Airbnb_Tokyo_Data_Analysis.ipynb

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      "source": [
        "# import libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "import datetime\n",
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# load dataset\n",
        "calendar = pd.read_csv('calendar.csv')\n",
        "listing = pd.read_csv('listings.csv')\n",
        "review = pd.read_csv('reviews.csv')"
      ],
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      "execution_count": 2,
      "outputs": []
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      "source": [
        "calendar.head()"
      ],
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            "text/plain": [
              "   listing_id        date available       price adjusted_price  \\\n",
              "0      197677  2023-03-31         f  $11,000.00     $11,000.00   \n",
              "1      197677  2023-04-01         f  $11,000.00     $11,000.00   \n",
              "2      197677  2023-04-02         f  $11,000.00     $11,000.00   \n",
              "3      197677  2023-04-03         f  $11,000.00     $11,000.00   \n",
              "4      197677  2023-04-04         f  $11,000.00     $11,000.00   \n",
              "\n",
              "   minimum_nights  maximum_nights  \n",
              "0               3            1125  \n",
              "1               3            1125  \n",
              "2               3            1125  \n",
              "3               3            1125  \n",
              "4               3            1125  "
            ],
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>listing_id</th>\n",
              "      <th>date</th>\n",
              "      <th>available</th>\n",
              "      <th>price</th>\n",
              "      <th>adjusted_price</th>\n",
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              "      <td>197677</td>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>f</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>3</td>\n",
              "      <td>1125</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>197677</td>\n",
              "      <td>2023-04-01</td>\n",
              "      <td>f</td>\n",
              "      <td>$11,000.00</td>\n",
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              "      <td>3</td>\n",
              "      <td>1125</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>197677</td>\n",
              "      <td>2023-04-02</td>\n",
              "      <td>f</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>3</td>\n",
              "      <td>1125</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>197677</td>\n",
              "      <td>2023-04-03</td>\n",
              "      <td>f</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>3</td>\n",
              "      <td>1125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>197677</td>\n",
              "      <td>2023-04-04</td>\n",
              "      <td>f</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>$11,000.00</td>\n",
              "      <td>3</td>\n",
              "      <td>1125</td>\n",
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      "source": [
        "calendar.shape"
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            "text/plain": [
              "(3685246, 7)"
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          "metadata": {},
          "execution_count": 4
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      "cell_type": "code",
      "source": [
        "# Menghilangkan $ dari 'price' dan 'adjusted_price'\n",
        "calendar[\"price\"] = calendar[\"price\"].str.replace(\"[$, ]\", \"\").astype(float)\n",
        "calendar[\"adjusted_price\"] = calendar[\"adjusted_price\"].str.replace(\"[$, ]\", \"\").astype(float)"
      ],
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      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-5-6304769f0b08>:2: FutureWarning: The default value of regex will change from True to False in a future version.\n",
            "  calendar[\"price\"] = calendar[\"price\"].str.replace(\"[$, ]\", \"\").astype(float)\n",
            "<ipython-input-5-6304769f0b08>:3: FutureWarning: The default value of regex will change from True to False in a future version.\n",
            "  calendar[\"adjusted_price\"] = calendar[\"adjusted_price\"].str.replace(\"[$, ]\", \"\").astype(float)\n"
          ]
        }
      ]
    },
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      "cell_type": "code",
      "source": [
        "print('Harga termahal {}.'.format(calendar['price'].max()))\n",
        "print('Harga termurah {}.'.format(calendar['price'].min()))\n",
        "print('Harga rata-rata {}.'.format(calendar['price'].mean()))"
      ],
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      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Harga termahal 9999999.0.\n",
            "Harga termurah 0.0.\n",
            "Harga rata-rata 35791.317921245965.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Harga termahal nampak seperti outlier\n",
        "# Salah satu pengertian outlier adalah setiap titik data yang melebihi 1,5 rentang interkuartil (IQR) di bawah kuartil pertama atau di atas kuartil ketiga.\n",
        "# Menghitung IQR\n",
        "Q1 = calendar['price'].quantile(0.25)\n",
        "Q3 = calendar['price'].quantile(0.75)\n",
        "IQR = Q3 - Q1\n",
        "\n",
        "# Filtering nilai diantara Q1-1.5IQR dan Q3+1.5IQR\n",
        "calendar_new = calendar.query('(@Q1 - 1.5 * @IQR) <= price <= (@Q3 + 1.5 * @IQR)')"
      ],
      "metadata": {
        "id": "kA_Q1fS2ZOAt"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.hist(calendar_new['price'], bins=30, color='green', rwidth=0.9)\n",
        "plt.show()"
      ],
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        "id": "suuJ3TvGcy0V",
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      "execution_count": 8,
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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
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            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "listing.tail()"
      ],
      "metadata": {
        "id": "SG2M3vcDc33Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 802
        },
        "outputId": "e82afb4a-22bd-4e4a-f75f-a1578780fe9e"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       id                                      listing_url  \\\n",
              "10122  855656409986242849  https://www.airbnb.com/rooms/855656409986242849   \n",
              "10123  855677778130076588  https://www.airbnb.com/rooms/855677778130076588   \n",
              "10124  856973933266780879  https://www.airbnb.com/rooms/856973933266780879   \n",
              "10125  857393066743965534  https://www.airbnb.com/rooms/857393066743965534   \n",
              "10126  857607535670954602  https://www.airbnb.com/rooms/857607535670954602   \n",
              "\n",
              "            scrape_id last_scraped       source  \\\n",
              "10122  20230331001140   2023-03-31  city scrape   \n",
              "10123  20230331001140   2023-03-31  city scrape   \n",
              "10124  20230331001140   2023-03-31  city scrape   \n",
              "10125  20230331001140   2023-03-31  city scrape   \n",
              "10126  20230331001140   2023-03-31  city scrape   \n",
              "\n",
              "                                                    name  \\\n",
              "10122   Lucky You! Yotsuya, 10m to Shinjuku/距离新宿10分钟(b1)   \n",
              "10123  4BR/80㎡ Cozy Home｜5 mins to Sta.｜Ueno/Asakusa ...   \n",
              "10124                                  Guess house 小岩203   \n",
              "10125    近東京、新宿、晴空塔、浅草橋、秋葉原、上野、商业街居酒屋。可做饭套房，距駅歩行8分全新整套房子   \n",
              "10126                     Clean!Confortable!convenience!   \n",
              "\n",
              "                                             description  \\\n",
              "10122  新宿御苑から歩いて15分の距離にあるLucky You! Yotsuyaは、徒歩7分でJR四...   \n",
              "10123  My house is an 80㎡ apartment with 4 bedrooms, ...   \n",
              "10124  This room is refitted in March 2023.<br /><br ...   \n",
              "10125  欢迎来到一和園民泊！这里地处東京都心位置。交通非常便利，<br />从家里到JR総武線平井站...   \n",
              "10126  こちらの魅力的な宿泊先の素敵なインテリアを、きっと気にいっていただけるはずです。<br />...   \n",
              "\n",
              "                                   neighborhood_overview  \\\n",
              "10122                                                NaN   \n",
              "10123                                                NaN   \n",
              "10124  亀戸天神➡Kamiedotenjin <br />臨海水族館➡Rinkaisuizokukk...   \n",
              "10125                                                NaN   \n",
              "10126                                                NaN   \n",
              "\n",
              "                                             picture_url    host_id  ...  \\\n",
              "10122  https://a0.muscache.com/pictures/bcad1e3e-fbaa...  505752063  ...   \n",
              "10123  https://a0.muscache.com/pictures/miso/Hosting-...  230604374  ...   \n",
              "10124  https://a0.muscache.com/pictures/e4957f6a-7a58...   24575613  ...   \n",
              "10125  https://a0.muscache.com/pictures/miso/Hosting-...  269684336  ...   \n",
              "10126  https://a0.muscache.com/pictures/miso/Hosting-...  495796275  ...   \n",
              "\n",
              "      review_scores_communication review_scores_location review_scores_value  \\\n",
              "10122                         NaN                    NaN                 NaN   \n",
              "10123                         NaN                    NaN                 NaN   \n",
              "10124                         NaN                    NaN                 NaN   \n",
              "10125                         NaN                    NaN                 NaN   \n",
              "10126                         NaN                    NaN                 NaN   \n",
              "\n",
              "                                                 license instant_bookable  \\\n",
              "10122                                         M130033047                t   \n",
              "10123                                         M130033219                t   \n",
              "10124                                         M130033178                f   \n",
              "10125                                         M130029867                t   \n",
              "10126  Hotels and Inns Business Act | 東京都台東区台東保健所 | 4...                t   \n",
              "\n",
              "      calculated_host_listings_count  \\\n",
              "10122                              6   \n",
              "10123                              6   \n",
              "10124                             11   \n",
              "10125                             12   \n",
              "10126                              2   \n",
              "\n",
              "      calculated_host_listings_count_entire_homes  \\\n",
              "10122                                           6   \n",
              "10123                                           6   \n",
              "10124                                          11   \n",
              "10125                                          10   \n",
              "10126                                           1   \n",
              "\n",
              "      calculated_host_listings_count_private_rooms  \\\n",
              "10122                                            0   \n",
              "10123                                            0   \n",
              "10124                                            0   \n",
              "10125                                            2   \n",
              "10126                                            1   \n",
              "\n",
              "      calculated_host_listings_count_shared_rooms reviews_per_month  \n",
              "10122                                           0               NaN  \n",
              "10123                                           0               NaN  \n",
              "10124                                           0               NaN  \n",
              "10125                                           0               NaN  \n",
              "10126                                           0               NaN  \n",
              "\n",
              "[5 rows x 75 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2c8bbc2c-6b36-4b83-a533-3db5aff67e71\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>listing_url</th>\n",
              "      <th>scrape_id</th>\n",
              "      <th>last_scraped</th>\n",
              "      <th>source</th>\n",
              "      <th>name</th>\n",
              "      <th>description</th>\n",
              "      <th>neighborhood_overview</th>\n",
              "      <th>picture_url</th>\n",
              "      <th>host_id</th>\n",
              "      <th>...</th>\n",
              "      <th>review_scores_communication</th>\n",
              "      <th>review_scores_location</th>\n",
              "      <th>review_scores_value</th>\n",
              "      <th>license</th>\n",
              "      <th>instant_bookable</th>\n",
              "      <th>calculated_host_listings_count</th>\n",
              "      <th>calculated_host_listings_count_entire_homes</th>\n",
              "      <th>calculated_host_listings_count_private_rooms</th>\n",
              "      <th>calculated_host_listings_count_shared_rooms</th>\n",
              "      <th>reviews_per_month</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>10122</th>\n",
              "      <td>855656409986242849</td>\n",
              "      <td>https://www.airbnb.com/rooms/855656409986242849</td>\n",
              "      <td>20230331001140</td>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>city scrape</td>\n",
              "      <td>Lucky You! Yotsuya, 10m to Shinjuku/距离新宿10分钟(b1)</td>\n",
              "      <td>新宿御苑から歩いて15分の距離にあるLucky You! Yotsuyaは、徒歩7分でJR四...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://a0.muscache.com/pictures/bcad1e3e-fbaa...</td>\n",
              "      <td>505752063</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>M130033047</td>\n",
              "      <td>t</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10123</th>\n",
              "      <td>855677778130076588</td>\n",
              "      <td>https://www.airbnb.com/rooms/855677778130076588</td>\n",
              "      <td>20230331001140</td>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>city scrape</td>\n",
              "      <td>4BR/80㎡ Cozy Home｜5 mins to Sta.｜Ueno/Asakusa ...</td>\n",
              "      <td>My house is an 80㎡ apartment with 4 bedrooms, ...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://a0.muscache.com/pictures/miso/Hosting-...</td>\n",
              "      <td>230604374</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>M130033219</td>\n",
              "      <td>t</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10124</th>\n",
              "      <td>856973933266780879</td>\n",
              "      <td>https://www.airbnb.com/rooms/856973933266780879</td>\n",
              "      <td>20230331001140</td>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>city scrape</td>\n",
              "      <td>Guess house 小岩203</td>\n",
              "      <td>This room is refitted in March 2023.&lt;br /&gt;&lt;br ...</td>\n",
              "      <td>亀戸天神➡Kamiedotenjin &lt;br /&gt;臨海水族館➡Rinkaisuizokukk...</td>\n",
              "      <td>https://a0.muscache.com/pictures/e4957f6a-7a58...</td>\n",
              "      <td>24575613</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>M130033178</td>\n",
              "      <td>f</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10125</th>\n",
              "      <td>857393066743965534</td>\n",
              "      <td>https://www.airbnb.com/rooms/857393066743965534</td>\n",
              "      <td>20230331001140</td>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>city scrape</td>\n",
              "      <td>近東京、新宿、晴空塔、浅草橋、秋葉原、上野、商业街居酒屋。可做饭套房，距駅歩行8分全新整套房子</td>\n",
              "      <td>欢迎来到一和園民泊！这里地处東京都心位置。交通非常便利，&lt;br /&gt;从家里到JR総武線平井站...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://a0.muscache.com/pictures/miso/Hosting-...</td>\n",
              "      <td>269684336</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>M130029867</td>\n",
              "      <td>t</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10126</th>\n",
              "      <td>857607535670954602</td>\n",
              "      <td>https://www.airbnb.com/rooms/857607535670954602</td>\n",
              "      <td>20230331001140</td>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>city scrape</td>\n",
              "      <td>Clean!Confortable!convenience!</td>\n",
              "      <td>こちらの魅力的な宿泊先の素敵なインテリアを、きっと気にいっていただけるはずです。&lt;br /&gt;...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>https://a0.muscache.com/pictures/miso/Hosting-...</td>\n",
              "      <td>495796275</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hotels and Inns Business Act | 東京都台東区台東保健所 | 4...</td>\n",
              "      <td>t</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 75 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2c8bbc2c-6b36-4b83-a533-3db5aff67e71')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-2c8bbc2c-6b36-4b83-a533-3db5aff67e71 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-2c8bbc2c-6b36-4b83-a533-3db5aff67e71');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "listing.shape"
      ],
      "metadata": {
        "id": "ovKm7h73eCJw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2dd83349-8769-44aa-c0aa-7590520d06b3"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10127, 75)"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Menghilangkan $ dari 'price'\n",
        "listing[\"price\"] = listing[\"price\"].str.replace(\"[$, ]\", \"\").astype(float)"
      ],
      "metadata": {
        "id": "Eqcx3xXkc__d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e8a66507-15b5-40c6-872c-cfb228398e3a"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-11-aad64f0b4c95>:2: FutureWarning: The default value of regex will change from True to False in a future version.\n",
            "  listing[\"price\"] = listing[\"price\"].str.replace(\"[$, ]\", \"\").astype(float)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print('Harga termahal {}.'.format(listing['price'].max()))\n",
        "print('Harga termurah {}.'.format(listing['price'].min()))\n",
        "print('Harga rata-rata {}.'.format(listing['price'].mean()))"
      ],
      "metadata": {
        "id": "rjiJgZiAdIiH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "58f17db8-106d-43ca-c882-c623cbb97fb9"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Harga termahal 1306500.0.\n",
            "Harga termurah 0.0.\n",
            "Harga rata-rata 26341.777229189294.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Harga termahal nampak seperti outlier\n",
        "# Salah satu pengertian outlier adalah setiap titik data yang melebihi 1,5 rentang interkuartil (IQR) di bawah kuartil pertama atau di atas kuartil ketiga.\n",
        "# Menghitung IQR\n",
        "Q1 = listing['price'].quantile(0.25)\n",
        "Q3 = listing['price'].quantile(0.75)\n",
        "IQR = Q3 - Q1\n",
        "\n",
        "# Filtering nilai diantara Q1-1.5IQR dan Q3+1.5IQR\n",
        "listing = listing.query('(@Q1 - 1.5 * @IQR) <= price <= (@Q3 + 1.5 * @IQR)')"
      ],
      "metadata": {
        "id": "tAMtcKm5dEKs"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.hist(listing['price'], bins=30, color='green', rwidth=0.9)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "kuzA0pf2ddhE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "outputId": "f1ab7ec9-b682-463e-b05e-631924114414"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Kapan waktu tersibuk untuk mengunjungi Tokyo? Serta berapa biaya perkiraannya?"
      ],
      "metadata": {
        "id": "dGv1Td32hq1v"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Explore the calendar.csv\n",
        "print('Jumlah yang tersedia dalam kalender {}'.format(calendar_new[calendar_new['available'] == 't']['available'].count()))\n",
        "print('Jumlah yang tidak tersedia dalam kalender {}'.format(calendar_new[calendar_new['available'] == 'f']['available'].count()))"
      ],
      "metadata": {
        "id": "O24hPa2Ufdxk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6e055024-fae8-4472-b579-ee377877de4e"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Jumlah yang tersedia dalam kalender 1155592\n",
            "Jumlah yang tidak tersedia dalam kalender 2164744\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Durasi dalam data calendar\n",
        "print('Durasinya diantara {} dan {}.'.format(calendar_new['date'].min(), calendar_new['date'].max()))"
      ],
      "metadata": {
        "id": "WbG7SZnLia-A",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "59a49734-1b58-4fb2-d2ea-09988b903c6f"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Durasinya diantara 2023-03-31 dan 2024-04-01.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Buat kolom yang sesuai dengan nilai t/f di kolom yang tersedia\n",
