKMAPwANAEsAWwBGAD8ATgArAHYAWACGAK4ArQDEANoA0QDSAJgAAwGzALQAsADbAJEAvQDfAK8AuQC+AKUAsQDEAMUA0wDKAPEA9QDaAMEAtgC0ANQA0wCAAN8A7ADGAPAArwCgALMAswC4AMUAswDHALAA3gC8ANsA/wDwABIB3wDaAPkAjQCuAKAAfACMAHYAcgByAJEAlQC3AJUAzQC2ANIA0wDBAKkAqQDaANUAuQCLAKAA5ADHAKUAxwAEAcgA4gC+AOEA+ADjAJYA3gDLAK4ApgCEAGEAcQCUAHQAUwBdAEsApQCBAG8ApACCAJcAqACYAKEAzwC6AOQAwgDXAA8B/ADRAO8A0wDFAN8A7ADsANoA1ACeAO8A+gDwANQAnAC/AIgApQDSAMsAogB9AKsAvACoANYAwwDTAJYAwgDqALwAjgCIAKYAbQCcAIQA4wDMAMcA1gDmAAwBvAD3ALYA0ACsALcApACMAH4AUwBxAH8AswDDAJwA1AC8AHgAnQDOAAMBjgClAOEAwgCsALIAtACiAK4AtQC3AKEAuQDSAKMA3gDoANMAowDDANsAsACOAMoApQCRALEAoQDqAIQApACPAFcAnwCBAHEApgCiAJ4AtgDeAN8A0gCiAMUA0wDSAOAA8wCuALYA6gAKASoBAQEMAf8ADgFIAScBHwHOALsAIwFZASEB/ADLAMcAqgAIAesAyAC1AGUAdQB3AIQAggBuAKQAqwByAIcAZQCYAL4AhwCjAJ0AmADGAAEB2QCpAIsAYgCwAKUApQBoAGEAQgBDACkAngCwAEwAZQA/AFQAnQCLAJcApQCKAI0AkQCGAF8ArgCFAGUANAAiAGUAfgCDALIA0wDTANwAEgEQAdgADwE2AR4BHAETAR4BEAEPAeMA2QDdABMBzACAAKsA4AC4AJsAogCDAIQA0gDpAKQAhwCnAKkA/QDaALcAogCpAI8AmwCKAJwAggCpAKwA3QDTAOEA7ADYAPsAEQEBAd0ANwEEAfoABQHmAN0A3AC9AIEArACNAI8A2gC3ANgA5ADkAB0BBwHxAPIA4gDWAPUAsgCWAMQAvgCeAJAA5gCZAJQAnACQAHQAmAC6ALYA4QDJAMsAoQATAT8B0QCCAHwAbgBYAIQAfAAvAFsAjABcAGkAoQBcAEUAXwBoAH4AfwBiAGsApgCVAJwAlgCHALUApwCkAJsAlACBAJ0AjgDcAOAA4wAhAQsBAwH7AD8BSgErAeIABwE3AQEBygDMAIoAtwBaAGAAeABeAD4AfwB3AHkAdgBtAF0AVwByAIcAmACnAHAAnwClAL4ArABpAGkAhAB8AIcAdwB/AI8AnwDJALIA1wC1ALEA8QDlAMgArADIAJ8AfwC/AKEAhAB/AFUAkADDAMYAugCFAK0AEQEaAQ8BIAH1ABkBUQF0AXIBDgEmATYBUwEeAUABEwHyAM8AugDHALcAwwChAOAA5AAAAb0AqQC1AOAAzQC1AFkAowBFAC4AYQBhADsAHwAqAFEAOgA0AB4AcgBlAH4AbAB9AKgAlADSALUAigChALgAvQCOAIMAhQCpAFUAogCoAJkAvwDsABcBPwFIAT8BWQFkAX4BZwFeARsBKwHqABQB9QC/ALQAtADZAIoAgADQAPgAywAiAdcAEQEcASkBHQESAQIBCgEeAcEA0gDdAKgAfgBiAGYAlQDNAIYAeADKAM4AmACjAMEAkQDVACkBAgHJAAwB+AD7ANYA0wAWAb8AhgBUAGYAkQClAFoAnQCjAMEAdgCyANkAowDYANsAzADCAM8AxgCkALwAsgB5ANIApAB8AIoApABkADEAyACjAHcAlgDXAMMA3wDJALwAogCIAJYAWwA4AHQAJQBXAGAAhQA1AAUAWgClAIwAcQBpAGIAjAC2AH4AvQC8ALMAnwCCAJkAdQBiAF0AgQCuALIAcACZAKIAoQC5AL4AIgE7AUYBSwE6AfwANgHuAOwA8QCoAIIApgCUAH4AFABbAGsAPACbAJ8A3ADyAL0AywDCANoAowCeAJsArgCqAGUAywC4AKsA7QDTAM0A7wDsABgB3QDOAAEBUQH1AAoBGgEnARcBEwETAesA8QDLAM8AxwCtAMQA0QDmAI0A9QDyABMBwgDPAL8AkADVAO4A7QDzANgAxQDzAMkAvACuAJIAfgDSAKAAvQDJALYAlwCMAIoAvQC7AIMAgQCwAJsAlwCuAIQARwBvAFsAVwAGAEgALAAKAG8APABGAGIArABpAHQAngCjAK4AzQACAbEAhwDcANAAegCIAN8AsgCeAM4AqwDeABcB9QAvASwBZAF7AX0BQwF0AUQBCQEZAf4ABwEmAeUAewBOAJ0ApgBsAGcAWwB2AIoAugCtAMgAmAALAdcA0gD6ANoAwQCAAIEAjADEANIAsgCcAJgAaQCiAMIAyACJAO0AsADQANMA/gC7AOQAtwCAAKAAlQBPAGMAkQBPACsAPACAAGYAVgC8AIgAewCHAHsAzQAEAf8A7wDXAOIAEQEEAeYAEgHMAKkAhgAhAO7/1v/o/8D/i/+F/0f/Wf9G/2j+jf10/Gr83vxQ/l4AxQLRBEYGugf3BzAHyQURBFgCTADo/pf+iv4G/+z/HAEfAg4DwQMzA4UBhP9P/V/7wPly+db6JP0rALACkgXgBvkG+gUGBMUB7v5W/fH8af1T/7IBpQRuBqwHgQgoCFgGZgRaAlIAVv4V/bz8L/37/fH+hAC9ARcCZwJJArMB9gDl/zX/Yv5e/i/+rv47/6r/AABTAFkA4P/N/+z/ov96/6X/CwBfAFwAvAAHASQB8ADaAJ8ATwA8ABoADgAfADcAgQClAP0ARQEVAWcBZgGKAXIBhwGLAcIBvwFzAQoBiAAbAAQAk/+U/73/Yf9u/0j/AP/Y/ob+J/5j/gj+9v32/Ur+Xf6H/tP+Gv9b/8T/1P/b/7H/if92/y//1v6l/nn+yP6x/dz8xPuE+xD73/vg/S4AZAEWAiwCqgC//lP9Hf1C/TP+AgDRAeICOAM+A40CBAHS/5z+5/2U/Z/9Of6T/gL//P55/7n/UAD8ANcCvwQYB5AJ9gp9C9YKFQoWCjcL1QzoDUcP5xCJEpQTTxScE38SzRD9DgANkQuZCr0J0gjmBqsFIQR+AsoAkP+c/qr9NP1y/ML7y/r0+Rf5C/hm9xD3GPcs94P3Ifjx+M35jvpM+6H7K/wZ/Ar8bPwU/ez9yP61/6UAdwH8AVkCxwJkA4AD+QOhA24DhwIwAowBjwCO/6j+1f1Z/Tz9hvy8+6D7hfv9+937PvtK+o75FPlw+If4vvi/+az6xfv4/Jb+jAAAA40FEAhxCgQMLg2kDUgNIQyyCo0JnwiNBwAHiwZ1BYUESAJN/tL3e/DB6MXi+N2V3LzdMOFk5TTql+7p8TP02PUq9yr41/jL+L/3d/bR9LDz4fJY80j0KPbj+I77nf7NAcIFjQldDWYRqhW0Gykj0yqfMXY3qjvzPcA+Hz7FPeI77zcMMf4nhxrPBDntsdWxw9K3tbWxvifNTt5G7cv5nAGqAwcDzwHI/5n8y/e58dnpO+AH2XXVitju4LvtQP23CtUTcBdPFuYQeApxBOP+9vp990v0cfLB8cPyifYt/bEE4gvhEC8TBhPcELkOfg2gDvYQlhRfGQUdiSDOIlolFycuKRArpSxpLcosTyy1KMAaTgOL57HMs7c+rUyyJsOr2JXtzP0HCKUKvAjtBaYCC/6L9hHsB98f0avH7sRpy2HWA+aD9ioCcAi2B1YFhwA4/Gz7K/xe/7EDSgs9F+omgzjURo5S+1n7Xbpgs2HdX/lU3UDuH6/v3sFEnhqP6JUtrpvUS/ZlD7UaAxwtFyANmgMB+BXpv9W5wI+ytq/5uvHU9/YvGNwupzaSMa0hLg8+/j3ylOom5G3fXdwI3iLloPK7BIsVjx/bH0MXVgkP+sju+ek26yrw2faE/mEF5AvyEdcW2xpmHckfgyKDJrgqAC7IMAUyVDTKNVg2ADcyOEg5fjOfEKjn7b+Cof6ZlKJ8xrblt/1uCpAK8wlZABj+Z/nD75LeYcnbu6C4JcW432L/HRZFHsYXmQlI9/ToIeJz3yPeutwa4ATp2PabBvgSbRcdE2IK2wTVCAcZQzODSepT4VaoVAJTtFbdXkNiZVQ7NpP847q8kWaCV5q8wC3wGhLjGHoXDgujB2YBTfrK63vPPLNDn5qlesLB7vEZpzSMNwQnzw6k+YjuQOnj5gPhAdsh2ojkx/ovF/kuCDUwKeMN6+9s1ezA18h421T0egdLE1oXmhAtDLMHEwUvBB4H2A0/Fu4h5C8+QLFTlWGMaP1viG+LXVQ7cxa+2O+giInUibusUdF+A9AeCiX+I0IT4QjH72DaIr4MpQScYqSoxxHyFR6wNtc6LisQEeb3u+N+2APRPM9Z0lneuvHvCIYcHSeDHioKXPNi4JjZmdxU6S/2jAAMCPALAQ+aENMRoRJLF8cjIzv3S/tVCFwKWx5cOlfITWI5YiGt8k25uqAembi1ydiqA0Ec0hjhFKoCn/v96qXdB8pNsxOtvbOP1Jn4Zh1/LTgqwxjEAPPvL+Mp33Xa+tkA3jDs+gKCG6AtsjK4G37sX8HIrXW/sdv4AZ4W2RqIEswJygUsAsMDkQSrC0waZzVmTnNar2HsYDZhNGR7Xy1JJCnS7oOs75Gukwm7oOTvDnMgmBe+EgwF4AEq8PPcV74pozGh/rQh4kgLeyx2MTojsQ1h+ePtzOKY26XRa8661wzwyRFLLC06DTBlG9jvnq6LqDy13tmu9zcWCR3REg0TNwqGA3j3v/wdANQRWS4kSlFXTlhzX/dckmOEZi1bzTu+DojJJpstk9CoaNU/96gXQBQQFJQPOA3nA8LoHs46pkecCKezzsf4sRjiKRYiAxjHCGgBbvOh4/PSzMY3zALhCwSsHC0mLSCBCxj1hejO5rfmHuZZ5L/nxvGsAcoO6RERDAcFIALMBsoUzSYfOuZE80qGUHpUkF2TY5FcNkQBKq3+t8LdqECh57bdzpXyGgroDI8VqxJiEyj7Cul/y2OyLKwkuB3X3e5+C18X8xx3GJITDAsj+KHmltR+zpfR5+Qi/Q8RlB5uHyISuuv02RbVPdoz4VzulPq//5QK6A/rEOgGnQaKCoIXHC1uQEhLfVDeVndcpWPbZf5Yq0HvGFXXrLAgnnSsh8N34Yr5zQA8DyIVFiPTFaMDleFjwO+rQawbwhPWyu+O/oUNLxbRH5ohNxdNA47pRNdazcDS/9r342LsafbeA8YO0RYcE7AGTPTg6BHlCOnT76f3Mv/ZBr4QfhsBJ3UwdTkZP5REM0pRTsBUV1OzSLQ54CuwDNjhHchLtAW4M8ES2ebk6PNU/XEFpw/vDSYHs/Kd4uTM08huylfUdt1P6V/00v7aDDMVChlFFBkLfvz98WrnDuEr3dfcFNgH4HLs6vkjAvoF2gSMAyEF+QJ1AtYA1QEpBtQUFSSgMWY7CkUHTEhVtl5oYNNZdEtiN4cOiOyzzwO/2LoIvhHEosdt2K3l+vlZCQIVBxG8Cm3/e/Su7J3n6eCr2SzYHdhq3kHp+PQ0/OoCGwhKCk0JgAd6Aln8Rvev83rxHfKi8lvzWfYz+zQA0wZ3DX8RQBU/GMkafxy2H0shNyKIIgghLB/8Ha8cFBrMFrkS/wzIB90C4v6Q+yT4avQt8Nbto+tK64TrNOzf65nrr+rW6jLrvuwY7jbvfvCs8QP0Uvaw+Br6kfpY++n7/Pxm/iAATAE/AiMD4wMNBZEGIwiLCMwIxwhzCBAIrQc2B6EGKwbRBecFjAbqBtUGCAZSBeUDwwLeAr8DowRXBbYFCAWSBGEEUgRuBLMDfQOYAhYCJgLqAgsECwXzBHwE/wM6BOsEDgWoBFsDlQEfAOT/FwBiABYAYP+o/l79vPyY/Mf71fpE+rH6Rft5/CT+L/9C/33/AQCUAKAAqgBvAMX/of8dAOMAIAJBAxcE5wPmA+cDcwPoAh4C0gFNAcYB6AHZAcABbAEaASQAT/9x/hr+mf1//bj9CP4Y/hH+3v55/4X/xf+e/4v/g//8/wUAYwDOABQBNwEyAVYB3AHhATkBcQDj/4b/fv/6/58AGAFZASwBJQGHAPL/pf+l/mb+Bf4O/qr9Df74/u7/BAG0AboBGwGoAPv/3P8UAHsA9QDyABABjwB+AOT/i/93/5z/IACLAAIBEQEBAQcB+QDoAFEBaAEYASkBEAEhAWEBHAEkAasARACwAPMANwF2AT4BdgAaAAgARQCXABoBTwFHAQgBBQG2AIMA7ACPAKsAXgArAOX/HwAZAB8AOQHjAS0CzwHYAWwBIwFdAZQBIQHGABUAP/8I//H+PP9P/5//6P8CANUATQE0AiAC1AF6Aa8AcgD0AMkBYQKrAlUC1gEOAYQAugCvAL8A2ACRAA8AJQBBAJgAMgHJAeABgAEmAQIBTgCeAHoAOwBAAAUAAgB4ABEB/ADBAIEAVgCiAOAABwFsASsB+gDrAAYB4QCMAOL/GP+o/nn+ff7a/kn/5v96APkAwgEuAjYCHwKeAVUB9gAaAUEBKAEYAQgBugAbAXMBGwH3ALgAPgABABoAjwCeANwAtgCWAKAAnwAHARQBEAHUAMcAoAB3AHUAhABnAPMALgGqAGAAFQBRAMcALQFDAasBcAEaAe8AFwETAacAFAAZABoA6f/c/6f/8/+5//X/nQAhAR4BEAHBAFwA+QBNAQ0CjQLHAnMCEQJfAR8B5AB2AA0Afv9G/4r/MgDKAA4BZQHpAPwA8gDkAG4BRQFPASUBqQCoAPEAMAFDAdoARACs/4//b/+e/yoAIAA2AIgA+wA3AeUBDwKQAbwA8f8a/9P+ov7g/nz/pv/1/7EAbwBCAVkB6AFIAWkBvf+oAPn5y/EX9yj76AfYAd3/cPsmAbQD0QMEAJIAQgH6A6oDiAN4Ag8DQAJOA5AAagMEAEsAtPwU/dP/JgHvAzQDcQG2AxcE5APRA6oAzwDJ/sEBXPwr/X3+fwB3+V70FvTn9gf5qvfs+OX/OwfcChELzA6lDB4MZAsoDKEJCAh7B9AHigYlB6UGOgdVBoEGWAMgBJQEDwN5AWP+nf3K/vD/C//E/RX9N/xn/M79hvuk+bb5W/lw94D3DPza/AT7mvvF/dL+Wf+1/Y/6tftN/En8Vf7j/icBvwGEArADkwToBKoFnQSQBH4GcgdvBwoGywZ+COYJAAuiC5cLfgrdCPgF/QF//fr3W/RV8Sfvce0/7e/u6fEE9iz6zf4aBP8Jrw54EMEQsA54DPUJbQaMAh/+IfqC9wX3WvjZ+mP93QDVBL0J+g+iFWgZShxLHtcfxyHXI+YkPyX5IlUf4hoTFpQIT/qN66feddWwzFjLEsgKyXfJDM461bDdY+f/8Cr5U/8FA6gHJwk5CxoKXAlBBtUClv9t/Ub8vfsd+tT5OfkF+RL6Ivzn/nUBwQRPBlgH2wYJBpUFNwWuBa0GCQjNCBgJ9wm9CjwMgg1VDg0PIg87D9oOPw/5Dp4OhA0eDBsKKQb3ATP9lvhJ9Hbwiu0v6/vpYugl6C3ouOg86g3sIe4V8W/01fd3+jj84vz0/Az9Mv0d/mL/UgDeAEMBkgFzAVgBTgGYAaACAwSSBc8Gyge7CDgJwwksClkKjgrBCmcLyAtHDCkMtAvmCpgJ5Ah3CHAIEQknCUYJNgnjCHkIygfPBmQFtAQiA7gBOgBj/3r+vP0o/X/86vvc+hL6V/nm+Ln4a/le+ln7MPzB/EP9Nf1Q/U39ov0Z/v3+QgAxAWICxwJWA6wD/wP4AwsERQQrBMcEUAU+BpgG1watBp8Gjwb0BVkFOQTFAzAD5gLvAuICKQMLA8QCnwIdAuABLgF4APP/pv/P/o/+l/5+/hX+l/1m/R395PzZ/NT8GP2v/L38Pv27/Wz+4f7A/q7+Ef/l/lb/x/9aAGkA7wBBAVcBsAH5AQQCEgKqAVcBSgFGASICfQIUA1UDqAPvA6ADMAPdAm8CsAG5AbYBkgFbAdYAmQBHAPT/zP+J/5z+8/1I/fv8nPxx/Kn8KP0g/Y39Jf6W/uj+Fv8a/0f/gP+s/93/JwCAACcB5QFLAl8CbALgAY8B+gD6APgAPAHoAagCLwOVA6IDYQOqAgcCkAHQAFgACwA/AG0A6gA5AfQAwQBqALj/G/9C/0H/x/9JAIQAqQCQAAUBHAHmALsAFACT/xf/NP8z/2r/4f9KAJkAbwCYAOwA7QAlAR8BLgESAe0A6ADmAAcBTQFsATsBSgE5AfwArgCGANEA9wD2AOwA0gDxAEoBUQE8AQQBjABHABwACwC7/xYAVgBpAJcAIABaAD8AGQBUAJMAaACNAEgASgB7AKkAmwC2AIUAdAAHANf/sf/u/9H/+/9RALoAJAFqAV0BbgFuAUcB1gDgAM0A3gA+ATkBeQGVARMBtwDBAHkAYwB5AFAAdACBAHcAwQAUAf4A/QACAc4AzQCHAJ8AigB/AMoAHQF7AegB0AFNAdMAiwAiACEALgBiACAAPABMAFoAzgACAQ4B+wDJAGYACwAsAE8AfACwAHYAtQClAOAAywDfAJcAVQDv//n/NQC7AD0BlwF6AfEB+QHIAbYBoAEfAfUAjQB7AEQAKwBfAJUAoACeAHgAygCeAHoAgQCtAJ8AsQCZAJ4AywDNAKoAZQCPAIkAWQCGADcALABGAEwAFwD//wQA8//N/63//P/n/xUACQDo/1T/d/7A/Bv7l/hv93r4A/zwAAoFMgeZBioFHgSMBDAFNQZTB7cHaQeQBl4FrAMpAlUBDAGaARAC9gJmA40D/gIgAr8Aff+j/tz97/1f/kn/uf9kAEAALwB7/wb/qf6M/mP+Yv7I/VD9HP1O/dr9b/5u/iz/Xf9+/03/MP8g/7f/UwAdAU0C7wJIA0oD+AJ1AkMCLwKeAiIDLAMbAx4Blf1x+Zv2HPc3+9oB9QjKDXUPKQ1lCPwC3f4w/G78O/7ZAH8DzQS9BC4DXQFu/zn/2/84AQMDwwOiA7QCeAFvAO//DwB4AaQCHgQ0BRAGDAf7BpEE3PxN8ufmN+B2437uhP7gDJ4VshSyDLIAyfY88RnySvgaAK0GUglhCBgEQf+t/Ez6B/sE/RIAwQHLA7EEsAM4A4QBTQGWAG0ByQLwA1IEIwRTA/gABv9I/v7+GwFMBF8GRwd5BhgFeAO3AcQAngDwAM8A6v8I/5L9Kvz5+wr8+vwz/rn/WgCGAOkA8wBCAfABfgMNBeAGXQiDCY8K1QsxDZsO9w8cEWoR5xHkEfcRyxIHFFQUMBHCCcL+GfGV4mrWnc/uze7QOtc837HmH+008yr5pf6wA20HAwlWBub+lfVB67zi8d6338rkc+vN8m/5Af6oAfAEzgi1DKsQehVqGxQjDCseMpU5RD9uROdICU6nUp1TZ086RkctqAZK4gO8fKTClZmd0606wX/W0ugr+OUBIwz3FfwaGBiBD4L9vudn0N3BDb0qw1fSpeXZ+XwJ2xS1HAYiKiXWJZ0iHxj1B/X0tuIt1sHRZdQ/23fpvfUTATEIew1zD54N9AvBCXYGrgSiBR0KMRI/H1cudTt1RzpRBFnXYEtmbWUbW+9G4xaH5DOzaJDZgheJfKgbx0PmAP3/DIMVfBnxG+carg8S+1TfaMGfq6qhP6ziw2fk1wLyGTMnKSpJJxMiWhyfE1sGefQh4WDPO8ZSyFrVeuvaAMkR9hg1F5IQOwhmA1oAzP+NAL8BUwXxC/cXiyesNnJD6E0oVaharV8xZQ9iglTiP/IMu9U1p3WJjIlymd/CnObkARwTSBgnG70XVBMxCdn0V9gYuxylm6LbsKHQPvZAFlYqXC1sKGYdEBIoB5b8m+/X35bSG8/T1pzpPgL4EwMbThYBChz96PI08KXxHfR79gL40PqZAKgIpxGSGNwdBiNGKwI1Hz4uSEhQClSzV8ZZI1QoSPA0egPXzrCmiY9Llt6sudjN938L+RRDEgcQpQiXAWnyFdubwJOrDqaQteDTa/iFF2Uotyn/HYURigTk+Unw4uXH20bUz9ef51QANxrzLTszryiGCVHYsr6Bu+zK/Oj8BYsX1xZjErwMBwbPBNoFfAoqFXklmjUmQM9KFFHkUvJYiWNkaGBcOkq5EvjIL5sBgP2PmK/u4CIEHg4vFvoPtBFgD44I5fE/zqys+pYnmxm7PugAD4YoJC2sJCEVywqRAtH2u+dx1VzJoMjP24L7Bh3YNDk7GzH4HIgDHevow263pLxJzr3vyA5SIwcixBkiDHT8ZPfR+bsBLRB8I/Uy4TkTQgRKQ1BYWcJke2wcZSBR/jJ77PizfZXAjJmly8Y58RcA8w2YFVoWMRjZD5H6T9LRsc2aZpvwshbc9f9zFg0iESACG6gTSQ2T/W7pQdQ9xtnHGtvo+eEWZytNMncs/SD7Dy8C5eLlwaO8l7+K2HD5tBX4HV4ZJBHtAnX8z/vu/X4A/gwPHsUssTiYQjJI6EvBVMlczGVgZyNaPUQbF5TTK6sYk3KaQ7RV1gTw9/p6CuoO3BfBFucN6O6OzPGwPKLErM3D3uPa+I8JMhFTFvYa0RsYFPwAbOuU1h3OLdV05w/9Kw55GUgdgR+YHxMddPtq2fbCxbtfyo/mUgHPCmURCRCtCw8IawbqA2kD1Q5gHjksezcXQcFDq0jMUE1Y0GHOaKxiyk6wMx/338bWp1udS6dVutLS4dlq7/T8YBAgGPQaGAq663jRWbvXtgS6BMpX1BDiq+/g/4AQlh2hIwIc0g6d/OzuxOad5QDoeuuN8YP5XQXZEWAYrwnw97bli96B4MTrdvNz9ub6Y/2/AnMHwQxADkMSRhkoI2IsOjRLO0A+pEJMR/pN4VQRXIBdK1WvSG8juPWS0zy4l7HJsIO8V7vIyBHU8uhr+4ALeg/PB5z9Ouz74zHbTdmr0gnS78+21UnhS/Ae/n8HJw4tDmkP3w4NDrgKkQVN/oX3CPS+7s7m7d272nvco+Y08qj7QQFSBcMIoQz5EWgV9hj2GzEg3CRlKtwu7TJeNfw2qzdoN0g3ETd6NugyES60ImwRmwJu8x3stuVM41bch9gs1InT2NQI2E7bIN2C3t3eReL45LvoFuuB7S3uLfC28XHzhPXo9sr4zPo0/V7/3QG9A5EFKgeHCHIJ/AnICcoIvAfeBqgGjAZFBiwGSgUFBD8DxwLiAoYD2ANbBPMEKgUGBvkG0wcKCCoIggjMCCAJMAqNClYK+AmOCZQJDQo4C+ALegztC0QKdAiEBgMFZAPZAaT/4fwF+rj3OPbV9KTzr/LQ8enwd/Bl8KXwAvG08WzyxPOG9SL3IvlP+x79pP4HAJoB6AK2BF8GgQdCCEoJmwlSCn8KjQqpCW0IFQeyBdQESAT8AysDeAL/AQECuAHSAf4BcwEeAaYA5gDTAMYAUwFLAYMBggLEA+wEtgV6BrIGtwboBkYH7AZwBgYGIgUtBDQD4gJmAv8BhwHTAHX/Uf4E/Yf7p/qb+VT5B/mX+Cr4ZPcj9xX3wvZq9zL4jPiQ+Qf7IPw8/TT+X//oAPkBTAM8BHMEbARABGoERgUNBo8GFwfeB2cIqgjFCI0IfgceBukEwQPqAj0CaQGKAAwAKwBrANsA1wDIAIQADADe/23/iP8x/9f+af4c/rz9zf2S/ln/RwCpAIsAYgDh/3n/q/41/sn95vzB/NL8Q/2Z/ff9I/7M/ZX+7P7L/2UAowBUAG//Hf86/47/YwAuAZkB3gFIApECQgO6AzwELASRA2UDOgMGAyAD2AJtAvcBogF+AeAB0QHzAaQBVwHuAG8ANAA1ACMAJQCgAKgAoACTAIYALQBy/3P+4/3c/Q/+2/5y/7j/xv+X/5f/L/8z/xv/Ef8l/5H/e/9w/5L/uf9IALAA5gDhAMsAZwCt/+v++/4z/6j/KgBXAQcCxQIUAxsDEgOXAn8B3AACAPX/tAD7AHQBggFYAW0BiQGkAS0C8gGxASYBkQCLAGMAlQDFAO0ALwEwAaEB6AELArcBYAGhAFv/Cv8I/4D/uv+t/5v/rP+i/9j/QgBhAGYAhADZACABXwGEAfIAlwBeAFkAiQDTAM8AdwBnACsAsf9IAMIAXgEhAskC5gJcAgkChwHJAK8AdQA9AJIACwFlAVQBEAHQADgASwBIALcAIgGNAaoBqQG6AasBngG2AYkBYgE9AVYBJwHtAJkAWQAZAM7/yf/s/z0AdQAhAIL/OP/2/gb/Xf+m/8T/+f9bAJkAsADDAJEAPwA7AD0ArADRAAUBqABoAFEAfgCfADgBggG5AeIB7AGaAZoBcAFQATcBmACfALAArgCtAFMAAQCp/9b/TwC+AIwBCAKRAS4BagACAOn/cQAFAQIBJAG/AKMA8AAyAWUBSgFXAdEAfABhAG4AWAAhAMX/fv9+//v/QwBsAO4A2QCFAIoAigBmABsACAD6/0IAVgCTAM4A2QCuAAQB5QAZAYQBzQE5AkgCHAIMAo8BjAF2AV8BzgAMAX7/pv9o8EntpelA7gvx9fswAHYFaQbiC3YM9gzfDsMNbw7ODNULCgpXB/wHegcgBj8GJALc+gf1D+4X8krxd/fm+ycBhgOnBuMH8wfqB5QG6AWjA0gBKAFdAfb+xP5I9rH7jfu1/Lr/FQP1A+sFFQarBd8D9wLoAaQAHP6D/zMAkgK2AwEGiAbLBtYHpwcAB/0FbAUvBK4BQwH0/17+Wv3U+9/7JPpH+i73dfiC+Kf39fjA95j4KvlB/Lj7PP0w/X7+XP4G/ikAJP+sABABAgSaBPUFRAjMCGkK/AgeCm8Iegl0CFMI5Ak7Cf0LggrWC6oKyQvTDNQMrQxvC4AL/QiKB1QE1wKY/5j8i/i081Lvt+pR6JbmC+as5Yblo+ZR58no9uk76yfss+wO7RntH+7x7mLwpvKE9Wb5GP1mAWQGRgtcEEwVDhutIMIkISg/Kr4rlC1SLz8wWDHVMHYvTS5AK7EogSRfHIIKaPzA6dXdX9Zx0d/OnMzvzMHNitUo3HvkZOzE7iPxIfFr8prxpvMf8qvv6e467e/vDPT4+fX+GgRSCNALaRFSFO8WCxRTEQALNgYuAgH+zvtB99zzY+9y7r7te/CW80/1G/hP+Df6mvvT/uMBtQaaDBUSFhk2HzomuCw3M1A4Cz0uQPJAzj+0OpsySSZPEl8B+e1R4qnZftRo0tjPtdES1NnbIeKE6Xnuje5b7Rbq3ecj5Urk/uGu4P/gB+K3597um/ciAEYIcw/3FJQalh29H8Uc1xiREmcMbwcXA9b/5/u4+TL3d/dd+BD6tPwx/eb9RP0G/kX+3/++AnMG8QyaEgQZVB9aJdMrxzHuNsM6tDw4PEw5gDRRLbsi7xGIAmLxHObh3TnZZ9hx1qzXydj83ILgpuXA6DjoBOe54pLgON7P3S7e1t6a4NLiWuhM7r32WP/2BpUN7BIVF78ZNhsGGegVMBEoDNsHBwShAHP9yfrK+FT44fhI+v37s/x//cr9Jf7e/ikAFgOABzMNFBNIGOUd7iJbKCstYjHkNOg1WjQ+MdcrayVvGV4M4P4w8hjqjOEF4EHbINvT2IbaINvs3RbhGuJk4xDi1OHj4OfgVuKP4lLlOuYk6mPt3vJP+B/+hASxCRwP1hJsFm0XWxegFjsUPBKwDu8L5AeWBB8B4v4O/e773Ps1+9n7zfve/Fv9XP6n/wQBTAMABo8JUwx+D44S/xWBGekcsCBBI1clpyXMJDoiFR4YF48Qvgl/A/L8Gviv82ftp+mw5LDi2t693ovdUt7K3cneJODk4PTiJOV459fpZ+yS7zbyb/ai+an+dwKqBtIJGA2zD2cRvhOaFFAVChXUE2sR3Q4zDBkJfQadAwUBPf5l/MT63fkg+RL5h/lV+lD8v/7DAeYEnQisDJIQpxQPGQAdPiCjIqkj/CNEIwgg6BriFrwQYwrjA+H+9Pab8Tfrz+YJ4iTg4d1M3c3cPt0o3tXeY+B14jjk5OZf6bXsa++v8wD3vvuP/48DxwcuC4wO+xDfEmAULxVwFW0VbBRXEdcOdQseCOoEIQI1/7/8U/p8+LX37vag98/4u/q7/b8AggMOB1gLYQ/gE4YYBxyzHygiqCN3JH0kkiGRHOwY/xLGDNkF0wB9+LjyG+y25wnju+AS30Xem9273bneL99h4AHileNK5rzo6uvS7kXy2fXV+cb9vwENBtAJPw15EKkSIhSqFTUWGxaDFU4TfBCMDc0JmAajAwkARf2D+qn4ofc/90j3K/gk+qL88f8sA5YGpApzDn4SYRZEGuAd9SC8ItAj7CMMInQdnBlSFGYOgQccAtD6TfST7rbpn+Uc4l/gjd4d3nzdc96l3nzfiuA14qrkguez6vztmvH39L34fvwZAK4EhQg1DBQPtBGSE7YUYxXZFSQVhBNAET8OjwqPBxIE0gCv/ev65/ho97L22va09wb5gPs6/lwBrgQkCE4MCRAYFIAYrxw/IMwieyRwJf8koiEIHZsYQxJUC+oEOf9s9zfyzetp55fieeBB3n3doNzZ3BjdVt1E3jvgSeIi5SDowOse75/y7PVR+iz+VwIPBxgLxA7cEYEU/xVbFx8XTxdLFlAU5hF6DiYKqwbPAnv/RfzK+df3N/ZR9Uf1KPaL94L5MPxZ/w0DxQbmCkkPHhPGFw0cph+YIzAlMyZzJrgk0x9WGxUWww8NCboCSfxQ9SHvUenC5PvfFt7P283aB9ou263bx9yI3ongwOIC5ijpFO3Y8Jz0Pvhl/CcAvAQACUANwhBhE4UVKxetF98XDxgVFpUT6BDGDFoI2AQxAcj9lPoF+AP2+PTB9Ij1bfZd+B37HP7BAWAFZgkDDnQSbRbbGsUeDSJxJMYlaSZGJekghRzAFxoRVAqkBMf9dvax8FXqbeWh4Aze29tO27HasNsp3NTcVN5Z4FTiJObi6H7s1u+P83333fvI/0kE1wi+DHcQahOJFQoX7Bf5F7wXqRYIFIoRNg6SCl8GkwIX//X7cfmD9+D1zfRo9Az1Ifbl98/61f0WAtMFfgkTDkQSoRY+GyQfwCLrJBwmJSZ4JY8h0xxLGKYRvQo9BA3+QPZi8KXp3uTQ3xndBNuB2oLZo9qR23fczN3K37rh9uRh6CHs3O8F9Mv3AvwQAHIEDQkFDfUQLxQVFlkYcRn+GAgYChcYFfwRnw5zCm0GbAJG/9H77viZ9vH0iPMx86/zDfXN9nD56/xxAHUEigjKDKgR1RUZGhUe6CHJJAEnliffJogkBh8EGyoVRw47B2gBKfl78rnreuWo4ADdztpo2TnZU9lR2g/bKNxl3qngWON35yHrfO9O8zb3xPp2/1sDBwiuDI0Q8hOWFoYY+BnVGtoaMhkaFk0TJRDAC68HOQTY/z/8DPkR9rHzmfJX8kXyWO2w8+Xyj/Sa/goCUQxrEfAZGiD6Jc0rPDHYNIQ3rDPyLzwnwhdVC4b7CfMJ6cTnzuVa5czl4eRm5l3lp+h06Lzo5+XL4Nna89Qq0UbRmdMf2rvgtOm/8Nr5ZQITCwkUNxtiIG0iJCHWHocavhYeEx8RoQ5GDM8JmQPs+4n3xfMK9BD1IvYS+NX1O/SI8pTxg/JM9SH6gv4PBs8NHhipIqorsDQLOxNADUNPRRBGvkNyPUQzXCDQCIrzet8U1l3Rk9RJ2mPeOOJP40DkJOMP5ATjUd/x2srS3svEx2zHeM1f12jkPfGF/PwEZws+EWoVNxkRGxcaqRcLE1UOpwvcCkgLsQ1LD/cOdAzmBGD+N/dq8ijxpu8q8L/vAO8A747vw/Ge9T778P+IBdgK4w/kF6AgyCpiM2s6nj+jQvxE2UXJRo9DAjwQMkwgLQcm8U/bdM7QypzL2NNO2rXfRuLu46HiruHB4frdsNkz1CTNYMmFye3OEdrl53n28AIRDLcQAxQTFgIX+xc2F2kU1hBzDAwKgwkFC9wNvw8VEfYNfQh3/f/wS+rP443lQenJ7IfyAfQL9hn4Cfra/YYDaQnHDgwW9x16J9ExvzlvQdZF3kiySqRKa0h8QPM14yV2CwPzItyPyt3GSMcK0UXcn+Pe6NLqq+hO5Z/ihN4j2BLTRMwMxovGqMqU1ablafX1AzwP+xPmFZ0VIBSTEgkSzA/sDHAKIAj6B7sKbA5REmITAxA5Cdv/6fYJ79vrDeud60zugO8/8ZvzcPXc+ST+dwJ5BjUJGgxFEAUXnyB7K2w28T52RVtIFUprSl9ILENROHUqTxHy86PcJ8Vyvl7B2MlD2wfnb+4h8ojvc+rE5ZHhj9u61HjPd8cFxcfIR9Gr4VL0rQSpEt0Y8RgDFq4RIQ3fCgwKrAeWBvAFwQWeCPMMexEBFv4WWRMUCmH5W+p04fDbm+EH6kjyfvvB/Rv+bv5v/TQAVgXjCeEOcBTvGigjnC6aOP5B1klVTC5OlE33Rzg/uDIFHUT+HeXIyo27M73twtrUN+fB8Qr5C/nB8WnqLuOU233Tn87Fx+zCEcbByznZeO0F/2IPoBq9G6UYURLcCq8FyQP+AtYDzAUPB20J/g3WDqMQtRGNDRcJwQJO+W7ydO3v6TvrEe5M8Ub2oPok/RAB1wOfBaUIawuTDkMUNBtrJGswHzphQlNI0Um9SlFJj0GoN6Iptg6l8gDaVMHKuqO+5Mg83m/u1/cm/UP5JfDU5+bfYteW0ffNhMeaxgTL8dGD4hv2cQYQFhYdPBvbFSUNMgSR/+3+mf/0Ai4HZwkaDNYMAgzPDAsMsgl4BkEAQ/n98untkeyJ7V3xjfaQ+5T/XwLOBKoGHwkYDUwSnRhIIW4rcDUpPShDgkZeR6dIXETzO6cxXR1T/3vmZMzuu/C9/sPd1Z/qgvYE/pz+bfUL7C3j7tow023Pwco7xi7JNc4r2XjsC/7IDX4aERz6F/MPnwUJ/qX7gvz2/64FJwqXDBkO6wyfCZgJVwdmBP8Cof1G+HP0K/DI7y3yk/UA+/b/ZgMKBuQHjwnVDBAShxiqIVgtzDVfPeZCbEPtRCBFU0CBOSwvvRl3/LLjYMljuwq+BMYo2sju5fkIAYL/nvTx6lPhydit0gjQesucyM3LatAd3LDuH/9RD6MaLhuyFtkN3AIF/HH63vvHAGYHGgymDtUOSwxiCi4F+QLRAHn8tvuA90v1ffWi88H2DPqg/FEBfQNABvAIgAz1ESkZvSR5L7M3Xj9bQWtB6EEcQEA+DDgTLi4bXf605bjL371HwJPINd2Q8EH7CgLQ/SbzJema3vfXddLszwXNKsqbzHbRONxO7lX+WA5fGB8Y4RP5Ca7/Pvrq+Gj8+gEJCf4MbA6hDgUJVAbsBTcDeAX+BF8A/f3C9lbyxfI087b4EP/jA3IHgghyCUQKaQ5nFkIgcS0gNug8rkD1PjE/+j5xPGo4lzC4HQgB++a8y/a7Or7VxoPbcPHx/IEDSgCK9ErqtOA22VHUp9GrzRnK+cuN0L/bOu6O/+sP6BkhGTAT7gjx/cv3WvcL+xcCwAjRC3oLjglXBrYElgYUCEoJPwhIAiT7jvT575DwK/Uo/I8DhgidCgULmwsMDrMUlB+kK5M11DyaP7A+XD5uPck7DThKMNQdJwC85SnKV7sCvkLJ5t++9VcBtQb6AJv0j+ks3yLZhNTM0avNdcnkyjrQwdyF8GYCNRJNGoEXZQ83A8T4L/T29M76JQMZCTAL2AnwB4AFXAZeCoMLdgwxCQYAnPhX8VvuK/IK+J4AzAfZCsULwgpMC20P2hekJBAx2jmOP/0+QD0zPdU71DhCNLAn/QtL8CDUvL3Hu7rE9ti18csBrQlwB8v7ae/04yjc3da/0gDP58lmyYbNRdj16kz+pg5iGSAYIhAvBB/4GvJd8tL3yv+cBXEHZAZDA/kCiQajC5kQKhJIDbsDkPiI75bsbfAw+YIDHgvQDl4O0wzHDPEQThprJ0w0PjzAQMM/7TwXPWI5yDUQMGEd4f+C5PDIErr+vZTMs+QC+xsIsgowA2P2E+pH4KPaptXd0brMy8j9yYTRXeGT9dUHeRW2GH0R2gXV+PHvhO5w85T7dgL8A8kDCQICAWYGhAwiEjwVZg9HBJ34m+5n7ELyTfyMBwQP6hCmD3wNTA9zF4glxzMwPlFEm0JKPrM7OTc4MzQu9B7hAYjmAssWum69K8175sL++QyGD5gG0PdV6vnewdnp1UXSM85iyg/M7dMV5A/58ArHF0oZdQ+OAQ3zleqg6bjv6fgcALgA5QBx/9T+9gaNDocUFBYtDWUBu/SB7IXu7vVEAvwMrRFQEksP0w0tEp8dLy40OxRF7kfwQpE/KDtzNFUvAiXZC3nuzdN7vM24BcWS3Aj3XwqjEsUN3v/D8YTkXtyd1wfT981eyRbKKNCA3630JAhvFe0ZsRGYA6H1Tuub6Ovs4vRC+/v6hvs8+rD4XAEgCDkOSRJXDAgFavvq9Bn2evr8AzQMERFSFFAVxhmbIwgyaj/nRwlMFEhTQwE97DEuKZIbKADZ5JzNCLxRvqvMN+an/UANvhKpCqz8xe5C4i7aGtV70KPMNcqqz3vZBeuj/wcPPRe9FbEJR/tf7gvoMegD7j32PPs0/Gv80/y6/SMFRwq5DO8LsQSS/Nf09PKI9ir9mAatDYgRfhQwF14dhCkROfxEuEymTu9Ka0awPAYx5iU6D/ntu9Vovpi3RsMp2R31fQiUE+cRsgVm+G7rmt8T2EDPN8lBxEvH2NLc4+/6Tw7vF/UY4g7R/y/yFemX51/pkO+I8+L0hvYC+WT99AUGDWYQWQ5/Bs39p/XV8vD1EPzHBK4LaBBeFOwYVCFfLoE+ZEmsUIdRgk1RRzc76i3rH5gAKOBcynK1bLoNy6rlHQD6DnEV2Q5fAaH20emO36rVBMv+xDjBr8oY20/xrQkEGOcb/BaTCL/64u6K6cfoZuly7MHpcuqq8en5cQcHEpkW1BObCCT+TvQX8KHzz/j9/8oFogrrD98VFiDUK2Q7M0kXToxSv0+ES1ZC/jNWJy0OGOh4zwS6G7bhxT3d2vnNCPYR6Q9EBcL8gfPC6DrdQc7FxNq818Li1BfqRwNCFDUaQBYeC3IAkPZi8BbufOlk5VPhet9E5dryKQGLD5YVexKzCan++vfF9Jb2PPs4AL8FUgtlE0se2CugPuZMaFSXWbdWo1N+Scs5KSpkD3zmxspHtYKw/8B72bX26QYLETkR7Aq8AzT7qe/S39vLn7+Ytye+WtIl6kcCYxLeGFgW6g5LCGkAt/jm8Q/natx31D7VBOCU8BcD9hBwFf8RJgrHAdH7j/md+ZH6p/3JAtoKYBfRJzY8jUwZVqVcYFsZW49VnUeJN0AeRPRPzvO1o6mStSHLJuew+okGvAzyDfoMXAhA/nztbdSiwH21CbbMxg/e6PWABgsRgBUPFSEUSBGaCfT9Le3M3C3PSMx51W7lh/pJClUSRBK/DX0JLgTMAML8Kfnr93f5LAHfDHoaGSwsPq1KhFMlWiNc4V73WU9MkTm3HM/w1M0YttyrprV6xq7cm+wC+lMEYgyREhQRsQZ09d3aJMbauaG5+MMv1JDmU/TqAE4M2hVZHWwf2hmJDHz3ZeMS0tLLItC53CvtnvkEArwHQQsiDksP+Q2ECaQDHgBhAAAH8BLfI0w2lEIcTR1UllmIYEBhjFhsSNQsHQH92fC9V64msIa7Isvc1pHkT/KHAN4PuhelFOUHvPEK2yXKPMRLxffKgtTp3ODmp/QbBS8VPiC5JG4e0A4W/LXqj97O2SDbs99U5ZXrQ/SN/RoHcg6nEYERlA7qC6cLMg9qF2QjZy6ZNjk+EUQLSnxRDFWGUZ1ICDkAHMf56t97yVK/LL04wYHG8Myn2CLl8vNsA6gKPwtMA7n3retO4pneQtv+2YrZ5tpq4Cvq0vclBXAP0xTeEX0L7AOO/Nn3tvUL9NzwPO6H7unxEPmZAaYICQ01DxoQ1xExFQYahiDSJoopbCviLLguITLcNTE44TVqMfwpjB8pD5r+fO8G4pPZANSd0tfSlNUK22/hiOnF8Tn3Iftr+376nfgf9xj2gPRo85LxpPCu8SD0ivih/KcApwK9AIH+H/wG/H78lP1z/i/9bfxK/I397P9UAvIEdgYZB/UGigeWCZULHg4jEBYSoRNvFK4WPBiEGq8ceh74HucdcRzmGokWyg1fBgf9MPW47ZHnO+T+4KHgtuEM5JfoGuzv76Hy2PQm9/b39fiR+dX5+fmB+aH5nfmM+qD7wfzc/OL6Hfo6+Vr6qPvx/C7+9f3C/aD9jP7T/4sAsQG2AgsDgQPDA38EkASoBZ8GFAjlCT0LpwxuDuwPRxGjEg0UeBTGFN0UKxRiEWgLZQbiAKD8h/ll9kr0BPE074ruUe+B8dnynfST9RL2L/cH+N/5mPuU/JH9t/0l/uD+rf+UAGMAt//k/jL/sf/T/+8AQAJ0Ay4EVQQMBTsFPQbKBoIHzwgMCeUJ3gp9Cz0M8wz4DXMOaw71DVEOSw4rDoAO6A6tDq0NqgxqC8wJVQX4AMn9wvpu+BD2gfQ68qbw/u/l7+zwqPGp8srzQfQz9b/2WfhS+TH65frp+yP9Uf3a/TD++v0r/uT+gf8aALYAPQHxARUCngLPAhMDMAMUA84DmwNyA00DjgOwA4wEmAQYBTQF1wX7BT0GTAYwBnAGqQUvBY4EPQR9BIUErwRJBHADZwFe/5P9ePzI+9H6Z/kj+Sn4cvd096j38/dN+Bn5y/nL+m/7TPw3/cP91f0V/qH+E/6r/qD/6v+MANEBGgLCAh4E4QR3BN4EoARKBJAEnARqBAEFjQUMBkwHmAesBzkJwggCCZUIJAi9BukFEgXJBIgEmQMtA1kDngJgAZcBsQCv/8r+Bv74/Nf7Yvub+nv6gvoX+zv7qftN+4f7Dfxi/Bz9IP0n/Tv9dvwE/LL8n/zo/A/+O/57/8kA2wBZARQDegIyAlkD1QKoAb0CDAKbAdoCjAPJBBsF5QQ8BfMEWgRABXkEgQSPAxkDzwJ0AooCGgOjAjUB6wBEAPD/Hv/m/o39G/0A/Qn8jftN/Pb7k/sN+6z71Ps0+6z74fsP/L37sft2/Hb8zf0l/mT+3/6T/7f/nQAHAfEBpQKLA8MECARRBIwEYQQwBNkDCgQTBJoEaQQlBdIFIwayB+UGEgfcBoEFCwU0Bb0ESQVLBSkF3gQ4BHUEzwOZAu0CegIsAdkAjv8k/n/9x/xk/fD8/PyE/ED7Jfvj+z/7RPxe/U37tfxn/Qv8NP0f/mD+N/8cAJIAGgDTAJUCBAClAT8DRAORAzwD5QNEA7UDKARoA4QD7APiA/oCTwQcBNkDKQOjAicC/wGCArwBmAHAAWsBLQGDAQABbAAkAVsAq/+C/yf/fP4D/qT8cfo/+j/5ufh99+v3c/cK96v30vff9x33ufe09wb5svlc+2z82vx5/jn/MgBOAXkCAQS2BKgEugXsBk8IswgKCHcItAgQCToJXwlrCQgKbQlSCUEHoAXABQ8FqAToBXEEywPGBK8FeQUoBGoEtQRlA1cDhAJbAF7+2P3I+3T6q/nD9x72C/Y/9V/1VPb+9sj1t/bR9iH4ZPl8+f/6hvs5/LL7P/4S/5n+EwBpAZMBCgPoA3kFYAZPB44HHgcZCYsJfwojC5kLxQuWCxwN9QxPDLUMkwzfDGUM6QxwDfoNUw6aDoIO3A6jDgwPnw7bCggGSQLv/N34nPXO8ZDuwO1j7b3sQ+6I76rvwPAu8Wvyb/Nl9JD1uPXb9rH2tfa/9eH17vUZ9UT3zffS+fz6/P03/5AAcwK3AnQEpQUIB+MInwkCDAQNiA3gDgkPZA4DD1IP2A58DuMNKw2GDTkM8AvLDGAMGQ10Dv8NiwqsBcgAbf3o+Vn13+827DXrpup/6QrpU+of7CzuOO+48InyTvSf9lv3Bfht+bT5uPrm+on6dfqQ+iX6wPgi+mH69fsU/kb+qABTAv8DYAVOB2II+wl6DDsN/Q6CD+0RXhPSE5MUxxV+FTkWuxWzFNYUhRR3FCkUqxOCFMQU6hEOCq4GrgF7/Xj4APKo7RTrdOpU6SjouujF6CvreuvQ7PLtl+8p8Rjy2fJu9C/2+fd++Kz5dPg/9yn4cPeG9jj5lvhR+6f8Jv4PANcBsQN+BToHngh4CtEMTA4wEZwSOhR0FmgX3xdPGYAZWhqzGvkadxrlGggaUxmMGqQZ2BnPE1oMBwlyAaT+DPam8NLq2ulw6DTnNOZk5jnoQ+sQ7Dbthu5j8GPydvMn9LH0WPag90/59/kv+wj8wfot/Dz8BfzB/qb9gv8VALcAcwEiAv4BlQISA0sDzwMXBEoEtARiBaoFQQbdBgMIjgiOCU8KEws8DBYNIA4ND+QP1RBdEfQQ6hBQD7IN2wvUCdUGSwNtALP8Hfoc96L0ePE870bt5Ov/6p7qz+pi6+zsau5t8I/yZ/XB97H68/w2/0wBIgPvBK8FCAc5B+YH2Qc/CJcHMAgVCD0Ipwd4B+4GFgbiBd0ELwUmBZQFYAUUBl8GPwfKB/wIWApYCzYMEA1ZDhwP1g9WEAQRpg87DiwMhwlEBuICif/A+gT3svLH7xzs8elm5+blM+Xr5CblpuU35/Poheuh7Rzwt/Lx9PH3FPvb/V4A7AIUBbEGtQdqCMUINgmMCcEIqghnCIgHHQeGBuAFQgVpBHEDNANGA80DTwRyBW4GowdmCbcKlAw3Di4Q6xGVE7sU9BXCFiYXkxXBExcRlQ2HCDsEhv9N+iD2PfLB7srqxugD5tTkveO740nkQuVw5kzomuqC7KjvD/Je9XL42Pvg/jYCNAWlB+4JDQszDE8MeAycC08LYwpnCbsI7wdsBvcE5ANpAtABHgEhAVIBJgLfAlsEPwZoCLcKJw2RDxkSfhQJFxMZhBrmGwYcQBqcF6QUMRCgCsgFYwDR+pf2LfJm7mXqxuc95JDiZ+Hv4OXg1uH44jbltOfw6SPt6u+I8932p/qT/awAiwP2BXsIcQoRDF4NTA42DtwNKg1vDCQLtwkzCPYFLgQeAhwAjv7K/Ur9Mf5a/ywBQgPRBboIkgu5DqwRgRQFFx4a2BuHHVcekR0eGxMYBRTnDlUJlATc/Xn5RvSb787q3+f841fi1OCH4H7g9eA64rvj1+X357zqke1Y8GXz/PY6+mn90ADnA0gHFApvDOsNGg9eD0MQlA/UDoUN7AvKCYEHMQWiAq0Ah/76/MP7bPui+9f8x/4qAcgDRgeECtwNiBHIFKgXxxpWHeYe9R+hH10dNRptFkcRHwuKBpD/H/qg9D3w5Or453XkK+Kj4APgI+Dl4O3hKeN55THncune66HusfEv9cn42/ue/3cCywWYCC8Lcg3HDu0PpBDQEO8PFw90DbkLEgnGBrYDwQHO/kH9YPvQ+jn6/voa/Dn+egAXA5IGNAqdDWoRXRXjGBMcjR6AIBkhMSAuHeQZTxXYD+kJqgQP/rf4TfMT7x3qWOfu4y3iwOB24E/gReHg4SrjFeXy5ozpUew872byNfa3+er8VABKA2gGSQltDLMOMRDsEFYRtRHTEIIPvQ2DC1sIOAZqA/4Ap/6s/LT6z/lA+cP5m/ov/PL+UQHvBOwI6wxtEMgUjBgXHMgeDyH/ITQiFiAfHfYY3BNcDVEIwAFr+771n/AV6y7n9uM14aTfAN/f3lLfbuBM4U7jLeWO58/qn+2x8P3z2/ce+8f+MQJYBVUIawvkDdwPVxEiElwSFBIjETkPEw0cCzgIewXnAhwAN/1P+2f5bfjm92n4zvn1+4X+3gGGBXEJLg1PEdMV6hk9HQYgtSK9I/cidSCMHcAYJBOfDNMGZP96+WnzRu7x6K/lSOIz4JjeaN6G3pnfnuBR4tzjEeaA6ErrF+4y8aT0OPjt+63/GQO2BtEJCg2ED5sRThP6EyMTNBJtERQPfwxaCu0HkAStAj8ARv1P+8/5V/jQ9zL42fgA+9D9GAHjBMgI9QzJEQkWOxpCHtkgQyOdJLojmiD/HRAZMBMgDYAHjwCU+qT0NO946SjmKuKw3wnewNzd3HHddd5i4Hzik+Ri59vqz+1s8Wb17PhO/CkADwODBrUJUQznDh0R9hISFNAUxxOaEVEQ4w0XC6MHjgU5AQ//E/xx+sj3lfc19533H/nq+vX9HgErBQsJFA6gEVwW3xpyHoAh4SO/JFEjDSEiHlUZFBMYDfYGqv+W+WDz8+3O57Lk3eCE3mvd7txH3RTe6t974fjjFOaB6Kzr4e488qj1lPnR/PEAzAMPBw8K5AxBDw8RBhO5E1EUmRI1EW8P6gz3CUoHywT1ACP/Ufxv+ob4Sfgg9+n3xfj1+tr9AwE5BUQJ9w1UEmkXmRvVH+8iECWoJfQj1SAmHZUYsRJODFoGof6f+MDyKe2F5znkr+Bu3g/daNyB3AXeCt/s4DzjY+UH6HXrjO6O8oD2F/px/R8BWwR1B2IKwAxdD9sQdRKFE7ETuhL/EDUPkAzKCfoGtAQqAcH+NPxi+qT44/f/92L44/n9+1P/EgMJB8kLohDSFBoZyh3oIPEjUyXKJL4hfh7NGsYVlQ/uCe0Clvse9ZLvXupK5i/jNOAT3inc1tz+3Sjfl+Gw5c7l3+eM6fPsee848QHy+vLC8z74ef2XBHMKxQ/TEWQT4xZvFXIZuxb2EooNTAalAbX9EPyN+Dj4jPXC9cP4dfwlAvMIrBAkGYUh5CgFMMs1VzuRP1xB3jtyNM8lXA3X+7bnwdxP2G/VXtgQ23fjIulF9yz+cALSAjj6D+/346LZqtHTzHTKXMk4z+HWjuPW8lkA6wooErAUoBOWEgQPdAqzBq0BQ/4w/Bj+lABEBnYJ0APZ/eH8d/hN/er/B/4Y/kv6d/dL+Pb6fv2xA5IJgw81HNspCzalQaJHAElPS+NKp0nbQdc15iN7BL3rRNeYysvOndIh3czj1+va8Fv4Jf8Q/Uv5fuw02hnMicG+v5TEE87K12PiMu49+CwF/A4gFJ0UAQ/+BUn+1flG+cb8iwLMBHwGVAWIB8kJow3MEIUOcwmT/wj3U/Cq7pTw5/Mt+Hf6tP3wAeQGnA2DE8wZjSHeKxA0SzzJQiJFr0heSJZG4T1uMaMhGwSX7BTZJsmRzOTQWNsx5jvuSfJj9aD4LfTT77nn9tZly1nCf76txUbRGd/a7Iz4xf9pBnUMsQ0DDqILlgOI/ef4Lvc3/LsEkA1UFeMbyBsWHfEIs+8N7OfZU+J88ALyRQHGApkAJwGiAXwBEgS0CzQKUxCvHYYmkTpDRvpLO1JCUahRrk5LRV44OR8g+dPbSsEGuCnBhtGm5c71r/54/4P+Xvzl9fbux+LCznC/prNTsQa+ztLc6Lf9lQq4DoUO3AzeCKEGQQOP+171gvC17+P3vwUjE3Ickh7MF/YNbwWC/s/89vyB+vb1mfB+7IftE/Xm/Y0GIwx6C58IzwbZB1IOlxlgJ9E1tj6bRJpHUUf8SopKukT5OeUmKwUe417M+LjAvOXMpdzD8LD86fyN/Jb4rvFW60DkSdbWxuG9Bbffu1bO6uGf9wALuRCDEcANqQaKAV7/B/3U+bn4g/dx+c8CPwz/FBAeJR6NGMsL+Pb075TmMeeZ8tz02P1mAb/+mAJUAlsEqwgmCkUNcA/pFsUi/TCHP49HzExITapLAUvMQzc4GCq1CSnn5s63tge3ZMdn2rjyiwO6BrYD2PuT8N7lIN+Y1BDHFMH8uWe788to3x/26QxQFtAWuxCLBYD64/Ss86nzO/cH+4H9bwV8D2YWEiEpJLoeuAsV7xXl59Vk2+jxs/gdC4EQbwbsBsP/L/6tBeUKmRE3FvkfnCn5MuhBs0gETiZTiVCITDFAQC7QFcbuMtUKvu6ytsH00Dzoif9kB5IJfwRp+I/tMeDJ1sDINb9YvEy6nca52sTtZgU5FI0XvxSdCSz9avMp74LuqvBq93z9BwSNDsoT+xrdHq0ZIRQEAcX07+yd42jtIPO3+H8EWwNhBLMFsAKcBS8H6wpnDqQTaSAVK+03+0KlRyFLcEx7S25HmjsOLi8TcOyR1Nq67LLows/TSu3LA0MKJwpCAtr1OOlE3uLWC8nzwYu+x7uhyP/b4O+2CJMWOBnSFCwI3Pq88Aru3u5w8ij6xv9mBQ0Q/RREHOMhjB5QDYjxFOgT1zXZDvEV+E8LeRV1CWkImwBY+o0C0gkNFCcdESnHM0E3uUI5Rw1Jn1NKUUpKIz0QIyX88th8wSWxjLnIzy/kZ/t0C8oJbQcsAIvze+lU3/XQR8Kwuva2AL2b0arpWwBfFRMb2xVfDCf+efL37crs7O0j8o73Hv1CBc8NNRSaGAMYDRMCCkABK/nq8tzxNPO99Vz6rf1oAVwFSwjmCvwMPQ/tEoEa/iaBM4g8zURcR5xGDEm+RjA+BDQZICj64NvqwwSyE7tNz0blb/69DCYM4gbN/PPvLOUo3nfSdcaawfG86cG+1NPpcgD6Ey4a/xWgCxT+IPJs7fftxu+19I/6U/2aA8QKJxFHF3oZ7A3hAbf5h+zk7aT0/vcgAqgFvAN4BJ0DxASrCKcPaBbNHScsdzY7PbFGkEhwSKdNXUpqP5Eztxh27W7RzbnzrUC/vtYc7gUFLg/8C2MG//3b8qXooOAzz+vA4Lpft0PC3dr18n0JPRkUGiESegby+g3xDe/r7uLts/Aq9FL1K/3yBaAMEhXEF6cT0AxLA5f5t/PR8tfzpPcN/ggChgYWC+oMmQ9LE3IXpSCALhY5gEB4R99GQEd2SB9BgzeIKn0MGeffzSC3HbPyxFXb8vHbBTIM/QiPAxX8MPJg6qbg2879wl+8Hbwtyj/iZPiBDEsX8hW+DWcEyfs79YDzS/Fg7lrvhfEO9m8CMhCAGfIf7wvt867sOt0f5p75vgDfDG4M0QR9ASoAQwazDQ8a/yPMKQ86HT5sQilOik7aU2JUtUYCN7wa/e7sz4C4LbCau//QNujx+JwGpQppCZcJUQPJ9k/qgdMOwEy1ULSlwMTW3e8VA/oOnRRgEUwNYglPAl/7JPI76BHj0eLI5FLxL/8pCj0USBcxFWoQLglVAfv5K/WL8Xfxj/W6+g4DtAs1EhwXqRrXH9wpwjU5PqVFDEk9Rw1ISUUZPRgytSJ0AzPi3MyLur26MMqC29XrTPlc/rn/WAESAiX8wfQn5yfSksSZvmzBHtDu4+b0LgGECC4LFAt+DdMMnQilAbb2gey95R7lcOzl9aMBiQYIAq4F2gJgAj8IhQUSA3r+8vib9sX3xP8vBU4M5hT8GbAnlTYTQJxK907WTkBPHE6KR4c6zCz+DpvoK9EYvOa2U8IH0i/hlu3r9+T8qgFtCTsHR/8w8xvdssp8wEbAu8fr1Unllu+w+G4CJwmhEUgXxRVpDl4DA/ci7mnq1ep671rwG+zV7pv0ifxDCFAPiw/ECigEYP5T++L9hgATA1IHwQtsFR8lkDRvQG1JIE3HTVtQplLyTqlDAzW3FsHw39bbweq6qr/sySHTMtuQ5hrwdvvqCXUOPQqx/gXtYNuuzyLNvc2l0a/Xpdtb42HvhP0VDAIXQRzbGB0S7wr7AoX74Pet8Urso+SH4Y/oZO+f+7gEyAf+CKQH0ghaCDQJtgloB00IkwszFO0fxyjCMag2rDlIPo9Dgkm5SThELTlqJvgKZvP033LSIcshyTTKJcvd0J/at+Yq9NL+IQQsA3b91fbN7+TqlOeL5BPhp97M3urid+q89Lr9EgXeCb8MnA4rDlIKbgaPASP82/gd9z73hvdi+Dn6Nvz9/ssBzgSzBtsHjwiDCNQIYQpzDUYRsxNTFlMYPBqRHFAgQyTOJ6oqDit+KYQmqiKZGdAMpQHk9B/rgeLC3JLYcNZ/18/aM+B65zvtq/K49Y/3UPjl9w34WPef9sz14PTt9B71sfZ4+cL8BgDDAvwEWwbBBQIEnQL9ARQCJQJdAuoB8gA5AJUArwCfAegBvgHxAbEBmAIMA9oDFAWZBrUIYwpqCzINiQ+5EWQUhRavGEwacRtZG48bwxqsGLsRtQqUAs/6tPPp7DHoA+MM4Oze699q4+fmwupM7mDxHvNK9Ej2I/f990b5s/l6+ln7Hv2o/kYA7gFYA5cEBgXNAy0CAwMVA4gDAQS7BBoFuARsBcwEqAQCBc4E9QSNBJwELgVkBc8FXAYtCIUJGAvQC8UMjQ7DDx0RoxIRFP0VrhanFloWYBbYFP8OUQq3BEv/gvqw9VbyLu6I63bqYuoU7E/tFO+W8B/x7fHX8kL0I/Ue9pv3b/g9+gz8Lv47AP8ARQKYAv8B2AFyAW4BBAEwAQIBxwAaAu8C6wNmBA4FlQWIBcsFpQXuBAsFvgQOBXMFDwYCBw4HcwdQCBEJJgqdCuMKggsfDP0MRQ2QDRwN8wzFCO0DhQDv/EH62Pbn8/3whu7P7STtB+4E7zvwnfGT8dHyTfPr9GT2I/eH+Ib5wPva/En+EQD8ANEBowKIARsBMwEnAb8ARQChAKoA2wC5AUwCIgMjBD4F/QVGBvoGjgfGB2IHjgekB8oH4gejB8cHHQjzCC4JSAqoCgIK9AnVCcUJwgl4CpMKfAlMBaoCtP8Y/ar6UPhP9r/zMvKw8a3wl/Af8T/yFvNd84X02vRP9v33nfle+038WP56/ywAOACYADUAKQDcAEoACAB5ACgBUwIOA0wDNAT+BAQFUAbcBiIHxQdMCSkJvAlSCMQImAlfChIL2QlxCjkLNQu2C5gLGgzGC3IMJgz6C6YMnwy4DI0KQQfvAwsC6v91/WP6c/e99Qz0G/OO8mPyZPMG9Nbz4vOK9Bb2ifeY+JD5Kfqy+uH7O/2k/ar9A/0D/U38rfwY/dn8HP06/Tn+yP5O/6v/aAAvArUDYQRHBdAG5QYpCJMKkAlICmEK8gmlCfcJEgoKCZsISQnUCFAJpwhbCOoI6gidCIwIxgcxBXcBxf6n/EL65/YP9D7y8fCB8K3vEO8O74nw4/Gl8pHzSfVn9zD5c/qF+1r8nv2y/vD+V/66/Uf9B/0m/bX8Qf1O/aD9sv7O/2r/FQAnAtkCJQPyA74E0AbBCKEIPgnFCgoL+wptCysMVAyYDHgNGA30DLYN9A1jDWgNCQ7ADHkMtg2DDaULrgcKBBgCQ/+m+y/3G/R68gDxm++e7W7tUe6T79bwJPHb8uP0q/eA+Bj6R/ul/Hz9kf1M/dD8G/zJ/HP8Lfv1+nv7kPvU/TT/7/5yAJ4CPwMABXYEMgeLCboJAwxkDFENjQ3zDoMNtQwUD5oOuQ1vD/wQkA/FEAMSahAND0gRwRCJD34RNRBwCvAFCAUEANb6BvdP817vc+3d69joEeja6orqWOtU7Ovu/e+48sj1avdX+kb8gfyH/OP97f0q/Z79aPwY/Mz6y/oI/Ob7+P0x/0UANAMQBVgGzQYECjELTwytDkIOHREAEDIRwxBuEekShRF+E7AQSBM3E90RzhHGEhcRJRAIEWIPog75Dr4IFAJGAXf+Ffai723tT+kx5dDjjuAY3hrg9+Hd4Kjhq+al6efrbu/D8e3z/fYb+fn38vil+7P6gfjX+Nv3ovaa9sz2N/eg99L6Hf3j/BYBRgQ5BtgI2wyQDncRhxPwE6wUIxbDFm0X3xcwF04YPBqpGeYZ+RmpGX4aexprGrwaRhvyG8EatRMvEJkPuAjp/3T54PWC8PvrkOg55A3kAOWG5HHixeXE6Z/rHO4L8STz8/Ys+bP5yfm6+7n8mfrc9sT0ePM48d3uAu0R7truJ+/176bxsPTI9mP5wPu//nICrwRFBsgIdgvwDCgOlw/kD9MQNBMoEnUTdxYzF7wX8BksHEsbiR3CH5IepBzKFlMYSROMDQUHzALJ/o74pPTP7ibtIe5h7Irrnuux79XwlPIz9bb2Dvrf+k/7O/t6/B7+1vxo/Gn7Wvid9tbwufDL7+TsHO0K7ZfuDu5K8JTxgfPc96r51Pyu/4IDgwZrCVcNcw+HE1UUZxQIF1MYZxm0GSkc4huZHOYd5BxcHaMeKx5KGm8MHA+XDH8COPqS9U/0pu/w7IbnPeW36/npdejx6FDu5vDD8Avz8/Mr+c77ovqt+wX/xgIuAXYBmQJ7A4EDRv88/LL8zPzV+Hf2dvcn+Jv4ivfB9wL7f/zP/Av+2wDPA1sFZAYpCCcLsgswC6wMzQ6EDyARVRLnErEUsRWZFN0UiRcVGCMWPBjYEZUOFBCoCMMB8PxP+vLxIe0V683j/+Ts5IPiqOKV5yjrOusU8dr0W/cy/PP9W/8oAXkFGwXIBLgH5wZyBoEFCAPy/zj/t/tR9w/4VfYu9IP02vU09lj2b/gF+fX6U/1Y/5gBvwMjBw4JiQq0DHUPaRA4ETUUbRR7FRgYJhjFGSgcChwzG1wdVxVsEmkR+gl8AcD7g/ir77fqvueQ4UHiweHh4G/gbeUs6X/q8+/18+339PuT/kIB6AKABg0GQAZgCKMIswjDB4MH4gUaACsDQwBH/Sb9pvwu/Sr7dP2Y/L79if9D/4gAQQGLBK8E7QbCCTkLtA4tELsS8BQ+GFMZhxq2HeIcmx7UH10eRh7LHFETEBDhDJ8DDfkc8z/ue+Xw3+Xb1deW2ErY79cR2efeyeLF5FXqS+/j84b3gfqO/fv/eQJHAs8CTQQLBToErAOrA+kCzgOGARgA/gG/AUQAcgA7Ak8CHwIWA84C5wPoA3kDSwMiBUsHLgiXCoENQxBzE2QWERksHG4fXyCfIUEkDSWYJCUk/CPpGv8T0RE7CHr9PfT07iTmUd6f2o/VsNTh1H3V3tVN2nTgiOJ55vDrjfHi9MH24vqS/Lb+sv+l/50ApgFQAowBlgJFBY4EowNhA+gCWQXxA+IC3QJVBFcE0QFNAloCGgK8ADAAnwDoALwCywM1By8LBw7BER4WOBojHbEgBiQlJqsoSClbKe8ntiYNHqEVDxIUCY/8sPFV7BHlodua18rUDdSI08/UMtcl21PhUeXT6M3tRPPc9or3uvod/RD+vv3W/RP/MAD7ACYBDwJ1AgwDPAUIBVIFhQZuCNEH1AW6BiEGeQR0ArgBowAF/nb9tPwy/V/+jgC5A5AHnQubD/IU1xnTHTshZiWEKFQqbStuKygrHSmFIZkXNRMdC/7+1fID7HPmHt3E1oHUHtXF1BrVx9hi3GHhi+VV6V7tifHb9Sr26fYF+eH6Gvs0+lL8/v3j/pb/EgK1BIAEYwfqCQYKtAnOCmQM2wn6B54HWAbIAsf/4/5n/c77Ifug+yb9tP7CAhwH2guBD6sU3Br2HgMiLiZmKg4ssSzaLGQs+SkkJPUYSBK+C+8AfPNW6o/mWd8D2MXU8dUy137WndkO3lDiDeaF6djsFe8K8rnzQ/N08z719/aU9sz2hPkF/UP/dQHmBK4Figk/DAIN8gsHDOYNMwsFCHEFrQQBAvr9G/zQ+037AvoV+/P9jQCJBA0Jjg5YEscWtBy0IEckPycCK/osnSwpLMwqhCi4IMwUcQ5cBiD8aO9950zjUdwV2BjXVtjX2OjZ5t4+4vnkp+cy69nt+O1p7w3wMPDq7w3xWvP781X2Uvpi/iICYQYTC1oO0A/HD10PIxD6DRYLyQcWBVACFP/5/N76ufnf+Gr53fpE/Kv+wQFIBn8LsBBsFJYYdx0HImElyidmKl0sNywMLGAqSCdEIC0V/QwTBBf6eO+R5wbir9vO2CLY99g+2d7aDt9J4j3kmuYY6YbqleoN7MPspew+7f7uhPGy81D34ftPACUFDAlNDCUOUBASEQURkA/GDWMLvwc7BUwCqf8I/e77t/tC+8n7df3Y/2cCfAb5C+UQ4hQGGqMeBSGNImMmKCpSLH4tliylKUElxyAlGLsOvwTg+nfx/ujG43XeEduo2ULaWNuK3EvfBuJA43vkEeYa5/Dmzee66PLo+uka7DXvivJ79pr75gBSBgMLvA/IEQ4SWRDmDsANSgsgCd8FcAMxADD+Nf02/L38LP37/Xv/jwHzBHgJ9g5rEzAXqxrgHYAgNyM3JpIobipdKsgpVycGJLgctRIVCgwAPPeI7vbo7+OV33vd0NxW3f3di+Dq4h7kCuV+5RHms+UU5rbmi+eJ6Afqa+2g8NT0hfq4/1sFGwryDUgPdBAeEZEQIg8oDXQLXAimBVcDPQEg/yb+bf6L/vL+RQA1ApYEqAibDRUSuxU9GVMccx68IAkjSCXfJmUneicoJVkhLhtFEt4I8f8d+KnvFetk5u7i59+v35zfiN+d4d/jUuTr5PDldOZA5bPlgOYD5z7o9OpZ7ojxp/UT+w0AVwXsCtQPMxIQFDUTYA8dDMMIiQYFBFEDNwPSAVkABACb/17+Sf+VAdwDCwfyC60QYBPUFqAZgBs8HRsgdCJOJDcmzyZlJU4iQB3KFOYLHQMx+6/yfu1k6UjlluJH4uvhzuB/4vHjh+Qy5UDmu+aT5S7mMeYJ5lLnPeqr7APwI/W7+Y/+sgNXCHAL5w2qD18P7w6CDWgMzAlECIgGqgQWA8ABHwFbAMcArQHNAs8EBgjHC3UP0hI/FhEZThvuHBsf9CBWIoUjDyRQIyYhCRz1EzkLYgIF+tfxRO0J6TfmGOQ95GPjieLz4//jwOOR5BPmTeZH5kbnuOYa51Loduqw7IrwVPUv+mv/bwSBCSwNoA8jELcOdQ22CoUIOQbPBdwEPQSoA0cDgAJMAZQB+gGTA4YGzwrxDisT6RbGGesbHB1dHscfliEMI1ckeCTUIvodlxWmDDgD2Pmx8NDshehN5mvl9OUG5bLk9OQz5IHjL+QC5RjlCua45hzn++e66BjqeOxG8B30Sfmk/toDFwhmC7MNtQ5IDjoN9AuLCnIIhgdnBjMFlgMXA+EBQQGKATICLQQfBzkLTg9LE+gWMRppHDQepB8HISsiKiOnI84iUCFyG2ETZgoMAXH3S+8567PmfeW/5ermkea55zrnTOYs5cXkqeTi5KnlYuYc51Ho+OjU6lntyvDQ9BT6k/85BTEKyw0BENYPOA6yCyoJ6AXuA94D+wJXA/IDBAQdA+oCPQLUAq4EUQjEDI4RihbcGu0dvh85IT8iICOpI+sjkiOWIswdGBbDDbUDK/nZ74vqQuUd5Enkf+b25mHpoOnM6CfnBuZm5P3j3+Nd5JTleudz6Hvquex97zzzBPgg/YICYgd3C7oOoQ9vD9sNMQwpCAAGVASKA28C4wJ+AzsDowM9BE8FWQfpCl0OmBL/FlQb4R5nIXwjpyQuJTYl5yTbI9sgtxnuEcoInf7z89PsYeeB49TiiOTw5a7nWuqt6lrqPOnm50HmlOXB5MLkvuXj5qrov+pu7WDwp/Q4+Uv+0APWCHUMHQ5WDk8N8QrIB5sFJASWAswCKwPRA7kD3AR/BfIG4Qk9DQcRbRU9GkMevSE4JAkmHieiJzgn/CWxI1gemhULDbcCv/ck7oXosuIj4YThDOSx5fno1+pk68Lqp+kq6ILmVeUp5VjlKeaA597pQuwn78DyyvZQ+4H/vwM0CF8LKg3zDccNwgtQCRYHngTpAvgBtwFWAmsDBQVWB2sKMA73EfgVzhneHUkhOyTrJtso2CmvKYAofSX/HoMV5Qu+AI/1/eve5n/hkOB+4TnkMOao6Q/rXOuZ6jzpcudS5i3l3uRK5V7mmOcZ6qvsc+8k87n3PfxeAfMFqwnMCw4NDA3/Cg4JmgZbBCIDgwJrAg4DgwPjBDcGwAj5Cx4QGRSfGCUdIiGrJLAnLCpUK2crqCo/KIAjZBr/EFUGafq47gnoLOJr3h3fr+Ff5KDnL+vN66frx+qq6Lfm2OS44zzj6+Ml5TjnHeoq7Unx5fVp+pD+xgJGB1cKfQyXDQ0OQQyGCmEIbAbvA1sD2AJrAm8DWAWxBzELaQ9PE9UX/BstIFsjSiYTKPkpeyohKoYoIiX+HSIUNAqk/u7ygun846beBN7A3/vik+W76QXsUuyP6xnqKuhZ5t7kSORT5F/lM+f46e/sS/BS9LX44/vp/wcE9wbmCLYKFwx4C0gLaQqNCbAHYAfmBlIGqQZICIIKwg3sEYcVrxmlHRohqCNPJukn/yjnKNUnKCUxIDAXtg3DAof3qOz95b/gud1k3sDgruP35pvqUey67Jjs3eqR6R3oJuey5qTnc+ho6g/t5e8182b3JfsT/o8B7AQlB9gIzAq0C3ILpAv4CpsJgAjgB8MGewYoB6gImQoRDkgRORQnF/EZkByGHqsgRSJMI7QjeCOAIR4dRRUyDecDrPpM8RbsKefT4zjjUOS+5Gzmtein6eLpIeuF6pfqlOq16sDq1Ov87ADuH/Ck8oj0E/is+nP8gf/rAsYEpwZCCe0KHwtWDBgMMguICpEJ1AfdBr0GpgZQB3YJxwsnDq4QgBMaFnYYABt1HcoeUB/4HrcdqxpnFcEQqwo6BJz9vfk69G7wI+5m7CXp0ucE5gHkDuLd4cDhNuIN5EDmI+g76w3uZfD/8uX1mfdb+jb9IP9CAFUDOQUJBkkHmgmFCZkJVwrBCWYIBQicBzEG2gVaBsoGyQdiCgUMyA1pEP4S0RSkF6oauBypHoogOSH+HeYaexa4EOsJbwR+/2r5NfX98PLs8ucS5UHigd9t3jrfv99g4Svk1+ZY6VfsHu8L8Z7zivbc+Mb75f6AAJUCYAV7BiMHOgg7CtMIyAlTCpgJCAi4CJMHxwXvBQUG+gXfBpsJuwpuDK4PwREeFN0WeRojHHse2SC/IFkdWxraFfwPUQm8BGH/tPkU9SvxRuxA59rk+eEg32/eXt9k4CfiSuUY6NHpJey67urwTvPV9rX5yvw8APICzQQaBp0HrAczCFsJuwl4CeQJHgoUCb4H1wZ6BeUDhQPeA8oEqQbICOkKZw1KEMESVRXmGEwbIR3/Hscguh66GrMXrhIGDJUFbgKz+0L21vE+7vvnWeRn4h3gyt1o38LgtuGQ4zPnPug46i3tH/A08vb1P/pf/UEA1gNBBhoHYQdyCcQJ0wmdCnQLOwthCqsJNgiVBVQEhQMHAqgBlwK6A28FfAeYCSgMsw6uEa0UkBjYG2IeEyBqIVUfQBu5F+ISeQwhBtoCz/zd9gHyOu7t5/Xjz+Et4BPeg99y4XXiYeOu5iXoNenF67PvXfLA9X36W/4WAJkDYQZjB6kHkAkiCwsLtAuzDOULPApKCfsHnwUSBG4DaQKFAbcBcgJrAxkFiQcjCr8MhBDXExAXsRqkHVwfpSBDIK0cIxnNFCYQhwiVBD7/JvnJ8nnuc+lY5JfhGOHW3oHext8D4vLhz+OR5l/oUOp27mryWPWc+Bj94f8rAjYFSQjZCHoK5Qv2DGEMtAykDEML4wnACK4HOAXJAwkDjwFdAF4ARAGpAroEUQcUCuEMdRA+FAQYcBtpHpcgniE/INYcYhkTFfcPFwkCBcn+VvgR8njtReg/487gLeCO3jneQd/r4BDhZeM75s7oDutD70bzYvZ1+dH9sQD/AgoGnAlHCkALMwxUDZQMTgyxDJYLKAqmCAwIlAVnA0YC2QCY/yb/EACZAVYDnQWbCPYLWw8TE48X/Br0HXIgCSI+IUUeRhv3FkMS7wpHBvb/KPmG8q/tU+iq45fgt9+q3STdhN0p3+LfyeHZ5MPnq+p07oTy/fX9+BD9cAD5AvIFHAkgC3QMOg16DcQNdg3ODT8MOgusCeAHugVOBKYCvgCU/5H+H/7B/gsArQLbBO4HkAtzDzUTcxehG5UeziB5ItUh9h7cG8QXtRK3C7IGcACz+Y7y3u126IXjg+AW3wjdbdz43MDeg9/u4STlFegu6+Huz/JR9or5d/3uAPEDxgZrCb8L2wyCDUMORA6yDhEOVg3jC70J1gfgBRsELwJ4ADH/vv0F/VD9Xf49AAQDuAX6CDoMFhBBFPIXuxvXHvEgDCKiIL0daRqaFrgQigpEBaP+0veP8V3sb+fD4kfgy96l3KTcb9293vHfA+P85YboluuK79jykPZF+rD+vQEnBQEIfgo9DMgNHA/RDs8O3A4ADswM5QrlCYEHcAWyA+YB//9P/m79k/w3/Cz9I/+xAQwESwfyCmcOVxIEFmYaWB3dH2YhaCH5HkUcnxg+FOQNZwiVAtj7RvXy7xbrOOYB4o3gM97Q3PHcU95S3+HgR+Q95+Lpie1Q8e/0LPhS/EgAiANZBlQJhgsJDcUNqA6jDnMOhA4sDT0MgQr7CO4GCQVMAyoBdv8a/vz8efzI/KH9Mv+uAZoEZAeECtENABKNFTcZZRx2Hscfix9iHecaKBfaEgcNsQfEAdz7p/WI8MPrAucO413hMN+l3dPd2t7k3+nhN+X65zPqge088eb0Gvgo/A8ACQMxBt0IeQv+DG4Ohw+hD8YOyA0QDVUL7gnyB7AGXgRdAswAlv9l/jX9Gv1S/V79G/9zAQcE9AbgCQcO4xXtHIIiKCZCJ6InhyQsHroXmg6CBRD8TvVs70XoEuT54WPh7+GQ5Kjp/eue7nnyPvVt9gT2UvZm86Pvie3w62LqJenM6vrtZvHS9y3/3gUECSoLAw4FEU8SWRGyDq4KaAeQBDECDP/o+yb7NPwJ/h0AuQPFCLUPmhmVIv8m2Sv+MX03cTtbPbI6dTPzLL4kzw6U/AfwDORB19fNx8yFyvfNiNnY4jXp8+8d+/v/a/+t/4r7QfT57G7o5uF+2DTX+tik28DgeunK8777ggdLEo0XSBjsFf8UDBCKBtH+zfbt8Yvvce+w783wIvfX/WsDIgeeCwUQyRIlFr4YZxzuIvkouSp/Lrs1XDsGQLs/7TuXNys03ibMCGz6c/D54PHQzsYRxr3ETtDH2qLc2eUu9K0ATP6g/Nr91/eX87jrLeIs2HLX39v32O7bQOWr8cj8iQYIEV0W9R2cIMUUVA82DFIEkfcM8Nru0erU7ZzwbfJs+DUC4AhgCF0NXBFmEn0TchYLHB0i2iVuKAAvtza1O4k/xj+RPXQ6dTbdJmYGH/yF9BbfYcsoxOHGlsbXz0vWb9kc66X6Rv58+YH+sAFG+K3w7uUg3pPa4tkl1evR8d7B6rrxCPtfBwYUHxunIWIduhjDFbgFRgOA9mXvHOpG6rPtr+sW9l/5DAG4BtMKZA+aDrYT2xDdExUZqR/nIqAidy/TNEw67z7sQixBeT2BPLAsUAydAQb6fODVy6PF18Wqwm7LDtDi1VHq4PiL+QD7yQRRBcD6/PSg6nTjIN9Y2c3QjdId39DjF+ku92AFbRB2GCEfPSCaIgYdXQW6APgDz/A35F7lYusw6nfwrfR++AQI6QxuClcMVha8FRsSTBg1Hi4lyiQLKWAxXDnJP98/UD82QCE+8DOvEnMDTAIx5/zQFMSRxwfDw8YFy5TPjOZX8xH0SfjEA2UJXv2D+Zbw0euO5qDbUdPr1A/f+t4p4hHxJf7hCRkQIBmBHn0iAR0IFL8JCwD8/Ffv9eZr55Xqg+vC7Rj3+vyiBcgJmAxEEQ8V4hW8FKUcESTAI8wkAy8ONTY4ED7bQLk+JT4hO74p8QurCYL7nt5pz9jI+8WawHTGuscv08DnaetH8HP7kAYIA6T9Xvwt9CzxVOcp3cTZwd1T3tXbreZv8mL8HAYRDoUYtB86I2QS7Q2dFk4FyfR18GXyn+uj6XPqjuxd+iT98PzqBFMRPxE8Ds4VfhvLImEk1iJOKy02+TYDNlk+C0EtPSg6FDPgH6UKigkl76DaSNLyyo/DnsFOyGPJBti05L/mzfJ4/JIB4f0uACj9xPXp8kzoVOLP4Drgm9303zLrm/Cl+TgDywwQFfwWQhs5FtYQUwuMBhv84/Nd8vTsaewL7U7wnvQ++ykBKQUmDDEQTRQuGWYgWCf9J68sTTRtNxY5QT0WP9g6JDtQNI0nbgzGCOj76OD+1d/MIMqkw/TGJ8id0XTiDeNp6xn3gv9K/6793f/E+dD4F+8E50fmWuUk4pbfVehB7xP1Ev37BF8Q/BaFE6wWRBTaCcAM0f8T+J/0gvMR7BHsfvK48FH4v/y/AekGyw3OEQEVJCCFJeooFit1NGA4bDmIPt49GD2xO5U05irDEHwJCABe5cHYWs7FzAfEFMb7xjrO+N0t4NPncvPq/OL+cP2oAa38Tfx78+rr8ekJ6DLkYODN5g/tXfHo+K3/agpnC+8PxQ/UEVUO0gibBVb/8fyZ9eryevJa8xj07vTE+03/9wSyCFYPMxdxHgUmACmpLts22jl3PGY/+D8tPJo6QTI/JXML0Qh9+CzgdNbizRHKWsOoxmnHgNEA4AzgzuoS9kL+i/6P/64CxP1U/abzke1P7BTpyOQo4mfpLe1Y8v745gDZB/sJAhEzDokREg07CskFVAF9/S/2wvXA8mDzlvNY9kn7nv5UBKkImhDTFoMe7yXFKCAxrDZnOXg8JUC8PS07UTnDL4MiUwo8CJn0dOHp1nLNvcpaxI/H6McS087ePt/H66n0VP1M/Xn/eAHq/WT9K/ME76vsVenE5YHjJurw7Kfyjvgp/04EWA2LCP4LNBEaC5EHTATqAqX7sfnx9Z7zSffJ9ef3IPwLA38FAwyrFUIdECaQKHcvDzjbO6c8ZD+4QA48QzrjMAEl4wtUCOH4RuAk2KTOXsvaw6LHxch90DjfX98G6sn0k/x4/ZX+1wKb/QP9nfUQ8EnuROr+5l3k8+pf7b3xN/nYAIQGBAiuEXwHfA9aDy4FnAKlALv+/fMN9yvzvvON98f2AfwfAVcJYAnAEgseXCTCJq8sejcqOBQ8vD4MP4o8BTtPMw4n1xDJCDv9g+Xz2JHQPc0HxgjHlslV0IXdreAH6ADztPvI/EL8egAk/Xb6E/To7bvrVukK5nHjQOm47oPyavkU/y8FFw9xBxMLDRL4C+0F4QHtAnj6wPhU9Hvy8fci9/T31vtlBmkIWQ1tF1MhLiimKYozmDijPNM+SD8jPkM7FDgVLb4aVQaOBEbvt9pn0XHOf8rBxYTLa89c29PmqedK8Z/64wCM++r7xvyS9wzz5+oS51Dm7eU45O3ju+5d9SD7zwF6C6QShw9/Fr0NmwXMDFQBJveh8lv3P++L7eLyR/K1+nj+SwKSBV4QoRU3F8cjUylZK0AxozfdOP87mUG9O/Y4RzjJMCsb8wInBXbwoNvLz1LMJssmybDOts6x3ersIe1u8vr5CQMz/Jz49/Qx7wTuM+VZ3sbdzOPr5fzkSPCE+scEXQsxEfUWoBWwEKcSwQclAJj7hPWM73/tqe997XPzrvhT/CMCCAjRCwMN2xIqFm4bXCT8JEwoaDEZNz04pzwpQe47lTtnNucqmwyZAA78YeAg0qLIwMibx8HOANRD13PthvcM+LX7HgHgAQT47vNO5/vhROHP2Q/VYNgT5IbpOfHw/UQHahTCGt0cmxv+GtgRJQdB8zjxVPBL5fjjteaW8RL3cP9KAeEFABLvEMoOsQwHEqwVKhtTIb0ePCqmNOw4ejzyQsJG9UCmPxU1ihtU/V37fOXOzj/FAsGIwzTNPdqT3AHrIQIOBDMFvQILAM72ve8C46vRu9GS0k7QYNSA3sbspvmaCvEQxBa2IBwiCB3kE6wI0f0Z71jrBuW44ern6e149vP9mAeyCs0NnBHTDAQLQgcOBd8DKgjEEAwaWSIMKY41rD/vRzRMkUxTR78/0jVRISj3JOqx3pLLg8StvjTDHND26BnxRvTNBdEJqgraBPX0pONA247YD8nMxOHIpdBm4UnwQfsaBeIVbSD1HoIdPhTrDP4HVgAO9RzqAehZ5KDoevb79wj/YQcFDRgPaw/qCoUBEQKQ/mP6jfzd/4AIzxeeJ3QsPDZLQuVGsk2NTpRI9zu1M1InLA146QXgo9HKzFLPpsw00WziifcQ/8YCrQTq+p77AfSl4dfRP8rOx7nJhdNL1yvfXPNFAj0OhhS1FG0RNhH9DkUDAftD9rXz+fd/90L3+/Ea+OwGlgfRDHEGcAIMBEAFdQH89or26vRu/FQEPgVwDEsYayq2My86KT1wPFNE4UWNREI5Li3MISUXhf7z6IHfQdLU1XfaKdvP38nqj/Xj+6oA9fgh7VrqeeA/2fzSMs2qyljTAOAy6Az03fxGAlsMnRDFD9cKxAX0/93+5f8o/Cj7R/2k+b3+vQZxBVkI8gdmA1kCcAIq/ZT4c/j69Fj4sv23/tECDwlMECEcpirFLwM0cTmWOAs+/UBRPgA4Oy3lI7IbpwkN8f3m0Njw11LdPt1B35DlpO0H9GH7YPhx7MXnDN7j2BzXK9LEzsfRFtvN5DTyc/tF/9IGCArzDMUO3ArzBHQBLgFDAagFYAYWBFwGxAHr+i8DEP+C/w8BQfrP+Rj7Jfxc+mP8zfgo+kQCLgMpChkRlBhXJXguQzRCOOE60zxOP/c/NDoLM90nkhuCBXzzlOg02mfcXdkr20jg3+V47b/zoPji82fuhOfz3NvZ09O50DLQKNKb2OLiSu/W9/IBLwgDCyQQ7w8yDuYL8gdgBEkD7wQOBaoGXQbCBKv/dv8kAdD/gQIb/ub61/ms9yb5kflW+cz41vsu/lgDmQpwD0AYMCLgKDwwlzXoNgk6DTz3O7g4BTNaKV8f8wxc+6bwveLP4Hjc+tot3KLdy+I56I7t2O2h7IbptOM14Tvef9uA2zPbotwW4YDmr+3U9Xj8vQGhBscKyA2QEM4RQxJKEs0QQA7HDFAJTQcoBsECEgKBAKX/af+n/2D/QAA//3T/lv/D/rj/rv7G/gv/dAAIArcDWQY9CQQMFA8GE1UWuRmHHa8gACPBJMIkoyOFIEcc+RahEGIJ0QI5/AL1++456fHkp+CR3tPcmtzf22zcp91V3yDh6+Oa5kjpx+xa8Pzzx/iy/N8AAARMB1wKUg3GD+kRGRNlE9AT2xNoEXMQXg6lCwMJWweBA0MB/f4J/az6Ufk++Oz21/YY90H5O/vx/loC2wVXCrkOgRMLGLkcHR8dIkQjDCObIC8exRldFPUOlggwApH7jfXn74fqR+aG47TgOt/f3SzeiN623xPhceOQ5eHnHuoS7ZzwS/QD+PT7HP87Ag0FLgjyCnUOwhB0EjET5xP3E/ISWREQEFANMgpiB4EEPAHE/hD8Q/pt+Ez3ofaL9mT3Hflz+03+zAEjBREJnQ28EbcVmRoZHnYgniJJI34i6B8GHVMYJxMsDX0HPQBS+ob0yu4v6iTmI+Ni4CLfE96X3kTfU+Df4ebjCObc6CnrP+6L8f70rPh9/L7/VQOcBu8Jgwx5DwUSwxPAFAAV8hTZE5MRXQ9qDfYJlQbNA4sAZP04+9b4h/cZ9oD1l/XV9Qz3cPlz/Kf/cANJB64LWBBvFO0YyxycH+IhjCNoI0IhIB7vGtEVgBB2CosEbf3c96TxpOxg5wTk0uAc33jdFN0R3RDeQd+c4cjjkeZG6YXs0O+w83H3aPtS/8wC/AWyCIILCA59EIgScBSfFd4VFhU5FOQSkg/YDEgKfAYSAxEAh/wz+RD3//Qt9GjzsPOO9Nf1JPg8+5v+WwKhBoMKFw/hEvcW+hqjHnsgYiJNI6Ii3yB4HdcZthSMD24J8AP7/Pn2M/Dw6hvmmuKA38rdxtyI3AHdLt7p3yvizOSx57Tqxe2X8Bv0nPdc+0f/xwIcBmUJFA2DDxMS7hMoFmIXZBc5FoIU6xENDnYLFQigBP0AHP5B+5b4yfaJ9RL12PRI9c/1Sfcd+a770P6sAuAGigoEDygTNxe3GjIeTiCmITIigSEVH24bHBfYEXoMAAdvAYv6GfXH7lDqceVd4pzf2t6d3ZTdFt4B36LgzOL/5MfnEOuh7jPy7vWr+Zn9UQEwBckIyguwDpQQgRLpEz4VyxUNFj0WCxWbEFIN5AnIBoEDMQGR/cH6afdh9Qf07vKH86P0tvWE9+n5zvxxAL8ECQmLDQoSEhbFGUsdzB8lIa0jKCu5JLEe4h4kEH8JRwYf/AL3h/LE6mTmmeLy39bgwuJm5ejnOOl/6PTnoeY051Hnq+i16fzqIuzZ7TXxjfZf/aAFgw3RFHUZ8xxUHlIepR55HFIZixVjDnQDLPsC96vu2/EP82/22Pn397f3Q/mJ9xL6/f3n/GgBvAMgCO0RkhlHIn0rNS8DNBE4DzfFNhgxxya7FSgCdvD93+jaRdkq3h/mgOuh79PztPMd9U/14PCV6mrhW9bVzbXK2Mu5023fruo49oD/DQbmDLsRxhQSFoQUlA9NCq8FBAOwBB8Jog5aEzsWUBTTDx0MpgTWALP9x/dD9cvxpe747xjyHPXD+X/8GP5P/6v/vP8xAaUCcgOLBtIIZwyhEYAXYB9LKPUu7DNqN5U2NjagNIQuTij0HDAOgf2s6hzeUtOg0W3Uz9lm4ovngOvJ7XPtOeyN6RXlc9/J2c7W0dXS2anh5utx9zYBoAj0DNEO5g4pDZsKbQccA73+7vsv+7H9CAKKBlkLhQzkClkJ4AR3AWL/p/xK/EX8a/1M/2oCygZMC1ERXxZkGv0dTCCeI3EpVi8MNL04xDllNLYqPB1ECbT0/+OG1DLRv9Lx2CTlSO739I/50vlU9g3xdOrv4HbYEdKIzQvQddbu4G3u//q/BKkLbg4cDngMQgm+BQcD2ACy/zIBAQW5CjoRUBa1FQgV1g7dBsoC2ftt+SL4//V59oX3BfkF+879DwCcAMgBigG7ANoB7AEUA44Fige8CuwOcBMyGRcgTCemLHkxJDRGMxMy8i08JukdABE5A5vzyORA27TUx9Wu2lTiM+o/7/HxpfGD7tTqIOaz4PLb7thS2NTaCOEy6hv0t/21BSsKrQvNCRMH5AP6/1T8Mfpe+Sb79P8bBbQJ4g2JDoQNSgp9BRICfv8G/pD+V/+dAPICfwUDCVANmhFBFqUa3x4SJPcpFS0aMQIzZDN0MMcnXx06D6/8Y+zr3iXV89W62X/jJu7L9WL69vqh99DxCus15DXdANgt1XvUg9m14YfsdPhqApkI2AvICnQHswMqAEH+0/0P/5EBEQWhCuAP4RUtF2EV7hKRCmECbPXC7vrsse2u9s78wgF4Bc8CJgFx/wL9lf7o/0sB1wFNAm0EqAZHDF8TmBrGI9cqDC83M5czbzIGMwAw8CmmIrUVwwaN86zkNdo71K7Ya97V5qruu/GM8nbx0Ozz6E3kCN/g2TzWotUZ2KffBuoJ9e3/5QeRCk4LkQg1BWECEADa/ar8W/xW+6H8kwH7BWIMGhFzEIoN2wdBAf38pvpi+uD7cP4CAKgBoANEBdwH/grpDXARpRUBGZgeZCY3K80wwjR4NeY18TDyJ+Eccg7P/Ujssd531PTRSNfP4BLsTfbU+in7MPgN8afpauKC23PW7dNV1FTYluBE7Cf4awOYCkYNNgx9CGkDmP90/en8Lf7vANUEXglbC1UNRQ8qCiEEIgHP+qj5Gfyy+/P9p/7X/Mb89Py2/fH/nwJLBDwE5wVvB0oKxRIZHQ0nXy9NNAc2wjWWNq82xjNrL/UkmRRh/drmWNeRzTjR7tqs5lzybfgJ+bX47fRR8IXrReWf3HPTKc4AzY7SLN/J7Xf7awYWC4sLYglLBosDowGl/5/9KPwY/UEAnAb+DWoRdhMFE+AFr/yn+J/wEfUt+lr6P/5K/b76+fsu/jABLAN1BdkEZgKlBQMJGxDLHWAoPy8zNe828DYMOR888DqFNh4txRs3A/HpMdh6y27M7tQX3/3qa/PR9kP5m/lT97jynetA4W3UjMzhyaPNEdnI51H17gBgCKQLVAwsDD8K3gbyAqz9X/lh+Nv6mwCzCEgMVA9SDr4FlP/r+/X4N/oI/LL7xPpM+S35mfpt/iUBdAI3BKwEPgXwCWgR8Rt4J+UukzONNc81LTitO1M9ljrVMkcl2w9E9Cvgx9CIyuTPLNiR4Wbq8PCT9ZT5JPyc+gf0uOrj3OPQJMu3yivRGd0U6Vb0ov1iBSULEQ+jEVYQugsNBcP9wfgT+PX6sQBTBH0FqgimArX8hP+C/e/+tgGl/pT7R/li+KT5SfxKADMB1wLaBTMHiA4oGYUjLSx4MYU0PzTxNUk69DykPd85sy8nIfgIEvAk38/R1c6k0d3X3N5P5RXtKfT4+Xz+//zt9tHsc9/K1V3QANCd1NLb4uNX7Cv1Fv+CBx4PgxMmEwwP7AhzAmr+nvxO/XP+nvyy/EP94vpU+87+FgGYApgDJgKb/2z+I/7s/YL+Bf/U/uwAAwVEC84UfR91J/0suTElM3k03TcXOkY7PjhOMiMouRh6AvHu4d8S1HHQDdHo1PDYP9/w5n/ukvV++uL6dffd79/nLeGO3C/bENy03kbiQ+cE7x347AAMCZ0O+RCbEMsOmAwfClkIUAY1BLICAgJiALLwwOkn7Q/vvPmYAfwEfAUXBAkGogW6Bv8H3AZaCYYL5hG2GmQfLiT1JqsnYSg4Krwtji+6Lz4uzygqITwWAgZ6+NzqFOAi2SzVhtQH1ZbYhN3y4srope1Q8TDzafKP8R/wDO/Z7sru3O6R7+Hwx/Mf90P7bf9DA2MGgQicCtwLUwwZDJ0JewfWBMoCfwJoAQkByQCWAJ8AwgDTAWACBQPYA+IDBAQZBBYEpgS/BKAF0QY6CJEJBwuUDOINEg/JEOgRMRM5FNMUhRUmFegTvhKmEZEM1QXC//r48fL57Tnr6ujx5ifmuebD5/TpjuxD73TwCPFE8njzc/S99rz4HvqK+9f8nP7+/9MBzgPsBMsFaQbOBjMHhAdbCGAIPgjXB7oGowKzAXwCJgK3ApIBjgGhANH/EAAHAAMAe/+M/8D/2v5n/0QA8gD7Ad4CMAQyBTMGmQfqCM8JeQpNC2oLowtBDHoMTAz2C/kIAga0A5EBFQD8/X38V/rq94j2m/UQ9SX1ZvXI9V31uPVH9vz29/e++Pr5zvoB/Ej9/P6AABECywKRA+EDhwQWBVoFywWZBW8FbQWDBWEFnwUTBnEGywaYBnMGXwZiBvQFfwWFBcYEtQNsA+gCdgKAAmUC0AILA0IDjgPuA+YDrwOpA50DaANTA0kDGgPXAgUCJAEXAJr/cP6H/cP8VPtR+pD5HfnP+Jn4ifhW+Kv4L/mG+Qv6mvrM+oT7Sfyw/D39xf16/u7+pP9uAOQAhwHtAQ0CdwKhAqMCDwNEA/kDhgQFBVUFhwWCBQwF5QTGBKsEYQQTBF4DSwO+ArYChAJGAmQCBAJpAnQC7gHXAYcBBQE8Af4A/wD4AAIBqABpAJYADwCx/wf/2v7m/qz+kv4k/qr9l/3S/Zn9M/2h/If8A/34/A79rvzc/If9i/1+/iT/eP/i/xIAWQBbAIgA3AASAbYBywFbAokC1wLSA6cDiAPyA8kD7AObA7gD8gMuBNYDfgMcA/0CcQO2As0B4gHlAXwBJAH4AAkBWABlADEACwB6/8H/+v6E/3T/u/5S/4j/MP8i/57/mf9Q/07/8f4J/zb/2v7c/h7/jv5S/uD+H/6X/i7/2f5q/0QAmQBIAGABIgFSAWYBYgEUAskAvgH7ABMCMwHDAY4B2gHWAgoDcgKCAhUCdQLHAdcCUwLeAdUCzAJiA3wCIAN1AlEDTQRtAjsDMQPdAWcCsAFMABr/1wCw/w8ANABs/5EAhQAKAd8B/AA2AaIATwGDAMX/kgA3AJcAFQCtAPEANf86/w0AOv8CAPIARgHp/3oAQwFIARYBNQCA/oz/Z/+h/a/9Pf73/ZD9m/yf/P/9Ov4+/jv+Kf/yAO3/d/+vAHX9Uv4IACf/8gA5AFUAt/sz/wMDwwAo/wn/HP6x/8QAvf6Y/B789PsN/TH97fx1/bH+iv8Y/279cv+N/kn8Y/t0+YH6s/uB/F77mv3w+yP7vv6G/cH98Pyw/DT84fxgAAABiP/T/sn/xQB1BD8EbwMXBe8FswXLCKwKTApjDNQLxwwxDaENAQ1fC8sMFgukDQ0NAw6KDmcO8Ay8DQoOvw1pDxEPQwu6CYYKRAtaBpYFjwVD/zYAjQK9AJsA6wCA/Z76Avxx+pX4Pfj79Xf0lPT+8x31dPSa8rTx3/Lw84r0sfPo8X71hPbU+PD4wPnl+cX52/39+838Zv58+oj9yf5H//wAFQLtAdMCTQR9BcMHIAnCCWQK8gduCeAHYgjVB7QESwNIBN0CxQG6AgcDIAGFAjgGZwYIBccGDwhaBvMHIAgECA0Hrwi9CJQEOAT2AgwA6P5l+6v37/Wu9Tz1qfTB8570IPWt9YX1AvW49W32V/n5+y38Ovx9/of/8f7U/1EBWAEsAcMBlwIpBDwHzAbnBMMFOwiJCSsJhgaSA10GQQikBtEHBgfjBYIGXwiHCGAGlQQEBCsEHgZmBHsBPgFFAPH/PgC9AhX/VP4//j7+9v+W/zH+yf0I/db9Pf9k/QT9pfxG/Cn9fvoK+o750/mu+mv7Hfx0+rn5G/oo+/v67/kr+nX7sPro+S37ovsf/ZX+u/3C/Zr/XwDhAJsAhwCkAPwBIgQsBQcE5QTTB9AI2AjTCTYMIAv4CWkLzAw7DfMLAArnCCMI8ghCCp0IQQaeBFQE5gPQAnoA/v07/PP6Q/k/9xL13vNa88jyifKb8vzyj/Od9Kv19PZT+Gb5JPsJ/Vz+m/8KAVMCRwTRBWoH/AdOCDQI9ghhCQEK5wmBCa8JcQlQCZMIAAjlBhcG1QUiBSYEbQNOAhQBVwB1/+H+ff6+/Sb9hvxj/NL70/uj+5L7Uvul+pz6Xfoy+lr6hvq1+uH6DfsY+0H7YfuD+/r7XPyz/Cr9e/0e/tb+jv9ZAGQAoADmAJEBtgHxAU0CkALWAi8DrgPlAwMElgR0BHUEBAXaBLQEpwSjBFsEwASaBJIEhASLBKMEnwTjBJYEqASgBEkELgQqBOADqAOqA28DSwMXA8QCPwIiAs8BbAFbASsBqgBnACIADwBJACUANAC5/7L/ov9H/0X/Lf8f/2z/pf+b/8//GgAWAJUAigB/AJcAbQB2AFwAXQBSADMASACeAFcAXwCUALoAngDyAOUAtgDrANMA1gDmANsAxQCmALIASAAVAGkACwBkAHwAkADFAMEACAEhAfUADgHJAOEAggCIADMAIAD1/6r/gP8x/37/sP+Z/6j/yv8WACUAJQA9ABsA+/+y/8D/CQCm/5X/pv+k/8L/zP/t//b/SQCPAHQAxADMAB0BLQFhAUsBfgFBAQ8BLAECASoB2gDEAMUAzgCkAGIAUQB6AIAAYQBXABcAPQCKAFMAZgB3AIEAYQCVAKYAiQC+AOEAKwEZAUMBIAE5AUsBmAFPAUIBFAEIAbwA3QDoABEBMAFLAf0AEQEwAUcBOAEUAbwA7QDFAI8AkgBcAEUAiwCJAH0AkgDFAN0AewCeAJAAsQDDAPEAKQEQAV0BWAGRAUMBigFtAWsBegEmASgB2AALAd8A1gAGARABFwHtAN8AwwDeAO4AlgA8AGEAXABpALQAfgCQAJcAYgBfACMA4P/L/xMACwD8/zEARABJAIgArADOAMIA0QC3ALkAwgC2AHwAZgB7AH0AXgB0AKwAuADUAPQAmwC4AKAABQESATsBhwFlAW4BBgHGAKkAmwCjAHoAigBWADIAbgBuAIkAigB6ALAA0ABHAVgBegF1AR0BFwHbAKMAvgC6AFMAaQCoAH8AgACWADYAWABuAI0AqwDQALoAqADLAF8AigCmAK0AmwCqAF8AeAB0AH4AmQCHAHcAlADQAKoAoADTAMcA3gDVABIBQAEdAf0A7gDBALgApgCsAI4ApwC8ALwA4gDmALEAoADNALQAtABvAFcAWQCDAGsAbgAvAJwAyQC4AAgB8ADdAKsAfgBlAEIAOABuAIAAfgDPAOEAqQCTAF8AiACCAIEAswCAAHoAhgCNAHcAkAC6ALwAlQCpAJ4AhQB0AGMAZwBTAHwApQDRABMBGQGXAS4B2gD7AHwAawCYALEAzAC7ABEBMgECAQwBywDvAAIBVAE5ASABKgG7ANsAnQBCAG0AkgCYALEAswCfAL8AvgB0AFUAGQBLAGIAhQDeAD4BNgFvATMB7gDVAL0AdACDALAAzgDsAEgBcgEfAcUA1wB0AMYAnACnAMkA+wDHALkAfwBqADIA3/8XADEAJwCLAJ0AkADy/zL/qv67/YH9IP2M/Wn+oP9hAGcBywI1BOUEcgUFBXcEVgO2AZb/Yv2o+qD6wvjU95v3PfmV+zsA2gRfCf0LzwyrC6gILwUGAg4ANv8tAC0CdQRiBm4HQAclBlUEUAIQATgAMwCzAfIClAQ7BbMF5gRCBRIFRgK4/fT3NvM08Bnyb/ZS/EcCnAZ9CCoH7gN6/3j7IPga9xb5u/tr+uX2pPAg6pPmiuls74j4NAISCy8QMRJGEVAOaQoLB/AF4QUGB2QImAkmCmQJ7QfGBtgFggaECJEMABCzEagOGAce/ETxc+tJ6ybwIflFA58K6Q0pDLgGm/8l+Yr1HPWI+IX93QI4BkQGPARyAE38zfho+G35Ivyj/wAD1gSkBDwD/wCt/kn98/xR/hsA8gHXAvcC2QF0AI//w/4h/+j/lAHCAlgDgwOVAo4BwP9E/9z+6P45APgAOgF/ABb/Ef1T+xz7DfyX/cL/iwEjA7MCVgIwAZH/Iv6Q/WT+zv4xAMMAIQDc/kX9svvV+ij8D/7OAFgDHgULBmAFtASmAzkD0wOHBdwHVQoNDFsNtg2RDUYNeg0LDnMOUA9IEF4QhhDuD+YO0A1fC+YGtgBE+CzvWeWH3aDXYtWj1a7Znd8+5iLtDPPg99/78v61AWADdQTjAwACNf5e+W70cu/v65Pqd+t07vzypPjr/ecCzwYFCnEMig5xECsSjhR7GG8eaySHKnIwzTS2N/I5rjtzPWI+qz60PNY2gSX8DijzDdQbuWSlop8RoZ6ufcHo1U/oCfeiAnEKUg7/EvIUIBUAEU0JlP0D7SLe1dGIyyPMTdWk5LT1hQatFS4f5iM0JBkjYx/hGt4V6g0gBFL3n+po2wrTgc/y0wnfze4bAF8NDxZQGVIWmBBxCmYGsQONA/8EAgeTCaANqxMyHBUmDzIOPgZI/U+GVclWI1IjSYg14xZ99TzPA6+OldGLApCWntW3jNMc7kMDUBLBG3UesRxcGFgPEAMp8o7hws9CwbG6zbw0yCbbzfOGDJcgsi5VNVo0rC16I8YYRwzXACP2IezN42ne29iF3GDfhuiB9G4AiQyzEgAXhhVMD2MJVQFY/T36ZPseAEsFEQ+gGesmBzMKPq9Ie047U65VJFa3UQJI/zYdFLjvBcdDpAKO/IiymKGw/9DH78wHbhbmGtMalBbCDX4GdPoe7C3ZLMcBu2C0GbtBze3nZwRYHpYwXzdnMxIqShxhD1gDTfq88q/qMuUN4gPk9+ts+sYNtx4jLfwojBMJ/RPiU9KdzgDaj+1a/e8Lig+/C34FHAI0BiMMmRYfIUgoxC63MrU2RjqxPVlEIErMUGxQq0oSO6cUguz5ws+gTpHQkSepR8JT31L4EAfWD88PFhHDD8AHLv427Z3YG8M0tLSzsrxs1PTxkQ7jI5AsMi4KJtoayhBfByX/kvVn7NnkBd8+4k3tFwBGFTonfDITMu0muxdb+g/lDstmwc7FEtH06Yf+kBFIGncYxBUxCn0GmQOuBOEJ8Qv5E9IYiCJRLY41mj96RV9LcU9rUdVR/0aYOUQTP+Qyu0SVrorcj1KvXdP/8VgNURZkGVkT9QuWBVf2KeXJz2K6pq2tqgq+/9m4/GEdQjANN1otdiA6EG8Bhve37TPmWd6+21DiJvCGBzQgRDSrPZ438ihQEmb95O3F5QviuNKtylXMAtec7jcKGSPLKToiphFq/Fnw5+3796gEVQ0CElgRPxP/GPEm3jdnQnVJJUkyROk+Sz1rPbA4oy9pD67g2rmhmdCW/6azyl7tYgLYDgcJqwSL/c36HfgL7D3absMCtICzdcIB46IFDCBcLHknYxuQCSMAu/q59jXyoOkW5OPiXO03AvwaWy/TNiwwXh53CAz4nu5M7e/uBPHM8rj0gO436j3tMPZX/zEIpwuwBm//L/og+Hr6Mf+0BJMImAuNDmgRJRgKIG4oDjBvNGk1xTa8N4M60z6KQvhASze3JZb8aNFatLWgkqi5uhzaoO4E/B4FPAP7BpQCKf1X7eTX8sIAtDK4RMq15QcE7hgJIh0frhePDxgFZf5O80no9t5g3dLnefmSEhklJC9wLNUgRBKABHn7xvTZ7/jsWuxE8QL6DveT9fD5aPwnAR0ErwV+AKP7jfki9j36I/+YBGkIawxvDrwNuRJgF2UdZyUULVsxTDLNNXk3jDnPPnlC0z4zNIwi3P7Dz5y1yqNvqU++tdoy8bj6CQfrAzUFnQFL9zvky8zVvQ60T7/12Ef1Jg2BG+8euBhVEMUJP/+m9Arp7N4E3P7jN/gvDQEivysfKpAgUxOJB1z8lPUL8Onr6uxq9KgCBBHQHQYIe+1b40LbgOdn+OgIHQYHAqkB0/pDAgkJXgxGCEYHNgkUCRsXzSPBKzMuZy7oLSUuMjgkQLRCiEUYP9wzuSOIENLjRL+4q8+hw7MVzQnvv/pZCGkKJgLN/0T0VOc2zT3AZrdvuzfTOvCeCskYhR+lGYYOLAat+33vZ+U/3oPeiueI/csSqCM0LI4o/R36DlEFQvon8+Tui+y08I/6tgtOGJEjlBNw7gTj+tn/40TzZAI+AlL7GwEO/eIBWQd+CGICdf56Bc8HNBSCH0kkjySwJGMnzyk9NdY8JT4aPM85wTc6MfEtOyFhAUnPk7PgoR2r4MlO59r60vr8Avv5//uG+4XxqdtFwS23vbJhy7bqfwdgFhcaLhYWC1oIWgP6+OrqOd9v2Vrgf/ZhEH4ifSu+JwYcahAVCpcD/PoK9HDsPuzJ9bMHAReUIJEe4BEx39XJuc732Z/0BArdD8wCAQk0CmUCIwTC/9D4RvZ2B1sS+htHKYMovSJFIiAq6S0mN8w/YjzeN1g4uzcgNLEufRhe6HK7EqiooZm4l9hv8M710voI/+n7SQEk/N/pnc0rvRe3zcFD3x36/QkCEB4SJQ3xCtsKGQLO8yDnRuCX4uTyygguF3YebR47GQcTcRDwC00CW/gJ78TrDfLqAJUNRRfJEQIE5/Jv6ODsGvJx+Sz4t/Yl9nj6hgEXA/gD7P+c/10BnAccDj8SYRWCFtgZ4hydIW0mMyvSL88yCzVpNSI31jZpNPwupyTQFpfzcc9/vHqxt7z0z+bjf+hb8Hb2Uffx+rP4tOwv2eHNt8bqyqbcmO9y+2YDkQlOCvILfQ3xB+T83vLi6xbq4vG5/V0Hkg5VE1gUwBTuFOgRawrWAn778Pby90b9bAE5BukELOzR5pzqBPGE+p0Dtv7o95r/ewHr/zIBNgDQ+8QBpA00EycapCGcIXMfBSWnKO0qLzHdM1wwuC8FMW4vOiimDvD/3fqt8ULywew43xbSO9ex3ZLlgO/Z73nnDuSa5nTl0ujJ7N3pL+Vf6Ajs5vAt+UH+4fsS+9H8Rf1n/xQDMQK4/vD+3f/bAEUFwggSCAUHrwdiBkkGzgS8A9L/Kv6d+p76bvvs/Xv+p/6E/Rv53PgN+Mz1Ofau+Sz7L//NA7wF1QY3Ci0Nrw7TEbUTvBTVF1QcuiCZJRUp6SlSKQ0pESgtJ2woFSggKKsjJSDJCVDynN890W/L0c7c0unPT9ZQ3NDkVute9P7vqu3465rslOrX7ZvsRerk6lnvZfKp9hH8o/1S/yECUwXkBYEHywZABDkDcQTIBPQFdgY6BG4CNwJbAckAggEY/9H8p/pv+kL6/Pv8/KD9bf6sAFUCFwWJBwQJ9QmwC3QN/A42EW8SzxN5FZgYgxtZHj4gqCDgH5keihwjG38avRgNF84VyBRGE+oJFABl9cbqi+Qi4pzeFdsT2zHbX92n4YvmOedn6UHrg+3S70Hz2POm87H0K/Zb93r69/y4/S7/0ABSAgYE0wbNBxAI8gepBwYHpwb0BX8ENwOiArcBEALdAh8DogPVA6sDHwRKBY4FOgZuBtoGgQeNCCoKhQoJC+QKVwqJCQcJ6QhmCNkHtgbrBJEDUQJwARsBKgDp/nz9U/wG/PD72vuJ+9j6S/r4+S76cvrE+uD6jfpA+tz5m/kr+bb4mPhK+En4MPkv+lL7a/xR/aH9qP0p/mb+SP55/gT/MP/l/5kAOgERAugC5gNDBKEEMgWxBW4GGQe6BmQGqAaTBikG8AUjBeYEYwQpBOoDrwOCAzQD0AKiArQC8gINA60CAgKsAVIB+gDqAFAB+ACpAHcAVgBcAAQAIABFAH0ArgB3ACoABADu/9n/QQB6AFYAwgA9AdUBCQIlAhwCnwEEAU8B2QA4ACkAp/+M/37/3v95AL0A2ABuACwAPQBWABYAHgAl/+T+ZP+Y/5AALQGVAasBfgHeAIMAQgB2AFIAlADgAPMA4wAWAZIA7f/y//n/FgDKAMMAoQBJAFIAl/6Z+5z9d/5W/RD9sv/M/5UAHQIBA0MCsAF3AeQAXADsAMMBpAETAswCvQObBFQF8wWqBSoFuQRiBMoDQwMKA9ECOQLkAaoBnAC//2P+h/1m/M77r/uY+8L7Cvwo/Fz8h/w2/Sb+/v5P/1X/gP/z/84AqgGBAsECqgKMAosCrwIhAxIDTgP5ApcCQwLxAvwChQLVAZMA3f90/wH/Jf8d/yj/G/8A/zr/kv+h/6j/Vv+p/xb/cf+8/0EAjgADAYgBqwH2ATICDQIjAnkCPgJxApgCKgLXAXUBMQHoAO0A8wC1AIwAUwAuAC8ASQBZAC0AUwAtAOL/l//a/o/+O/58/vz+qP9eALcAawHYAe0BEAKkAYIB7ADJAOgAIQGPAUIB2QBtAGcALABZAP8AtQD+AAgBvACJAE4AEgDv/5D/bv+j/9j/HQB7AJwAxwDqANkAZwBZAHcAngAiAYYB4wH4AXACpQK5AncC2QEnAaEA6/+b/7D/FwCkAOsAeAGZAS8BtACJABcAtP92/6z/BgDr/7n/HgAaAEcAqgCJAIAAtQC6AGIAjgAPAUoBsgFJApoClgI5Aq4BNQEjAQYBNwFJASkBDgH9ALgAoABqAAkA3f/V/xgABQAfAD4A/f8XAEsA5P+D/0L/bP/z/ywAMgF9AdABfQEXAb4AoQC9AMUA5gDvAN4AFgFJAX0BvAHuAcwBngETARIBpwCsAO8ALQFJARsBxwA2AHL//v6F/mj+x/5c/wcAWwDbAOkAvwDlAEABAgFmAP7/jv89/4D/PgDzAKEBVQLFAsUChAICAv8BDgI3AvwBlwGCAUQB7AAMAaQA5v96/7n+rf4U//3/XQDKABUBPgHjAKMAIQDj/4//Wf+o/8z/UgBqAJ8AnwCiAHIAkADiALUAEAFkAaMBPAKYArgClAIxAqABFgFlACMAIQA7AKIA1QD/APkAyQCUAD0A0P+G/9f/sf89AIUAzgC2AGwAiwBoAG8AhwBtAG4AlwD9AEMB3QGSApIC7AFXAQgBnABrAKgArgB9ALIAuwD9APQAywD8AJIAfgA7AAYADwAqAA0AHwCvALkAOADh/+z/sf+e/7n/UgCeANEAOAE7AfcA0ACmAFsApwCfAJsA0wD/ACgBLQHAARMC5AGsAWQB8gCeAKsAIQEVAWIBeAEpAQkBxABDAAIAv/+Q/6L/4f8LAGoABQH8ADYBGgH8ALcAXgBMABYAyf/1/ycAHABBAL4ArQDvADsBMwEpAY4BegHUAaEBUwFkAUQB2gDCAIoAfgBwAF0AjgBWAM4AFAEmAc8A0gBuAAAAuf/5/0sAcQBtAG8AdgDXANYAFwHBAHwAnwCXALcALAGZAb0BlwGjAZMBpgFNAR0BCwGRAG8AtACZAMYA7QATAfUAFwGPABoAFQDr/x0A1//5/+r/AwBQAFcAiQB+AEwATgBYAC8AJAA/AFUAUwBOADoAigCTAAYBPAEqAbcBxQHNAZsBdgE/AcsAkwCfAIcAZwBYAGkATgBPAFoARQDy/83/rv8EABUAdQCkAKIAuQD0ADwBbgEDAYQARQDi/wkAGABaAPgAxgA+AUABoAGkAaEBnAF7AT8BLgEdARMBOgEdAa4AtgBEABMAnQChAI8A7gCLAIEAewDBADEAqAC/+sP/ivQd9J/2xfpa/Wv/VP+jAGIBDQOEA58DywLTAnsDQQNSBAwEhwTZA2kE8wMUBMME4wPrBOwExgO3+uv7s/pO+pH7MP0n/jQAWQGJAmUE/gP+A0sEywSWA/cD7AIzAikCXgLSAg8D8P63/I77c/rU+sn7PP5KAHoCSwUlBlwH5QhyCd0I3gcIBmYDQgLKAMP/Of+j/T39p/5t/0j/wgDYAH4BgQL/ARkCLQIPAikBFwGFAO7/5/7f/rz+N/9oACEBZwKqA+EELgVWBkgGDwYgBbwDggRsA6kCGAKYAl0CngItAiUBvgHhAR4ChAEXAQsA8P+B/+L+xv5n/bL8nfyg/Hz7MPzn+yr7Cvxh/en9OP2s/ir9xPy2/eH+if8k/z//s/5b/xsAWQDm/7X/rP/0/cH+eP4x/hv+d/7A/kj/yABUADEAzP/v/t3+F/4N/wz/f/0z/UD9GP0f/er9nf18/r3/zwDfAWkDEgWNBRYGcwfiB6II1AhECIYHJgfDBtYGzwbrBQUGgQaYB3oHDghXCCoHkQZtA/r/fv1u+vH3VfZI9DPywPBB8UTxbfIP9IX0+fXS91z5oPqJ/ED98P1+/jX/YP+r/+7/tv/8/8b/RgBrAS4BEgHtAbkBtgHtAdsBtgL7AkoDZwPiA5EDyANLBA0FHwXxBRgHeAd5CPYH/QnaCTkKVAulCVIKdgg7CRIJQgbfBpcFkwMoBCADrQFkAJUAgP5G/af9wvw4+pj6uPmx+Gv4xPjK96b38Pck+Mj3Sfiu+Lb4wvi8+PP4lfmv+pz7B/zf/MD9iv5F/xsAwwBcAbUBHgJfAgkDZQN2A9gDKAQKBSYFjwXcBQcGDgYLBkoGRQbyBSYGDwb/BSkG/gVbBcMEmgQ8BEQEzAM0A/sCxgLEAmUCPgJdAjsCNwIJAsIBowFFARUBNgFLAfYA+ADIALAAoACxAIwAbgAvAEcAKQBVAEEA1P/+/+r/wf9YAJ8AfACQAFEAQABOAGkAbABMAFUAiwDb/0EAqQBoAE4AUgBiAIgA8AAnAUwB4wACAT0BDwFVAYkBlwEUAREB7wAXAeoAPgF0AMP/NgAsADMAUwA3AIQAPwBiALwAmADKALAASQCX/yMA7/+I//D/jv+K/8X/Xf/W/6n/ev++/ycA5v8ZAGsAQgCLAIIAegAUALUAlwALAGMA7P/g/2oAWAAIAF0A3QCFABIBBwGAAGQAOwBdAA8AaACXAAkAlgDZALkApgCEAGgAhwDGAI4A8/90ALIA9ADsAPcAawAoALwA0AG1ANsAXgFeANMA0QGTAeIAKwGiAD0AAQEEAZ0AfwGPAFsATAFVAfEANQBxAIYARgDxAMIAnQCJAX4AYQDcAKEAwgB1+/n3Xfk2+rr8/v9iAegCrwNBBDoDygJWBGsF8QKcACoBYAG+AtcCEwLzAHoCOAImAmAE8AJ+AekCAQKhATICrAH8/s7/AQIqAHj/PQCv/zv/hwFEAJf//gAWAWz/mv/5AC0BDQCXAJb/FP+XAP8AV/9LAFQAg/4+/7AApv/a/kn/qf8M/+kAMAIgADYAuwAxANz/8QHEAKj/fgALAB4AaAFuAcIAQgAdAdgA1QBIAMgARQErAKIAQAGaAbUAfgDs/0n/RwEjAXAAkgFxANf/HQE4ArgA9f9WAFQADwEoAUYAtACMAD8AgP9Q/6EApgD4ADn+J/8XAXgA3gDuAEoBEQByAD0BhABoAYEAOP9cABsB3gAFAAUBZgEEAdoAeAAyAgkCcgINAiABsgIVAgoD7gECAccBOwGKAY4B6gCQAGQAOQCYAD8AjQBvAD//sP/X/wP/hf/4/kT/9v+U/wL/7v+hAL//TwBEAND/GQDWAIwB4ACQARECwAEdAm8B9gB7AKkBFgKMATABtgDDADwBTAIIAe//CwDQ/0UAlgBRAGMA/QAHAbIA9AA1AnICTAJ/ApsCHAPOA1EE8AMmA+sC7AKpAgoDuQLfAukCsALeAlwCkwI7AjMCkwJOAU0BmAEzAVcBtgCSABoAhv/B/wYAAf98/pn+5P5W/yX/pP5t/pv+lv4q/s3+j/+w/+z/yv/t/1cApAA+AAYA7//t/wIAcQBxACcAmQAqAf8B3wFIAVkBXwFSAVMBLwG1AJgAuABPAXABcgCAAGsA3QDeAPgAZgA4AN//hv/c/4n/0P9T/+v+mf5l/nv/Vv9I/zr/5v4O/6P/dP/h/qz+L/4C/kf+ef5d/pn+7v6x/sj+Z//q/vn+0P6N/vn++//q/4H//P8rACMAUQCs/5b/3f8qAMMAaQG8AWEBBQFTAagBAQJfAl8ClQLeAtECHwPIAikCAwKvAYwBXwEgAdkBggLhAiUDVQMHA/sCTAMJA1sC/wEGAhACWAJWAtUBuAFuAeAB3QH+AVYCJQLPAf4BOwIMAuwBEAFIAMD/NP+Q/5H/av8e/5z+rP6A/kX+Kv6a/ez9AP5C/oX+Nv+o/97/yv8sADYAWQC4APcA/AAFARwB6gE/AnACPALhATQCrwKqAoUCSwIoAkgCfgJ7AkwC6AHWAb0B6AHMAcYBRgGeAJUA3QDMAOIA4gBwAEUAWwCjALsAoABEAKP/5f8tAH0ApgCFAPL/Qv84//n+av97/6//of8cAGQAjAC1AMcAzQDtALEAeADPAMQAoQDdAAQBRQHQARICIwIoAkMC6gIvAyADGQOuAmYCjAI3AoACEQKMAbEBywHmAbABRAG8AD8ATACNAPEABAHMAAoA8P+q/1UAlgBnADwAdQBpALUAowCjAC4Ayv+J/1X/RP+n/7f/1v/W//b/lv80/w//sf6N/r7+w/7x/qz+if7d/ZL9r/0c/UL9Kv1x/aT9/P22/Xz9hP1H/vr+S//u/3IAMAGCAQoC0wHFASICIAJ3AocCnwLvAgMD+gKFAl4COwJxAmcCaQKjAp8CmAJaAvEB3QFsAbkASAAjAIYAegDCADcA1f+E/3r/gP9s/7H/AQBiAKsAOQBRADsA5f8LAKn/Lf9k/+z/XgB1AckBrQEBAh8CbQK8Ah4DMgPoAjADWQPjAssC3gLZAukCegIfAqIBdAGFAc0BwgExAbYAnwCVAPEA4ADlANkAbwBsABUAo/88/yP/Df9o/+b/HwAzAPr/z/9lAIMAjwBxANoACQHCAQ4CxQF/AXgBIQEXATABUAFgAUEB9AC4AHUA6f/f/9T/vv+x/4D/fP8T/0z/iP+k/4n/Tv8S/zP/p/9OAOMAtAHMAX0BZAEfAVwBbwGEAZ0BtQH3Ab4BswFeAbMBtAHwASgC6AF1ATgBBAHHAL8ATwAWAN7/1v8DACUA1/+w/yf/v/7W/uL+ev6g/tX+wv4W/zv/IP+F/3UAZwELAiMCLQIUAu0B8wG1Af8BFwI7Am8CfgJQApkCZwIhAv0BjwGVAbcBigFjAeYAsgCdAKEA0QBWAGYAXAC8AE8BbQGNAZcB3QF/AoECAwP/AssClQK9AjcCiQF0AQ4BIgFVAZUBjgGVAfwArADJALoA1gA8ARIB0wB6APz/zf/I/57/yf/Q/6L/tf+F/zb/E/+w/lH+G/6j/cT9qf33/V/+Gf4V/j7+Rv7E/lD/Vv/I//v/fAD8ADsBYAFOAfwAWwHcAd0BIwKyAv0CAQOsAj0CtwHPAa8BZQGMAWYBTwGhAWQBNQFyABsA6/+j/8P//P9tAIsAZwBcAH0AUQAjABQAAAAEAOz/QwCTALoAuwC9AFAA1P+F/3f/mv9g/3v/bv+D/4b/Yf9J/yH/N/9w/y3/T/9b/9f/+f/v/+T/zf86AFwAhgDxADUBfgGJAeUBeQKBApMCgwKiArIC7QIHA4oCJAJEAvoB7gG0AVgBagEaAdMAPQAYAKf/e/9w/+D+rP5s/pX+/f53/5H/y/90AKMAuQDwANgA4gDfAL8A7QAEARQBeQGfAZYBbAGWAXEBkQHkAT0C+gG9Ad8B7QHSAW4BTQHqAOkAFQHXAIIAQADw/xsAiQDmAAoBNgFZAWMBiQGOAbgB2wHrAawB3gEFAioCOwI4Ag4C1gHGAdcB6wHHAQkCPQIpAsIBcwEyAf4AAwHQAHoAZQAdACUAJQAUABoA7f/v/7v/ev+Y/6T/+f8tABAAwP9E/2T/CP+o/rH+kv6Y/hz/Yf8V/wL/Nv92/0j/Y/+J/xQAFAA2AHEAUwBjADoACgFiAYwB7gE4AiACEgLXAXABHwGsAFsANwBAAPH/8f/j/xwAIQAYABMAEAAZABAAEAApAGEAnQB8AJYAaQBcAH4ATAABAD0ARwBoAGwALgD6/wMASQCzAOMAQwEhAXgBcgFRAcoB6QGsAVYBEAHRALgAugDKANAAxwC1AKMAXQAQANz/tP/l/8f/oP+//zIARgB7ANwAJwEtAT4BeAGIAdYB3QH5AdsB7gGLAZcBeQGMAX4BsQHEAfUBEwJRAk4CBwIUAu0BDQIVAhQCCALoAcEBmgE8ATMBTwEdAVsBjAGLAfIB0wH5AaEBnAGZAZYBaQEpAS4B3ACDAEsAcgAlAPr/KQDu/7j/9P/i/8P/Hv/h/qn+r/66/rP+/v6Y/6H/4f/N/9b/BADB/7j/rP/P/wMAJAA9AKIA+wAtAWwBowGdAdAB+QEPAusB7gHAAXkBVgEQAaoAXQBEAFYAuQACAdYAagBTACsAQgAnAAwA5P/S//r/RgAlAMP/xv+x/3H/3f81AFwAbQAvAJEAzwAMAYYBawF/Aa0BeAGjAY4B1gEkAlQCrgKGAlwCvwFVARQBXAHIAckB0wEIAiICEAKJAYMBYwFYAZ8ANwAjAL7/Xv/w/in+Tf4I/vL9hf2g/YD9Gf3z/Oz83fz7/HH9g/2Z/d39Pf72/j3/8/81AMwAHAE8AZwB5wEWAlYCdwI/A7YD8gPTA/UD4APYA5EDigNnA0MDBAPSArgCuwKWAkICvQG9AVEB6ABJAMz/jv+1/1v/a/8cAP//4v8DANP/JwAxAIUAcgBTAI8AQAAZAAMA3P/v/wgAVABIAG0AHQABABkAAABCAPT/LwAqAGAAPQBTAB4AKQAjALAAvADOANwAJgEtAf0AMQFCAV4BbwHDAc0BKAIiAkcCBAJYAhkCDALZAe0BDQKzAfgB7AEkAh0C9gHCAZQBgAHWAFkAOABLAEQATgBIAEUAIAACAIn/a/+R/+D/yf9x/6j/pf9i/5P/jP+1/wMA7v/d/8H/uv8AAKL/k/8HACkArgCTAEUASwCnAJ8A3QDaAPUAVwHGAN4AVQHkAO0AnAD6ADwBIAFJARkBhgG7AQQC9QEJAg4C3AHyAeIBAwL+AQoC1wGoAecBBgK+AW4BfQFSAfoAvwCmAGEAdQBuABgAIAB6AHQALQDX/9T/DQD2//T/AgDZ//z/1P/B/6b/vP/q/6L/TP9C/9r++f7J/or+uv76/t3+hP7p/v3+Ef8T/0j/ev+q/6b/l/+e/3j/rf+n/9D/CQB4AJgA4gAtARABCQGIAbQBrwEqAncCNgIiAlUCFQLuAdkB5wE4An4CjQKwAqwCvALnAt0COgMKA/0CswJgAnICJALeAfgBpAF6AYcBIgG/AN0AyQCuAPEA+wA9ARsBOAEpAQcBOAEEARgBHgGcAWsBTwEtASQB0gAHAfsAFgEdAXQBUQE+AR0BUQFRAUEBjQElAd4A1wDrAM4AVgA+AHcASAB/AEQA9f+C/7X/kf9j/7X/FgDl//r/CQATAD4AaADZAI8A5AAhAWkBTwFgAQ8BEgEwAeoAMgHXAAcB9gCcAIAAXgAiACkAIQDf//f/tf/H/z7/Mf9Y/yz/Df8C/+b+z/7G/v7+8v5L/1j/UP+U/6L/yv+o/+X/5f/6//X/5v+c/6r/yf/h/73///9AACwAEgBrAIEAggDLAP8APgFDAUsB+gAYAUABLgHDAFsAgQCSAFgAEwAIAOr/IQBDAGIAngAmARsBBAEIARYBCAHkABMB3gD6ABcBPAHeAMkA3gAKAdMA4ABVASsBHwEeAT0BVQGkAdABEwIgAlECJwIeAgECFAIBAvMB/QETAt8ByAG3AcUBHQJCAjUCEgJJAkwCKALiAbcBZAErASABqwBrAG8AUADE/wwARgD2/63/v/9Z/0z/Wf9M///+gf/I/53/1P8aAPz/7f/0/y4A5/9dAGYAGQDj/ygAUgAEADoAKwBOAIMAZwAaABIAVwCGAIgAlADGACcBqwDqANAAygCrAP4AMgEjAU0BVgEGAfkAFwFdAaABKQGlAbUBaQFyAYQBRwGlAXABJgETATsBLQG5ALcAlwDDAMcAtACAAI4AqwClACQAVwBqAG8ASQA5AHoAIABAAC0ARQBIAFcAIgA4AAQAFQDV/8H/pf+k/wUAGQAGADcAsgDFAOIA4AA8AQoBwwCBAHoAxQC5AO0AzQCIAAAB7gCzAIgAvQCAAH4AAwERAeIA0QDsAHIAQwB8AGwAbgAoAG8AhACxAJYAbAChALgAuQAFAT4BUAF5AS4BRAE5ATcBgwFDAVIBpgHDAXwBMQFOAaIBqQGYAYwBgAGhAWQBMQF1AUoBYgFEATIBjgG1AZABfAFxAZIBeAF1ATgBsAGbAYsBVgEcAQgBFwH9AJ0A9wAkARcBOwE1AYoBAAIvAh8CNgJIAmsCHQIZAi4CCALSAcwBjQExAQYB+wDsAKIAdQBdACgA+P/g/wEA5P/p/+z/2f+o/4D/T/8i/+X+sP6i/lz+xv7B/rb+0P7H/tv+K//Z/tb++v5a/7n/c//D/7v/KABoAAwAaACdAK8ApwC1AJEApQBpAHoAiwDLALoA1wCxAM8A6QDfAOMA6wBOASYB5gCLANgAhgBvAFoAUABrAHQArwBfAO7/FgAYAEoAXgCcAAQB6wCWAEsA7gCnAI4AbwBCAFkAcgBwAAwAGgATADcARQBeAG4AXAA9ABAAFQAPAAsA6//y/8j/qv+0/6f/ov+y/8//QwAPAE4AYQBIAIQAxQC7AMYANgEuAWoBqwGvAasB3QGrAQMCOQLcAd8B9gESAhQCNgI6AkoCTQJzAjoCbAI9Ag4CGAL9AUMCdgIjAs0B0QGdAVYBPgEuAUUBUAFJATEBLQFIAfQABAFkASgBJgHgAOEA6ADZANoA2ADPAOYACQEEAcQAlgCVAD8A//+OAKIAzgD2AP8ACQEPASoBLQEgARcBCAEJAdcArADXAJ4ALgCLAF4AJABsABUA7v+t/xgAzP/y/xcAAQAIAAIAEgDm/+D/8v/t/zUABQAMAM//o/+y/53/bP89/z//Pf8M/zL/Wv88/3T/bf+P/8T/5v83ACkAHQAKAA4ASwAyACQADQAWACMAGgBQAAsACQAsAGcAHABSAHQAwQABAUcBpQEYAhoCLgIWAjcCQgIcAiUCJQJ0AoYCkwJvAh8CHgIHAkgCUwJFAocCbAI5AsYBbwGAAWwBCwGvAMIAvgAEAbMAogDbAOYAIAEqAQoB/QAlAQwBsADUAKYAcQCCAI0AvQCyAJ4AcQB9AJMAgwDOALcAzAAhAeYAAgHGAIAAegBkAGQACQBXAEIAZgBWAC8ASwAgAB8AMgA4ACgACgDm/67/DQAnADQANQAiAGEA+v/J/+L/tv/r/8D/yf8TAMv/Rf8K/wn/F/9R/4j/kP+O/6P/qv/I/8f/ef/N/ykAAgD7/x8AVQBQAEwAqAAAAcoAyQB8AKoAygAPAe0AJgFYAa4BmwFuAfAB2gECAhoC5wEPAosCJwIZAsEBmQGDAdgBywHwAS0CBALGAcQBwAFsAVIBTQF8AYMBGgHxALMAnAChAHsA9v/m/8D/9//T/7//DwDg/wwALgArAGYAigCEAFwAYwCqAOMAIwFoAX8BfgGMAW0BIAF3AX8BgAF7AaoBqgGtAckBfgGgAcIB9gHcAd4B5gHYAYsBSwGEAYYBigFTAToBIQH5AKQAbACgAM0A/wDFANUAHAEFAckA6QAMASUBLgEgASABBAEjAf4AGQHIADwBCgEGAdAAoQCAAGsAQwBFAG4AbQBIAEcAIAAEAOz/jv9g/5f/xP+w/17/I/9I/0f/d/9v/0T/rv/q/8b/zP+o/+H/BgA4ACUAjwCLAJ8AHwAyAGUAFwALAPD/FgBUADEAEwD+/1QAWQBlAJMAowCNAJYAbgBiAGQAXwA3AE4AIwBPACUA3//T/w0ADwCSANwA2AAAAWsBrAGcAcMBDAIGAr0B7QHyAeIB5wG9AVMBkQGTAXEBhwFGAV0B+AB8AGUAdwAzABIAGADT/xMA6//6/+f/DQBKAB0Anv+g/5z/Wv85/yz/O/+1/8P/wv8zACgAsAByAKMABwE4AWYBeQFYAbgBsQFQAUQBKgErARsB5gD+AOMAwgCoAKoArAC1APwADAHjAEUBFwFOASsBGAEgATkBJQH8APYA1QDGALEA0QAOAd4A4ADoAMMALwFKAUYBNwEnAVABMQH6ALoACwHtAOUA3gD1AOAAtwBqAKsA9gBAASsBUQFDAZ8BigFxAWoBagGeAXUBWwFBAR0BvACxAKMAXwBbAEcASgBSAGcAZQA3ADsACQAwAJcAgABbAIcAzwC8AMsApACgAJEAswB5AHwAiQB5AGwAZACEALMA0QDLALAA6QAfAS4BEQHaADEBFgEZASMBHAFmAWsBbgF0AQACAQLaAecBxgEeAlYCUwJcAk0CWgJeAgMCygHCAaYBMAEYAdQAhgCeACgA7//R/6H/0v9y/2T/6f+3/yv/V/+O/8P/FwAEABEABgAOAOj/1P+x/yIA0v+1/6v/sP+t/4v/nv91/0v/Qf86/1v/j//b/9b/uf/g/xUARwA5ABgARgApAD8AVgAbAA8ABAAgAAsAJAArACEA1P/7/0YAqQCSAKAAjQChAMgAmQB/AI8ArwCEAH8AowCgANAA9QDlAEQBVwGfAYQBnAGqARQCAgL4Ac0BBQIOAvcBDwK2AYIBagGTAWwBfAGKAVkBAQEEAUkBQwFVATYBQwFLAUYBSAFGAQkBEQHjABcB8QAJAToB1wDpAAMB+QDfAP0A/AAgATYBWwEaAR4BUAHxAP8A7QC6ADoACwC6/wAAff9x/zH/BP/7/gP/Lv/v/if/Df8B/xf/Vv+a/2z/af9z/8X///8cAGYAIwB4AMEA4gDsACIB/QD9AEcBTwFzAZYBywGUAcYBsQHZAaYBnQHYAcIBPwEbATYBBgFGAYcBXwE9ASEBKAF7ATYBeQGKAWIBMQF4AW8BgwF9AS0BUQFPATYBKAH4APYAAQHLAK0A2QCPAIgAfwB1AJsApwB9AHAAiACXABQBpwDcALkAxwD7ABQB0QDrAOQA6ADFAN4AvQDmANUAggCjANgAzAChAI4AaQC1AHsAPwB0AFAAbABLALoAhAARAAsA+//s/zMAbgAVAOD/5/85AJ4AkgBUAE8AVgA7AFUASwAwABkA5v8QAN//FAAzAM3/xf/x/zoA8P8iACgAEQAuAB0AbQBxAHUArQDPAIoAjQBqAEoAiACzAPEAAwEDAR4BPwEuAV8BWAFsAeIB8wHEAcwBwAHUAcsBxgHwAfAB8QECArcBuAHNAdwBjAFjAXgBegFyAT8BVAE5AUQBTwHVANQA6ACwAJgAiACGADoAEgALAAMA0v8LAML/oP/D/67/CwDQ//7/8f/d/87/7f9WAEMATgBvAJEApADNAJcAkAB3AGwAcABWADIASwBiADUAYABJAJkAgQBFAIoAZgDHAIoACwAOABsANQBbAF8AkQCQAIYA2QDVACEBywDpAOkALgFTARIBRQEtATUBHQHXABQBXwH8ABMB/gDpAOIA5ACJAIMAqwCnAIAAjgBtAH0A+QD/AC0BKQH/ANUAvQCgANAAvwD+AAABTAGXASYBOgEPAQABOgG/AfcB0QEAAsYB5gHFAekBvwFvAaYBlAGAAVUBiAE8ARgBMQEkAeIA3QDTAJ0AUABnAEIACwDI/zIAHAC0/9z/xP+l/5f/0P+Q/4f/qf/J/7T/zP8MADMAEAAXAHsAiwB1ALYAbwClALgAqQDSANQAEwEuAe0ACAE2ASIBhQHAAfgB5QF9Aa8BcQF8AV4BYwGhAWMBSAH7AOQAugB2AIcAIgBcAFUADQD3/wAAJAAAAAUAx//P/77/BQD///L/7/+8/8j/wv/U//P/1v/Y/wkA3f8WACUAGABhAHwAaADJANYA4gDEAOwA3QDfACYBBgEzAUUBAQFfASQBFgHpAOsABwETAQoBAwEFAfQA8AAgAS8BDwEIAfUAAgEpAUgBTAF+ASUB9ADxACEBQQE5AXkBWAEWARABLwEOAfsA7QALAd8A4wATAfAALwHiAJ0AuQCLAGIAXwBPAIIAMwBaAI0AYAACAEYAXwBXAEQAMQB6AHoAUQBmAE4AYgCHAGQAUABTAG4AMQAtAEwABADl/wIA7P8TAGgAiQCjAKUAZgCoALoAkQDTAGUAbgB5AFoAZQCVAGkAfwDsAPIAJwEjARUBAAEVAScBEQFPAWQBkwGZAcsBjgGCAV0BfgFHAe0A3AC5AMIArwCtALQApgC6AIsAeQCHAFcAKgAOAC4A6f8jAAIAHAASALX/3/+7/9P/nf/K/+H/VP9W/2v/mP+j/8H/rP/k/73/IwBSAHQAcQCdAJ4ApwCzAH4ArQCyAJQAhACrAAQBywD9ANEAPAFGAfcANQEzAQwBLgFNAWUBbgEsAX4BbQEzATkBIwEhAWMBRAFCAUEBHgFTAXMBSQFUAXsBkwF6AW4BiwFtAZsBigHbAXYBlQGrAZcBjQFYAewBuAGuAdIBrwHGAToCJQLqAUQCIgIzAg8CKQLBAboBngFgAWwBHAEOAbkAAwGlAKsAhQCYAJ4AZwBvANkAtQBaAGEAFAAEAPr/2f+t/3L/nf9h/0P/J/8f/33/WP9j/5j/ZP9q/63/lv+y/9X//P/y/wEAEwD7/w0AHgDc//T/AAAMAN3/9P+9/9T/IAAYAFkAUgBZAGwAQACSALwAqACWAI0A3wD5ABgBJwErAQwBNgFRAWsBXAFpAZYBawGGAZcBfwGCAZ8BmQGkAaABegFQARgB1ADZAJIArgCdAF8AhgBiAHQAdwDdAJQAdwC2AJAAvwCoAEgAgQCwAI8A0ACZALcAmwBdAFMAeQBTADgAJABlAHwAkgCOAIYAiQCxAMYAAAH1AOwARwEMASEBKgElAdQACwHtAPEABQH9AA8BDwFPAakB2QH4ASMCHAIdAjICHAJDAuABywGDAZUBYgEHAe8AiwCuAHkAlQDPAGgASgAuADgAMQAWADEAUwBuAJ4AtQB5ADcAPAAGAAkAJQAhAP3/UAA6AA4AEQAMADUAdAAWADUAUQBtAEYAIADj//v/3v8JAAUA3f/c////JADz/x8AVwBlAIwAbAABAdMArgDfAO8A5QDaAOMA2wDBALwA/QCdAJUArQCXAKQAcQBkAFUArgCCAFgAnQCkAIMAlQC5AKYAzACxAK0AaQCWAMkAvADTAPMA/QAYARsBAgEoAVEBNwE6AXwBLgFQAR8BIgFqASwBCAHOANQAtwBwAJUAfACSAGkASgCBAGQAWgBOAFEAiwCEAHUAOwBpAHwAfQCtAIoArgDfAOUA+QCsAKcA8gC0AOwA/wD0AOgAKgHwAPEADAH6APkAIwHlALoAvQDBAJ4AXQCNAJUAngDpAK4A3gCiAN4AEQH8ABUBGQHiANQA0wDhALAAxQDfAAEBAwEAAbMAsgCcAGwAXwCEAKEA1gCDAAABJAEHASEBXgE3AUIBgwErASYBCAEhAe4AIQFpAXkBXQFOAWgBkQEzASgBNgEZAToBQQEiASQBOwE5ATABNgEsAUAB8wD0ANgAWABPAFEAGgD7//X/yv+s/8b/qv+4/7X/1v/n/+f/MQAbAPn/6v8lAOf/7f88ADgAJQBPAEkATgBAAG8ASgAnAFYAiQCNAHwAoACeAIYApgC5AAUBjQDIANcAtgCQAL8AZwB5AGoAQgBsADcAiQCZAPkAGgFCARwBMwEgASoBGgEDAeoA0gD4AK4AjgDbAJsAWgB/AIsArACtAPAA2gDpACEBBwH4AAAB5gA/ATYBDAFbAUIBTgEBAaEA3wDqAIMAUgCcAIAAfQBiAI0AwgCLAIUAdQCsAKsA0ACTAPsAPgEQAQQB6gDPAHgAhQCEAK4AnACpAKMAeADXAM0AtQCRAKUA3wC3AK4A+QDTAKQAqQCvAK4ApACxAJUAPwCSAGoANQCNAKkAUQBmAIcAPwBLAFQAUwBFABUAVgBlAF8ARACFAGoAewDZAIkAwQCyAKkAeQBwAKgAhQB+AKEAmQCYAJgAagCCAKgA0wB4AKQAoACoAJkAzwCxAH0AiACWAHwAlACnAIEAogC9AA8B5QAoAU4BRAFfAXYBMAFzAekBXQFrAXsBcgGpAZoB0QGqAbIBdQG9AagBzwHFAa8BfQF7AWoBNwFuATIBNQEZAdgAuwCWAIMAhQDEADYARABTAEAAjwB6AIIAgwB8ALQAiABYAJIAWwBpAHQAjAB3AGMAgwCFAJgAtwDFAMEAFQH0APQACwEmASQB/wALASIB7ADSALUAtACrALIAgwBRAEwAWwB+AGsAjQBVAGoAiADeAMkAigCmAOQA2wDaAPIAugDKAN8A9QCsAN0A1wDjAMMA3wDOAK8AoADbAHkAkAC8ALIAfgCXAKAATgCTAMMATwAsAEwAJQAFAP7/QwBIAC0AowCTAJwAbwBwAHIAjwC0ALsAlwBPAJIAVgCTAJsAlADyAJYAbwCoAKsAqADmAKEA6AAcAd8AFQE6ARAB1AAVAe0ApwDJAI8AeQB6AGoAgQB2AFQAdgBoAF0AqAB5AHgAZQBfAHoAcQB3AGcAhABXAHwAXwBVAEoAOgAoAFcASQBqAGwAdAB5AIQAhgBxAIcAkgCKAFYAgwCFAGQAJwA6AC0AEwAYACoAQAA4AGUAfgBkAEAAbACRAK0AlwA2ADgAgwBbAEcALABiAJIAugAPAbwAmADhAAQBIgH1ABcBUAFiAVEBrwHBAXUBnQGZAbMBlwGyAYsBowFsAXIBvAGdAZQBbgFZAToBUQEkAVcBTwHvAO0AuADVAKIA5gAHAeIA9gA4AUIBlAFBASgBOAEDARQB4wC0AKgAqQCBAI0AcgB2AGkAegCkAGoAxQCLAH8AcAAzAAEAFgA8AD8A8/9FABEADgAiACcA1f/M/+z/5v/x/wUACQANACkAPwBMAI4AwwDfAAABIgEvAUkBvAHrAfgBCAISAisCAwIpAhQCZAJeAicCCgL9AQMCzAHVAcQBzAGaAcsBYAE7AToBxAC+AG0AVAA0ANP/vP+W/5T/qv/G/6z/cf+a/2z/gf9//5T/ov9X/5//xP+8/8P/mf+a/7f/0v/P/7T/DQDW/xAAGADk/ykALgBOAHsApwDUAO8AygCJAJ8AvgCCAL4A9QAZAVkBDAEBARABZAGNAVUBVgFkAXQBmgFlAYcBYwF+AWYBjwHAAd4BjwG3AbEBvQGoAbcBcgF0AbABVwEwATYBJAHSAOUAuAB/AHEAUwACAAYATgD2/xMADwAqACAALgAtAEkAZwB+AIMAYQB3AGkASAACANj/EwD//8b/vP/f/+H/4P/u/7j/6/8SAP3///9DAFoAPwAQAD4AIgATADIAMABZABgAMABrAHgAhwCuAN8AEwHVAC0BUgEdAVMBIQETAQYBSgFiAW8BeQEiASkB3QDxAD4BNQFAAR0BwQDxABEBKQEZAf8AEAEYAQYB2gDBAK4A0AC1AKIAQwBYAFMAbgCVAGwAZACyAMUAmwC8AL0A2QD3ANoADAEhAfYAHAHiAMgAzADZAN4A4ADdAOAAzADvAM8A7QAKARgBCAFUARMBCAEYAQ4B+AD1ANMA8wCvAHAAkwB5AJIArQBtAJkA1ACmANIA6gDWAMcAswDNANcAwQDMAB4B+QCzAJ4AegB0AFsAcgBGAGMAMwA4AHoAtQCYAKgA8ADDAN4A7gDhADoBBgFFATcBEwEvAWMB9AAXAS4BSgExAfgALgEFAc4A1AC/AJYAnADkANMAwwCWAG4AngCQAK4AewCVAIsAbwCOAIIAdwA/AFoAcQBjAIIAPQBFAHEATABUAD4AQwAqAC4AHgAqADcA+/8JABsALgBiAEsAlgCdAKoAlgCvAKQAmQC+ANcAoADPAO0AyQDiANcABQHNACkBIgHaABAB+wDiAAQBBQHvAPMAEgHqAA8B7AC2AKMA0QDGAK4AnwBxAKUAgQB4AJkAhQCEAHUAdwCdAMIAiwCNAFYAYgBnAG8AWABMAF8AUACLAFYARQCHAHwAZQCTAN4AqgC6APIABAEUASgBJwFGATMBFwEfARIBLwEeAQ4BxADyAPIA2ADiALUAvgDeAPUAAwEbARoBSQEiATUBRgEaAUcBXAFHAV0BRgFyAXkBTwE/AR4BGQEUARMBPwEiAdsAxwDFAPYA+gDzABwBCQETAQYBNwHzAPoA2QD2AA4B2gDwAPIA0ADPAO0AqQC8ALMAywDkAMIApwCyAHUAjgCGAJgAuwC1AJEAhACbAIkAZABOAEoADQA7AAoASQAMAPv/TABQAEwARwCCAF4AjABhADUANQAvACkAYgBrABoABwAKABAAEQAYAO//JwA7AEsAawB0AJ0AewCUAMcAxgCpAOEA9wD3ABoB5AAmARkB3ADqACwBEQESAQUBEgH5ABgBBAEKAfkAtwAdAdkAtgDkAGwAeABrAHkAYAAUAC4AbACAAEMAaQCWAGwAeAChANcA0gB8AGoAfgB5AIMAagCtAG0AaABkAH0AbgCmAJ4ApAD1AIgAlwCyALAA0ACPAMMAlQCwANQAzgC8AHgAhgCVAHAAgAB4AFsAoABEAGsAggBuAGAApwDXAJ0ArQCsAKkAvADkAOQA4AAIARQBDgH9ABYB7wAdAcUA+ADDACkBGwEEAQABIwEZAdkAzQDsANQA4AD8ALAA8gDzANkA4QD/ABIB8AABAcEA6AAdAU8BIgEjAfYA/wDIANQA3wCUALwAsgCnAKoAlACZAK4A1wDfANsA8gDcABQBKwFCAfcAzQArAfcA8gD3APIAxQCwAKUAswC2AJIAygCKAL4AlwCtAH4AfACSAFMAggBeAFEAawBeAGEARABsAFgAcgB4AIoAYgBSAIwAlwCYAIgArQDJAGkAkADfAEUAiACrAJAApwCcAJ4AqwDbANYAAwHVAPAA+gDoAAEB7wDwANoA9wDjAM4A0QDMAPYAwwDTAOQApACtANMAxwDpAAUBJAEbARsBCAEvAccACQEtAdIADgGwAO0A3gDpAPQA2gDBAJMAkQC5ALwAkgCeANYA3gDKAM8AugDIAKMAnABpAHwAggCfAMoAjAB/AJ0AwwB/AEsAWAB5ALwAlQDHAMoAzwC8AMQAsADVAH4AWwCmAKQA0AC4AMsAkADVALkAlwCTAG0AigCBALIArgDUAL8AnAC1ALEAywCsAKUAxQDLAKwAwwDtALkAeQC2AL0A5QDPALcAxADFAN4A9wDqAOwAtgDGAAYBsgDDAN4ApQDFAMEAeACRAFkATABcAI0AMwBLAE4ASQBVAGwAZQB2AO0ApACpALoAjAC5AJwA7AC7APcA4AC8AOYAowCHAMYAgwCvANYA/ADxAMcAqwCsAMYAuwDGAJQAmQDcAGkAnQCWAJUAiABwAIsAnQCQAIcAlABsAJgAmQCRAOIA3gDgAN0AwQCxAN4A/wDGAL8AywDMAMYAxwCHANAAngDIALwAngCQANgAyACZALIAqQCsAMgA9ADEANUAsQCjAHkAqgCZAJsAwgC9ALUAvQC6AKsA0wCzALoAswCsAOIAvQC6AL8A2gDCANQA7ADLAAoBAQHvAP4AoQCnAMUA3QDJAK8AXQBrALsAvwC+AIcAxwDMAIwAtADEAMsAogCtALsAnQDOALEApwCBANMAyQC0AOMAvwDHAOEAqACLANQAvACgAPIA5gCsANwAywCxAMoA5ADtAL8AwwDJALMAvgDLAKsAuwCtAJIAvQB+AEMAgAB3AIAAeQCkALcAlwCSAMMA0wC/AK8AvADwAMkA3gDUANoA8wACATcBJQH/AAgBSgHrACgBVQH0APQA/wAGAfgArQC4AKMAqACYAKsAwgC2ANIAuwCgAK8AsADcAMwA8wDtANQAhwDCANQA4wCzAJMAkwBaAFcAWAB8AHsAhwC3AIYAmAC/AJQAYwCJAJUAwgCtALAAjwC7AK8AnQCzAKgAWQCDAKUAgQBeAHEAawA3AGEAKABDAFYAQwCJAHoAUQBBAD4APgBLAEsAFgAwAB8AVAByAFUAmACLALIA0ADNANwAAQEDAeQAwwBEAfwA/gDYAMQAugDtAP4AyQDaAOsAuwDVAP4A4wD3AAwBAgE6ARIB3wDZANwAtgDWAN8AvADCALsAyQD+AAIB+QDDAOwA2QAVAQoBDwEBAfQAIQETAeAA8gDeAKoAsACgAMUArgCYAIMAvADHAJ8A4ACFAPMAzQDSAPAA2gDhANgA3QABAd4AvgD4AKgAyQCtAJgAkQCuALUApgCtANEAzwChAMIA8ADqAMMA0ADHAPMA2QDbAK4AnAC0AHEApwCOANkA3wDPAKoAjgCuALsAuwDJAHsAhQCIAG4AkACSAIYAgACPALAAzACnAKIAvwDDAKIAxAC7AKAA6wDHAAoBxgDDAO8A5ADrAMgA1ADlAKAA5AC1AJ8AogDbANUA2AApAQQB2ADpAMEAzwDIAL0AvACoALMAxQC6AMUAnAB+AKYAUgCKAGIAbQCZAHwAnAB/AJsAoQCtAKsAsgCAAGMAlgCxAJYAWQCBAIQAtgCIALEA7wAOAfQA1QD3ABIBvgDKAPsA+wDNANMA2ACqAA4B4ADMAM8AzQDMAIsAvQCmAKgAhQCjAK0AvgCtAIoAqACeAJUAyQB+AGUAtQCRAKIAygCcAKYAkgClALQAnACqALAAjACCAG4AggCIAIEAlwCNALcAmADuAK8AkgCbAMIArwC5AHUAmwDQAI0AtQCNAJsA0wCqAKgAnQCuAI8ArwDcALEAnQDhALgAvwDFANIAyQD7ALgA9ADjAJYA1wDgAKMAngC8AJwArgC7AOwAxgCfAMIAlgC0AJ4ArwBjAJQAbACWAH8AeQB/AJQAlwCBAG4AlgDQAMEAvgCvAOYA6QCuAPgAxQCyANYAvgC5AKAA1AC0ALgAbwC0ANkAtACXAJMA1QCvALsAwQCvAI0ApADRALwA1ADOANUA5QDfAJgAtQCGANQAhwCTANUApQDLAK4AyACqAOsAvADNAK4AowCRAK8AqQCCAHoAowCSAG0AewBdALYAiwCKALcAsQDNAKoA/wDkAPwAxADEAN0A2gC+ABUBrgCMAKwAcQCoAMcAiQCZAJkAqQDdAOkAyQDKAAMB6wD7AOYAwgDxAPMA7gACARUB+wDXACAB3AA8ARcByQD+ABsB1AD3AP4A7ACgAOUA2gCOALMAtgDCAJgApACsAI8AywC+ALwAugCxALsA1ADMAM0A4gDHANcAsAC2AL8AnQC9AHkAwgDBAMcA0gCWAH8AqQCzALIAsQBtAPUAxQCVAI4AiwCjALUAkwC6AGsAWQBoAF8AWwBvAG0AZgC9AL4AqgDIAOwA9gDtAK8AogCSAIwAkADGAOIA2ADDALkAxgDeALIAmQDbAJ0AgwCzAKQAnwB2APIA1ACcAL8AUgCwAJIAowBsAIcAnQCcAJIAggCBAIMAvwCkAHEAqAC7AMQA5gDqAOEA2wDvAMsA4wDzAOQA5AD0AMUABwEAAUwB+wD1AKUACwHLAHoASAG3ANUAuADoANAAlQDCAKUAqgBKAIUAigC4AKwA1ADWALsA/gCrAOkA9wDZAP8AzQC/ALoA1ACrAIAAxwDsALMA4gDNAMIAogC1AOEAygD9APMA9gDOAMYApgDGAMwAvQDkAKMAygDNAKAA2gC4APYAzgCtAK4A1wDbAKoA0AChANIAugC0APMAuwC4ALQA2AC0ALwAxgBvAIAAegDWAKoAqgB7AIUAtgClAKAAiQB7AHIAWgCLAGUAggCFAGIAhACLAIsAmAB+AIwAhwCSAH4AbQCFAJkAqwCwAKcArwDpAJcAogBRAIgA3gCoAMIAvACyAIIAuAADAbYAyQDdAOAA0gC5AKsAgAC+AMIAsgCdAIQAfACVAMsAoQCqAMUAyQCcAIsAhAC2AN8AnwDVAP0ApQCcAMYA+wDWALUArADoAPcA5gC3AOYA7AD4AAIBtADkANMA+ADFALIAuAC/AKwAywDmAMMA9QDpAB0B2AC1AMIApACzAJcAwQCoAO4AnwB+ALcA0QDCAM0AsgC8AMQAwwDOAKMAnQCWAJYAggC8AM8ApgCfAH8ApACsAH8AjACLAJMAqgDqAL0ArwCHALkAuwC1AKQAnwDqAJ4AkACKAMUAlwCfAHoArgDCAL4A0gCvAIkAwgDQANEA8wC4AOEA4QD4AP4A+QAMARsBDgH6AOsA9QDqAOIA/wDoAB0B+gC6AMUAnQCBAKkAzwCrALIAkwCxAIkAqQCdAHcAQwCcAIwAdACTAJkAmQDOAKgAgwDBAMEAiwCIAIEAjAB/AJQAuACKAHoAiwCcAM4AkAB4AOsAowCMAL8AWACfAOwAsQD6AIcA5AC7APgA9gCzAO8A/ADOAMIA1wCzANIA8wCbALcAnADZANMApgDHAMEApQC/AOEA1QCbAKAAkADqAKIA4wBuAHUAqAC6AK4AzwCSALQArQCXAJkAsACVAJsArwCnAKwAgAC1AJwAtwCrAHwArAC0AN4AnQCZANwA1AC3APUAiwCjAIkAnwCrANYAsgC6APYAxgDiAOEA9gAdAcgA3QDjANAA6gDUAAMB6gCYAG4AlAC6AKMAhACWAJEArgCTAK0AtwDOAL4AzQC9AJkAtQDkAN8AygDlANAAogC0AAMBtwClAHEAfwCTAOUA3gD7ALsAowDsAMQArQDXAMQAxgDCAJAAmwCTAKIAqwCjALEA5ACXAKQAowDOAL4AxgCmAL0AwQCvAJ4AvQDGANwA7QAWAd8AoAC0AL8AoADHAJ8AtgCGAKUAtwCSAJMAYwBnAHQAjgCdAM0AVgCPAIcAXwCPALIAcACYAFoASgBKAFIAywCvAI4AxACNALEAwQDVAOUA0wDXALUAvQDaANkA2wDbANoAtADeANMAuQDWAMkAtgC1AOkA6ADjAOEAzwDHALoAwwDpAO8A6QDNAOsA4QD1AOEAzgCVAN8ArgCgALIAsADzAKEAiwCsALsAuwC/AL0ApgDKAJIAggBoAKQA2wCDAN4ApAChAJ0AqAC8AMsAhwDKABEBsgCsAKYAtgDrALYA4wApAZ8A9ADkALUAzACqANsAzACoAKoAsQC1AK4AyQDUAJkArwCLANwA0QALAd0AlgCsAJcAuQB6AG8AtQCkAMEAngDDAMoAbABuAIMAxgCdAJsApgClAKUAxQCZALoABgHwAIQAowB2AEMAnABpAFcAfQBZAFQAYABaAF8AnwB1ALcAYgDOANgAfgC3ALUAzgC/AA8BHQH5AMQA6ADlAPoA6ADvANYAxgAEASYBDAEuATcB6QDUAK0AzADMAK8ApQCyAKoAWACLAH8AlgCGAHUAdgBsAJMAeACDAMIA2QDBAAYBBQHOAAYB+gDRAJ8A0ADOAMEA4AATAe8A2gAKAfMALgH8APAA9QD5AAIB2QDOAK8AaQDFAPsAoQCpALQAowCEAFIAhwCHAGwAngC/AN8A6ADqAOsANwEnAdMA9wDrAM4AvwDWAMoAugC4ANMAugC5ALIArwCTAFYAiQCYAHsAnAC4AHYAZwCEAKQAnwCdAGkAegBkAI4AWwBgAHsAZgBiAHQAxgBpAIkAqgDeALoAhQChAKwAlgCbAL8AoACDAM8ArACuAM8AzACZANYAzgC8AKYAuQCtALwA2QCbAMUAxwCeAJ4AywDKANIAtgDxAJsAvwD9ALEA/QC7AMEAiwB8AMwAqwDlAMYAuQDeAL8AjACNAJkAxgCGAK0AzwDpACoB7QDDAMgAigDHAMwA3QD+AOgA2ADKANUA2ACqALQAyQDBANgA6QDYAMwA2QC5ALQA/QCvAKUAsgAZAdMAsgD5AN0A/wDHAB8ByQDDAOgAugDtALsAvQC7AJEAnACzAKsAxwB/ALAAbgCRAJ0AegCsAJMAmQCFAIoAsgCRAHoArAB+AJIAvwCAAKMAgAC/AMsAhACxAKAAoACyAIQAlQCtAIIAkgCwALwAwwCqALYAsADIANUAuADuANQAugDxAM8AtgC3ALsAzADbAOwA4ADXAMQA0wCvAMMApACQALEAvADIANoA8ACpAIcAYwCKAKsAhgCHALIAigBxAIIAwQDPAN8A5ADwAO4A2AC/AMsAFwHBAJ4AqQCRAM8AvgDbAKIAgwDTAN8A4AD/AJ0AzwDxAMgA7gDuAO8A2QC0AMQA3gDDAL4AvADrANUApACyAMYA4gCYAP0AxQDBANoA3wDQAJUApgDxANAAnQDPAMoAlABrAGkAbgCAAFgAVgCSAHUApwC4ANcA0gDSAJMAlQDDAI4AsACNAGQAkQCtAHEAkQCLAHcAawCbALEAlwCeAHkAvQCPAKQAygC7ALkAjADMANQAlACLAIUAjQB1ACsATACgAJAAtQDRAL0A4gDiAMEA3ADLAAkBDAGVANgAwgClANYAsADMALIAigCbAFoAbACkAKQAzwCrAOIA1QCyAL8A+gDOAM0AwQC1AOgAIwEYAfgA0wDPAOwAAwHMAAoB6QCyALMA2ADRALkA9gC4ANMA6ADeALAAlQCiAJUAtQCEAK0AhgACAcUAqADmAKAAtwDfAN4A0gCvAMkAsgDYAJQAuQDXAJwAzQDbALkAwwChAKMAAAGnAJkAswC4AMoAdwA+AHEAygCiAI4ApACcAJ0AjgCXAIEAYwBhAFcAdgB1AKAAiACWAM8AnQC8ALEA6QClALwAzADFAAYB6gAPAcEAnQC9ALQAqgChANMArwD2AOIA4wAKAQ8B9wDdAMQAyQDJALAAtgC7AH0AeACZAGUAigDCALQAtADNALQAlQDOAMgAugC7AMgAyACmAPAAzgADAeEA3wDOAK4A3gCwAMwAmwChAOEAugCtAL0AtADtALEArgAdAfkAuACOAMkA3ADFAKEAjgC+ALMAhgDCANsAvgC3AM4A3QD0ACQBIwFDAd0AsgCZALQA7gDMANoAjACWAKgAigCQAIAAkwBUAG4AWwBjAI8AawB6ADoAswB4AHwAdgBgAIQAtAD4AL8ArwCsAKoAwwCfAMEAsQCOAMoAiAC0AKIAjgDMANYAsgCSAHsAxQCpAKcAzACeAJ8AhwChAKwAsQDNAKMAvwDIAPkA2gC3AAMBAAHVAPoAGwHoAM0A7wDEALUArADKAK8A1wDEAKIAsAC1ANMAuwDhAN8AyQCxAH0AowCxAKgAigC2AL4ArQCjANgAzgDOAIoAqwDDALcA7QDIAMgA1ADKAAIB1QDGAOoAzQCKAM4AwgCbANkAqgCPAKAAuACzAL0A2ABuAMgA5QC9AM8AvAAUAfUA5gDRANYAxACoAM4ApACXALMAtQC3AKQAygBdALkAewCAALoAmQC5AG0AjgCoAFQAgwB+AG8AjgBjAFQAYAC1AIQAUgCQAGwAqgCxAKsAwwC5AM4A1gDQAJIAvADGAJkAzQDGAL8AwgD1AN0AzwDIAPkA6gC+AJgA/gDpALIA2ADfAMQA6wDYAPUA5gDgAKMA0wDOAPwA0ACbAOIAnwC+AMwAzAB8AKUA0gDRALIAzADhANIA3ADQANMAowDJAPIAtwDKALcAwwCCAIcA1ADoAKwAtwDTAPUApACRAJ8AvwC9AL4A0wDrAKUAlwCuALEA2wDJALUAywCHANkA1QDTANgA1gA6Ad8A+AAHAd8A8wDQALsAngCeAJcAqgCDAMEA1QB8AH4AhACBAFoAiACRAF0APwBPAH0AfgBtAH8AZgCMAI0AYwB+AHQAogCkAOkA1wCOAL4AzwAKAf8AsQC5AMkAxADHAOAAzwCxACQBxQD3AMcA6wDEAIEAiQCPAMgAngDDALwAmwCmAJwAsgCKAH8AeQCbANIApQB8AJ0AtgCnAMIAXACvAJEAoQC0AJ0AmwCJALgAwgACAdYA0QCSAIYArABrANkA7QCvALIAxADDAKgAzADsANcAxgDgANUA2gD3AAoB8AAAAcEAvwC2AKEApACkAKwAlADSAKoAhACwAJkAlgCoALcAxQC5ALwAAgHOAMEAsACoANcAuADpAMUAoADdAMMA5gDeAJQAkAC7AJYAuwDFANoAowCQAKgAmwCuAJMAdwCDAJsAqgCCAIUAaABjAIwAfgBFAGAAmABhAHgAdgDCAJkAwQCXAKIApQBuALYA1gCeAMgADgHUAOYABwFQARsBBgEPARoBLwH/AAkBHAH9ANwA3gCMAJgAtQCtAIMAeAC2AJkAoQCoAHEAvQBvAHkA0ADsALkA2QB1AKQABgHRAOAAxACAAMMAygCjALgAxwDqAA8BDAEQAe4A8ADaAO8AAwHZAPwABQHFAPsA1QDrAKAArwChAKQAvAC6ALQAuQDYAI4A3gB9ALEAuwCfALcA7gCbAKEAyQCiAL8A7gDjANwAygClALIAawC3AJAAygC5AL4A6AB+AIoAoQCDAGwAlgBsAFwAYQAzAHgAegBAAFwAowCUAJAAvgB8AIAApwC6AMcAwgC7AG8AtAC5AKAAvQDIAMsAqwCyAMgA2ADlAAwBxQDxAOgA5AAEAfQA1gC9AOYAoADIAO8AzgDYAJgAdgCnAKgArQCbAK4AkABtAJUAnwCGAJYAtgDhALMA6wDmAN0A2ADYALoAuQDQAJ8AowDNAJYA+wDUANYA2gAWAegAEQEYAfgA/AALAQUB+gDjANoAuAC5ALwAlwB9AJwApACRAHwAowCDAMQAiACgAMcAogCpALwApADNALYAkwDXAN4AuQChAKoAqgC/ANoAxwDOAKoApwDGAMYAvwCZAJIAaQCCAG8AZABpAFYARgAyAD0AHwBtAHQAgABoAJYAswCrAIUAbgCiAKcAlACmAN4AnwCrAK4AxgC6ALYApADcAKkA2gDFALcAxwD6AOYAvgDOAOsAvgDDAC4B/wDcAMEA2QDjAMsAtQC6AIkAlQDMAJQAjwDDAMQAfAC6AJIAoQDIALUAzwD5AOoAAgHoAP8AqgC3AHkAswDVALkA4ADIAO4A0gDyAP4AxgDlAMsA8ADzANcAvgC5AOoAyQACAboAiQCeAJYArACsAI0AjgDfAKAAcgCsAKAAqgCpAPsACgHlAPIADAHgAMQABQHxABMB8ADZAL4AmQDHANsAzADpAIYApgDvANEApwDYALwAmwByAGUApwBFAGcAdgBnAGkAfgCYAJ8AgQBWAHAAtACuAH4AhQBwAJkAYAB3AI0AiQCoAKsAqAC/AKoAqwCcAKQA6AD8AKoAtwC9ANQAkAC8AL0ABwHmAOkA7wARARsBuwAqAeQA3AD/AOIA2wD/ANAA4gCqAIoAvwCMAMYAsgCeAOMAywC8AK0AwwCFAJAAewCkAL8AnwBjAG4AVQBRAFsAdACYAKoAvADvALoAxQDrAOQA6gDjABgB6gDhAN4A3QCwAMEAwQCrAPUAswCPAO8AqAD6AO4ApgCEAHwAsQB2AKsAowC5AMEAzQC3AAcB3ADuAJ4AzgDaANkApwC2ALwA5QDLALwA4ADbAMQAowDOAMoA3QDeAOkArwB4AH4AbAC4AJQAZwBWAHAAcQBtAH8AmQCKAK8AnQCLAOMAuwCkALMAuADfAMwAfACKAJEA0wC1ANQArgD1APYAzQAgARIB1AAxARABEAEPAewAxQCeAOEAnQDHAOIAXAC/AIwAUgB5ALoAgACjAJMAqACYAKsApACvAMIAiQCwALkAdABtAGYAUABqAGUAiwDOAJ8AlgDlABABEAERAUgBNQHzAOAAPgEYAdcA8QDIALQA2wDEAIEArQDPAG8AxADhALwAqwDOALEAswDGAI0A7QDPAJAAmwCPAJcApwCbAKgA8wDTAO0AxgARAfQA5AAAAfUAyQDDANgAvgDVALIAyACmAI8AqwBrAJUAdwBtAIMAdAA5ACsAcABkAIIAhACLALkAgwBtAKAAswC0AKsAvQB2AH0AnADJAI0AmwB0AGoAiQCAAIUA0gD7APYA7QC1APcA/ADfAPYA9gDNALcAcQCFAIoAdwC+ALQAlQDIAKwAvgCYANgAqQDRAJAAygDGANcAAAHvABYB7wCrALEApACpAHUAigCgAK8AsACQANgA5QD4ADgB3QDdAMkA7ADIAP0AAQHvAMYAxACzAJAAsQCvAJ8AnADCAK4AvQDCANsAyQDqANIA2wDWAJ8AlACwAHsArACWALcA3gDXALsArQDjAIUAggCFAJIAiABvAGQAgwB/AFYAhQBoAG0AaQCYAIMAogCwAJwAhAB6AIQAiwCjAKMAkADMAL4AtgC9AL8AzgCcAPcA9gDWALAA0gCkAKsAmACCAJQAhgCuALMArwCfAMsA3wDsANoA4wDBALUAvQDMALgApwDSAKcAlwDJAMMA9ADvAAYBQQETAR8B4wAoARQBwQC6ALoA7QDZAKEAogDoAL8AggC1ALYAgwBQAJ0AhwCWAFsAhAB4AEcAfgA/AGUAaACpAMoAzAD4AMkA/gAzATAB7ABEAewABQECAfAAEQEXAcgAnwC8AIsAlACuAIsA6gCdAMwA3QDoANUA1gC9AHkAcACCAGMAegCBAIEAkABLAIMAnADJANoAkgClAIsApADFANQA3wDHAMIAyQCzAN8AwQC0AOsAnQCBAJ4AlACMAIkAmAC5ALwAtgCGALQAmQB9AHoAtwCXAIcAlQCeAK8AqAC6ALoAxwC2AKUAtwDTAOgA7QADARUBGAHhABAB9wC3AM0AzADsALcA3gC/AMcAoQB/AJIAhABnAI0AfgCEAIAAjwBVAIwAlgCTAJcAmQCyAAcByADkAPcA8wDwAMUA6ADqAOsA7ADsAMoAswCfALcAxQC5AO4AxADhAPEA5gC2AMsApwDOAOAAsQCRAKgAqwCwAI8AgAC/AMUAuwABASMBKAE8ASEBHQHaANIA0ACuAMwAkACdAIwASQCJALAAeAC6AJAAhwDTAJEApACnAM4AbwA7AGoASQB1AFMAXQBmAIIAhgCRANAA1gDIALcAvgATAdsAywCVAIIAewCHAKQAtACRAKwAyQCZALcArgAQAeAAzwDXABkB/QDQAOQA2QCyAL8A9wDXALIA6QB2AHEAvQC/AKEA2ACAALEA1wCjALoAigCpAHwAvADKAJUAlADEAIQAwwDVAMgA1wDJAOAA5QAHAdQA4wCtAMUAtgDTAP4AyADoAO8A9wDpALkA+wDPAKIAvgCgANYApwDzALUA2wC2ANYA5QC5AIYAfAD6ANIAkACTALIArwClAJMA6QD4ANEA8gAaARUBzgD0ABcBBgHUAI4AmQB1ALcAqgCNAL0AowDPAKkAiACeAI4AeQCRAFwAVQB0AEsAZACEAF4AWgBlAGoAggBrAI0AaQCfAPkA6wC1AJIAtwCNALgAxwCyAMEAzACFAM4A/ACvAAMBvwBuANsA7wAOAfEA5ACVAKcAnQCcAJYAhQBMAIQAwwC+AJIAwwD4ANAAwwDOAOkAxgDXABMBywDiAOgA2gCfALgAtABpAL4ArACXAK8A1AC2AMoA+QDPANwA7QCqAP0AtADoAOMAqQCZAKEAjwCrAKYAkgBlALYA5QDbAP0A9ADdANIABwH0AMEApAC5ALoAkQCzALsAtwDHALAAvgDPALQAsQDfAOQA9wDdAPIAxgC+AHcAjgByAGQARgBYAHUAWwB0AFgArACwALYAjgDLANMA8wCpAIUAmwCMAH4AegBdAHIApgCiAG4AggCFAJcA4QDWANsAvgDYANYAigCsAMMAuQCuAKMArwDJALIApADKALYAvwClAJUA4AAJARMBHAELAdwABgGpANQA8wDEANoAzgDeACkBxgDOAOIA0ADEAJsAswCeAMsAiQBGAI4AlwBFAIMAqgChAIgAsQCyAJwAnwCzAPIAIQH6AOYA6wDEAKIAlACTAJYA2ADXAJsA3ADVALwA9QD8AAMBGgEJAc8AwgDQAHUAewBJAGYAdABhAFIAXQCrAJ0AzwC4APcA1QD1AO4A6wDHAMQAqwDBAJEAvwB8AFIAdQA5AKoAswDMALMAEAEZAeYAAgG2AJgApACZAIMAcABsADwARwCXAFAANwBoAI0AfACzAMgA4QDtAK0AAQHiANYAxAC5AN8AzQB3AMoA8wCtAMEA7AAkAfkAJQEUAfYA/gD2AKkAvQBuAFgAdgCdAHEAXACAAHIAkQCuAKUAywCkAJcAjACqAM4AvgCsANAAzgCqAMwA1QDhAK4AxAC9APIAvAAEARABEQEjAe4A7wD5AOwArQCrAMwAwgC2AMgAzgC/ALYA1ADZAL0AzQCuANIAnQDZAOUA/QDEAP4AsACdALMAmQChAKcApgDVAL0AxgCyAMoA/gDMAJgAoQCwANUAtgDFANIAvQBfAIcAoQBbAI0ApQB5AFIAqgCMAFwAewB7AKsAsQCQAKgAgwCWAIMAhACtAIcApACFAKAAywC1APoAuQDzAOYA3wAlAfQA9wAbAQUBrQC3AKkArgB5AI4AiQCOAGkAqADLANkAvwCYAKkAxwCxAMkA9ADZALoAxADBALEAqQCtANYAzACRANgA9QDlAMYAAwEuAf8A1QC5AJIArwDBAIwAqACsAL0ArgC7AJUAxgDFAK4A2ADQALMA8ADYAMEAvgCtALUAtAC/AMUAkgCBAP0A9QCiAMwA8gDTAP4A7QCkAK8AxQCcAKoAqgB0AJEAiACCALQA0ACyAJkAggCnANEAjQCKAIEArACZAJQAlAB2AGEAaQCiAM8AnQCuALkAowC2ALgAuQDcALYAigCTAMgA3QCfAFoAXwBoAGgAiwDLAIQAggCLALYAgQCuAL0AnQCbAKsA5QD9ANUAvQAPAdkAywDdAOoA9wAMAQ4BsQCwALYAkwC0AMQAmACZAK4ArwDOAOUAtgCsAMEA0QCIAIsAeAB1AIAAugDKAOkAuADuANkAtwC9AMsAxQCgAOsA2gAGAb8AxAC0AMkAxgC/ABEBDwH2AMsACwESAcsA3wCNAKIAzAChAG4AkQCNAMEA0QCqAL0A0QD5AMQAvADFAKUAvgDGALMAswC0AJkApwCWANIA2ACqAHAAtwCxAJ0AyACvAMwAjQCiAHoAewBSAGwAWgA9AFkAhgCJAFMAawCKAJsA2gCMALMAxgCcAN0A+gCtAKwAtgDlAMMAlwDdALEAywDOAKYAywDMAMYArgD+ANIAiQC7AJEA4wD4AKYAvgC2AO0AiwC1AJcAfACPAIgAbwBhAGoAhwCvALAAtADdAO0A+AAoASgBCAHBAPgA3AC/AMcApgC7AJcAxgCsAKMAzABsANsA2wDhAN8AxwCOALcAxgCpAMcAjwB/AEUAHgB+AIUA2QDIALAA1gAAAQwBEQEJAQUB8ADgALQAlAB4AJkAcgCRALUAgADcAMYA/QDsAMUA6gAIAb8A1wCtALQA2gCtAMMAjwCbALgAigC+AK4AvQDUAJUA0QCKAN0A4wDQAMQAfwC0AGUAcAB3AKIAeQB/AIwAiACtALwA2QDVAM8AswDkAKQArgCpAKUAoQC4AJwAxgDNAKUA0AC3AOoA2gCmALIA0QDYAMwAvQDHAJwAdACOAKkAzADQALYAoACAAIsA5gDNAMcAxwCrAMcAugDGAMwAtgD4ANIA/AD2ABQB5QD0ANYA8gDIAB8BEgGxANkA1gDSADoByACnAKEA2ADmAA8B2gCeALsAzwDmAOUA/ADbANwA5gCtAKsAsQCrANQAhgCfAKkAiQCyALAAjwCmALcAoADMAKYAxQDuALcAyAC9AOEAyQCwAJ8AlQDRAJQAtAC9AL8ApQDgANIAyADIAM8ApQD6AKQAngDWAKoApgBeAGYAkACvAFUAsgCZAGAAoABsANAAoABiAJUAgACyAIoAbwCBAF4AegCQAHQAqgCqAJEAYACeAI4A0ACtAOwA9QCzAO8AzwDUABYB0QCzAMEA3gCuAKkA0QDNAIYAwQCjAJQA0QC8AH4AwQCWAJsAbgCoAKEAyQCGAJ4ApQDDAPcAtQDhAJsAvQAAAfQA/ADeAAEB6QDfACIBEQELAQUBugC4AI8AqwDCAJUAwwDfALQAygDuALwAtQCHAIgAZgCsAIQAegBlAGIAVgB5AIYAkQCiAHkAowDOANYA4QDTAPkA4QDIALcA9gDjAN8ADgHBAJ4A3wC0ALAA9QDLAPUAywARAcUAtgD6AIMAfABuADsAWQA3AEIAZABOAF0AYgCBAEoAagCkAGEAwwCgAJkAtwCjAHwAwgCZAJIAzACLAKQAuAC9ANEAzgDWANwABgHmAPwA6wAzAfUA5QCXAH0AeQBJAGcAdgCmAH4A2wCpAKQAoAC0ALkAxADhAMUA4QDzAP0A7gAYAREBGwH4ABAB+QDUAO0A0wDgAPcA4wDmAOsA2ADpAPQA5ADpAOYA1QASAdIA4wDOAJQAvQCtALsAoQC2AKQApgCpAIoAjwDCALsAlQC3ALAAkACZAMoApwDTAPUAogCyAM4AxADGANYAqQDVAKwAxADUAHkAwwCjAMYAzQCYAJYAhQCAAI8AzQCQAI8AqgCoAKkAogCYAIQAfwB1AEcAYQCUAKMAoABaAEYAdgCwALIAnQB7AIkAtwCzAKkAvwBwAJMArwDPAI0AewC6ANcA5ADeAO8AJgG8AAYBxQDjANEAgADVAN0A7ADHANYAwgDiALQAegDLAJ8A4QDYANwAwwDIALwAogDRAOMAwgC0AF0A0QDaAI0AjgCkAMgAgwDjAMMAtgDoAKoAzgDVAGUAzwC5ALcApAC/AMQAuACZAK0AtgDDAL0A0AC6AOsAtgCyAK0AcQCfAKcAvACCAJUAdQC3APsAvQC2AMYA2QDhANQAyQDNAJgApAChAMIAwQDVANsAtQDTAO0A4QDIAOAAEQEiAe8A8ADuAOYA5gAZAbYAswCdAF4ANABgAGEAnABIAFoAgAASADsAPAAzADgASAA4AGsAZgB6AG8AdQBwAJsAXgCwAK0AtACAAK4A8ADzANsA2QAFAfoA+ADsAAYBNQEHAfgA2wD4AK0AqQCRAK8AkgCdALAAiABjAHwApQC0ALMAyACzAKYAJgH4ALcA1QCLANwA0ADCAOAA9wDKANoA7gAHAesAJwHiAC0BEQHdAPEA1gDpAOgAxwDNAJYAcgCJAKoApgDWAKAAaADNAKsAkgDcALgAfwDuAPQA3gCbAGMAnQCkALsAtwDbAJkArQCyAMcAwQDZABwB2ADeABMBqwCtANQAvgCwAHAApwC5AKUAgQCTAHgAtgCgAIUAlwCDAKoAkgB+AJUAiQC0AHkAfQBOAGIAfgB/AF8AswCCAIoAowDfAKgA3gD6AO8A2QDqAPQAAwHaAP8A/ADwAPYARAEBAS0BIgE2ASUB+gD4AOUAzgD/AP8AvwCxAKwAiwBpAGkAcQCPAKIAtQDDAKAAgACBAKoAsACWALYAqACtAMMAvgCmAH8AtwDMANcAvQD3AA8BzgDzAO0AxwAAAccApwCmAMgAyABjAI4AgQCFAK0AiQCYAOIA0gDbALMA0gDvAM8AqADMAKwAsQDMANAAtQC+AKYAqwC6AMIAxwAfAdQAqQCbAOYA3QCfALAAlACIAJwAVQCKAFgAYwCbAG4AqACMAKwApwCpAKQAhQDHAKUAlwCkAI4AtgBrAIIAqQCXAIgAUwBRAFcAfwCdAKAAigChALMAlACoAKIAigC6ANUAvACsANkA5gDTAMYA8gC/ADgBEwEZAdYA2QACAeIA4ADSANkApwDKAMIArwC9AJ8ArgCZALAAnwABAeUAsgC7AN0A7wC/ALQAtgCuAIsAsACwAM8AzADOAKkAzQDUAOAAtgDJANAAzQD0AH8AigCwAOUAzADpANwADAHWAL8A7wDtAMcA8ADYAAMBqADkAKwAxwCsAIsAzQCNAFEARgCEAJ0AmwCYAKkAiQCwAMUArAC1AJAAVgBtAK4AmACfAKcAowCoAKQAuACoALgAywCvAKIAnQCNAJsAfACTAN8AsQBkAMQAuACwANEAxACOAFcAkwDkAL8AfACUAKQArAClANcAxADsANYAyQC5ANYAsgDPAO0A2ADaANUA9QDkAAQBIQE1AQMB9ADtALwAmACmAKgAtADKAIUAbgC/AJsAaQCoAH8AQwCdAJgA3wDjAJYAswASAegA0gC/AMUA5ACPAKgAjQC0AIsAyADWAI8A/gDVALwA4ADTAO8A9QD5ABkBsAAPAd8AqADSANMAzACvAM8AwQDKALYAwQD2AK0AmADYABQBEgG4AM8AxgCcAIsAeQBSAGQAYgCPAJkAXgB8ANAA5QCPALgAfACvALYArwCpAFUAeQCFALkAjABiAKQAlgC4AIkAogDIAOoAoACxAOMAyQCnAIMAhQBcALEAhQCCAIoAYQCPALgAogDHADABIQEeAR8BIwEtAfcA3wDKALoA3QDaAKkA0wDsAK8AmwCOALsAjgCrAJ4AtQCmANMAyQCtAMEAjABwAIwAhgCiAIoAlwBuAKkAyACtAM0A2wDmAMMA0QCwALAAvQDcANoAqQDNAOEAAwHTANYAAgHPAMwA3QC/AKEA8gC/ALEAxQCnALgA7wDRAOoAzwDLALAAugDqAMUAwQDIALMAmwCmALUAzgCvALYAkgCzAJEAbgC7AIQAdgB+AHAAgQDJAI0AnACkALcAkQCnAIAAZgB9AHkAuwCGAIAAlgCzAL8ArgDpAKQAzgDLAKEAfwCTAMkAoACcAHoAfQC8AIgAegBCAJkAewCBAHIAjgDzAP0AvAD1AP0A2gDgAM8A3AC6AJUAlgC2AMsAywDlAKYAzAChAMYAvQC5ANAArgDYAO0AowDcAJUAiQCpAHsAegCzAFYAoAB0AI8AkQCCANgA2wAjAR8BywDxAPIACQHkABcBBQHJANQA3wC9APUA5QC/ABIB8ADTAPQAAwHIAPMA4gDSAKcAkAC8AKkAtAD6AJUAsAA/AI4ASQCEAMgA1wDIANYAAwH7AJAA3QDtAMUAugDFAOoA0AB+AMwAuwCVAMEAsQCHAI0AmACZAIkAbgCcAIMAlACyAMsA2gCEAHUAhQCMAJsApQClAOYAqACVAM4AkwCeAMUAvgDRAGEAigB5AHoAmQCDAK0AjgDFAM0AmwDOAPEA/wCUAM0AugDpAKAArADKAPIA7QDeANEAogC9ALgAswCnAJwAxADNAK4ArQBnAJ4AugCOAJcAjwDuAMMAwgDgAIMAggDDAKoAzQDTANwA8QDjAMUA2gDmAOIA6gDgAL4A7gDuANwAuQCyALcAwQDGANIA3ACOAJMAvQDKAMEA1gDfAKsAqACXAM0A+QDlANEAugDNANsAzQDDAPwA8gDIAN8AtwDkALQApAClALEAxQCOAIsAoQCjAK4AlACkAMcAkgCmAJQA2wB1AKIAlACkAHYAgACMAKwAZQDfAMMAlADKAJ4AjgCTAI0AiwCJAJQAoQCRAFkAkADqAIgAggCRAL8AlwCzAKYApwDOAOAAyQCiAOwADwHdAL0AjQC7AOoAsQDhAMwA3ADPALoA1AC9AMoAvgDOANMAhQCiAJ4AdwDCAK0A2wDoALkA9gDTALkAsgDkALQAqQC2AOEA7gCdAMQA3QD6AOUA5AAPAd4A8QDYAOIA9AD1AAgB4wDJAN0A1QDZALAAeQCyAH0AhQDEAL0AtADIAL0AzwCgAKkArQC9AMEAkgCDALYAkQC5ANoA0wDzAN4A1wDmAPMA/QDPABUB8gDrAMEAxwCXAKEAuAC7AJ8AiwC1AJ8AlgCfAMUAogB1ALMAjwCSALIAgwBXAJEASQBIAIcARgCSAIEApwC+AH0AowC1AM0AxQCOAK4AlgDRAIEA7QDgAM8AoQDHANcAxgDmAKUAyAC6APIArgCuAJ0ArgCVAIIAbAACAZkArAC/ANAAeADo/wwA+P8FAP3/AgD//wEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Channel 0.0 (128x343):\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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cT1HHQRt+nO74Tf85Pwy3vB/WvD5tGFMg+Mxt27ONA43LJHU8Ti2vD1uOQ2TT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\n",
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            "------------------------------------------------------------\n",
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            "Label: M0021\n"
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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Channel 0.0 (128x343):\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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usfxtenK/9Vbzc5MHPebpsviFueAXhEGuAwM3RHjciCefR001a4yaE62kVnQ1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\nOlSNeNMsrA8mRYQz1eWQphZ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            "text/plain": [
              "Image (1, 128, 343)"
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          "text": [
            "------------------------------------------------------------\n",
            "File: /root/.fastai/cache/rs_8000/0.wav-9d099890eb9ccbfb70f408b23f10581e/0.wav\n",
            "Total Length: 2.83 seconds\n",
            "Number of Channels: 1\n",
            "Label: M0021\n"
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          "name": "stdout"
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AHQAYQBwAHgAaABrAGMAdAB3ALQAuwCgAN0A1ADKAOQA/ADEAPwA1ADyAKYAAQENAd8A5QC2ABEB7AAIAQ8BDQHgABABCgHhAKkAnQCvAKQAgQC4AJUAogDDAJUAlQC0ANcAnQDDAKwAqQD8ACoBqwDxAAoBDwHrANYAywDbAOAA1gALAe0A4wDSAPIA7gDJALcAxQDVANYA7ACyANEAuQDCAOwAzADFAP8AxgDiAO0A1ADgAMIA6QDMANMAuQCZAKgApwDRAO4AxACyAIwAwQCxAMIAqwDHALkAogDNAJsAkgCjAN8A5QCdALYAqAB0AJ8AkgDNAKwAtgCjAJAAmQCbAKEAeACbAIYAmAC5ALsArgCxAM0ApgCMALsArwDIAPAAxQDrAOAAAQHwAOUA1AD0AOgA7ADIAMMA9wDrAOgAwQCfAL0AvgDIAJ4AoACgAMQAkwCnAH4AdgCBAJgAcwCMALsA1QC7ALQAygDEAOAArgCqAO8A1wAIAfQAuQDIAPcAFwEEAfAAAwEZAeUA3QDrAPAA6wDbAJoAnwD3AN8AzADJANIAdwCdANcAtQC1ALEAtQDCAKMAtwC2AO4AyADzAMkAxADoAMIArgChALAAgQC9ALAA0gCAALEAvQCeANIAqwCtAIwAegCeAJsAtwCyAMEAwgCtAHYA1ADmAI0ApACiALYAoQDPAMIAfgCQAK4AhQCVAKoAnwC3AMEAlgC3AM8A2QCVAMMAuACoAAABAAG/ALkAwgCvAOgAAQHMAJ8AxgDLAJEAqADHANEAoABwAK8AzwDEANIA9QCqAMYA0gC3ALQAsQC4ALQAoQCDAOUA0ADtAMIAygDoAKcAoQCxAOEACwHdAOUACgHuAPIADgHtAN4A0QDKAN4AHAHtAMMA4QCwAOgA7QAKAbUAyQDaAOcAnQCvAOgA1wDdAOsAvgB4ALEAmgDMAMkAsgCkANcApwC9APMAtwCnAN0AoAC1ANkArgCnAKwApwDHAJ0AkQCrAJ4AfQCIAH8AkABCAJ0ArgBjAJ0A1QCDAJIAugCbANsApADRALQAmACmAIMA6AC1AMkAtADCAIUAmgDhAMEAqgCfAJoA1gDBAKIA8ADkAMoA2QDeAO8AAwGnAK8A4wC/AKYAzADZAMQA8QDKAI4AxgC6AM8ApgDNAM0AiABaAKIA5QC6ALkA7QC/AIEAnwCgAN4ApgCQAOgA5gAEAdoA3QACAfUAzAARAekA7AD1AAcBygDEAP8A/wDrAKAAGgHiANYABAHEALUA1ADeAMEAlACQALcAegC4ALoA0gC1AK0AuACpAJgAkADlAOwAywDBALQAvgC2AL4AkQDRAI4AfQDJAN8AmQCyAK8AzwC7AJ8AdQCOALQAtgC3AI8AkwCpAKkAvQCoALQAaQCqANEAugC5ANMAvQC4ALcAtgC9AKIAvgDVAIUAxgCiANcAtQC2AO8A6wDjALUA4ADNAOMA6wDaAO0A6QDHAKYA1AACAeAAoADRAMsArwCuALUAtgDyAPYAWwCTAMIA1gC4AKIAqwCMAMMA3wCeAN8ACQHhAPwA8wDtAN8AAgHpABABIAHgAN8AIgHeAPcAHgHdAPAA2ADmAMYABAGjALIA1gC3ALcA7ACtAMUAvwCpALwAwQCvAJ4A5gC4APYAZwCaAMgAmwC1ALQAowDhAK8AtgDdAK0AvQDSALAArwDKAJgAigC9ALIAegCVAIsA3gDYAMwA4AC0AGcAoADBAKIAowCuALwAqADSAKEA1gCYAKwAuADWAIwAfQB3AJkArQCFAKYAxQCuAK0AvAC+AL8A4wDRANEAtQDTAPMAzQDfAPwA1gDUAPsA1wDHAMYAmwDXAMQAjACeANEA5wC4AJYAzwDpALkAtQDDAKwAygCIAIgAawCtAJkAiwC0AJsAzACtAMoA0gCyAN0ACQHuALcA/QDuANIA1ADoAOMA8AALAbYAmgDRAP8A2QAQARABFwHLALAABgHiAA0BzwCTAKcAiAC3ANkA6ADXAKMAjQCDAIcAoQCmAM8A2wCxAKEAwwC3AN8AzQDVAM8A1gAEAQsB4gDRAJQA0wDpAMoAuwD7AKcA2QDKAIwAdACYAKYArwCYAJwAYQCfAJkAmADEAHoAkABOAJYAjQC1AKcAkQCgAK0AsgCEAKMAxgDfAM0A2QD3AJ0A0ACkALkA5gD0APIACQEZAQIBHwH7APIAyADBANgAqwDfAAwBGgHtALgAyADWAKMA1gDIALoAnwCgANYA0gDFAMoA1QC2AJ8AmQC4AJQArADJAMEAowDHAOgA7ADUANMANAHGAP8AJQEBARkBJwG9AOEA8QD8ANYAtwCnAMcA2QC3AM0AmgCBALAAdQCvAJgAdwCnAH4AogCyAK4ArQDiAK8A0wC0AMsAvwDeAMEArACkAPwACgHDAK8A8wCPANoA1QCeAP0AuwC6ANcA9wDeAK8AsQCQAJ0ATQCeAHAAvQCiAHsAiwCBAMEAogCjAGQAZACZAEsApgDDAK4AigCQAHIAhgC+AJMAwwC4ALAAiADSAKAA1gAOAfQA2gC3AP8A8gDPAMMA5QDUAOEA5QD2AMcA6QDNAOAA1gCHAJkAqACUAHgAsACrAI8AxQDIAGcAlgCiAL8AxAC9AM0AxwDQANoA5ADwACQB9wAPAQIBCgESAfUABAH9AOgA2gDwAOgA6wD0AAMBxgChAKoAyQCRAK4AvgC2AIcAsgC/ALcAqQCaALAAlgDCAMQA4QC6ALcAuQDBANoAwQDaAK4AoAC4ALIA5QCEALkAggCYAJYAawBlAIwAoACuAMwAxACbAJ0AvQDRALcA9QDMALQAeQCQALUAeQCfAMwAkgCPAGsAfQCgAFkAqgDwAMkAmgCIANAAsgDtAL0AxQDbAM0AFAHBANAA5QAwAeAA8gDpABgBCAHpAPUAugCsAPEAmQCqALwA0QDQALIAvACBAHoAkwCiAKkAbACZAMwA1ADnAMgA4wDxAOgA5gDoAPQAkwDXAN0A0ADhALUAvQC7AMkA4QDNAOwAEAHfANcA+gDTAP0AkQCUALoAugDkALsAqwCMANUAtwCdAKIAtQDPAJMAxgDUAKoAywCyAJsAqACyALUA7QDBAM0A4QDDAOgAtACpAMgAwwB1AIUAvACeAJIAhQC4ALcAugCuAFcA1QCgAIYAxQBiALQAcgB4AJsAugBwAHoArQC5AHcAMwBVAMsApgDHAKAAsQDbAMUA7ADYAMgApgC1APEAuAD5AOIAsgDSAMsA7QAKAeAA/gC0AOkA1QAaAd4AvwDtAPQAAQH0ABsBAQHuAAoB7AC9AL4AjgCLAJkAhADLALgAtQCpAIgA4wCPAJsA0QB4AJQAfQDMAO0A4AAOAQYBBgHFANIAGQEDAQwBBwEfATsB1AAAAecAxgAQAboAxACuAK8AuADlAL4AmQCZAJYAvQC9AIYAxQDFANkA0gDCAM8ACgH0AMgAxwDzAIwAzQDUANkArwCOAKQAggDMAJwAigCtAJ0AyQDzAMMAfQCbAJAAvQCsAFEAdQB/AJUAhwCDAI0AowCyAJgAjwCCALcAwQDZANIA0QDYAPcAvQDJAPEA0wDQAMEAywCtANcAuwC9ANQAqwDbAOYAAgHNANEA1ADFAAYBDAHUAOQAIgHvACwBRQH+APEA7QD0AL4AzACmAI4AuQCkAKEAowCqAHcAkQCTAIsAlgC+AIMAjQCeAJYA4AC3AOIAAQH8AA4B3gADAeMAxgCeABAB1gDxAC0BDwHsAO4A/QAXAfoAJQG6AJoA8QDHALgArgB4AKQAlACtAJoAxwDCAAMBrADRAH0AZACyAJ4AvAC0ANUA2wDDANQA/gDGALcAegCkALUAuQCMAIEArgCsAJEAkgCdAJwAagCrAE4AewCWAIoAvABzAJkAewC7AIEAsgCmAMEAggCeAOgAqgCmAKoA8wC4ABsBEAG+AOYA6AD0APsA6AAHAeIAugANAQMBdgC9AN8AyQC9ALwAuQCIAHIAhAC5ALQArAD9AAgBvwDoAOIA2QCRAI0AtwDmAAQB2gDbAKwAvAC/AL8AwQCtAMgAuwCUALoApACCAMUAsQC7ANEAxgC5AJ0AtwD2ANIA8QCnAMEA2AAoAf4AzADwAAYBywDFAJYA5gDtAI0AyADfAKwA4ACWAKsAqQCeANsAwgDVAIwA6QC2AMwA0ACfALwA2wC/AJAAwQCPAJ8AnACsAK8AiAChAIsAogDIALEAwwCnAIAAUQCQAJkAogBaAGEAfwCLAH0AfwCkAL4AlQBvAGoAjADHAL4AsACgANYA0gCbALcAsgD0AOwAyQAUAbgA2gDtANAA+QDfANgAuwACAb4A8QDJAOgA9gDIAOAAvwACAQsBNQHgAOUAvgD7AAMBrACQAKkAoAC2AIEA5ACiALEAwQBrAJ4AkgCeAKwAtACjAJ8AugDLAP4A2gDPAPUA6wDzAOsAxwB6AIcA2gDzAO0A7wDlAMUAGgEEAdUACQHoANsA0gC3ALwAvADdAJ8A1ADDALIAzAC1AKsAuADlAL0AvQDRALYA2gDRAOAA5ACyALoA0ADGAMgAoACIAJ8AFQHYAMUAqQCaAK0AbQBoAMoAegCwANMAqgByAHYAlQCnAI4AngByAIEAmgCbAIsAsgCiAL8AxgDUAK8AuQC1APkA5AD5AA8B0wDeAKoAxADfAOAAuQCdAK4ABAHXABQBzwDUAPUAuwDXAPcAngDTAL4AuwCFALAArgCKAIUAlQCfALUAegCpAL4A6ADSAJUA5gDKAMEApgC1AOEAvQDKAO8ADwHzAPMADAH9AOEA5QDaAMUAoAC9ANEA1gC8AP8AFgHPANYA7ADlAJ0A3QDZAL8A4gDEAMgAzwDyAO0ArQDdAL8A2ADgANcAuAC1ALgAyAD1ANsA0ADWANUAxwDjAK8AuQDRAMsA0AB4AMkA0ADlANAArwCWAKsAgQCEAHIAigC+AMkAtACWALoAuACYAJUAewBOAJIAcABhAHkAkgC9AJAA1gDXAK8AjgCVAK8A0ADEALQAmADkAMgAuwDaAOAAygAMARIBzwDwAOAA0QC7AKkArQDFANYA0ADpALoAwgDbAKkAlADQAJkAlAC1AJwAngDXAIcAnACUAMUAcwCyAOIArQCcAKIAvQC3AMsAKAHgALQA1QDwANcAqgDRAKAA8QDSAN0AAwHEAAAB1QDHANoA4gDfAOgA2AC/AK4ArwCiALUAtgDlAPYAhQCoAKoAzQDLAMcA0ADpAOEAvQDHALYA4ADlALcAqwDhAOUAvADDALUA0wC6APYAzwAGAawAhACCAJAAaQCMAHcAXwB/AJEAnABNAI0AiwCsAIIAlACiAFQAewDtAIsAowCdAIwA3wDXAMUArgDlAKsA2wACAfYA1ADNAKcA5QC3ANgA+QDxAL8AGgH2AOwA4wC9AOwA4QCsANgAsADXAKwA7QAQAdUApADJAEoAWQDgAOgA6QC0AL8A1wDDAPUAxQDjAMwAuwCaAMIAtgDLAAIB1QDDAOkAtgDoAAEBoADsANIAqAAqAQAB5gDWAOkAHAHNAMoAxgDHAP0ArwC9AJsAnAC/ANQA8AChAKcAuADEAPsA8QDdAMwAwwCiAJIAkACYAL4AtADHAJsAiwCbAIsAqQDLAMoAkQDWAI8AiADvAHQAWgBVAHEAaQBKAIcAfQC/AL4AjQBtALoAwgCoAGgApwCoAJ4AxQB0ALQAsADUAM0A0AD5AN8AtwD7AA4B1gA6ASQBCAEoAeEAnADoAMYAoQDpAN8ADgHEAKIAuAC9AH8AkwCQAM8ArADLAKYArgDVANsABgHtANgA2QAAAfMA6QC3AMkA+gAOAegAuwBtAK4AzADtAPsAvAC+AIoA+QD+APQAtADGAN0A4QAOAdMA2wC/ALQAtgDuACQB1gBxAGgAlACtALIArQCcAKIAxACrAIUAnwC7AKoA2gD0ALkAvgDCANMA/ADCALgArACyAJ8A2ADMALsAvwBqAIAAqQCxAB8BwwCqANAAqwCQAKMAngC1AGQAagBwAH4AngCdANgAqQCMAJsAgwBsAGkAiwCZAJMAugC9AMgAjQCTANsAGgEwATIBRQEWASkBIgHxAMwAFgEAAe8AGQEfAfQAngCnALQA1ADyALcA6wDNAJEAxwCuALUAwgDTANoA8ADWAKAAxgDTANkAkQCwAPAA6wCqAI8AogBfAJoApwC7ALwAqwDVAPYAxgDkAOEA1gCfAMkA8gDVABkB6wAKAekAvADpAOAA4wAGAdMAggCCAOIArQC8AKoAzQC7AMsAyQCIAKkA6ACpAKgAxQC9AOsA2QDpAO4A3gDkANsAsADbAPkA5wCpAOUAxgDEAKkAsQDDAJIAngCCAJIAaQBjAHkATgBNAGsAXwB4AIwAvgBcAIoAmwC4ALIA0gC9AN8AqQCcAKsA8ACoANkA2wC+AAMB4gAWAeAAyADtAPsACQHXAOsA7gDdAOsA6ADvAEwB0wD5ANMAwQCgALQAqwCIAJ4AsADbANgA7gCZAJAAhACLALwAtwCvAHsAwgCyAMMAqwC0AKAAoQB9AKgAbQDTAMUAoQDHAKcA0QDgAOIA9QDRANUACAG8AOUA9gD0ABAByAAOAdoA9gBHARkBEAHaALEAtwC6AMcArAB+AIEAmAB7AJ0AmgCwAJ4AqwCWALIAowDRAIIAvgDCAJMAxACnALYA/QCcALQA0gDEAO4AxgDzAOwAmACwAK4A0QCTAKEAowCdAJIAqgB6AHkA2wCtAJ4AhQBrAIoAfgCWAIUAnwCKAL4AbQC0ANoAkwCrAOIA0wACAd0ApgDgAMsA9gApAdMA/ADUAMcA5QDiAOYAyQB/ALIAxQDRAL0A9AAPAckA/QD1AAoBFgHtAPMAvQDLAN4A7QDmAMQAqACoALIAfwCoAM8ArADBAJkAfgCTAKoAywD7ANMAuwABAf8AsADhAO4AKgHQAAYB9gD1ABYB0QDMANUA1ACqAM8A1ACoAK0AtACMAOsAyAAGAecAtgDTANkA9gD0ANcA3QCkAJQArgC3AKcAywC4AMQAyAD7AKoAtQC5AKwAjACYAKwAjABqAIUAlQC2ALgApgCSAFkAXgB+AIAAfgBkAF0APwBfADYAUACEAJEAfwCBAFoAjQB5AIUAugDTAMUAdgDuANcAygABAf8A0AC0AKwAxAASAfkAzwDiAFUB0QD7APoA1QAQAc0AAQHhAAsB/AC5ANUA9wD0ANQAugC9AGMAsQDhADkAngDFALYAqwCOAM0AuQDJAJQAggCWALAAuwDSAO4A3wAJAfQA4wADAfkA/ADgAO0ABgHMAPQA7gAJATQBHAE4AZgAzQDhAKwA2QDeALUAjwCFANoA5gCqALgA6wC1AHoAvAC+AIsAxQCrAKoAbACNANYAigDjAOUAxQDaAOgA4QDiANsAvQC7ANUApgCVANMAmwC2AJwArwDBALgAxQCEALIAzACSAJkAeQB2AHgAlgCxAIIAoQB0AJUAxwCmAJYAewCDAJsAwgCUAIwAmQDbAPAAkwC9AL8A9ADuAL0ADgHaANEAHAE2ASMBKQG+AJwA1QCBAMcA4wDDAK4AxgAPAdAAzQChAI0AfQCZAJ8AqgCPALcAvACLANUAywC0AMEAgACUALEAugDGAMoA/gAGAccA8ADbAMEA6QD1AOYAEgHfAPAAEgHmAM8A9AASAd8AtQCgALgAlABYAM0AuwB+AKcArwCuAJAAhwB+AL8AugDrALIAqwCjAKwAlQDVAAMBvADrAPwA7gB9ANgAAwHQAPQA1ADLAOAAtQB3AJsAcwCvAMkAhACfAJUAYwB/AGUAdgBfAHcAfgAeACAAPQCEAGYAfQCmAKcApwCPAMsA3QDtABABywC6AMgA8AAOAR8BDgH9AOkA5wAmAS4BBAEAAQ0BLgHvANkA9wDKANMAowC3ANAAxACgAKMAtgC3AOEAtwC0AM0AzwDYAPQA0QC2AH4AwgDDAHsA9AD/AOsA1ADHANUA2wDMALoA0ADaAO8A1QAIAekAxgDQAJ4AhgDmAKQAvwDhAMoA2ADjANcAtwCfAN4AhgDUANIAlAB+AIEA6QAbAekAywDRAOEA5ADGAL8A1gCxAPwA4wCdAL4AgADYAN4AuQDEALoAwQDRAPYAsgDmAOYAGQEXAfYA3QC0ALoAtABrAK8AcQBdADsAMgBNAGIAHgALADYAZwBiAD4AZgBDAIAAkQCeAKsAwQCQANMA9QDjALsAzAC9AB0BBgHyAAsBDAH6ACYBMQHbAKYAwwAjATABDgHrAOAAtwCaAMwAygCSANoAjQCYANgAugCpALgAewCiAKEAeQDVAKEA2ADbAMMA1QDEAOsAkAC7AN0AxwC+AMYAyADUANcAFQEUAf8A4wDbALEA1wDmAPcA4ACYAP0A6ADJALoA2gDGANQA7wDXAKsAkwDGAMsA6QCvANgA4QC7AMkArgC0AOkA9gDXANkA9ADVANcA2ADPAPMAyQDPAGIAvwCmAPQA7ACyAKsAWQCxAKoAfgDGAI8AfgCcAGsAcgA8AEoAmAB6AEoAbABUAFcASwBlACYATwB4AIMAjwCCAGMAbwCjAJoA2QDSALYA7ADsAA4BRgEfAR0BTAFbAUABIgEGATkB1wA/AQgB9gAkAYoApwCOAIIAxACaAIYAugCrAJYAnAB6AIgAwgCxAMoArACyALcArwDMAMoAxgDSAKkAlQDkAL0AyQAIAQAB2QC2ANUAHwE/ARgB7gD9ANMAmQDzAEABFwEGAZAACwGfAJoAzADbAI0AtgCeAKMAhwCrACgByADPAPoA9wBsAMYAxgDYAMQAhwC4AKMAkwCxANMA3QCsALYAmABnAIgA2wCCAG8AUAB6AGwAhgCLAL0A6wDMAMkA2ADrAOkA1wDaAMkA0AD8AOUAtgDCAMEA8ADVAPMAxgC+AOMAjwDZAL4AiACsAJ0AcQCaAKsAhAB9ALUAxgBeAMUAkgDRAOIA8QAOAQMB/QAmAa8AvwDQACIBlgDyAO4A+wAXAQsBzADZAAQB/QADAQwB1wCTALsA5QBUAGMAcABoAJsAigCWAJwAgQCbAKAAgwC7AJ4A1QDKAOMAHwGsAMkA+QDFAOIABgH8ANgAIwEaAUQBRQEnAf4ABAEbAccA2QDKAK4A3wAQAeb/xACRAWoAOQAcAaMAJwDGADUBhgBVAOsA3QC0ALEA1wD+ABgByADmAKQA7gDNAL8AhQB0AEcAGgAsAMb/+f8oAOn/GgA/AFoAZwBQAI8AnACIAJkAsgDVAMwA7ADVAA8B9gAKATQBIAElARgBIgEDAQwBtwDyAOMAtACuAOIAvgB2ALEAjABRAKQA3gDEAKoAjACGAI4AbQCLAKEAkQCEALwAuADNAOQA4QC5APwARgFOATQBLgEIARkBFQEpAUMB9QAjATQB7ACqAPYAxgBoAIoAjgB5AEwAggCgAJ8AgwCkAIcAaACQALUA2QCdALcAyADnAPkA4QASAf4A5wDxAE4BKQEuATABWQH5ABABDwFPAV0BAAGmAMMAlADpAKYAWgBlAHYARgADAEkAUQBxADQAaQCYAFsAVQBWADYARgBWAGsAbwCqAKQA0QDZALUAFgHTAPcA4AD5APcADgH1AAEB2QDvAMUAiAC4AHEAuADNAJYA0wDDAGIAuwC9ALUAtgCoAK0A9wDYAOsA+gAIAcwAIgEwARkBHwH5AO8A2wDBALIAkQCvAIQAhgDIAJkArQDnAPoAtgCxAMEA0ACZAOsA0gCEAJAAqgDIANEAnQCxAL4A8wD1APwAEQHtALgAEAH1ANUAFQEBAeEAkgCrAL4AuwBrAGwAmgCuAJQAkwCtAMQA1gCkAK4A2gC2AKsAjQCfAMsAqwCPAKYAvAD0AOAAxgDQAOMA4gDYAKgA7wDyABUB1gD8AAYBogDeAP8AvwDIAPIA1gDYAMUAhQCUAKgAlQDFAJEAfgB9AGUAvgCYAJIAjgB0ALQAjQCUANMAqAC1ALEAsACnAGkAwgC1AKYAqQCYAL4AyACoAMgArwDTAPsAuAC0AMsAxAC4APQAyQC9ALoA+QC/ALwAxQDNAMEA4gAgAQgBDQHMAMYA8AADAeAAkACjAJsAjwDJAOcAowCIAKQAvQBWAE4AMgA1AFkAWACQAMUAlgBxAKgAowDSAAwBCgHuABQBDAEWATQBcQFVAWwBoQFQAVcBewGYAWcBUQFaAVIBEAEWAegA/gAoAfwA+wCaAMYAzwC3AI8AjQBQAIEAegBVAJoAbwBnAHoAUABTACwAPAAfAE8AMwArAC8AUwAqAC4AaABMAF8AOQBlAJMAiACUALkAoAAKAf8A4QCrAO0AHAHzAN0A1wChANUA8gCxAJ4AzwCHAMEApwDMALsA2gAbASgBBgHlAPEA+gDfAMEABwE2ARgB4QAPAf4A8wCFAH4AhACKAH8AygB0AJ0ApACiAHsAvwDnAJEAhgDiAAYBFwFRATQBdwEpASYBVAGHAWABVAEPAcIAjQCRALIAWQA+ADAALwBTAE0Axf/O/9v/3/8CADoAKABdALEAgwC+AMoA4AD1APQABAEKAUMBTAFBAQEBMgHjACsBMQEXASYBNwE+ARYBBAHoAOgAyQCjAJQAhQByAEsAigBeAF0AeACMALcAlQDRAMcABAEEAf8AZAFJAWsB/AA2ATUBGAEIAa8AowCWAKQAlACKAGUAcABaAF8AcABoAIoAZwCLAKwAYgBzAG0AVwBWAIAAdABUAJgAvABoAIsAqwDKAA0B+QC0APUA+wAmARsB/wDrAOwA5ADdAMQA9QC+ALkA9ACQAHsAjwBTAHEApACPAGwAYQC/APEA+QCDAOgAngC9APoAvgDaAMoAyAD+AP0AyQDzAAgB/QAtAQgB1QCQAK0AzwDpANgABwHmACkB0wDgAAkBygDCAMoA9QAsAbYA/AC2AKsAnAC4AMcAxQCtAC0BsgC6ALkAqgDpAPwA5QDpABcB7gDKAMcAygDuALwAtwDsAN4AAwEPAfsA8AD/ALsACgH3APEA7wDjAOsA4QDCANgAkAB6AIMAlQCQAEUAaAA9ADIATgAPABgAPwAEAAkAYQBNAHUAegC1AHgAxACeAKAAJQH3ANoA/QAPAT4BNwE6AWUBUwEtAS4BVQHxABwBvwDFAJEA1gD9AMgAzQBxAF4AWwBwAEEANQBdAGoAgQCIAD4ASgCDAKYAiABnAJMAnwCUAK4A9ADwAAIB/AAXAdUAFQEJARYBHgEmATcBNAEwAToBFwH+ABwB8ADvAOcAwQCiAJoAnwCfAIUAtQDCAOUAwwDYANMA0ACaALcA8gChAMsA6wB7AHQAogBXAFcAdQCLAE0AegBFAFsAeACKAGcAVQBtAIoAfQCmAJsAhQCHALkAyQC0AJQAagDtAMUAvADiAL4A1QCdAMwA6ACjAKgAsgCmAIoAygDDAFkA8QDlAPYA5AAcAUABgAEeATsBYwFxAWsBVQFOAXkBTQFxAVEBKAElAdcAugCcAGgArABPABUAWABqAC4A5//q/+//2v9cAPf/FgAqAIEAXQCpAL0AvQChAP8AXgHzADoBVgEyATMBRQFJATYBTAEjASwBFgEfATQB/wDhANEApACLAK8AsACtAI4AgwBhAGwAfgBKAKYAugC0ALwAggCZAKsA3QAaASIB1gAJAR0B5wAAAfUAMQHbAK0APwCyAM8AcwB7AIAAmQC0AJAAcQCGAHoAxgCCAGcAwwCgAJAAygCrAJ8ApACOAMgA3QDMAOkAvACqAKYAcwCcAPkAvwDjANUA3wDXAJ0A5ADVAOYA7gDrAPEAAgHfAKsApgDuAMUAsQDZAH0AjwCQAKQAgwC3AL4AqgCTAGwAowCtAJkAeAC+AFwAWwBZALYAfQDzANkAzwDWAOgA5wD5AA4BWgFDAXcBVwFRATsBOgErASsBFAEnAe0A5gD9ANQAyQCiAI8AdwCuAJYAMAB4ALQAkwChAHgAEQAjAJMAfgCIALkA4ADMAMMAyQADAbEA+QDWAPsABAHxACAB/wDnAOcA5wDaAB0B9ADsAOYAwgAUAd0AvwDQANYA7ADIAMQA0ACmAIQAuQDdAOUA0ADQAN4A0QCLANkApACCAHIAmACBAE0AcACZAGEAZQA/AIMAbwAvAHUAkQB4AIAAgwC+AJ4AsAC5AIsAyQC5AMoAlAC6AOAAuADUAP0ABAHeABgBZAEJASoB2gAmAScB8QDfACcBCgEfAeQAsQDGALQAqgCUAKQAwQBzANoA0gDJALUAmADDAJoApwDWAIsAkwCFAJ0AwQB5ANoAqAC1AGkArQD6ANMACQE1ARAB0QDIANkAFAHbAAsBywDgALsAqgAKAb0AzACVAMkA0ADSAKkAogDLAMsAuQDWABUBwwBrAMcAjABqAKgAgACnAPYAuwDrANMAygAMAR8B1gDnACwBvAC7ABYB9wD+AOYA3QCFAJUAsACGAH0AXwBeAF0AZgBjACAAEgArAPz/7P9FABUAIgBXADMAYgB3AI8AjADIAOkA0wDnADsBFQE6AQQBBwENAfMAMAFIAVYBHQGLASMB8wDdALEA8AB6AMoAxACWAMwAkQCuALcAvADEAMMAoADwANEAuQC9APUAFQH9ANgA9wCdALQAyQD6ALEAtgCwAMQAdgB1AKYAUwBTAHQAUABVAKoAmACfAMIAwgCaAOIACAEGAQgB3QDrACABBAHrAPwA3gDmAPMAwgD3AM0A0wDPAMcA/QCoALgA2QDCAOkAlgC9AHYA7wAYAasAwQCoAHoAqQDRAMgAogB2ANMAoQCUAK4AkQCQAIQAgwCUANcA0gC8AKIAngCLAIIAygCrALoA1QC7ALUAwgDZAMYAlQDNAOIAQACgAOMAygB+AIMA6AAKAcwAxgDrAO4AvwApATEBGQEfAQgB+QAgAesANAHhAOMA8ACmAFMA2gCsAG0AyQCcAHcArACBALQAxABtAEYAbABsAMsAsAChAJQAZgCRALYA7QCdAOgA+QADAfQAHAE4AfwAuwDWAPMAvADXAMEACQEJAdgAAwEcAfUA/QD9AOgA0gAPAeEAKgHQAL4ACAHCAOcA6QDzAOcA9QDbAPAAzACvAMcAyQDVALsAxwCmAIAAhwCBAEMAPQA9AGkAZABRAHAATQAlACsAUAAgAHIAfQBMAGoAUQCeAOcAugDbAPAA2wDVADMBBwHxABwB8QDXAOwAjAASAQ0BvwC7AM8AxQDbAKYAzQCfAIAA4wB9AHcAjgCaAGoAjgCSAE0AwwCpAIQAjADZANoA0AApAfkA4AASAWkBKgE0ATsBDAEWAQsBNAH6APAAAQG8AKQAvgCgAJwAsACFALUA0gCqALYAfgDFAKkAnAC0AO4AwgDQAMQAzQC9AMoAwgCUAKgAxQDnALsA2QDUAPUAvgDvAN4A0ADKALwAyQC1ALYAwgDBAMEAwwC/ANkACAGCAMIArwCNANQAxAC1AO8AxwC8AN8AuQDnAIEAxwCyAA4B9gDdANkA1ACSAJsAngCDAGMAkADEAJkAhwCxAKMAfwCvAJ4AvAC/AK0A1QCxAH4AiAB9AH0AmwB+AIIAlAB+AJwA8QCrALsAvgDYAJ0ArADnAPsA6QDwAP8AwwDkAMwAIwHhABQByQDuALkA0QDGANQAwwCjANIAiwDKAKAAmACaAJAAfwCQAKQAdgB9ALcAvwDHANYA0ADYAOQAxQDZAMIA6ADiANsAwgDlAOQAygDlAPwA/QDoACABGAEcASQB6QDDAOAAOQESAd8A7gD2AB4B0gDLAOcAywD9AKMAwwDsALQA4gCiALwAtwDNAMUAtgDMANQA2wDnALoArwBnAK4AvABaAHQAgwCqAL8AuwCGALwAhgBOAGoAigBNAGQAdwB4AJQAbQC0AIoAaADFAHsAcgCvAJ0A0wDYANUAxgC5AK4A3wC1AKsAkQDdAO0AiwCWAPwABAG1ACcBfQGAANYAUQHUAKMANwHaAF0AvQCrAK0ADQG5AD0B///+BCr84wHcBHz79gJiAfj/I/9xAosAWP52ArUAt/+MAFMBzP8QAJgB7/8PAMMA+wD5/3QAHAG9AIoA3wB6AK0A1wAMAa0A0QAZAQEB4gAQAQIB/wAfAScBCgH9ABYBNgH6ABABKQHZANQA5AC/AOcAhACLAKMAhwCCALUArQC0ANYA1QDxAAABNgHCAAYB/wDMAO4AvgDXAA8BpwDgAN8A8gDhAJMAfgB1AIEAfwCIAJsAqACgAH8AhgCxAHQAbQCdAFUATACUAL8AoACUAIYAaQBxAJEAwgB0AJEAnACGAKwA1wC8AM8A5wDrADIB1gDeAB8BrgDFAOUA1ADyAOwA7AAQAfEAqgC/ANgA1QDKAMkALgEWAKYAiwGHAJAABwHdAJYAuwANAb8AQADMAN8A2wC+AO4A0wDgAP0AywC/AAYBGgEZAckAwwC1ALcAgwCxAJ4AqwB9ALcAuAC0AH0AjACDAH8AlQB6AIUAnQB1AIMAigCoAHQAwgC5ALwAegCWALoA7QDkAMoAHwHGAJYA5QD9ABEBNAEXATEBEQElAesA8wDCAO4A8gDCANEA5gDJAKwArwB9AJkAkQCBAIoAkQCKAJsAiwDQAHcAyQCMAG0AoABBAGsAigCFAKEAnQDBANcAuQChAJ8ArADJAGEAmACiAK4AywCwAKoAAQEdAfQA+gDhALIAvQCtAKoAygDxAOAADwGtAN8A2QC9AMsA8ACmAJkAuADKALAAqQCYAJkAsABjAGkAlADkALkAoACfAMIAzADGAK4AvADNALQA/wABAcsA4QD1AN4AKAH5ABUB+wABAfMAFwHxAMcA4gDpAOcA+wChAK4AxgCxAOcAuADHAMEAuQC7AH8AnQBvAIEAxQDgALEA2wDzAKsA7gAEAdkAFgHgAH8AvQDhANsAuAC5AKwA+gCuAPMACgGcAOUA6QD1AKkAfQChAL4AiwCwAJIAngBwAGgAqACnAJUAmwCtAJoAjAB1AJMAgwDPANsAfQC0ALgAsACTAHAAywC6ANMAsQDEAOwA9wDVAO0A/ADpAN4A8ADoAAAB+gD6AAgB8gDuAPsA6wDuALkAwQDUAM8AwwCoAL0ArACVAMoADQG/AL0AuQDUALoAnwC4APcAlgC5AKkAqAC6APUA2wDjAOUA5gD/AO0AvADsAOkA0gDZANEA0QDRAN0A/wDkAMwAuACMANEAwgCyAKcAjACyALkAsQCxALgAjQC3ALgAngC7AAgB4ABDAUgBRgGVASwBaQFvATMBAwG4AK0AuQCpAKcAmQCuAGYASwBHABYASgAmAEcAJgAhABEACAA+AFEAigBQAFYAJQB5AGUAdwCBAJEAdgBIAFMAUACDALUAnQC5AKcAmgD3AJIArADnAIwAsQCfAKEAzwD9AOAA4gAoARoBMwEJAd4AAAHfAA0BKgHuADgBCAEJAfcAGgERAc0AtgD7AP4AzwDkAOUAwgDGAOQA+gDhAMMA8wAOAf8A5ADdANUA1ADzANQA4QACATMBHwHNAAoBCAEeAeUAEAFCAQ8BPQG/AM0A9gDLAIsApwCtAKMAuwCbAMYAbwCNAPIArwCWAHsArgCDAG8AmgC0AN8AugCsAKAAmQDeANQAywDIAKEAzQDMALQAzwDGANEAxwCYAIIAoQCjAIIAugCPAKkAlACIAH8AkQCTAF4AggC7AMMAngCeALkAcgCkAHoAnQC2ALAAtQCaAKQAvgDuANMApwDVAIwA8ADYAP0A1gC2ABUBLgEOAfoACgG6ABUBygDJAPcADAG2ANcA7wCpAGkAlADBANUArACgALQAvAC+AHgAowCYAIQAiAChAPMA/wDJAM8AtACTAMoA2ADHAMYAqwDJANYA5ADsACUBEAHeALcABwH/AMsAsgCoAGoA1QDCAKEArgB3AIIAoADMAHkAbQCrAGwASgBTAIcAoACUAH8AkQC2AI8A1QCZAIgAmQDEAOgA8QCWAMMA0wCUAOcArQDmAOkAqACWALIAuwCUAMwAtACaAN0AywCnALIAhAChAIgArQCnALgAvQC0AJ8AqgDYALAAsQCUAIMAvACDAJAAnwCZAJ4AkQCpAMsAyADGALoAjADXAJgAqQDIAL0A8gAAAcMA3QC8AB8B7AAPARAB6wD6ABAB+QC+AMIAJwH/AOcAFQHUAJAAuwDTAMwAsgDHAPEAuADYAMQA0QD5AMQAtgCbAMcAFQH1ANAA3QDSANAA/QDSAB4B/QDLAOcAywAIAeUA7QAMAfYA9gAkAbgAuADLAJsArwCxAKwApwC5AKsA8AC9AHgAvACiAN4AuQC7AMUA5wDgAPMA9wAUAQAB8QDQAPAAOAE+ATEB/gD1ABIBAAH1AOQA9QCpAMMAxAC+AH0A4ADDAL4A3gC7ANcAxwAWAd8AuwC5APQA8ADCALgAyAC7AJoAkgCMAHoAfQBvAF0ARgBxAJkARwBFACEA/v9VAGMAeAB0AHgAoQDFAL8AZQDYAK0AqgDKALwArgDsALgAxAAKAawAzwDeANEAlABbAIgA6ACcAHQAugC2AJ0A2QBqAH4A3QDhAMwArACmAKIA5QDkACUBBgHaAMkA9wDNAOsAUwELAa4AyQA2ARUBzQA0ARYB0wC/AKgAqQC3AKAAnAC2APQAygDuAOQAuQAUAZwAVwBYAHQAlgCIACYAIQCkAK8AfgCPAIsAeQCRAI0AcwDmAMgAjgCAAJ8AEQGiALkAogADAa8ATgCTAE8AfwAQAEgAhABeAIAAWQA/ABMAmQB7AH8AcABKAK4AdwAyAKgAlgDtAOMAAgELAegAxQAGAQkBawCVAJ0AJAEdATABSQESAYQB3gA6AV0BbAGaAYgALQGXAUQBEgH9ANsAvAADATIBBAGnAGkBwQBAAYABvADaAKcA1wAWAYgA4wDRABYBBAHNAJ0AegCbALIANQAKAaIAeACbAKkAcwCuAOYAGwEiAXYBvAB1AMQABgGMAO4AvgDVAI0AOQCxAHgA0QBeAEUAUAAIAFgATACSAFkA6P/9/2oAOwCrAJYAYQBrAFsAKgHjAP4AlADQACQBUwEnAaYA+QAHAcwAvADLAEIBrwBUAbYA7QDLANkA5gC+ANAA1wDQALIAOwC5AMcAyQCQANcAzwCQAGoA2gCYAPkAvACqAOkA8gDgABABYQA7AYYAagHIADEBhQB1ALIAZQAiAd0A1wAJAfQAZAGIADMBtgDoAMQAdADGAJEA0QDaAKIAvQDMAHkA7AB+ANEApADCAI0AIgFsAP4AHwAEAdoAJQEtAewAZQEJATUB6wAXAewADQH/AAwBCgGiAAgBxAC4AI0AvACDAMoASwDJAJ4AcgBkAIoAlACTADIAdwBRAF0ATQDT/wIADwALAAUAOAB0AGEAVwBwAEwASQAwAEsAQwCHAMj9svnX+p35i/ib+G/3Fvc4+CH5/vqf/Ff/TwHvAwQGWAc5CLkI5wiPCccIZwkWCDQIOwjOCJEI0Af2BxAIqQe4B58GlwY6BtkFdQSAA6UC/wFVAb4APADQ/53/SP+I/q/99/36/Q/+wv2j/Wn+pP0r/g39t/1+/ar92Pxt/W796fzB/QH9Jf1F/aT94/0U/i7+l/6H/rf+Nf8K/4P/6v8JAGUABwBFAZIAJQHJAMoBngEgAvsB8gEOAqUB5wF5AVECcQGTAYsB2AHtAbQBeAEeAfUAAgGbAFoALgCUANb/yP/2/zYAGACGACsBEQGmAUwBZAF8ASsBhgEVATgBSAFHAXYBTQGwAT8B7QF4AScB0wCJARABiwGRAeYB/gCWAS4BVQEzAewALgBKAC8AOwAvAAQAbQCLANMAgwDEAC4B4gDZAB0BpAAUAV0ArQDwAIoBvACKAfsAHgGPAG8AuwDf/6YA//8nABMAZQB/AAUAxACX/3AACAAsABwAg/91AOH/9P8SAAMAGf/O/2j/SwB9/14AlP99AAwAhABqAAoAI/8JAKv/gQAVANT/cwA2AJgA2v9wAJH/1ACwAGoBUgGbAfkA5ABLAZABGgGnAfMBxAHqAfgC3ALQAW8CPQJTAlsBNwPqATYCCAOnAgYCNQG9ApkAOAEfAPwBBQDXARQBhwBk/2wAk/6GACD+lQEV/g4C6v9oAeH/8wA+AGX/y//3/7gAIgGPADkA9QCc/wIBmv9yAfD/QgESAVcBvwBrAeUAJgHgAHQC3QA+AXsB7/+mAYoA7gKl/2sCqP9kARIB7AERAsEAHgKRAGQBWAANAY7/mAEK/xQCSf6sASD+eAA2/5kALgD+/iUArf8X/x//xf7z/oj9Lf8G/7b9UwDG/4cANgA8AhwA6QKmAesCNACbAtkB/wCJAaIC8QDsAvQAQwOQAK0DLgIgAWABLAFvAlb/BAK7/1AA8QFqAXH/mf8WAQYBu/97AukAaAAlAN8C2v/6/4IBgwCx//4AUgJ8/uD/BAFwAFz+tgEfAhv+pgI9ACACCv/2BHMA///DAGAB4wA7/zkC3f1C/28BawCtAEf/dwFDAGD/HgJ8/SECVP4VAwX+awEx/l4BTAAHAm0AIQJtA00CeAN/AeECogInBBQEnwCSA3sA8AJC/9MB5wCB/7QDSf1qA+z9UAPQ/Qv/v/7e/XT9rv5G/T7+ffzZ/lT9Av7F/Xb+z/z0AWf9ngDh/U0A/v92AG0CPAJBAWUFEgCNBaf/nwVdAEgE4QBoAvYAcAMsAOcDowANBusAswTSAqQClAEEAm0CVgB4AoL/jAI6/64D+/xhA1D8CgM2/k8CMP6wAKX+cQL/AHIB/ADkAfUBogJxAhUBowBp/lADz/y7AeD+lf/t/TP+2wDq/Z//7v+F/6QCSQAhBAT/QgUO/soDdQArBL8B0QHKA9QCoQLjBXsADAf5/a4Gyv26AzMBAAFfAs3+owFOAF3+DQH6+p7+Kvr+/aT6av1B/I79efzb/kr+TgBJ/m4CnP5/AgwBqAIjA7IBvgPtAesDGgTQA5QD5ADbAkgC6gH+Aqv94gKT/Z4DDv1AAZD9C/8o/kn/V/6n/rL9bf7y+wD/jf37/RL/0vsz/wD/dgH3/0T+7QAO/u8AlQBTAOkAjwBbAYkDIwMcBy0AjAgWAoQIiwQvBcUESAFrBjgALwQyAJYCRQElAMwBxv9LAZcDsP77Asf8LgLy/H4A0f14/XX+I/4B/RX/g/1ZAID9pQE5AYACjAMHAtAC3gBNAd4AxP+EAIP+W/40/3L9EAEf/bwBjf1o/6T/Nf9NAML+8f4BADcBqwLBA+AAMgVqAksGNQdeBxQJ5waOBtIG4gQuBeYCFAHFAdgASwQvAmEBLgJsAJYCngHSAaMBoP0dABP/a/+iAYn+KQH+/rT/3gB1/WD/Nv8H/Wr+OP0n/nX+bf3A/1L9I//P/y3/TgHHAPAADQJMAQsDLAJHAU4C6v+SAbwBgAGpAIH/hf1t/ir9YP1X/eD65PuJ/Fj+c/8b/5T/TwDOAS4DiAKEAb0AcAB4ABUA3P8m/2L/9gB9/63/9/8iANQA2gHeAs8BQAMRBAgEFQTvBLYE8gPnAxoDMgN+AyQFHwavBFAEzAMCBP0EIAXwBCcDmADF/jH+Dv47/n7+kf38/Ev9k/0w/hr+XfwO+9T5JPjG9u714vR19I30LfSh80f0xfRx9EL1dPYP92v4Kfnb+nf+AAKjBO0Gmwn0C/oNNRDKEhQUWBU8FtsWZBddGFYY9hewFu4VQBafF9UWTRHMDDEHowGn/Gb4g/QT8PLr3ug15pDkFOW95sbo0uor7ervkvLB9nP6bv1V/1wAtQDZAAgB8gAnACH/tP05/O368PmQ+bP56fkf+T750/jQ+Dr6QPvy+xn9t/2W/ir/ggCqAe0CgQTfBroIZQrrC8UNkBAlFa8ZeR2gIG8ihCQQJ2Ep9iuJLtItDSfXH4cXIQ6qBZz+MPdC7tHl0t5v2VHVEtU812fZatxy4AXlEupv8J73MP4JAwIHfQkjCrkJngiFB2gFVQJE/4j7jfi29Rnz4vAq78ru9e+68U70EviB+zP+aAChAt0D4QSWBTkG7gb9B6EJWAt/DHYOKhFkFGsYoh2zIZQlWSn2KwwtLioLJNkbNhJLCD3/AfcZ75bnY+HA3CnZDtiy2MTadt3U4AvlYOmJ7ir0Fvqi//kDgwdxCXwKCwvLCuoKGgo2CeEHEgbrAwwBGf++/Cv7/flL+TD5svmr+gv8tf3Y/tX/pwDMAJQAgQBUAPj/o/9y/57/DP9z/wAAwQCgARMDvwS3BqQI5ws1ELoT/RbBGjoePyK4JMEkLyE/GuMSYQspBVf/hfok9frvlepC5pji0N8u3vDdud6o4AbjM+ZN6YLtJ/EQ9c345fte/l4AEQJRA0oElAWqBusHrAizCScKXAqFCoQKFQrSCTcJhwjeB0oHnQbnBS0FmQQmBJADjwNJA6YDPgRKBTEGZAfjCD8K5guUDYYPuRH0EkUTqxJiELQN1wp6B1EE8wCp/Xf65/bQ87zw1O1p62DpjOhM6GnoQOil6IDpXuqY603tHu8q8ZPzAvbM+Kr73v6wARkEtwbWCAkLywz6DVUP0A9TEPMPzA+8DrUNOwzECm4JoAc6BvgExQNSArQBQQGmAIgA9gBpAUcCTwOHBLwFRweVCCMKdAvfDOUNKg8TEHUQHhCUD/YNFgzSCdgG7gPMADv9APqr9m/zIvBz7cTqtugy51/mr+Wm5fTl1eYX6JPp5Oti7knxPfQV91b6lf2DAJYDGwalCMUKuQxJDgUP1w8VEAsQiw+oDg0ONQ0eDNoKpQlICC8HfAbzBUIFUAWMBakFGgamBlAH7geMCIgJJgoYCwEMaQzLDPAMBQyzCiUJywaUBPkBdf/F/Pj58/Yx9KnxQO/i7Abrf+kQ6bPovugZ6cXpuupG7PztIvCG8mT10Pfh+tb9pACZA4cFpgdLCbkK9QvQDGQNzw2tDXENzAwgDG4LUgqBCYYI+wc1B6QGZQYGBvMFHQZgBuUGQwe7B2AIGwnmCTEKGwvSC2oMqQxTDfEMCAzKCr4ItQbrA2wBwv4N/B/5DPZu86TwH+7q60Xq4ehX6BToEOjc6FTpieoT7PLt+O+t8jb1GvgW+yD+QgGWA9UF2AeyCYkLuAx7DU4OUw7gDWEN2wwlDOcK5An5CPwHGwdEBvQFGgWzBJEEwQTRBDQFEQZKBjMHFwjlCOYJtQpaC1EMJA2TDSkObQ2xDB0LUgnzBjYErwHS/hT89fgP9ivzAPDO7czrA+qu6O/nieeX5yzoIul16sHrye1I8NbypPUA+Rv8Yv81AugEcAeWCTcLnwwgDuwOjw9/DxQPBg4oDcsLvQraCZkIUAeIBpEF0gT0A3MDDAP3AoMD1QORBP4E8AXKBl4Hkgg2CXQKYgtyDHgNwQ3tDVYNRAylCpMIFAauAzcBg/5a+3r4O/Va8szvPu0P69DpgOgP6MvnEOh/6KXpq+qG7KDuJPHg87f2+/kf/RkA9wKBBVEIFArYC24Ngg49Dz0PCg9VDrsNdgyOC7cKmAlLCDwHNgb4BDUEaAM2AwIDNwM0A1sD3wNDBNkEjQWoBpQHnwi5CeYKvguVDCQNTg36DP0LzQoICdkGawTrAfT+R/xk+U/2hvPr8JTucuzh6r/pCOni6PHoaemv6uTrrO1077jxmPRC91v6Lf3H/4UCCgUrBwgJeAqRC/wMtQ0GDtINtw1WDcAM1gv2CvQJ+Aj+B/wGEwZcBaYETwQgBOID6gP6AywEfgQJBdgFtwbEB6sIiwloCiwLxAviC4AL4wqdCRkIEQYgBLwBVv8O/dj5ivey9DPyn+8k7qzsPuu56k3qHup66knrp+z/7QLw9vGu9FH3C/qM/Oj+MQFXAxgF9gaQCNMJLAvkCy0MQAwdDBMMbgs4C68KDQqCCcEIRAiNB2kH/QZ/BhMGHQZKBkIGRAa1BlwH0AeSCOMIzQm5ChULhgtjC7EKowlcCHkGdQRSAkMArf3J+vL3rfX28vvwlu5+7WnpPN3D3L3dh94n4Njg9OEL3lHj1u6Q+bcBIwZoB5UFZgZ/CUoMIA03CwII9AEE/fP6+/kj+Tz2yPIB7tfox+TX4PPcGNgp1YLZJeB56UvyHfyiCogZDikfOl9LCFm3ZsRzPnshfZt+pnagZrpVfUMoM5ogwBE5A/7zrOb33eHacdtj4GTmuuw77+TxyPNu9SP2mPR58WjrV+RO3kHay9in2CfXUtZm1fHVTdiP2t3ZQdys31njs+gZ7EntP+9h8FTxrPFG8XXyEPpvBo0V1yEfMQs9QUYIUpBf/GhYcit5EH7NfYB292lsUWI00hl8AnTnKswHtOSebY8NiWGJRo3wk8qc96cDtzXIb9lo6Gjyd/kZ/lwB7wKsASb+SvhR8Q/rmObm4jbgG94/3dPbJ9n92q/hHelF65joXOl078v2IPtm/Tj/0AFRBhMIvAlVEdUXbh/1K2U4N0JdR1hQFV7yaVxybHh1ew95TnB8Y91NjzDtF1f/ueXkycWx55tOiqCELYN4g3eIZ5O8n/axashh257sOv0nDaIYrCPmK8UtvSzrKmonkiBAGaUPLQXS+kbybefA3ZrXndW/1EjSStTf1+ffT+et76v2dP+mCCMR+BgnIJMoOjGMOxND0kW2SX5ReVhIXrhjbGmYbDxrqWbIW9xIzDFnH+QKh/Pd15O94anXmAaQGocdgQGAIoZvkPyeELALv4jPl+Ju904HDxSZHq8kGCpdLeUtBiieIYMa2BJjCxkDSvnF71fnReAY2zDYztqD2XLag+CT6a7xrff8/scGVQ82GNgeDCMDKmkyKzqNPglAIUWZSjFRe1YlWgFfXWFKYLNbNVIgQgksfR0gC4j0Qdx0xeS0tqP9mx+TPIzYisSR85spprCz0b/lzGPcO+3h93L/hggIDxQVrxdgGT4VRBKfEMQNmwlHBcoA+P1r/K77M/WI6SPxAO9i8Qfvle8i9CX2zf0+/eb+TgI7C/kR7BpCIqUq2zJZO59FfEoWUfFVely1YNZgr1vxU7hHLzJIJO8QRvoh5e3OJcRTs26uYKc5pM+lG6vTtAC648Ofy33VNeGN5l/s7u4782z1MPfX99L4pfe3+Kz7jf2gALoDrQoFDl4UehfrFJoPUBf2EB8QXAeTAcb/4fp1/JzzYfKq8sr2GPoX/t0DQQtvF9UfWCZLLW84Fj9qSA1M11BSUi9Ps025RfM1oyVYGqwJCPg+5TbWu8lgv367srP2r/6w/7Vhuz2+8MU+y7fS0tm430HjzeX262vwnvPX9fT4Q/wLAPAE+wijDP8QzRbJGlIebhdHGucY2BUYFJIJAQnOAckChv16+GH22PYN+s/5U/0dAR8JxRArGLkbpiAKKkswBTYWOPk9i0AeQE4/9DrSMbIkRR1TEZ4CdfPM5uLdldLAzAfG3L/bvZ+/L8OawhzF/Mk+z5TTvNfK3G/fkOQh6lvvePJK9rL8DQGjBYcKrg9sFEMYFR2LH0gcUxoAHBAZJRXYDjwMEAhrAyoCB/7Z+iH4lPr1+sn6SP/uBHMK0g7CFGQcTiEIKOQuvDMzOQo8rz6GOWtETTOnIAEtcg7uAjD0I+ir2sPRxNBpwWTHysrIxxPHPtKm1JTSu9di2MTY/9nJ29bXC9284Urhx+YM8In3jv0ECTMRcBtZIqwnGisZIycbfyXqDlkMQQe3AQ34RvaS9vzudPfA8M33Qf18BYcMlBbGILwmYjT3NuNAwUrrTc9Sb1esVDFN9UYRMFsixhaz+C7sGNzc0a7EG8Ervxu/C8a3w5DKi9BJ0ajSn9Jz1UnSX9GizzbPztJJ0bXWI9zR5CDsZPUfAW8LahbTHfclLSuoLDcpYxbQJx8NBgapA4X6CvgK7/3zb+/J91bxUffGAJD+XQhjDbYbBCAnJW0y4zkwPopGsE0bUqNVylQUUDFNADvgKpEg+QcY+DDls9jJzXDEtL+lvdzBqsB/xEbJZ8sYzxDOY9EP0rDRw9Bb0XTUjdTV2GjdNOUw7Wv0XP9aCfkTdByRI40qWyu/LeQhcxx+HRkHVwec/W/6pvS88JXzRPJc9gLzuv2s/qIEJA23E1UfQiLuLWkyNDpGQdVDaEwWTv5OQEuSSec8RC4HJtYOTgGd79zg0Niey0bIqMIFxB7DqcQtyIjIE82Fy5POAdCozpLQeNBt1PXUL9ln3uvkwuw286H9rwZhEKoZfiBOKL0piiwaJtAhyB0UEhMNvQGb/8n4rfJ182PxKfML88j3+Pr0ACAGug18FrEa/SKdKTwv9zOpO2k/ekOwSMZGkUdZRO84fC03Iw4RigFH83TlEtxG0IjKsceWxQXFRcW6xyzJWMp6yuvMfc7YzXjPIdFX1NXWX9q54CTnMe5/9f3+awhIEaoZoiHtJ20r4iq4LJEfFB9tFhkIlAi8+/L70/Rz9Vj0qfSS9ij2D/7j/KkFAgn/D8cWYBs2JAcoDi5lM7E6fz3NQ3BFCEXNRZ88nDCCKJUXqwfE+bPqe+Hm1UPOoso6yUvHlMctyYjKrstYyxHNFc/KzmDPpNAi063VodhK3sLkv+uK8tT7ZgUzDhQXjh45JjQqBS1fLIgsNh5sHf0VcQYSB+X5v/nI8xbxs/Hy8aXzUfMf+8/62QKhB7sNuBUbGo8jKCbiLgs0kDhMQY1CDEhdRodFST/rLxYpQRiiB4b57+rJ4cLVlc+LylvJSMj2xjDKTsnsyl/K5coWzU7MG82Yzf3QztPK1jDdC+Ri7Fvz0PxTB1QQshnnIJ4o1yyDL1AvzyzyI9QbvBW8CFsCKfrf9ZvyA+/E8LPwqPKU8i72Wvmk/PAC3gjKEYEXAR+oJ6kvHjPfPKRCTkekTfVLf03fSPs7sC2+I+UODfyX7mHfu9dKzOrGGcf/xWfGi8bIyu3Kl8qJykjKC80iykbKV8ztzlrS1NVd3t/m6+/8+KsDaRB+GSUifSmNL7IyQzJ3MGUqtB44F/8QjQEc/TX38vG/8N/sAO8z78rvzO8f86P14veK/ZwEDw9tFrYcOCkRM3o4uUHWSmFQnVZxV71UElPjRxYyCCRLFRb7X+pZ3GDQtsnowPi/XsPuxa/F1sjqzGbMNMuzyBfJUsnExT7FOsh6zdDRvtjZ4xfw8vsGBn4SQx+lJx4tezHXNLUz5C7LKu8llxsaCKcF3vxg8NHtVOlc7RrqzuoC7KbvAPGz7O7y6/Xs+r8AKwvvGcogWyx8O2BE4015WeZfXWa2aJBhmVrJTRY04RyDDZvxh92H0V3FpsGkvYi+zcO+yaXLWMu/zhHMrchVxM6/Or+cvD28zr/2x8LRktss6q34Sgd1E/kdBSkGMKAyiDHrL38tGCeBITUb0xgNEd0G++4Q9iX5G+DQ5/LpZOxB6YTmeeuZ7fbuaOZA86X9agJgD9EeMTGIOhRJq1RUX1hsJm3AcwJvTGQ0Vz88cCAmC0z3Z9mlykzGe7/AwPDAdMdm0BHTDNAgzf3NVsZGvAu3wbMhtdiz27d/w3vSfuA27X3+8A5eGgYiXCcuLY8ttCl4JNQhACAIHO4YgBiAFQYOAP35/yUC0O8I7pztm+5N6bvi1uOh5PvoBOPG6BL15PufBIoP+CR5NPE+5UMVWXFm4GWjbvhvN3QHaYlUx0INKXUKLfIE4MPKBcQEwtO9eMW9yjvPPtFT0sfN48Z4wcG3MrIGsXqvP7RMvFnJcteX53v3jARmEbQZqh4yIpgiUyE3Ho8cNBsmGyod3R26ILUggiFnHKAZovE+0ln66dzHyTTUFdw15zjlNOfG4EH7lfyI7QEAKg6XG+shezCtRVNP2F1CZCdttHljf+F4BGuvWv9EuyLu9UTiZNXzwOK4kbkDxMPPRdTN0+7TItkazaC8VLIZrK6qM6iOqZCzk8aT2Tvl0PWzBjwT2BjVF1sYthnCGZAUrhFvFm4bNCDnIgcmvCn9KrIj2htKEGQHk74Ry+PrhcXO0LHTwugL9dT3n+y85BIJSvsw9IcAXQ3YJMwrUTz8RQddzXBSaXt1eH8ufpl1YGItQUgoHwbI2x/QLcZjvkjB28rt0tnZzuAe2Y7OgckvurqtqKXIogWmyrDcvezJyN3z8CL9cgcBDQAQLhAeD+sLVwnqDKUQfxUpHMsiTykSLYYs3iaPH7MXeA16AgH2h8ruvvLaVt/P3AHi4etl91P/C/Mu4xjvjfoX+eL78QTsFnAtyj5bSE1Uz2X2cQ1u63HRdJdvMWayTcssYBU38QzVmdJRx8vGMMzy1A/Y+9lG2sTL88KFvC+vAquZqWau47Z0xZrTFt6Y7tH5+/9/BRkGuwXIBGUGpQZvCFEPUxZZHgUl2SiNKk8pYSX+GxMTkAvuAk/9G/i37I+zkse47VjlNO4z5Dbrf/h8AUPuNdh68Rr9dwfiDvkNUSNIP/lWCVNzU2hnaGxrc3FxFWhtYNtXIj4xGy/wvsxN1NLQOcuCyqrPpN3m41/hUMwovam9f7Z3saGrjKvJuYbMjdvZ3ozoA/UH/uIEEAHN+9b8GgONCOcHXQx2FJQfein9KYgmYiN5IFIbfRAwB4L/6Pxr/jn8Y/FUsinLj/TA7EL3IuQb5JryMwLO8iLYVu7S+7IPXxsiD08ZIjKqUttWqVOtV4FbLGz8cVZqtF0GVEJG/SizBR3SWMYM0rvRMNeX0SLWgd5d5jzf28M+t7CyC7OauRm00LZJw4PYvudf67nwO/Ju+rwC0ABw+2b4yP+7CTgRTxbZF3kgYihFKk4l3hpRE9QMkgrVBc/+ePvK/u3uZMn/2QrrMu+z9xDtBOdn64D4W+7s4zLvi/ZHCbcWjhLuE/whLzknSN9U7lNFTaRZmmAuZotm1V7NUnU+0CmACdzW2spGzIrN2tf41pbW5Nda4ZHce8nxvGSw9K8muha8mb5oxXXVPeMp7tD15vJt9lf+HAG3AKn+M/+0AzMPzxhtG6Ue4CH7I/AjQB7WE88KEAeeBckCxwCV/Yb7QNkizHThWOqg9t70kupm6DfzSfiO7JvvI/cjAZkU/hg+FaIZ+CqsQIxR+lckTyZQlFmqZExqqGIHVz9BcCuPFoHl7McdyWzIEtcJ3U/cY9dA20/f3s/qwlK0fKoHtI69s8O9yNrR592U6Fv2n/cm9fj3sPuV/5cB1QErAggIKhQuHBIhxiI0IH8fnR3kF7MOSAaNAcQAZwMYBCYC3v/K+efNs8QM33rq4vxo+erqweiM9u7+kvXz9/j6eAbqHoIhFByHH54xGUqaWEdbd1EAT0pbQGlpZjxdgkJpIqgHHNk3zHDKp8kx2creG+XF4N/hBdxZyR/B57Porme2hrxyxiPOH9rH4hbrcvZp9hP4Rvp/+hD9v/4+AcsCxAkIFc0bUyK6ItYgiR7oGUIUogplBDUCWwO0BnEHjAa3BvECTf70xdK63+Ht6DICdf4a7IToavfcBTv30vu8/O8EaiCjH6kVIxSKJjRB61ShXLtNIkvDUmNfoGTiWe5DeSP+DILdDMrrzLDFj9l+4F/m0uKQ4xzhkM+Rx665NbBxudHAQcrx0kTcGuVl6zL4Avft9//5kflT+zP9BQBoAZQHHxJeGEcftCGCH5EdYhlyFIYLBAbQAhICxwU3B8YH/gbbBA8BlfWvuxrATORP7rYHdP6y8DPwTP8ZBjP2S/rB+DEGKR9AGVYQcw+UIKU3Dk/nWP1J9khXTaBVbV1/V1xHISbTEvPqBcv90JTGTNcg4Uboi+ef5M3mYtQAzQDB57TYuq7CDsxG1c3dR+be6c32AfjW96j5LviQ+bX7hgCAAYUFKQ7WE1wbzR/WHeAb6RbBEo4LjAdBA4AAuwNKBj8IgARo9Y7vIvKl8Qf0j/Bu7dTt2PIR+Hj3ovih9l34Zv+UAQwDJQasCUUNDBNmF6cY7h+EK1w51ENxRJ9DuENiRgRMMk9pSEYz/R2sAufW3svCyGnKWtsW4mLnbeVo62XkNdoj0nHBHb1Nw4nKdtNB3CnkQuhd8iT7i/qx+wP5TPck+dL9Kv8H/9wDNgnJEZAayBtWGlsYwBSrEEMMtAcHAz4DRQX2B3wK0graB6QEDgF3/aLuPLkEwzPiuvJoDpAIFvnV+mALoAyh/RH5iO4R/nIYXxj8EQMQ3RSKJJQ7rUZhQdJCIEO1RGdO9FA3Sxs8RCcmCKTeMNKWzPXOW97z4i7k/+bU60PptuGy1mfF4LzowTnGJM+11h7c9eLM7hb4ffpG+7T4gfWE97P7BP0u/4wBkAa0D/sZWB7cHgYcgReyE+EQfwtvBL0AkP/yAgoIiAtSCswHxQLi+vvzk+ZQ5BjnwOvD8an2NfgU/SQBvgOnA0QCFgK/AOUCGgM4AwkHdQxMEGEVHhj4GIsbDB86I6gqxjW3Ot86RD16Po1D5ke4OJ0hm/8w1lTIicdjznLURN683SzpXPMX94Dv3t6QzoDCbMdAy+TSJtVg3UXkqPWaAdEFjwNJ/vz60fvc/+b8Hvss+9ABjQuvF+MclxyoGesWixQcEXELuALE/Gz7jv7nAw8I9gi6CBoJZwnkBov+MvWB5ufklOhr73L0eviT+pz+awY4CewIaASmAbv/bQJwBHkE0wSgBu4JHw7hER0SsRLqElIUWxXuFmUW1hY4GnMg2ikLMDAyQzPPNG04pi+QHbX24NaZxebD+MuR0lLZi9r56nD1YQOh/tLz3d3G0hLOFtDT04zUm9gG4G/xqf/mC7IKTAeOAT0CawIuAXL7Tvem93b/XQsOFMwYlBgrGfIYChncFPsMXQNH/ED6cPxIADMC/AJhBF0HGghrBob+0fWX7fbrxeyw79XxO/SI+ML+PwXFCesKwwmxCBoIawdbBtcFawWPBgcJ5AuyDjoRNRNUFG4VhxYQF7gWYBZHFs4Wdxi5G+IemiLLJfgqiDC9LKAWPfjl4zHTy895zKjLtMUqzD7Y4upK+Vf+A/vV8pnubuqQ6vzjzN2X1nXYnN/n7Kr2jv0lAh0HOg27E3AV0hEMDIEG8ANrBHgFqgQsBA8ENwe9CysQWRLXEfQPvg1kDPAKngenA+b9Wvkx9xf23vRT8xX0CfUR+IX7wv1U/5EA9QFsAzMFKQYLB9UHmwhqCcYKjAuWC98LogwMDXcNGg1KDSwN9QzCDPwL+AoNCeEHpga+BTUFegQcBHIDdQMxBMUE5QVBBnkFUwQIAzoBI/60+1L5xvYw9C3yVfDX7RPt/Ouc6yrrpusH68Drtuya7ibwa/IT9CT2Mvhz+gr8Zf72/2kBrwP8BWEHRgiPCYkKUQw5DRAOAQ7FDmkP3w9LDzkN9AmRB60GiATOAUb/VP2n+uH5p/jF92/2cva+9WH2affi+Kr6cv2K/3EBBgSIBmgJuQvnDSYQ1BJqFbkXuBl0GxMdYx7BHfsbJRk4FYgQpwvfBY//o/nQ88/uW+pE5tjiwd/z3dDc1txa3WfeMOC24rjlR+lB7ezwwPTj+J/8gQAlBfgI4QsZDvcPGBJTE6QUFxX8FC4VoxRaFKcT5hFaEFcOHwwMCpIHsATQAUr/t/yq+sD4Pfcg9tj1W/U79W/1pfWM9rz3nviU+Rf6/fqC/Lj9gf6d/+IAPgKwA+QETQU6BT8GiAa2BucGTgd4B/kH0AfVByQI9geqB4YHDgfKBmQGOwbIBe4EEgSHA0YDFQP0ApQCbwJDAmcCYgIDAhcBjABZ/yX+WP1O/Iv7fPp8+Bn3APb89N7z//L98Xfx4vGD8sXyqvNd9Db2YPiP+j78Xf5jAD0CWATmBYEHWwnSCukMlA5PD3UQRBHYERwSgBE7EaoQEBBKDzkORw3tC8YKCQp6CBMHzARZAuv/2fza+LT1EPM18DDtsuo16QLpZun76N3oHOlX6gLswe4f8CLyofQe+Nb7HP8jAsEEGwf4CfsLBQ5MD4IQGxF5EUcS6RFPEVgQiQ+6DW4MIAtTCSIIkgafBNgCjAFCAOT+pv2G/IP71/or+gn5nPgG+Bz4B/j590r4bvgV+db5MPuJ/OL9b/8qAUYCwQNVBcMG3weVCNIIHglMCXoJZwlcCfYIsAhGCLsHXgffBjgGMgUMBNwCEAJZAf0A7P+N/x3/nP7j/d/8GPwV+2T6/fmR+U75x/io90f3cPfM99/3lvfR90P4/fit+W/6sfsg/d39Gv+ZAAMBCgL/AvEDJgXmBS4GXwa1BuIGKgdUBxAHxAbwBr0GqAZeBgYG/gXVBVMFrwRtBFUEmQM8A04C+QHFAcMBdgEUAQ4B8wBDAbAB6wG/AZMBRQFyAEb/Iv77/Nb7Ifrh+Nr39fae9hL2ePWq9Tv2pfdI+P/4APoS+yb89fzo/R//AgBOAVUCxgPbBAMGpwYHB+wHOwhaCKwIsAj6CKAIXAhWCKgH9AaYBrUF5AQnBNcCuQHlAIAA4f+X/1b/6/6y/hP+Hf4b/gv+0v2Q/Q3+cP4f/87/eADlAEABAwKbAhIDhwP8AxwEhASqBKwESQTsA0UDygIgAnwBwgAOACX/av67/Tb9LPxw++D65fme+Vj5qfnD+d35M/rp+pH7C/wy/J/8Hf00/nP/aQBXAUECNgPuA5cE7ARyBSgGlwbzBvUGvAazBuIGeQZVBugFLQWZBCIE3AMcA8cCLgJ1AQwBrAAKAI3/Rv9H/zv/Df/g/pP+k/7X/g//5P/9/+z/+v++/+j/VgBLAGQAMgAkAIIAPgACALP/Wf8r/xH/7/6K/kn+C/5g/s3+w/4R//z+G/8i/wH/5v7c/uX+WP9f/7j/SgAgAVsBhAHpAdwBTQJcAmICcQJyAoACfQKnAiIDXgMzAxYDCQNDA44DUwP9Ag8D0ALbAZoBNwHSAFYA/v+Q/3b/q/7S/wz7I/QY9Yz0bvg1+3T+3/85AYACLAR+BcEFBgbgBVcG/wXBBeEEFQWrBMQEXQTFAwcDEAOoArICCAPvAjkCYAK7AfMCzQHhADv/0f8gAGcABP+m/rz9NP/Y/jIADf4//3P+Qf8o/mD+ZP6WAMH/VwAf/xP7aPmd+Yj6gf4CAPr9lf/T/Rj+d/5A/lT/AwFRAnMBlwP9AzIGDAafBtEEBgaiBSUDBAM+BIIE+gNDAd4ArwLAA64CkwMiA5MFKwY4BHYDwwQ5BGID9gAKAAL/sv7Y+i/4BPYV9BLu4O0D7jDxEPYX+iP81/5wAr4ExgVCBVAFsASbAgkChQHp/7f+lv9M/wwBVwJUAZUA/gEhAlECgwKkAi8DJwNxAtMC+AEjAmMDYgL3/yEAWf8UANEAQf9A/kP/wQBnAbkC5gBKA7kEoAeACDYJXAidCLsH1AcoCVgJAAoMCLUIUglKB7cGVwcGBkgG+QdGBrEF1QWzBPIEzQOHA4MElAHe/64A+/91/HH85/yQ/b7/8f1n/Kj7qPz0+jn6jfmW+Xn6h/m2+7/5GPlp+pr8N/3c+1785fpw+7366PtU+8r52/ly+bX5I/ve+1/8yv7NANsAqgAvAn8BkQEBAEP/E//0/04A7/8AAhMDQgNQBPcF+wfSB2sHzwn0CsUJkAf3BogGQgfsBRIEmwJ3AiED8QCi/2D+R/7D/az+Uf+b/7/+BP5IAEMAcwCgAYcBDwJlA9EElwP6Ap8AcP6L/oP/8gAZAYQATv+CAFUCbAMpA6AB8QGZAxIDygAC/zn+2vse+5X5TfhK96T2+Pfb9b32ePnR+z/+RQBg/6r+Ev/f/woAtQFZAUAB3wEbAtUBCgPBBNQDugF4AuoCAAHK/vz+9v/W/0f/I/2u+vv5wPpL+/n81/1kAeECgAIZA5wEeQUlB44HPwfiCOAKsAtOC24JdQdHBUEDugHrAVEBdwAiAGwAkACpAML/QgDdAQsEAwXVBQUFoALTAp4CSgJ4AOD/9f+dAIf/Yv3k/Jf8jf6b/539uPuJ/M/91vs9+q/5WvmJ+O/1xvYr+E33V/ep+B/47PcL+0z+ZP+IAPYAzQIXBQEGhgWyBC8FDwd5BwMHrwZyBKoENAQPBJkECgTAAuMCVQPuAW8AMQEOAVcBjwA6AsMCdwJQAyEE+QIMA/kE2wUECOMI9geuBogGGwg2CbAI4wfoBZUDUQNDBNgCjACk/lP9fPz//p7/z//3/l4A1gGnAH8BiwDM/9L+rQAvAsz/lP4u/Rr+efwZ++P7z/t/+9/7VP59/wcAdf8d/1/+5fxa/BD8ffzg/Jj6N/pA+RX4bvnE+vT5ZvjF+8j8r/zs+5H9Tv5Y/Vn+GQCeAYkDfgSyA7MCdwFJAmMCwwHP/3kBJATIBSUFwAXzCHsKswqFC5wMqg2oDe4N7QyaDNcMBgutCB0HzAXzBewEIAWWBdYF6AbYBTEDlwGhAfQAdgCg/dP6hPlj+Or1cvOl8iz1lfWF9fr1U/bv9h72P/aA9Qv1VPML9ND0Gvaj93P3cvga+nD9zf4XAbYCJAOvAssBCQLPAa0CBwKnANMADgOYBboFIQbPBxIKaglGCoUKFQnrB1IFkgOHBH0EywPNAhAB/wDuAF4AZP/h/zD/iP7R/dj7Cvu2+hr7Yft9+5n7mPxD/rL+mv/kArcEUAUmBTMEIAL4AZMBXACiAO8BWAKfAg4ENwUGBGIDTQMIBQoHnwbsBNAEEQVqBVcGywULBfUFfwaKBWME2QNOBQ4FvQMLA/0CsANdAyIEhAQ7BDYDmQMfBOgDggRZBHEEFgSRBNMEpwW+BgMGFQS7AtkBMgAz/vv7T/mm99v29vVA9V71FfdG+Cr4cfkU+2v7efoO+vf6KfuT+a342/j/+en6qPsV/bz94v10/Rr91P2f/TD+Rv4a/nP/3wBIAVoAKwGnAMUCyATxBDsFQwUnBZgE/QOxA1kDtAJvA0sFPQYEBogFEwZ4BzcHUgX0A5kEzARUBAgERgJ+AFb/lv7y/X39fv3h/Xn+zP/JACIB1QFOAjICCQLNAewAnwDWAPIAuAAaAdABuwHAAlsC6wGNAn0CrgLyAdkAQ/9a/q3+nf/I/0n/Qf4F/a39Wf7G/r/++v0L/lD+Mf+N/v/9nP2P/Uv+gP50/qf+5/7+/hL/cP9zAOH/LQDIAIABfgJ+AoQC4AHPAI0A3gCMADMBvQF5AaYAYgA/AdMB3gEoAYoAlgCjAFUAP/8x/of+M//y/5AAYQDG/0H/nf+Y/yX/Lv59/tn/ggDMANEBPwMSA9YDpQT3BL4E/AOiA+YCmQLcAiECWwJMAgYCFAJXAkQCDAKyAcEB9wH5AdwBsgCv/+D/aQDlACUBOAH7ATsCQQIGAo4B1wCRAbcC7gMHBLkDNwQaBNUDpQOzA0UD+wI2ArwBogFpAWsBdgC4/0r/U/5a/mL+k/4c//X+sP7T/sj+Gf75/Vb9hP30/Tf+Of7P/Zf91v01/mb+6v41/77+Xv8aAEsAAQHJAMIAdgBxAM0AwQBMAPH/1v/r/8X/6P+0/83+D/+q/44APQDn/5X/z//r/zgAIgC6/+b/sP+c/2D/+v7M/lb/sf/d/5MAqQASAdAACgF+AY0B0AHMAfMBGAIIAtYBrQFXAaQBDgJZAo0CQAJHAk0C8QIfBL4EFwU7BewEPQQ1A/QBywH3Ac0BAAIoAqEB3gEtAo4CtwK/AlgCCQLRAYgBVQHnAIMAjwA9AJIATgBLAAIAIf9d/lb9jv2B/dH98P3J/eH9yf3c/d/95P2F/rT+Hv/F/0wAMgHkAQMC3QE8AtAC4gJTA9AD7wO4A90DyAOrA28DYQMNA0oCqAH5AL4ADQH1AAMBaAFpAdsBwQFYAv8B2gGzAfIAmAB5AH4AEAEPAbgAYgAAANL/KgASAFMAewBhAHQAJQCw/2b/Yv9m/9z/BwDs/1j/I/+3/lT+Lf63/cX9sv1v/ub+K/9d/37/MgB7AC4BMwEyAW0A6f+c/2H/3/8iAJQAuwASAaABnwGvAR0BbQE3ApYCPAKKAjEC7AFfAvoCZgNqA4UDRQOdAwQE5QNiA2kCsQFlAWUBmgGqAR8CQQKTAhUDGgMZAxQDVgJYAmMCVAIXAqIBUAGPAPn/0f+f/4D/8f4E//z+Bv+z/pL+df6P/jT+Ev7Y/U/9V/2d/bL9oP3G/dX9Vv5w/qX+D/9O/5D/hf+k/7r/3P/t/wMASgBnAGwAWABWAHMAlQBlAFwAuP/q/sP+Uf6N/mv+uf5g/8T/NgDfAB8BwQFIAmYCJAJmAiwCmgL8AscCpQJmAiQCKgIDAvYBIQIeAvUB/wH4AboBawEjAU0AWAAzABIAKgBOAGkAogC0AFoBoQGcAZ8BsgF4ASQBYAEyARYB+wDyABABxQCHADYA0f9O/3T/wf9NAKsAgQCcAKwATQF1Aa8BFwIQAlgC+gF8AagBZQE+AQsB2gDpAK4AqAB+ACwAx/+d/4r/mP8u/57/AgCy/7L/eP+v/7L/3P8iAIwAegBYAIYAegB6AGsAXQBnAC0AgQB+AFQAGgAQAJv/OP/4/s3+Af/Z/vj+IP/C/kH+7f3+/Uv+8v6O/+L/ZgBdAJ0AdwBVALEA1ABUAeMBQAKAAgIDWQMpAwQDkgO7A78DnQPFA+QDyQMTBBsE3wPQA5wDTgNyA2UDIANBA+sCTQJAAhYCPQLtAe0BygFhAWgBKQH9APMAagCWAGYA5v/k/8H/yP+T/4v/cP9l/2D/hf+2/7j/6v/H/8//CwDDAOcAcAGDAVsBawE0AXgBfAGxAQUC/wENAhgCoQFfAR0B5wD+AAAB4ADZAOQAJgHLAKcAcAAXABoA7v+n/0b/Dv/b/rv+b/7e/uj+F/9M/xv///4S/yL/L/+B/4r/Uv9e/+T+zf7j/q7+yv4V/+H+B//4/ij/Qf8p/1//Y/+9/8j/HAA4AIcACwEmAYYByQEWAuQBIwJaAiUCBwL6AfMByAGZAb4BsAHHAWMBMAGWAHMAdwCVAMMAwQAOARQBGQFtAVsBmQFRAd4ABwHmALYA0gD/ANYApwCWAHoAdABIAOv/RQBpAFEAZQB/ALcAsQCHAJ8AZAArAOL/HwAHAPn/TgCMADkAQgAHADAAKgBXAE4ArwCeAJ4AogC0AP8A4wAXAZoBsQHXAQECMgIRAg8CMwIxAikCLwL+AeQBiQJVAogCjQJ1AogCTwJuAmsCRQIzAhsCawLzASAC1wFvAT8BAAHeAOMAZwBoABoA7/8dAAMAjP/R/4f/0v/b/+7/CQDa/w8A/P8eAO7/EgDh////EgD3/xEA1v++/3L/M/8Z/2T/j/+H/7X/of/t//f/RQBIAIoAjgC3AOEA/AD+AHkBswF/AUMBRgFfAVUBeQFJAX0BigHOAQYC6gEOAjICVwJxAoECjgJ/As8CdwJzAmkCTAIOAuEB/wHIAdgBoQF+AScB9gD6AJ0AigCdAKkAfgBNAHYAagCRAH4AqQCRAKMAtAC2AOkA/QA0ARIBmQGeAaMB1wG3AcUBkQFhAWQBSwFbATcBIAHfAIIAoQC4ANoA3gDkAOwA4QCvAKoAqwDPALEA6AC7ALEAmgAZAEoAHwD6/+D/2f+4/5T/nv+c/83/Zv+W/8T/w//5/zIAKAAYAE4AVQCIABMA3/+Q/0P/Jv8m/zn/8P7//vb+pP5W/oT+af57/pT+fP7s/kv/gP+v/9n/3P+j/2j/tv/i/8//2//o/+L/0v/0/z4AQgCEAIoAnwCSALAAzQDiABIBAAEwAUwBSQFiAXABIwEVAdEA3gDiANAAvwCNADAAKAABADUAGgAjAEAAoQB+AOMABwFBAbMBjAFRAaEBmgHpATgCBwJjAvMBFgITAhIC2AFcATgB/gDjAP0AFwEPARYBDAH7AO0A2QD1AP8AtwA9ATUBigHyAV8CngK0AlEDwAPKAwMEbwRoBJEE9QQCBeoEIAUJBe4E0QRvBJcEBgSJA0wDCQNTAggCYAECAaoAIAAuALT/0v90/yX/Iv9w/kH+3P2g/Vz9N/1G/UD9d/2M/d79wv3b/SH+R/4Z/gL+If4p/on+o/4P/53/pv/k//X/4v/V/4j/x/+s/5H/pv/P/3T/kf+U/1f/Jv/p/sz+y/64/qf+mP6Z/nj+Rf5a/mb+q/65/gP///4+/xn/G/8U/y7/M/+N/2T/gP+R/0kAPQCQAAIBYQFEAUkBogHKAQkCggLRAhUDCgMqA5oDaAN6A7sDdANdA1sDegMkAyQD3wLYAgUDbgMkBEIEhwSrBNkE9QT0BMsEmgSdBHIE6gPCA0EDGAOiAlcCkQHsAFcA2/+v/1T/cP89/+z+/f7p/tL+fP56/g7+Gf4A/vL9pf5k/n3+kP7i/s7+v/7C/p/+wf7i/gb/dP/K/+7/HgBAAGUA+gAoAboB9QEmAj4CfQLnAvMC8QI9A0MDuAPaAwYEfgS9BOkEQAVABV8FKQVcBRAFzgRIBAsERwMOA88ClwIXAsMBUwHnAJkAeADu/+H/wP+y/13/Av/Q/tv+fP55/lT+av6u/lz+P/7P/fz98f27/ej9Kv4V/ib+ev50/tb++f4A/+D+4v70/pv+w/6e/rn+qv6Q/rT+vf7P/tb+uv7V/jz/R/9J/yj/BP8c/xf/Iv9s/6H/AQBfAL8A3wADAR4BHwFNAT0BgAFwAU0BqQGDAToBfgFFAUgBNwHsANMAzADSANkA8QCjAIwA6QCbAGQAfQBWAFkAFAAFAOz/6/8HADMAFwBDAG8AGADi/ysAiADMAA4BSQHIAQECPwI/AkECPwKTAqkC1wL4AtgC/wLZArgCmAJiAvsBsAGWAVEBQwE9AQ0B+wADAesABwHGAJ0AjQD6/wwAs/+R/8H/vf+7/8X/w//m/zAAiwCoAJoAlADmAK0AawBJAG0AWQDq/ycAbQArADgAMABYACIAVgA+APD/KgAfAHIAyP9CAE4Ao/+3/7j/qf97/6L/tP+4/8H/8v8GAD8AAwCBAK4AwQAmAUsBpgGLAcUB5QHxAfoBDgLbASoCpwJ6ArwCUwOhA9UDAARqBE0EMARiBC8E6QPNA7EDlAOeA7kDQwMMA90CXwI2AvkBhQFpAQsBxwCtAHYAGQAdAO3/4v+7/5H/nv9r/4j/Zf8//1T/e/9f/1f/Yv8t/6v/x/+5/7D/u/+7/+T/EgA9ACsAgQC0AHgAigA2AE8AaQAxAPL/y/+s/3n/Y/9r/2X/U/9w/3P/nP/B/6P/m/9w//T/NQBNAFsAsQASAVwBsgHVAcwBxwHNAaoB3AEJAhUCJAKGAo0CegJ4ApECOAL4AToC/AEFAigCPwJbAjICCAKQAR4B5wCeAKYAcwBJAHUASAAEADIAIADb/87/1f+y/5r/R/8n/zP/eP8z/2j/ZP9z/6X/rf9k/3r/S/9Y/xv/5f7h/n3+e/6n/tL+uP7n/vD+5v4r/zP/6/4n/0P/Sv+O/5n/2f8lAF8AjwARAckARAEdAVcBhgGJAZgBiQGYAWwBcQFdATkB5gA/ASsB9wCpAKEAlACwAJQAbACVAGQAXwB9AF8AWgCPAK8A5wAzARUBcgGUAaABswHTATwCFwIPAjECZwJ6AkYC/wEfAtkB/wEIAuAB2wHSATwCHwIjAmcCegLHAt8CFgPiArsChAI/AkoCNwL3AfYB6gEiAvYBjAHfAcMBawFgAWgBOQEAAakADAEgASIBCQERAQ8BFAEEAesAugB5ADQAEgDW/9T/bf9r/0X/zP6K/kv+YP4o/hj+Xv5J/kn+e/6W/uX+xf7N/vz+yf76/hL/Z/+Q/5r/CQDr//D/NABoAEYAqQCsANoA9AC/AKwAgACNAGUAUQBrAJAAxgDvAP8AQgEsAX0BbQFuAcgBiQGyAdgBywH3ARUCJgIGAjECggJ+AoYC7QLRAv0CCQPlAqcCigJ9Ah8CTwJIAhsCJQISAvYB3QFtATAB5ACpAFoAGgCj/3n/Pf9C//3+nv7M/rD+kf6l/s/+vv71/sL+of6t/p3+pP6Y/rH+x/55/nD+mP7g/vr+O/+O/5D/y//y/+//dAC+AMkAQgGeAQICjgJGAnsCyQL7AjkDHgNLA2kDOwNFAzADkgNvA2ADTwM/A/8CmgLRAu4BFAKTAUkBOAHQAC0A/v/C/4r/Tv+I/zn/O/88/13/LP+F/53/q/+L/27/LP9M/23/If/w/uT+9P5H/+b+9/5t/4n/CQBDAI8AOQC7APIAFQG/AfwBcgKeAsQC/QL/AtICzwJkAjUCPALsAdABswGnAX4BbQFDAdkA+wDTANEAvwBxAG0AWQAwADsAVQBVACQASQBtAPv/ZQASAEcAVwByAHUAUQBeAIYAZgBKADEAUAAeADUANgALACoA//8nACgAWwBaALEAmABqAKoAeQBxADkAHgBLACMAYgBHAEsAZwBlAEoALABzAJMAWgBpAIwAygDVALcAsADhACABrgDPAK4AxgDaAMEA3gCGAOcAEQFGAUABPwEYASIBEgEPASABUwFFASwBGAHoANEAkAC+AHcAhQCnACwBXAHeACYBCwFBAVABMgGSAdUBwAG2AdYB/gECAiACtgHjAb4BZAGMAYMBTAFJAWUBpQGDAYcBkAGfAdMBmwE5AU8BVAEUAegADgEoAQwBtQC0ALcAtQCfAGYAdwBfAHAAkwBoAJkAlADCANAAywDvADEBeQE2AXEBpQFcAX4BKgHvACgB0ADkAO4AvQDNAM0AnQCtALkA7QDDAJkAowCbAGcAjQCdAJkAYgCWAHoAYgCSAEsA6P+J/7n/l/+D/4j/mf90/z7/h/98/0z/av+6/5r/p//H/7T/xf+w/3j/s/+N/6H/+P8TAOn/FwDQ/wkAIAA2AEsAFgBxAJgAjQCIAIYAaQBeADsASQCQAJsAdwCmAOIA2AAAAQkBNAFNAVwBZQF5AWwBjgF/AcoBrAG7AaEBowFeAXEBNAEDATcByQASAdgAKwEiASIBdQFxAYABfwG2AaIBuQGwAcQB2wG7AR8CLwLsAfYB/AH3AdIBxwHIAc4BcgFQAY0BPwE7AekALQEgAdkAjgBPAF8AAADQ/8f/hv8t/23/N/8///f+Tv9j/3P/sP+r/8v/AwDC/wIAHQAGAE8AagAiAJoArwDMAMIAxQAEAeEA9AAsAdUBegFXAWwBPgELAcwAcgBCACgA+P8ZANr/0v+q/8//pv/V/+v/8f8tABkAAgAXAJIARgBFAGQAjAB1AFoA6P8XADQAMwBXADMAGQAmAEUAOwA4ACMA+f8jACsANQBXAHkAXQAwADMAGgAsAFoAGgDt/ygAEAAcAEIAOwB3AIMAfQDKAH0ArQDNAOQAWwFtAcwBzwE8Ah8CPQJBAlcCswK5ApACtQK5Ao0CoAJ+AqUCSAJhAl8CUwJBAnoCggKlApICbQKEAp4CKAJDAvwB8gEWAvYBGALtAX8BsAFTAUUB1gCdAJEAvACOAIsAZQBhAEIAPgAzAEgAMADg/9//DwA2ADQABQAYABIA6f8OAC0AEgAwADIARwBCAFEAOABcAG0AOgAkAEAAVgACANT/2f/e/83/FACQ/5//2/+6/9n/+/+2/77/IQAWADUAJwBmAGsAyQCmAKAA1gASAdYA0QDzANMAAwHZALoA4QAIAb4AugBoAH0AfgCCAMQAzwD9ALEACwHIACIBEQEqASYB7gAQAeEAAwHuAPUAKgH7ACIB+wC8ACABCgH2ALYA5wDeAAAB2QDrAO4A/ADPAMsABgEjAfMAEgE4AdcA9AC4AMgAtwDtANQABwH0APEA9AAuAQoBAAHnAO0A1wDiANAAuQDDAJ8AeQCOAIcAVwBWAJQAuwC2AI0A5ADeANAAMwHeAMsA5ACmAF0AdABnAGcAYwBfADgAQQAvADkAZwAVAPb/w/+i/5r/YP9P/1X/Vf+n/5v/Zf/C/wkAAAAWAEsAmwCDAJoA1gAbATcBRwFcAUMBsgGbAZkBjQFsAWABmAGfAWQBXQFeAWwBUwE9AWcBewGsAbwBwQHPARUCwwHnAQMCxQGxAZwBgwGOATABNQEiAfwA1AB5AIoAnABqAFkAxQBtAGwAggBZAFMAcABbAEMADgArABwARgBIAEEAWgBzAD8AJABZAHIAaQBNADQAOwBIABYARgBPALEAnwCZALcAmQBjAIgAUQAtAGgAHgAaAFMAYgAcAD0AKwASAA4APABMADMAFwAhAD0APwA+AIIALgAUAHQARgAzAHYAmQC2AL4AuADrACYBcQFzAW8BcwF2AYgBWwF1AZABzQHdATECqAJdApgCmQKJApoCqAJ+ApwCEwIeAhcCxAHIAQACmQGqAX0BVQFcAaABTQFcAUABvgDQANIAugB7AIgAZwCGAIIASAB/ADQA//8vAEkAIAA+AOb/AgALAOD/qf+s/2v/XP+0/1r/bf9j/3P/bv9M/4L/Zv+k/4j/c/97/2v/gP+j/7L/tv/y/+b/7/8kACIAMwBvAGgAiADbAOAAngDJAEkBQQGCAdwBqgHjAdkBGAIAAjoCUwJ/AigCIAJUAjUC/wEsAlkC9gEHAtsBAgLJAb4BlQFvAZkBjAFVAccBYAFqAYwBTQEwASkB6QC0AJQAVwCYAG8AXAA0AHEASADr/yoA/v/Y/9L/SP95/1L/Qv81//3+/P4o/zH/KP8s/3v/YP+N/4r/zP/Z/+H//f/t/xIAHAAXAHIA+/8PAEcAOwAkAH8AeQBdAGgArgChAL4A+wDuAC4BYAFZAYIBTgG5AYABowG+AdMB3wHFAd4B9wH7AfMBEwIKAi8CZQKYAq8CwgLCAsYC1QKxAtsCuQJGAlkCXQIhAr4BfAEsAcsAhQCOAEUAIABCAOT/sv/C/+7/rP+5//7/8P9NAE8AmQBRAFUAuAB4AJ4AxQDQAGgArgCyAKMAcwCdAEUATgBNAHEAkgA0AGkASwA0ADMAFwARACcABQD0/yEAOwD0/8//2v+L/6H/jP+d/47/xv+6/7r/pP+n/8b/0//i/0wAOQAQAAgALQBTAGYAggDjAKsAvgAnAVQBTAFvAWABrQGEAcMBqQGfAboBlAH2AbMBxQGsAa4BwAGsAW0BqQGOAWMBPgFZATUBGwEDAbkAwQDIAIQAgQC5AKwAjgCUAIwAlQBfAJEAmQCPALoAnQCeAJsAlABbAJgAnACOAJUAjgCMANIAuQDBAKIAgQDNAK8ATwCeAIUAngB7AKMAaQBdAHgAZwBQAJgAcACHAIwA0gDbAKQA0QD1AN8A1gAdAdMA/AALAeEAKAENARsBGgHyAK8A+QDJAJ8AzAD+AJ4AtACrAKoAzwCOALIAxgC5AKcAjgCFAHAAvQBxAIcAngCcANcAxwCeAJ8AjQDvALwA2wC2ALcAqACeAJ0ApgC5AJYAdwASAfYA0gCaAKsA6QDRAAAB3wDpANYAAAHHAAoBvQDEAL8A6QCFAI8AZgB0AGgAiAB9AJEApgCQAMYAuwC3AJIAoACuALYAvQCFAIQAugC/AIIAkQCfAJ4AhQCoAKIAogCdALkApgD0AOQA1ADIAOwA6ADlAOAAugD2ABsB4wDaAPYABwHUAL4A7QC2AOAAsgDWAM8AlQCqAMwADwHHAMgAwQArAS0BLQHlAPIA+wASARcBsQDQAMoAkQC9AN0AtACoAKEAnwCTAPkAxQD8AAcBFAEfASUBSAE1AUsBJQECAfEAagFTAQkB8QDmAAYB8wC9AK8AqwC4AOAAwwDaALcAigC7ALgAhgBsAHYATwABADsAIgBYAEAASwAjAFgAZwAuAH8A8ACpALQA6AD/AJkA2ACWAMEA1wDsABQB/QDYAAQB/gAJAf8A/wACAYIAwQCUAMMAeAC2AJgA1AC8AIwAnwBcAHoAggCQAJgAxwCWAJIAqwCNAHIAowDPAHoAogCSAMgAnAC3AJIA1ACOAMUA1ADnALoAzwDdAMYA6wDUANEA7wDfAOQANgHpAKwAtgCyAOEAsQDPAPMAtQDRAAkBEgGuAOMArACkAJYAqQDTAKwAtACWAHcAjwC1AH4AmwD0AI4AmwCaAJ0AewCYAJUA2AC8AG0AuAC3ANYAugD1AA8B+wDRAM8A6QAqAd0AuADIANoAvgC3AKQAsgC4ANUA2ACNANcAtAByAPAArQBPAIwA2QC8AH8AtACqALIAqQBXAIcApwB6ANAAyQDRAIEA3gDXAMEAxwDBANUABAHjAKkArQD6AKsAnADdAAoB8QC+AO8A2gDYALQA5gAXASIBFwHsACUB7gDZABUBEAHoAMsA8ADQAOQA5ADiAOgA7wCrAMIAuQDnACgBAAHYAPAAIAEXARoBGwEcARsBGQEfAT4B7wDTAMcAuADiAL0AoACaAG0AlQB7AHAAQwA4AEcApgAtAG8AZgA0AJgAVgBtAEYAmgBPAFEAJwA7AIgAlABsAKYAXwBKAHYAtgCvAK4AxgCgAKMAsAC4AMQAoQACAfwA5wC/AMoA5AAVAc0AigCoAL8AwgDLALIA2wDyAPwA/gDxANoA3gDfALEAowC0AJ8AkADJALsA5gDkANAA4gDmACsB1QDTAO8A2wDmAM8A3wDfAOsA3QDhAE0B3QDQAEIBGwEHARcBMAEtAWgBKgEVAcgA7gAWAfcADAEAAcgAxAD1AAABxgDaAL0AdACFAKMAoACmAOIAvQC5ANEAtwCVAPwApgCiAL4AcACrALUAywCbAMYAugDQAN8AkgB9AG0AmwC2ALAAvgB7AJEASABJAFoAiwCaAI0AiABsAJ8AeABfAGkAUwBmAK0AnQCDAGEAeABxAJUAggCoALgAtADyAOAAyQABAQQB2wDXANIAwwDRAAEB4gCqALAAwwCcAGYAmwCLALYAsAC6AMIAtwCyANgACAHdAKgA0wDNAL8AgwCIAIIAnQDiALUA3QDRAMkAxQCyAM8A7ADzANoAvwC1AKoAtgDLALQAfQDjALQA4QDUANgAywDNAPQA2QDaAPYA1gAMAbQA4wDwAPYADgHNAJgAsAD5AMQAygDZAPUA5gAAAfkA6ADNAM0A1QDVANYA7ADgAM0AmwDrAKoA2ADwAMkA5wDLAMoAmgCyAIMAfwC4AIIAYgBwAH4AdgBrAGcAbABvAG0ArwBWAJYAtQB/AHEAbABcAH8AoQC8ANIAQAB1AJUAZgC7AMgA2gDBAMUAwgCLAKcAqwDjALIA3QDvANcABgEeARABvQAQASIB3gD3ACIB/wApASoBJQHjACYBFgE1AQEBKgHuABEB8wACAcsA7QDxANoAAAGwAPkA6wAGAcwA0QC/AMkA6wDuALcAvQDNAA8BpACiAIMAoQC+ANEA4gDbANkA4wDHAKcAjwCsAJgAqgB0AFgAmgCEAHoAjwCiAGUAqAD8ANoAvwDEAMQAHwECAegA6QDpAPoAwgACAQYBAQERAdAA2ADvAOsAKgHeAPUAwgCvAN4AngC/AKsAfwCVAIwAoQB0AIQAhACDAIwAtACTAKgAdwCZAIIAdQB4AKsAfgCbAJEAqgCVAK0A0gC8AKMAxwBqAHAAxADWANUA7wC7AI4ArwDHANMABwGxAL8AyQDoAMEAgAC9AK0AvwCuANAAjgB3ALgAtACrALcAhAB/AMYA/ADCALgAyQB+AKIAygCnAJ0AuwDTAMMArgC5AK0A2wDdAMEA/ADPANQAyADXAL8AzQDPAMoA8QDnAO0A4ADVAOEArACKAJAApgASAcIAtwDhALcAywCVAF4AvwC9ALYAxgDSAKYA3gDQAMkA2wD3AMYAtQANAQEBwwDbALwA3QAcAe0A/wAHAaAArgDTALcAzQDHAJwAtADTAKYAeQB7AKQAoQBYALIAgQA/AHkAhgBqAJIAsQCWANIAqAC5AO4AAwG9AJ8A0wAQAfQAQQH7ABIBKAHdABgBCAH0ABYBNwEPAeUACwHeAOYAigC0AKkArwCDALcAoACZAOIA3QDaAMwAvwCoAK4A0QDKANQA7ACxAMQAxACtAAMBxQCWALgA7wDZANEAgABwANcA0ADmANIA2ACuALwAzQDdANEAxwCSAKYAwQDMAN0A8ADaALAAtwCnAOIAqQDBAJMAYQBnAKMA2wDDAPEA5ACjALUA/QCwAMgAoQC1AMcA0gDQANQAyADnAMMA2gDLAPQA/gDhAKYAuADIAOIAiwCbAJoAxgC5AJkAnQBjAIAAmgBrAHsAaABrAIsAUQCcAHYAawB3AKwAxQCKAHkAbwCUAHsAnQCpAIoA3gC7AOgA4QD0ALcAxADWAN8AQgEeAaIA3QD7ABsB4AD/AAYB8QDLALYApgDXALwA8QD0AP0A7gDiAJIAvQDWANMArgDdAA0B8ADjAOkAJAHoAPIA3wDmAMsA5QDxAAoB4ADHAO4AqQDBANEAEAGoAMEA0QCqAMMA0AD3AOMApACSANIAcwCZAH0AtAB7AGIAugC0ALEAvwCiAG8A2ACUANUAkQC+ALUAsACAAJ8AdAC3AL0AogC9ALYA4ADSAJIAjgCIALEA0wCZAHAAtAC4AGsAeQCpAKYAKABvAGkAQgBdAG0AawB0AIMApgB9AIsASwB2AJMAjgCkANQAoQC/AIcA1wDaALgA6wDuAB0BDgHZAOMA5ADjAMQA6wAZAecAuADmAPkA/QAyAUUBCgHyAPsA+gCuAPIANwE0ASYBCwFEAQoB5ADHANsA1gDSAAcBzQDvANEA+wDQANIArgC2AKEAgQD+AMIA7wCyALQAgwCcAOsAwwCSAMMAdgCOAMkA3gD2AO8AyADbAPoAzwDDALAAngCIAI8AtADBAHEAhQC4ALUArgCUAJYAqQCHAAgBEAHPAM8AzQCeAK0AoAC3AMwA9ADVANIA+wDZAHIAywD6AL4AvACcAJYAkQCgAIQAmgDaAM0ArQCYAKIA0gCIANAAmACsAHsAowC/AIEAjACWAKMAhAC4AHsAeQCtAIIArwCqAMQAyAC4AMYA3wDiAKsAugCvAMUAAAHKANkA/ADNANQA3QC0AJMA0QDTAMoA+wDtAOEA7QCPALsA3gDHAP4AzQC9AKsArwCiAOcA5wCUALoAdQDZANEAmgCWAGoAZwCEAIgA0QDjAJ4AdQBUAJwAsgCBAJ0AqQDGANEA2wDfAMMAAwHSANMA0gDoAOUAtgAGAQIB2gC8AMsAqAC3ALUAjgCpAMQApAC+ANYAoQDnABEBDgEVAdgAugDJAKoAvACYAMMACwHXAMQA1ADRAOwA1AC/AMwAxgCwALcAogDoALsAtQDZAHgAoQCBALcAdgCMAIwApADSAJgAwQD3AKwA1gC4AMYAFgHUAP4AqADhAN0A3gAHAQwBBwH9APAAyAC9AMgAnwDuAL4A8ADzAPsABgG0AHsAkgC0ALQAjgDaAMcAxwDGAO4AugDMAKgAqQDDALkAsQC8APUA7gDCAL4AxgCmAMMAugCvALcAlACpALQApACyAMcA6ACOAN4AsgDbAPUACAHoANgAIgEcASIB0ADXAN0AsADeANMAxQDkAMYAzQDBALIAtgCvAKcAoACMAFsAWwBMAJkAuAC+ALkAZwCGAIwAmQCuALEAuwDSANIA1ADnAKYAvgCnAMUA3QDPAJ4ArADNANkAxADFAHgAiwDPAMgAwgC+AGcA5QCIAJYAVQB5AJUAkQB+AI8AnwBBAIwApgCiAKwA0QDWAIsAvwDdAAQB7QDtAMsA4AAXAfQAKgE1AeUAGQH3AAwBLgHIANsA0QDpAOkAEQHEAKkA0gDRAPIA3gDIAKQAmACRAIIAjQCpAL8A3QCxAIQAwgDDAHEAgwDeAJAAjQB5ALoArACuAP0AtAD/AOQA4ADTAKEA5gDCAM8A0ADRAK8A4wD8APIA/AC2AMYAogDhAPIA0QDJAMgADAH6AMUA4QDwANgAdgDxAPEAFwG1ANAA+gCkAKwApwCvAL4AvwC5APYAyQC+AM8AUwB/AJIAaQCeAM0A3wCIAJUAtwChALoAvACFAJQAugCoAH0AlAChAJIAfgBjAFkAbQCRAI8AkgCEAL0A1QC+AMIAlADFAIoA1AD7AOQA6ADuAKkAzADtALEA4gAAAbIA5ADLANgA+wDKAOcA3gCfAJEAmwDJAM8AVQCsANEA9wDZAMcA7wDBAKIAuwDSAAEBHgHaAM8AAQHhAKsAmwDsANoAtQCQANkA8gD0AB0B7gDrANEAnwDJAK0AzwDUAM8AyQCpALIApwDwAMgApgCtAO0ABAGnAOIAzACyANQAmQDpANAAvwBdALYA0gDLANcA1ADYANoApgDbAKMAnQCUAK8A0wD0ANIAqgCkALgAoQCeANQAmwC3AN4AmwBwAIgAqwDMAK8AjgCWAIoAdACSAJQAWQBtAIAAeAAwAJgAjACBAI0AhQBWAHcAqADDAPMAmQCgALoAyQDfANgAuwDvAL8A+wAlAegA+QD0AKsA/gDkAPAAxQC4ALAA9QDaAJ0AxwDbAL8A0wCuAIoA1QC0ANMA3gDwAPIAxAC9AMUA6wDzAMQAwQC8AAIB6ADhANEAtgDfALoA4gCSAJgA5wDCANcA/ACuAPMAtQDZAM8ACQHiALcA5QAcAewA7wDCAMcA4gDZAAsB6ADzAPkA5wDLAPYAzQDXAOAAFAHzAMoA5gDWAMkAuwDDAKkAuQDHANcAzQDgAMMA0QDHALUAnwBLAF4AtwCqALwAcQCIAJ8AwwCQALcAigByAH8AcQCmAHEArgBjAHAAowCYAJYAxQCsAL8AkQCKALYAmQDgAMsAnwDMAPEA6wDGAKEAvwDrANoA9wDPAPcAdgCRANEArQCpAHQA3gDNAI0AyACFAJgAmwC8AJUATwCBAHMAgADBAKMAzwCvAPMA5AC0ANUA9wDXAK4AvwCkALsAxADvABUB/wDxAPAA4gDsAL0ACgHJAKwA1gDtAOEA8wDjAMkAKQEGAdAACAHdAMsAzwDoAPYABwH2AKgA3wC7ALwAxQCOAJwA8ACxAN4AzwDFAIwAvQDTAGsAwgCbAKgAzwC9AM0AigCwAJgAygCgAHgAxQCjANYA0QCRAOYAvgC1AIQAjgC2AGwApgCQAKoArwB+AIgArgCeAG8AbwBwAMsAuQCRAMsAvwCrAMcA1wDsAMYAqgCyAKIAzAAfAR8B8gC1AMgAyQDfANIA0QDzALoAsQDXAOIAxQCbAO4AAAHdAPoA4QD1AKYAowDoAOQA8ADoALwA2ADdALEA1wCeAOIAGQHeAN0AoADIALkAqwDYAN4AoACnAPwArwDLAOIAwwCpAO8AqgCuANAAxgCeAM0AxwDDAM8AfgDYALEAqADUAMYAoACsALcAtACZAK4AuwDHAKoAxwDdAOMAjwCsAM8AzACpAKcAvADrAM8AmACkAJYAkQDVAHoArQC3ANQAhwDbAH0AkgDjAM8AwgCUAM0AcACdAGYAhQB7AHoAgACxAHkAhgCGAFMAkwBKAIIAjgB4AHoA0ADMAJoAyACfAMgA8QC4APcA/QDmABAB3QDSADIBHQHwABIB8QDVAPkABAHoANEA2AD2AAYBwQDjAOMAkQD6AKQArAB/ALUApwDPANYAnADWAOwArACxANcAhgDiAOsAvACwANQAyQDrAPwAygAQAQoBCQHnAMoA5AC3AMkAtwDLAL0A6wD0AMEAtQDKAN0AtQDfAAQBpgCvAOwAywC7AOwAoQDRAJIAtQDyAKoAigC6AOEAiADnAN4AxgCdAKQAsgC3ALgAlACvALkA4gDKAJEAiwCqAP0AmACaAJ8AkACLAHoAtQDaAL8AuwCTAMQAkQCRAN8AlADQAJ4AggChAKwAfwCDAI0AvADHAPkAnwCWALgAqgCrAP4AEAHPAMkA0gDtABgB4wANAQwB/wDTACAB4ADtAMIAvwDnAMQAtwCPAKkAnADBAMEAqADbAOIAewDFAKcAnwCdAIwA/wDuAMgA8wAYAewA0QDuAPIAygD3APcAAQH2AAsBFQHtAOsA0QDlALsArwDjAN8A1gDsALUAugDxAN4AzQChAKwAogC7AOEAhQCgAIEAsQCUAKoAfwC2AKIArQC3AMwA2ADQAJsApADQAKsAmwC+AIcApACpAMUAsACiAMMAygCEANEA1QC8AMsApADTALcAuQCSAJsAqwC3AGUAmwCUALoAWwCcAJMAngCLAGQAcADEAJUAWgB3AL0AjQDBAMUAdAC5AKoAqQDPAPEA6AC+AOUAwwCvAPoA/ADrAB0BDgHpAB0BWgEBAQABFwHwAPEA+gDGANkAuQDSANQAywDJAK8AwwD+AKcAxQD6AK8AsQDpAOEA0wDiANYArAC5ALEAmACwALQA0gDyABEBDAH9ALoAzAD6ALoA3wDxAOEAvgDRANUAxACyAJ0AlAC+ANIA2ACvALkAtACkANUArwC9ALAArgDCALkAyADKAAMBygDTALkA/ACvAM0A8wDoALkA2wDiAPAAgwCiAPIAngCcAJQAcwA0AL0AaQCOAIUAbQCLAGgApgAEAYYAwwCgALwAuQCkAMMAlQBeAF8AOQBtAIsAfgBhAI8AlgCgAJkA0gC/AL8A3gC1AI0AqwC7APUA4ACaAOIAuQDvAOgACQEGAd0A3wDZAO0AxwCMANcAnACcALEAnQCRAJAAgACjAKAAWQBzAHYApwDRANMAygDCAL8AmwDRAPwACwEHAfkACQEGASoBKwEjASYBLAEWAfsA8QD9ABoBAQHhAAEB4wC5AMIA7gC8AMoAtgC1AN4AxwCaAG0AcwBhAFgAiACbAKkAjgDVAJ8AiACwAPoAlgCTAOQAqACyALYAsgDTAKgA0wCkALYA1QDHAMsAzADkAMoAwwDoAIUArgCyAPIAnQDLANsAugCtAKwA0gCyAJgArgDMAJoAYwCdAIUAnQC1AIQAqwBTAIgAjAB1AKsAlQDPAM8A7wDnAPUA/QD2AN4A4QC7AMoALAHbAOQA+wDZAPUAyQCcAKEAcgCgAMMAyACdAG8AiACsAKQAtQCoAK4AqgBeAIsAtgCSAMkAyQDRAO8A8AC/AMcA/AABAeEAogAQAeEAygCxANQAFwGqANMA7gDUAPwA3gChANoAwQCfAKEApgAQAeIAxgCdAJwA3gDZAMwAsQCoAM8A8QDxACABtAC2ALsAuQCfAPkA9gAiAaoAuACwAJkAjgCUAOQAewDBALYAqQCxAK8A5QDpALoAnwDpALcAsgD8ANMAvwCxAIMAtQDKALAAtQCrAOgAmACNALUApADKAJYAkQCyAMwAlACYAKkAzADBAMcAtADfANkAwgDnAPMA4QACAeYA1wDdAP0A5ADZANsA7gDUAOAAwQCxAMcA6wDYAOMAmADNAAAB1ACqAJAAqACeAOwAsACcAMwAiwCoALIAyAC+AMQApADTAMgAtQD3AOAAFQG5AL4AqAC+AMMA4wC1ALYAvgCTAN8AzADJAOsA2AB/AMUArADuAPoA6QDdALkAmwC8ANEAqwDMALEApADLAKMAuQDlALYApAC+ANIAygDgANcAhQCiAMUA1gCgAJUApwCPALwAmwDZAMEAtACsALYAxgCrAKIApgCVAJMArACqAOAAvQBvAMMAtgC+AMsA9ACyAKkApwDCAJ4AqgC8AJEAzADSALIAuAC1ANsA1wD0APkAsAC4AOsAuQDYAMcA0AD7AP0ACQGnAK4A4gC8ANkA1gDHAJIA3QDHALQAtQCPAMsAsAC6AJwArQCtAKgAywDTAPEAxgDFALQA/ADbAO4AxwDeAJwA2QDHANgA7QC0AN4A7gAPAfYAEAE2AewAwgANAcIA4gDGANcAwwCwAKEAsQDzAKAAsgCnAMcAuAC+ANoAuwDVALsA2QCyANYA2wDgANAA/QDGANIA0ACAAL0AeABdAJIAnQD0AEwAogCCAHUAhACgALoAmgCGAKoAoABzAJkAnQCBAJ0AjwDJALUAjgDdAKMApADBAMwA8wCMAI8AigC7AJUAdgCMALwAwQCFAGUAlQC2AKgA2gC0AM8AygDtAAgB9wDeAKQA+QACAfYAEgH2AB0BzAC8ALAAjQDBAK8AzQD9ALcAugD9AKQA2QCwAAAByACfAKEAzACcALQAhQCBALwAwwDQAKgAegCdAJkAugAKAQsByQD7ANcAzQDRAOgA7QAAAQwBoAB5AJ4AtgDPAPwA6ADEAPEA5ACqAO0A7QDyAAgB6wDrAN8A/wD0ALQAoACtAAkBygC6AK8ApgDbAMMAowDNAKQAiwCeALYAcwC0AHoAkQCtAJQAsgDfALIAhgB3AJQAnACyAOYA0wB3AMEAkgCuALoAxwDMALEAsgCnAJAAfgB6AJwAqgCxAHgAZgBRAJgAdACuAJ4AbwCOAKYAtgDHAJQA6QAGAd0A7wCtANYAyQDzAC0B9wDoAKkAnQDkANgAAQG7AM0A7QDKANYAuACnAMYAnwDJAL4A/QADAZUAxwDNAKMAyQDRAEAB5gDiANEA+wD2AOAA3QDJAAMB3wD9ANYA4ACkAMgAFgHxAMQA1QDlAOkAnADFANgA5QDGALkArgDGALUArwDLAK4AwgALAcwAqAC6AKcA1gCiALAA3QCmAIIAmgCbAKwA1wC3ANsAzwDbAL0AsAC3AL0AvADDAL8A5gCYAKoA2wCuAKwAjQDNAJ8AqgC/AIIAuAC3AI8AkgCfALoAhwChAKAAnAB9AJ4AhwCUAKAAvgBsAIIAZgCoAMkArgDDAMwAsQDXANEA7gC6AO0ANAH9AAsBEAH6AOMA2AC5AB8B/wDoALgACQEJAboAxwC8ANoAuQDjAJAAhACjAKwAeACOAJwAuwC8ANMA3QCUAJwAqQDKAKgAngC8AJ8A6QCrANIAGgEZAe8A7wACAfYANwEZAfQA8gALAb4A2QDzAM0A4gChANoAtQC4ALUAuQDLALcAxACDANsAtwDgAPEA1ADoABkB5ACdAMgA0AC+ANcA5gDiAOAAgADoAIYAoQCxAL4AywDFAKoAiwBwAJQAegCBAIEAzQCdAIYAqwCiAKMAhgCfAKoAlAC/AKkA0AC5ALQA0QCUAN8AyQCWAKIAjABkAL4ApwCUAIYAngCbAMUA0ADHANcABAHgANoA7QCjAMIA/ACpAIEAtADTAIsAnAC6AMEAvAB6AOIAmgCZAKoAwwDCAKMAwwCNAKMAlACUAJQAxgDNAO4A2AC0APcA7QDmAOkAzAARARUB8gDeAPcA4QD9ANEAxQDbAN4AAQHNAMYArQC/ANEAugABAccAtQDxALUAiwCCAGsA2ACyAHUAzQCpAJkAhACoAL0AmADPAJsAvQChAKQAuACkAOkA5wC1AKEAxACqANcA/QDPAKIAtwDFAMcAtgDPANsABwG/AIgA0QDEALcA0wBpAGoAqgCOAKsAuACBAKQAcgBkAH0AgAB+AKEAoQBnALsAnQCSAGoAngDSAIsAtgCuAK4A5QCsAP8AvwDkAAIB+QDbAAMByAAKAbYAfQDGANMAywBvAMYAtQDTAL8AxgDvALcAxgDIAL0ArADDAGsAzAAAAfMA/QC5APMAvADfANsAuwCgAL4AywC+AKsAzQAYATgB8wDuAN8AsgDCAJUABgEZAdkAvgD8APoA3gD7ANoA9gC2ALcA4wDnAL0AuwAAAboA1gDsAKkAuwC6AOMAzwCZANEAiACpAMsArgAaAc0A1wDrAKAAnQCtALkA0ADMAJkAxACxAMoA4ACdALgAuACYAHIApwCKAGEAgwCKALUArgCQAKIApwCmAGsAgACfAFsAegCBAJsAngDWALQAmACNALoA4wDNALcA7ADQAPAA/QDhAPsA1gDXAOAA9AD1AB4BGAH3APMA1gCnAM8A1ADlALoAqADhAOUAmgCCAK8AegCPAKoAowBiAKEArAC6AJsApgDRANEAuQCuALQAzwC4ALEAmgABAfcA4AAxARoBKAHNAAAB3wB/AOYAuwD5ADMB6ADiAAQB9gDBALAA5wDIAKwAsQCsALUAxADQAKAAkwCaAPcAzQDuANAA6ADGAOQAGAHZANIArQCnAJkAlQC1AJUAyQDSAHYAmgDiALUAgwCYAK0AtwCVAJkAmgC9AI0AvQB0AHgAoABVAL4AugC7AL4A3gCtAMkA9ACdAMsA4wDHALgAvACuAKIAmAAZAZsAoQCiAAIB1QDVALcA0wDlAB0BBAH7ABABxQACAQsB/QDSAIoA6QC2ALIA6AC7ALoAxADJAMsA4ACeAOQA9wCbALgA4gDSAKcA1wAIAQoB+wDvANoAyACOANsAxQDUAOYAJQE0AfUA1wADATEBCAHnAKwAkQCpALIAvACnAKAAWwCSAJ4AeQCGAIcApwCtAIAAmABtAJUAowC0AIUAgQANAcgAxADUAJUAmwCrAN8AxQDJANgACAGcALQA4QBhAJAApACgAMQA2ACRAIUAoABqAFMAsQB1AMIApgCfAJ4AdgCiAJoAhQCjAHoApwCGAKYArQBtAIIAjQCBAFgAcADdAKIAugDSANcArwC0AMoA1wDiAOIA9ADhAMEAJAH6APAAIgHpAAEBMAE5AdkA2wDfAPkA9QDxAOUAwQCoAMcACwHfAKwAyQCyAJsAtgDPALgA6ADuAL0ApAC4AKEAsADWAMcAxADKANYAuQDBAO4A2AC9ANMA0ACtAM8AyQDXALwAugD6AL0A6wDyAKQA8wCrAOYAjADSAN4AmACiALkAAgG1ALAAzADWAM8AvACtAPMAygDKAMwA4QABASgB7wDRAN0AAAHBALkAqwDLAPEAmADiAPoAuwCBANMAwgCIAKAAtgDUANEAugBzAHIAXwBbAHYAmACkAIQAlACiAL8AbABOAHYAigCBAI4AkwBsAJMAuACtALsAsgDdANIA0gDVAKcAvwD2AMcA0gDUANkA1QARAdYArwDEAMsAkACiAK8AmQCNALkAtwDNAKYApACtALcA2gDfAPAAvADdANkAowCoAMgA6wDbANkA4QDyANUA4ADiAK0AqQCHAP0A3QD7ANYA0gDRAMEAzADxAN0AKgHjAOMAFQErAfIA8wDlANUA0wC2AMMA8gC6AK4AwQDfAHsAxwCxAHYArgDLALwAvgC2AOEAkgCRANAAxQC9ALsAHwHYAOcA3QCyAPYAqQCWANQAggC+ANAA8gDRAM0AoQDMAMIAdQBiAK0AlQCIALIAbACbAJ4AsQCtAIgAgwCKAHYAkQBLAIYAjgCZAKQA0wCNAKYAawB1AMEA4wC2ABUBywD+AKYAJQFEAfcA0gCdAPUAHAH5ANMA6ADBAJYA5ADtABYBxADFAMkA6ADKAHQAowCYALEAeACjAMgAqQCuAJ4AgQC3AK0A4wCcALUA5wCAAN4AsADVAMUAGgEpASwB+gANAR4B8wDeAPcA7wDnAN8A9gDPAMIAugDbAJsAnQC3AO0AqQCtAKIAcwC1ALUAowCtAJ0AyQDsANMAkAC8ANIAsQALAa0AyQDRALwArQDNAKIAoADMALkApwCjAMEAgQB+AKIAsQChAK0AvwCdAK4AowB9AIgAngC5AOIAngCOALsAjgCZAE8AQQCsAI8AqwDDALoAjgDHAKsArAC8ALUA3QC4APQA3QDHAOYAsgDUAL4A5QDxAB8BDwHtALgA8gDLAAAB+gDaAL4AuAD7AJgArQCxAK8AAQHjAK8AkQCaAHIAhwAsAIoA2ACVAMgAoQCZALoAfQCRALAArgC6AMMA8ADQAAwB4AAgAdcA8wAwAQABBwEqAdoAFgFOAfwABwEKAQ0B7ADmANcA1wDKAN4AsgB/ALsAhwBzAGwAmQCAAM8ApADDAMEAngDpAKsAsQDfAA0B2gDlAPUAtwDNAKcArQDIAPYA7wC5AJIAfQCPAKYAgQCLAH0AxAB6AGMATwCuAKkAjgCYANAAcwCCAIsAmwC9AIcApwCFALEA/QCNAJYAkACdAMQAsgDGAL8AugDPAL0AowDjANkA4QC/AM8AlgC/APEAAwG8AOsAwQDyAP0A5gDBAK0AuwDSANYA6AAHAawAngD1AKIAjwB7AKkAsQCWAIoAegDKAJgArQCTAJAAtADHAMYA4gCdANEA8gDoAP0ALQHwAPQAzwD1APYA/AAGAfkAHAEEAVYBNwEkASoB/AAKAfUAwgDNALoAdwDjAJMAkwCsAKQAdgChAJAAbAB7AG0AtgDXALYAAQGIANAAvgCrANcAyQDSAMUAyQCpAKsAowDPAPUAvwB6ANoAqgDMAJEAbwAuAHQApABaAJsArQDEALIAngDLAIsAmwCoALAAtQCrAAYB0ACDANAAqgCrAMMA8gDnAO0A7QDjAOcAxQC6AN0A9QDhAOQA8gDUANsA2gDyAMIAqgCZAMUArACPAIwA1QDhANsA9gC8AHoAvgCIAKIAmQCwALEAmwCuAPAAsgDHAMgAwQCwAKIA9QDDALUArgDkAMQAtgDQAM8AnAALAQIBvQAAAfwAJAH7AAMBCgHoAPwA4wARAcMAwgDyAPMAywD0AMcA4gDLAIoAlQDBAGcAkQCYAO0ApwCbALsAyQDnAMQA0ADGAOkApADiAIwAqwDLAKcAvgD0ANYAjACcANEA4QCcANsA2gDCAKMAgwCKAHQAnQB9AGQAcQBtAJ0AtwBcAKAAYQB7AI4AnACeANUArgBkAKEAmACFALcAqgC3AMEA4QDYAMcArwDkAB0B9QDRAOIA6AAHAd4AtwDiAOwAtADNAMEAvQDWAOYAsQC4AN0A6QD+AO4AxADNANIAmQCaANIA3gDlAOwA1ADQAOIA/gCpAPIA1gCjAK0A0gAPAfUAqQDwAPIAJAH+ANsAwQDpAM0A6ADkAOYA5QDaAOUAzADBAOYA5gDsAM8AwgCwAKoAwQDRALgAvQDSAJkAywCsAOcAvACjALsA0gDBAKAAogC5ALAAlQC1ALgAkQDUALkAeQDKAKoAiACLAIUAaQCIAKMApgCtAKgArQCkAKQArACxAKQAtQD6ALoAuQCeAJEAkgC0AK0AqQChAHEAXgC3AMQAdACNAIgAvgDUAMUAzQDJAI4AsADaABgB3wDLAN8A2QDIAA8BzwDdAM0AHgHKAOcA2QDmAJgAvwDsALIAggDIANUAnQCtANsAvwDEAHEAgQCOAJ8AjgC7AI0ArQDJAKEAnQCjAJsAiAC4ALEAzACrAL8AwQAjAe4A7QAUAfIA9gD9AO4AJAH3ANEAHwG1ANkA7QDQAO0A7ADFAN0AyADKANoAzwCfALsAvgCvALYAqwCTAJIAkgCoANsA2wC8AN0AyQC3AKkAvACtAOAA1QDIALEAuADMAHoAnQCFALoArgCjALcAjwCiAIUAyQCIAKIAsAC+AM8AiACFALQAowC7AKMAigBcAIEAxgDJAOYArgDJALwAuADEAKEAmgDRAMYAuADVANgA0gDjAN8A3wDvALgAjgDTAOQAywDNANAArwDIANUAqQDaAMEA0AASAagA1QDZAMgAzwCYAPoAygDfANQA0wCtAK0AzAC/ALsAxwDIANYAywC1AOAA7gDrAMkA3gDyAAEB6wDkABABDAEBAfcA8wDQANsAuQDNAKMAtADJANUAnACmAJQAywC9APX/BwD7/wMA/v8BAP//AAAAAAAAAAAAAAAAAAAAAA==\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Channel 0.0 (128x343):\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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j5ahdKzuLFSxVrqwfq21HVw5inFSb97NjHDuCy6XOE86xp3d3Vs1mx8FH/uL2\nW37T/2GThHWfj3w/3/FfL19wPx2Yyx6tm8NECInrpWeePO7iLOowmR+3VqW5sxtKTbmyyh38VenO\nlmu7tqLlFrO4el9FS0aXqh7KZzEr93/1wv9mL3u5HTt2fA7097oaIihfrF3ycgROdbVLJdZV9brR\nVttEkrAOeanEU72hlWTraTkMia/fPvLueOYUprJdIHMbJm78yOAiX4Unvg73vPFXHJlZA39It/zj\n+I7vplsGH7ntRrNkjb1puLFsMPBKPmTUC5KFdFDmt+V9ZmlraKz6NndE8EbEfQmpAXvNfjZnRKrb\nbimyitr32vJGSuPrM3hdd3LdseMVYG18bw2qVfebvOitLoK7WjVXqzWXlOxtsWDqLCB6vfpFO0BK\n/msdVujLtcux/fbmyi9OD3xzfGhkenAzJzfRSaKTyMmN3LiJpI4nHfgh3vK76S2PaeDoZzrJJBUe\npgM5u7blAGDMQp6ccX55a1Km0dwsSHUJpBXJTiUvwNvwQ7ObDSU/QOz9+wn8mG0FTvkM6vclCS69\n/DTBTq47drwG6EIoLRS6Vmqr6axKvPEIHBZiss2o0ho5LXlfFw+tXWzRcNMgJgk4Gz11pZnlUJwo\nb8OZX4SP/Dw8cHKjBWfjuOaOD/nEd/GO/3z+BT9MJ45+JrhEzJ5z7BmThWOrClPNFTgHZBLcLM3X\nWq1WOaiF0PTSdGM/2u/VgpY7sdde/Lp2QzEJIN2C3vk2HuuSbixeeyrWjh0/Udx8m6wiO9ivNCx6\noitkuPaCVtQKtO6IqitOWrd8tbCwkbaX7chpCUy5jD1/uN4AcNf13PkrvSQOMnMjEx7lqoEPeuL3\n8xf83fkb/vn8BbfBLA0xe55Sz+M8MGfH0EVCWX2dojcCjcC47PKCtc4q+GkJmWnjrJUwozbt2c1W\noeaTbG8m0CrjKn/YZyNA4iWxk+uOHa8Al3e+LQ2sywdrCtSGiNzq2JwXDbVNOqkFvcSjWIJWXTWd\nzZTvVpXx5edlhLRTCMo8BT6cj8zJcx6uBMmcU88/+J/jJXPNHe/jiW+vd42Ef3G656v+XMZlhSHF\n5pM1K1axSIF5XKNsBiXqN2sKVvYgATRBmBR/Nc1URVrSVQ5AqWRTv3h861BBApyTNohRn//S2Ml1\nx45XgObhXK2+Xme4rje9VM1UnSzTXKpLp7wsNqzVW7MkOYFk0YWmwW5fQ07CFD1d8Fxix8f5wNFP\nbWV2RvCSPOC3AAAgAElEQVRkgkt4l3nTX/mqP/M2XHAoYw4kFa6p42EciMlGX1MqL8AbiecEvubL\ntupZ2vt289LUU2fNOFGTPVSkVOrFYeBW/l63DA7kUu37yT6jfbX2jh0/UXRPtq6l+jpzWKrRlvEq\nyxTWJsClkEfqheyNYOyYbVsI2vx9gNQIWZf5+6kY+4G588zBM3vTTr8fb3mKA06UMXse54EpB359\n855vhvvNAMGstqkgq9D7ROcTgu3eCj5zBuLsCJMjPC1DE9Xfu95Um/sSMXhYGlJNj87Lrx9bQLge\nnlh/7aWxk+uOHa8Al68dm60DrDRTD6JLldqsWmWkNfXlL6ujtiTwZcHhYtVaPKGNbARraAESMiFk\ngrdvjilwlp6M4FAyRpq/uXnPL/uP3PornSRm9eSird51V8ByYX//eMd1DsyzZ54C+SngLq6RehgX\nblyvzK5TVpsUrAwiy9eqd3UdPfi8adW2EKyu85LYyXXHjleAqrNmWTria3uWVWNb4s2rIzHPJABd\nEVGbYoLmpfVTcRwoZoxVRSfP6DpScvR9ZIyBsQt03l7IXTfyF3fftsksX5YWPqYDH+ORxzQQ1TPm\nwJgC1znw9HBArx65Ovzo7Mg/2utJw7oyXz4DKQMQn8QErtKx1FlQS3tOtkAXF8vnWKIYU2327bLA\njh0/TaybOzWMRYdFl7Qu+RIu7ZISyuqXOvKZfTn699LWm7jiFQ1Xu8Y6ZFuyLJXjqoLVMgo7iicr\nHDvh6+MTf3H3LX96+J6fhXsOMpNxfEgnrrnjMQ2MOTDlwDl2XOYOVSH0kQiWLTCrLSCUlce2TGNV\nnbXFCq6Cap6vaVmPw64r3xr4UocRqg84XD7DBAE7ue7Y8SoQj4tdyki0jHyuglc267VZxkBreEvN\nGGhHajUdVcpW2Pkkbe6+6rRm4jdjvgVQO7JXVJXOJ35288QvT/f8cvjIz3sj1WvueNAjD/nA+3jD\nYxxsyMAnRsmMPjCEiHcZ7x3uMJO7xDwEchfoPzjzurJIALncUKA2taRk0eoiGdTPItfBgpUk4ExP\nbsRcg14+Y77ATq47drwC1IjA1p8RQcTM/Vq11uJ1Tb0FYtemzyaWsIyz1uus/awuQbY4KSPqMloq\nsyCl6hWf8eXXTT/zxXDhpsyRfown3nPDOfV8mE9EdXzVPfFld+bkJhLCOQ04yVxT4Km3EBipQTCi\nzNGRLm6zaNDeb1E2KolOy16w2vRyZUmhemxCq1vetytB28ryGbi5VOJ+FVLzgtjJdceOV4K28wks\nzUrEEqCwhk71c1ZvJ9iRf7EvFTKRTwlXslrVeqj5BNI8sy6BzoJ0ztwFaoT+cB34J/2CP3Q3DD62\nVdsxO74+PPGb4w983T1ycjZEcM5DC8yeyguUEvgyz5547ZDS0Nq870qoq8EB02RlNdpq77NKBH5e\nuQH02WcH1OGB6h3eG1o7dvxEES66rJbGqkgzzQtJQIvLXtLqsc14bxprXegHP6ZFlmV/KxJOQxmB\nBXBqPyM5UvRodkxjx8PTAeeKiyAk3hxG/v1Xv+Pfnb7lF+Ejh1Jyn/PAx3Tiw3ziu+stf7iceLgM\npORQFbtmEkSqHlpIfb1skcWWVWMFaxZCPDxryuUlKUySgiwWthxkEzreFhy+9L/Zy19yx44dL45V\nmMmaPGrkYNUQ7bEWFdgsVrXh87zJUx++IiK0pEn1snhmGyGLxf5labHS9mdHzpmhi/zVl7/nr25+\nxx9173njzHb1lAee8sDHeCQjnMLEqZu552CkilXeFdlDHkDnRe5Ymlql+q5e3zJE4OfluVokjFzs\nZ/9WcMDzLNiXxE6uO3a8AqRhNW1VNr5KBPfM/J490LFau12+UZo6a811PaFlMoCSvWu5AxbPBzma\ndksExKGpyAoh40JGfAlyOV55E2xoAOCqHUkdD/nAOfd0LnEXriQVHuNA8JnLXFKw6uhrkna810Hb\nFgLJlvTlJ1q1/cn7rl5WXbIGFl/sUrWvpQBd3XReGju57tjxChCedHELrP2s6yNzkQLUL3qiPYhN\nsEszz69yCupOLrtQ+S2rhaVcjXjVgw5Av5CqAM5nui4xZ8ffP/6MD/OJmzBy9BZHeOev3LkrX/kn\nrtpx52/I6vhuuOE+nyA6I9bJGlk2orpMXLlkX4sn05PdbCRbE7E2AwX1MyhOiec6ayVe4qqy/0yO\ngZ1cd+x4JdAyopq71TRWrfL8j9itGkkuv+po60K0JiGI02a+T325Rh2hLdanNVOpChoFV7TW0zDh\nRXmYBx7mgcFHfn3znrvDlZMbObmRjE2ZzeoZsycmjx+SWbvEoQpEh8wlv7Vaq1bGfzxoCWjxTjdN\nrnUlXn+1qS5nk2pabzoraaWF37wwdnLdseMVoP7nbwsHg7QoviYTVOJMzyvQQiLrsBe32iS7TuKv\nlV0h7ZoPi0C4CCl58iyWlDUkS6hS4TJ1XKaOnIUvby786e0P/NHwkS/DU8kW6Dnnnvfxhn+5fsHv\nzm95OA82PJCl2L+kdfarY6AGebtY7FeTLg2oMsVVbyKViMOlrtZeHhcH87hqeY+b7bBlVPalsZPr\njh2vCJIscZ9JN5mkAGT73royrTF9TWOs1VyEbgTJean8iqMg9VoeL7j1HH+JH9QhI0PCBUVctm5/\ncuQsOKfc9iODt9nUc+4Z6dqU1nfTHb+/3vHD+cj48YBcXdNZZZbSuJKlAmXJStjYqVa/y4qQRYu+\n6tffN7L1V7OmbWQAB+kA8fjyXqydXHfseAXonnLxsC6rWWqVuany1g6B9d/LFgJWR31bpy0LQdfp\npVrRqcKMjaSqVctkhSxocmQyOQaimvdVnHL39gLAh+lIUuHWj9yGkU4SJz/xVf9EVuF+OPC+y8iT\ntyGFunWgkGrdMtA8qquMgU3MYvGr1s9k2bFVJIMILpkfmFyDaVYSwqq6fWns5LpjxyvAfFp2SwGb\nTafVGbCesa/G++Uxiq+EUp0EsGnorENSgGWLbLU2hfokIAmqrhCcIl7pDzN9SFxjx3d6yzUFOEBw\n2SpEdVxSx1PqucYATslDRryUqlXaa66DEHWli2PJZ63E2RYWiuKQzfuoaFIJtTKvlXiVILRp1y+N\nnVx37HgFiEf7fTOttCbY1XZXlE/8sG1YQKQd85tEUDYZVK9sW1ooNgYrReNsWwm8QshIIVbXZYZh\n5jTMDMHO8F4yb/srb8KVg5txKOcceIgHfn++44ePN+jo7YWuXA0VG6J3kN3y97qEseYpWH6CbtfW\nlAq3rQ3XlZe3/LA6XLF+3ktiJ9cdO14BcldCR1KZnlppqFrHYOvEkodUtsMaaZQqLS3eT1jIuB2R\nRTZEVyu+mo/qZsFNQnalsz9k+uPMcZgZuoiIklQYXG5hLm/DBSeZuYy7jikwpSKIhgxO2gYBpL6g\npRJtN5N5yROQtNwcjFi37oaWJeDNtqblZpRFSgVeCHctBewTWjt2/DSh3vRBp1UoZCUB6DIcUMjI\nj1AZY1n7QiPkzfOr1oragql1FetNzzQbk5I7RbuM9BnXJ5yzPIEpemJ2DCHx5e3HFuZyzn2TAx7T\nAMDb4cr1NvAh3pCvAZkd7lpkgaaR2vtxK2Kt01nrG4KUirS6G+pNYuOAWA9QREtOVGfl/fMgm5fE\nTq47drwC1ASo52uwN+OvHmLRJauWKHFlNVo7CMIy2rreOlD9sSqlYkSJXWkYiVWv2TtqET2pEGdL\ntHJOuTuMZBUuqSMjhCKi5tW5O2VnywmzvXjtMskJOhrJtkzaaMS6XrH9ScKXtpjZBbpYseqNpd5A\nXMZGeN3y9eYBfmHs5LpjxyuA5FJF9itdsRCD1g5/IYlNxmkjGWne1nqErpLCxs61cgzAKhO1kJok\nwV1BJ08+CEkF7bBpLck8XAdSdrzvTrw7PPFueOLWjzgXcTlwcYmMMM8Bja7IEKWTn20DQrgUUl1V\nr1LkkDr0UN9j3Xy7mdLKq7fyfNT1mRRQG1n/RvzA/2fs5LpjxytBO/6viLBWeM3j6RbT/zoUG1bH\n/4iRWgDtyjDBempp1pZKBbbhIEeQIpWqiDW1ikUKKMlYCVVhTo6vjjNvuyu3fmRwsUxlBe6nI98/\n3nB97CGuGK02rsLymtfWq7b6uvyWg0BoEvRyg6gywbOKXb2QOsu4rTkDtjZHLfxlr1x37PhpYj2y\nubEarUZbTWeUoiluqzaghWrXxYW5jJFWwl0i+uxr5hxYNZaykIKSjxntMvQZPyT6PhJCapx/6CLB\nZWZ13BebQ1THU+y5xI4uJIabibkLVrRGB6NvRJ275XVWl8MSkl06/rJqTFHeQ9JFCuisQs+lIgaa\nBav5gDMgy+bYl8ZOrjt2vAIMH806ZKOvq4q06K2VIFyyuP0aG5iGxR8KtFFZN4G/bsdE1+u522qY\nbjVy61aZsuUcLRiBxehJySGiBJ+4dwem5HFFLE3ZMabA09Rz/3RgeuiXMd2yt1u9/Tyzjllzq8LF\nMvq6iha0m4AuBFsr17J14DlcyYFdjw/XiveTZYcvgJ1cd+x4Bbi8c1sSrF7W6kv11RS/HLVb/N4M\n8CxJq1a2m2aQbCxJLbS6RhC264nluCpEFQuSESw2UIU4B8Zjx9vThbfDlYOfwYN3mTkbAZMFktgS\nxCib0Vc3LQ26tdyReiH7VXW62pEFoCplZbguWqwrFezq9YtaU4tV2E31Eb8kdnLdseMVoHXGy9F9\nnZ6/sVmtntMGAmqVRj3e62aM9NOVL9uvrwNQqh2LFVlpsra7JgezkJ3Sh8ipmzn4md4vjoFDiJwO\nE/MpkM8BRdEgSBCQ6hSQFo4tcdmq0F5HvbFEXRwTz6bLnqdjVV9rvTG5pIujLdEq4pfETq47drwC\ndE+66WhvwqHhk47/hlRWxLSxaKXVtZ5PKJWGks/GqurKdgAB7dUaWs7GXsVnxIG6RBaHC7k0tjxX\n1y2vGSGrkLIjz5bhWhtp7T3U4YC6ArsSrmpZKlDkiOqOSIXj/TMNlvKc1UQamIfWRd3k236yX+uF\nsJPrjh2vAO3YWirI+uf1OCyw+DpbQ0iXTruzKSUACZBrA8itSEu30YSbHVbrUAIpBlOny+spSJfA\ntet4e7xyChN33YhDGXMgq/AYBnyfSWDywOxMFpgENwp+hHAt9qtyY1gkDW03DS1bF9rnQn3PC/m6\npiOvHrfOfl2NAr80dnLdseMVwM3Q4gMrEdbz8aqCbZ5UFoI0m4D9WcoEU21cURKwBN0cu625VBpi\ndZusqOmjo7PgFm8DAHhbXqjJweSQU+Td3RPf3Nzzdf/E4GYSDhcHHsWmtHISuHokmeZaQ1vWbgYR\nafqoyEoeqM4IPpUDnieC5RX5tims+phn+vJLYyfXHTteAeabWlnSzPWbSS3/7AnVs1oaQtnXzr8s\nlaasKsDynLpCxnJj7c8R02xzj9mwhtz2ZzmvOG/MlpIjB8fdmws3nY2/PqWep9QzpsD9fOD99cjj\nZSgDBEsmbc5YtCHPtNMiZTQHgCwEqk5sX5jbvucamViv83y/VkvTqn/+DDYs2Ml1x45Xgdr9bkfe\nSqxrgq0V2aorXo/Nrbu+To6qQS7PyEUFGzCozwnbChCsAhYHPiRCyBbakhzJOzv6zz0iSuwcBx8J\nLnHbjSWHIDBdA/naIcWHupYhcl9Uh4k2mZW9/bwlgMYkguZ6KO97PfJbbyoiK09ve0zZw1UtWPuE\n1o4dP00M73ORBbZe19oF/ySXNdPGl6plaZMFu9Ix7UHL0XjdDFMxsvITlmAljpwE7RzJK8kHRl+e\nmIEszEOg84m3w5XeJTpX3QLCmIKtg6mjr8+O5m3WPy1RievXgtL2fa1Twex9abNuVY+u+lKpZ/PJ\nNuJduQo+F3Zy3bHjFSB30hYR6kozrJVd7VktmmQNul5Iqc7ob/ZLrexY1dJUfabZK+kgK9JVNKhp\nrbIi1LL7qvlWTxFV4Tz3ZBWb1kqep7nn4TpwvXbWyHLmAJCyIaAtWvTgyuvxZW+WrBpTNamrTpc1\nKWPt4629t7zSZqOtCm9RioB+RnbdyXXHjleA8YuVxagdfVdH+meNLTAy1RImXa1KBPlkKqtuR/0k\n45RVNRwLCdbmmAM5JMIQ8UUWiNERJxtpvYwdWYWh6+h9oiu/7g4j3mUeOBLve9NZVzeNqofmAAzS\nZILmGihaqh9pOQp1sms9CuvSikCLHUuKjFDXveC2n9dLYyfXHTteAypvVCLqjezW61w2Fq20SsdK\nCiplI0uRClaOgee2JFiqwCpBZA8yQzgLKQnpYE4BVbFOfokcFFHyOTBeA/EUSccJ7ed2+p9iYJwD\naWW/IouNt45iOmiNGVzLFs8dEaykkPo+VsMQWaRV9e35TkjPs2yzfvqzXgg7ue7Y8QoQnnRDsM+N\n72ubUn1M+14G9WWtSc0YWG+IhUbI62moHJaqz55EmZ4yT1ccHLlf8lxzdmbH6pTuNHF7Gnl7vHLX\njzYCC1xTx31/4HuBpyyk0RsZTs6uH6UNOLStCWuzf3kdVR5YDz/UG0rbZltdFF5RZBk80FXjj08/\ny5fCTq47drwCPDe5r0Oy18TwyeqWetyHJgMs11gS+39sxNQ66Wpxfbcw32Xy0Xyt9Xr5GsghIyWC\nULMgIdP3idth4q637a/BJWI2lo7Z1nCLgPa5LDvM5NmhXjbH//V7yqvs2TU5tkadg+xkYbVi41r7\nYqtX+N/6bF8KO7nu2PFKoM4aOa1aq1mueSHI5v9sXlC2ckGW7WrplcjawqlLxaiyGiTo9EcXCbYR\nWFfJVSGbVND5RO/MhtVJxnslI0y95zIExkuHjqGxowZIB7Xwlpll7XV7gbQbRns/unwdaJvC6+Pr\ntoPmD7aiexv48pl0151cd+x4Bcj9KiJvXWWKVaCuTVqZBKAKiHxixm+QhYXaqOi8BMIsMYNGSv5q\npJwnb/un1Ca08inb31cIh5lDZwbSmD1TDs1QmlVQFXJ25Nkj0TWngZvKr0izTMEzd0RecgHWa1ye\nN+M+kT3K49ajve1rfB6C3cl1x47XgA2Zli/Vho5ix+m0EKWtpNZtOHT1a638pKw02kqoQKsGm4Yb\n1Ca8erNigdmy5JDwfcL5jCqkaEu4+hD5cjjztrty9DMZ4TH2nGPPD5cT9w9Hm/Efklm4yh4ZSbQc\n11SiDGv3v1bUS+QgZYhAfqTzv2is20p7VRHXz2BV+b4kdnLdseMVwJpIRiSyquKeV2GVTKuW6uaF\nWfJqQqt5QR1oOUv/WE+nartulkKqS4MrBcV1mX6Y6YMJpHPyiGiLGQRLw6oIkgk+mYxQq3DY/HBR\nNquyJds1XLGBKayqbkvu2lSwLFor6xtS1W0347JLzu1LYyfXHTteAepqExXdVK8VtQGkbkmN2lRz\nuXTSJ7uOTTDJNkS6haAU/dQJOmC7p6o0mkEKs8nkSKNnko5cQrBzFrrOdmk5UZwoQRJZHV6UqM6s\nWKNfdmjVIYSVl7Vuu90c/z2kwcZxN/m0q+ZX02WzWLBNvUa7Vr1J1RuR7A2tHTt+ykj9YqHaWJJq\n9bd2CJTq7LlnFdhmm06LhLAmp5YqpQqjbGSI9bHazZAKQTqX8SXA5d3NmV/fvudn/SO3YQTgnPoW\nORiza5sIqr1r7dn9xH5ViN9Fe81ti+26Sk18YrGqaOQsJp88lxA+kQ5eCDu57tjxClAtVJtOf21K\nKcZ4tfqsU1Q/gvUs/qbzzuooXR/nhdTbhFQ6KWkw3RVRiwpMILMjjh7FCLbrEr1LeFESjmu2Sa37\neOAP44n316ONv7aqlZZM1RYj1pdXCX+lLaMLSdYtt1JsXX4uE2sru5b6Ys+SReKwz5NWye6ywI4d\nP3HI82oObWRZq7hWgK3sV2unQCPWds3nNq6l865CW4Hir6VKjJgLoZAiKuQcSFdPEki3M9+GW6bs\nuemmNjww5cDDNHCdOtLsrXJtdjBd9mGV115XZz+vwCVWZ0Md25WmnTbU97xyQ6iwzV/4DJXqc+zk\numPHK0AaZOvVLGElLXrvmQ77YzkBG83RV71VFnfBev9UrWpXVaSbxYJQSrWsobgH+gydMZZzShcS\nxzBzChNBMlP2jDFwfx14eDqQzwHJpUEmWtK27GeJUia0bKKsvfQiVeDth6/14dasCjTirPKCiywZ\nBGvPb73mZ3AJVOzkumPHK0DLHa09mlLpNQ32WTVm+6No8oHKqsGDkbNPK2kBtlpkITpL1qo2LbVm\nEqXoTOAvQsKjOYNTcpcZ58D9eGBMASdKzI5rDMzJLz+nEmvTjMu+q/qanwdgtz9re31tZJfyGque\nCkssYf3MZPvnvG74fSaC3cl1x45XAEnaiHLp7q98ny00ekWWa9JYeTvr9zYSQb0eS9W7SfBfuQ4q\nsQLoUFa9BIWQCV3i2M/cdBPHMOMkM+WAqvAEluOaijug+KpMv5XlfZSKejM0Uf9Yqlkt2vIy7rto\nuE0CeTbJVclWqkbN6tp7Q2vHjp8mNMhCjCsCWR/hW2h00ra5YBt8/Yx4V1KCKJZwlbURuUPIZULL\npqJkM3qbe112dnnzvJ4OE2+HK2+HC30NyZ7tSTm7pYGVxSa7WkOOtpam6qlrWaBucl2/fqX8/Vn3\nv470tjUu6/wElud/TmKFnVx37HgVSL39vmwRKE2ldVC0lIksb9F6VTKQotFuhg1aev/qh9RGUi0C\nN8Rrjy0n+OW4vrZNOSWp8DTbi/Uuk1W4xo7768A0eXTyuKtrQwnayNs2v7ppdb2sP57Ruu781wJ0\nPQK7JlpfbkxsCbi95R+RVF4KO7nu2PEK0D3VKaTtlJU42TajYNu42jRwVh36Spzrpz07hrtspNqK\n1WfE5WbLAchJivd1y141RyBmZ0lYyZskgAXBaCiVaxI0LddWb42z6tfNHiiugLWzYTPCK4VIn33d\n6aesuamAW/X68uy6k+uOHa8A8bQll82aFtiQYh2TBbZNoApdV2wri1Yl7RVJ1S59fjY2C9bgysE0\nVzckuj4iwBgDqRBtyo45emK0zFdCBufwV0EnaXu0moYbgGkhwOcdfnutVLmWqgy0a7jlMW20t34m\n65vDj3wGL42dXHfseAWoYdm1en2uI663n66ruw2ptCpwafZstq9WyaA2iaoUkIHa3PK0i0ttRs2O\nPHpmsUGCPtgQQXCZWF5gzA4nar2sep8IuuzBEiEX+1Xql3Que400GcK+sJUFZNWcqkME6yp9/fms\npY723F1z3bHjp4vcb3VDpUQArhs8z4hjjfVk0npTbDPXl6/lZ4EptcmEg1SI1Z5vtqx0zOiQkS7j\nnK19icnhnV3ElVzX6B2z9+CM+XMPWjNii/xQhxPqjcGVoYFFV6068Sqf9bmGXD2w6EaHXQYvqB/g\n4raoa8tfGDu57tjxCtDS89da4bOqdRl/ZUMea7kgd7LVTlcVYVv0V1mhELFLtGktiWKkKNX3akd9\nV3yrOUvzs87OLhyTZ5oDcQ5Nc5W0HNdrQ8uPst2fpTTddV2B1htLM09U/Vk/lQHWFqz1Y62q/dcb\nXS+BnVx37HgFqAS3qVBL00bg0yNwyQaoeL6EcNPQ+rGjsyjC6vnetgTkbnmumwRRRwJSFnIQXFBy\nTmgH3gteyvrsssRwrZ826YJyrygDCxppsYbPu/mtq7+qNOsgwXNdtVal1WWQvbTHNZvWagjjpbGT\n644drwGZZVZ+XWmtAk1aEMm6sVWPy4V0svKv/q9XZ118C2fBHqxCBuJRyYcSlK1WwSLYTq0h4UJG\nViEw3meGkAgl13XylvOak5BHh0Zt/tSWzDWDxIVkN1NYq2xWe7GrKr38/fmNZhPc8iycpSV8tc7Y\ny2Mn1x07XgnWq0vWlqz2fcVE2FqRZRb2qdVmIUtW5AUmO+QB25fVW4W5TphKNxk9LMsJdRZkcvaz\nnOK7RAgWO3joIsdupvMJJ8qcPCm7RvCtMVavpbIhVDcDpaEl5b3AIhGsj/bryMWNg0Jpu7Kqc8A+\nN7YOhPYzXuAf6Bl2ct2x4xUgD0CtslZVW4vlg80x19a2yI+GlTyvDCkNqxzU/KdFU7WdU+VnOlg8\nYBTmKhWslsg/nwku2/Ef2zogoqbHAjE5puDJLhiBTs7kh1z2ZtXx1LQQqr1oFlJeSRqbCMH10f75\nDWddma4+s400sJPrjh0/TbiyQeATR8BKAjCrlWy+v8lELQRVSWV9JFdYPK7OjuyiNqIanhx+dKSD\nM/Iti/5ctO+nq2d2imYh95EuJIYQOYaZ3keyCkMO+EK8H7MjT47waFaFmrjVjv9CC6ZZB8nU3zcN\nqPoe9dPKvunQzxpWz0l1H3/dseOnjOcNHWiVXP3z+rFlLdZSneblIZtj9brKq7YkX6rVGqhScltt\nc4G0EVhJ5j6AIg2EzNBFbnoLbTmEmSA2AgswSqDzGSe6SKDPLWMJs1+1ztPqe/VmsmpcravYOsW1\nGQp47pqo1W9Z8WJ+tk9fx0tgJ9cdO14BdP0/9d8ggkYiP/aYZ4S00RtLJeoi5KpTpoVwrcITdF6e\nByYlULTWEBLeKSk7puRxdASXynptzyV2XKaOlEqQS9g2pGrYTCPUbFppy2tdpXStn1fJvr6//Ml4\nq5TnrLRbaA2tfYfWjh0/YeSOhQzTjxxlV2tLKloD6NnRePP8tYYby/dmMetUEvvas9wCu4j9TD9B\nunhmr6gKOQtZIalwdR1g01ljDFznwOXSW1g2kIdseuskrdGUO6sqP4lSfNaE2kxstfe7SBvNjlX1\n1Vyr1eUabbrtR0ZsXwI7ue7Y8QrQPeiz4/AyAts0Sm9V24+GZ68q2o1cAKbVrmb8rasvZTprZVVa\nV5XUnwvaWdxg6BLBZ7wrvlK1DbBAa3I16bRetxKct9FXKREEyvK9pguvbxIrTbn6WFuwjS5yxya5\nq0oI1TnwmbTWip1cd+x4BahrXhYyKsdfts0tYdFby4kYKORZsCbfZW8WS/OnVrtamlvlIuqwPIBy\nLKxaEsYAAAUrSURBVJdYmlCTkGdH8o7oHE58+Zm5WbHGOTBNgTh6ZHS2BnzVXKuShJtqlfmvVJS6\nkOV6mSIsx32JbL3A9XNYPff5tXe3wI4dP2Fs9kyVo/0mRFqeFZeVUHT5WmtmuaU6lAzEhXjqwIKR\nsLSjdh4saKU1tMTyBXD2eJMFHEkzLtsPqdNbKTtyKlsIspj0UF/mevy2hrbU5hpbIvxk35ezIYGN\nblpljh9zVJTP4jm5f5Ic9gLYyXXHjleCTzyb6wmj50f+VVXWlg0+M+BXEmojsavf16GpUmOsqBWl\n6atO6rW1NZZSElQD0fmN79W7TNdH02Rnh1x803MlWqZA+7UOUpGFZDdTaKujfvayaXxtXuszKcEl\n2nLH+tlQ5ISXxk6uO3a8Auh6zBU2hFErWFiOxms0XyuFzH6MR9Z+0lrq1iZTD/GgpLuMDgkJiiqk\n2SGza1qEZmughZA59jNDiIQS3jImz5meydnmV5kXPbd2+jXYgJk+s0a18djEJiLwk0mr8vvaDfFc\nI84epK4hr9Xwv+au+O/ETq47drwCaLAGzHKMrYSj2673j3TXP9lwutYt18/91362U9uXFTISFNwy\nBQaAU1yX8CHRdYk+RPoQ6XwilFUvnQrBJ0JIjENCO9dGXNfNqU9yBGR5L3aDWXTmH3MLbMJbdCHO\ndaat8q9/hi+JnVx37HgFaBNa9fhe/ufWsOvNURpWR+ilyfVv6Zat878ejUXNhRAgnzJyTIQ+mr6a\nxbgxCXhFvOK94r2FZfc+2YSWS2SEyXmyClMMTEEXqaKgTVk1T+2qstx4VusTVs9v1fuK8J/j+Q3G\nLXKJ1KGJF8ZOrjt2vAK0CL61LYnla60C3BzvKbutVhVv/ft6VLToturUfvlFvG0VcMiEPtL3Ceey\nbXIF5uiQLnM4zNweRg6lYu1capJAViGpIxUfrGa7bjpqG1ZwEfzl/23vCnIbh2HgkLJaLLD7/5e2\naWRR3AMpmXLcW3oIqgGMILaFWAYypkdDkmaN9SLafljV9zmMDgvfvOpPVi6PbruM8NCD7ElY5Lqw\n8AKY0lwDcUzlBc/2pfDqG1M/p1qvQRqgRjN5+7jWC7k0hogVxK6VUUsCdgbyQaJ7Y/ski1SbEook\n3ErG1+0N9baBPs3MOnRkCpFjjyZDZlj0ux6+XgzXQ8Qkm0Q5AJgkAgrnK8GqhD0Zi1wXFl4A54yq\njm8N8eeory8ETczihzv5VNu4p4uKl/8j97FuPH66VYbe0yDgWhlfvGGv7nF1Ym3NOsCK2FhKVnVL\nxe1YToQsRxfb6YFwMVcg6KU+r16oJfp1x1AN+4MOO+7rsmItLPxe8B6+nF/rYwWoq2Mc8u1DpNpB\n6q/lxc7vkSoJObkqaCdoZrNdBbsTCUFLQt0URIB4H63WbAMOzZTJFsV0I+hGrrMeETQLkO44mgx2\nLfisl8IX97oVbTqAOUoPc4yyyPRgSSGSfyIWuS4svADSXQdxjMyqvvjUEQkV836WR8I9OwS4GCG0\n3UmxWXGV+leBfxVvf3bkLCBS1JpQkqJJBn8kiBAkewNCAMMjSzB3gTO6CpvfSsgyvJq1i+FiD5AY\njVqXQhwr/Bf8N6LdU+iuRODQFfYYcBp/ca+fhUWuCwsvgHbxTx3pnqpzB1PCvOAVrFcgoMGzui5I\nhyTImL0qFStoa8hZ8J53MAGFFCKEljbPpvISfgrvhkBD30S8NCGr3VrnuQw9lI+HwyQT9Hmdi3/3\n6Bb0sIg1rscvYHiBmaao+Kd8rv8BHM2YnvS91FUAAAAASUVORK5CYII=\n",
            "image/jpeg": "/9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0a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\nTPNrfxGFFFFSZn//2Q==\n",
            "text/plain": [
              "Image (1, 128, 343)"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MpiYsSSrKFKP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class ROCKET(nn.Module):\n",
        "    def __init__(self, c_in=1, seq_len=1000, n_kernels=10000, kss=[7, 9, 11]):\n",
        "        '''\n",
        "        ROCKET is a GPU Pytorch implementation of the ROCKET methods generate_kernels \n",
        "        and apply_kernels that can be used  with univariate and multivariate time series.\n",
        "        Input: is a 3d torch tensor of type torch.float32. When used with univariate TS, \n",
        "        make sure you transform the 2d to 3d by adding unsqueeze(1).\n",
        "        c_in: number of channels or features. For univariate c_in is 1.\n",
        "        seq_len: sequence length\n",
        "        '''\n",
        "        super().__init__()\n",
        "        kss = [ks for ks in kss if ks < seq_len]\n",
        "        make_convs = nn.ModuleList()\n",
        "        for i in range(n_kernels):\n",
        "            ks = int(np.random.choice(kss))\n",
        "            dilation = 2**np.random.uniform(0, np.log2((seq_len - 1) // (ks - 1)))\n",
        "            padding = int((ks - 1) * dilation // 2) if np.random.randint(2) == 1 else 0\n",
        "            weight = torch.randn(1, c_in, ks)\n",
        "            weight -= weight.mean()\n",
        "            bias = 2 * (torch.rand(1) - .5)\n",
        "            layer = nn.Conv1d(c_in, 1, ks, padding=2 * padding, dilation=int(dilation), bias=True)\n",
        "            layer.weight = torch.nn.Parameter(weight, requires_grad=False)\n",
        "            layer.bias = torch.nn.Parameter(bias, requires_grad=False)\n",
        "            make_convs.append(layer)\n",
        "        self.convs = make_convs\n",
        "\n",
        "    def forward(self, x):\n",
        "        output = []\n",
        "        for conv in self.convs:\n",
        "            out = conv(x)\n",
        "            _max = out.max(dim=-1).values\n",
        "            _ppv = torch.gt(out, 0).sum(dim=-1).float() / out.shape[-1]\n",
        "            cat = torch.cat((_max, _ppv), dim=-1)\n",
        "            output.append(cat)\n",
        "        output = torch.cat(output, dim=-1)\n",
        "        return output"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gCSHxmM51IJs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# x has dimension (bs, 1, channels, time)\n",
        "# we squeeze it to (bs, channels, time)\n",
        "tfm_x = lambda el: el.squeeze().cuda()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qOdc_S3TOYd9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x, y = db.one_batch()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9GzP-w513Gal",
        "colab_type": "code",
        "outputId": "523fed9d-e529-40a2-fe3e-265f9bd3609e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "x.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "torch.Size([4687, 1, 128, 343])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 83
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qtR0dftvhkNV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = tfm_x(x)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CWYiQECRLAxE",
        "colab_type": "code",
        "outputId": "9d41f1a2-cc83-459c-c3b6-7a8a68bcf7e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "x.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "torch.Size([4687, 128, 343])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wqTSqZFjLDNC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "mdl_tst = ROCKET(c_in=x.shape[1], seq_len=x.shape[2], n_kernels=1000)\n",
        "mdl_tst.cuda();"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U-y9ECOPvFmi",
        "colab_type": "code",
        "outputId": "9ddc919c-18c0-49d5-fd17-4eaf0d7af930",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "import time\n",
        "t = time.time()\n",
        "feat = mdl_tst(x)\n",
        "torch.cuda.synchronize()\n",
        "print(f\"{time.time() - t:.5f} seconds to process\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "30.85361 seconds to process\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R0UkBwxf75ff",
        "colab_type": "code",
        "outputId": "1e6f129a-a8e0-4560-b708-83a55163abb2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "feat.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "torch.Size([4687, 2000])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 94
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sgEtfHu38dN7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.linear_model import RidgeClassifierCV\n",
        "classifier = RidgeClassifierCV(alphas=np.logspace(-8, 8, 17), normalize=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hePv30qg8eJ9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "classifier.fit(feat, y);"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QWqX4kLa8uRF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "xv, yv = db.one_batch(ds_type=DatasetType.Valid)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QtOzd6yf0-CN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "xv = tfm_x(xv)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5l-ir3Fw80si",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "feat_v = mdl_tst(xv)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4ufIKP_V4GGW",
        "colab_type": "code",
        "outputId": "b9b066a1-56f9-48ba-ee7a-dd45b77442ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "classifier.score(feat_v, yv) #Best CNN result was 0.9632"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9649871904355252"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 100
        }
      ]
    }
  ]
}