        "calendar['available_t'] = calendar['available'].apply(lambda x: 1 if x == 't' else 0)\n",
        "calendar['available_f'] = calendar['available'].apply(lambda x: 1 if x == 'f' else 0)\n",
        "calendar['available_total'] = calendar['available'].apply(lambda x: 1 if x == 'f' else 1)"
      ],
      "metadata": {
        "id": "qCIiQWbYij-i"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Ubah jenis kolom tanggal menjadi datetime\n",
        "calendar['date'] = pd.to_datetime(calendar['date'])"
      ],
      "metadata": {
        "id": "cY56F28Viytb"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# menetapkan indeks untuk ketersediaan\n",
        "df_m = calendar[['available_t','available_f', 'available_total', 'date']].set_index(calendar['date'])\n",
        "df_m = df_m.set_index([df_m.index.year, df_m.index.month, df_m.index])\n",
        "df_m.index.names = ['year', 'month', 'date']\n",
        "df_sum = df_m.sum(level=['year', 'month'])\n",
        "df_sum['occupancy rate'] = df_m['available_f'].mean(level=['year', 'month'])\n",
        "df_sum = df_sum.reset_index()"
      ],
      "metadata": {
        "id": "l9ojHTAZi42F",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d0dcdced-c0b4-47f7-968c-5aeaec028ce6"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-19-bae33772b693>:5: FutureWarning: Using the level keyword in DataFrame and Series aggregations is deprecated and will be removed in a future version. Use groupby instead. df.sum(level=1) should use df.groupby(level=1).sum().\n",
            "  df_sum = df_m.sum(level=['year', 'month'])\n",
            "<ipython-input-19-bae33772b693>:5: FutureWarning: Dropping invalid columns in DataFrameGroupBy.sum is deprecated. In a future version, a TypeError will be raised. Before calling .sum, select only columns which should be valid for the function.\n",
            "  df_sum = df_m.sum(level=['year', 'month'])\n",
            "<ipython-input-19-bae33772b693>:6: FutureWarning: Using the level keyword in DataFrame and Series aggregations is deprecated and will be removed in a future version. Use groupby instead. df.median(level=1) should use df.groupby(level=1).median().\n",
            "  df_sum['occupancy rate'] = df_m['available_f'].mean(level=['year', 'month'])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Buat kolom tanggal yang berisi tahun dan tanggal\n",
        "df_sum['year'] = df_sum['year'].astype('str')\n",
        "df_sum['month'] = df_sum['month'].astype('str')\n",
        "df_sum['date'] = df_sum['year'].str.cat(df_sum['month'], sep='-')"
      ],
      "metadata": {
        "id": "AzgBdGBfjALi"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# menetapkan indeks untuk harga\n",
        "df_p = calendar[['price','adjusted_price', 'date', 'minimum_nights']].set_index(calendar['date'])\n",
        "df_p = df_p.set_index([df_p.index.year, df_p.index.month, df_p.index])\n",
        "df_p.index.names = ['year', 'month', 'date']\n",
        "df_ave_p = df_p.mean(level=['year', 'month'])\n",
        "df_ave_p = df_ave_p.reset_index()"
      ],
      "metadata": {
        "id": "XaWlx7pTjH39",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bf025bd5-0d13-4f29-994d-d232b48a2950"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-21-2b5b6a22d872>:5: FutureWarning: Using the level keyword in DataFrame and Series aggregations is deprecated and will be removed in a future version. Use groupby instead. df.median(level=1) should use df.groupby(level=1).median().\n",
            "  df_ave_p = df_p.mean(level=['year', 'month'])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_ave_p.head()"
      ],
      "metadata": {
        "id": "qmiwML3RjL9_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "6b7dfbbb-26e0-4c4c-ca42-0e4f8688b807"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   year  month         price  adjusted_price                          date  \\\n",
              "0  2023      3  31280.808256    30414.899921 2023-03-31 00:00:00.000000000   \n",
              "1  2023      4  30088.687117    29624.555819 2023-04-15 12:00:07.981840128   \n",
              "2  2023      5  30515.004358    30154.266047 2023-05-16 00:00:00.000000000   \n",
              "3  2023      6  30764.094942    30358.407589 2023-06-15 12:00:00.000000000   \n",
              "4  2023      7  32151.442056    31711.295964 2023-07-16 00:00:00.000000000   \n",
              "\n",
              "   minimum_nights  \n",
              "0        2.684716  \n",
              "1        2.714258  \n",
              "2        2.746747  \n",
              "3        2.735623  \n",
              "4        2.693847  "
            ],
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    },
    {
      "cell_type": "code",
      "source": [
        "# Buat kolom tanggal yang berisi tahun dan tanggal\n",
        "df_ave_p['year'] = df_ave_p['year'].astype('str')\n",
        "df_ave_p['month'] = df_ave_p['month'].astype('str')\n",
        "df_ave_p['date'] = df_ave_p['year'].str.cat(df_ave_p['month'], sep='-')"
      ],
      "metadata": {
        "id": "9Vicyn8SjaWu"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Grafik jumlah akomodasi di Tokyo, tingkat hunian berdasarkan waktu\n",
        "fig, ax1 = plt.subplots()\n",
        "plt.xticks(rotation=-70)\n",
        "ax2 = ax1.twinx()\n",
        "ax1.bar(df_sum['date'].iloc[1:-1], df_sum['available_total'].iloc[1:-1], color=\"#9DE0AD\")\n",
        "ax2.plot(df_sum['date'].iloc[1:-1], df_sum['occupancy rate'].iloc[1:-1], color=\"#FF8C94\")\n",
        "ax1.set_xlabel('tahun-bulan', fontsize = 12)\n",
        "ax1.set_ylabel('Jumlah akomodasi di Tokyo', fontsize = 12)\n",
        "ax2.set_ylabel('Tingkat hunian', fontsize = 12);"
      ],
      "metadata": {
        "id": "YOkLi1mzjazt",
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          "height": 498
        },
        "outputId": "a042978c-1368-4ac5-ca24-0f3960ba4923"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(df_ave_p['date'].iloc[1:-1], df_ave_p['price'].iloc[1:-1])\n",
        "plt.xticks(rotation=-70)\n",
        "plt.xlabel('tahun-bulan', fontsize=12)\n",
        "plt.ylabel('Rata-rata harga akomodasi', fontsize=12);"
      ],
      "metadata": {
        "id": "D-UjediIjx2h",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 498
        },
        "outputId": "755c75f2-1fbe-4fe8-b7cc-741d7cc6d00f"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Apa tipe ruangan yang populer"
      ],
      "metadata": {
        "id": "CZVwQ9LSkAOQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# numbers of beds -> listing.beds, property type -> listing.property_type,\n",
        "# room type -> listing.room_type, accommodates -> listing.accommodates,"
      ],
      "metadata": {
        "id": "F856Bo9rj7JI"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# calculate occupancy rate calendar by listing id\n",
        "df_groupby_ava = calendar.groupby('listing_id')[['available_f', 'available_total']].sum()\n",
        "df_groupby_ava['occupancy_rate'] = df_groupby_ava.available_f/df_groupby_ava.available_total\n",
        "df_groupby_ava = df_groupby_ava.reset_index()\n",
        "\n",
        "# merge this to listing dataframe\n",
        "listing_new = pd.merge(listing, df_groupby_ava, how='left', left_on='id', right_on='listing_id')"
      ],
      "metadata": {
        "id": "KqDjPlK3kMmt"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Histgram of number of beds\n",
        "print('Harga termahal perkamar {}'.format(listing.beds.max()))\n",
        "print('Harga termurah perkamar {}'.format(listing.beds.min()))\n",
        "print('Jumlah maksimal akomodasi adalah {}'.format(listing.accommodates.max()))\n",
        "print('Jumlah minimum akomodasi adalah {}'.format(listing.accommodates.min()))\n",
        "print(listing.beds.value_counts())"
      ],
      "metadata": {
        "id": "j54kPi53kU4Z",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e4bed70b-488a-4cdd-ceb5-f2141e1223b8"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Harga termahal perkamar 42.0\n",
            "Harga termurah perkamar 1.0\n",
            "Jumlah maksimal akomodasi adalah 16\n",
            "Jumlah minimum akomodasi adalah 0\n",
            "1.0     3045\n",
            "2.0     2930\n",
            "3.0     1180\n",
            "4.0      977\n",
            "5.0      356\n",
            "6.0      246\n",
            "7.0      114\n",
            "8.0      111\n",
            "10.0      65\n",
            "9.0       27\n",
            "11.0       9\n",
            "12.0       8\n",
            "13.0       5\n",
            "16.0       3\n",
            "14.0       3\n",
            "18.0       2\n",
            "20.0       2\n",
            "36.0       1\n",
            "30.0       1\n",
            "15.0       1\n",
            "42.0       1\n",
            "Name: beds, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure()\n",
        "plt.hist(listing.beds, bins=50)\n",
        "plt.xlabel('Jumlah kasur')\n",
        "plt.title('Histogarm dari kasur')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "kNQXcVGzkZ3h",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "3fbbd900-7350-4c8e-ab66-d802c8d14ff6"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure()\n",
        "plt.hist(listing.accommodates, bins=20)\n",
        "plt.xlabel('Jumlah akomodasi')\n",
        "plt.title('Histogarm dari akomodasi')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "LpzSq6X1kjT_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "73be04c6-def8-4218-c454-8cf2d83b3f11"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Tipe properti -> listing.property_type\n",
        "plt.figure()\n",
        "plt.xticks(rotation=90)\n",
        "sns.barplot(x=listing_new.property_type.value_counts().index, y=listing_new.property_type.value_counts()/listing.shape[0], palette = 'viridis')\n",
        "plt.title(\"Tipe properti\")\n",
        "\n",
        "# Membuat dataframe dan mengurutkan berdasarkan occupation_rate\n",
        "property_type_oc = pd.DataFrame(listing_new.groupby('property_type').occupancy_rate.mean())\n",
        "property_type_oc = property_type_oc.sort_values(by=['occupancy_rate'], ascending=False)\n",
        "plt.figure()\n",
        "plt.xticks(rotation=90)\n",
        "plt.bar(property_type_oc.index, property_type_oc.occupancy_rate, color='#FF8C94')\n",
        "plt.title(\"Tipe properti - Tingkat hunian\");"
      ],
      "metadata": {
        "id": "-IAZNIAak0TA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "01f142ab-5824-4fc5-ef2b-76422ea72379"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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pKSmIjo5GtWrVMqQvWbIkTp06hePHjytLcHAw6tati+PHj7MqioiIiBTvtSQHAMLCwhASEoJKlSohICAAUVFRSEpKQmhoKACgY8eO8PT0xJgxY2BnZ4cyZcrovN/V1RUAMqwnIiKi/7b3HuS0bt0a9+7dQ3h4OBISEuDv74/NmzcrjZHj4+NhYfGvajpEREREHwCNiMj7zsS79PjxY7i4uKCmaxNYaaz1ptn5cPU7zhUREREZo/39TkxMhLOzs6r3sIiEiIiIzBKDHCIiIjJLDHKIiIjILDHIISIiIrPEIIeIiIjMEoMcIiIiMksMcoiIiMgsMcghIiIis8Qgh4iIiMwSgxwiIiIySwxyiIiIyCwxyCEiIiKzxCCHiIiIzBKDHCIiIjJLDHKIiIjILDHIISIiIrPEIIeIiIjMEoMcIiIiMksMcoiIiMgsMcghIiIis8Qgh4iIiMwSgxwiIiIySwxyiIiIyCwxyCEiIiKzxCCHiIiIzBKDHCIiIjJLDHKIiIjILDHIISIiIrPEIIeIiIjMEoMcIiIiMksMcoiIiMgsMcghIiIis8Qgh4iIiMwSgxwiIiIySwxyiIiIyCwxyCEiIiKzxCCHiIiIzBKDHCIiIjJLDHKIiIjILDHIISIiIrPEIIeIiIjMEoMcIiIiMktvFeS8evUKFy5cwJs3b7IrP0RERETZIktBzrNnz9ClSxc4ODigdOnSiI+PBwD07t0bY8eOzdYMEhEREWVFloKcIUOG4MSJE9i1axfs7OyU9UFBQVixYkW2ZY6IiIgoq6yy8qY1a9ZgxYoVqFq1KjQajbK+dOnSuHz5crZljoiIiCirslSSc+/ePbi7u2dYn5SUpBP0EBEREb0vWQpyKlWqhA0bNih/awObuXPnolq1atmTMyIiIqK3kKXqqtGjR6NRo0Y4e/Ys3rx5g0mTJuHs2bPYt28fdu/end15JCIiIsq0LJXk1KxZE8ePH8ebN29QtmxZbN26Fe7u7ti/fz8qVqyY3XkkIiIiyrQsleQAQJEiRTBnzpzszAsRERFRtslykJOcnIzVq1fj3LlzAABfX180a9YMVlZZ3iQRERFRtslSRHLmzBkEBwcjISEBJUqUAACMGzcOefLkwfr161GmTJlszSQRERFRZmWpTU7Xrl1RunRp3Lx5E7GxsYiNjcWNGzdQrlw5fPHFF9mdRyIiIqJMy1JJzvHjx3HkyBHkzJlTWZczZ0788MMPqFy5crZljoiIiCirslSSU7x4cdy5cyfD+rt376Jo0aJvnSkiIiKit5WlIGfMmDHo06cPVq5ciZs3b+LmzZtYuXIlvv76a4wbNw6PHz9WFiIiIqL3QSMiktk3WVj8X2ykHe1Yu5m0f2s0GiQnJ2dHPrPN48eP4eLigpquTWClsdabZufD1e84V0RERGSM9vc7MTERzs7Oqt6TpTY5O3bs4BxVRERE9EHLUpBTp06dbM3EtGnT8NNPPyEhIQF+fn6YMmUKAgIC9KZdtWoVRo8ejbi4OLx+/RrFihVD//790aFDh2zNExEREf27ZalNjre3NyIiIhAfH//WGVixYgXCwsIwfPhwxMbGws/PDw0aNMDdu3f1ps+VKxe+++477N+/HydPnkRoaChCQ0OxZcuWt84LERERmY8sBTl9+/bFqlWr4OPjg//9739Yvnw5Xr58maUMREZGolu3bggNDYWvry9mzpwJBwcHzJs3T2/6OnXqoEWLFihVqhSKFCmCvn37oly5coiJicnS/omIiMg8ZSnI+frrr3H8+HEcOnQIpUqVQu/evZEvXz706tULsbGxqrfz6tUrHD16FEFBQf+XIQsLBAUFYf/+/SbfLyKIjo7GhQsXUKtWLb1pXr58qdPbiz2+iIiI/huyFORoVahQAZMnT8Zff/2F4cOHY+7cuahcuTL8/f0xb948mOq4df/+fSQnJ8PDw0NnvYeHBxISEgy+LzExEY6OjrCxsUGTJk0wZcoU/O9//9ObdsyYMXBxcVGWggULZv6DEhER0b/OWwU5r1+/xq+//org4GD0798flSpVwty5c/HJJ5/g22+/Rbt27bIrnzqcnJxw/PhxHD58GD/88APCwsKwa9cuvWmHDBmCxMREZblx48Y/kiciIiL6sGSpd1VsbCzmz5+PZcuWwcLCAh07dsTEiRNRsmRJJU2LFi1MTvHg5uYGS0vLDKMn37lzB3nz5jX4PgsLC2VkZX9/f5w7dw5jxozR2+vL1tYWtra2mfh0REREZA6yVJJTuXJlXLp0CTNmzMCtW7cwfvx4nQAHSO2B9fnnnxvdjo2NDSpWrIjo6GhlXUpKCqKjo1GtWjXV+UlJSclyw2ciIiIyT1kqybly5QoKFy5sNE2OHDkwf/58k9sKCwtDSEgIKlWqhICAAERFRSEpKQmhoaEAgI4dO8LT0xNjxowBkNrGplKlSihSpAhevnyJjRs3YvHixZgxY0ZWPgoRERGZqSwFOXXr1sXhw4eRO3dunfWPHj1ChQoVcOXKFdXbat26Ne7du4fw8HAkJCTA398fmzdvVhojx8fH60wjkZSUhJ49e+LmzZuwt7dHyZIl8csvv6B169ZZ+ShERERkprI8d1VCQgLc3d111t+5cweFChX6oKuOOHcVERHRv88/PnfVunXrlP9v2bIFLi4uyt/JycmIjo6Gl5dXZjZJRERE9I/IVJDTvHlzAKkzjYeEhOi8Zm1tDS8vL0yYMCHbMkdERESUVZkKclJSUgCk9pw6fPgw3Nzc/pFMEREREb2tLHUhv3r1qqoAp2zZshx8j4iIiN6Ltxrx2JRr167h9evX/+QuiIiIiPT6R4McIiIioveFQQ4RERGZJQY5REREZJYY5BAREZFZYpBDREREZilLQY7aualmzZqlzEFFRERE9C5lKcgpWrQo6tati19++QUvXrwwmK5t27bIkSNHljNHRERElFVZCnJiY2NRrlw5hIWFIW/evOjevTsOHTqU3XkjIiIiyrIsBTn+/v6YNGkS/vrrL8ybNw+3b99GzZo1UaZMGURGRuLevXvZnU8iIiKiTHmrhsdWVlZo2bIlfvvtN4wbNw5xcXEYMGAAChYsiI4dO+L27dvZlU8iIiKiTHmrIOfIkSPo2bMn8uXLh8jISAwYMACXL1/Gtm3b8Ndff6FZs2bZlU8iIiKiTMnULORakZGRmD9/Pi5cuIDGjRtj0aJFaNy4MSwsUmMmb29vLFiwAF5eXtmZVyIiIiLVshTkzJgxA507d0anTp2QL18+vWnc3d3x888/v1XmiIiIiLIqS0HOtm3bUKhQIaXkRktEcOPGDRQqVAg2NjYICQnJlkwSERERZVaW2uQUKVIE9+/fz7D+4cOH8Pb2futMEREREb2tLAU5IqJ3/dOnT2FnZ/dWGSIiIiLKDpmqrgoLCwMAaDQahIeHw8HBQXktOTkZBw8ehL+/f7ZmkIiIiCgrMhXkHDt2DEBqSc6pU6dgY2OjvGZjYwM/Pz8MGDAge3NIRERElAWZCnJ27twJAAgNDcXkyZPh5OT0j2SKiIiI6G1luk3O69evsXjxYly/fv2fyA8RERFRtsh0kGNtbY1ChQohOTn5n8gPERERUbbIUu+q7777Dt9++y0ePnyY3fkhIiIiyhZZGgxw6tSpiIuLQ/78+VG4cGHkyJFD5/XY2NhsyRwRERFRVmUpyGnevHk2Z4OIiIgoe2UpyBk+fHh254OIiIgoW2WpTQ4APHr0CHPnzsWQIUOUtjmxsbG4detWtmWOiIiIKKuyVJJz8uRJBAUFwcXFBdeuXUO3bt2QK1curFq1CvHx8Vi0aFF255OIiIgoU7JUkhMWFoZOnTrh0qVLOnNVNW7cGHv27Mm2zBERERFlVZaCnMOHD6N79+4Z1nt6eiIhIeGtM0VERET0trIU5Nja2uLx48cZ1l+8eBF58uR560wRERERva0sBTnBwcGIiIjA69evAaTOSh4fH49Bgwbhk08+ydYMEhEREWVFloKcCRMm4OnTp3B3d8fz589Ru3ZtFC1aFE5OTvjhhx+yO49EREREmZal3lUuLi7Ytm0bYmJicPLkSTx9+hQVKlRAUFBQduePiIiIKEuyFORo1axZEzVr1syuvBARERFlmywPBhgdHY2PP/4YRYoUQZEiRfDxxx9j+/bt2Zk3IiIioizLUpAzffp0NGzYEE5OTujbty/69u0LZ2dnNG7cGNOmTcvuPBIRERFlmkZEJLNvKlCgAAYPHoxevXrprJ82bRpGjx79QU/t8PjxY7i4uKCmaxNYaaz1ptn5cPU7zhUREREZo/39TkxMhLOzs6r3ZKkk59GjR2jYsGGG9fXr10diYmJWNklERESUrbI8Ts7q1RlLO9auXYuPP/74rTNFRERE9Lay1LvK19cXP/zwA3bt2oVq1aoBAA4cOIA///wT/fv3x+TJk5W0ffr0yZ6cEhEREWVCltrkeHt7q9u4RoMrV65kOlP/JLbJISIi+vfJSpucLJXkXL16NStvIyIiInpnsjxOjpaIIAuFQURERET/qCwHOYsWLULZsmVhb28Pe3t7lCtXDosXL87OvBERERFlWZaqqyIjIzFs2DD06tULNWrUAADExMTgyy+/xP3799GvX79szSQRERFRZmUpyJkyZQpmzJiBjh07KuuCg4NRunRpjBgxgkEOERERvXdZqq66ffs2qlevnmF99erVcfv27bfOFBEREdHbylKQU7RoUfz6668Z1q9YsQLFihV760wRERERva0sVVeNHDkSrVu3xp49e5Q2OX/++Seio6P1Bj9ERERE71qWSnI++eQTHDp0CG5ublizZg3WrFkDNzc3HDp0CC1atMjuPBIRERFlWqZLcl6/fo3u3btj2LBh+OWXX/6JPBERERG9tUyX5FhbW+P333//J/JCRERElG2yVF3VvHlzrFmzJpuzQkRERJR9stTwuFixYoiIiMCff/6JihUrIkeOHDqvc+ZxIiIiet+yfRbyrMw8Pm3aNPz0009ISEiAn58fpkyZgoCAAL1p58yZg0WLFuH06dMAgIoVK2L06NEG06fHWciJiIj+fd7LLOTaGEmj0WRlU1ixYgXCwsIwc+ZMVKlSBVFRUWjQoAEuXLgAd3f3DOl37dqFNm3aoHr16rCzs8O4ceNQv359nDlzBp6enlnKAxEREZmfLE/Q+fPPP6NMmTKws7ODnZ0dypQpg7lz52Z6O5GRkejWrRtCQ0Ph6+uLmTNnwsHBAfPmzdObfsmSJejZsyf8/f1RsmRJzJ07FykpKYiOjs7qRyEiIiIzlKWSnPDwcERGRqJ3796oVq0aAGD//v3o168f4uPjERERoWo7r169wtGjRzFkyBBlnYWFBYKCgrB//35V23j27Blev36NXLly6X395cuXePnypfL348ePVW2XiIiI/t2yFOTMmDEDc+bMQZs2bZR1wcHBKFeuHHr37q06yLl//z6Sk5Ph4eGhs97DwwPnz59XtY1BgwYhf/78CAoK0vv6mDFjMHLkSFXbIiIiIvORpeqq169fo1KlShnWV6xYEW/evHnrTKk1duxYLF++HKtXr4adnZ3eNEOGDEFiYqKy3Lhx453lj4iIiN6fLAU5HTp0wIwZMzKsnz17Ntq1a6d6O25ubrC0tMSdO3d01t+5cwd58+Y1+t7x48dj7Nix2Lp1K8qVK2cwna2tLZydnXUWIiIiMn9Zqq4CUhseb926FVWrVgUAHDx4EPHx8ejYsSPCwsKUdJGRkQa3YWNjg4oVKyI6OhrNmzcHAKURca9evQy+78cff8QPP/yALVu26C1RIiIiIspSkHP69GlUqFABAHD58mUAqaUybm5uyvg1gLpu5WFhYQgJCUGlSpUQEBCAqKgoJCUlITQ0FADQsWNHeHp6YsyYMQCAcePGITw8HEuXLoWXlxcSEhIAAI6OjnB0dMzKxyEiIiIzlKUgZ+fOndmWgdatW+PevXsIDw9HQkIC/P39sXnzZqUxcnx8PCws/q9WbcaMGXj16hU+/fRTne0MHz4cI0aMyLZ8ERER0b9blkY8/jfjiMdERET/PlkZ8TjLgwESERERfcgY5BAREZFZYpBDREREZolBDhEREZklBjlERERklhjkEBERkVlikENERERmiUEOERERmSUGOURERGSWGOQQERGRWWKQQ0RERGaJQQ4RERGZJQY5REREZJYY5BAREZFZYpBDREREZolBDhEREZklBjlERERklhjkEBERkVlikENERERmiUEOERERmSUGOURERGSWGOQQERGRWWKQQ0RERGaJQQ4RERGZJQY5REREZJYY5BAREZFZYpBDREREZolBDhEREZklBjlERERklhjkEBERkVlikENERERmiUEOERERmSUGOURERGSWGOQQERGRWWKQQ0RERGaJQQ4RERGZJQY5REREZJYY5BAREZFZYpBDREREZolBDhEREZklBjlERERklhjkEBERkVlikENERERmiUEOERERmSUGOURERGSWGOQQERGRWWKQQ0RERGaJQQ4RERGZJQY5REREZJYY5BAREZFZYpBDREREZolBDhEREZklBjlERERklhjkEBERkVlikENERERmiUEOERERmSUGOURERGSWGOQQERGRWWKQQ0RERGbpvQc506ZNg5eXF+zs7FClShUcOnTIYNozZ87gk08+gZeXFzQaDaKiot5dRomIiOhf5b0GOStWrEBYWBiGDx+O2NhY+Pn5oUGDBrh7967e9M+ePYOPjw/Gjh2LvHnzvuPcEhER0b/Jew1yIiMj0a1bN4SGhsLX1xczZ86Eg4MD5s2bpzd95cqV8dNPP+Hzzz+Hra2tqn28fPkSjx8/1lmIiIjI/L23IOfVq1c4evQogoKC/i8zFhYICgrC/v37s20/Y8aMgYuLi7IULFgw27ZNREREH673FuTcv38fycnJ8PDw0Fnv4eGBhISEbNvPkCFDkJiYqCw3btzItm0TERHRh8vqfWfgn2Zra6u6aouIiIjMx3sLctzc3GBpaYk7d+7orL9z584H06g4KO9nBl/bnvDrO8wJERERZdZ7q66ysbFBxYoVER0draxLSUlBdHQ0qlWr9r6yRURERGbivVZXhYWFISQkBJUqVUJAQACioqKQlJSE0NBQAEDHjh3h6emJMWPGAEhtrHz27Fnl/7du3cLx48fh6OiIokWLvrfPQURERB+e9xrktG7dGvfu3UN4eDgSEhLg7++PzZs3K42R4+PjYWHxf4VNf/31F8qXL6/8PX78eIwfPx61a9fGrl273nX2iYiI6AP23hse9+rVC7169dL7WvrAxcvLCyLyDnJFRERE/3bvfVoHIiIion8CgxwiIiIySwxyiIiIyCwxyCEiIiKzxCCHiIiIzBKDHCIiIjJLDHKIiIjILDHIISIiIrPEIIeIiIjM0nsf8fjfrn7hDgZf23p98TvMCREREaXFkhwiIiIySwxyiIiIyCwxyCEiIiKzxCCHiIiIzBKDHCIiIjJLDHKIiIjILDHIISIiIrPEIIeIiIjMEoMcIiIiMksMcoiIiMgsMcghIiIis8Qgh4iIiMwSgxwiIiIySwxyiIiIyCwxyCEiIiKzxCCHiIiIzBKDHCIiIjJLVu87A/8FDYt1Nvja5kvzAACNSn9pMM2mMzOzPU9ERETmjiU5REREZJYY5BAREZFZYpBDREREZolBDhEREZklBjlERERklhjkEBERkVlikENERERmiUEOERERmSUGOURERGSWGOQQERGRWWKQQ0RERGaJc1f9SzT272309Y3Hp7yjnBAREf07sCSHiIiIzBKDHCIiIjJLDHKIiIjILLFNjhlpEhBm8LUNhyLfYU6IiIjePwY5/zEf1xho8LU//vzpHeaEiIjon8UghzL4uO4Qg6/9sXPMO8wJERFR1rFNDhEREZklBjlERERkllhdRVny8f+GGnztj23fv8OcEBER6ccgh/4xTZoMN/jahg0j32FOiIjov4jVVURERGSWGOQQERGRWWKQQ0RERGaJQQ4RERGZJTY8pveqcfAIg69tXGf4NSIiIlNYkkNERERmiUEOERERmSVWV9EHreEnxsfT2fz7cNT/LMLg61t/Dc/uLBER0b/EB1GSM23aNHh5ecHOzg5VqlTBoUOHjKb/7bffULJkSdjZ2aFs2bLYuHHjO8opERER/Vu895KcFStWICwsDDNnzkSVKlUQFRWFBg0a4MKFC3B3d8+Qft++fWjTpg3GjBmDjz/+GEuXLkXz5s0RGxuLMmXKvIdPQP8GQW0Nl/ZsX5pa2lOvwyiDaaIXD8v2PBER0T/rvQc5kZGR6NatG0JDQwEAM2fOxIYNGzBv3jwMHjw4Q/pJkyahYcOGGDhwIABg1KhR2LZtG6ZOnYqZM2e+07zTf0/dToYDoZ0LUgOh2l0Mp9n9c2qaj7obTrN31jDU7GH4dQCImcGgi4jIlPca5Lx69QpHjx7FkCFDlHUWFhYICgrC/v379b5n//79CAsL01nXoEEDrFmzRm/6ly9f4uXLl8rfiYmJAIA38tpgvh4/fpyaJkVNmlfZkybZeJrXRl7/vzQvjb4OAK/fvMM0r98+zZvXLwy+riaNcnzVpHn14aQx9ro2TdDAcQZf3/7TIABAvW8Mp4n+MTVN4LeG0+wYnZqm7tCxBtPs/D71YaT2CMNpdo9ITVMrwnCaPeGDUXP0GIOvA0DMt0NQY4zhNH+muZcQkXnR3j9FRP2b5D26deuWAJB9+/bprB84cKAEBATofY+1tbUsXbpUZ920adPE3d1db/rhw4cLAC5cuHDhwoWLGSw3btxQHWe89+qqf9qQIUN0Sn5SUlLw8OFD5M6dGxqNBkBqdFiwYEHcuHEDzs7OerdjKk12bOPfmOZDysu7TPMh5eVdpvmQ8vIu03xIeXmXaT6kvLzLNB9SXt5lmg8pL/rSiAiePHmC/Pnz602vz3sNctzc3GBpaYk7d+7orL9z5w7y5s2r9z158+bNVHpbW1vY2trqrHN1ddWb1tnZ2eDBVpsmO7bxb0zzIeXlXab5kPLyLtN8SHl5l2k+pLy8yzQfUl7eZZoPKS/vMs2HlJf0aVxcXIymTe+9diG3sbFBxYoVER0draxLSUlBdHQ0qlWrpvc91apV00kPANu2bTOYnoiIiP6b3nt1VVhYGEJCQlCpUiUEBAQgKioKSUlJSm+rjh07wtPTE2P+f2PDvn37onbt2pgwYQKaNGmC5cuX48iRI5g9e/b7/BhERET0gXnvQU7r1q1x7949hIeHIyEhAf7+/ti8eTM8PDwAAPHx8bCw+L8Cp+rVq2Pp0qUYOnQovv32WxQrVgxr1qx5qzFybG1tMXz48AzVWplJkx3b+Dem+ZDy8i7TfEh5eZdpPqS8vMs0H1Je3mWaDykv7zLNh5SXd5nmQ8qL2jSmaEQy0xeLiIiI6N/hg5jWgYiIiCi7McghIiIis8Qgh4iIiMwSgxwiIiIySwxyzMSiRYt05ujSevXqFRYtWvQecvTvwuOXPV68MD7n1rvwrr7L+Ph4vXPoiAji4+OzbT/vy4fwXab1oeWH/h3+k0GOj48PHjx4kGH9o0eP4OPjo/y9d+9etG/fHtWqVcOtW7cAAIsXL0ZMTIyq/VhaWuLu3bsZ1j948ACWlpbK34sXL0aNGjWQP39+XL9+HQAQFRWFtWvX6uRtwoQJ6Nq1K7p27YqJEycqk40CQGhoqM7fWk+ePFHGHDLk8ePHRpfly5cry7p164wu2S0pKQkbN27EzJkzMXnyZJ0FACIiIvDs2bMM73v+/DkiIiJUp1Fz/C5fvozevXsjKCgIQUFB6NOnDy5fvpzhPXFxcdiyZQueP38OABl+CB89eoStW7fil19+waJFi3QWtdSeW2pcunQJs2fPxvfff4+IiAidRY2UlBSMGjUKnp6ecHR0xJUrVwAAw4YNw88//5ypvACmj9+bN2+wfft2zJo1C0+ePAEA/PXXX3j69CkA9deCqevu8uXLGDp0KNq0aaMc602bNuHMmTMAAG9vb9y7dy/Dfh4+fAhvb28A6r4nNeenmvyqOTZA6vk3d+5cDBkyBA8fPgQAxMbG4tatW9n+XRqj5nOrzU92XFNqjq+pc0ItY98BAISEhGDPnj1Gt6H2d8yYzp07K+dJWklJSejcuTMAqPq9U3Oea787Y9ReC5miepYrM6LRaOTOnTsZ1ickJIiNjY2IiKxcuVLs7e2la9euYmtrK5cvX5YWLVpIuXLlxMPDQ1q0aGF0MbafW7duiZ2dnYiITJ8+Xdzc3OT7778Xe3t7uXz5soiIzJ8/X+rUqSMiIocPH5ZcuXKJp6ensv0CBQpI7ty55ejRo8q+7t69m2FfgYGBYm1tbTSv+P+TnllYWOhdkGZiNI1Go3fRvl6+fHmDi4uLi7i4uJg8dtrjFxsbK3nz5hVnZ2extLSUPHnyiEajkRw5coi3t7eIiFhYWOg9xvfv3xcLCwvVaQwdv+PHj0vOnDll8+bNYmNjIwEBAdKvXz/p16+fBAQEiK2trWzdulXZXr169USj0YiFhYXyXYaGhkpYWJiIiKxbt06cnJxEo9GIi4uLuLq6KkvOnDmV87B9+/aSL18+sbS0zPB9qD23RER2794tr1+/zpDu9evXsnv3bpk9e7ZYWlqKh4eH+Pn5ib+/v+TJk0dZtJ/V0CIiMnLkSPHx8ZFffvlF5xxevny5VK1aVdnnjRs3ZNq0aTJo0CC921Fz/K5duyYlS5YUBwcHsbS0VNL06dNHunfvruq7FDF93e3atUvs7e0lKChIbGxslNfHjBkjn3zyidH9XLt2TRwcHFR/T2rOTzX3CTXH5sSJE5InTx4pWrSoWFlZKWm+++476dChg6rvUs35+fz5c/nxxx+lUaNGUrFixQz3ArWfW01+1FxTT58+laFDh0q1atWkSJEi4u3trbOoOb5qzgk1TH0HIiLNmjUTa2trKVq0qPzwww9y8+bNDNtR8ztm6rsy9B3cu3dPLC0tRSR1UmwvLy8ZMmSInDlzRu9nUnOeazQaKViwoLRv317mzp0rly5dypBezTmRWe99MMB3KW1Jw5YtW3TmwEhOTkZ0dDS8vLwAAN9//z1mzpyJjh07Yvny5QBS58woXLgwLl68aHT+jLNnz2Ly5MnQaDSYO3cuHB0ddfazZ88elCxZEgAwZcoUzJkzB82bN8fYsWOVdJUqVcKAAQMAAP369UNwcDDmzJkDK6vUr+zNmzfo2rUratWqheLFi0Oj0aBevXrK69p9nT17FgUKFDCa34YNGwIABg8ebPwAAqhdu7be9SNHjjT53jVr1gBQP/dIv3790LRpU8ycORMuLi44cOAArK2t0b59e/Tt2xdA6lO+dqLVtE6cOIFcuXKZTKPRaFChQgWDx+/q1ato2LAhBg8ejH79+ul8R0DqMRs0aBD+97//oV+/frCyskJ8fDxKlSqlpGndujXCwsIwYcIE9O/fH507d8bo0aPh4OCg93N36tQJ8fHxGDZsGPLly6eT9z/++EP1uQUAdevWxe3bt+Hu7q6zj8TERNStWxcFChTADz/8gEGDBum8R+vYsWN68whAydeiRYswe/Zs1KtXD19++aXyup+fH86fPw8AiI6ORnBwMHx8fHD+/HmUKVMG165dg4igQoUKAKDq+PXt2xeVKlXCiRMnkDt3biVNixYt0KBBAxw6dMjkdwmYvu4GDx6M77//HmFhYXByclJeDwwMVNZrNBoMGzZM53tMTk7GwYMH4eHhofp7UnMOq7lPGDs23bp1A5A6wnynTp3w448/6nyuxo0bo23btti3b5/J79LY+anVpUsXbN26FZ9++ikCAgL0plHzudWcW2quqa5du2L37t3o0KGD3jyrOb7GzompU6dm2OejR49w6NAh3L17FykpKcr6cePGGf0OgNR75b1797B48WIsXLgQw4cPR1BQELp06QILCwvl3Db1O2bou3r27BlEBO3bt8eTJ09gZ2ens42NGzcq94y//voLy5cvx7JlyzB27FiUK1cO7dq1Q5s2bbBq1SoAUHWe37hxA7t27cLu3bvx448/olu3bsifPz9q166NunXromvXrqrOiUzLUmj0L6UtdbCwsMhQEmFjYyPFixeX9evXi4iIvb29XL16VUREHB0dlWj78uXLYmtra3Q/Xl5e4uXlpUSu2r+9vLykePHiUr9+fTlw4ICIiNjZ2cm1a9cy7OfixYtKBGxnZyfnzp3LsJ8zZ86IlZWVjBgxQjQajQwYMEBGjBihLKNHj5alS5fKy5cv3/7g6fH8+fN/ZLtaLi4ucv78eeX/Z8+eFRGRAwcOiIWFheTMmVMsLCyUJzbt4uzsLBYWFmJra2syTeXKlVUdP1tbW7l48WKGPF64cEE5Hzw8POT48eMikvGcyZEjh4iIODg4KOsNcXR0lGPHjul9LTPnlojh0oYLFy6Ik5OTODk5mcyPKYbO4TNnziifu3LlyhIeHq6T5smTJxIcHCzTp08XEXXHL1euXMo5kTbN1atXM3UtmLrucuTIIVeuXNG7H41GI3Xq1BGNRiPVq1eXOnXqKEv9+vXliy++kAIFCpj8npycnEyenz179lSVX1PHxt7eXkREnJ2dJS4uLkOaa9euia2trarv0tj5qeXs7CwxMTF6X9N+1rf53Gnzo+aacnFxMZgfY/tJe3yNnRPpfxOMlS4BMPod6HP06FHp1auX2NnZGS1VT/87Zui70v4OGlosLS3l+++/z/C+K1euyPfffy+lS5cWS0tLsbOzy9T9KK2LFy9KSEiIWFlZCQDV50Rm/adKcrTRtLe3Nw4fPgw3NzeDafPmzYu4uDglItaKiYlR6jvfvHmDXbt24fLly2jbti2cnJzw119/4dSpU3B0dETdunWxatUq5MyZ0+B+vL29cfz4cRQuXFhn/ebNm5WnWWdnZ8THx+s8oQOpkXGuXLkwfPhweHl5oXXr1joRuT6G8uzs7KxE4Xv37sWsWbNw5coV/Pbbb/D09MTixYvh7e2NatWqYfTo0Zg5cybu3LmDixcvwsfHB8OGDYOXlxe6dOkCIPUpZuXKlbh8+TIGDhyIXLlyITY2Fh4eHvD09FSVF2tra2VKD3d3d+UJ38XFBVZWVoiMjETnzp0xcuRInacZGxsbeHl54eLFixARo2m0E7uaOn558uTB8ePHUaxYMZ31x48fV554kpKS9D5JPnz4UBmWvEGDBjhy5IjROvOCBQvqbdAKAFevXgUAk+dWy5YtAaQ+YXXq1ElnWPTk5GScPHkS1atXh6enJ7Zu3arzlKxPXFwcLl++jFq1asHe3l7nicvX1xd79+7NcA6vXLkS5cuXBwCcO3cOy5YtAwBYWVnh+fPncHR0REREBJo1a4YePXqoOn4pKSlITk7OkObmzZuZuhZMXXd3797F7du3lbY1WseOHYO3tzd27tyJ0NBQTJo0yegMysa+p4ULF6o+P9XcJ4wdG22Jga2tLR4/fpwhzcWLF5EnTx64u7ub/C6NnZ9anp6eOqUUaUVFRan+3GrOLTXXVM6cOY2WBKg5vq6urgbPCe09TctY6ZK7u7vR7yC927dvY9u2bdi2bRssLS3RsWNH3Lp1C9HR0Rg1ahSGDh1q8HMZ+q527twJEUFgYCB+//13nWNjY2ODwoULI3/+/Bne5+3tjcGDB8PPzw99+vTBtWvXcPXqVVW/dc+ePUNMTAx27dqFXbt24dixYyhZsiR69eqFlJQUlC9fXtU5kWlZCo3+A0aPHi2+vr5y4MABcXJykr1798ovv/wiefLkkcmTJ6uq/1Zjzpw54unpKcuXL5ccOXLIsmXL5Pvvv1f+LyLSu3dvKVCggCxfvlzi4+MlPj5eli1bJgUKFJC+ffvqbO/ly5dy48YNuX79us4ioq7OXl9bJBGRKVOmSKNGjVTVkaupc1aTl//973+yZMkSERHp2rWrBAQEyC+//CINGjSQgIAAEUmtJ3/16lWG41q+fHl5+PChiIjUqVNHnjx5ovo70WfkyJHi6uoqY8eOlT179siePXtkzJgx4urqKhERESIi0qhRIxk6dKiIpD5BXblyRZKTk6VVq1ZKnf3cuXOlUKFCMnz4cFm5cqWsXbtWZxER2bJli9SvX18pScyKTp06SadOnUSj0Ujr1q2Vvzt16iRffPGFjB49Wu7duyejR48WNzc3CQkJkfHjx8ukSZN0lvv370tgYKDRdjJr1qwRFxcXGTt2rDg4OMhPP/0kXbt2FRsbG6W9koeHh1ISV6pUKeWzHj9+XHkiV3P8PvvsM+nWrZtOmidPnkhgYKB06tRJ9fExdd31799fatasKbdv3xYnJye5dOmSxMTEiI+Pj4wYMULvNhMTE2X16tV6S12N2bVrl952U5nJr4i6Y9OlSxdp3ry5vHr1Sklz/fp1KV++vPTt21fVd6nm/Ny4caM0bNhQKR0x9Ln1XbtpqcmPmmtq8eLF8umnn0pSUlKWj29mzgljpUumvgMRkVevXsnKlSulSZMmYm1tLRUrVpQZM2ZIYmKi8nrZsmXFycnJ6PEz9V1du3ZNUlJSjG5DKyYmRnr06CF58uRRSqm0x8ZQW5q0rK2txd3dXfr16ydr165V7s9pqTknMus/E+RMmjRJqV5JfyNPv4iIpKSkKCe5tijQzs5OuQk3a9ZM2rdvLy9fvtQpcvz000/Fx8dHRERVo00RkV9++UWKFi2q7MfT01Pmzp2rvP7y5Uvp06eP2NjYKMWJtra28vXXX8uLFy9EJLXor2bNmhmKHbU/TsbyvHPnTilatKiIiPj7+8vChQtFRLcoNTY2Vjw8PKRIkSKyffv2DK+fO3dOXF1dRUSkXr16MnDgwAxp/vzzTylcuLDqvBw+fFh27NghIiJ37tyRBg0aiJOTk1SoUEGp1hARSU5OlgsXLsjevXtl9+7dsnv3brGxsZHffvtNRFIvQH1VNjlz5pR79+6JiGQoIk2/pKSkSGRkpHh6eup8T1FRUcpN4tSpU+Lu7i4NGzYUGxsb+fTTT6VUqVLi4eGhFE8barid9ntydXVVvmtHR8cMeRFJDTKMLVojRoyQp0+fZvjsWmmLl9Mv3t7e0qFDB2nQoIHcuHFD53vavHmz+Pr6KtvZs2ePBAUFSZ48ecTe3l5q1KghW7ZsUV5v1qyZzJ49W0RSfyyKFi0q33//vVSoUEHq1aun+vjduHFDfH19pVSpUmJlZSVVq1aV3LlzS4kSJZSbrKmieC1j193Lly+la9euYmVlJRqNRqytrcXCwkLat28vb968ERGRVq1ayZQpU0RE5NmzZ1KsWDGxtrYWKysrWblypYiIvHnzRubOnStt2rSRevXqSd26dXUWkdSqiJMnTyr5WrNmjTRr1kyGDBmiU9Vs6j6h5tg8evRIgoKCxNXVVSwtLaVgwYJibW0ttWrVUs4TU9+lmvPz7t27UqdOnQxp0jYGTkxMNLqoPbfUXFP+/v7i5OQkjo6OUqZMGb0NodXch02dE1otWrSQFStWiD5qvoPcuXNLzpw5pWfPngarBnPnzi2enp56X1P7XW3atEn27t2rpJ86dar4+flJmzZtlCBk0KBB4uXlJTY2NtKkSRNZunSpJCUliYeHh6xbt075DvTdY9Nq1qyZ5M6dW/Llyydt2rSRWbNmyYULFzKk03c/1y5Z8Z+ZoNPb2xtHjhxB7ty5MxQ3pqXRaHS6ur169QpxcXF4+vQpfH19lSqd3LlzY9++fShRogScnJxw4sQJ+Pj4oFq1ajh+/DieP3+u04BT33527Nihs+7Zs2d4+vRphkaiaV/XdlkuUqSITjFojRo1YGVlhcGDB+ttWOfn52cwz9euXYOvry+ePXsGBwcHnD17Fl5eXjpprly5Al9fX2g0Gpw/fx6FCxfWef3s2bMICAjA06dP4eLigtjYWBQpUkQnzfXr11GiRAm8ePFCVV7UOHDgANq2bYvr16/rFMtq/z9ixAiMHDkSAwYM0GkUB6RWNZUpUwYRERFYuHCh0f2EhIQo/9d2udRXHJ+YmIipU6fixIkTePr0KSpUqICvvvoK+fLlU/V5AKjKS4sWLXTWvX79GqdPn8ajR48QGBioNAh8W3nz5sWWLVvg5+eX4XwoV66cTtdkY65cuYKnT5+iXLlySEpKQv/+/bFv3z4UK1YMkZGRSjWBmuP35s0brFixQidNu3btYG9vDyC10Wba8//169c4duwYFi5ciJEjRypVqlrGrrv4+HicPn0aT58+Rfny5XWqK9Mem6VLl2L48OE4ceIEFi5ciNmzZ+PYsWPo1asXFixYgCZNmui9LidOnIjKlStj8ODB+OSTT5TrrGXLljh8+DCaNGmCqKgo1fk1dWy0/vzzT500QUFBxr4+HWrOz6CgIMTHx6NLly7w8PBQPre2iq93796wsLAw2iBZX9VbVpnqGDF8+HDl/6buw8bOCa2ff/4ZERERCA0NRdmyZWFtba3zenBwMGJiYnDy5Em938HixYvRqlUro1Wu/fr1g62tbYbOEGmZ+q7Gjx+PcePGoXHjxjh16hQqVaqE/v37Y+fOnShZsiTmz5+PGjVqoF27dvjss890mniMGDECERERer/D9NJ+lydPnsTu3buxe/du7N27F1ZWVqhTpw6WLFli8H4OIOvnRJZCIxJXV1elO13aJ9y9e/eKu7v7O8+Pg4ODyWJyNXn29vaWbdu2ZUizcOFCKVWqlFSoUEEWL16c4fWRI0dKzZo1RUQkT548EhsbmyHN1q1bpUCBAqrzooafn5+0atVKzp49K3///bc8evRIHj16JIcPH5aWLVtKpUqVxMLCQsqUKSP+/v4ZFu1TnDlITk6WL774QsaNG6es05bIGFpMcXR0VBpcp/2etMMaiIjEx8fLjRs3lPccPHhQ+vbtK7NmzcrOjyciprvEG7NkyRIJDg7OtrzY2dlJfHy8iIh06NBBBg0aJCIi169fV6rgcufOLRs2bDC6nbSNgceOHSv169cXkdTqAe318uzZM52qlmvXrsnEiRN1SjTUWLhwoVL6m9bLly9l4cKFcujQIb0NRQ8cOCCHDx9WvR97e3ud0lattFVzu3btMrqk9+TJE4OlPR8aNaVLb6tXr17i7OwsFStWlC+++CJDTcGrV68kNDRUaSytT44cOZSqrOHDhyvVwkePHhUPDw+T2zh37pysX79eNBqNLFiwQNasWaN3SSslJUWOHj0q48ePlyZNmoiVlZXSXd3Q/Vy7ZMV/quFxZrx48QJTpkzBzp07M3QBBID69esjKioKs2fPBpAaZT59+hTDhw9H48aNVe/nwYMHCA8Pz7Af7RPyxx9/bHIbq1atgq+vL+7fv280nZo8d+vWDX379sW8efOg0Wjw119/Yf/+/RgwYACGDRuGQoUKISQkRBk4bNWqVbhw4QIWLVqEP/74A0DqU0pERAR+/fVXZT/x8fEYNGgQPvnkE6N5adSoEWxsbJRuxcbExsbi0qVLWLlyJYoWLarzWqVKlfD7778DACwsLBAdHW3wyUwrJSUFcXFxyvfQpUsX5SklfSmQvrwAqefNyZMn9Z4zwcHBAFIbKO/evRvx8fF49eqVTpo+ffro/P3ixYsMaQw1dLWwsEBYWBjq1KmDb775BgDw9ddf66TRlmps3rwZAwcOBJDaMHXdunV68/PRRx9h0aJFGDVqFIDU7yklJQU//vijUlLZtm1bfPHFF+jQoQMSEhIQFBSEMmXKYMmSJUhISEB4eLjhA5fG5s2b4ejoiJo1awIApk2bhjlz5sDX1xfTpk1Dzpw5TXaJN/akV7VqVXzxxRcADF93Wg8ePMDKlSsNvr5q1SoULFgQ+/fvR65cubB582ZlqIm///5beQK3sbHJcG6mJyLK9rdv365c8wULFlSu6WbNmqFly5b48ssv8ejRIwQEBMDGxgb3799HZGQkevTogYULF8LNzQ1NmjQBAHzzzTeYPXs2fH19sWzZMhQuXBihoaFo2LBhhuOnHSixYsWK+Oabb1ClShWd1y9duoQpU6bg4MGDehvNpuXs7IySJUsqgzmmlXYICkPDUaR19epV9OrVC7t27dIZ8TglJUU5F7UDgxqS/prSx9T58PDhQ4SFhel9r0ajgZ2dHYoWLYpmzZohV65cGd6f3uHDhw3uKzIyEgBw5MgR/Prrr3qvy1WrVuH06dPKffLixYsZ8mRtbY3ff/8dw4YNM5gPGxsbpdR8+/bt6NixIwAgV65cePz4scltlCxZEiVLlsTw4cPRqlUrg134tZ9r165diImJwZMnT+Dn54datWrhiy++wEcffQQABu/nb+M/U12VVnJyMhYsWIDo6Gi9J9mOHTvQrl07ZZyHtMWtWl26dEGDBg0gIrh06RIqVaqES5cuwc3NDXv27IG7uzuSkpIwduxYg/u5cuUKGjdujLi4uAzFunPnzgUAFC1aFCKC1atXw8XFBZUqVQIAHD16FI8ePULLli0xf/587NixA0OHDsXo0aP1Fo86Ozvj5s2bJvMsIhg9ejTGjBmjnPy2trYYMGCA8kO3d+9eRERE6BR3h4eHo379+gBSf3A+/fRTHDlyBE+ePEH+/PmRkJCAatWqYePGjciRI4fBvACpo3DmyJHD5Pc4fPhwBAYG4ptvvlHGP8kqfcWk2n81Gg0GDRqE6dOnw9fXV2nlf+DAAZw5cwY9e/bEmDFjsHnzZnTs2FFvsKktaj127BgaN26MZ8+eISkpCbly5cL9+/fh4OAAd3d3XLlyBUlJSRg0aBB+/fVXvSOaGvsh37hxI0JCQvSOxJvWtGnTcOTIEbRv397o+DWTJ09GvXr1UKFCBezYsQPBwcE4c+YMHj58iD///BNFihRBzpw5ceDAAZQoUQKTJ0/GihUr8Oeff8LJyQnPnj1TNS7Sw4cPUbZsWZNF5xYWFrhz506GXigXL15EpUqVDP4AP3/+HEOGDMGmTZtw4cIFg9edVmxsLGbNmoW6devqfX3+/PmYPn06+vbtC0dHRxQuXBixsbGwsLDAlClTsGrVKuzcuRMTJkzAlStXMHXqVIPF+oGBgShYsKAyDsrZs2dRtGhR7N69GyEhIbh27Rrc3Nywe/dulC5dGnPnzsWUKVNw7Ngx/P777wgPD8e5c+dQokQJzJgxA4GBgdi/fz/q1auHqKgo/PHHH7CyssKqVasMHr8TJ06gbt26ePXqFU6ePJmhp5KlpSXs7OyQlJSkqppp69atGDlyJH744QeD9yPA8FgyANCxY0fUqFEDIoK+ffvqfA+ff/45Zs2aheDgYIPND+Lj41GgQAFcv34dOXPmNFqtUrVqVaPnQ0hICOrWrYvY2FgkJyejRIkSAFLPO0tLS5QsWRIXLlyARqPBzp07UbFiRaU6PL3Ro0dj6NChKFGiRIZ9aZsxLF++HB07dkSDBg2wdetW1K9fHxcvXsSdO3fQokULzJ8/3+BnSZ9vf39/9OvXT+/rwcHBePXqFWrUqIFRo0bh6tWrSo/LXr164eLFiya3kda9e/dw4cIFAECJEiV0zrPKlSujdu3aqFOnDj766CO994Xsup+n9Z8MctTUk7u4uGDjxo2oUaOGwe2Yqv9u06aN0QGo+vbtCycnJ8TExMDPz8/gfgYNGoSHDx9i5syZyhDZycnJ6NmzJ5ydnfHTTz8pXa3T70PS1W+rrbM31BYpM0zV+6vNizGrV6/G0KFDMXDgQL0303LlygFIHY49KioK586dA5DaNbVv374oUqQIAMDf3x/FixfHyJEj9X5X/fv3R758+ZRAT2v48OG4ceMG5s2bh2LFiqF+/foIDw+Hh4eH3vzWqVMHxYsXVwY4PHHihM4Ahy1btsRXX32FnTt3YtSoUejQoQOmTZuGW7duYdasWRg7dizatWuX4alSRHD79m1s2LABISEhegcnS+vKlSvw9/dHyZIl0ahRI4wcOVJpc+Pu7o527dqhYcOG6NGjh8l2Mo6Ojjh9+jS8vLwQHByMGjVqYNCgQYiMjMTgwYMxZ84co3kBUm/GabczYsQInD59GitXrkRsbCyqV6+Oxo0bY+3atWjYsKHeLvElSpTA5s2bM/ygiQiePHkCBwcH/PLLLwgODjZ53eXKlQu//PKLyVLZo0ePIj4+Hv/73/+Ua2TDhg1wdXVFjRo10KJFC+zcuRO5cuVC6dKlM5yfq1atwsmTJ9GuXTvEx8cjLCxMaR/Su3dvPHjwAEuXLoWDgwPOnz+PQoUK4bPPPkPp0qWVc69EiRJKezptmkGDBuH27dtYtGgRzpw5Az8/P5QrVw4nTpxA6dKlDQ6UGB0djT/++CNDd91p06bhu+++w6NHj7B7926jx6R27dqq7kfr169Hu3bt8PTpUzg7O2f4sX/48CEcHR1x9OhRJajIjIULF+Lzzz+Hra2tybYpvXr1MnkfjoqKwt69ezF//nwlSEtMTETXrl1Rs2ZNdOvWDW3btsXz589x6dIlrF69Wu/2PDw8lAEBDSlXrhy6d++Or776Srkuvb290b17d+TLly9DG6ObN28CAAoUKKCz/vvvv8eECRNQr149VKxYMcPDY/PmzdGzZ0/cuHEDffr0Udqr9evXD8nJyZg8ebLJbfTp0wfPnj1Dr169sHjxYuW3RtvdfcqUKUZLeNJSez/PlCxVcv3LqaknL1WqlJw4ccLg62raBpgagEpEpFKlSrJ//36jadzc3JRBvtI6f/680i5CTf22mjyHhobK48ePM6R5+vSphIaGire3t9y/fz/D63///bfSxsNUvb/avKhhqM47bd23mikZHBwc9A4zruXs7Kx3MMCLFy+Ks7OziIg4OTkpbSsMMTbAYYkSJUREpGDBgrJz505lm9p8LVq0SBo1aiQiojMAXZ06dSQwMFBat24ts2bNMtkdWURk3LhxUrhwYXF0dFTy7OrqKqdPnxaR1K7dhQsXluvXrxvsYqodmiAgIEAGDRoke/bsETs7O6Utxv79+032/kgrZ86cSjutGjVqKG16rl69KpaWlqq6xIuILFiwQGdZtGiRbNq0SafLqqnrzsvLK9NdwfVJm099izHPnz9XutOWLVtWJk2aJPHx8eLs7Cz79u0TEZEjR46Ih4eHiOi2hfP395dFixaJiEhcXJxYW1urGijx888/l9q1a+u0f/j777+ldu3a0qpVK9WfW839qFixYtK3b1+D3bpFUs9zbRtBNVJSUlR3iU5LzX04f/78eqc1OH36tOTPn19EUtuy5M6dW+bOnSuNGzeWBw8eZEifN29evfeStBwcHJS2Mrly5VJ63509e1by5s0rIqlt8EaOHKkMlmdhYSEuLi4SEREhycnJImK696QaarbxxRdfiI+Pj2zcuFFpL7VhwwYpUqSIfPnll8q2/v77bxk/frx06dJFunTpIhMmTNA519TczzPrPxnk5MuXT2/XtbRMjfOgZo4NLy8v5UfMkEOHDklgYKDs2rVL7t+/r7dhnaura4bGWyKpXU213bbVeJt5nrRzmWhUzJfyNvtxcXFRRr80tYikNsA0toik3vC1jULTGjRokNLwuG7durJp0yb9B05Sx3mZP39+hvXz589XGkqHhobqdDnVx83NTbnBFStWTDZv3iwiqQ34tPMd5ciRQwkgPD095eDBgyKSOtqotkGrWtrG1drF399f8ubNK5aWljJr1iyT49eo+S537twprq6uYmFhodN9PSwsTD7++GOTXYW153nTpk2lQYMGEhERIdbW1sp8PVu2bJFixYqJiOku8WqZuu4WLFggn3/+uTx79szodkzNx5VdfvvtN6XL8v/+9z9l/ejRo6Vhw4YiItK2bVupUKGCdOnSRRwcHJSHkbVr10rp0qVFJDUANDZS+c2bN8XHx0dcXFyUANrV1VVKlCihNLIWEXn48KH89NNP0rlzZ+ncubOMHz9e7w+6MWpGKo6Li5OgoCBZsGCBHDlyRE6cOKGzaM2dO1dKly4tNjY2YmNjI6VLl5Y5c+bobOvNmzfy22+/SUREhERERMjKlSuVBwI19+EcOXIoDx9p7dy5UxwdHUUkdXRuJycn8ff3F0dHR7G1tZXixYvrXIP58+fPML5Zep6enkpgU7ZsWVm6dKmIiOzbt095qBo8eLDkyZNHpk+frhyPadOmSZ48eeTbb781un19nj9/nuWG3blz59Z7bHbs2CFubm4iom4ORjX388z6TzY87t+/PyZNmmS0nrxSpUp48eIFfHx84ODgkKHYTAzMsfHgwQOlOG/UqFEIDw/HwoULDRbXubq64vHjxwgMDNS7/eTkZISGhqJLly64fPkyAgICAAAHDx7E2LFjdWZVNjZScc2aNY3m2cHBAYmJiUrRfvq5TL7//ns4Ozvj0aNHJudLMbSfmzdvKu8zlGbIkCEYMWIEJk6cqPd4pZd+hFJ9zp07pzSCTqtz585K99zevXujf//+SEhI0FtM+vXXX6NHjx6IjY3V+Q7mzZunNMqbOnUqWrVqhb179+rdRp8+fVC+fHkcPnwYxYoVQ+3atREeHo779+9j8eLFSv29j48Prl69ikKFCqFkyZL49ddfERAQgPXr18PV1VXVcdFq1qyZznG2sLBAnjx5UKdOHZQsWRIbN25ETEwMSpUqhcaNG6N///44deoUVq1ahapVq2LHjh16v6enT58q50idOnVw//59PH78WGfE04kTJ0Kj0RgdBTXteT516lT07NkTK1euxIwZM5RRZDdt2qTU0aft6muMqbYepq67p0+fYtmyZXB3d4eXl1eG7zI2NlbVfFyA6ZG9k5OTMXHiRIONTB8+fIhPP/0UNWvWxO3bt3WqQOrVq6cMJzBt2jQMHToUN27cwO+//67MX3X06FG0adMGgO5QCPp4enri5MmTWLJkCU6cOAF7e3uEhoaiTZs2yjHYs2cPmjZtqtNGcPLkyYiIiMD69etRq1Yt5Tv4+eeflSri0qVLo3Pnzso9QM1Ixffu3cPly5d17nMajUbnvAkPD0dkZCR69+6tVLPt378f/fr1Q3x8PCIiInDmzBkEBwcjISFBqfoaN24c8uTJo1xXpu7DzZo1Q+fOnTFhwgRUrlwZQGoD4gEDBqB58+YAgEOHDqF48eJo2rSpwc+UkpKCQ4cOoUiRIvD19dVbhVmrVi1s27YNZcuWRatWrdC3b1/s2LED27ZtQ7169QCkVsfNnTtX6dAApFbneHp6omfPnvjhhx8M5kHLWPu/lJQU/PTTT2jWrJnebvJpPXv2TG8Vvbu7u9K209gcjF9//TX27Nmj6n6eWf/JNjlq6skNjfMwZcoUAKlDeZtqG1C+fHlcvnwZImLwRhkQEAArK6sMDeu0ateujZSUFIwfPx6TJk3C7du3AQD58uVD37590b9/f1haWuL3339Hhw4d0K5dOyxevBhnz56Fj48Ppk6diu+//x7Vq1c32p7h2rVrSj26PtreDNobTFrW1tbw8vLCmzdvlHYmhur9nZ2dERAQoKpthVqLFy/GzJkzcfXqVezfvx+FCxdGVFQUvL290axZMxQsWBCRkZFo1aqVzvt+/fVXDBgwAPHx8Xo/e/qb6a+//opJkyYpN+1SpUqhb9+++OyzzwCkjo3x5Zdfws7ODrlz587QxuDKlStKY+y6devi7t276NixozJezM8//wx/f39MnDgRlpaW6NOnD7Zv346mTZtCRPD69WtERkaib9++uHPnDgYMGKA0ak//nfz999+qjt39+/f1jl/z/Plz1K5dG/Pnz0e3bt30TkJpaWmJP//80+C2TbXdSMtYT5sKFSogOjoaOXPmRPny5Y02II2NjVXV1sPUdTdt2jTs3LnTYMeD4cOHIyAgwGR7puvXr6Nhw4aIj4/Hy5cvlWlQ+vbti5cvX2LmzJkIDw/H3Llz0b9/fwwdOhTfffcdrl27hjVr1iA8PFxV7yBjcuXKhYsXL8LNzc1kA9yHDx+a3F7ZsmVRrVo1zJgxI0MbwX379uHUqVM4cuQIGjRoAHt7e+Wh4PDhw3j+/Dm2bt2KChUqqBpLxtfXF6VKlcI333yj93soXLgw8uTJg8mTJyuBnNayZcvQu3dv3L9/H9WqVUOePHmwcOFCJej++++/0alTJ9y7dw9v3rwxeR9++vQp+vXrh0WLFuHNmzcAUqcoCQkJwcSJE5EjRw4cP34cQGobP0N69eqFuXPnGm3U/vDhQ7x48QL58+dXejNq7xNDhw5Fzpw5YWdnh5MnT6J48eI6779w4QL8/f2V3m3Gek++fPnSYPu/Jk2a4N69e9i6dSsKFCiA4OBgBAcHo3r16hnyXK9ePeTOnRuLFi1SHn6eP3+OkJAQPHz4ENu3b4e9vb0ylUNaZ8+eRaVKlZRgyNT9PLP+k0FO2qcCfebPnw8HBwfs378/Q8Mx7XsXLlyIzz77TKeRrHaOjW7dusHNzU3VAFQODg44duyY6oZ12t4j6bsRly9fHv369UPHjh11Bm07duwYqlevjs8//9xonn19feHi4mJyLhNj835pP+/IkSPRv39/ncbK2v1s3rwZFhYWBvOSN29e9O7dG25ubqq6qs6YMQPh4eH4+uuv8cMPP+D06dPw8fHBggULsHDhQuzcuRMRERGYOHEiBg8ejOrVqwNIbRQ9btw4hIWFYdiwYbh+/brRfal5wsibNy/69OmDwYMHGw0YDXn+/LneRtfXr1/H0aNHUbRoUaXhXaNGjRAfH49evXrpbSjdokULoz9m2uDtxYsXGX5cgNQ5l16/fo19+/ahWrVqsLGxUV7TfpcDBgxAsWLF4O3tbXRfaQfXNCY+Pl7v+qioKHTv3h0lSpRQdU0VL14cjRs3NjortanrLkeOHNiyZYvSnV0fJycnHD9+XOlhFhMTg9KlS+PEiRNo1qwZrl27hubNm8PJyQk///wzcufOrVyXu3btQrdu3XDp0iUUKVIEkydPRpMmTXS2OXnyZBw4cABLly5F3bp1jR7jHTt2YM+ePXpf27x5MwIDAxEUFIQFCxYY3Y62pOfs2bN6fxSDg4Nhb2+P48ePZzh2aX9cP/roIxQtWlTvU/uVK1ewZ88eo9eI9sEiR44cOHHihNEuxa6urkrpaFoXL15EQEAAHj16BHt7exw5cgSlS5fWSXP69GlUrlwZGo1G9X346dOnyjnt4+OT6U4ZTk5OWL58udLVP6uqVKmCKlWqZOhC37t3bxw+fBgHDhwwWdoYFxeHRYsWoU6dOnB2dkZsbCyKFi2KxYsXY9myZdi4cSNevnyJ6OhorF27FuvXr0dycjKaNGmC4OBgJZA9ffo0GjRogJcvXyq/mSdOnICdnR22bNmC0qVLw8PDA4sXL1Z64Wpt2bIFHTt2xJ07d1TdzzMtS5Vc/wHly5c32hAtu9oGfPTRR5lqWGeImlnT1eT52rVrSqM1tf7++2+dvxcsWKC34XFahvKStg2ItrGZsakqSpUqJatXrxYR3c996tQpyZ07t4iIqikZ1DI2N1jOnDlNNjzu3bu33vVPnz6VOnXqiIgoU1noM3XqVOWzGpsJOm0jz507d4q9vb0sWbIkQwPQli1b6j0GCQkJUrp0aenUqZPJuvmoqCid5aeffpK2bduKs7Oz/PDDDyIiGdpS6GtbYej7Tj8dgylq2nqYuu5KlChhtOOBiLr5uNTMDO7g4KCcQ3nz5lXaJ1y+fFlpf/H111/rLF999ZXUqFFDXFxcpE+fPiJiuNFmZo7f5cuXpVy5cjoNPtNuR0SkevXqyjWX1urVq6VKlSoikjpQor6G22fOnFE+txoff/yxMkWGIb169dLbBqp///7KzNXlypWT6OjoDGmio6OlTJky2XYf1nrz5o389NNPUrlyZfHw8NBpS2hhYWGyUbuatnC7du2SHDlySKlSpZS2UaVKlRJHR0fZs2ePiIhUrlxZwsPDReT/zr8nT55IcHCwTJ8+PUvt/w4cOCDffvutlClTRuzt7aVJkyYSExMjSUlJMnv2bAkLC5OwsDCZM2eOTps2NXMwqrmfZ9Z/sk2OGmPHjkX//v0NjvOgbRtgbFwANXr37o2+ffsa7TJnqmoiOTlZ1azpavJcuHBho3Xp48aNU2Z5BoBWrVrh999/R758+bBx40b4+fkhMDAQ9+7dU7ozHjp0CEuXLoWvr68yGNs333yj8zmuX7+O1atXY9y4cUopkqH2IGldvXpVmY04LVtbWyQlJQFIfSrs168f+vXrZ3BKhkWLFhndT7Vq1dC5c2fs27dPZ72kqc4KCQnBihUr8O233xrczoYNG5AzZ06dEgntIIhaLVu2xPbt21GxYkWd906aNAnDhg3DV199ZXIm6PTVP5aWlqhatWqG9g8DBgxA165d8fPPPyvrbt++jcDAQJQuXVpnPA5D3VT79u2rNw8WFhY4efIkgNTie31VnYDuGEJpaQcujIyMVNW+QEtNWw9T192ECRPwzTffYObMmRmuKa2qVasabc8EqJsZvECBArh9+zYKFSqEIkWKKNU5hw8fVqpzDbVRGzFihDJwaPoqSu3xGzZsmHL8DJWWafXt2xfe3t6Ijo6Gt7c3Dh06hAcPHqBHjx7o378/Tp48iT59+qBv376Ii4tTPueBAwcwbdo0ZYoBZ2dnxMfHZ6iauHHjhsHZyfVp2rQp+vXrh1OnTul8T9rztUiRItBoNJg7dy62bt2q5OfgwYO4fv062rRpg8ePH2PMmDHo06cPRowYoZPniIgIjBs3DklJSSbvw4DpAfq0Ro4cabAKsnXr1hg+fLhSY6CPoWv75cuXSqlq7dq1cfHiRUybNg3nz58HkHrv6NmzpzKD+Llz57Bs2TIAqVVrz58/h6OjIyIiItCsWTOT7f+Sk5Px559/oly5ckp7QG0J0g8//IDLly9j3bp1uH37NmrUqIFu3boZ/C7Hjx8PjUaDjh07KtV91tbW6NGjh3LeqLmfZ1qWQqN/OTVD3et7EkpbipCUlCShoaFKjyONRiNWVlbSuXNnpUukmidTNV3mGjZsKL6+vjJ9+nRZvXq13iGzTc2aLiKq8myqBbyXl5f8+eefIpI6TYOrq6ts2bJFunTpovT6qFmzptJ9VTtjb7Vq1cTNzU1GjhwpIqkzjM+YMUNEUkuC3N3dpUCBAmJnZyfTp09X/V2WKlVKOQZpI//JkydnasoGV1dXnUU7Mautra3kzJlTqlevLrVq1ZKNGzfKsWPH5Pjx4zqLSOqTiouLi9SqVUt5ukzf2yYuLk7y5csnEydOFBGRx48fS7Vq1eSjjz5SSrbmzJkjefLk0XnaGz9+vDg7OytPaJmdqTztsUnr7t27UrJkSSV/t27dkuLFi0urVq0kOTlZVTdVQ/bs2aP0OnmbXhN//PGH1K5dW0SMl+5pNBpZu3atqlmpTV13aiahvHz5slLa8/TpU+nevbuULVtWWrZsqXwmNTODDxo0SCnxWr58uVhZWUnRokXFxsZGb6/AtC5duqTkx5Bdu3ZJhQoVjB4/7ZI7d27lMzk7OyulUBqNRgAYna4g7T1LzVP7yJEjjS6GvidtXgBkGEoh7aJNk/4c0fe3mvvwsmXLxNraWj7++GOxsbGRjz/+WIoXLy4uLi4ZhgPw8fGRP/74Q/netSW8kyZNEldXV4OThXp6esqkSZPEwsJCfvjhB52JoyMjI6V58+bi7+9v9PtOy1RpY2RkpDIp9bZt28TOzk5sbW3FwsJCoqKiRETE1tZW77QO6a8rY0taSUlJcvLkSTl58mSG4QOy636e1n+yJEfNUPem6v769euH3bt3Y/369cqAgTExMejTpw/69++PGTNmYPXq1Xr3o50oEEiNXE2JiYnB3r17jTZmGzx4MFJSUlCvXj08e/YMtWrVUkYq7t27t+o8m2oBn5CQgIIFCwIA/vjjD3z22WeoX78+vLy8lKHgT58+rTQ2/PXXX1G2bFn8+eef2Lp1K7788kuEh4cjNjZWeTpduXIl8ubNqzOCa48ePVCsWDG0a9cO7dq1M9i6PywsDF999RVevHgBEcGhQ4ewbNkyhIeHo1ChQqqnh9DXUPfSpUvo0aMHBg4ciJYtW+Lo0aMZnkzTOnXqlPIUcvr0aZ3XtCVSRYoUwebNm1G3bl1YWFhg2bJlsLW1xYYNG5ReeV27dsXDhw8RFBSEmJgYrFixAqNHj0ZKSopOw7ukpCRlotb0T55qGpACQJ48ebB161al7ckff/yBChUqYMmSJbCwsMCQIUPw888/Y+zYsTrnzIgRI/DixQujJSz79+9Xevh4eHgYnWzQmBIlSuDw4cMAYPCaGj16NDQajdLLBQAiIiIybEtbamTqutu1a5fe9du2bVNKyaysrFC2bFkAqW14Zs6cmSH9hAkT0KBBA/j6+uLFixdo27atMsq49gk77QSLrVu3RuHChZVGpsZ66QCpx9jUcfXw8FBKbk2VlnXp0kUpaXFzc8Nff/2FEiVKYNeuXahfv76yHVPUPLXr+y6vXr0KKysrFClSBOHh4SanRzAmMw3fDZXWpTV69GhMnDhRGaBv0qRJOgP0paXtpQmkDpaZmJgIIHWanm+++QZDhgzRu4+oqChMnDgRIqIz+Cvwf23htOeZmmlQTJU2ph3FOCgoCOfPn8/Q/q9MmTK4cuVKhpGl015rxmivOS0HBwfl2GhFRERgwIABBu/nY8aMUWYByLQshUZmaurUqSYH6NJSMy6AIZmdKLBUqVLKIF+mvHz5Us6cOSMHDx6UJ0+eZDrPpurS8+XLp5TkFC9eXH799VcRSR2Y0MnJSUR0J31r2rSpjB07VkRSB4+zs7MTkdQ2RNq64FatWsmIESNEJHWyR22dfWRkpDLBZqVKlSQqKkpu376dIW+//PKLFC1aVKe9TXBwsM6AZ8YWYw4fPiwlSpSQSpUqyd69e42mzYx9+/ZJjhw5JDAw0OBYLN98843kzp1bXF1dZf/+/RkGuTO2pKctRTDkwoUL4u7uLu3atdNpo5MvX74MT2IiqWM0aQdAMzUWj0jqoIYdO3aUrVu3GiwBSj9Gx6NHj+TcuXPSunVr8fPzM5h3keyffNMQS0tLpa2EoXYT6b1+/VoWL14sAwcOlB49esicOXPEz89PGZxw5MiRRgfEExGlVFW7NG/eXKpUqSKWlpbKOZy+ndPx48dl06ZNUrt2balRo4bR7WtLy2rWrKm0iWjTpo00bNhQYmJipGPHjspYO5lh7Kldn8TERGnRooVSEvwhUTNAn1bx4sWViU5r1KghY8aMEZHUkro8efKY3FedOnV0Bq/Up0yZMsqgtidPnhQbGxsZMmSIVK1aVfkd01faaGlpKU2aNJFr164ZHPw1rU2bNom/v7+sX79e/vrrr0yNpZP+vDW0AFCuJX33c1Pjjxnzn+xdZYh2qHttrx5jbVMcHBxw9OhRlCpVSmcbZ86cQUBAgNH6wytXrqBcuXJKXbqpKQe2bt2KCRMmYNasWaqeOAxRk2dTLeBbtWqFP/74A8WKFcOxY8dw7do1ODo6Yvny5fjxxx8RGxuLKlWqoG7dumjSpAnq16+PAwcOwM/PDwcOHMCnn36Kmzdvoly5cujatStatGiBMmXKYPPmzahWrRqOHj2KJk2aICEhQdn3xYsXsWTJEixbtgxXr15F3bp10b59e2UyOa1nz57h6dOnJifizIzjx4+jVq1aWLNmjcm5wdJK237FULfn69evw93dHfb29rh79y4AKBNrao0fPx61atVSSsYAdRMOtmzZUufv9evXIzAwEDly5FAmUgV0Jx599uwZbG1tdZ4enz17ZrKbavoeT+nH4gFSn9qXLl2KDRs2wMXFBa1bt0b79u2VcVa070t/nEQEBQsWxPLlyzNMNZBW+mtKDVPXXXJyMtasWaNz/fft2xdDhgxB48aN4e3tjSNHjujtaQgAhQoVMrhve3t7XLp0CQUKFIClpaXeSUfTSt8jVHuMAwMDlWtVe/zS39KrVq2KefPmGS2FjIuLg5+fH1atWoWkpCS0bNkScXFx+Pjjj3Hx4kXkzp0bK1as0BlHxlgPrLQMteUy5NSpU2jatCmuXbsGILVEZvz48Trf08CBA5VJHQH1bWWePXumN025cuVMng8FChTApk2bULZsWZQrVw5DhgxBmzZtsH//fjRs2FAprQFSS9adnZ3x7bffYsWKFWjfvj28vLwQHx+Pfv36YezYsTh69KjOuaWvLYpWcnIyTp06hcKFCytd4I1Ng9K4cWOde2hajo6OyvxklpaWSEhIMNqWNG0vuLTXp6SbMkgfUz2ZtRYsWIA7d+7oXAPZdT9nkJPGjz/+iOnTp+PatWsmx3kYOHCgyXEB9Ek/UeCWLVsQHBwMf39/pTpAO+fT+vXr8b///Q85c+bEs2fP8ObNG4NVE6ZmTY+NjVU1lkGfPn2wevVqjB8/Xqe79cCBA/HJJ5/gp59+wqRJk3Djxg106tRJuTAnTpwIJycndO3aFbt27UKLFi3w+PFjhISEYN68eQCAb7/9FufPn8eqVauwcuVKtG3bFsnJyQgMDMS2bdsAAGPGjMGePXuwadMmvcfvwIED6NGjB06ePGn04sqsdevW6fwt/38uqKlTp6JgwYLYsmULAONz8aSkpCjzvGh/bJ2cnFChQgXUqlXLaCNq7aCEpgb70463Y4qxm0tcXJzy/65duxrdzvTp0012U82MJ0+eYOXKlVi2bBl27NgBHx8ftG/fHuHh4RmqF7Q/5EWLFtUZcym99NeUGqauO29vbzRu3Bi3bt1SuhVfuHABTk5OePjwodFzL/3N/6+//kJMTIzOdTlx4kTY2Nigbdu2GDlyJAYMGGCwK7LaWdzTD4OgPX5pq7PSD8ugPc9HjBiB8+fPK+O8pPXw4UOd8XWuXLmCFi1a4NSpUzpBlfZ1Y9dC//798d133xntPh4TE4OmTZvi77//xi+//ILQ0FC0bNlS53tavXo1FixYgLZt26qazPLevXsIDQ01eF/ZuHGjyftw27ZtUalSJYSFhWHUqFGYMmUKmjVrhm3btqFChQo6wVR6Bw4cUKogq1Spgs8//xy7du1SrvdHjx6hbt26WL58OfLkyYOvv/4aZcuWRZcuXZCcnIxatWph//79cHBwwB9//IE6deogV65ciImJga+vL2rWrImOHTviiy++wLVr1+Dr66uMOwOkBoHagGrq1Kl4/vw5KlasiIULF6J169YG5wucN2+eqrnK3pahiWOzw38yyEn/ZC0iSEhIwL179zB9+nRl6ndj4zxMnz7d5LgAaiYKLF++PBo0aKBTLw+kPgls3boVsbGxJieXCwkJMTlr+vDhw1WNZfDq1SsMHDgQM2fO1FuXnnbwPmOSk5MzjIB77do1ZbZtILXeWjuCq/amd+jQITg7O2d46tT20FqxYgUeP36Mpk2bYvny5Xjw4AHCw8MNBndq26akv+lqNBrlSXnChAm4ePGi0ffXrl1bab8ycuTIDO1XunXrlqkeQh+K3bt3o0mTJihUqJDOaLI3btzAxo0bladpfaUewcHBOqVC6Z09exbt2rXLVMCq5ppSw9R1lzdvXogIlixZovT2e/DgAdq3b4+UlBRMmDAB5cqVw/bt25V2R+n5+flhwYIF6N69O2xsbHQGiHz9+jUePXqEUqVKITY2Fr6+vnoDOY1Gg9jYWOXvzDz96/M2pWVaTZs2haWlJebOnavTA6t///4YP348PvroI1XXQvrAWRtwLV68GLVr18bSpUtRqlQpfPHFFxlmwI6MjMScOXNw7tw5VZNZtmvXDtevX0dUVBTq1KmD1atX486dO0ogNnToUJP3YTUD9Gk9ePBAOS9u3LiBOXPm4Pnz52jatCmmTZuGK1euYNGiRUqp+tmzZxESEoKiRYti2bJl8PT0xNq1a1GpUiWsWbNGmbR38eLF2LFjB/78809VM4jfvHkTbdq0wZ9//qkEVH///Tc8PT3h7++PTZs2oUGDBgbv6+nbTf1TLCws4OLiYrI3rdr7eVr/ySBHTfG6mtEZnz17hiVLlijd90qVKqUzi3b64ES7nypVqigXhJ2dHU6dOqV3IKty5crhxYsXqj6TmlnTAZjMc9p0ly9fBgClcauWvmLdr7/+OkOXXbXd6w0VZ6evpgoMDES7du3QsmVL5am3cePGiIuLyzAytZapYeyzU/78+TFz5swMP7Rr165Fz549cevWLWWd2h+r9E/J/wRTAcpff/2l0021VKlSOt1U4+Li9JZ6FCxYEBs2bFCK+wHgxYsXWLduHZYuXYrNmzfDw8MDbdq0UX5cTFUZpB/MTt81pYap687S0hIHDhzI0EDyxIkTqFGjBp4+faozy3V62tKcggUL4ssvv8SQIUMMll5YWFggISHBaLH83bt3TT79A6ardvSVlkVERMDR0VHVObZq1Sq4ublhx44dKFeuHFxcXHDo0CGUKFECO3bsQP/+/XHs2DFV10L6hqxpq+CGDBkCJycn2Nra4syZMxkGA4yLi0OZMmXw4sUL5MiRA2fOnIGXlxdy586NXbt2oWzZsjh37hwCAwNx+/Zt5MuXD2vXrkVAQACcnZ1x5MgRFC9eHOvWrcOPP/6II0eOZMt9WFvVduPGDRQrVgzLly9Hw4YNkZSUBAsLCyQlJcHW1ha7du1SpobQOnToEOrXr49Hjx7Bzs4OcXFxKFCgAL744gs4ODggKioKV69ehZ+fHx4/foz4+HiTM4g3bNgQjx49wsKFC3WuzdDQUDg7O+PChQs4cuSIwUBdy9SUQWqtXLlSb7XisWPHMGnSJJ3pgvTJ0v08y615zJy7u7ts2bIlw/rNmzcrEzJmhwIFCiiNd9NasWKFFCxYUPn7zZs3snLlShk1apSMGjVKVq1aJW/evFFeNzVrenZRM6O3dsZyY13V1XRN1mg0EhAQIFFRUZKQkKA3P46OjkoX7n9a+hl0IyMjdWbQtbW11Tvx6/nz55UG13fu3JG6deuKRqNRuiNrNBoJDAyUu3fvKu9ZuHChlClTRmxtbcXW1lbKli37jzTGvHTpkhQrVkwcHByUhsMODg5SokQJkwMbajVq1EgaNmyoM0Hj/fv3pWHDhtK4cWMRST1vOnbsKM7OzpIrVy754osvMsw2r+bcyi6mrrucOXMqDezTiomJUbps//jjj3q3/ebNG/n8889FJLWBqqnjmPYcSk87A/1nn30mlSpV0pnw98yZM1KpUiVlX4sXLxYrKyv57LPPlG7Hn332mVhbW8uSJUsM7sPUTOnpZ013dXVVGrH7+Pgog1fGxcUpnQbUXAtqFClSRGbOnJlh/YwZM6Ro0aIiom4ySycnJ6XRcKFChSQmJkZEUge9s7e3V3UfVjNAX8OGDeXjjz+WmJgY6d69u3h6ekrnzp2V4Rh69uwpFhYWegfyjI2NVTpvFCpUSLZs2SJv3ryRggULKt3RT58+nalJme3s7PR2Wjly5IjY29vLjRs3DL5XOxjuypUrxd7eXrp27Sq2trZKt+4pU6ZIo0aNVOdl0qRJ4ujoKL169RIbGxvp3r27BAUFKZMyq2nEnxUMcgxQM87DxYsXZdasWTJq1Ci9YzyoMXLkSHF1dZWxY8fKnj17ZM+ePTJmzBhxdXWViIgIEVH3Q2Rq1nQtU3l++vSpDB06VKpVqyZFihTJMIaQmhm9v/jiC/Hx8ZGNGzcqLfA3bNggRYoUkS+//FJE1M2gq52t25hKlSoZHZk6rZcvX8r58+eVmYczQ80MugEBAXpHNO7Vq5cyEqyaH6sJEyaIg4ODfPPNN8o4EwMHDhQHBweJjIzMdN6NUROg/P3337JlyxZZvHixLFy4UGcRSe11ov2RSSvtyL/29vbSqlUrWbNmjbx69UpvXtScW5s2bdLp5TZ16lTx8/OTNm3a6PRGSU5OlgsXLsjevXtl9+7dOouI6euuQ4cOUrp0aTlw4ICkpKRISkqK7N+/X8qUKSMhISEiIpInT54MvT7evHkjn376qZQsWVJERAYOHKj0rDGkZs2aemcGP3/+vHh6eopI6pg1hw4dypDm4MGD4uLiIiIiJUuW1Ht+TJgwQcnPggULlB9Mbf5cXFykWrVqqmd5VtMDS821oMb06dPFxsZGvvzyS1m0aJEsWrRIunfvLra2tkrw06ZNG5kwYYKIiEREREiePHmka9euUrhwYWnRooWIpN4nNm/eLCKpPT47dOggN2/elG+++UZ8fHxU3Yc1Go3eH+Jbt24pgVvacYaePHkiGo1Gjhw5oqQ9d+6cWFlZSa1ateTWrVvK+ps3b0rt2rWlefPmIiIyfPhwcXFxkZIlS0qhQoWUEeR//vlnqVq1qvK+uLg4+e677+Tzzz9X8rZx40Y5ffq0iIgUK1ZMGcU4rYMHD0qRIkWkVKlSemePj4mJUc4rf39/5VpPO3ZNbGyseHh4KO8xdc2VKFFCCUDTbmfYsGEGj212YJBjwMuXL6VPnz7KgGAWFhZia2srX3/9tbx48UJmz54tlpaW4uHhIX5+fuLv768smRm0SM2UA2p+iO7evSt16tQxOniZmjx//vnnki9fPvnmm29k4sSJGYbst7W11Rt8XLhwQZk+Qk1XdTVdk9U4dOiQBAYGyq5du+T+/ft6uzcmJSVJ586dxdLSUiwtLZWLq1evXiZ/gLRq1qwpnTp10gmQXr9+LSEhIfLRRx+JiLph1tX8WHl5eSk3lbQWLFggXl5eImI6GFXLVICybt06cXJyEo1GIy4uLjoDJmrPKzWlHqa6qYqIqnNLTbfZ/fv3i7e3t95B3rRP3Kauu7///luCg4NFo9GIjY2Nch9o3ry5UvJy6NAhcXV1ld9++01EUs+HFi1aSKlSpZShDt68eSMNGzaU2rVrGxwgsmHDhtKoUSOdc0vbLVk7ZYOhaTzSPv3b2NgoJT9pXbp0STl+xYsXV6Y32Ldvn9jb28usWbOkadOmSkAgklriqP2xT//js3nzZvn999+VbZcoUUI0Go24ubkp21ZzLai1atUqqVGjhuTKlUty5colNWrUUAaMExF58OCBEjAkJyfLmDFjpGnTphIWFqYEvosXL5b58+eLSGophpubm1hYWIidnZ0sX77c6PkQFRWleoC+9D/W6QfhTEhIEI1GI/7+/mJtbS0+Pj7i4+Mj1tbWUr58eZ2Sld9++00iIyN11i1YsED57Lt27RJ7e3sJCgoSGxsbZT9jxoyRTz75RERS76cBAQFy+PBhZRuHDx+WqlWryurVqyU0NFQqVqyoc33u3r1bnJ2dlYBZzZRBaq45e3t7JZDOkyePUgJ/8eJFluS8T4bGeShUqJAy/kt2efz4sd4fAzVPyvXq1ZNixYrJ2LFjZf78+XrHTVGTZxcXF6UoVx81xbr29vY6JRVap0+fFgcHBxHJvuLsixcvKmPpGJrfqk+fPlKxYkXZu3ev5MiRQ7lI16xZo3r0ULVz8dy6dUu+/fZbadmypbRs2VK+++47nSc2NT9Wtra2en+sLl68qNxUTAWjapkKUIoVKyZ9+/Y1OsaJmlIPNdScW2nHYBo+fLhyMz969KjyVOnn5yetWrWSs2fPyt9//y2PHj3SWdIzdN2JpB7zdevWybp16/R+J9HR0eLk5CRr166V4OBg8fX11alaHTVqlGg0GilZsqTUrl1bZ0TeunXriojIs2fPpHr16vLZZ59JSkqKnDp1Stzd3XXmYwoODjb59K+maift+FTffPONdOjQQURSr003NzdJTEyU9u3bi5WVlU5Vc7t27YxWqz148CDDHGimroX3KSkpSY4ePSr37t3L8Fr688HLy0u8vLxEo9FIwYIFlb+9vLykePHiUr9+fWVMHI1Go1PtnH58qoSEBLGwsJCUlBTZunWrTJ48WSZPnpylebOqVq2qlGClDT60DyXaB1xtgJ42WLexsZGcOXNKcnKytGjRQmrXri0vXryQHTt2iKOjo849xNvbW8lf2v0sXLhQSpUqJSLqrjlvb2+l6qxixYrKubplyxaTo3a/DQY5WeTk5GRyEsDsouZJ2d7e3mTbFDV59vLy0hugaKkp1g0MDJRWrVrpFME/e/ZMWrVqJfXq1ROR7CvOrly5slSrVk2WL18uO3fuzDABpUhqcKet0kp7kV66dEkJLEzJrjZaan6sSpcurQzzn9aoUaOkTJkyImI6GFXLVICiZrJLNaUeaqg5t3LmzClnzpwRkdRB1rSDDaaf8FJfQPJPWb16tVhZWUnZsmUz/Gi6uroqJQjG/P333+Ln5yeffvqpuLu7y4ABA3Rej4+PN/n0r6ZqJ0+ePMoPjb+/v9LOKy4uTnLkyCGfffaZFCtWTDZv3qyUhm7evFlKlCghrVu3FpHUNkT6qjgePHggiYmJ8urVKwkMDFRV3ayWsYlxN2zYoFRFpbVlyxbZuHFjtuVBzQB9Go1GGjdurFRpW1lZSf369ZW/GzdunKnJZo3JkSOHEkClva+NHz9erKysVA8a+vLlSwkKCpLq1auLo6OjTJkyRWc/aqYMUnPNdenSRRm4curUqUoplKurq3Tu3Dlbjok+DHIMMFUd0LlzZ2XupbeRkJAg7du3l3z58omlpaXe+a3UPCmbmjVdRFTlefHixfLpp58afHJXU7126tQpyZ8/v+TOnVsCAwMlMDBQcufOLZ6enkpdcXYVZ9vb2yvz6xhLo70BpL0Z/Prrr5IjRw6TM2SfOHFCVRstEdPtV9T8WK1cuVIsLS2lQYMGEhERIREREdKgQQOxsrKSVatWiYjpYFQtUwFKixYtZMWKFaq2ZarUwxQ151bTpk2V42JtbS03b94UkdQftGLFiomISN26dWXTpk1G92Xqunvz5o3MnTtX2rRpI/Xq1ZO6detK3bp1xc3NTdzc3DKM2JovXz756KOPdNaJpM4dpO/HPn21amJiopw/f14KFiwoPXr00DuirJqnf1NVO23btpUKFSpIly5dxMHBQe7fvy8iqfMQlS5dWhwcHPSO7L1nzx6lFLZhw4Yybdq0DGlmzJihNER1c3PLliDn4sWLUrNmTaMltWXLllWqMNPatGmTlCtXTkREWrZsqbcUe9y4cfLpp5+qug8bGpn62bNnSptGtQ24t2/fLkOGDJEuXbpIaGiozqKWp6en8vCb9r62atUq8fHxMfg+ffe3mJgYKViwoHz55Zc660VSz7vvv/9emc9Po9GInZ2dDB06VNmmmmsuOTlZp0p22bJl0rt3b5k8ebK8fPlS9efOrP9MF/L0I8Aas2rVKrRp0wa7d+9Ghw4dkC9fPmg0Gp3ul5UrV0ZkZCSaNGmiMwLujz/+qIyxYkpsbCwaNWqE+Ph49OrVS9lPWs2aNcOjR48QEhKC9evXK/t58+YNgoODsWDBAri4uGDr1q0YOXJkhlnTtfOc2NnZISkpSVWe4+LiICLw8vLKMPBg2jE7DM3oDajrqm6qa7LWq1evcPXqVRQpUiTDWCK1atVCeHg4goKCDB7nWrVqoVWrVujduzecnJxw8uRJeHt7K8faUNdZ7UBnGo0Gz58/Nzl+0Pr169GuXTs8ffoUzs7OOtvVaDTKGA8igu3bt+t87vT5P3r0KCZOnKh0BS5VqhT69++vdDX/5ZdfsHbtWixcuNDgTMaZcenSJSU/f/31lzIXz7179xAREYHQ0FC9Iz2rHZcmswydW2q6za5evRpDhw41OqO0qetu27ZtWLBgAZo0aaLz+tatWwFAZwRqQ+bPn48xY8bg9u3bGcaE0TdeDaA7ZICoGFE2sx49eoShQ4fixo0b6NGjBxo2bAggdRwtGxsbzJo1Cxs2bMjQdf7kyZNo3Lgxbt68iVy5cuHPP//MMHL6+fPnUaNGDTx48AD9+vWDra1thnFn0g+6aUxwcDBq1KgBKysrDB48WO/35OfnB3t7e5w7dy7DaPDXrl1D6dKlkZSUhDx58mDHjh0ZPtepU6cQFBSEChUqmLwPGxqZ+sGDB3B3d1f9PY0cORIRERGoVKmS3n2pHZtmwIABOHjwIH777TcUL14csbGxuHPnDjp27IiOHTti+PDhet+nb2Ts9IM66jv3Xr16hbi4ODx9+hS+vr46g1equebel/9MkKN2eGkg9ebk6uqKDRs26Iw7k35cB30ePXoEIOMkoPoMHz4cTk5OJiff1IqLi9P50Us7doR2DI70F4x2cDxj00FkNs/vyrNnz9C7d29lvKGLFy/Cx8cHvXv3hqenJwYPHozffvsNI0aMMHpxxcTEoFGjRmjfvr0yONvZs2cRExOjTCBqSuHChZU8GRo/qHjx4mjcuDFGjx5tMPC4cuVKhvGEsqJ8+fK4fPmyqmDUmJ07d6Ju3bo664yNRpuW9iaYnJyMBQsWIDo6Wu+AjDt27FC1veyiL//pb9ymrjs3NzcsWrQIjRs3fqu8tGjRAjt27EDu3LlRunRp5Xu6f/8+AGDUqFEmt6EdUTY6OtrgMdaOKg6k/hjpS2Nsmgmt2bNn47fffsPixYuRN29eAKmDdoaEhKBly5bo3r07cuTIoXcMoVOnTqFKlSrKdbto0SIUK1YMFStWVCaf1U7Ka2pMHu33lCNHDpMT4+bNmxdLly7VmXICALZv3462bdvi7t27sLe3x/Hjx5WxYrTOnz+P8uXLw8rKyuR92NCovDt27EDr1q1x7949o59JK1++fPjxxx/RoUMHVekNefXqFb766issWLAAycnJsLKyQnJyMtq2bYsFCxYYHIgz/cjYxmjve1o3btwAAGWSZi0119zJkyf17kOj0cDOzg6FChVSPdhsZvxnZiGfP39+ptLnzJlTGelUS82M4ZlVsGDBDHPNGFK0aNEMg2JpmZo1PTuG3gaAO3fuYMCAAcrNNn3etZH/pUuXDI5CrB2m/tGjRzh06JDeNB07dsSQIUNw4sQJ7Nq1S3niBFJnyx0xYgQGDx6M1q1bAwA6d+6svJ7+4qpZsyZOnDiBMWPGoGzZsti6dSsqVKiAgwcPqgpwACAxMRHJycnIlSuXznsePnwIKysrODs749atW+jTp4/RkpWiRYuidu3a6NKlCz799FO9M0hrX2/VqpXB4dbVzgBsSsOGDVGgQAGEhoYiJCQEBQsWzPTMz3379lVKPcqUKaP3BywpKQljx441+CN95coV1eeWKWquU1PXnY2NjcFrLTNcXV31liJrBz1Te12aevoHUq+5zp07Y9++fTrrM1MiNGPGDMTFxaFQoUJKUBQfHw9bW1vcu3cPs2bNgoWFBQIDAzP8qM+cORMVK1YEAJw+fRoVKlQAAJ3RwuvUqQONRqM68PX19VUCQkOaNWuGr7/+GqtXr1YGjYyLi0P//v2VksayZctixYoVGabIWL58OXx9ffH8+XOD54N2lG2NRoPixYvrHPvk5GQ8ffoUX375parPA6QGJ9opc0y5e/eu3uulbNmySEhIwOTJkxEeHo5Tp07h6dOnKF++fIYBDdNLH7iY8ubNG4wcORKTJ09WpuhwdHRE7969MXz4cFhbW6u65vz9/fXOfaVlbW2N1q1bY9asWXrvi1n1nynJyazsrg4wRM3km5988gkCAgIwaNAgnfU//vgjDh8+jN9++w3x8fEoWLCg3iHbb9y4oeopDgB8fHxw+PDhDCNgPnr0CBUqVECJEiVMFuvOmTMHPXr0gJubG/LmzZuh2iY2NlZV1U7hwoWxYsUKVK1aVRmu3cfHB3FxcahQoQIeP35s8qkkf/786N69O4YNG6aqJM7QpIMzZsxA06ZN0bNnT531M2fOxLp167Bx40a0bNkSn3/+OT777DOD2z9+/Djmz5+PZcuW4dWrV2jdujU6d+6MKlWqKGm+/vprLF26FC9fvsRnn32GLl26oGrVqibznhX379/H4sWLsXDhQpw5cwaBgYHo0qULmjdvDhsbG1XbUFPqoa/6N62+ffuqqrrNLqauuwkTJuDKlSuYOnWq0VIHQyO4AupL07SMTR6p5ulfTdWOKelHg9cnPj4eixYtQrVq1VCvXj0AqaVMhw8fxtatW3UmzsyKtPNrHTlyxOTEuImJiWjYsCGOHDmijJp+8+ZNfPTRR1i1ahVcXV2xfv16tGzZEm3btlVKfKKjo7Fs2TL89ttvcHBwMHg+LFy4ECKCzp07IyoqSmdUXhsbG3h5eamaDkNr0KBBcHR0xLBhwwymOXr0KEJCQnDu3Dm91UivX7+GnZ0dzpw5YzKoUcPYZKs9evTAqlWrEBERoTO1y4gRI9C8eXPMmDFD1T7Wrl2LQYMGYeDAgUp176FDhzBhwgQMHz4cb968UR5cx48f/9afSes/G+Touzlp2yRoi0bVtk0xJDk5GRMnTsywH231kHZ49qSkJKOTb5qqT75z50621RcbGmL+zp07KFiwIGxtbU0W6xYuXBg9e/bMEJSlpaZqx8HBAadPn4aPj49OkHPixAnUqlULiYmJ2LNnD6pXr56hrc6bN2+wb98+1KpVCy4uLjh+/LjRIMfUpIMuLi562yFMnz4dgwYNwpIlSzLVfuXNmzdYt24dFixYgM2bN6N48eLo3LkzOnTogDx58iivL1y4EJs2bULRokWV1z08PAx+jrcRGxurBGAA0LZtW3Tp0sXkj2P+/Pmxa9euDDOVp6Wv+je9zFTdprdu3To0atQI1tbWBtt9tG3bFhqNRvle0l93aWcw//jjj7Fjxw7kypVLp5pJa9WqVZg8eTK+++47dOrUCbNnz0ZoaCguX76Mw4cP46uvvsIPP/yAwMBA5Yc2rcePH6N58+bYsWOHyckjk5OTkTt3bhw6dEhnioz01FTtZJfjx4/jp59+wvHjx2Fvb6/Myp3ZH9ykpCTs3r1b5/6orTbXXnvpn/jTrtPe10QE27Ztw4kTJ5T81KpVS+c9GzZswOjRo5U8JyYmwt7eXrl3mLoP7969G9WrV8/wmhphYWHK/1NSUrBw4UKUK1cO5cqVy7C9yMhI+Pn5oUiRIhg0aJDe6WoKFy6M0qVL4+eff36rByA1k626uLhg+fLlaNSokc57w8PDERUVhcePH5tsaxUcHIyAgACMGjUKDRo00Hlty5YtGDZsGA4dOoQ1a9agf//+SpOA7PCfDHIM3Zz27t2LgIAA5enEGDVtU8LDwzF37lz0798fQ4cOxXfffYdr165h+fLlaN68Of73v/+Z3EZISIjJ+uTnz58brC++fv06fH19kZSUZHQ/2pO0efPmWLhwoc7TSnJyMqKjo7Ft2zZYWlpiyZIlRicGdHZ2xvHjx422PcmRIwdOnTplNI2hBsO9e/fGpUuXsHnzZlXBXUhICPz9/TNM8peWqUkHGzZsqLcdgoWFhd6bcHqGqgtevnyJ6dOnY8iQIXj16hVsbGzw2WefYdy4cUrj37t372L27NkYNmwYrKys0KRJE0RHRxu92WZlIjsgtdHx7NmzMXbsWFhZWeHFixeoVq0aZs6cidKlS+t9j5pSD29vb2zcuDFDkJiWr6+vyXPLkLTBuaE2RdrvyVDV9dy5c5X/m6qqmj9/PkqWLInhw4ejTZs2OkF4eHg4Hj58iKlTpxp8aLh79y48PT3x+vVrk5NHNmnSRNXTf+XKlTFx4sRMzSX0Ph07dgyNGzfGs2fPkJSUhFy5cuH+/fuwtbWFq6srli9fbnIbb1MNb2ri47S0cyZlZSJaABnavRmircpzcnLCsWPHjJ6H69evx48//ogZM2agTJkyetOYqiYuXbq0yclW3d3dsXv37gzXroWFBXLmzIkHDx4YbcenvfcZmg8y7e+YvhnU39o/1m/rA2ZseOmvvvoq2/bj4+OjDKHu6OioTMEwadIkadOmjertVK5cWe9UEcOHD1cGDbOwsJDu3bvrjKbap08fqVKlilSvXt3kPtKPUpl2sbGxkeLFi8v69etly5YtUr9+fWVANn3UdFVX0zV579694ujoKF9++aXY2dlJ37595X//+5/kyJFDGSo9/eBbWhcuXFDGwBk1apS4urrKJ598IqNHj9YZsXTSpEkiojscu7Ozs9ItPTo6Wvz9/aVOnTrSq1evDPvp2bOn1KxZ0+jn0Ofw4cPSo0cPyZkzpxQoUEC+++47uXLliuzZs0fq1asnlStXFpHUkZC//PJLcXV1lVy5csm3334rXbp0EWtra2nYsKHR8S/UevXqlfz222/SqFEjsbKykqpVq8qcOXPk6dOncvXqVWnXrp0y6JdW+i7ULi4u4u3tLR9//HGG10RMD00gIqrOrdDQUL0D92nnS3uXjI3g6uzsLCdOnBCNRiM7d+7U6ZYbGxsro0ePlsKFC4uISN68eZWh952cnJRBMoODgyV//vzSr18/6du3r7i6ukqtWrV0Rk7u2bOn9OzZUxITEyU6OlqqVasmO3fuNDj6d926deXvv//O8FkSExOVwQnfldq1a0u3bt0kOTlZuQ/Hx8dLrVq1lBGVPyTZMc+bWs2aNZOVK1caTePq6qoM+WBnZ6d3lHtTg4aauu+JpHadb9OmjTK1hIjIixcvpF27dsq4N2r4+/tLSEiITnfxV69eSUhIiLKvmJgYZVT37PKfLMlxcHDAuXPnULhwYbi7u2Pbtm3w8/PDpUuXULVqVTx48CBb9pMjRw6cO3cOhQoVQr58+bBhwwZUqFABV65cQfny5ZGYmKhqO8bqk0uWLAk3Nzfs3r0b1apV02lHoa0vHjBggOpiZG9v7wyz0mob3mnpK9bVztI7duxYg13VT506BSC11ERt1c6VK1cwZswYnDhxAk+fPkWFChUwaNAgpSRt7dq1aNiwoU6rfG1L/hIlSmDz5s1Gq6k0Gg2uXLmCnDlzIjY2Ft7e3ihSpAjmzp2LunXr4vLlyyhbtiy2bduGoKAgVK5c+a3aIURGRmL+/Pm4cOECGjdujK5du6Jx48Y6T0LHjx9HhQoV4Ovri0uXLqFp06bo2rUrGjRooHwPMTExaNiwoU4VS1b07t0by5Ytg4igQ4cO6Nq1a4anwoSEBOTPn1/nKTCzvRUN9QbT9rhwdnYGYLrKwFDJ3f3795E3b16le/+74OPjg99//x3ly5dHpUqV0K1bN3Tv3h1bt25FgwYNlO9U3y3W3t4eU6ZMQefOneHs7IyTJ0/Cy8sLhQsXxtKlS1GjRg1Uq1YNhw4dylDtktauXbsAQGdfxqp21JQsvSuurq44ePAgSpQoAVdXV+zfvx+lSpXCwYMHERISojQf+FA0btwYIoIlS5YonVIePHiA9u3bw8LCAhs2bMi2fd2/fx8hISEICAhAmTJl9N4fTZVEhYSEmKwmNnXfe/bsGVq0aIHo6GjY2toqVdcnTpzAq1evMtR6rFq1ymB+9u3bh+DgYFhYWChdyk+dOoXk5GT88ccfqFq1KhYvXoyEhAQMHDjQ5DFS6z/TuyqtvHnzKg1bCxUqhAMHDsDPzw9Xr15V3dMJMN07qECBArh9+zYKFSqEIkWKKL16Dh8+nKmuck2bNsWaNWswevRorFy5Uqlz3r59u1JcGxoaismTJ+sdsyatvXv3YtasWbh8+TJWrlwJT09PLF68GN7e3qhSpQp8fHzw8OFDnSAnKirKZB4HDBgA4P+6iDo6OmL37t06Ywtdu3YNAPDzzz8r6yIiIjJsS6PR4MWLF0qD4Tlz5mRIo61OExE4OTnp9EKysbFB1apV0a1bNwDqetuUKVMGJ06cUI7Djz/+CBsbG8yePRs+Pj6oUaMG9u/fj59++gm//vqr8h38/PPPmWqHMGPGDHTu3BmdOnVSqqPSCwgIQN68eRESEoJOnTrpHXOpXLlyqFy5sur9GnL27FlMmTIFLVu2NHhO5sqVC4sWLUJMTIxynmuDHGM/wGkZ6g2m7elhqrfY8+fPkZiYCBHBkydPdHpfJCcnY+PGjRl+uP9pgYGBWLduHcqXL4/Q0FD069cPK1euxJEjR5QqRx8fHxw6dEjnO7SxsYG7u7tSxVGiRAlcuHABXl5e8PPzUxq/1qpVC3fv3jXaczLt9WXM5cuXlYDy7NmzSEhIUF5LTk7G5s2b4enpmZXDkGXW1tZKcObu7o74+HiUKlUKLi4uSlflD8nu3btx4MABnV63uXPnxtixY422NcuK/fv3488//9TbTksbsGqr0IzR10s4LVP3PSA1GP3kk0903pe+C7ka1atXx9WrV7FkyRKlx12rVq3Qtm1b5XfrbbvV65Wt5UL/EtkxvLSaiQsHDRqkDM+/fPlysbKykqJFi4qNjY3e2Zaz6tWrV2JpaSmnTp0ymm7lypVib28vXbt2FVtbW6WabsqUKdk+Uml2cHZ21pn3Jb2UlBTp1KmTPHny5K33ZWzSwe3bt7/19kVSJ3AcPny4zoR76aWkpMiePXvk2bNn2bLP/8fed0dFkbRf3yFnUMCEkhQVBEysukbMgIppVRQFFF1dEVjEnDFgRMXIKgqYs2JETBgwIkpQkSCKcQ2YMcDwfH/wTf9mmNCFDLrvuvecPkpPT3dXT1fVU0+4VxG+fv1KQ4cOVfiMWYT3vkcIRHQ9eZuqqirNnTtXKddiBR+D69evX8nHx0fh8yXiF48kKn+YTvz5yQpJ6+jo0IYNG7jjv3z5QhkZGRLtKys2bdpELVu2pOrVq3NhvWXLlnEMzJ07d6atW7cSEdHw4cOpWbNmtGXLFuratSs1a9bsm69bUWCR11EWLCwsyM/PT0IH7VvAFyZmEVv9X8dPGa4qLi5GcXExl1W/Y8cOXLx4ETY2Nhg5ciRT6SxLdVBpXL58mbtOjx49ytWG0rC2tsb+/fsVVsI0btwYQUFB8PLykkiUvHHjBlxdXfHs2TO5TKU/AnwJw8XFxXLLKMeOHYs5c+ZAV1dXorJBFpYuXSpzf35+vlSorrzQ19dHWlqaXLoARW2qCPBVnjVq1Ah169ZFSEiIzLJkQ0NDpYZAiouLkZ2dLeUdvXnzJhwdHdGhQwfs3btXYnWqoaEBCwsLKabsfwKMjIxw48YNJvoCEQoKCpCRkQFzc3OYmJgAAHOYTp53+eXLl+jTpw+vZ4mFgJMFa9euxYwZM/Dnn39i3rx5XJVkdHQ0YmJicObMGSQlJeH9+/do3749nj9/Di8vL2583LBhQ5mq7OS9N4Ckt1ERezofvLy8kJycjA0bNnAl0FeuXMGIESPQtGlTREdHl+l8iqCvr4+bN28qrKZjwbeQhlbEuCcCC3+asvFThqsePXok4W7z8PCAh4eHTE4ZeZ2ChfitdHlzixYt0KJFCxQVFeHcuXPMrn4WTJ06FVOmTMHmzZvluifv3r0r85qGhoZcWXtRURE2btyIkydPSjCViiDPIKgI2NjYYPbs2UhMTJR5LwEBAbCxscGrV6+kDIIbN25wk+uNGzd4rzVs2DCEh4dLhPsqV66Mjx8/wt/fX4JRtjzo0KEDzp49K9fIUVFRkdumikCvXr1w4MABuYZkVlYW9uzZI7PKQ5zBVFYIpFWrVhxrLt+gmZ+fj8uXL2PQoEF48OCBVNhY5KLPzc2Fubl5hQzA4mBlplYU/m3dujV69uyp8PmKQ3ysERHpvXv3DlSiMcgbpuPjnho7diwv0SMLAScLsePKlSuxfv169OrVS2LB5OTkxIW2nZycuP1VqlRBXFwc7zOSBZb3hs94q1q1KgYMGKBwPF+xYgW8vb3x66+/SsnrhIeHf9O9y0OfPn1w5syZchs5rKSh2dnZyMnJQdu2bVG5cmWJ5/jq1SvMmDFDrnHCWsnJx5/2n5GjRFhZWclcFeXn58PKyoqpU3Tt2hVJSUkKB8L27dvLvM7bt2/Rvn17CIVCpgGDBatWrUJ2djZq1KgBCwsLKYMgOTkZ1apVQ3Z2ttQEe+HCBa4d8phKAX4qdmVjw4YNMDIywvXr13H9+nWpewkICMCCBQswfvx4qTJK8TwGPjZooKScdMGCBVI5TZ8+fcKmTZuYjRy+FaWrqysmTZqEtLQ0mYabu7u73DZVBPgMyebNmyM7O1umkSNiMBUIBFKU+kBJzsW0adMAsOV1jRo1Ck5OTjhy5IhcVt87d+7g4cOHXJn06tWrsX79etjZ2WH16tWoVKkSd6w8tlhHR0fefnf//n1eZuq9e/diyJAh8PT0xI0bN/DlyxcAJf07NDQUR48eZTLUFY01q1evlmDbLQ2BQMAR+AUHB2PYsGEKvcsxMTEwMTFBt27dAAATJkzAunXrYGdnh+3bt+PAgQMcAaf482/QoAHHXTJ8+HCFxI5ASR6cLCoATU1Njs6ChUOIhQWb5b3hM96ePHmCwMBA9OvXD76+vjIZiY2MjBAbG6tQXocVfB6NunXrYvLkybhw4YLMwoyAgACm6/BRnbx69Qr9+/fHmTNnIBAIkJWVBWtra/j6+qJSpUoICwvDkCFDkJ2dDV9fX5mcPeJQ1Ofmzp2LefPmKeRPqwj8lOEqFk6ZwMBAJCYmYvny5XBxcUFqaiqsra0RGxuLWbNmYcyYMbzVQfKuk5mZCScnJ7x7946JCZYFfEylM2fOxPz587FlyxZs3LgRnTt3xtGjR/HgwQMEBQVh+vTp8Pf3Z7rWPwmVKlVCQUEBioqKoKGhISWDkJ+fL9NLA5RU8owcOZKbHLOysiR+K6FQiEOHDmHSpEl48uQJ772wrChZ+CRY2vT582esXLlS7kDJyrbLV3kWFhYmV3jvyZMnqF+/PlNyLQt0dXWRkpKicNJwcHDAwoUL4ebmhrS0NDg5OSE4OBhnzpxB/fr1ERUVxcsWKxQKeftdu3btpJipfX19JYQ5WcK/LJV9isaacePGYf369UxhOhbuqXr16mHt2rXo0KEDLl26hI4dO2L58uU4fPgw1NTUEBcXx0vAyULsaGdnh/nz56Nnz54S51m5ciWioqKQnJzMFOZkYcFmeW/42NPz8/Nx6NAhREdH49ixY7C2tuakTkTeSGWBhRGe5b1RBry8vPD8+XNERkbC1taWey7Hjx/H2LFjcevWLejr6+PChQsKUyFY+hwLf1pF4Kfy5IhyMwQCAaZPny6x2hEKhbhy5QoXB+Zb0Ygqd2RVBxERevfuDYFAAB8fH5nlzaKVwrFjx3gHDBEUxZNZyAknTZqE4uJidOzYEQUFBWjbti00NTUxbty4/0kDB2DzECjy0mzduhXbt29nWinzgWVFyaILxdImX19fxMfH47fffkOzZs2+2cvGV3kmMsoUaYOVVetKHhR5jcTv187ODkCJJ6VHjx4IDQ1FcnIyJysxbNgw1K1bFxs2bJC78mTpd+Hh4QgLC+OYqVu3bi3BTM0S/mWp7FM01vz9999wdnZmCtOxeJcfPnzIPd8DBw7gt99+w++//45WrVrB2dmZe39F44HoepGRkRylP1/FDlAy1vr5+eHz588gIly9ehXbt2/H/PnzMX36dOZKrwsXLvCyYLO8Ny9evJBZfffx40cIBAKoqamhd+/e6N27N/7++29s2bIFMTExmD59OlxcXODr64uYmBg0b95cobwOC/g8GkSEhIQEVKlSRa52nejeZXkjHzx4gJo1a+LBgwe8YWINDQ0cP36ck8MQwcbGhpPMqV+/Pj59+qSwTSx9rl+/foiPjy+Tzpcy8FMZOaLcDCJCWlqaFKdMw4YNuXgxX6dQNLCLymuJobyZZcBQVjKgQCDA1KlTMX78eGRnZ+PDhw+ws7ODnp6exHFJSUly9Xg2b97MFF7jK68HZId2Vq1aBV9fX3Tt2pUpYVhRGeW7d+94y44rV66MvXv38q6UWcKKivJXygKW0tDDhw/j6NGjSi9dLQ2WSZovBMIqCOjv74/g4GA8e/ZMrqK8hoYGx4Z68uRJ7l2qXLkyp3l079497N27V+HvwNLvAEBNTQ19+vRBt27dOGbqcePGYcqUKVBXV8eVK1cUhn9ZwDfWAGxhum7dumH8+PG4ffu2XO+ynp4eXr16BXNzc8THx3N9TEtLC58+fUJoaChcXV1x+/ZtFBUVITw8HLdv38bFixe5cvU5c+ZgxowZCnX9hg8fDm1tbUybNg0FBQUYNGgQatSogfDwcIwYMQJTpkyRG+YUcQgBbALGLO8Ni/EmQtWqVdG6dWtkZmYiMzMTaWlp8Pb2xvv379G9e3ep67u6uiIsLEzhPYrj9evX6Nevn9zPiQg2Nja8xQfywoZXr17lUg74FkxjxoyR+Rvm5+dzi/M1a9Zg0qRJmDFjhkzOHgMDA6Y+V6dOHUyfPp1jjv/WEFyZ8b3KuP5J8PHx4RhA5aFNmza0YsUKIiphKxaVgY4ZM4a6du3KdJ1Zs2bRhw8fFB7DwgQbEBBATZs2pfPnz5Ouri5X+n3gwAGOKbKoqIgWL15Mv/zyC1WtWlUm+yULtm/fTurq6tS9e3fS0NCg7t27U926dcnQ0JB8fHx4GTSJ2Mrr5ZUmAyCBQEBERM7Ozgq30vj06ZMEw2tZyo7v379PQqFQ7nNhaXf79u3p2LFjzM+6PLC1teWYSn806taty5WbXrx4kbS1temvv/6iHj16cIzHLJBV2ix6P0Tl6j169KCuXbvS7NmzSV1dnR49ekREJWzJNjY2RMTGFsvS74gUM1PXrl2btLS06PLly6Svr0/nz5+nLVu2kKmpKTd2EBE9fPiQVq9eTRMnTpRgJA8KCiIitrHG3t6ejhw5QkREqamppKGhQZMnT6YWLVqQj4+P3OdXutx/0KBB1KRJE/L19SUdHR16+fIlERHFxsZSgwYNiIgoJyeHhg8fTr/88gvZ2tqSp6cnpaamcu1p1KgR6evrk56eHtnb23Psv6KtND5+/Eh///039/f9+/cpNzeXBAIBXbt2je7fv89tT548oaKiIu5YFhZslveGhT392bNntHjxYrKzsyMtLS3y8PCgEydOEFFJqb6amhpVr15d6vp37twhLS0tufdXGiyM8HZ2dnTp0iWFxxgaGtKFCxeYrysLrq6uNG3aNCL6v3dPKBRSv379qG/fvkRUwuDt5OQkNX6KP1+WPmdpaSl3s7KyKlc7FOGnzMlhwYULF+Dq6orBgwcjOjoaI0eORFxcHB4+fIhz584hMTFR4fdZrVKWEj8WNW55OlkHDhzAjBkzEBAQgPbt2yt0XZ4+fRqOjo4YOXIk/Pz8uGtZWVlh5MiRqF69OsLDw3nd/Czl9SylySz4+PEjJk6ciF27dkkxVRMRTp8+zVx2rMj7FBAQwNvu/fv3y81fAcCxfCoDx44dw4oVKxAREcHsKWEFi9ilCO7u7tDR0eFKnidOnIinT59i06ZNuHXrFpydnfHixQum6/IpyltYWCAvLw+jR4/Gw4cPERAQAF9fXwBAUFAQhEIhVqxYwcQWy9fvBg8ezMtM/fDhQ1hYWEBHR4fzLonCv3PmzAFQwort7u4Oa2trZGRkwN7eHvfv3wcRoUmTJjh9+rTMsUbce9K0aVPo6ekhPT0dlpaWmDVrFtLT07Fnzx4uTCce8lGEN2/eYNq0aXj48CH++OMPLgl35syZUFVVxf379zF9+nSFOSEs+X8sScUsEM9Pk8eCzfLeAPLZ0x0cHNCjRw8cP34cdevWxfDhw+Hl5SXl6WvcuDFu3rwp5VmaNWsWDh06JFUcIQ/z58+XyQgvQkBAAJMuFYseHB/S09PRsWNH7l10d3fHrVu3kJ+fj8TERNSuXRvNmjWDmpoaAgMDZYai2rVrx9TnfhR+SiOHtaKpdKfIy8vDsWPH0KZNG6bEMJbKAJYBg0WNu3bt2lixYgW6desmwbGwYsUKXL58Gdu2bZMqYy0sLMTNmzeRnp4Ob29vhIeHQ1dXF7du3YKlpSWMjY2RkJAABwcH3LlzBx06dICWlhZvx2JJgGRJFlSUMCwq6/bz88OZM2cwZ84cDBkyBKtXr8bjx4/x119/YcGCBZz4Ya1atRQm/fKV3xoaGvK2W9b5S+evKAsvXrxA//79ce7cObmD/7eCRewS+L9E6SpVquD48eNo3LgxGjdujLFjx2LIkCHIyclBw4YNyy09UVYcOnQIQ4YM4cJXsu6Zr99t2bJFITO1UChEQkIC7t69i+HDh8sN/zZr1gyurq4ICQnh+m6VKlXg6ekJFxcX/PHHHwAUT8BASTjuwoULsLOzQ+vWreHl5YXff/9dQtDw8+fPMqvAygI+3iRWsHIn8VUZsUgX8KGwsJBjT5fXLl9fXwwfPlwqdCWOgwcPom/fvjLldXbv3s1crs0qM8NXfLBlyxbExsYqDBuy4O3bt1i1apXEu+fn58e99zo6Orhx44aUQLQ4WPrcj8JPaeTwVVaMHj2at1OwgKUygAUsatzl0cmaNWsWPnz4gCVLlqBmzZo4duwYHBwc4OjoiMmTJ2PgwIG4dOkSXFxcsHr1at6O1adPH3h4eKB///5yr9mhQwdMmDBBopyzNFgI0MzNzbFp0yY4OzvDwMAAycnJqFOnDjZv3ozt27fj6NGjAPhzhPi8TywDCuuKUhno1KkT8vLy5JZ1sgz+yoKnpyenJLx9+3bk5eXB2NgYBw8exJQpU5Cens5UDWZubg5nZ2e0a9cOzs7OcjlCcnJyEBUVhZycHISHh6NKlSo4duwYzM3N0aBBA1haWqJ79+6YPn06qlatWmHt1tLSwp07dxSOEeILjkqVKuHChQto0KABUlJS0LNnT2RlZTGNNe7u7vj69StatWqFOXPmIDc3F2ZmZoiPj8eYMWOQmZkJLS0tNGvWjHt+LVu2lJm4KuL2uXfvHnbv3i3B7bN+/XqFBJx8ECUUN2rUCKdPn5bwhoiSiv/66y/cv3+fqcpIHsrqbVSW8XbkyBGEhobi5s2bnLTLzJkzy6WGLgssxt23EP2Jo7CwEC4uLoiIiFCY+9O2bVvMmDEDnTp1knsMS58TL16QBWVxkZXGT5V4LAJLZcXevXsxffr0cl2HpTKABSzJgOXRyRo8eDCaNWuGJUuWoG3btjhx4gQcHBzQr18/BAYG4vTp0zhx4gQ6duyIsLAw5OTkoGrVqnI7FksCpKJkwQ8fPqBBgwZMBGj5+fmcx8jAwIDzYLRu3ZpbJfN5aby8vHjJHVnazWrEsLKzKsLFixdx6dIlhWWdrGBJEleE1atXcyGQvXv3crpn169fx8CBAwGwVYOFhobi3LlzWLhwIUaMGAEzMzO0a9eOm7RtbGxw9uxZuLq6olWrVjh37hzmzZuHKlWqICUlBRs2bMCePXvw6tUrBAUFMRk4169f5zhPGjRoIMHtwvdc7O3tce/ePYUTp66uLpe8X716deTk5KBBgwYASox1dXV1prFm1apVGD16NPbs2YO1a9dy1UfHjh3jFgonT57EuXPnkJCQgGXLlqGoqAhOTk7c8+vcubMEt09ycrIUt0/Lli1l8vpMnjyZIxxVVLHz+vVrqKioMCUVs/KmCIVCHDhwQOJ36tu3L+cpUuRBEXkR+EgvgRKvjDzvvmgC7tatG5dgX14oqpZlWaSweo7kQV1dXYLQUx78/f0RGBioMAzP0udev34t8XdhYSHS09Px5s0bme+KsvBTenJYYpl8kgIssLOzw9atW6VIsSpXrozMzEyYmJgwMcEC/O7sSZMmwcDAAFOmTMHOnTsxePBgWFpaIi8vD0FBQQplGjZv3oyJEyfiyZMnHAeLSHV60aJFHNX6tGnTsGLFCoVtnjlzJlOIQ1Foh4h4zxESEoKpU6fC0dERK1euRLt27dCpUyc0atQIS5YswYoVK7Bo0SI8evSIKUeIz/skL7yRkZHBEb6xrChZuHRYwqlNmjTBmjVr0KJFC4XX5AOfAViesJc4ROE+1mqwp0+f4uzZszh8+DB27tyJ4uJiCIVC/Prrr+jXrx/Gjh0rEbq9evUq+vTpg0ePHsHb2xtt2rTB8OHD5Z7/+fPn8PDwQEJCApc38ubNG7Rv3x47duzA5cuXeZ9LXFwcJk+ejDlz5sgk+jMwMECvXr3QrVs3jBgxAuPGjUNsbCx8fHywb98+VKpUCSdPnlTKWFMaRUVFuHbtGv766y9s3bqVe3583D7ySpY/fPgAPT095ObmKvQyvHz5En379mXiTmLhTcnOzoabmxseP37MhUvu3r2LWrVq4ciRI8yMwHPnzkVYWBg6duwo87d6/fo1Zs+eDScnJ5le9/379zNdhwVlrZb9/PmzVJWrgYGBUu6FRcaHJQzP0udkobi4GH/88Qdq166NCRMmlPn+WfBTGjksoQe+TsGSWBwfH4+wsDBOVViEmJgYeHh4QFNTk9ctOWjQoG8KnV26dAmXLl2S0Mnq06ePxDFEhKdPnyIpKQnTp09n4tpRFhSFdi5fvoyqVasyJQwvW7YMqqqqCAgIwMmTJ9GjRw8QEQoLC7F06VIEBgYy5Qht2LCBl9xRFsqav8KScM1CEBkfH4+QkBDMmzdP5v2yDoLfosEmC4pCIK1bt4adnR127NjBm3xdUFCACxcuICEhAWfOnMGNGzdga2sLZ2dnLFu2DHp6ekhLS4OVlZXEJH3//n3Ur18fnz9/xrx587B8+XKFiZ0DBgzAvXv3sGnTJm6xc/v2bXh7e6NOnTq4fv0673MR/73FfyPxwf/evXv48OEDx7IcHBzMLRqWLl0KCwsL5rGGL0wHlEyYCQkJ3Pblyxe0bdsWzs7OCAwMhI6ODm7fvg1LS0uJ53fv3j3Y2dnh8+fPjL94+eHr64tffvlFIW+Km5sbiAhbt27lxoFXr15h8ODBUFFRwZEjR5iuxZcH8+nTJyxatKhiVLBLgY9o9saNGwoLKgAw57jwhYlbtWqFTZs2wcbGRq6MD0sYnqXPycPdu3fh7OyMp0+fMrWprPgpjRyWWKYyGCdZKgNYoKx4soi/RwQVFRWYmpqiQ4cO6NKlC7dfKBRi//79nHvYzs4OPXv2LLOgXXnBkjBcGvfv3+fyckQTKkuOEIuBogywJFyzMMqK7re0AVTWJGcWA5AP4iGQzZs34/bt27C2tsaqVatw9OhRHD16lKkarGXLlhJGTbt27dC2bVsJqYaaNWti165daNmypcQkvX//fowbNw45OTlMfdfQ0BAnT57EL7/8IvH51atX0aVLFxQWFvI+F1GoWB5Y8zRY7rd0mO7OnTuwtrbGggULkJSUxOlmffr0Cc7Oztzzc3R0lHhHrK2tsW7dOnTq1Eni+W3atAkLFizA7du3me6ZFbdv35bJt+Xu7s5UZaSrq8vxqogjJSUFrVq1UlpSu7GxMa5evVpurSgWsFTLyiuomDFjBtasWYNRo0YxRQE8PT25MLGs3L2EhAS53xcIBMxVcOWZL48ePQpvb2/mKsyy4qfMyWGJZbKQoPGBhbmWBSzxZKDEIl65cqWEroq/vz/n5o2KiuK91q1bt+Du7o5nz55x35sxYwZq1aqFo0ePok2bNjI71ufPn6GpqYnXr1/LDWmlpaXBzs4OQUFBTKEdCwuLMueLWFpaSpGzseQIySJ3/JawIh9Y2FlZiOpY9LhYwMKSy4e5c+ciIiICXl5e2LFjB7e/VatWmDt3LoASMcbPnz/D2tparsGfkZEBXV1d1K9fH/Xr14etra2EgQOUiOlOnDgRu3fv5kg5ExMTMW7cOO59YOm7xcXFUvcAlOQpFBcXMz2XsiSbJiUlSSwamjZtyn3Gcr+TJk3C3LlzuTCdCB06dMCqVasAAKampsjIyMCzZ8/w7Nkz/P333/j06ZOEJ2rEiBEIDAzExo0bIRAI8OTJE/j5+SEpKQkzZsxgIuBkwb1799C7d2+kpaVxoQ3g/4xyoVCIdevWQU9PD2fPnpUyGAWCEm06TU1NvH//Xur8Hz58kCBzLS+GDx+Obdu2lTsPkwUs5I+HDh3iCiqGDh2KNm3aoE6dOsjLy8P+/fsxatQopvmFjzS0LN57RQYryztc+t0SRRKOHDlSoYUSP6UnR1n4/PkzUlNTZU7AyuQFYHFn7927Fx4eHnBycuLKIC9fvoxr165hx44d6Nu3L9O1fv31V5iamiImJoabYNasWYOjR48iPz8fI0eOlPm9cePGYdasWfDz85Nr1d+/fx/m5uZ48OABk+eENV/k1KlTWLZsmYRx9+eff3LVAGX10ohKccsSVmTtpCxcOsoqDWUBa5hOkfAeSwiEpRqM/j8TeUJCAs6ePYtz585BQ0MD7dq1Q/v27TFixAh8/foVfn5+iI6OhlAohJqaGoRCIQYNGoTo6GgprazSk6sIPXv2xJs3b7B9+3Yu9Pn48WN4enqiUqVK6N69O9Nzef36NTZs2CBhwAwdOpQzUh89eoSBAwciMTFRIvenZcuW2LFjhxSdvrz7ZQnTic597tw5znC4ffs2GjVqhPbt22PevHkgIoSGhmL+/Pkct49AUKJQvnjxYrRv3x6KwGpc9+jRA6qqqoiMjISVlRWuXr2KV69eITg4GEuWLEGbNm2YzuPl5YXk5GRs2LCB0w27cuUKRowYgaZNmyI6Olrud8eOHYs5c+ZAV1eX13gTCoXYtGkTHB0d4ejoKPV7ixt3ihKGWcBSLaunp4fbt2/D3NwcNWvWxL59+9CsWTPk5ubCwcGB2YPFGiYGSnifgBKWaXGwGKzikPcOl363xCMJw4YNq7hIQYXRDP7D8fr1a1q/fj1NmjSJXr16RUREnp6elJmZSUQkxUxaejt27BiZmpoqZBclIsrOzqapU6eSh4cHx/p59OhRSk9PZ75XFqZIa2trmj59utR3Z8yYQdbW1kREHOOwog0AGRgYSJ0nLS2tTKyeyoCNjQ0FBgYqZKVdvXo1qampkYeHB4WHh1N4eDgNHDiQ1NXVadWqVczXKioqotmzZ1ONGjVIVVWVY5WeNm0aRUZGlrstIrCws7Iyyr5+/ZqWLFlCvr6+5OvrS0uXLqU3b96U+37E7yspKYkaNGggwUxd+n6trKw4Zlg9PT3u2cXExJCtrS0REWlra9PNmzeZ76u4uJiuXbtG3t7epKamJtGniIgePHhAR44coZ07d3J9VhwxMTFkb29PmpqapKmpSQ4ODrRp0ybu87y8PGrUqBGpq6uTtbU1WVtbk7q6OjVu3JgePnzIxB589uxZMjAwoFq1alHv3r2pd+/eZG5uTgYGBnT27FkiIuratSs1b96cMjIyuGtnZGTQr7/+KsGcHhkZSQ0aNCANDQ3S0NCgBg0a0Pr167nPzczMKDExUeoZ79u3j+vf4nj58iXt2bOHhgwZIvP5ffnyhW7dukVXrlyh9+/fs/0oZYCxsTHHyG1gYMC1/9SpUxxLu/i9ZGRkUGFhodR5Xr9+Te7u7iQQCLhno6KiQr169eJ9152dnen169fc/791a9++PRGVMDcPGzaMVFVVJcaIMWPG0Pz585mfDQv7soODAyUkJBARUceOHSk4OJiIiMLDw8nMzIz5WkePHiUXFxe6f/++zM8LCwtp2rRpZGBgwDEZGxgY0NSpU+nr169ERNS9e3fq2bMnvXjxgvT09Oj27dt0/vx5atasGZ07d447F1+f+1H4KY2clJQUMjU1pTp16pCamhr3slpYWNCAAQOIiL9T1KlTh0aPHk3Pnj2Te52EhATS1tamTp06kYaGBned+fPnc5TZyoK2tjZlZWVJ7c/MzCRtbW0iIgoLC6NKlSpJGAQeHh5UqVIlWrp0KUVHR1OtWrVowoQJUuc5deoU2dvbK/We+aCjo8M9M3kwMzOjlStXSu1ftWoV1ahRg/laISEhZG1tTVu2bCFtbW3uujt27KAWLVqU7cYVQJzCXtZGVCIHomgjKpEbqFy5MpmZmXETbM2aNcnY2JiuX7+utPt1dHSk3r170+XLlyk3N1fm/YaGhpKdnZ1CeYPGjRvz0tRfv36dwsLCqEePHlSpUiVSU1Ojxo0bU1BQEB04cID5nsPCwkhHR4cmTJhAsbGxFBsbS+PHjycdHR1aunQpd1xxcTHFx8fTihUraMWKFZyhxgp7e3saMWKEhAxBUVER/f7771xf0dLSouTkZKnvJiUlcf1y+vTppKurS5MmTeLud9KkSaSnp8ctXIKDg6l169b09OlT0tfXp6ysLLpw4QJZW1tz78TevXvJ39+fHBwcSFVVlUxNTal3794UHh7ObGAOHTqU3r17J7X/w4cPNHToUOZnY2RkxMlTWFtb0+nTp4moZNEnandZjIbMzEw6ePAgHTx4UOY4R0T0999/U1paGqWkpEhsygKLvA4rsrOzFUpnLF26lMLDw4mI6MSJE6SlpUWampqkoqLCyciw4Pnz5+Ts7EwqKiqkp6cntagdNWoUValShSIiIrjnFRERQdWqVaNRo0YREZvBytrniEp+p3PnztG5c+ck5D4qCj+lkdOxY0caP348EUmuihITE8nCwoLpHPr6+pSdna3wmBYtWlBYWJjUda5cuVIma5wFrq6utHHjRqn9GzdupC5duhARUZ8+fWQaBCtXrqSePXsSEdGRI0eoQYMGtHv3bnr48CE9fPiQdu/eTQ4ODnTkyBEJbaiKRu/evWnnzp0Kj9HV1ZVr3Kmqqkqs9ubPn8+t7IhKVrsiT0Pt2rXp5MmTRCT5W925c4eMjIzK2xSlo3Xr1uTj4yOx+i0sLCRvb29q06aN0q6jp6cnd1IRobi4mObOnUu6urqct0NLS4vTxCEq0SBq2bIlnTlzhl6+fCnxHoneJVVVVXJycqLg4GA6ePCgzJX60KFDFW5EJZ7PmJgYqe9GR0eTpaVleR6HBLS0tCQ8NCJkZGRwXk8bGxu6cuWK1DFXrlyh2rVrExGRiYkJbdu2TeqYbdu2kbGxMRGVeDuGDx9OampqJBAISF1dnVRUVGjw4MGckWVqakp9+/allStXSkyY4hB5JuRtKioqMieeFy9ekKqqKhGVaMQtWrSIXF1dqWnTpjI9ja1bt6b9+/cTEdHAgQPJxcWFLly4QF5eXpxGlrKMBhZvozKMN3Nzc85QFx8jsrKySF9fn/l+FSEnJ4eKi4ul9t+/f5/27t1bZqOtY8eOZGNjQwsWLKCoqCiKjo6W2AwMDOjo0aNS3zty5Ajn0WcxWFn63Nu3b2nw4MGkqqrK/U5qamrk6elZZg90WfBTJh6L+CNKw8zMjNOA4ZMU+O2335CQkKAwGz8tLQ3btm2T2l+lShW8fPkSgPwSv0ePHqF69epISUlhSgZ0d3fHxIkTcf36dY475fLly9i9ezdCQkJw8OBBHD16VKKKSgQXFxeOm0Gkstu/f38upkr/P8YqKkWnCpApkAWWhGF3d3fs378f48ePl/gsNjYWxcXFHNkZUEI2179/fy43oqioCHfv3gVQko8hKxm4uLiYo6BnRen8lYSEBLRq1QpNmzZlSrhmQVJSEtavXy8Rx1ZTU8OECRPg5OSk8LsrVqzA77//Di0tLV7eo44dO/JWgwkE/Or2IsK6jh07SnxX/F3Kz8/nLX1nIRR7+vQpWrZsKfXd7OxsPHnyBABktvvs2bNo2bKlzITk0ggICECTJk1w584dKbr7O3fucCSNixcvhr+/P1avXs39LklJSQgMDMSSJUu4Nsj6zZo2bYqioiIAJdQJ69evx/Tp05Geno4PHz6gcePGEky1z58/573v0sSkImmXtLQ0DBw4EAkJCbwEnCzEjtOmTcPHjx8BALNnz0b37t3Rpk0bGBsbY+fOnQCAAwcOcFVG4ueIjY1FdnY2AOlk1dJYunQphg0bhrp162LDhg0y872AEtqOBQsWSIznffr0QVhYGDZt2oQ3b94ovM6+ffuYEoZZIY8QtH379hIs7wMGDMCKFStgYWHxTYzpfKSh48ePlyrUAEqqpUSJ3fb29pyGYfPmzbFo0SJoaGhg3bp1XGK+vD7XsmVLrjR8xIgRuHHjBo4cOcLljV66dAmBgYEYOXKkRNGCMvFTGjmampoyNTYyMzM58ipZnQIAPn36hE2bNuHdu3fo168fzp8/L7f80cjICE+fPpVKxL1x4wbHWCpvwIiOjoarqyt3PB9Gjx4NoCRJeM2aNTI/IyL88ccfUsnDsbGxHEutsqp2lIERI0YAKBkkS0M0MdrZ2WHevHlISEiQSLgWCaiuX7+e+w1JQY69nZ0dzp8/LzWQ7NmzR4rMUR6uX78Ob29v3LlzRyL5rri4mPtXXmWfaLIvLi5mquQyMDBAXl4e6tevL/HZw4cPpd7Z0li2bBk8PT2hpaWFZcuWyT1OIBDg6tWr8Pb2Rnp6Oq/wnoaGBuzs7GSei+W9Ehk44izEdnZ2aNKkCXeMLFI2cUIxAKhTpw527dqFKVOmSBy3atUqblCW1e5Hjx7h2rVrUFNTk/uufP36FQKBAM7OzggICEBgYCCys7MlFharV6/myNV8fHxQUFCA5s2bcwZpUVER1NTUMGzYMAwbNgyfP3+Gg4ODFEfNunXr4OnpKbHP3Nwc5ubmMu8NkGYHFtE/iBKy5f3eAoEA69atg0AgQN26dWV+LiLE5KvYAUqq9kSoU6cOMjIykJ+fL/FuyzMaRAmuANvYd+/ePezdu1emIf7u3Tu8fftWJnu6lpYW4uPjUaVKFSZBYCcnJxw5cgT+/v4A/i+xNjIyUqHmVWkoIgQt/ffRo0cxf/585nOXRv369fHp0ye5n48ZMwZz5sxBVFQUx4z/5csXzJs3D2PGjAHAZrDK63M7d+7kDPHDhw/j+PHjaN26Nfd5165dsX79eoXyPuXFT2nkuLu7Y/bs2di1axeAkpc1Ly8PEydORPfu3eV2CvEVzfbt2xEfHw8tLS0kJCRIVf4EBAQwlbvKGzDES/tYJghZJdClER0djeHDh6NHjx5o3rw5gJJKhbi4OKxfvx5A2cpiKxosbdqwYQMqVaqE27dvS3B8GBkZ4c2bN/jrr7+gqqrKu9KaMWMGvL298fjxYxQXF2Pfvn24e/cuNm3ahMOHDzPdL8uKUl6bRJVcABv1wIABA+Dr64slS5ZwK6jExESMHz+ek1KQB/FyT77Sz0OHDiExMRHHjh2T+kxkaLKo27O8V8+fP8eAAQNw9uxZmSzE4uy54lBRUcHYsWPh7OyMCRMmICQkBAMGDMC5c+e4fpWYmIgPHz4gNDSUqd3yIJIsEPeIyGJqHTRoEAYMGCD3t9y+fTv3f6FQiAsXLsDe3p4zlq5cuYK8vDxunGDR/ZHFDjx//nwmduAtW7Zg1KhR+PjxIy8Bp5mZGa8hvWXLFvTu3VuiErQ0LYI8o6FFixZlWnQp8jYaGRlBIBDINd527NiB6dOn8wq2AmzyOiwYNWoU1/bSZJ+lKRMUgUUPbsGCBQgODpYgDRU3nNXV1XHy5EnUrFmT8/akpKTg69evnNeVxWCV1+dOnTrFzbPGxsYyjUlDQ8Mytbus+ClLyN++fYvffvsNSUlJeP/+PWrUqIFnz57h119/xfnz5xUO2KIVzcqVKxEQEIBJkybJLVFmKXdlKfFjUeNmxZUrV7BixQqJcuuAgADO6BGhoKBAJidC3bp1eTsWwF5er6g0ubxQVVXFs2fPuMlRvFwTAP7++2/UqFGDC7udP38es2fPlpDOmDFjBrp06cI0oOjr6+PGjRsKQzvKwtevXzF+/HhERERwIQ11dXX88ccfWLBgAa9eGStYhPdY1O2BEoNFvNy6QYMGGDZsGDfw8bEQixsGpVGaUOz69etStALBwcGcV2727NkYN26cVIn+p0+fsHjxYgCQ+fndu3fx119/ITAwkOfJKRZk5SvVFkFEyNa7d2+J/aXDdPv27SsXO7BI2uXSpUu8BJwsxI6mpqb49OkT3N3dMXjwYHTt2lWqvP/ChQtwdXXF4MGDER0djZEjR0oYDU2bNmUa+16+fAlvb280a9ZMytuYnp6Oli1bymVPb926tUwRYHngk9dhgSJCUL4xSxx8RH/iEjvin4mPXT4+PgrvNSoqCm/fvoVQKJQyUvPz86GmpibhgVXU59atW4fdu3dj8+bNqFatGgDg2bNn8Pb2Rp8+feTSk5QXP6WRI0JiYqLEy9qpUyecPXsWRMQrKVC5cmVcu3ZN7uqIiPDw4UOYmpri5cuXSEtLkxlHZxkwWNS4gZKOf/bsWZnGCYsMBVDiQh46dKjMlTtQQsbG17Hi4uLg5eXF5R2JQ7T6lxfaof+vXfXmzRtu8luwYAFGjRrFre5fvXqFNm3a8LKzqqiowNXVlZvwDx06hA4dOnCryy9fviAuLg5fvnxBaGgohg0bJsVbIgLLgNKrVy8MGTKEmZNIGSgoKEBOTg4AoHbt2krn1RFX0S4rxNXtk5KS0LVrV2hra3N8J9euXcOnT584MVk+FuI3b97wEoqJiPH4IK9PvXr1itun6PNvyUdTtgZRad0fFnZgFmkXPgLOFy9eoH///jh37pxcYseioiLExcVh+/btiI2NhY6ODvr16wdPT0+J3A0+o4Fl7Dt06BCGDBkiMwVBNN7IY08Xl2VRhMLCwm+S15GFDh06YMKECTJDNHxjlgj79u1j0oNTBiu3q6srevTowaU9iBAREcHlespD48aNJcbKrKwsfPnyhQu55uXlQVNTEzY2Nryq6d+Kn87IKSwshLa2Nm7evAl7e3u5x/FJCgQFBcHU1FQqBilCcXExtLS0cOvWLYUy9ooGDCLC/fv3UalSJWRlZUm460VkeZMmTcKTJ09w48YNuLm5oaCgAB8/fkTlypXx8uVLaGtro2rVqrh3757MQUAcBgYG8PT0xIMHD7B8+XI4Oztj//79+PvvvzlCwkGDBvF2LBsbG3Tp0gUzZsyQu/pv2LAhateujYkTJ0oZDdbW1hIDW2khv9IemEePHuHgwYNSxt3x48e5CVURoqKioKenh/T0dJlJeACbwKSiFSWgXIJIcTx69AgA5Bpo5cG3Cu8BJYm+zZo1Q35+PsfYKp4sXVRUhOHDh+PevXs4d+4c9PX1cf78eank2Bs3bqBdu3Z49+4dM6GYLOVqd3d3zpugoqKCv//+WyoEdvr0aQwYMACvXr1S+DkrBb2yNIjkQVz3p3Llyjh8+LBUAmhiYiJ69OiB/Px8XmkXFgJOFmJHcRQUFGD//v3Ytm0bFxrJyMhQaDS8e/cORMQ09rF4GwHZqvI+Pj5YsWIFl3+iCOWR1xFX+87JyZFLCDp9+nRetnOgZMwqC9FfeVC5cmUkJiZKCVpnZGSgVatW3Hstq8/dvHmTWZanwrQTK6xu6x8MKysrJt6I169f0/Hjx2nz5s0UExMjsfn7+5OhoSG1bduWxowZI0UWSERkZ2fHyw2iqMRPVAIpb1NVVaW5c+cSEVG7du1oxIgRJBQKufLGvLw8AsCVlss7n3ipZbVq1biSV319fbp79y4REcXGxlKrVq3I1taWt4yRpbxeUWmyQCCQKGMVL9ckInr27Bl3vydPniQdHR2yt7cnNTU1atSoERkZGZGhoSFH4sUCd3d3io6Olvs5S7sPHjxIhoaGvASRyoBQKKSQkBAJEi9DQ0OaPXs2CYVCpV1n7ty5ZGJiQt7e3rRkyRKOX0m0KcKmTZuoevXqRFRSbn3nzh2pY27dusWVobq7u1Pbtm3p8ePH3OePHj2idu3aUa9evZjvOSsri+rWrUs6OjpcWbOOjg7Vq1ePDAwMqFKlSqSioiJFjmlgYEAAOD4SWZ+rqKjQ6NGjme9l9OjRZGtrS3v27CFtbW3auHEjzZkzh2rWrElbtmxhPo88HDlyhExMTIiIaMiQIdSgQQO6fPkyFRcXU3FxMV26dIns7e3J29ub6XwsBJxlJXYkKilBX7lyJVfqTVTCuSIqTS6Nsox9enp6vOPNwYMHSV9fnwQCARkaGpKRkREZGRkRABIIBLwkqUREXl5eUpwvrBAva2chBGUBH9GfCOUlDdXR0ZFJSZCamsr1XUV9ju+3qWj8lInHU6dOxZQpU7B582a5VjPfiqZhw4ZcrDE9PV3iu6JjFyxYgPHjx2Pt2rVyvUaKSvwsLS2ZQmcAcPPmTfz1119QUVGBqqoqvnz5Amtra6xZswYLFizA0KFDmZL4Pn78yHlQKlWqhBcvXqBu3bpwcHBAcnIy9u7di4kTJyoMr7GU17OUJrNg8uTJGDduHEJCQqCvr4+9e/eiSpUq8PT0LFPGvqurKyZNmoS0tDSZ0hlhYWG87fb398fgwYN5V5TKwNSpU7FhwwYsWLCA8y5duHABs2bN4pS4lYHIyEhefSG+EAgApmqwVatWwd3dHZaWlhy1/MOHD2Fvb48tW7Yw33NAQACsra1x6dIlqdwUTU1NBAUFYdiwYQgJCZFIhNTQ0MDt27dRu3ZtuZ9bWlqWqZJGngaRhYUFtm7dKlU9JQ8suj8rVqyAt7c3fv31V847UFRUBHd3d2YdvcePHyMgIEBh2JOvYkcEkQdn69atOHXqFGrVqoWBAwdiz549ABRr8p05c4Z57OvTpw/OnDmjcLwJDg7GsGHDpFTlVVRUsHz5cqbqKhsbG8yePRuJiYkK1eJlQRlaiKXBogcnK0y8dOlSzJs3jwsT86FZs2ZYt24dVq5cKbE/IiKC02BT1OcCAgKY1eIrAj9duAooiRNmZ2ejsLAQFhYWUi9rcnIy6tatCzc3N6lOURaIq5BraGhAW1tb4vP8/Hw0adIEa9as4aoqZIFFjdvU1BQXL16EjY0NlxzctWtXZGRkoGnTpvj48SPy8vJQq1YtmcrVDx8+hLm5OX755RfMnTsXXbt2hbu7O4yMjDB//nysWLECe/bsweXLl3nj8QUFBejXrx9MTU3lltcrCu307t2bOWFYPGekUqVKuHDhAho0aICUlBT07NkT9+/fl/8DiYFP3+rZs2e87S5L/kp5E65r1KiBiIgIqRBYbGwsRo8ejcePHzOdByi/BhuLun1AQAD2798vsxqsb9++3CRMRDh58iQyMjIAlCQvijTIAOkYvwgCgQBaWlpcKevVq1cV5qbwceKcPXsWrVq1KreejrI0iMqi+5OdnS2R/Cm+kJBHTyB6fl++fEG/fv2wdu1aufcSHx+PkJAQiYodcRgYGMDDwwOHDx+Gjo4O+vfvD09PTynjkEWTj2XsmzdvHpYvX86rZi5LVZ41Jwcon9K2OM6dO4eWLVtKvVtFRUW4ePEi2rZty3QelrAhS5iYD4mJiejUqRN++eUXruLq1KlTuHbtGuLj49GmTZvvphb/LfgpPTksKuQsKxoR5OVEsKyeZJX4icPAwIBJjbtx48a4du0abGxs0K5dO8yYMQMvX77E5s2bOS+SlZWVzCS+/Px8WFlZQSgUIjAwkCNvmjlzJlxcXLB161ZoaGggOjoaAwcOxOPHjxEaGiq3TJqlvP7SpUtyS5OJCD4+Plzy3efPnzFq1CiJhGERdHV1uTyc6tWrIycnBw0aNAAAmYnP8sBXrt6pUyfedrOsKBUlXIuSJFkqufLz86W8IkDJKptVER0AU5K4COL3Kw4WdfslS5ZAIBDAy8tLZjUYAGzatAkDBgxA586d0blzZ+67X79+xY4dO+Dl5QUXFxesXbsWDg4OEgnMqamp8PHxwe3bt/H582ccPXpUasAVV64WT7iUlRCsLCoFa2tr5ObmwtzcHPXr18euXbvQrFkzHDp0iEukZwGLF1ZUMVanTh0Jw0ZUMTZjxgzMmDED8+bNg6urK/f8rl69iri4OPj5+SEuLg4RERF49OgRfHx8ZOaVsRA7qqqqYteuXTKrqkTYsGEDjIyMcP36dVy/fl3iM9E4IfKayqv2dHR0ZPI2ylOVLwuJn7K8MaUJ/0R4+/Yt2rdvz5ynxUf0B5SPNFSEVq1a4dKlS1i8eDF27doFbW1tODo6YsOGDVy+6fdSi/8W/JSeHBb06dMHHh4e6N+/v8zPi4uLuZWIyErV19dHcHAwpk6dypxsJavED5AcMFiSAUXl8O3bt8fz58/h5eXFeXY2btyIhg0byk22fPDgAezs7DjCJ3EUFBQgIyMD5ubmMDExgY6ODm/HqlatGm95vaJkwdKeAXmIiopCr1690K1bN4wYMQLjxo1DbGwsfHx8sG/fPlSqVAknT55kOhcfWNrNsqJUlHANlJQds1RyNW/eHM2bN5di7vX398e1a9dw+fJlpnaxJIlv2rQJixcvRlZWFoASGoHx48djyJAhTNcQh6JqML6KJ6FQiBEjRsDc3JwLg4kwd+5cPHjwAOvXr0fDhg2RmZmJhIQEucrVBQUFmDBhQpkTgvmIGsWRn5+PZcuWQVVVFQEBATh58iR69OgBIsLXr1/h6+vLsYgrAmvCOsvz69u3Lzp37oxRo0ZJHPPXX38hPj6eI1sUjT/iEI1HyqjYYQVftSerQbBhwwaZqvK9evVCdHQ0x0f0PSBvHM7MzISTkxNvgYgILFGAqlWrYvPmzRJM9yIKkS1btvCGtVmrcsujFl/R+M/IkQN5nUKES5cuYcOGDQgJCZHKiRgxYgRzTgTLgFHe0Jkonh8eHo4RI0ZInEMoFOLKlStQVVXlWIIVgaVj8ZXXA+UrTRbHvXv38OHDBzg6OuLjx48IDg7mjLulS5d+ExW6LLC0m8WdzcKlw1oa2q1bN5ibm0tQpD98+BBHjx5FmzZtGFpV4im8ceOG3N9h6dKlmD59OsaMGSPxnq9evRpz585FUFAQbwikTp068PHx4YxXeZ5PeYN/SkoK2rdvj/z8fBgaGuL69etSzy87OxtNmzbF27dvcfXqVbRs2RLFxcVSuSnR0dEwNDSEn58fzpw5gzlz5mDIkCFYvXo1Hj9+jL/++gsLFiyQmysTExPD/f/Vq1dcaFf8Nzh+/DimT58uM9fkwYMHuH79On777TepZyU+FIs/T6FQyBSm27x5M29FmJ6eHm7evCnz+TVq1AgfPnxATk4O15/KgrLIhbBOnnzVnt26dZM4Xp63kS8cLc9YGjt2LObMmQNdXV0miQlFEOWuxcbGwsXFRYLLSigUIjU1FfXq1UNcXJzC84jAEjaUFSZu2rQp8vPzoauri8qVK+PFixcoKCiQIODU0dFBlSpVmENwb968gbe3Nw4dOiS3z4nw9etX5Obmonbt2uUOBzPhe2Y5/y9BXha8KAO+evXqFBsbK/W9AwcOlEn9mgUsatyKIFJOFwgE1LJlSwk19S5dutDvv/9OmZmZTOdiEVr8888/ad68eQrP4+XlRevXr//mNn1vsLSbBT179qQ9e/YoPIalkouI6PHjxzRlyhTq06cP9enTh6ZOnSpRmcSCoUOHUmRkpNzPWYT3li5dSsbGxjR48GBO0Xvw4MFkYmJC8+bNo+HDh5OGhga5u7vLrAZr1KgRNW7cmFRUVMjBwUFC7NHR0ZH09fWpX79+RERUpUoVmfcTExNDVapUoeLiYjpx4gQZGxtTVlaWXOXqWrVq0ZkzZ4iIOFVvopKKMFdXV6ZnxyJ4y4ITJ05QkyZNKC4ujnuf4uLiyMnJieLj44mIaNKkSWRoaEitW7emsWPH0tixY6lNmzZkaGhImpqapKamRgBIV1dXYUVYrVq1ZFYILV26lGrVqkVERCkpKVS1alWF9yyrYsfc3JxevnxJREQWFhZkaWkpc7OysmJ+NnzVniLExMSQvb09aWpqkqamJjk4ONCmTZuYryMPzs7OnKiv+Lgpa+ODj48P+fj4kEAgoAEDBnB/+/j40O+//06hoaH04sUL5nsTn4/kVct++fKFAgICSENDg/tcU1OT/vzzT/r8+TNt3bqVWrVqJSE0m5GRQW3atGGu/isuLqYHDx5QQUGBwj5XFtV5ZeI/T843QktLC6mpqVJU4Xfv3kWjRo2Yqg9E4GOC5QudsWLo0KEIDw8vFwEZS3gtICAAmzZtQsOGDeHo6Ci1whBl9/OFdv5JYGl36f2yjmfh0uEjiCwsLISLiwsiIiIUcjCxgC9JfMKECUhPT5da+WdlZXF6S3whkL1796Jz5844c+YMVq5cKeX5rF+/Pjp27IiQkBAEBwdLCHuKKpr69u0LDQ0NzJ07F6GhoRgxYgRHGnjt2jVERkZiypQpmDx5MjQ0NNC8eXOFnkllJASzeEVYYG9vj4iICAlNH6CEgfv333/HnTt3FIbpTpw4gaFDh2Lo0KGoVasW5syZw31euiJs/fr1+OOPP+Dm5iaR03To0CGEh4fD398fYWFhiImJwblz52QScLIQOyoLBgYGSE1NhaWlJSwsLLBt2za0atUKubm5aNCgAQoKCpi8jf8UEBGGDRuGlStXSrzn34KyhA3lhYlr164tU59P5G1kyUNi5YQLDAxEYmIili9fDhcXF6SmpsLa2hqxsbGYNWsWk07ZN6HCzKd/OZo1a0b+/v5S+8eMGUPNmzdnPs+1a9eocuXKZGZmRr1796bevXtTzZo1ydjYmK5fv05ERJGRkWRubk4zZ86kPXv2UGxsrMT2PZGQkKBwI1K84hFx18hb5ZV1pfe9wNJuIv4VJQuXzvPnz8nZ2ZlUVFRIT09PJmeHiYkJs/dNESIjI0lNTY309PSkVt9WVlbUoEEDmV65OXPmkL29PRER6erqyuQ8ysrKIl1dXSIq8cBoaGhIHSPu+YyOjqZPnz7x3vOWLVuoRYsW3PNo0aIFbd26lfvc1tZW4jeRBQcHB+6Yjh07UnBwMBERhYeHk5mZGX348IGmTZtGv/76K9WuXZusrKwkNiIic3NzWrJkidS5lyxZQubm5rztEEFLS4vS0tKk9qekpJCWlhYRlXDKyHvGBgYGRFTy7ometyJcuHCBPDw8OG+Zh4cHqaioSHBT6evry+Wmat26Nfn4+FBhYSH3eWFhIXl7e1ObNm3o69evZG1tTbdv32Z8AvLh5OREcXFxRETUo0cPGjJkCD169IgmTJhA1tbWRKTY26itrS3BCTN//nzOM0NE9PLlS7K1tWW6l6FDh9K7d++k9n/48IGGDh3KdA6hUEjq6upK6btlxcOHD+nhw4cS+7S1tenq1atSx165coXjwGEBCyecubk5d4w491lWVhbp6+szX6us+KmNnC9fvlBGRoZEZ3V1dWXqFAkJCaSrq0u2trY0bNgwGjZsGNna2pKenh6dO3eO+R74Bgwi/tAZK9q3b69w+9khFArp7t27dP78eTp79qzExoKwsDDS0dGhCRMmcAbo+PHjSUdHhwsRWFhYkJ+fHz179kzueRQRRIoIC//880+aOHFiudtctWpVmjdvnlwCwT179pCqqip17dqVZs+eTbNnz6auXbuSmpoa7du3j4jYQiAaGhpkbGwsdUxGRgY3kSsLBw8epNatW8s0HMTvTURmeOLECdLS0uJIAJcvX04eHh5UvXp1mjBhAi1btoyWL18usRERRUVFkaqqKnXv3p3mzJlDc+bMoe7du5OamhpFRUUx32+bNm2oc+fOEu/Es2fPqEuXLtS2bVsi4g/TEZUQK4qIAcuKshBwshA71qhRQylGzubNm7lnmZSURCYmJqSiokJaWlq0Y8cOIiLS1NSUaQBmZmYSAGbjjQ+lDUERXrx4QaqqqsxtYjEIWMFH9MdHGtq9e3dq3Lgxt6AmKnnOTZo0oR49ejDfB0uf09bW5p69+Pt18+ZNzlCvCPyUJeQFBQXw9/fnkggzMzNhbW0Nf39/TstIhNDQUPTv359z2xYVFeHu3bto164dMjMzsXr1ao7To0+fPhg9ejRHUvXx40csWLAAp06dklkKfO/ePaYSPxY1bhaUrgwqLaQoAl+5Ol94TRwskgMkJ7TzPXH58mUMGjQIDx48kEgABf4vMZGv3StXrsTatWslKjXc3d3RoEEDzJo1C0FBQXj16hWCgoIUkgWylIYWFRVh48aNOHnypEyOEb4kSBG+fv2KAQMGyE3M7Nu3L65cuYJly5bhwIEDAEq4V65evcq5uKdPn44//vgDZ86ckQhfHD16FBEREQBKqjxkiYauWrVKYTu/BV5eXigoKEDDhg3l8lOJhzA6deqEjIwMLqHZ0dERM2fOxJEjRxQmf/v4+MDW1hYrVqzAvn37AJQ8mwsXLkgJ3irCxo0b0bt3b5ibm0uQINrY2HDP3N/fH6NGjcL169dlhumAEhmT0pIYFQEWYkc/Pz8sXLgQkZGRCpNL+caawYMHc383bdoUDx48kKj2BMBxI5WW2Nm5c6fU9Ur3bRaIJCaICO/fv4eWlhb3mVAoxNGjR5kFPgE2klgWsBD98ZGGbty4Ed7e3nBycpJIGO7atSsiIyMBsM1jLH1Onup8ZGRkmQg2y4qfMidHUWywV69e+Pvvv7mXVl9fHykpKXJ1kxRh4MCBOHv2LIYMGYLq1atLTeKBgYEyS/yAkgHLy8sLf//9t9zz81UwiENRjou4kCJfuXp8fDxvPJ61vF6ZpcnlRaNGjVC3bl2EhITI/K2ysrJ4262lpcWbv8KiBcVSyaVIxVqkXM0CPg02ViQmJmLVqlW4e/cuAKBevXrw9/fnKjqUVQ3GAvEKKFkora0kC1ZWVjh69KiUXg8LWEuAgf8T6CQinDhxQooEUfw93Lp1q8xnPGjQIAAlfDiiaquygk/9WnzcYyF27N27N06dOgU9PT04ODjIFJhkocZgwd69ezFgwAB06tSJm8gTExNx6tQpCIVCCbK/bxnPVVRUFC7ABAIBQkJCMHXqVKb7ZSGJZQEL0R8raWhmZib37tWvX18i15RlHmPpcyyq8xWBn9LIsbCwwM6dO9GiRQuJlz47Oxs2NjbMRg7fyt7IyIh3NahowFBVVUVKSopcNW4LCws8ffoUZmZmAPDNpYDiQop85eosHWvy5Mm85fXlSRbkK+UUB6tHQ1dXV6HMBEu77e3tMWjQICmDYe7cudi5cyfS0tKYEq5ZSkOVBZYkcT6xS1Y8efJEwvNpa2sr4fn8nggICECdOnWkjP9Vq1YhOzsbTk5OiI2NRUxMjELahuLiYmRnZ0uscJ2dnZm9kuUV6FQW+NSvv3z5gri4OAiFQnz9+hXjx49HRESETGJHTU1NXq6rqKgoJmqMvn37olmzZpg4caLE/kWLFuHatWvYvXs3gJJE2WXLlkkwPQcHB8PJyYnZeJOHs2fPMktMsEAZRjgAaGtr48aNG1Ietdu3b8PJyQkFBQVKKZBhmcdYwac6XxH4KY0cHR0dpKenw9raWsKISUlJQaNGjfD8+XPeTnHlyhXelT3LalDRgLFixQpmNe5t27ZhzZo12LBhA+rVqweg5EUeMWIERo4cqVAjZ/PmzZg4cSKePHkil/5cBJaOxbJ6sLKyQkhIiBQJV0xMDGbNmqUwq7+0FyM5ORlFRUVcuzMzM6GqqoqmTZsyezQ6dOiACRMmyNW7Ymm3ohXlrl270Lt3byYunbJWcpUHfB6hdevWoVu3bnj06JHEe1WrVi0cOXKEieeorNVg34NHw8zMDAcPHpRaPSYnJ8Pd3R2mpqbIyckBEcHS0lLK+EtOTpYb4hT9TmfOnMH9+/cxadIk+Pj4SHiwYmJiMH/+fG5CO3XqlNxwwMaNGyviEUigLAScIigidmQB31gDlMjVnD59WmoSTEtLQ6dOnRR6uoGyGW98YJGY+J5giQLwkYYmJiYiOjpa7rt3+vTpcnk1RSgsLFSoOl+R+ClzchTFBgEwSQoEBQXB3d1d5sr+zz//xLlz5zBnzhzMmDFD4WpQQ0MD4eHhmD9/vtSAER4eLnGsInt0+vTp2LNnDzcRASXu7GXLluG3336Dp6cnk5CiPPpzEVji8SySA0+fPuU8V+Jo2bIlJyshD+IU90uXLoW+vj5iYmJQqVIlAMDr1685MURW+Pv7Izg4GM+ePZPrPeFrN0v+CktJJguFv7LAdy03N7dyC++pq6sjNTWV9zhFuXJmZmaYNGkSd2x5DaFXr17JzCEzMDDAy5cvMWLECN5zjBo1ihtLZLnxDQ0NMXv2bCxduhQDBw7k9ru7u8PBwQHr1q2Dt7c3QkJCMHv2bDg5Ock8DytYcifkgUWaozR0dHS4Pica34qLi7F48WIcPHgQX79+RceOHTFz5kypkAzAP9YA8mUB1NXVJcKC8ryNpb0i4jk+IrCyHbPI65QVsiRFWD21AwYMgK+vr8wogOh9W7RoEbp164aTJ0/KDBMHBgYiOjoa3bp1g729vcx3j2Ue44O6ujr27t0rRYHwXVBhKc3/YJw/f5709PRo1KhRpKWlRYGBgdS5c2fS1dWlHj16SJA0ydtYKgwaNWpE+vr6pKenR/b29hIkZ40bN5b6bukSv7JUPLCUApZuw7Bhw2jixIl0/Phx7ni+cnV/f3+qWbMm7dixg/Ly8igvL4+2b99ONWvWpMDAQCJiK69nKU1mQY0aNSg9PV1qf1paGlWvXp35PPIq10T/srS7rCguLqbi4uJv+m5FQFaJqY6ODqWmpkode/PmTaZyZRFYqsECAgKoadOmdP78edLV1eXe9QMHDlCjRo2ISHmEYg0aNJBJ5LdixQrmkmIdHR2ZVT3i0NbWllkufPfuXa5fVqtWTSnEdSwVYSyl8XxQVLETEhJCKioq1KVLF+rZsydpaWnJLa9mocb45ZdfKCQkROq7M2fOpCZNmhBRSQly3bp1SUdHhxtbdXR0qF69epSdnf0tj1ImDh48SPr6+iQQCMjQ0JCMjIy4TUTtwIIPHz6Qn58fmZqaShH5laValo/oTwRFpKHGxsZ05MgRhdcp6zwmD15eXjKrMCsaP6Unp3Xr1khJScH8+fPh4ODAhZcuXbrEHBs8evQo78qeRQhUUZKuQCCQqR8jCx07dsTIkSMRGRnJkXFdv34df/zxB6fizLJaE61gZ8+eLfWZQCDgkhsVCS3yrR4AICQkBAMGDMC5c+dkhnZY8e7dO7x48UJq/4sXL2QKxskDn4dFtMJW1G5A/opSPH+FJeG6LBVs5QFfkriyhPdYqsEOHDjA5cqJv+cNGjTgvJyTJ09GSkoKEhISJEKLnTp1wqxZsyS8PYowduxYjBkzBi9evECHDh0AlISMwsLCmIR1AaB58+bIzs5WKNFRq1YtrF+/HosWLZLYHxkZyVVSff36VaZXs6w4duwYb+7E8OHDFSaRskBRxU5RURHWrFmDkSNHAgBOnjyJbt26ITIyUirMwzfWCIVCTJ8+HX369EFOTo7E77R9+3YuHycgIKDc3kYWBAcHY9iwYd8sryPChAkTcObMGaxdu1ampAgrFEUBAMkwsTyZIQ0NDYXvL8A2j7HAxsYGs2fPRmJiolzV+QrBdzerfjC+fv1KQ4cOpXv37pXrPMpa2U+aNIlMTU1pzZo1lJKSQikpKbR69WoyNTUlAOTm5saRBKqpqVGXLl24v93c3CQI5FxdXUkgEJCGhgZn3bu6ukpxOyQlJdHmzZtp8+bNlJyc/E3t//jxI6WmplJqaip9/PhR6nMWyYGkpCTy9PSkJk2aUJMmTcjT07PM9zNkyBCytLSkvXv3cp6IPXv2kJWVFXl5eX1T2xRBUbtZVpQsXDosBJHKgqL3b8qUKTRkyBBq0KABXb58mfM8Xbp0iezt7cnb25v5OiwEkSw8GsokFFuzZg2ZmZlJeO5WrVpFRMStzuVtRET79u0jOzs7ioqKoqSkJO75iTYioiNHjpCWlhbZ29tzXCYODg6kpaXFraAnTJhAs2fPZrpnWdxeIlhaWvJy0xgaGtKFCxeYn5EsKJK0AUB5eXkS+zU1NaU8hGXB4cOHqWXLlqSjo0PGxsbUvn17CbJHZXkb+VBeeR0RlCEpUhqyvLBE/KShS5YsodGjR38Xj/KPIoD9KROPDQ0NcfPmzXIlQLFUGLBAUZLuwIEDMWDAAN5ziHtoFJUCPn/+HB4eHkhISJCowGrfvj127NghJezHBxYOnIpGQUEBxo0bh40bN6KwsBBACc+Qr68vFi9eLLVaEMfBgwfh6uoKdXV1HDx4UOF1xH8fee12c3MDEWHr1q1SK0oVFRUcOXKEKeGapZILKEkYj4iIQG5uLi5dugQLCwssX74cVlZW6NmzJ8vj400Sv3XrFq/wXnlyQcTRtm1b9OvXD/7+/hIJ//7+/sjKykJcXJzcooGOHTvi3LlzTKreIk4bEV68eAFtbW3s3bsXHh4e0NTUZKqAkZWAKhLaFE8Qf/jwIdauXStRVTZq1CjOkxMYGIhNmzbB0dFRboUbS77Sli1beCvClJFEqqhip379+hKFG4B08YayUblyZRw+fFjKG5aYmIgePXowl2TzQVnyOsqQFAH4vbAqKioICgqCpqamXA9R7969cebMGVSuXBkNGjSQevdK9xVxlM7xVARF56lo/JThql69euHAgQPl0jSR5yqsWbMmxo4di1q1aslVZxYhPz9fYZIuEZU5IdDS0hJEJDMh09/fH+/fv8etW7e4Qe727dtwcXGBn58fdu3axcu9M2bMGCYOHJZwizJKk3V0dLBmzRosXrxY4ndQZNyI0KtXL45DQ5FLViAQoLCwkLfdZ8+exeXLlyVKTI2NjSXc+iwJ1ywEkWvXrsWMGTPw559/Yt68edyEamRkhOXLlzMbOYrev1evXuHdu3fYsWMHHj9+LFGeK+7iVkYIBCgh3nR1dcXt27dRVFSE8PBwCR4NQH7RwJMnT1ClShUYGhqCiLB//34YGhpyz+v69et48+aNzIFZNCGLJ6mylPGyJJEDJSGr0NBQuZ+npqZyJH7p6ekSn4naxxKmCwsLQ05ODqpWrSq3IkwZSaQNGzbEqlWrpMaKVatWAZAs3AAkizdycnJgaWmJ2NhYpSmVd+/eHb///js2bNjAVbpeuXIFo0aNkjLey4Nu3bph/PjxuH37tsziBNZrWVtbIzc3F+bm5qhfvz527dqFZs2a4dChQ9zikwV8RH/z5s3jDRMbGRmhd+/eUufetm0b11fkzWMilfpBgwaVuc99T/yUnhzRZNWxY0elxga/fPkCHx8fnD59Gn///TfTapCvxO/y5ctM12ZZ6RkaGuLkyZMcY6oINWrUwIcPH/Du3TveEucBAwbwcuCwCPhlZ2eXuzRZHNnZ2cjJyUHbtm2hra3NraaVBRbuH5YVJQuXDktpqJ2dHUJDQ9GrVy8Jj0Z6ejqcnZ3x8uVLpnYpev+uXr2KGzdu8ArvfU8eDRZCsYkTJyI/Px8RERGcwSwUCjF69GgYGBhg8eLFAIA9e/Zg165dyMvLk6pwSU5OLndbRDh//jz++usv3Lt3D7t374aZmRk2b94MKysrKVFOeVDE7dWkSRO8e/cOISEhCs8xc+ZMNG7cmLc0ng+KiB3btGmjkM17z5496N69O7Zv385EpyAUCrFs2TK5v1N+fj7evHnD621UBhSVjpeF2mHZsmVQVVVFQEAATp48iR49eoCIUFhYiKVLlyIwMJDpPCxUHd9KGhoTE1Mmr6a8Pte4cWO0b98e4eHhvPxmrJxmZUaFBcL+wShPbPDz5880adIkatq0Kf3666+0f/9+IiLauHEjVa9enWrWrEkLFixgvhdlaWCxVKbo6enRjRs3pL6bnJzMnM+gKB4vElpk0eNydXUlFxcXevXqFXfMy5cvycXFhdzc3Nga/f+/06FDBy6nQtTuoUOH0tixY5nPwweWdrPkr7BoQbHke2lpadH9+/eJSDI3JTMzs0xaUHzvH4vODksuCB/KkiuXk5NDw4cPp19++YVsbW3J09NTIifDxMSEMjIypL6XkZFBlStXJqISIU49PT0aM2YMaWho0MiRI6lTp05kaGhIU6ZMKdO937p1i44dOyazOmjPnj2kra1Nw4cPJ01NTe53WrlyZZnyL5Sl+zNr1iyFGytYcu6UgenTp1P16tVpyZIlpKWlRXPmzCFfX18yNjam8PBwKi4upgcPHlBBQQFlZWXRwYMH6eDBg7xVb/8k3L9/n/bu3cvlcbFCU1OT7t69K7W/IvTg+CCvzzVr1oyMjIyISHFenrOzc4Xd209p5JQHEyZMIENDQ+rbty9Vr16d1NTUaMSIEeTg4EDbt2+noqKiMp9TGQMGS0Kmu7s7tW3bVuLcjx49onbt2lGvXr2YrsPSsVjK65WVLDhkyBDq2rUrPXz4UKLdcXFxZGdnx3wePrC0+/Xr1+Tu7i6V/N2rVy8J0Ty+hGuW0lBbW1s6cOAAEUn+3itWrChTWSeR4vePRXhv8+bN9Ntvv8lMQC8LDAwMFBo5rIaQkZER92zEceDAAW7ArVevHm3bto2IJJ/f9OnTyc/Pj+l+c3JyyNHRUYJuQPR/UUFAo0aNOGFN8eskJydT1apVuXNdu3aNxo8fTwMGDOCSzUUbUYmI54oVK7jziJ7BmDFjqGvXrkz3qwx8/fqVOnTo8N1UtK2trenw4cNEVNJuUQJ/eHg4DRw48Ieqev9osFB1sGD37t3Ur18/at68+TeXh7P0uR+F/4ycMsLKyopbpaWlpZFAIKChQ4d+U3a6MgcMlpVeXl4eNWrUiNTV1cna2pqsra1JXV2dGjduzFz9wNKxqlSpIsG9I0JcXBynmFypUiVKTEyUOubChQtl4pyoWrUq3bx5k4gk252Tk6PUygq+dlfEilJRJdf69evJzMyMduzYQbq6urR9+3aaO3cu939lwcjIiDO2tLS0ZFYZfU8eDT5DiIgoKCiIjI2NKSwsjM6fP0/nz5+nJUuWkImJCQUFBRFRSX8RecJMTU25dygzM5Pz9vChe/fu1LNnT3rx4gXp6enR7du36fz589SsWTPOC6utrU25ublEJP1+ampqEhHR9u3bSV1dnbp3704aGhrUvXt3qlu3LhkaGpKPjw8Ryef2AkAnT54kIraKMGWAr2JHmdDR0aEHDx4QUQmfkKi6MCcnhxvXlKnqLQuurq4Si5T58+fT69evub9fvnzJxK2krPOIoIwogLI8mix9bujQofTu3Tup73748EEul5Iy8NMkHo8dOxZz5syBrq5uuWKDjx494qjg7e3toampiaCgoG/K/2BlgmUBi8JrrVq1kJycjJMnT0oJAbKChQOHhYlTWcmCHz9+lJlAmZ+fz1zhxgK+dhMR6tSpw+WvKOKeYE24lsUoK8Lw4cOhra2NadOmoaCgAIMGDUKNGjUQHh4ODw+PMrVNUZI4C2cMK48GXzUYC48GS9HAkiVLUK1aNYSFhXHJ3NWrV8f48eMRHBwMAKhWrRry8/NhYWEBc3NzXL58GQ0bNkRubi6zUvWlS5dw+vRpmJiYQEVFBSoqKmjdujXmz5+PgIAA3LhxA9WqVUN2djYsLS0lvnvhwgWO6Tc0NBTLli2Dn58f9PX1ER4eDisrK4wcORLVq1cHIJ/ba86cOVxej7zfys/Pj6uuYSmG4MPgwYO5hNeKRs2aNfH06VOYm5ujdu3aXLuvXbvG9W9lqXrLw/Hjxzmme6Dk9+rfvz+XJFxUVMSJpn6P84jQrl07ZGZmSujB9enTp0x6cGvWrMG6deswcOBAREdHY8KECbC2tsaMGTPKVJXG0udiYmKwYMECjkdOhE+fPmHTpk0VJ19SYebTPwzOzs6c1Vye2KCKigo9f/6c+1vcdfwtYGGCZYEiFuekpKRyn18cfOE1lnALa2iHD66urjRt2jQi+r/fQigUUr9+/ahv377ftd0sK0oWLh1FjLJCoVDqnB8/fpTiQmLF9+LkWbNmDZmYmNDcuXMlvI5RUVFcn2PJlZszZw4ZGRlR3759KTQ0lMLDwyW20nj79i29fftWar+vry+Xg7Jq1SrS1tamTp06kZGREQ0bNow+ffpEixYtIldXV2ratKlM75SRkRHX962tren06dNERJSdnc2FZUNDQ8nOzo4uX75M+vr6dP78edqyZQuZmppy4ScdHR3O21O5cmUujHv79m2qVq1aubm9oqOjuX4XHR2tcGPBmDFjyMDAgJo2bUq///47BQUFSWzKxMSJEzlm9B07dpCamhrVqVOHNDQ0uHGTxdtYHpSFef57nIdIeVEAZXg0S6N0n3v79i29efOGBAIBZWdnc5+/ffuW8vPzKSYmpkzs9GXFT1ldVR7wCb6JwMoL4O/vj02bNsHGxkYuEywrcnJysGDBAoUKr6dOnZJS6/3zzz+ZvDllFVqUJeD36dMnaGlp4eHDhzA1NVVYmsyC9PR0dOzYEU2aNMHp06fh7u6OW7duIT8/H4mJiWWu0nr+/LkU10thYSEmTJjA2+5Dhw5h0aJFCleULFw6LJVcHTp0wL59+6RKTt+9e4devXoxC5OycvKUF8qqBmOpyBG1ISEhATk5ORg0aBD09fXx5MkTGBgYQE9PD8XFxSguLubavGPHDly8eBE2NjYYOXIkhg4divj4ePz222+oWrWqlPdj5syZaNOmDYKDg9GrVy8MGjQIr1+/xrRp07Bu3Tpcv34d6enpICKEhoZi/vz5KCgoAABoampi3LhxmDNnDoASb8WxY8fg4OAAR0dHTJ48GQMHDsSlS5fg4uKCt2/fKoXbS1n41oodZeDy5cvc7yTiRFKWqrc8qKiocFQTACTeX4BNyVyZ5xHB1NSUexbfCmtra+zduxeNGzeGk5MTJ+gcHx8PDw+PMnlz5PW5mjVrKvQeCgQChISEYOrUqd/cDkX4KY2cYcOGITw8XMpt9vHjR/j7+yt0m5VFrffz589YuXIlzpw5I5MkLTk5+bsOGGvWrEFgYCB+++03LuRy+fJl7Nmzh3OXAyW8FqmpqTLv2dfX95s61pcvX7B69WosWrQIT548gZaWFm9pMivevn2LVatWSRh3fn5+nKufBdevX4e3tzfu3LnDhSvEid0qV67M2+5KlSqhoKAARUVF0NDQkBIlzM/Ph66uLi5fviwlH5KSkoJWrVrhw4cPTKWhpQdMEZ4/fw4zMzOOGJEPLOrqslC5cmVkZmbCxMSEKQSira2NjIwMWFhYSAzuWVlZcHR0xKdPn5julwUPHjyAi4sL8vLy8OXLF45OITAwEF++fEFERATvOQwNDXH06FGFZfHHjx/Hx48f0adPH2RnZ6N79+7IzMyEsbExdu7cyckQACXkodnZ2fjw4QPs7Oygp6fHfTZo0CA4OTlxIfWVK1eiZ8+eOHHiBJo0aYJ9+/bB29sbjRo1Khe31z8RisYad3d3fP78GVpaWj/o7kqgqqqKZ8+ecXxKpckNWY0TZZ1HBD6iPxEUhYkPHTqEWrVqYebMmVi9ejXGjx+PVq1aISkpCX369MGGDRuY5jFFfS43Nxdjx45Fhw4dsHfvXgkeMQ0NDVhYWDCH174FP01OjjjKExssCzmfr68vtxps1qyZzIlAWYrTR48ehaqqKrp27Sqx//jx4yguLoarqysX+x8zZgz3eUBAAFq1aoXQ0FD4+fkhLi4OXl5eMlfWAoEAAQEBcuPxX758waxZs3DixAloaGhgwoQJ6NWrF6KiojB16lSoqqoiKCgIKioqsLGxwatXr5Ri5BgaGpZ7FTBs2DDUrVsXGzZskLlyX758OW8eAkv+CosWlCKCvpcvX3J5XLdv38azZ8+4z4VCIeLi4mBmZsZ7HyKwqKvLwrJly7jPWdptZWWFmzdvwsLCQmL/77//zjHnKotHIzAwEE5OTkhJSYGxsTG3v3fv3pxeUp06dTB48GAMGjRIirkXAMzMzBS2H4BEX6tTpw4yMjKQn58vYfS9ffsWQqEQlStXhp2dHXd8fn4+1NTUYGBggFWrVuHz588ASgje1NXVcfHiRfTt2xfTpk0D8AN1fyoQfGONUChElSpV0Lt3bwwePBgdO3ZUyFVTUSAiCYJDcXJDABJ5Nt/jPCKw6MHxkYaeOnWKM1r8/PxgbGyMixcvwt3dndMfY5nH+Pqcs7MzcnNzUatWre/+G/5Unpx3796BiFCpUiVkZWVJUI8LhUIcOnQIkyZNwpMnT5RyPZbVoLLg6OiIBQsWwM3NTWJ/XFwcJk6ciJSUFOjp6eHmzZtSIaGsrCw0btwYHz58gI2NDbp06YIZM2bIJPVSFF47f/48srKy0KlTJ1y8eBEvXrzA0KFDcfnyZUyZMgX9+vXjkmtZQjssiIqKgp6eHvr16yexf/fu3SgoKGB2Vevr6+PGjRtyw2XKCit6eXkhOTlZKuF6xIgRaNq0KaKjoxUS9K1atYobJGR1XW1tbaxcuRLDhg1jup+AgADs379fZpJ43759mcUq+RAZGYlZs2YhLCwMvr6+iIyMRE5ODmbMmIF169bB19dXrlczOzsbVlZWOHfuHJMhJBqo69WrJ+E1un//Puzs7FBQUIBly5Zh27ZtSE5ORpMmTTB48GAMGDAA1apVA1AidrlixQpERERIGWZlgaurK3r06IHRo0dL7I+IiMDBgwe5ZH0+sIbp/pfAN9YAwP79+7Ft2zYcOXIEhoaGGDBgAAYPHsyx6n4PlMV7/z3OIwJLFEAZYWKWeYylzwElRQ5Xr16V6REqLXWjNFRYts8/EOIcFrI2VVVVmjt3rtKuZ2trW2aCp2+FlpYWl7wojtzcXNLR0SEiooEDB9KiRYukjlm8eDENGDCAiEoE40QJsLKgKGFbS0uLubxeWcmCNjY2XMKnOBISEqhu3brM5+nZsyft2bNH7ucsApMsYEm4VlQaumvXLsrNzSWBQEDXrl2j+/fvc9uTJ0/KzNPEkiSuLGzZsoXq1KnD8cmYmZlRZGQk7/fKWjRgZGREt27dIiLJ5M7z589zFAYi3L17l2bMmEE2NjakpqZGnTt3ppiYGHr+/Dk5OzuTiooK6enpffP7WalSJZlEiXfu3PnmxM5/C/jGGnG8e/eONm7cSJ07dyZVVVWysbGhkJCQCr7D/30ogzSUZR5j6XMHDx4kfX19EggEZGhoSEZGRtymTIqD0vipPDlnz54FEX232KCyVoMsqFatGrZt2yaRBwCUuCBjYmIQGhqKd+/eYcmSJWjVqpVETk5iYiKCg4Mxbdo0DBs2DK1atYKvr2+Z70FDQwO5ublcuERbWxtXr16Vyj8BlJcsqKWlhYyMDKkS3fv378PW1pY51+Ply5fw9vZGs2bNYG9v/826NIpARMwJ10+ePJEoDbW1tS1TaWhZIZ4kPm3aNKiqqkIoFPLqiH2L8F5BQQE+fPgglU9Unlw5cQwYMACGhoZYt24dl/dgamqKnj17wtzcXO5K+fLly/jjjz+QmpqK9u3bIy8vD76+vjLDl6zvp7wcrLS0NDRv3lxuztO3gCV34p+Ebx1rbt++DU9PT6SmpjLnr/yssLOzw/z589GzZ08JD8vKlSsRFRXF9E6wzGMsfa5u3bpwc3NDaGjoN+umfQt+KiNHhAcPHnyX2OCLFy/Qv39/nDt3Djo6OlITp7LUcQFg5MiRuHTpEvbv389VFGVnZ8POzg6ampowMTFR+H2Ry7ugoAD9+vWDqampTBE6RbF/vsS6ioC5uTlWrVolM0nXz8+PUwznw6FDhzBkyBC8e/dO6rOy6NIoQnFxMW/CdVkr2G7fvi1T06c8RpmXlxcyMjKQlpaGAQMGKBTeY3Wts1SDqaqq4unTp1LGz8uXL1GtWjUUFRUxGUIPHz6Ei4sLiAhZWVlwcnJCVlYWTExMcO7cOanzX716Fdu2bcPOnTvx7t079OjRAwcPHsSlS5fQsGHDMj49SbRv3x729vZYuXKlxH4/Pz+kpqbi/Pnzcr9bVm4vT09P3oqwf5IhVJax5vPnzzh48CC2bduGuLg4VK1aFQMHDvwuXD3/y5AXJp4/fz4iIyOZOLVY5jGWPqerq4u0tDSumux74adMPLawsPguscGBAwfi8ePHCA0NlTnoKBOLFi2Ci4sL6tevj5o1awIoIS5s06aNzMlFHrZv3474+HhoaWkhISFB4p5FicfyQDyJdSJ8y+pfHgYOHIiAgADo6+ujbdu2AEo8doGBgWUixfP398fgwYMxffp0hQKD5QFLwjUrQeS9e/fQu3dvpKWlcVVgwP+RQPIZZYqSxE+ePAlVVVXMmjUL+fn56N+/v1yxS1YkJCRIGWJAyTty7tw5vH37FkSE9+/fS1TTCIVCHD16lDNMWIoGatWqhZSUFOzcuZOruPP19YWnpydX8ZaZmYmtW7di+/btyM3NRYcOHbBw4UL06dMHenp6aNKkiVIqvubOnYtOnTohJSUFHTt2BFBC43Dt2jXEx8cr/O6NGze4KrkbN27wXuvw4cO8uRMsSaQs4CN2ZAHLWHP8+HFs27YNBw4cgJqaGn777TfEx8dj+fLlyMzMZFK4VuZ4878GZZCGssxjLH2ua9euSEpK+u5Gzk/pyTl06BA8PT3x4cMHGBgYSHUuZXlYdHR0mFaDyhgwgBIj48SJE0hJSYG2tjYcHR25iZ8V1apVQ0BAACZNmlRmT5eyE+tY8PXrVwwZMgS7d+/mOE+Ki4vh5eWFiIgIrmKJD/r6+rh582aZeXXKCpaEa5bS0B49ekBVVRWRkZGwsrLC1atX8erVKwQHB2PJkiVo06aNwvuYOHEi/vrrL94kcVNTU1y4cIFTihfh7t27aNmyJV69eqXwOiKDrVGjRjh9+rREiFhUDTZlyhRehefJkydj3LhxvEUDDx48QP369XH48GHY2trKPaeKigp++eUXDBo0CB4eHlKGbXx8PEJCQjBv3jwJL4MoUZjF3S7ypt28eROLFy/GzZs3uX45efJkpVQWisPOzg47duyAo6Oj3GOUUQxRumInPT0d1tbWiI6ORkxMDHPFKMtYo6Ojg+7du8PT0xNubm7c7yA+1hCRUryN/3bICxPzgW8eKywsZOpzGzZswOzZszF06FCZnjtlpATIwk9p5Hyv2GCTJk2wZs0atGjRQu4xyhowlIXKlSvj2rVrFT7ZKxuZmZmccefg4FDmHChvb2+0adMGw4cPL9P3WFaSIuzbt4+JS4elksvExASnT5+Go6MjDA0NcfXqVdSrVw+nT59GcHAw78rf2toay5cvh7u7O9LT0+Ho6AgfHx9s2LBBwuivVKkSoqOjpYzt2NhY+Pj44PXr1wpDIDdu3OCtBhszZgxcXV0V5sqVhVDMzMwMJ0+eVDjgZmVlKTQyRPdc+pqiton2i3vRSh+vyJtW1veGJUzHkjvBYgjxQVnEjixjzfv373lL+SdOnIj8/Hy53sbFixezN+5fBllh4saNG6O4uBj37t3jNbRF1Yd88xhLn+NbyFRUftVPGa56/PgxAgICKjz5acGCBQgODpZaDYpgYGCAlStXYv369ejVq5fEyt3JyQnjxo1TeP4VK1bg999/h5aWllS5cWmw8mh4e3tj586dmDJlCtPx/xTUrVtXJt9JWb4/efJkXLhwoUy5SIaGhtz/+VaUABunTHp6Opo0aQKgxHgTh3g4SjT4m5iY4MmTJ6hXrx4sLCyY9G9YNdiGDh0KX19f5OTkSJS8L1iwgFtNKwqBtGvXDoGBgbC2tsbVq1clPDAaGhqoUqUKNzEp4tE4c+YMc9GAn58fFi5ciMjISM67Vxp8gzvf4qJdu3Y4efIkJk6ciNDQUAk9s8mTJ2PhwoUAIDPHC/g/T5C6ujrTe8MSpnNycsLnz59hbW0tN3ciLCwMEydOLFcxRG5uLho3biy1X1NTEx8/fmQ+D8tYw2fgAMDGjRtx4cIFiSR5VVVVjB07Fi1btvxXGzl8UQBZYeJevXrh48ePCAsLQ9euXbFmzRrY2dlJFKPcunWLoz1gmcdY+lzptJDvhZ/SyPlesUEXFxcA4GLxItD/Z9EVCoXlGjCWLVsGT09PaGlpYdmyZXKP48ulEYdQKMSiRYtw/PhxODo6Sr3QS5cuVVp47VuhLLFVcURGRkJPTw9nz57F2bNnJT4TPT9Z7W7YsCHX7okTJ/Lmr7BU5bB47+zt7ZGSkgIrKys0b94cixYtgoaGBtatW8f0XguFQolQnpqamgQLrwgswnssuSAsAxxLrhwLodi1a9dw6tQpxMfHw8HB4Ztywtq1a8d7zJ9//omIiAhOIBMoGVvc3NwwevRoZGVlwcjISKYHSnwMUPTeaGpqMucrseROsBhCfJBH7BgXF6dwJV8aLGMNC4qKipCRkSEVUs3IyPhhE+v3gCKiv7lz53IFH6VJQ93d3REXF4datWrhxYsXCAgI4CRGRJg5cyYePnwIgG0eU0afqyj8lEZOt27dMH78eNy+fbtCY4Msk1V5Bozc3FyZ/y8P0tLSOKMrPT1d4jOBQMDLoKnIyCmri14eWBMyy5JUyff8WNr9PVeU06ZN44zg2bNno3v37mjTpg0nKcCHsiSJT5gwARMmTOC8EqUTjlnYgUVQVA3Glyvn5eXFZAgZGRmhb9++TPejCIrU2YESrThZCf3r16/nVsGnT5/mfQ8VvTf169fH6tWrIRAIZHoqRWE6ALh48SJvDqAyiiHGjh0LPz8/fP78GUSEq1evYvv27VzFDiv4xhpWsHgb/41QFAVISkpC48aNIRAIpGhFgP8jDQ0KCkJSUpLU5yLCxY0bNzLNY4r63IkTJzj9NaDEMzRq1Ciu77x69Qpt2rTB7du3WZpddlQYA88/GCIyMlkbqwqssrB+/XoyMzOjHTt2kK6uLm3fvp3mzp3L/Z8V58+fZzru9evXdPz4cdq8eTPFxMRIbCywtbWl/fv3E5Ek6VNaWhoZGxsr/K6Pjw+3eXt7k4GBAdWqVYtTvzY3NycDAwPy8fFhupeKQnFxsRSBIUu7jYyM6MCBA1LnO3DgABkZGVXsTRPRq1evZBIvyoL4b6FoIyIqLCykEydOUEREBL17946IShTZ379/T0RER48eJRcXF450TBZycnLI0dGR62Pi/U3U52xsbCgwMJA+fvwo9zzfi1CMRZ29TZs21LlzZ3r27Bn3vWfPnlGXLl2obdu2zNdS9N7o6enRmTNnSCAQ0L59+yghIYHbLl68SI8fP+aOb9y4MV26dEnhtbS1tTml6fLgW4kdKwJCoZAWLlxINWrU4O6nRo0atHDhwjKTY/4vQRHRn6amJhNpaNWqVSkqKkrq3FFRUVLEmd8KFRUVCfV1fX39b1Zf/xb8lEbO98Tr169pyZIl5OvrS76+vrR06VKO2VYEZQwY6urqZGlpSZMnT6b09HSZx5R1gnj48CE9fPhQYp8yGDSJiCZMmEDDQEz5xAAAXGdJREFUhw+XGISKioro999/p3HjxjGfZ/PmzQonxbIgJiaG7O3tSVNTkzQ1NcnBwYE2bdpERGztDgoKImNjYwoLC6Pz58/T+fPnacmSJWRiYkJBQUFKuUcRNm/eTB8+fFDqOWXh/v37VL9+fdLR0SFVVVWu3QEBATRy5EgiIiZ24O7du1PPnj3pxYsXpKenR7dv36bz589Ts2bN6Ny5c0REpKOjIzH4yQKLIVQWfPnyhTIyMqiwsFBif+vWrcnHx0dif2FhIXl7e1ObNm2IiCgrK4vs7e1JQ0ODateuTbVr1yYNDQ1q0KABZWVlERFRnTp1aObMmZSZmSn3Hljem/v375NQKFTYluPHj1PLli3pzJkz9PLlS3r79q3ERsRmCJUFHz9+lJjAvhWyxppvgXhb/+2wtbXljGPxMWnFihXUuHFjpnPMnz+ftLS0yN/fnzZv3kybN2+mMWPGkI6ODs2fP587jmUekweBQCDxjojfK9F/Rs7/NFhWg+Ioz4Dx4sULWrlyJbVs2ZIEAgE1bNiQFi1aJDFwsEwQQqGQQkJCyMDAgFtlGxoa0uzZs0koFCqlYxERmZiYUEZGhtT+jIyMMtHdm5iYkK6uLg0cOJCOHDnyzSu3sLAw0tHRoQkTJlBsbCzFxsbS+PHjSUdHh5YuXcrU7u+5olRWu/nQs2dPGjx4MH358kWi3WfOnKE6deoQEVHHjh3JxsaGFixYQFFRURQdHS2xEREZGxtz1PAGBgbcb3/q1Clq1KgRERH17t2bdu7cqfB+WAwhIqLdu3dTv379qHnz5tS4cWOJjaikrw0bNoxUVVUljLcxY8ZwA/+dO3ekznvr1i3S1tbm/i4uLqbjx49TeHg4hYeHU3x8vIQ3benSpeTk5EQqKirk5OREy5cvp6dPn0qck/W94fPClvaOiTZxDzWLIcSH9u3bczIb4nj79m2ZJE74xhoiog8fPtC0adPo119/pdq1a5OVlZXEJgKft/HfiLJEAW7dukXHjh3jxjbRRkS0c+dOatmyJbcoadmypUQ/ZJ3H5PU5AP8ZOd8Lrq6uEtbn/PnzJTrry5cvydbWVmnXY1kNKmvAEMe9e/do7ty51KBBA1JVVeXOwzJBTJo0iUxNTWnNmjWUkpJCKSkptHr1ajI1NaUpU6YoLbymrNBOYWEhHTp0iAYNGkS6urpkampKo0ePpsTEROZzEBFZWlrKDNlFR0eTpaVlmdtd0StKZbWbD5UrV+YMEvHBKTc3l5vsWUIgRkZGdO/ePSIisra25vTGsrOzufNERkaSubk5zZw5k/bs2SNzQGYxhMLDw0lPT4/GjBlDGhoaNHLkSOrUqRMZGhrSlClTiKjEE9W0aVM6f/486erqcu06cOAANWrUiKpUqULHjx+XOndcXJxMN/6nT58UhgrlaWSVhrz3hsULKx7KkrURsRlCfCi9Mhfh77//JjU1NaZzEPGPNUREHh4eVL16dZowYQItW7aMli9fLrERsXkb/63giwKwhIn5wDKPKepzAoGAnj9/zn1XT0+PGwuI/jNylIrvHRtkWQ0qa8AojaKiIjp06BA1atSIaxPLBFG9enVuQhHHgQMHqEaNGkSknPBaRYR2Pn78SFu2bCE3NzfS0NAga2tr5u9qampyIQZxiOLbRGztlrWidHV1pR49enCrIEWbCJs2baKWLVtS9erVuTDZsmXLZBqG5Wk3H1iE91hCIK1bt+ZymgYOHEguLi504cIF8vLyogYNGhARW64ciyFUr1492rZtm9Q9T58+nfz8/IiIyNzcnLtn8WOysrJIX1+f/P39qWbNmrRjxw7Ky8ujvLw82r59O9WsWZMCAwOJqMQTMXv2bKpRo4bE5Dpt2jSF/eHSpUsS/ZKI3xOhrDAdiyEkDyJDRCAQ0JkzZ7i/U1JSKDk5mUJDQ8nCwoL5XljGGkNDQ7pw4YLC87B4G//tkBcFYAkTv379mtavX0+TJ0+mV69eERHR9evX6dGjR0TENo8p6nMAyM3NjRvj1NTUqEuXLtzfbm5u/xk5ysL3jg0qWg1WrlxZqQOGCBcuXKA//viDTE1NSV9fnwYPHkzHjh0jIrYJQlNTk+7evSt13oyMDKmcm/KE1yoqtCMK2zVo0KBMv2WDBg1o3rx5UvvnzJlD9vb2EvvktVveitLW1pbq1q3LnHC9Zs0aMjExoblz55K2tjZ3nqioKE5pW1nt5kP//v1pxIgRRPR/K7D3799Thw4duPtlCYHExcXR3r17iajEkKhXrx4JBAIyMTGhU6dOMd8PiyGkra3NGYampqaclykzM5MLhYo/V/Fx4ObNm2RgYMCkzh4SEkLW1ta0ZcsWifPt2LGDWrRoIXXvV65cocDAQKpWrRrp6OjQgAEDiIjNE8EapitP7gQfxD0Asp6/jo4Obdiwgfl8LGONpaWlTBV3cbB4G/+NYIkC8IWJU1JSyNTUlOrUqUNqamrcs5s6dSoNGTKEiBTPY6KFjqI+p6GhwVzkUBH4z8ipQCNH0WoQgFIHjIkTJ5KlpSVpaGhQt27daNu2bVKrPpYJolmzZuTv7y91/jFjxlDz5s0rJLxW3tCOyJPh6urKJYFOmzZN5upDHvbs2UOqqqrUtWtXmj17Ns2ePZu6du1KampqtG/fPqZ2s6woWRKuWSvYlNFuPuTl5ZGdnR3Z2tqSmpoatWjRgoyNjalevXpcX/rWEEhZqsHKAisrK0pOTiYioqZNm1JERAQRlRhjotBOmzZtaMWKFUQk6T4fM2YMde3alTvXx48fKTU1lVJTU6X6U+3atenkyZPcOUS/0507d7iQa+kwVZcuXSgmJkYiV4TlvWHxwrLmTnyrIXT//n2mih1W8I01RCUJ9r/99ptCDxaLt/HfCJYoAF+YuGPHjjR+/Hgiknx2iYmJ3CKbxavJ0ud+FH4qI0dFReW7xgYVrQbv3r2r1AGjZcuWtHr1anrx4kW57jkhIYF0dXXJ1taWhg0bRsOGDSNbW1vS09Ojc+fOKTW8poxkwQEDBnA5KX5+fnTx4sUy3YM4kpKSyNPTk5o0aUJNmjQhT09PruOytJtlRcmScM1SyaXMdvOhsLCQtmzZQuPHj6c//viD1q9fTwUFBdznLCEQRdVgys6V8/X1pVmzZhER0apVq0hbW5s6depERkZGNGzYMCIqmQD19PRo1KhRpKWlRYGBgdS5c2fS1dWlpKQkifPJq/yR9zvdunWLdHV1iajkvWnWrBktX75cotRcHCzvDYsXliV3oqzFEBUJvrGGiKhRo0akr69Penp6ZG9vLzOJnMXb+G9CWcKGfGFiAwMDys7OJiLJd+/+/ftcmJ7Fq8nS534UfiojRyAQ/JDYoKLVoDLw9etXGjp0qITBVh48fvyYpkyZQn369KE+ffrQ1KlT6cSJE0oNrykrWXDQoEEVWl1UlgGFZUXJknDNUslV0e0mKnmvrK2tecMFLFBUDcaSKweA2RASCoUSE/327dvJ39+fVqxYQV++fOH25+Tk0PDhw+mXX34hW1tb8vT0pNTUVO4cfJU/TZo0oc2bNxOR5O8UEhJCrVu3pqKiIlq3bh3l5+crfDYs7w2LF5Yld4LFEGKFooodVsgaa8S5f2bNmqVwI2LzNv6bUJawIV+Y2NTUlFvIib978fHxVLNmTYnrKprHWPvcj8BPxXhcmlJ/8ODBUsd4eXkp/bo6OjqoVKkS939ZUMQEywd1dXXs3bsX06dPl/rsW/StatSogXnz5kl8pqKiAoFAwMugyYrAwEA4OTkhJSUFxsbG3P7evXtjxIgRTOcoLCzEs2fPYGNjI8EW+60QCoU4cOCABMNt3759mdvdpUsXLF++HOvWrQNQwtr64cMHzJw5E25ubgDY2FlZGGW3bt1a7vbyQV1dHZ8/f2Y6lo8d+OnTp4iLi8P27dvRv39/6OjooF+/fvD09JQS7iz9twhfvnzh/h8aGor+/ftzrKlFRUWcZpeKioqE7IOHhwc8PDy4vwsLCzFy5EhMnz4d69evl3mtqVOnYsOGDViwYAEnV3HhwgXMmjULnz9/xrx58zBjxgx4e3vj8ePHKC4uxr59+3D37l1s2rQJhw8fhqqqKvz9/dGpUyeu/8sCy3vDIk9gYGCAvLw81K9fX2L/w4cPOUbqpKQkrF+/XkJfSE1NDRMmTOB0s/hw79499O7dG2lpaRICpQIxXTVWyBprxDFz5kzec9SqVQspKSnYuXMnUlJS8OHDB/j6+sLT01NKAPffgNzcXBARkx5c165duc/q1KmDjIwM5Ofno1KlShAIBHB3d8fs2bOxa9cuACW/YV5eHiZOnCjFYKxoHuPrcz8UP9TE+peDZTWojBI/IiIvLy9aunSp1H5LS0t6+fIl9395mzjnhKyYfWpqqlLDa8pKFjQxMVFItMaKrKwsqlu3Luno6HCucB0dHbK2tqaEhASmdrOsKFkTrmVVcnl4eNCnT5+IiDheFnmbsjBv3jzy9vaWIssTx7fwQYlXg4GBR4PlGPH+wscpY2BgoNDzyVL5Q0R07tw56tSpE5mampK2tja1atVKIkmzadOmXN6OPDx8+FApngiW3ImylsbLAkvFDivKmyitTG/jvxF8pKFv3rzhwkqqqqpUq1YtUldXp7Zt23LfY5nHiMrPpl9R+M/IqUCw8EAoa8CYM2cOGRkZUd++fSk0NPSbJ73vFbNXVrLgn3/+SRMnTiz3/bi6upKLiwtXQklUEgJxcXEhNzc35vPw5a+IgyXhWrySS9xgtbCwYDJYy4tevXqRvr4+Va9eXSK0K17y/i0hEPFqMAC8uXJlMXJYOGXkLQpEKEuVoSIcO3aMGjVqRIcOHaInT57IJd8rLCykzZs3S703ZclXYsmdYDGE+MBC7MgCeWONQCDgDEPRbyZvIyKqUaPGT23kKAobspKGnj9/nlavXk0LFy6kEydOSHzGMo99L7mVb4GASI5v+D+UGzVq1EBERIRUyCk2NhajR4/G48ePYWJigtOnT8PR0RGGhoa4evUq6tWrh9OnTyM4OFihAKU4RIqzsiAQCHDv3j2m87Rp0wZ16tSRcGkXFRVh+PDhuHfvHs6dOwegfOE1ABgwYAAMDQ2xbt066OvrIzU1FaampujZsyfMzc0RFRXFdB5/f39s2rQJNjY2aNq0qZTAJKuSsa6uLi5fvgwHBweJ/SkpKWjVqhU+fPgAQH67XV1dUb9+fRw+fJhXWLWoqAgJCQnIycnBoEGDoK+vjydPnsDAwAB6enro0KED9u3bJyX++O7dO/Tq1QunT59mapMywCdwGBUVBW1tbdy4cUMqTHL79m04OTmhoKAAAFBQUID9+/dj69atOHXqFGrVqoWBAwdi3rx5cHV15cRCDx06hA4dOnC/5ZcvX3D06FE8f/6cc82L3hnRe//333+jRo0aEAqFqFu3Ltzc3BAaGio3PDx37lyEhYWhY8eOMt+brVu3onnz5lIhXn9/f1y7dg2XL1/m9iUlJXFhOjs7OzRt2pT7TNyFLxATnSQxBWdFUFVVxdOnTzmlcQMDA9y8eZNTmhdvtwgFBQXIyckBANSuXVviGXz9+hXjx49HREQEioqKAJSEJf/44w8sWLCA+w0UoVKlSkhOToaVlRVq166NyMhItG/fHjk5OXBwcOB+bz7IG2ucnZ0BlIQHY2JiFJ7D29sboaGhyMzMRGRkpEQY7t8OlrBhUVERFyaOjY2VCBO3bNmS6Tos8xhLn/tR+HneiB+A/Px8qYEfAOrXr4/8/HwAJS+iKF5uYmKCJ0+eoF69erCwsOByDFigLBVyvpi9suLxS5YsgYuLC+zs7PD582cMGjQIWVlZMDExwfbt25nvNz09HU2aNAEAZGZmSnwmKIOSsaamJt6/fy+1/8OHD9DQ0GBqN0v+yoMHD+Di4oK8vDx8+fIFnTt3hr6+PhYuXIgvX74gIiICCQkJUkYUUKIUfv78eRQWFjIbVOUFi7HJkgvi4eGBw4cPQ0dHB/3798f06dPx66+/AgAePXok8T1ZuXIAFKqmi+frPH78GAEBAQoH2w0bNsDIyAjXr1/H9evXJT4TCASIiopCt27dcPLkSe4+L126hIcPH+Lo0aPcfQ8cOBCJiYmcQfrmzRu0bNkSO3bsQM2aNZkUnAHg7t27WLlyJWcs2draYsyYMcz5SuJQlDuhoaGB8PBwzJ8/X64hxAd7e3ukpKTAysoKzZs3x6JFi6ChoYF169ZxxhcL5I0169at4/KDSudRysK1a9dw6tQpxMfHw8HBQcpg3bdvH/M9/S8hMDAQVlZWOHXqFKysrHD16lW8evUKwcHBWLJkCYCS59m9e3d0796dW2Rs27YN7du3R82aNZGTk4NTp05h2bJlEu/en3/+iU6dOgFgm8dY+tyPwn9GTgWiYcOGWLVqldRqcNWqVWjYsCEA5Q0YInz9+hW5ubmoXbv2N61q+CYslo7FAmUlC7JOInzo3r07fv/9d2zYsEEiIXjUqFFwd3dnarefnx8WLlyocEWpKOHay8sLqampAEq8IM+ePeM+FwqFiIuLg5mZWZkSgr8HBgwYAF9fXyxZsoRbHSYmJmL8+PEYOHAggBKPxK5du9C1a1epJHFWr504FBUNdO3aFUlJSQr7D8uiIDMzE6tXr0ZGRgYAoE+fPhg9ejRq1KgBABg+fDgKCwtx584d1KtXD0CJsTJ06FAMHz4ccXFxaNeuHe919u7dCw8PDzg5OXEGlSyvIh+Ki4s5D5XI86ivr4/g4GBMnTpVwqvEUgwhD9OmTcPHjx8BALNnz0b37t3Rpk0bGBsbY+fOncznYTGOWWBkZCSVJPsz4NKlSzh9+jRMTEy4xN/WrVtj/vz5CAgIkIoC6OjooGvXrnj9+jUePHiAO3fuYM2aNQgMDMRvv/2GwMBAACXvnpubG5YtWwY/Pz+meYylz/0w/LhI2b8fLDwQymKC5RMcZAVfzF4Z8fiKSBbMysqiuLg4Lv+lrCRzr1+/Jnd3dxIIBKShocHlNfTq1YvevHnD1G6W/BVFCdcoA0EkS0KwssAndsmSC1LREM9FYOGUUYSvX79Shw4deBPatbS0uPJbcSQlJUkkz587d448PT3p119/5ajyN23aROfPnyeiEpK26dOnS51nxowZTPlKolwkltwJ1iTSsuJbiB2VkR/0M4NFD45IMWmomZkZrVy5Uurcq1at4hLs5c1jWlpaFBoaqpQ+V5H4z5NTgWjXrh3vapCvxI8VkydPRkpKChISEuDi4sLt79SpE2bNmoVJkyYxnWfJkiUQCATw8vKSGbOPiYkpd3hNmZ6IV69eoX///jhz5gwEAgGysrJgbW0NX19fVKpUCWFhYbznICK8e/cOO3bswOPHjyXctnXq1AHAFlZkWVEWFxfLDOk9evQIxsbG3GqIrzT0e7noV6xYgalTp8LHxwexsbEYOnQocnJycO3aNfj5+XH3JisEEhkZyYVXWOkLvhW9evWS2jd79myJv+n/58EUFxdj7NixCs8n8qgpQq1atVBYWCi1XygUcv177969GDJkCDw9PZGcnMyF1d6+fYvQ0FAcPXoUT58+lUldMXjwYMyePZs5TBcTE4PIyEiJ3AlHR0eYmZlh9OjRmDdvHlNpPB+2bNmC3r17S7xzlStX5v1eafCNNf9BMViiAIrCxEBJeFV8vhChS5cumDhxIgD581hoaCimTp0q8b3SfQ4AU+5ZReK/xOMKQmFhIVxcXBAREQEbGxu5x8kaML4FFhYW2LlzJ1q0aAF9fX2kpKTA2toa2dnZaNKkCd69ewegZJBMTU3F8+fPpbg3xAdHWcmLnz59QpcuXRAcHIxevXph0KBBeP36NaZNm4Z169bh+vXrSE9PZ7pfZSULenl54fnz54iMjIStrS3X7uPHj2Ps2LG4desW7zmKi4uhpaWFW7duyf2t2rRpo5R2KyvhmiUhWBmoX78+Zs6ciYEDB0q8VzNmzEB+fj5WrVolcbwov6ZmzZqwsrJCUlISjI2NYWlpKddoL0tifHnQvn177N+/H0ZGRmjfvr3CYxs1agRNTU2Fk21sbCxCQ0OxevVqLockKSkJ/v7+mDhxInr16oXGjRsjKCgIXl5eEs/vxo0bcHV1xbNnz+Dm5oZ+/fpJ/aZRUVGYNm0aunTpwtu2qKgoaGlpITU1FXXr1pX47O7du2jUqBE+ffrElETKB1NTU3z69Anu7u4YPHiwzBBkWSBvrClL2HrPnj3YtWuXzKKA5OTkb763fzKOHz+Ojx8/ok+fPsjOzkb37t2RmZnJhQ07dOgAT09PeHp6yv2NBg0ahMaNG2P8+PES+5csWYKkpCRs3ryZaR77R+OH+pH+5WDhcGEt8eMDn+AgUUk5q6mpqULWVFn4/PkzhYWFUdWqVZUWXmMJ7bCgatWqnBiceLtzcnI4an0W2NnZKVTSVla7y8LOqgxG2fKCReyyokIgPxJjxowhAwMDatq0Kf3+++8UFBREQUFBpKmpSZqamlwJsyhEJx7i1NDQ4MpmtbW1KTc3l4gk38+//vqL1NTUKDY2ltauXcvJc2zevJk2b95Mfn5+VKVKFVq7di3zPbNoQSmjNL6wsJAOHTpEgwYN4qRFRo8eTYmJicz3Kg/iYw0rwsPDSU9Pj8aMGUMaGho0cuRI6tSpExkaGnJhup8FLGFDcWqROXPmkKGhIbm5udGcOXNozpw51K1bNzIyMqI5c+YQkfK4yH4U/vPkVCCCgoJ4V4PKKPEDgLZt26Jfv37w9/eXKK/19/dHVlYW4uLiYGNjgy5dumDGjBmoWrWqxPe/fPmCWbNm4cSJE9DQ0MCECRPQq1cvREVFYerUqVBVVcWYMWM4F6Y4viW8pixPhL6+PpKTk2FjYyOxUk5KSkLXrl3x6tUrpvMcOnQIixYtwtq1a2Fvb8/0HVntZllRFhUVSSRcN2nSRCLhWlElFxFh/vz5OHjwIL5+/YqOHTti5syZFcbsam1tjb1796Jx48ZwcnLCiBEjMHLkSMTHx8PDwwP5+fmYPHkyNmzYgJCQEKkQyIgRIzBr1qzvUg126dIlvHr1Ct27d+f2bdq0CTNnzsTHjx/Rq1cvrFy5Epqamhg2bBjCw8OlElw/fvwIf39/uYnJomRwlvCvt7c3rK2tsW7dOnTq1Eni/VRRUeHCZ4pQFlf/2bNn0a1bN5ibm8usCGvTpg2aN2/OXBrPAvGKnZMnT3IVO4pQlrHm8+fPWLlyJc6cOSPT+5ycnFxmb+O/BfKiAHws9yEhIdz/DQwM5J5f5GFVNI+Vpc/9MPxQE+tfDnmrQdFWGqWZYK2trZmvxSI4qK+vz4mxlcaECRPI0NCQ+vbtS9WrVyc1NTUaMWIEOTg40Pbt2zkPEx+D5veGq6srTZs2jYj+LylTKBRSv379qG/fvsznMTIy4lbiWlpaUqRjLO3mW1GyJlwrIoj09fUlFRUV6tKlC/Xs2ZO0tLRo6NChzO0sK1iE91jYgb8HYZuLiwstWLCA+zs1NZXU1NRo+PDhFBYWRtWqVaOZM2cSkbRelggvXrwgVVVVpd1TaGgo2dnZ0eXLl0lfX5/Onz9PW7ZsIVNTU04FXZng04JiKYYoK8SJHVlY2lnHGqISjTYTExMaNWoUzZw5U6Z2FYu38d8IeVEAZZOGKprHLC0tmfvcj8J/Rk4FwtnZWe7Wvn17md8p64AhjuzsbLmCg0REQ4cOpcjISJnftbKy4iaqtLQ0EggENHToUCnXp7LCa8pCWloaValShVxcXEhDQ4N+++03srW1papVq8o16GQhOjpa4cbS7nr16tG2bduISDI0MX36dPLz8yMitsleUSWXhoYGRUREcMeeOHGCNDQ0KiwsxCK8xxIC+R7VYNWqVaNr165xf0+ZMoVatWrF/b1r1y6qW7cuvXnzhgQCAWVnZ0uwD+fn51NMTAxVr15dafdUXFxMc+fOJV1dXS40rKWlxRnmygJrRRgRvyHEAkUVO3xgHWuISt7/Cxcu8J5PVOXWtGlTrn8cP378h7PtViQqMmwoDkXzmIaGBm+fEzFy/yj8Z+T8A1CeAaOs13FzcyNvb29asmSJRGxWVVWVK28lKimPFTeQRFBmx+IrTWbFmzdvaO7cudSvXz9ydXWlqVOn0pMnT8p8P4rA0m6WFSXLZK+oNBQA5eXlSRyvqalJDx8+VF5jywiWXBBl5WApgqampsSzadWqFc2dO5f7u3SZvqxNVVVV4jvKwpcvX+jWrVt05coVev/+vdLPT8SfO1EWQ0gRBgwYwPUBPz8/unjxYpm+r66uzjTWEBHZ2tpyBr88sHgb/+2QFQX4HrpeLH1OT0+vwq7Pgv9KyH8w+Er8WJGcnAx1dXWOQCw2NhZRUVGws7PDrFmzoKGhge3btyM+Ph5aWlpISEiQyAcQCoXQ0NDg/lZTU4Oenp7UdVgYNFnAUprMCkNDQ6lSRmWDpd3VqlVDfn4+LCwsYG5ujsuXL6Nhw4acajDAVvqtqDQUALS0tCS+o66uLrOUWVl48+YNrl69KjMnwsvLC4sWLeJlB/4ehG1Vq1ZFbm4uatWqha9fvyI5OVki/+D9+/fQ09PjZCP27t0rUfqsoaEBCwsLrvxbmdDQ0ICdnR3evXuHkydPol69ekrPTxo8eDBXHi4L6urqTKXxfFBE7MgC1rEGAMLCwjBx4kRERETAwsJC5jHr1q3j3ks/Pz8YGxvj4sWLcHd3x8iRI8t8f/+LkEX09z1IQ1n6nLq6eoXeAx/+M3J+MMo7YIgwcuRITJo0CQ4ODrh37x4GDBiAPn36YPfu3SgoKMDy5csxdepUhISEYNKkSRLsp0CJxo4iPg4RxPlXZHUsVqxZswbr1q3DwIEDER0djQkTJkgkC7IiLi4Oenp6aN26NQBg9erVWL9+Pezs7LB69WqO1VWZkNfuDh064ODBg2jcuDGGDh2KoKAg7NmzB0lJSejTpw8AtsleEaOsQCCQ+J0A2b+VsnhyDh06BE9PT3z48AEGBgYShrGI44SFD0pZJe2K4ObmhkmTJmHhwoU4cOAAdHR00KZNG+7z1NRU1K9fH87OztzAXLofKBv9+/dH27ZtMWbMGHz69Am//PILZ/Tu2LFDqYZfUVERNm7ciJMnT8rVceMzhFiwdevWct0nETGPNU5OTvj8+TOsra2ho6MjNWHm5+dzbL8ieHh4wMPDo1z3+L8CeXpwe/bsAcDGwl4esPS52rVrK/26ZcF/1VX/EhgaGiI5ORm1a9fGwoULcfr0aRw/fhyJiYnw8PDAw4cPUblyZVy7dk3mS8dX7SRCVFSU3I7l6ekpU+NEFnR0dHDnzh1YWFigSpUqOHHiBBo2bIisrCy0aNGCuSrKwcEBCxcuhJubG9LS0uDk5ITg4GCcOXMG9evXV+rkytfu4uJiFBcXc4PJjh07cPHiRdjY2GDkyJESq9eyQlTJNWzYMKbjldVuPuE9Pj6o4uJiLF68+LtUg718+RJ9+vTBhQsXoKenh5iYGPTu3Zv7vGPHjmjRogVHeMfnoVIGqlWrhuPHj6Nhw4bYtm0bZs6ciZSUFMTExGDdunXMArwsUMT9IxAIcPr06W8WtOWr2BEHH7FjWcaaTp06IS8vD76+vqhatapUNZpI2+p7/Jb/NJSOAnh6ekpFAXr37o1Tp05BT0+vQkhDy9rnfgT+M3J+AJQ5YIhgYGCA69evw8bGBp07d0b37t0RGBiIvLw81KtXD58+fUJQUBBMTU0xZcqUb753lo7FApbSZBbo6ekhPT0dlpaWmDVrFtLT07Fnzx4kJyfDzc1NQv+pPFBWu1mgLIJIZUBXVxdpaWkKNWlMTU05Y6405syZg1mzZqFTp07Q1tbG8ePHMXDgQGzcuLHC7vnt27fQ09OT8ozm5+dDT08PGhoavB6q/Px8bN68GREREcjNzcWlS5dgYWGB5cuXw8rKCj179sTHjx+xYMECnDp1Subkeu/ePWhrayMzMxO1atWCl5cXatSogQULFiAvLw92dnacxlRxcTGys7Nlnqdt27ZKezYshpAs/ChiRx0dHVy6dInTSJIFlt/y3wg+oj+AjapDGQYiS5/7UfgvXPUDsGzZMnh6ekJLSwtLly5VOGCwGjlOTk6YO3cuOnXqhLNnz2Lt2rUASoQIRZw4QqEQixYtwvHjx+Ho6Cjl+pW3ihOHssJrLKEdFmhoaKCgoAAAcPLkSa5TVq5cmWN5VgZY280yYPBx6QQFBXHCoMpglC0PWIT3FIVANm3ahDVr1nC5ESdPnkS3bt0QGRlZYaEiQ0NDmfvF82+Cg4MxbNgwuR6qtWvXYsaMGfjzzz8xb948jqvGyMgIy5cvR8+ePTF8+HCcPXsWQ4YMQfXq1WX241q1auHSpUuoXLky4uLisGPHDgDA69evudyqy5cvY9CgQXjw4IGUyriyKfG/VdBWnDfo/v37SrobftSvXx+fPn1SeAzfb/lvBUvYkM+jyxKOZgFLn/tR+M+TU8HgWw0qC6mpqfD09EReXh7Gjh2LmTNnAigh+Xr16hWXJCsPilZxFQFlhXbc3d3x9etXtGrVCnPmzEFubi7MzMwQHx+PMWPGIDMzU+53y2JMsbh1WVaU4gnX69atk0q4njdvntIIIr8VBw8e5P7/4sULzJ49G0OHDoWDg4OUYezu7q4wBLJixQou/0UELS0tZGdno2bNmhXeFnng81DZ2dkhNDQUvXr1kiCYS09Ph7OzM16+fAkjIyMcOXKEI0CUBZHKs56eHiwsLJCcnAwVFRWsXLkS+/btw5kzZ9CoUSPUrVsXISEhMo0leRPIj0BhYeF3IXYUIT4+HiEhIZg3b57M98/AwIDJ2/hvAWsUoLi4GF++fOENE/OFo0X4XvNYReA/I6cCUXo1mJ6eDmtra0RHRyMmJgbx8fEVPmB8/vwZqqqq5cpwr4jwmrKQl5eH0aNH4+HDhwgICICvry+AErZpoVCo8H7FXblEhP3798PQ0JDTIUpISEBRURH69u2Lxo0bK7yPgIAApgGjrOys38IoW16welhEXgZFxnNCQgKeP38uITYqzsj9o9CnTx94eHigf//+Mj/X1tZGRkYGLCwsJH6nrKwsODo64tOnT7CyssLRo0d5++7169eRl5eHzp07c1VER44cgZGREVq1agVdXV2kpKRwYrD/dJiZmeHkyZPfxcgRvYulDT/6/2zRQqGQ97f8N4E1bPjmzRu8e/eON0zMYiDyzWPf6h38XvjPyKlAsKwGv+eAIQ5xIUU+VFQ8/p+ULDhx4kTk5+cjIiKCCw1ZWVmhbdu2qFKlCnbv3s3bbpYB41sSrl++fIkdO3YgIiICd+7c+aGKvmWFiooKXF1dJarBRCXcFVENxooNGzYo9FBNmjQJ8+fPR8+ePSX67sqVKxEVFYXk5GRs2bIFsbGxiImJKVeYpEOHDpgwYYJMNeh/IpQlrsuCs2fPytyfmJgIoESJm8Xb+LPBxsYG48aNkwoTf/r0SWIRw2Igssxj/2T8l5NTgcjNzZXpAdDU1ORKhCu6xE8cxcXFmDt3LsLCwriER319fQQHB2Pq1KlyV/AVEY9XVixYWdi4cSMuXLggkfuSm5uLu3fvomXLlkzVXiz5KyxcOgB/aej/CkTVL+IYPHjwD7gTSYwYMQJASYl+aQgEAvz111/w8/PD58+fQUS4evUqtm/fjvnz5yMyMhJACYdLTk4OqlatCktLS6nJlVX92t/fH8HBwXj27JnMSdrR0fFbmlhhYOF6UhbatWsnc78s76G83/J/aVHACr6wYV5eHtzc3Li/O3XqBIFAgCdPnkgsbLt164bx48fj9u3bcg1Elnnsn4z/jJwKhJWVFW7evClFYhUXF8e9mN9zwJg6dSqXIFpaSPHz58+8ZX7KjMf/05IFi4qKkJGRgXr16knsz8jIgFAoRO3atWW2Wzx/hWXAYEm4VhZBZHmgLOG978GP8y0o7TmUBW1tbUybNg0FBQUYNGgQatSogfDwcI6DpVevXkq5FxFXjjg9gEiMtayT9PfInfgexI7iePPmDTZs2MDxUTVo0ACvX7/+R+UqfW/wEf0VFRUxkYbyGftCoZBpHvtH4zszLP9UWL9+PZmZmdGOHTtIV1eXtm/fzunYbN++nYiIfHx8FG7KBIuQIh+UJbSoo6PDaTv9ExAUFETGxsYUFhZG58+fp/Pnz9OSJUvIxMSEgoKC5LZbpEfEt4l0yFi0oAYNGvTDdcHKInb5b8fHjx9linkqC/fv31e4sWLNmjVkYmJCc+fOJW1tba5/RUVFkbOzM3fcpk2bqGXLllS9enXu/MuWLaMDBw4ot2FKwLVr16hy5cpkZmbGSYDUrFmTjI2N6fr16z/69n4oFEnECAQCcnNzk5BOUVNTk5JUYQHLPPZPxn9GTgVjy5YtVKdOHW6yMzMzkyuSqQx8+fKFMjIyZL74LEKKfFCW0GLv3r1p586d5TqHMiEUCmnhwoVUo0YN7reqUaMGLVy4kIqKir6LwOQ/CSxilz9aeO9b4OrqSm/evOH+nj9/Pr1+/Zr7++XLl2Rra0vt27eX2C/C27dv5Yrr/mjY2trS/v37iUhSIDYtLY2MjY2JiN0QkgWhUEgLFiygli1bkpOTE02cOJEKCgoqrkFE1Lp1a/Lx8ZHod4WFheTt7U0NGzakQ4cOSRwfExNDlpaWZGpqSiNGjKDPnz9X6P39SCjSgzM3N+ddQJdlEf295zFl4r/E4++EgoICfPjwAVWqVAGgfCbYgoIC+Pv7IyYmBgCQmZkJa2tr+Pv7w8zMDJMmTULz5s3RvHlzqYojf39/XLt2DZcvX+a9TnkYNMtamvyjIOLXMTAw4PYpkzlUVsJ1fHw8nJ2dMXz48H9EBZuWlhaysrK40u/WrVvD1dWV0wi7f/8+HBwc8P79+wq/F2VCVVUVT58+5fqhgYEBbt68yeVR/b/27j0uxvzvH/hrJqZmdNAmvkpL0U2W1mmxS1/EvQlflHXMIjmt49LX4euYiHVYW1nubsKNbcXXjZXdu1Arh9iKVISoyAo5blKpqc/vD4+un2mmuqY5dU3v5+Mxj0dzzdU176mZud7Xdb0/78/Tp09hZ2cHxhiePHnCrVfJ2toab968gVwuh7W1dbXF6AC4JnSq/t/Xrl2Dq6srpk6dqvC5UIXvZ4HPiDBNikgN0dhRKpUiJSVFqZN65SXhDRs2YOnSpQCA9PR0dOvWDVOmTIGLiwu2bNmCmTNnIiAgQGfxGRKfRn+qaDJatup+TAioJkeH3N3dcezYMTRt2hQymYyrPSkoKECXLl3w4MED7gsjJCQE+fn5df7C+Ne//oXU1FScO3dOYZTGoEGDEBAQgGXLlvGaSLE2mlyPV1XDoGmxIJ+us3zJ5XKcO3cOWVlZmDBhAgAgLy8PlpaWNb7u/Px8nDp1ilf9SnUF1wUFBTh16hSmTZumtQaRmlB34j2h9NGoekxX9X5GRga3LCMjQ6Fjdnl5OQYNGoTExEQAQHBwcK3PV93/+/Xr17CyssLUqVNrrO1R57PAp3ZCkyJSQzR2tLS0RG5urlKS8/DhQwDvpw2oFBkZiV69emH37t0A3jdiXLNmjdEmOXWtd/uwGe0PP/xQ7XqV3zU17cdGjhyp1/5qdWLI00jGTiQSqbyW//TpUwaAhYWFccvOnDnDJBIJKy8vr9Nzffzxx+zy5cuMMcVT1Xfv3mUWFhbceo8ePWLLly9n3t7ezNvbm61YsYI9evSoTs9ZH4wbN461bNmSLVmyhP3www8sODhY4cbX/fv3WYcOHZhMJmMmJibc32/+/Pls5syZNf6uOvUrzs7ObMGCBezt27fqv1g9mjVrFvv888/Z+fPn2aJFi5iNjQ1XM8TY+9PXPXr0YIxpdglE36p+Jj/8rFQ+DoCJxWKVtVUymYzt2bOH9/Pp8//Np3bCxcWFq7358LWHhoayrl271rh9iUTCcnNzFZaZmpqyhw8f6uDVvDdv3jzWqlUrFhkZyXJzc1lubi47dOgQa9WqFTMxMVGIp0+fPmz9+vXc/ZycHGZubq6z2AxF35cNa9qPNWrUSGfPqy2U5OhAamoqS01NZSKRiP3+++/c/dTUVHbt2jW2YcMGBkCrXxgf7lw+/PK6fv06s7S01OwFMcNcj+fDysqKXbx4UePtjBgxgk2cOJG9e/dO4e8XGxvLbGxsanzd6tSv1FZwXVpaypycnLRS3K2JZ8+eMTc3NyYSiZiFhQU7duyYwuPu7u5s+fLljDF+tSD1hVgsZvn5+dx9c3Nzlp2dzd1PSkriEpqkpCSFAuC8vDy1i8H1XWBfW+2EJkWkVf92jCn//bTt3bt3bP78+UwikTCxWMzEYjEzNTVl3377LXNwcGDx8fHcelKplJ09e5b73bS0NGZtba2z2AwlMDCQicVi9uWXX7IRI0YwMzMz5uvrq/Xn4bMfa926tdafV9soydGBytE0NR0NikQirX5huLm5sdDQUKXtzJ07l3l4eHDrvXr1im3dupX5+fkxPz8/tm3bNoVCzOpo64OVkJCg1WLBNm3aaCUh+Oijj9jt27cZY4o76oULFzIANb5uU1NT3keUfAqutTWCTRtev36tcsf+4sUL7syOmZkZN0rnw79dZmYm74J2fak66qTqiJMhQ4ZwI+G0wVAF9jWNCKtrEak2R+yo6+3btywtLY2lpaVxZ8XUOdtoTNq1a6fVqwDV4bMfU+espqFQTY4OVDZ2c3JyQmJiokJLe4lEgubNm6Nx48aYMmWKQp+RkpISzJo1q06dYDds2ABPT09kZGRALpcjJCQEGRkZSEhI4LqGJicnw8PDA1KpFD179gTwflLOoKAgnD59Gt26dat2+9q6Hh8YGIj+/ftz9Svp6enw8/NTKBa0s7PjfR193bp1WL16tcZdZysqKlTWPvz73/+GhYUFYmJiAKh+3bXVr5w8eRKMMZw8eZJXLx19NoisDZ+J94TUR6Nqc0JVjQk/bESZkZGhciJVvsXAfP7f2sK3dqJy9mp1i0gN2dhRJpPB2tqa+xl4/9n39vZGv379YG5ujv379yvMebd37158+eWXeolPn/g2+tMUn/2YoSYOVgeNrjKQ2irjK6lTXJadnY2NGzciNTUVhYWF6NatG5YuXYrOnTsDANzc3NCuXTvs3r2b23nK5XJMmzYN2dnZOH/+fLXbNjU1xb179zSeaLFly5aIiori5odasWIF4uPjcfHiRQDvk4o1a9YgIyOD1/a6du2KrKwsMMY06jo7duxYWFlZYdeuXdzcSra2trC0tMRXX32FI0eOcOtWfd3ffPMNUlNTsWnTJpw4cQL79+9HXl4e94UrFou5xm41qSwy1eZILn0IDw9HQEAAvv/+e/j5+SE8PBxZWVlcd+DK5nlCkp2dDS8vL6Snp3ON+YD/P4cS32Lgmg4AtN2NVywWqxwRlp+fD3t7e5SVlSkkQh+qr0WkfLq0//XXXzA3N1fa4b58+RLm5ua8J/sVChMTEzx58qTezQdXX9GZHD1QdTTo5eWltaO4srIyzJw5E6tWreJGFqiSnJyskOAAQKNGjbBkyRIu6agO3w6atXn16hVatGjB3Y+Pj4enpyd3/7PPPuNGTvChra6zW7duxeDBg9GxY0eUlJRgwoQJuHv3LhhjSmeVqr7u2o4oBwwYgN69e9faUbqSvjvKamratGm1dgcWmgULFsDR0RGxsbFwdHREYmIiXrx4AX9/f2zdupX3dvh0VtZUWloa97OqEWHR0dGwt7cH8H7C1KpnpYD3Z5EvXLig81jVxadLO5+zjcaEMabVqwB8aXpW01DoTI4OaetokA8rKytcv369xky+RYsWOHjwoNIp3JiYGEyaNAlPnz6t9ne1NdFi69atcfDgQfz9739HaWkpmjZtiqioKG4oaHp6Ovr168f1GNEnuVyOw4cPK5wJmzFjBu/X3dCOKFURYh8NVZo1a4a4uDi4urrCysoKiYmJaN++PeLi4uDv74+UlBSUlJRg+/bt+P3331W2L+B7FrFSfn6+yu3UNneVWCzmvlNUfZ1LpVIsWbIEXl5e6NKlC+Li4hQSgMpE6L//+7+1NjedttjZ2SEsLExpR/rLL79g9uzZePTokYEiMxxtXwUoKSlBWlqayvfe8OHD9bof0wU6k6ND2joa5GPkyJE4ceIEFi5cWO06Y8eOhZ+fH7Zu3YovvvgCwPvZfBcvXozx48fXuH1tXY8fMmQIli1bxl3akclkcHNz4x5PS0tD27Zt1d6uJj6ck6uyXqFS5WzHH6ruddd0RMlnLqiQkBCEhoZqrUGkvgi+j4YK5eXlsLCwAPA+4cnLy0P79u3RunVr3LlzBwDg5+eH06dP46uvvkLPnj25L/0rV66ge/fuAMCr2drVq1cxefJk3Lp1S2EHwnjOXcW3BjAwMBAikQju7u5K25BKpdi+fTvPv47+vHz5UqlHDgB06NDBIAdC9YE254OLjo7GpEmTVDaBrHzv6XM/phP6rnRuSGxsbFhqaipjjDFLS0tu9E5sbCzr0qWLVp9r3bp1rGnTpmzUqFFsw4YNLCQkROHGWM3DMfXV/lydocnVsba2Zs+ePWOMMda0aVNmbW1d7Y0vXY9o4tNLp3///noZGqptQu+joUrfvn25YfHjx49ngwcPZhcvXmSTJk1in3zyCWPs/WdaVfuCNm3asOfPn3M/V3dzdHRkjDHm6urKvLy82JUrV1hOTk6d566qyf3791lOTo7WhsbrS8+ePdm8efOUls+dO5f16tXLABEZl3bt2rHZs2ezJ0+eVLuOPvdjukCXq3TI2toa165dg6OjI9q2bYvw8HAMGDAAWVlZ6Ny5M4qKirT2XDVdphKJRAqdf4uKipCVlQUAaNu2LWQyGYqLi/V6xkCTSzv79+/HuHHjYGpqyk1jUR1VZ6BU2bBhAzIzM3U2oolPwbWPjw+2b9+uNIKtuLhYZx1lNVFZCyK0SyB8xMTE4O3bt/D29sa9e/cwbNgwZGZmwsbGBocPH4a7uzs6duyIyMjIWi8n1cbCwgIpKSlo166dVmIXau2EKvHx8Rg6dCg+/vhjlV3aPzwLTNRnaWmJlJSUGs+e63M/pgt0uUqHOnXqhNTUVDg6OqJXr17YvHkzJBIJdu3axc2Voy05OTm815XJZNyIq3fv3mHbtm3YvHmzQsGirmlSLPhh4sI3ialNUlISYmNjcfr0aZ2MaOJTcF1WVqaXoaHa0qVLF4hEIsFdAuHDw8OD+7ldu3a4ffs2Xr58qTBf1ffff4+lS5ciLCxMafi8OgYOHIjU1FSNkxx1aieEkgj169cPmZmZ2LFjB27fvg0A8Pb2xuzZs2FnZ2fg6ITvq6++wrlz52pMcvS5H9MFSnJ0aOXKldx8MIGBgRg2bBjc3Ny4o0F9effuHQICAnDmzBlIJBIsWbIEI0eOxL59+7BixQqYmJjUWMvTEOh6RBOfuaAAaGUEm74YSx8NVX766Sd4eXkpJLtVE/AePXqgpKQETk5OkMlkSu0L+NaMhIeHY/Lkybhx4wY6depU5146fGonhFREWlZWhsGDByMsLIz3yESinh9//BGjR4/GhQsXVPZxmj9/fr3Zj9UVXa7Ss6pHg5pYtGgR1q1bhyZNmmDRokXVrnfhwgXcvXsXgwYNQkJCAp49ewZfX19cuXIFy5cvx+jRowW7MxKK2nrpREREYOLEiRgyZIjGI9iI5mxtbVFcXIzhw4dj4sSJ8PDwUPqMDBo0CLm5ufDz80OLFi2UPtN8zzJGRUXh66+/RkFBgdJj6vTS4TMi7B//+AdMTEwQHh6uMhGqb5d/bG1tkZCQAGdnZ0OHYpT27NmDWbNmwczMDDY2Ngrv4aplDh/S5n5M1+hMjg7xORrUREpKCneUn5KSUu16N27cwOHDhzF8+HDcuHEDrq6ukMvlSE1NFcSb1Bjw6c7q6uqqNPRaXx1ltUEol0D4ePz4MaKjo3Ho0CGMGTMGMpkMo0ePho+PDzcyMSEhAZcvX8ann36q0XPNmzcPEydOxKpVqxQuaaqLz4iwy5cvIy4uDs2aNYNYLIZYLEbfvn2xceNGzJ8/v8bvEUOYOHEi1yeHaN+KFSuwdu1aLFu2rNq6P13vx3SNzuToEJ+jQX2QSCTIycnhGoJJpVIkJiZydTnkvaNHj+LIkSMqd9Tq9jypjjH20hHSJZC6KCoqwvHjx/Hzzz/j7NmzaNWqFbKystCtWzfs3LkTvXv31mj7FhYWuH79usatE9zc3ODv74+RI0diwoQJePXqFVauXIldu3bh6tWruHHjhuCKSOfNm4cDBw7A2dkZ3bt3V6qV27Ztm4EiMw4fffQRkpKSanzv1Zf9WF3VvyEbRuTx48eIjIyESCTCmDFj0LJlS8yZMwcJCQlaf66pU6dydR0fevv2LeRyucLOs1GjRjA3N9d6DEIWGhoKX19ftGjRAikpKejZsydsbGyQnZ2tUCCsKSsrK5VfEB999JEgExzg/9eC5OfnQyaT4ebNmzh//jx69OiBc+fOGTo8jclkMnh4eMDT0xPOzs7caLHvvvsO/v7+OHfuHF68eIGCggKFW6WSkhIkJibi1KlTOHnypMINeF9I+/vvv2sc58qVK7lmboGBgcjJyYGbmxt+++03rl9PZREpAK6I9NKlSwgMDKyXRaQ3btxAt27dYGFhgczMTKSkpHC369evGzo8wZs8eXKtdTX63I/pAp3J0ZPqjga1xcTEBI8fP1a63PH8+XPY2toq1HqoqvMAhFnroa2usx06dMCaNWswfvx4WFhYIDU1FU5OTli9ejVevnyJH3/8URfhGwU+tSBCVPmZjYiIQGxsLBwcHDB+/Hj4+PigQ4cO3On9qpd82QdN/Pg0WwsKCkJwcDCGDh1abfFnXVWtneAzNJ40HPPnz8eBAwfw6aefwtXVVem9V/VMma73Y7pANTl6Unk0+OrVKzx48AC3bt3SynYLCgrAGANjDG/evFEYnVNeXo7ffvsNUqlUIfkRUp1HbarrOquu3NxcrtZCKpVyZ8W+/vpr9O7dm5KcGvCpBRGacePG4dSpU5DJZBgzZgxWrVrF9WmpxOfsy7x58zB69GisXr262nqb8PBwmJubIz4+HvHx8QqPiUQi3kkOn9oJPkPjScORnp6Orl27Anh/1uxDqt4PutqP6ZQBGhA2KG/fvmU//fQT8/T0ZBKJhLVt25atXLmS3bp1SyvbF4lEXPdiVTcTExO2fv16rTxXfVRd11l1OTo6smvXrjHGGOvevTsLCwtjjDEWExOjVufkhohPd2ChmTBhAvv111817gRsYWHB7t27p6WoatasWTPWpEkTNn78+GpjP3jwICssLNRLPMR46Ho/pkt0uUqHqh4N+vj4KB0Naio+Ph6MMbi7u+N///d/FY7cJBIJWrdubdRNs7TVdXbatGlwcHDAmjVrsGPHDixevBh9+vRBcnIyvL29sWfPHi1FbHwa8iWQ169fY8+ePdwR7SeffIKpU6dyzS6nTp2KPn36wM/Pj9f2WJWibXXI5XJuRNgvv/yickSY0ItIie78+eefAKDUeFQf+zFdoiRHhyone9THF8mDBw/g4OBQL9v/69L//d//ITQ0VOOusxUVFaioqOCmdIiMjOT6c8ycOVOwRcGGIsRLIKGhoZgxYwbMzMx4TayZnJwMDw8PSKVS9OzZE8D7ztnFxcU4ffo0unXrhqKiIowePRq2trY11tscOHAAW7Zswd27dwEA//Ef/4HFixfj66+/rtNrqa52gk8iRBqOiooKrF+/Ht9//z0KCwsBvB/t5+/vjxUrVkAsFut1P6YLlOQYkdevXyMxMVFlAe6kSZMMFJVuPXv2DGPGjMH58+c16jpL6k5VLYgQOTo6Ijk5GTY2NmjTpk21CVplkzQ3Nze0a9cOu3fv5pJjuVyOadOmITs7G+fPn+fVbG3btm1YtWoV5s6diz59+gAALl68iB07dmD9+vV17kb+/PlzREZGIiwsDLdu3VIayi/EIlKiXf/617+wZ88erF27VuG9FxAQgOnTpxtFp2lKcrRM3aNBbYmKioKPjw8KCwthaWmp9GVqrDt7bXWdBRpmkqgNDfUSiFQqRUpKCjp06KCwPCMjAz169EBRURH+9re/Yf78+TU2W3N0dMTatWuV3mP79+9HQECAWvPS1TYirKraEqH64ODBgwgLC0NOTg4uX76M1q1bIzg4GI6OjhgxYoShwxM0Ozs7hIWFKTXsnD59On799Vfk5eXpdT+mE4YqBjJWbdq0Yc+fP2eMMda6dWvWpk0blTdHR0etPq+zszNbsGABe/v2rVa3W99JpVJ2/fp1jbdz8uRJZmFhwUQiEbOysmJNmzblblR4XLOysjIWFRXFJkyYwJo0acJsbW3Z7Nmz2aVLlwwdWp2UlpYyJycnlpGRUeN6zZs3ZzExMUrLo6OjWfPmzRljjFlbW9daeGxqasru3r2rtDwzM5OZmpryjnvs2LHc33/OnDksISFB5XpCKiLduXMna9asGVu/fj2TSqUsKyuLMcbYvn37WP/+/Q0cnfCZmpqyO3fuKC23t7fn3nv63I/pAiU5RkImk3FfAA1J165d2eXLlzXeTkNNErWtcgc6ZMgQJpFImJOTk6FDqhM7O7tak5x58+axVq1ascjISJabm8tyc3PZoUOHWKtWrdiCBQsYY4x9++23LCgoqMbtfPLJJyrXWbduHevUqRPvmPmMCOObCNUXLi4u3Mg9c3Nz7jsuPT2d2djYGDAy49CzZ082b948peVz585lvXr1MkBE2kd9cnSkrKwMHTp0wKlTp+Di4qLz5/Pw8EBycnK97FqqS5VdZ4OCglQWdlpaWvLazqNHjzB//nzIZDJdhNlgCLKPhgpz5szBpk2bEB4eztXbVLV161aIRCJMmjQJcrkcwPtZ47/55hturqXy8nJs3rwZMTEx1TZbW7t2LcaOHYvz589zdRGXLl1CbGwsjhw5wjvmiIiIWtcxMTHBkSNHBHNJMScnh+vj8iFTU1NuZmxSd5s3b8bQoUNx9uxZbsTU5cuX8fDhQ/z2229634/pAiU5OtK4cWOUlJTo7fmGDh2KxYsXIyMjQ+XOXoiTJPIxePBgAMDAgQMVlrMPus7y0VCTRG2prhbk6NGjhg6tTpKSkhAbG4vTp0+jc+fOKruDSyQShISEYOPGjVzBbtu2bRUSZT7N1kaNGoU//vgDP/zwA06cOAEAcHFxQWJiosod/IfUrQHkkwjVJ46Ojrh+/brSyMno6GjB7nTrk379+iEzMxM7duzA7du3AbyfZmT27Nlc6xF97sd0gQqPdWjDhg3IzMys8WhQW2oaOq7Ozl5oqnaIrapfv37VPlY5dxDwfpRWYGAgfH19G1SSqA1C76Ohiq+vb42P79u3T+F+dT1GdI3PiLCCggJYWFjg/v37gisiDQ8PR0BAAL7//nv4+fkhPDwcWVlZ2LhxI8LDwzFu3DhDh2j09Lkf0wVKcnTIy8sLsbGxMDc3r/ZokBgO355CxpwkaoPQ+2jUFZ8eIx+qKREqLy/HiRMnFJoKDh8+XCt/T3WHxtc3ERERCAgI4M6W2dnZYe3atbwbLJKa1dbQUuj7MUpydEjdo0FSN7V9SAnhq6KiAlu2bMHJkydRWlqKgQMHYs2aNZBKpUrr8ukxwicRunfvHoYOHYo///wT7du3BwDcuXMHDg4O+PXXX9G2bdta4zaG2onaFBUVobCwUGkSYlJ3fBpaCn4/ZsCiZ6IFnp6e7PXr19z9jRs3slevXnH3nz9/zlxcXAwQmX4kJSWxjz76iNnb2zMvLy/m5eXFWrVqxWxsbNjVq1cNHZ7RCgkJYcXFxdzPNd2EJDAwkInFYvbll1+yESNGMDMzM+br66ty3ZYtW7JffvlFafmJEyeYnZ0dY4yxZcuWMVtbW7Zz506WmprKUlNT2Y4dO5itrS1bvnw5Y+z9Z3jw4MHsxYsX3DaeP3/OBg8ezIYMGcI79tpGhPEdGl+fDBgwQOH7rNJff/3FBgwYoP+AjEzfvn3ZlClTWFlZGbesrKyMTZ48mbm5uRkwMu2hJEcHysvL2Xfffce++OIL1qNHD7Z06VJWVFSkk+cSi8Xs6dOn3H0LCwuFoeRPnjxhYrFYJ89dH2j6IU1ISGBRUVEKy/bv38/atGnDbG1t2fTp01lJSYnW4xY6Q/WD0rV27dpxk7MyxtiZM2eYRCJh5eXlSutW12Pk9u3bzMzMjDHGLxGSyWQsLS1NaZ3r16+zJk2a8I49KCiITZ48WeGzUBWfofH1iUgkUvh+q/T06VPWqFEjA0RkXMzMzFT2R7p58yYzMzPT235Ml4RXRSQAQUFBCAgIwKBBgyCVShESEoL8/Hzs3btX68/FqlxtrHrf2CUnJyu01QeARo0aYcmSJejRo0etvx8YGIj+/ftj2LBhAN6PhvHz88OUKVPg4uKCLVu2wM7ODgEBAbp6CYL0YRfe+/fvGy4QLcvNzcWQIUO4+4MGDYJIJEJeXp5SLc2nn36KH3/8UamY98cff8Snn34K4P20Iqo6DXfo0IHrQm5qaoo3b94orVNYWKjWnGl8RoTxGRpfH6SlpXE/Z2Rk4MmTJ9z98vJyREdHw97e3hChGRVLS0vk5uYqvUcfPnwIExMTLF++XC/7MV2qv+9yATtw4AB27tyJmTNnAgDOnj2LoUOHIjw8vMFNoKlrNX1ILSwsav3969evY926ddz9yMhI9OrVC7t37wYAbmZySnJUM7ZaELlcDjMzM4VljRs3RllZmdK6tfUYAfglQsOGDcOMGTOwZ88eri7ijz/+wKxZs9Qa1de0aVOMGjWqxnX4JEL1QZcuXSASiSASiVTOYi+VSrF9+3YDRGZcxo4dCz8/P2zdupWboPXSpUtYvHgxGjVqZBT7MUpydECdo0FNVX4RVF3WUNT0IR0/fnytv//q1Su0aNGCux8fHw9PT0/u/meffYaHDx9qP3Ajoe9+ULrGGMOUKVNgamrKLSspKcGsWbMUEoJjx47x6jHCJxEKDQ3F5MmT8fnnn3OtC+RyOYYPH46QkBDesfMpAOWTCNUHOTk5YIzByckJiYmJsLW15R6TSCRo3rx5gxrJpys1NbTcuXOn3vZjukSjq3TAxMQET548UfhgWlhYIC0tDY6Ojlp9LrFYDE9PT+5LOSoqCu7u7twX8rt37xAdHW20Q6BLS0uxePFihIWFqew6++HOSpXWrVvj4MGD+Pvf/47S0lI0bdoUUVFRXHPB9PR09OvXz2gnONUGoffR+FBtI0kq7dq1C4MHD0ZYWBicnZ1rXDcvL08hEXJxceESIcYYHj58CFtbWzx69IgbIeji4oJ27drxikWdEWGEqFJUVKTU0FKf+zFdoiRHB6omHoBy8gFo59Qw3y/lej/MT0OqPqR8fPPNN0hNTcWmTZtw4sQJ7N+/H3l5eVwtREREBIKDg5GUlKSz2IVO6H006srW1hYJCQm1Jjk1qaiogJmZGW7evFnn7axbt06hBjAmJgbjx49XqJ0QeiKUkZGB3NxclJaWKiynJp3a9+7dO+zYsQP+/v4YMmSIXvZjukRJjg5Q4mEYdek6+/z5c3h7e+PixYswNzfH/v374eXlxT0+cOBA9O7dG0FBQVqP11gIvo9GHS1cuBCmpqbcPFXVqa2P0yeffII9e/agd+/edYrD2dkZ//znP5VqJ4qLi7naCT6JUH2UnZ0NLy8vpKenQyQScQMrKi/JG+sZal179+4dAgICcObMGUgkEixZsgQjR47Evn37sGLFCpiYmKBFixbo3Llzrduq959vwwzqIkQ7ysvL2dq1a5mlpSUTi8VMLBYzKysrFhgYqHLYb3Vev36tcvbmFy9esHfv3mkzZGIk5s6dyywtLVn37t3ZjBkz2MKFCxVujPHr43Ty5EnWt29flp6eXqc4JBIJy83NVVhmamrKHj58yN1XZ2h8fTJs2DA2YsQI9uzZM2Zubs4yMjLYhQsXWM+ePdn58+cNHZ5gLVmyhFlZWbFRo0axli1bskaNGrHp06ezzp07s0OHDtU4k73Q0JkcImh8us4S3RD6JRBNDRgwoNrHRCIR4uLi4Obmhnbt2im0OZDL5Zg2bRqys7Nx/vx5WFtbo6ioCHK5HBKJROnvV1s9GJ/aCVNTU9y7dw8ODg7cOmZmZrh37169LiJt1qwZ4uLi4OrqCisrKyQmJqJ9+/aIi4uDv78/UlJSDB2iIDk5OSE4OBjDhw/HjRs34OrqiilTpmDPnj1GN3BF2FWCpMHbv38/wsPDFa7Nu7q6wt7eHrNnz6YkR4f02Q+qPvr9999rXYdPH6fg4GCN4mA8RoSVlpbyHhpfn5SXl3OtIJo1a4a8vDy0b98erVu3xp07dwwcnXD9+eef6N69OwCgU6dOMDU1xcKFC40uwQEoySECx6fZGtEN6gdVOz59nCZPnqzRc6j6/YkTJyot4zs0vj7p1KkTUlNT4ejoiF69emHz5s2QSCTYtWsXnJycDB2eYJWXlys0mmzUqBHMzc0NGJHuUJJDBI1PszWiG/rsByVUmvZx4qOuhZ+qEqH6ZuXKlXj79i2A993Jhw0bBjc3N9jY2ODw4cMGjk64qp79U5XwAvUv6a0LqskhghYfH4+hQ4fi448/Vtlszc3NzcARGi9j6aOhS5r2cSLKXr58CWtra6O8tKIvDWkEMCU5RPBqarZGdEef/aCETlUfp+Li4gZTpF1XP/30E7y8vJTOMBDCFyU5RLDKysp4d50l2teQjga1qbLZ2ubNmxUmniTKbG1tUVxcjOHDh2PixInw8PCg6RyIWqgmhwhW48aNFWYrJvpFyQtw8OBBhIWFIScnB5cvX0br1q0RHByMVq1a4erVqzU2W1u4cKGhw6/3Hj9+jOjoaBw6dAhjxoyBTCbD6NGj4ePjw9U4EVITOpNDBI1v11lCtO2//uu/sHr1anz77bcICgrCjRs34OTkhP/5n//B6tWrUVBQgEGDBiEhIQHPnj2Dr68vrly5guXLl+Pw4cO8a0roct97RUVFOH78OH7++WecPXsWrVq14i4BElIdOpNDBE0ul2Pv3r04e/YsunfvrnTtftu2bQaKjBi77du3Y/fu3Rg5cqRCkt2jRw88evQIx48fV2i2JpfLkZqaCpFIhJiYGG59xhiOHz8OKysrrnfO1atX8fr1a3h7e+v9ddVXMpkMHh4eePXqFR48eMBNk0FITSjJIYJ248YNdOvWDQCQmZmp8BiNviC6lJOTg65duyotNzU1RUVFRY3N1j681Ld06VKMGTMGYWFhXL1JeXk5Zs+eDUtLSz28kvqt8gxOREQEYmNj4eDggPHjx+Po0aOGDo0IACU5RND4dJ0lRBccHR1x/fp1tG7dWmF5dHQ0APButrZ3715cvHhRoaDWxMQEixYtwhdffIEtW7boIHphGDduHE6dOgWZTIYxY8Zg1apVXKsIQvigJIcQQupg0aJFmDNnDkpKSsAYQ2JiIg4dOoSNGzdCJBLxbrYml8tx+/ZttG/fXuGx27dvo6KiQm+vpz4yMTHBkSNHaFQVqTNKcgghpA6mTZsGqVSKlStXoqioCBMmTICdnR1CQkJw8eJFhXVr6i7s6+sLPz8/ZGVloWfPngCAP/74A9999x3vYfrGKiIiwtAhEIGj0VWEEKKhoqIiFBYWonnz5mr/bkVFBbZu3YqQkBA8fvwYANCyZUssWLAA/v7+De4MRmhoKGbMmAEzMzOl6Vqqmj9/vp6iIkJFSQ4hhNSBu7s7jh07hqZNmyosLygowMiRIxEXF6f2NgsKCgCgQRccOzo6Ijk5GTY2NmjTpk21AwhEIhGys7P1HB0RGkpyCCGkDsRiMZ48eaJ09iY/Px/29vYoKyvjvS25XI5z584hKysLEyZMgIWFBfLy8mBpaWm0s0MTog9Uk0MEr7qus46OjhgxYoShwyNG5sMu2xkZGQpTM5SXlyM6Ohr29va8t/fgwQMMHjwYubm5ePfuHf7zP/8TFhYW2LRpE969e4ewsDCtxi8UZWVl6NChA06dOgUXFxdDh0MEipIcImhVu86Wl5cDAJo2bYrg4GBKcojWdenSBSKRCCKRCO7u7kqPS6VSbN++nff2FixYgB49eiA1NRU2Njbcci8vL0yfPl0rMQtR48aNUVJSYugwiMDR5SoiaB07dsSGDRswcuRIWFhYIDU1FU5OTrhx4wb69++P58+fGzpEYmQePHgAxhicnJyQmJgIW1tb7jGJRILmzZurVSxsY2ODhIQEtG/fXuE9fP/+fXTs2BFFRUW6eBmCsGHDBmRmZiI8PByNGtExOVEfvWuIoNXUdfbt27cGiIgYu8rmf9rqYVNRUcGdgfzQn3/+CQsLC608h1AlJSUhNjYWp0+fRufOnVX2GSKkJpTkEEGrqessXccn+pCRkYHc3FyUlpYqLB8+fDiv3//yyy8RHByMXbt2AXg/aqiwsBBr1qzBkCFDtB6vkDRt2hSjRo0ydBhEwCjJIYJWU9fZ8PBwQ4dHjFh2dja8vLyQnp4OkUiEyiv/lUOeVZ2dUWXr1q0YPHgwOnbsiJKSEkyYMAF3795Fs2bNcOjQIZ3FLwQfzvFFSF1QTQ4RvIiICAQEBCArKwsAYGdnh7Vr18LPz8/AkRFj9o9//AMmJiYIDw+Ho6MjEhMT8eLFC/j7+2Pr1q1wc3PjvS25XI7Dhw8jNTUVhYWF6NatG3x8fCCVSnX4CuqviooKbNmyBSdPnkRpaSkGDhyINWvWNNi/B6k7SnKI0dCk6ywh6mrWrBni4uLg6uoKKysrJCYmon379oiLi4O/vz9SUlJq3QYNk1Zt3bp1CAgIwKBBgyCVShETE4Px48dj7969hg6NCIzY0AEQogl3d3e8fv0aACCTybgEp6CgQOXwXkK0pby8nCsMbtasGfLy8gC8L0y+c+cOr23QMGnVDhw4gJ07dyImJgYnTpxAVFQUIiIiGvyEpUR9lOQQQTt37pxSwSfwftbnCxcuGCAi0lB06tQJqampAIBevXph8+bNuHTpEgIDA+Hk5MR7O3PmzMGmTZsgl8t1Farg5ObmKhRdDxo0CCKRiEskCeGLCo+JIGm76ywh6lq5ciXXpiAwMBDDhg2Dm5sbbGxscPjwYd7boWHSyuRyOczMzBSWNW7cWK2pMggBqCaHCJRYLOZGsah6C1d2nZ06daq+QyMN2MuXL2FtbV3tpJKq+Pr61vh4QxxhJBaL4enpCVNTU25ZVFQU3N3dFZLAhpgAEvVQkkMESdtdZwlR108//QQvLy+lMy9Ec7UlfpUaYgJI1ENJDiGE1IGtrS2Ki4sxfPhwTJw4ER4eHpRYE1LPUJJDjIKmXWcJUZdcLkd0dDQOHTqEX375BTKZDKNHj4aPjw+++OILtbZ19OhRHDlyROV7+Nq1a9oMm5AGhZIcImja6jpLiCaKiopw/Phx/Pzzzzh79ixatWrFNaesTWhoKFasWIEpU6Zg165d8PX1RVZWFpKSkjBnzhwEBQXpOHpCjBcNISeCtmDBAjg6OiI/Px8ymQw3b97E+fPn0aNHD5w7d87Q4ZEGQiaTwcPDA56ennB2dsb9+/d5/+7OnTuxa9cubN++HRKJBEuWLMGZM2cwf/58/PXXX7oLmpAGgJIcImiXL19GYGAgmjVrBrFYDLFYjL59+2Ljxo2YP3++ocMjRq6oqAgREREYMmQI7O3tERwcDC8vL9y8eZP3NnJzc7nLW1KpFG/evAEAfP311w1+7ipCNEVJDhE0bXSdJaQuxo0bh+bNm2PhwoVwcnLCuXPncO/ePaxbtw4dOnTgvZ2//e1vePnyJQDg448/xpUrVwAAOTk5KtsjEEL4o2aARNAqu846OjpyXWclEgl27dqlVtdZQtRlYmKCI0eOaDyqyt3dHSdPnkTXrl3h6+uLhQsX4ujRo0hOToa3t7cWIyak4aHCYyJoMTExePv2Lby9vXHv3j0MGzYMmZmZXNdZmr+K1HcVFRWoqKhAo0bvjzkjIyORkJAAZ2dnzJw5ExKJxMAREiJclOQQo1OXrrOE8BEaGooZM2bAzMwMoaGhNa5LNWGEGB4lOUTQqOss0SdHR0ckJyfDxsYGbdq0qTaRFolEyM7O5r3d169fIzExEfn5+UozbU+aNEmjmAlpyCjJIYJGXWeJ0EVFRcHHxweFhYWwtLRUSJxEIhFXlEwIUR+NriKC9vjxY0RGRkIkEmHMmDFo2bIl5syZg4SEBEOHRoxYWVkZ2rZti1u3bmm8LX9/f0ydOhWFhYV4/fo1Xr16xd0owSFEM3QmhxgNTbrOEqIue3t7nD17Fi4uLhptp0mTJkhPT6fRgIToAJ3JIUZDk66zhKhrzpw52LRpE+RyuUbb8fDwQHJyspaiIoR8iPrkEMGrPIMTERGB2NhYODg4YPz48Th69KihQyNGLCkpCbGxsTh9+jQ6d+6sVPx+7Nixan/35MmT3M9Dhw7F4sWLkZGRgc6dO6Nx48YK69Iks4TUHV2uIoI2btw4nDp1CjKZDGPGjIGPjw8+//xzQ4dFGgBfX98aH9+3b1+1j4nF/E6ii0QimmSWEA1QkkMEzcfHBz4+PjSqihBCiBJKcgghRA0VFRXYsmULTp48idLSUgwcOBBr1qyBVCo1dGiEkCqoJocIDnWdJYYUFBSEgIAADBo0CFKpFCEhIcjPz8fevXvV2s7ly5fx4sULDBs2jFt24MABrFmzBm/fvsXIkSOxfft2mJqaavslENJg0JkcIji66jpLCB/Ozs745z//iZkzZwIAzp49i6FDh6K4uJh3rQ0AeHp6on///li6dCkAID09Hd26dcOUKVPg4uKCLVu2YObMmQgICNDFyyCkQaAkhxBC1GBqaop79+7BwcGBW2ZmZoZ79+6hVatWvLfTsmVLREVFoUePHgCAFStWID4+HhcvXgQA/Pvf/8aaNWuQkZGh3RdASANCfXKIYGmz6ywhfMnlcpiZmSksa9y4McrKytTazqtXr9CiRQvufnx8PDw9Pbn7n332GR4+fKhZsIQ0cFSTQwSrcePGKCkpMXQYpIFhjGHKlCkKtTIlJSWYNWuWQq+cmvrkAECLFi2Qk5MDBwcHlJaW4tq1a1i7di33+Js3b5R65hBC1ENJDhG0yq6z4eHhaNSI3s5E9yZPnqy0bOLEiWpvZ8iQIVi2bBk2bdqEEydOQCaTwc3NjXs8LS0Nbdu21ShWQho6qskhgubl5YXY2FiYm5ur3XWWEEN6/vw5vL29cfHiRZibm2P//v3w8vLiHh84cCB69+6NoKAgA0ZJiLBRkkMETZOus4TUB3/99RfMzc2Vmlm+fPkS5ubmkEgkBoqMEOGjJIcQQgghRolGVxFBqqiowKZNm9CnTx989tlnWLZsGYqLiw0dFiGEkHqEkhwiSEFBQVi+fDnMzc1hb2+PkJAQzJkzx9BhEUIIqUfochURJG11nSWEEGK8KMkhgqStrrOEEEKMFx3yEkHSVtdZQgghxou6pxFB0lbXWUIIIcaLkhwiSNrqOksIIcR4UU0OIYQQQowS1eQQQgghxChRkkMIIYQQo0RJDiGEEEKMEiU5hBBCCDFKlOQQQgghxChRkkMIIYQQo0RJDiGEEEKMEiU5hBBCCDFK/w+wnRMeqs1C4wAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Tipe ruangan -> listing.room_type\n",
        "plt.figure()\n",
        "room_type_counts = listing_new.room_type.value_counts()\n",
        "sns.barplot(x=room_type_counts.index, y=room_type_counts/listing.shape[0], palette='viridis')\n",
        "plt.title(\"Tipe ruangan\")\n",
        "\n",
        "# Membuat dataframe dan mengurutkan berdasarkan occupation_rate\n",
        "room_type_oc = pd.DataFrame(listing_new.groupby('room_type').occupancy_rate.mean())\n",
        "room_type_oc = room_type_oc.sort_values(by=['occupancy_rate'], ascending=False)\n",
        "plt.figure()\n",
        "plt.bar(room_type_oc.index, room_type_oc.occupancy_rate, color='#FF8C94')\n",
        "plt.title(\"Tipe ruangan - Tingkat hunian\");"
      ],
      "metadata": {
        "id": "QYXJ6Fb2lPN6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 887
        },
        "outputId": "cc9f7373-6d05-4780-8038-3097d416ce37"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Distrik mana yang populer"
      ],
      "metadata": {
        "id": "UPCQs6dwm0Av"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Lokasi -> listing.neighbourhood_cleansed\n",
        "plt.figure(figsize=(14, 4))\n",
        "plt.xticks(rotation=90)\n",
        "sns.barplot(x=listing_new.neighbourhood_cleansed.value_counts().index,\n",
        "            y=listing_new.neighbourhood_cleansed.value_counts()/listing.shape[0],\n",
        "            palette='viridis')\n",
        "plt.title(\"Lokasi\")\n",
        "\n",
        "# Membuat dataframe dan mengurutkan berdasarkan occupation_rate\n",
        "neighbourhood_cleansed_oc = pd.DataFrame(listing_new.groupby('neighbourhood_cleansed').occupancy_rate.mean())\n",
        "neighbourhood_cleansed_oc = neighbourhood_cleansed_oc.sort_values(by=['occupancy_rate'], ascending=False)\n",
        "plt.figure(figsize=(14, 4))\n",
        "plt.xticks(rotation=90)\n",
        "plt.bar(neighbourhood_cleansed_oc.index, neighbourhood_cleansed_oc.occupancy_rate, color='#FF8C94')\n",
        "plt.title(\"Lokasi - Tingkat hunian\");"
      ],
      "metadata": {
        "id": "haw72ZcXm4Dm",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 896
        },
        "outputId": "dce4188f-88de-4990-e405-e91cbbf6a401"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x400 with 1 Axes>"
            ],
            "image/png": 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fl5C+OS4J6UfsWPdz587p3XffdRyPPLifunN72rE/JWR72nG8nNT7ETu+5+yIKSW8z3P37xo7Ytrx3ttxzGzHZylFihTy9r5/sexMmTLp5MmTKlKkiNKmTatTp065HO+/hgROIunYsaOSJ0+un376SVmzZrU8R/BBr776qkJDQ9W2bVu3xR0yZIiGDh2qcuXKuS2mHevfo0cPTZ8+XQ0bNlTx4sXdEvPB4sBRPxRGjhwZY15uYrbz66+/1htvvKEMGTIoS5YsMTpkKwmc3r17q1OnTho+fLj8/PwS3Ebpfkb9wfU1xihHjhyaO3eupZhJpZ0PFriL2pe+/PJLVa1a1VJMu/qRBwttR7V11qxZql+/vqWYDxbjM8bo6tWr8vPz07fffusx7XywUKgxRmfPnlVYWJgmTpzoMe20Yx+1I+aDRVKj1n3btm0aOHCgx7Sza9euKleunJYtW+a2z5IdMe3Yng8WoIyKuWzZMst1dSR79ns7+jw7+mY7+hE71r1Dhw46efKkBg4c6LaYduxPdmxPO46Xk0o/Ysf2tCOmZE+fZ8fvGjti2vHe23HMbMdnqUyZMtq6dasKFCig6tWra9CgQbpw4YJmzZql4sWLu6HVSRtTqBJJ6tSptX37dhUuXNitcQMDA7Vs2TLLBx2xyZo1qz799FO1bdvWbTHtWP8MGTJo5syZatCggdtiRlVrf/BjUqlSJU2bNk2FChVyOaYd7cyVK5fefPNN9e3b120xU6dOrT/++EN58+ZNcKyrV68qTZo0Cg0NdVru7e2tjBkzKn/+/Prtt99UvXr1/2w7o84kRPHy8lLGjBlVs2ZNjRkzRlmyZHE5pl39SJ48eZzuR61/zZo11b9/f0eBvfi4d++ekidPrhkzZsQas2LFijpz5oyKFi2aqO2M8mBB5aiYwcHBSps2rbJmzZqo7bRjH7Vzv+/YsWOsMWvWrKkqVarI39/fI9qZOnVq7d69W/nz53f5tY8zpju3Z5QaNWrEGbNjx45KkSKFpbba8fm0o8+zo2+2ox+xY93TpEmjX3/91fIJqdjYsT/ZsT3tOF5OKv2IHdvTjpiSPX2eHb9r7PqtZMf+5K5j5ih2fJa2bdumq1evqkaNGjp//rzatWunjRs3qkCBApo6dapKlSrltv+VJNlTWgePUq5cOfPrr7+6PW7u3LnN/v373RozXbp05siRI26Nacf6Z82a1Rw6dMgtsU6fPm2MiVkc+OTJk+bmzZvGGGO+++67RG9nlDRp0pijR4+6NWazZs3MvHnz3BKrevXq5tatW3E+Hhoaavz9/S3F9vR27tu375HP+fTTT12KGcXdn6PQ0NBHPqdbt24uxXzxxRcf+vi+fftM5syZXYppRzt79uz50Mf/+ecfU7BgQZdi2tFOO/ZRO2KOGTPmoY9fuXLFVKlSxaWYdvYjNWrUMD///LOl1z6OmHZsz0f1m3fv3jXNmjVzKaYx9uz3UdzZ59nRN9vRj0Sx47ipSJEiZseOHW6JZcf+ZOf2tON42dP7ETu2p13vkR19XhQ7ftfYEdOO/cmdx8xR3P1ZioyMNH/99Zfj9xZiIoHzGF2+fNlxCwkJMZUrVzZr1641Fy5ccHrs8uXLlv/HrFmzTIsWLcz169fd1u733nvPDB06NMFx7F7/UaNGmTfffNNxZaaEKFasmPn333/jfHzu3LkmRYoUlmK7s51ROnXqZP73v/8lOM7ixYsdt2+++cbkzJnTDB482MyfP9/pscWLF7sUt3jx4qZJkyYmIiIixmOhoaEmderULh3QJ5V2GmPMU089Zf766684Hx81apRL+5Kdn6O0adOanTt3xvl49+7dTZo0aVyKmSNHDvP666/H+tiBAwdM5syZXT6ot6OdgYGB5qOPPor1sTNnzpiCBQuaqlWruhTTjnbasY/aEdPX19fMmDEj1seuXbtmqlSpYgoVKpSo7dy9e7fjtmDBAlO0aFEzbdo0s23bNqfHdu/enagxjbFne/r4+JiVK1fG+ti9e/dM8+bNTZYsWVyKaYz793u7+jx3983GuL8fsfu46ZdffjF16tQxx48ft/T66OzYn+zol6O463g5KfUjdmxPu94jO/q8KO76XWNHTDvee7uOmaO4+7dnRESESZEihTl8+LBb4v0XkcB5jLy8vIy3t7fj9uD96MtcUbp0aVOmTBnHLU2aNMbf398UL17caXmZMmXiHbNnz56OW48ePUxgYKB59tlnTbdu3Zwee1Tm3e71b9asmdMtbdq0Jk+ePKZRo0YxHnNFcHCwqVSpUqyd0bx580zy5MldOjNnRzvHjRvnuA0fPtxkyJDBtG/f3owaNcrpsXHjxsU7ppeXV7xuru6jp0+fNnnz5jVt27Z1Wr5+/Xrj7+9v3nzzTZfiJZV2GmNMq1atTIECBcz58+djPDZq1CiTPHlyl0Zz2dWPGGNM7969TebMmc2ff/4Z47G3337bpE6d2qxbt86lmPv37zcZMmQw/fv3d1p+4MABkyVLFvP888+be/fuJXo7169fb/z8/MzEiROdlp85c8YUKlTIVKpUyVy9ejXR22nHPmpHzB9++MH4+vrGOCC8evWqqVq1qilQoID5559/ErWdUZ+Th/Ufrn6W7IhpjD3bc+zYscbf399s3rzZaXnUj+1MmTKZvXv3uhTTGPfv93b1ee7um41xfz9ix7oHBgaaoKAgxy1lypTG29vb+Pv7Oy0PCgqKd0xj7Nmf3L097TheTkr9iB3fc3bENMb9fZ4dv2vs/K3k7v3J3cfMdnyWoitatKjZtGmTpdc+CShi/BitXbvWlrhNmzZ1e8ydO3c63Y+aH713716n5a4UqrJj/dOmTet0v1mzZm6Ju3TpUgUHB6tp06ZatmyZY872Dz/8oLZt2+qjjz5Snz59ErWdn3/+udN9f39/hYaGxqgP4eXlpbfffjteMR+sHO8u2bJl08qVK1WtWjX16NFD48aN04YNG9SgQQO1adNGEyZMcCleUmmnJM2aNUuNGzdW3bp1tW7dOgUEBEi6//7169dPM2bMUKtWreIdz65+RJJGjRqlS5cuqXbt2tq4caOyZcsmSXrnnXf0zTff6KeffnK5vkiRIkW0fPly1apVS+nSpdO7776rgwcPqkaNGipfvrzmz5+vZMmSJXo7q1Wrpu+//14vvPCCgoKC1KpVK509e1Y1atRQ2rRptXLlSpfn2tvRTjv2UTtitmjRQuHh4Xr55Ze1bNkyBQcH6/r166pfv77OnTun0NBQl2siuLudx48fd+n5iRVTsmd79ujRQ5cuXVKDBg20fv16FStWTBEREXrppZf066+/as2aNSpWrJjLbXX3fm9Xn+fuvllyfz9ix7qPHTvW7TEle/Ynd29PO46Xk1I/Ysf3nB0xJff3eXb8rrEjph3vvR3HzHZ8lqIbOXKk+vTpo//9738ULY5NYmeQAE91/vx5U7hwYdOiRQsTGRlpfvjhB5MiRQrz8ccfJ3bTkqzdu3eboKAg0759exMQEGC6dOmS2E2KlbvbeePGDVOlShVTrVo1c/PmTfP555+bZMmSmVmzZrmpxe4TERFhmjVrZooUKWIuXLhgevbsaVKlSmVWr16doLghISEmVapUZvDgwSZbtmymYcOG5vbt2x7XztmzZxtfX18zbdo0U6RIEVOuXDkTHh7uce2047NkR8xPPvnEBAQEmLVr15pq1aqZvHnzmlOnTnlcO5MKO7Znt27dTLZs2cyhQ4dMy5YtTYYMGVyemvEgu/Z7d7Orb3Z3P5KU2LE/Pcnb0w52bE+73iM7+jx4vsDAQMfoQF9f3wSNDvwvIoHzmIWFhZkTJ044Ldu7d6/p0KGDadmypZk9e7bb/tfNmzfN9OnTzYQJE9w6j/DEiRNm3759sdYheJTHuf7r1q0zy5YtM5cuXbIc4+TJkyZnzpymVq1aJmXKlGbYsGFua18Ud7TzQXfv3rU0ZNUYYzZu3GiWLl3qtGzGjBkmd+7cJmPGjKZLly4PLSQam+jz9JcvX258fHzMSy+9ZMLDwy3P4U8q7YwSHh5uSpUqZYoWLWqSJ09uZs6caSmOMfZ/jm7fvm1q165tMmbMaPz8/MyqVasSFC/KwoULTfLkyU2DBg3MnTt3EhzPrnZOmDDBeHt7u+0A1J3ttGMftXO/N8aYvn37Gm9vb5M3b15z8uRJy3HsaOehQ4fM77//7rRs9erVJjg42JQvX95Swt6OmNG5a3tG16ZNG+Pr6+uWH9tR3Lnf29nnubNvjs5d/Ygd63737t0Y349nz541H374oenTp0+CiyXbsT+5u1+OLqHHy0mxH7Fje9r1HtnR50WXkN81dsS0472345g5ypYtW2JMnTTGmM2bN5utW7daijl9+vSH3p50XEb8MXv55ZeVLVs2jR49WpJ0/vx5FS5cWNmyZVO+fPn0888/a8qUKS5fhq5Xr166e/euvvjiC0nSnTt3VKFCBe3fv19+fn66d++eVq5cqSpVqsQ75tSpUxUeHq5evXo5lr322muaMmWKJKlQoUL65ZdflCNHjnjHtGP9P/nkE127dk3Dhg2TJBljVL9+fa1cuVKSlClTJoWEhLg0dHfPnj2Ovw8ePKh27drp+eef1wcffOD0vJIlSyZqO5cuXaqLFy+qQ4cOjmUff/yxhg0bpnv37qlmzZqaN2+egoKC4h2zfv36Cg4OdlyS/I8//lDZsmXVoUMHFSlSRJ999plef/11ffjhh/GOGXU59ihR3U7UMmOMvLy8FBER8Z9r55IlSxx/nzlzRj169FDjxo1j7ONNmjSJd0y7+pHx48c7/r569aqGDRumunXrqlatWk7Pi++UPEkKCgpy2qZXr15VqlSplDy58wzeS5cuJWo7y5Qp49TO/fv3K0eOHDEudbxjx45Ebacd+6gdMZs3b+50f/ny5SpVqpSyZ8/utHzBggWJ2s5mzZqpRIkSGjp0qKT7w9eLFSumatWqqXDhwpo6daqGDRumd955J1Fj2rE9o3+33717V19//bWqVaumEiVKOD1vzJgx8Y4p2bPf29Hn2dE329GP2LHuHTt2VMqUKTV58mRJ99+nYsWK6datW8qaNav279+vxYsXq0GDBvGOacf+ZMf2tON4Oan0I3ZsTztiSvb0eXb8rrEjph3vvR3HzFEqVKig9957Ty1atHBavmDBAn3yySf6/fffXY6JhyOB85jlyZNH06dPd8z/HjVqlCZNmqSDBw8qefLkGjVqlObPn6/Nmze7FLd48eIaPny440Bj2rRp6t27t3bu3KmcOXOqU6dOOn/+vJYtWxbvmJUqVdLrr7+ujh07SpJWrFihxo0ba/r06SpSpIi6deumokWL6ptvvol3TDvWv2zZsurbt69eeuklSffr1LRv316rVq1SkSJF1K5dO/n5+en777+Pd8yoHwpRPwii/1CI/rcrPxTsaGeNGjXUokULvfXWW5KkjRs3qlq1aho6dKiKFCmiDz74QPXr13fpgClr1qxaunSpypUrJ0n64IMPFBoaqg0bNjjaPXjwYO3fvz/eMR+syxMXV+oiJJV2ent7P/I5ru5LdvUjefLkiVdbjx07Fu+YM2bMiNfz2rdvH++YdrRzyJAh8Xre4MGD4x3TjnbasY/aETPqe+NRpk2bFu+YdrQzR44c+v7771W5cmVJ0kcffaT58+dr165dkqQpU6boiy++cNxPrJh2bM8aNWo88jleXl5as2ZNvGNK9uz3dvR5dvTNdvUj7l73ggUL6ssvv1SdOnUkSRMmTNDw4cO1f/9+pU2bVn379tWWLVtcqsFjx/5kx/a043g5qfQjdmxPO2JK9vR5dvyusSOmHe+9HcfMUfz9/bVnzx7lzZvXafnx48dVsmRJXb161eWYJ0+efOjjOXPmdDnmf8pjHvHzxPP19XUaClu/fn3Tp08fx/1Dhw6ZdOnSuRw3TZo0Tld8aNWqlVNdgJ07d5qsWbO6FDNdunRmz549jvtdu3Y1L7zwguP+2rVrTe7cuV2Kacf6BwYGmv379zvud+jQwekqJZs2bTJPPfWUSzFPnDgRr1titzNjxoxmx44djvs9e/Y0devWddxftmyZyZ8/v0sxfXx8nIaoVq1a1ekSkcePHzf+/v4uxbRDUmmnHezqR4Anja+vr1M/UrNmTTNgwADH/SNHjpi0adMmeswn3ZPc59mx7n5+fubYsWOO+82aNTPdu3d33N+3b5/JmDFjAlrtuew4XqYfSRrs+F1j128ld7/3dh4zp0uXzmzcuDHG8t9++80EBgZaihnbFfei3550jz79ALcKCAhQeHi44/6WLVtUsWJFx30vLy/dvn3b5bje3t6OkSGStHnzZlWqVMlxPzAwUP/++69LMW/evOm4KoN0f3THs88+67ifN29enT171qWYdqz/vXv35OPj47i/adMmp6Gv2bJl04ULF1yKmStXrnjdErudV69eVfr06R33N2zY4DRMvVixYvrnn39cipk5c2ZHFfw7d+5ox44dTvvS1atXHVflSkxJpZ12sKsfAZ406dKl05kzZyTdv1LHtm3bnPqRO3fuOH23JlbMJ92T3OfZse6+vr66efOm4/7mzZudYvr6+uratWvWG+3B7Dheph9JGuz4XWNHTDveezuPmevUqaP+/fvr8uXLjmXh4eF6//339dxzz1mKuXPnTu3YscNx+/333zVp0iQVLFhQP/zwg6WY/yUkcB6zSpUqafz48YqMjNT8+fN19epV1axZ0/H44cOHXZonGaVIkSJaunSpJGnfvn06efKk03DWv/76S5kzZ3YpZq5cubR9+3ZJ0oULF7Rv3z5VrVrV8fjZs2djXB77UexY/3z58mn9+vWS7g+5O3z4sFPn+ffffzslORKLHe3Mnj27Dhw4IEm6du2adu/e7ZQUunjxovz8/FyK2aBBA/Xr10+//vqr+vfvLz8/P1WrVs3x+J49e5QvXz6XYtohqbTTDnb1I8CTJjg4WMOGDdOpU6c0duxYRUZGKjg42PH4/v37lTt37kSP+aR7kvs8O9a9dOnSmjVrliTp119/1blz55xiHj161HH59/8aO46X6UeSBjt+19gR04733s5j5lGjRunUqVPKlSuXatSooRo1aihPnjw6e/aso3aXq0qVKuV0K1eunLp06aJRo0Y51Vl7YiXi6J8n0u7du02GDBkcl0aLPiTOGGNeeeUV8/rrr7scd8GCBSZlypSmZs2aJnPmzKZRo0ZOj7/33numZcuWLsUcMWKEyZIlixk6dKgJDg42xYoVc3r8888/N7Vq1XIpph3r/9VXX5nUqVObTp06maJFi5oqVao4PT5s2LAY2yMx2NHOfv36mcKFC5uZM2eaVq1amZw5c5p79+45Hp88ebKpWrWqSzHDwsJMtWrVjJeXl0mTJo1ZsGCB0+M1a9Y077//vksx7ZBU2mkHu/oR4Elz/Phxkz9/fuPl5WWSJ09uJk6c6PT4888/b955551Ej/mke5L7PDvWfd26dSZVqlQmb968JlWqVKZTp05Oj7/xxhumXbt2CW67J7LjeJl+JGmw43eNHTHteO/tPma+du2amTx5snnzzTdN7969zYwZM9xytdEH/fnnn8bPz8/tcZMaEjiJICwszCxatCjWS6799NNPTvOSXbF69WrzzjvvmJEjR5rr1687Pfbhhx+atWvXuhQvIiLCDBw40JQuXdrUq1fPqX6LMca0aNHCfPPNNy630471nzJlimnatKnp2rWrOXPmjNNjb7zxRoyOKrG4u503btwwbdu2NYGBgaZw4cJm/fr1To8HBwebkSNHWmpreHi4UzIoysWLF83t27ctxbRDUmmnu9nVjwBPmrt375pdu3aZ06dPx3hs165d5sKFCx4R80n3JPd5dqz7/v37zdixY83cuXNjXOp48uTJZufOnVab6/HcfbxsDP1IUmDH7xq7fivZ9d4nlWPmy5cvO93Cw8PNgQMHzEsvvWRKlSqV2M1LdFyFCgAAAAAAWLJ//36dPHlSd+7ccVoedcU3V0RdDTg6Y4xy5MihuXPnOq7Q9aQigQPEQ1hYmA4dOiRJKlSokDJmzJjILUq6tm3bpu+//z7WTn7BggWJ1KqYkko73eXKlSuOQnxXrlx56HOjF+xzxd9//60lS5bEuk1dudR9bG7duhUjptV2hoaGatSoUY76UkWLFlWfPn2c5ou7wq7LYbpjH23evLmmT5+ugIAANW/e/KHPTch+n9ADu8fVzqTCnQfKUW7cuBFrzJIlS1qOGcWdn0+7bN++3ekzX7Zs2QTFc3c/kpSEh4drypQpjnUvVqyYOnXq5HItkOie5O1pBzu25/Xr1xUaGhprP/L2228nqL129Hlwj2PHjqlZs2b6448/5OXl5SiwHJWAiYiIcDlmaGio031vb29lzJhR+fPnV/LkyRPe6CSOLQA8xPXr19W9e3fNmjXL0QElS5ZM7dq10xdffOFygeAn3dy5c9WuXTvVrVtXK1euVJ06dXT48GGdO3dOzZo1S+zmOdjRzoiICH3++edx/uC+dOmSO5puWVBQkM6cOaNMmTIpMDAwxpkP6f7ZDy8vL0tfxiEhIWrSpIny5s2rgwcPqnjx4jpx4oSMMZZ/KN24cUPvvfeevv/+e128eDHG41ba+e2336pjx45q3ry544Dzt99+U61atTR9+nS1bt3a5Zi5c+eOdXsmpJ3u2kfTpk3raFtCflzFxV0Hdna3M6mw40A5LCxMHTt21M8//xzr41ZiSvZ8Pu1w/vx5tWrVSuvWrVNgYKCk+wmIGjVqaO7cuZZO2NjRjyQV27ZtU926dZUqVSpVqFBB0v0E/ccff6yVK1da6u+f5O1pBzu2586dO9WgQQPduHFD169fV7p06XThwgX5+fkpU6ZMlhM4dvR5cK8ePXooT548CgkJUZ48ebRlyxZdvHhRvXv31qhRoyzFrF69uptb+R+TSFO3gCThtddeM3nz5jXLly93zMNctmyZyZcvn+natWtiNy/JKVGihPnyyy+NMcb4+/ubo0ePmsjISNOlSxczaNCgRG7d/7GjnQMHDjRZs2Y1o0aNMr6+vmbYsGGmc+fOJn369GbcuHHubL4l69atM3fv3nX8/bCbFeXLl3dsu6htevXqVdOkSZMYBfri68033zRFihQx8+fPN6lSpTJTp041w4YNM0899ZT59ttvLcUsXLiwGTNmTIzlo0ePNoULF7YUc9euXU63rVu3mq+++soULlzY/Pjjj5ZiJpXPUqNGjczzzz9vwsLCjL+/v9m/f7/59ddfTYUKFWLU7MKj2bE9W7dubapWrWq2bt1qUqdObVauXGlmzZplChUqZH766SfLbbXj82mHF1980ZQrV86pdsW+fftMuXLlTKtWrSzFtKMfSSqeeeYZ06FDB8f3iTH363m0b9/eVKtWzVLMJ3l72sGO7Vm9enXTpUsXExER4fhOOnnypHn22Wctf88Zw3dIUpA+fXqze/duY4wxAQEB5uDBg8YYY0JCQkzp0qVdihUaGhqv25OOBA7wEOnTp4+1mN2aNWtMhgwZHn+Dkjg/Pz9z/PhxY4wx6dKlM3v27DHG3C+mmCVLlkRsmTM72pk3b17HjyF/f39z5MgRY4wx48aNMy+//HLCG+3hoq9zYGCg2bt3rzHmfnIjV65clmLmyJHD8flMkyaN+fPPP40xxsycOdPUr1/fUsyUKVM64kT3559/Gh8fH0sx4/LTTz+Z6tWrW3ptUvksufPADvZszyxZspjff//dGHP/c3To0CFjjDGLFy92+SqG0dnx+bRDQECA2bJlS4zlv//+u0mbNq2lmI+zH/E0vr6+5sCBAzGW79u3z6RKlcpSzCd5e9rBju2ZNm1aR3+UNm1aR0J08+bNplChQpbbyneI5wsMDHQUUs+bN69Zs2aNMcaYI0eOuPyZ9/LyMt7e3sbb29t4eXnFevP29nb7OiQ1TKHyAElhbridPHn9b9y4ocyZM8dYnilTJt24cSMRWmSvJUuWqH79+kqRIoWWLFny0OdamXccFBSkq1evSpKyZ8+uvXv3qkSJEgoPD0/w9nTn/Gg72nn27FmVKFFCkuTv76/Lly9Lkho1aqSBAwfGO87jqFUj3Z9CsGXLFp0/f16RkZFOj7Vr187leKlTp3a8N1mzZtXRo0dVrFgxSdKFCxcstfHSpUvKmzevpPvrGjUN7ZlnntEbb7xhKWaOHDkUEhKi/PnzOy1fvXq1cuTIYSlmXAoVKqStW7daeq0d++i5c+f07rvvKiQkROfPn3cMVY9iZah6RESE0qRJI0nKkCGD/vnnHxUqVEi5cuVy1BVz1cWLFzVo0CCtXbs21v0zIdMR7agD486YdmzP69evK1OmTJLu71dhYWEqWLCgSpQooR07dliKKdnz+ZSko0ePatq0aTp69KjGjRunTJky6eeff1bOnDkdfYorIiMjlSJFihjLU6RIEWPfii+7+pGIiAgtWrTIqbZMkyZNlCxZMssxJffW/wkICNDJkydVuHBhp+WnTp1y7Luuepz9ckK5o/7Pnj17VLx4cXl7e2vPnj0Pfa6VfsSO7ZkiRQp5e3tLun+MfPLkSRUpUkRp06bVqVOnLMWU7Onzoty5c0fHjx9Xvnz5PLauih31pCT3HjMXL15cu3fvVp48eVSxYkV9+umnSpkypb766ivHd0B8BQUFKU2aNOrQoYPatm2rDBkyuNyeJ4Fn7q1PALvmhufJk+ehtRaOHTtmKa67i4+6a/3tLmxZuXJlDR48WDNnzpSvr68k6ebNmxoyZEiCKqC7u0Du0KFDH/r4oEGD4hWnadOmOnv2rDJlyqSmTZvG+TyrdVCeffZZrVq1SiVKlFDLli3Vo0cPrVmzRqtWrVKtWrVcjifZMz/ajnY+9dRTOnPmjHLmzKl8+fI5agFs3bpVPj4+8Y5jd60aSVq6dKnatGmja9euKSAgwOl/eHl5WUrgVKpUSRs2bFCRIkXUoEED9e7dW3/88YcWLFigSpUqWWpn3rx5dfz4ceXMmVOFCxfW999/rwoVKmjp0qWOWhau6t27t95++23t2rVLVapUkXS/NsD06dM1btw4SzEfTLQZY3TmzBl9+OGHKlCggKWYduyjHTp00MmTJzVw4EBlzZr1od8l8eXOA7sobdu21ZEjR9S5c2dlzpzZLe20ow6MHTHt2J6FChXSoUOHlDt3bpUqVUqTJ09W7ty5NWnSJGXNmtVSTMmez2doaKjq16+vqlWrav369fr444+VKVMm7d69W1OmTNH8+fNdjlmzZk316NFD3333nbJlyyZJOn36tHr27Gn5s2RHP3LkyBE1bNhQf//9twoVKiRJGjFihHLkyKFly5YpX758Lse0o/7PSy+9pM6dO2vUqFFO696nTx+9/PLLLseT7NmekjR//vw4j8WsJC/dVf+ndOnSjmOx0qVLOx3bSHLct/o9b8f2LFOmjLZu3aoCBQqoevXqGjRokC5cuKBZs2apePHilmJK9vR5N27cUPfu3TVjxgxJ0uHDh5U3b151795d2bNnV79+/SzFdfdvJTvqSdlxzDxgwABdv35d0v3fI40aNVK1atWUPn16zZs3z6VYZ86c0cKFCzV16lR9+umnatCggTp37qx69eq55bv+PyMRR/880eyaGz527Fin22effWZat25t0qVLZ0aMGGEp5urVq42fn58pXry4SZ48uSldurQJDAw0adOmNTVq1LAU013r36FDB3PlyhXH3w+7WbFnzx6TLVs2kz59elOzZk1Ts2ZNkz59epM9e3bHFBBXfffddyZFihSmUaNGJmXKlKZRo0amYMGCJm3atJbbWbp0aadbsWLFjJ+fnwkICDBlypSxFNMOFy9eNKdPnzbGGBMREWFGjBhhGjdubHr16mUuXbpkKaYd86PtaGffvn3Nxx9/bIwxZu7cuSZ58uQmf/78JmXKlKZv377xjmN3rRpjjClQoIDp0aOHuX79uuUYDzp69KhjGPS1a9fM66+/bkqUKGGaN29uTpw4YSnmmDFjHPWDVq1aZXx9fY2Pj4/x9vY2Y8eOtdzWBQsWmKpVq5p06dKZdOnSmapVq5pFixZZjhd9SHD0ocE5c+Y0v/32m6WYduyj/v7+ZufOnZZeG5cVK1Y46h/8+eefplChQsbLy8tkyJDBhISEWIrp7+9vdu3a5c5m2lIHxo6YdmzPWbNmmWnTphljjNm2bZvJkCGD8fb2Nr6+vmbu3LmWYhpjz+ezUqVKZvTo0caY/6v9ZMz96U7Zs2e3FPPkyZOmdOnSJkWKFCZv3rwmb968JkWKFKZMmTLm1KlTlmIa4/5+pH79+qZevXrm4sWLjmUXLlww9erVMw0aNLAU0476P7dv3zZvv/22SZkypaO/8/HxMe+88465deuWpZjGuH97jhs3zvj7+5tu3bqZlClTmtdff93Url3bpE2b1rz//vuWYrqr/s+JEydMZGSk4++H3axy9/bcunWrY+rMuXPnTN26dU2aNGlM2bJlE9Rf29Hnvf322+bpp582v/76q0mdOrWjH1m0aJHlaVl2/Fayo57U46opdPHiRcc+bNVff/1lhgwZYvLmzWuyZ89u3n//fadt8SQjgZNIHvfc8C+//NJycsCO4qNJZW68McZcv37dfPXVV6ZXr16mV69e5uuvvzY3btywHO9xFR+9fPmyadasmZk5c6bbYibU5cuX43wstvnY8ZFU50dv2rTJjB492ixZsiSxmxKDn5+f44AmKTlx4oT58ccfHfuDp3gwsbZ+/Xpz4MABjzsQKVKkiNmxY4ft/yehB3blypUzmzZtcmOL7KkDY1dtmQe540A5uuvXr5vt27ebsLAwt8U0xj2fz9SpUztqLURP4Bw/fjxBtVAiIyPNypUrzfjx48348ePNqlWrLMeyi5+fn6PWVXS7du0yqVOnthTTjvo/Ua5fv2727Nlj9uzZ49aTAe5SqFAhM2fOHGOM8740cOBA89Zbb1mKaUf9H8SU0D4vZ86cju+Q6O/9n3/+adKkSWMpph2/lezYn5LiMfOxY8dMjRo1jLe3t1MC+0nGFKpEYtfc8LjUr19f/fv317Rp01x+7YEDB/Tdd99JkpInT66bN2/K399fQ4cO1fPPP2+pvY97/a24e/euChcurJ9++kldunRxW9yjR4+qYcOGkqSUKVPq+vXr8vLyUs+ePVWzZk0NGTLELf8nICBAQ4YMUePGjdW2bdt4vWb8+PF67bXX5Ovrq/Hjxz/0uf7+/ipWrJgqVqwY7zY1bNhQq1evjjFl6NChQ6pVq5b+/vvveMeKYsf86GTJkjmmKUV38eJFZcqUyS2XraxUqZLlqUPR/frrr5o8ebKOHTumH374QdmzZ9esWbOUJ08ePfPMM5Zi1q1bV9u2bbM8PDk27du3V+fOnfXss8+6LeatW7ccUxslKVeuXMqVK5dbYt+5cyfW+io5c+Z0OVZkZKRq1KgR62MTJkzQW2+95XJMO/bRsWPHql+/fo4pNHZJly5dgl4/ceJE9evXT4MGDVLx4sVj1C+xUvvJjjowdtWWeVBCt+eD/Pz8ElQDJS7u+HwGBgbqzJkzypMnj9PynTt3Knv27JZizpw5Uy+99JKee+45Pffcc47ld+7c0dy5cy1NGc2bN6+2bt2q9OnTOy0PDw9X2bJlLU1n9/HxcdS9iu7atWtKmTKly/Eke+r/TJs2Ta1atZKfn5+j7ltC2bE9T5486Zg+lCpVKse2bdu2rSpVqqQvv/zS5Zjuqv/jSj1Cf39/FS5c2DH9L7EMHjxYnTp1ctt3cJQ1a9aoSpUqTt/1Ce3zwsLCYnx3SnIcj1thx28lO+pJufOYuVOnTvF63tSpU11u5+3bt/Xjjz9q6tSp2rRpkxo2bKhly5a5/fsuqSKBk0jsmBv+MPPnz7e809tRfNSO9Xd3Ac4UKVLo1q1bltryMHYW8n3Q5cuXHcVy4+Pzzz9XmzZt5Ovrq88///yhz719+7bOnz+vnj176rPPPotXfH9/fzVr1kxLlixxFIw7cOCAatasqRdffDHe7YzOjvnRD+47UW7fvm35QDlnzpwKDg5W9erVFRwcbKlewYN+/PFHtW3bVm3atNGOHTt0+/ZtSfff9+HDh2v58uXxjhX9ILFhw4bq06eP9u/frxIlSsQ4wLdS5O7y5cuqXbu2cuXKpY4dO6p9+/aWf3BFCQwMVIUKFRzbtEqVKkqVKlWCYv7555/q1KmTNm7c6LTcJKDeQPPmzbV69Wo9/fTTTsvHjRungQMHWkrguGsfDQoKcjpgvX79uvLlyyc/P78Y77uV4sC3bt3SF198EWfBYSuJjMDAQF25ckU1a9Z0Wp6Q98iOOjDuivmo+m7RWamhZozR/Pnz43yPXIn5qMR/dG+//Xa8nxulVatW6tu3r3744Qd5eXkpMjJSv/32m959911LiRZJ6tixo+rVqxfjB93Vq1fVsWNHS3FPnDgR6354+/ZtnT592lI7GzVqpNdee01Tpkxx1MP4/fff1bVrV0t9smRP/Z9+/fqpR48eatmypTp37uxIkiSEHdszS5YsunTpknLlyqWcOXNq8+bNKlWqlI4fPx5n//oo7qr/E996hFGSJUumTz/9VD179oxXfG9v74cmKqz0oYsXL9bHH3+s6tWrq3PnznrhhRdcqu8XlyZNmujevXsqX7684xiqatWqCfquL1eunJYtW6bu3btL+r/6L998843l+pZ2/Fayo56UO4+Zp0+frly5cqlMmTKWPzMP2rJli6ZNm6a5c+cqd+7c6tixo77//nsSNw8ggZNIOnbsqN27d6t69erq16+fGjdurC+//FJ37961VOgqSpkyZZw6ZWOMzp49q7CwME2cONFSTDuKj9qx/nYU4Hzrrbf0ySef6JtvvnFbhXo7io8+eNBs/n+R1FmzZql+/frxjnP8+PFY/47LqlWr1Lp163gncBYsWKDatWurTZs2mjt3rvbt26datWqpTZs2lt93dxZPi9qOXl5e+uabb+Tv7+94LCIiQuvXr49xJiS+hg8frvXr1+uTTz5Rly5dlD17dlWvXt2RfLBSzPajjz7SpEmT1K5dO82dO9exvGrVqvroo49cihXbQWJsxbGt/kBetGiRwsLCNGvWLM2YMUODBw9W7dq11blzZz3//POxngV+lNWrV2v9+vVat26dPv/8c927d0/lypVzbNPoZ9Pjq0OHDkqePLl++uknt/Ujn332merXr++0/4wePVpDhw7VsmXLXIrl7n107NixLv1/V3Xu3FkrV65UixYtVKFCBbdszzZt2ihFihSaM2eO24oY9+jRQ2fOnJF0/0xyvXr1NHv2bKVMmVLTp09P1JjRrzZijNHChQuVNm1alStXTtL9KwiFh4e7lOiJ7p133tHkyZNVo0aNBG/PBxP/YWFhunHjhlOBXD8/P2XKlMlSAmf48OF66623lCNHDkVERKho0aKKiIhQ69atNWDAAEttjkr8Pejvv/92+Uov0RPhv/zyi9PrIyIiFBISYnl02/jx49W+fXtVrlzZ0V/eu3dPTZo0sVx49ssvv1STJk2UO3dux9WHTp06peLFi+vbb7+1FPP06dNaunSppk+fruDgYOXNm9eRtM+SJYtLsezcnjVr1tSSJUtUpkwZdezYUT179tT8+fO1bds2y5+lUaNGOQr937t3T9L9k4FvvPGGRo4cGe840ZOojxoJdefOHc2ZM0f9+/ePdwJn4cKFTvfv3r2rnTt3asaMGZZHge/atUs7d+7UtGnT1KNHD7311ltq1aqVOnXqpPLly1uKKUn//vuvtmzZotDQUIWGhmrs2LG6c+eOypUrpxo1arh8rCPd70fq16+v/fv36969exo3bpz279+vjRs3KjQ01FI77fit5K79KTp3HjO/8cYb+u6773T8+HF17NhRr7zySoITLZUqVVLOnDn19ttvO056bdiwIcbzrCat/zMSZ+YWHuSu2g0ffvih023o0KHmf//7X6xzKOPLjuKjD3LH+ttRgLNp06YmTZo0JmvWrKZOnTqmWbNmTjcr7Cg+mjt3bqdb3rx5TcWKFU3//v0dRZ7tcOPGDZeLUf7777+mVKlSpkWLFiZTpkzm3XffdXu7rM6Pjtp+Xl5eJkeOHE7btGDBgqZOnTpm8+bNCW7fP//8Y7777jvTpk0bkzx5cuPt7W0pTqpUqczx48eNMc7zuI8ePZqgehCPw/bt2023bt2Mr6+vyZAhg3nnnXfM4cOHLce7e/eu2bhxo2nfvn2Ctqmfn1+C+su4fPLJJyZ79uzm+PHjZuTIkSYgIMBs2LDB5TiPax91F6vr+TCpUqVyzNu3ix11YNwR87333jOvvvqquXfvnmPZvXv3zGuvvWa5Lw0KCjLLli2z3Ka4zJ4921StWtXpvTp48KCpVq1agi7WYMz9wsPLli0z8+bNs9xvlC5d2pQpU8Z4e3ubEiVKmDJlyjhuJUuWNGnSpDEtW7Z0KaaXl5ejaHnU31G3lClTmoIFC5qlS5daam+Uw4cPmyVLlpglS5ZYrh0XnZ31f86ePWtGjRplSpQoYVKkSGEaN25sFi1aZCIiIuL1eju3Z0REhFMdsu+++850797djB8/3ty+fdtSzCiPu/7PlStXTM+ePRMcZ/bs2aZJkyYJjnPnzh3z448/mkaNGpkUKVKYEiVKmLFjx5rw8PAEx967d2+Cv+eNMebIkSPm1VdfNeXLlzdFihQxbdq0ibXGVHzZ+VvJ7v0pITWFbt26ZebMmWNq165t/Pz8TMuWLc2KFSssx3vwcx7bLSHv+3+FlzFuGvMEJLKiRYtq9uzZKlOmjNtiduzY8aGPW6kp5C579uxR8eLF5e3tbdv/CA0N1ahRo3TgwAFJ97dxnz59VK1atXjHePASytL9ywQ+99xzatSokdNZBCu1K2KbH51QNWrU0IIFCxQUFOS2mNL9S1du2LBB69at09q1a7Vz504VKVJEwcHBj5yyFpu8efPqq6++Uu3atZUmTRrt3r1befPm1cyZMzVy5Ejt37/fbW0PDw932/TOM2fOaObMmZo2bZr+/vtvvfDCCzp9+rRCQ0NdGgYu3b/857p16xy327dv69lnn1VwcLB69OjhctvKly+vzz//3HL9oIfp27evpkyZooiICP38888JqoFkxz66fPlyJUuWTHXr1nVavnLlSkVERLg0mi9K0aJFNXfuXJUsWdJdzdSzzz6rQYMGqXbt2m6L+d1338U5JL1Pnz7xHmUYJXoNtSJFirijiZKkjBkzasOGDY7LSEc5dOiQqlSpoosXL7ocM0+ePPr5558tjy6MS758+TR//vwY38nbt29XixYt4jXK005RIw2GDBmi3r17O41mS5kypXLnzq0XXnjB0rTZPHnyaOvWrcqQIYPb2rt27do4a2l5st9//11Tp07VjBkzlDVrVv37778KCgrStGnTFBwcHK8YdmzPpOTPP/+Mc4rjoEGD3PZ/jh07ppIlS+ratWsJinPnzh3HpaCjjtH++ecfnTt3Tl9//bVeeumleMeK/h0fGhqq27dvq1q1agoODlZwcLBKlSqVoLY+Se7evatUqVJp165dCbq0e1z++usvTZ8+XTNnztS9e/e0b98+p34V7kMCJxFt3bo1zg45IdOoIiMjdeTIkVjjJrSA6LVr12LEjO+Pbrvnxq9cuVKjR4+2vQCnu5w/fz7W9yi+P3SiFzGNq8BfQnz77bfq2LGjmjdvrqpVq0q6P/d24cKFmj59ulq3bh2vOHHNtY7qery8vBJUu8Lf39/t86OjRM1bdsdBY5UqVZwSNtWrV9ezzz6boB/gI0aM0LfffqupU6fqueee0/Lly/XXX3+pZ8+eGjhwoGN+t6s++eQT5c6d23GQ1bJlS/3444/KmjWrli9fbumA6e7du1qyZImmTZumlStXqmTJknr11VfVunVrRx+ycOFCderUSf/++2+8YmbPnl03b950HMhVr15dJUuWTNAUkDVr1mjAgAEaPnx4rPV/EtrfjRo1Ss8++6yjhoVkrb+zQ8mSJTVy5Eg1aNDAafmKFSvUt29f7d692+WYP//8s8aPH69Jkya5rbjlDz/8oA8//FB9+vSJ9T2ykiwKDAzUd999FyNJ1bNnT82dO9cxFcoV2bNn1+rVq92awAkKCtL06dP1/PPPOy1fvHixOnToEO/PTnQzZszQihUrNHXqVLf0m1H8/PwUGhoaY/rEli1bFBwcbLnm299//60lS5bo5MmTjpoTUawcO82YMUMvvfSSW08C2MHHx0dPPfWUYzpS1JSnhAoJCXHUDnzweMRK8VHpfk3CWbNmadq0aTp27JiaNm2qzp07q3bt2rp+/bqGDh2quXPn6q+//nLHKlh269Yt7dmzJ9Z1tzJF4/r16xo5cmSc29NKseWvv/5ab7zxhjJkyKAsWbI4fb95eXm5rSD6zZs31b9/f/3888+WLwCxfft2TZs2Td999518fHzUrl07vfrqq8qfP78k6YsvvtBHH32kc+fOxTumt7e3MmbMqB49eqhRo0YqUaKEW6bNSgk/Do/u1KlT8vLy0lNPPSXpfj83Z84cFS1aVK+99pql9tmxP+XNm1cLFy60JfF16tQpTZs2TdOnT9edO3d08OBBEjg2IYGTSIYPH64BAwaoUKFCMeace3l5ac2aNZbibt68Wa1bt9Zff/0Vo6CU1R/Ix48fV7du3bRu3Tqnor6u/uh+8KoRD5sbH99OKbYCnPfu3XNbAU47bN++Xe3bt9eBAwcS9B6lT59ey5cvV8WKFeXt7a1z584pY8aMbmtnkSJF9Nprr8UYDTFmzBh9/fXXjlE5j+LKfOLq1au71EbpfmIg+vzojRs3Jmh+dHh4uD744APNmzfP8WMoKChIrVq10kcffWR5FEq6dOnk7e2tOnXqOBIOBQsWtBQrijFGw4cP14gRIxw/hnx8fPTuu+9q2LBhluPmyZNHs2fPVpUqVbRq1Sq9+OKLmjdvnr7//nudPHlSK1eudDlmhgwZFBkZqZdfflldunRR6dKlYzwnPDxcZcqUifeZ+dKlS+vgwYMqW7asY5s+88wz8vPzc7l9UaJGtD14gJjQ/i4uXl5e8e7vevXqpWHDhil16tTq1avXQ59r5YdsqlSpdODAgRgJ8BMnTqhYsWKOefOuCAsL04svvqj169e7rV+ObdRhQhPBy5YtU5s2bfTTTz85Rl91795dCxYsUEhIiKXRKcOHD9fhw4fdWkOtV69emjlzpt5//32nQrYjR45U27ZtLb3vN2/eVLNmzfTbb78pd+7cMd4jqz8QGzdurNOnT+ubb75xXNVq+/bteu2115Q9e/ZHXl0nNiEhIWrSpIny5s2rgwcPqnjx4jpx4oSMMSpbtqzlYyc7uGMEa3QXLlxw1BDbt2+fatasqc6dO6tp06aWi+sPGTJEQ4cOVbly5WKt+fVgrZT4aNy4sX755RcVLFhQr776qtq1axejLsb58+eVJUuWh9Z3ceWqmFaS4CtWrFC7du1iLTBrtR95+eWXFRoaqrZt28a6Pa2MCs2VK5fefPNN9e3b1+XXxuXBY2djjK5evSo/Pz99++23lpJXJUqU0MGDB1WnTh116dJFjRs3VrJkyZyec+HCBWXKlMmlK5y98847Wr9+vfbv3++273p3HYdHV61aNb322mtq27atzp49q4IFC6p48eL6888/1b17d0sjpezYn6ZMmaIFCxZo1qxZbikMfPv2bS1YsEBTp07Vhg0b1KhRI0dheDtnCDzpSOAkksyZM+uTTz5Rhw4d3Bq3dOnSKliwoIYMGRLrh93VgnzS/YKoxhj16NEj1gKHVn50z5kzRxMnTtSUKVMcQ8EPHTqkLl266PXXX1ebNm3iFWfGjBnx/p/t27d3uZ158uR5aKbfSva7VKlSypcvn/r27Rvr9ozvWerXXntNM2fOVNasWXXy5Ek99dRTMb4sE9JOHx8f7du3z3HmJMqRI0dUvHhxW67Q5Q779u3TZ599ptmzZysyMtKlL+JLly6pcuXKOn36tNq0aeM4c75//37NmTNHOXLk0MaNGy2NmjHG6I8//nAMA16/fr1Spkyp6tWrq0aNGgm6VP2dO3d05MgRXbt2TUWLFk3wGY9UqVLp8OHDypEjh3r06KFbt25p8uTJOnz4sCpWrGjpLP+sWbPUsmVLt5/lDg8P1/r16x0JvP3796t06dKqUaOGPv74Y5fjPSrhaKW/c5caNWpo4cKFCgwMfORUirVr17ocP0uWLJozZ06MqzutXr1arVu31vnz512OWbt2bZ08eVKdO3eOtb+z0i8/6qy91ZE+c+bMUbdu3bRq1SpNmTJFixcv1tq1ay0nWps1a6aQkBD5+/urRIkSSp06tdPjVq4YFRkZqVGjRmncuHGOUUFZs2ZVjx491Lt37zi/Ax7mxRdf1Nq1a9WiRYtY36PBgwe7HFO6n7xr3769VqxY4VR0t27dupo+fXqsl/F9lAoVKqh+/foaMmSIY9popkyZ1KZNG9WrV8/SpXojIiL0+eefOxLUD47qsZJkdNcI1rjs2LHDMdJBklq3bq3OnTu7fFY9a9as+vTTT9W2bdsEtSe6zp0769VXX431aj5RSVZjjE6ePPnQz2qePHm0bds2pU+f/qEJcVeS4NEVKFBAderU0aBBg5Q5c2aXXx+bwMBALVu2zPGeu0NAQIB27dpl+aqasXnw2DlqlEvFihUtjwoeNmyYOnXqlOCrS8YlPDxcv/76q+O7ft++fSpTpox+++03l2O56zg8uqCgIG3evFmFChXS+PHjNW/ePP32229auXKlunbtamkftWN/KlOmjI4cOaK7d+8qV65cMb6XXEnYv/nmm5o7d65y5MihTp06qU2bNk/sNMfHjQROIsmaNavWr19v6cozD5M6dWrt3r07xo/uhPD399f27dtjzLlPCE+fGx/lwSs7RFXqX7Fihfr06aN+/fq5HDNNmjTauXOnW96jFStW6MiRI3r77bc1dOhQpUmTJtbnWcnS58+fX3369NHrr7/utHzSpEkaPXq0/vzzz3jFiV6rZ8+ePQ99rpVhq+6cH/3OO+8oJCREq1evjnFAd/bsWdWpU0e1atWyVK8mOmOMtm/fri+//NJSoslu2bJl0/z581WlShUVKlRIH330kVq2bKlDhw6pfPnysdY1SmwXL17UunXrtHjxYn333Xcet00fp6tXr8bZFzzM66+/rk2bNmnhwoWOy9wfOXJEL7zwgsqXL69vvvnG5Zh+fn7atGlTkqlTMHHiRPXq1UsZM2bU2rVrE9RP211DLepzaKV2WHSpU6fWL7/8YkvdJ+l+H33w4EFJUuHChRM08jBNmjTatWuX8uXLp6CgIG3YsEHFihXT7t279fzzz+vEiRMuxxw0aJC++eYb9e7dWwMGDNAHH3ygEydOaNGiRRo0aJCl0R3uGsH6MP/884+++uorjRw5UsmTJ9etW7dUuXJlTZo0yXH54kdJnz69tmzZ4vi8u8Nnn32mPn36xFgeERGhV155xZF0SmwBAQHauXOnW9c9T548Wr58uVunTXbu3Fnly5dX165d3RYzKbp48aJCQ0O1du1arVu3Tvv371dQUJClS3S78zg8ir+/v/bu3avcuXOrSZMmqlq1qvr27auTJ0+qUKFCunnzpssx7difHnWVMVcS9t7e3sqZM2eMKyA/yMrJCjwclxFPJD179tSECRPcfgnXihUr6siRI27tlMqXL69Tp065NYFz5swZxyXxoouIiHBpbmx0dhTgjCvxMWHCBG3bts1SO2vVquW2JFu9evUk3U989ejRw9KPtrj07t1bb7/9tnbt2qUqVapIun8Gcfr06S5dsrR06dI6e/asMmXKpNKlSzvOvj3I6rDVwoULO+ZH9+vXL0HzoxctWqTJkyfHejYuS5Ys+vTTT9W1a1dLCZwdO3Y4Ek0bNmzQ1atXVaJECXXv3t3yqA475kdLUvPmzdW6dWsVKFBAFy9edHx2EnLA8+CojgdZmfqwYMECxzbdv3+/0qVLp2eeeUajR49O8EiZGzduxHo23kqSsVOnTg993JU6E59//vlDizxfvXpV9erVs3RW8tNPP1W9evVUuHBhxzz+v//+W9WqVdOoUaNcjifd/3xaOXCNj/3798f6HsV3+H9c09AyZsyosmXLauLEiY5lVqYm2VnkPiwszFGnonDhwgk665kjR44EJ4EepmDBggmeLholderUjvc7a9asOnr0qCNZYeWHnCTNnj1bX3/9tRo2bKgPP/xQL7/8svLly6eSJUtq8+bNlhI4x44dU+PGjWMsb9Kkid5//31L7ZTun0RavHixpk6dqlWrVqlcuXL68ssv9fLLLyssLEwDBgxQy5Yt413A/tVXX9WcOXM0cOBAy2160GeffaZ06dKpc+fOjmURERFq1aqV9u7d67b/k1AtWrTQunXr3JrAGTZsmAYNGqQZM2YkaCpvdPnz59fAgQO1efPmWGt+Wa2hFh4eri1btsR67NCuXTtLMd1dn0q6v37REzbPPvusunTpouDgYJUoUcJSTHceh0cpVqyYJk2apIYNG2rVqlWOaez//POP5fqUduxPVkdUxqZdu3Zuq0cE1zACJ5FERkaqYcOGOnz4sIoWLRqjQ3YlWxl9VMPRo0c1YMAAtxZ3PHr0qLp27apXXnlFxYsXd0tMO+bG21GAMy7Hjh1T6dKlLY1EuHDhgtq3b68KFSrEuj2tzD2O7u+//5Ykxw+whFi4cKFGjx7tOFtYpEgR9enTJ0YBzYf566+/lDNnTnl5edky9cGd86N9fHx09OjROLfd33//rfz581uaPpY8eXKVKVNG1atXdxQwtjKlMTo75kdL938kjBs3TqdOnVKHDh0cI+U+//xzpUmTRq+++qrLMR9MOty9e1e7du3S3r171b59e5eSglEyZcrkuOJU9erVLR/MRRcWFqaOHTvq559/jvVxK0nGZs2aOd2/e/eu9u7dq/DwcNWsWdOl/j5VqlSaPHlyrAfY165dU926dXXx4kXHiAdXGWO0atUq7d69W6lSpVLJkiUTVPx+5cqVGjJkiD7++OMEFYWO7tixY2rWrJn++OMPp4Rw1P4f3/covlf0SUhdOne7fv26unfvrpkzZzp+dCVLlkzt2rXTF198Yekgf9myZfriiy80adKkBF8AwO46TU2bNlXDhg3VpUsXvfvuu47izVFXZFu9erXLMVOnTq0DBw4oZ86cypo1q5YtW6ayZcvq2LFjKlOmjC5fvuxyTHeNYI2ue/fu+u6772SMUdu2bfXqq6/GuJLM2bNnlS1btnjXGOnRo4dmzpypkiVLqmTJkjE+n1beo61bt6pOnTr6+uuv1aJFC927d08vvviiDh48qDVr1ihLliwux5Tcnxy4ceOGWrZsqYwZM7otMVKmTBkdPXpUxhi31ZOyY/rY0qVL1aZNG127dk0BAQEx6nBamTZoV32qli1bqnr16goODnbblZPsOA5ft26dmjVrpitXrqh9+/aOEzPvv/++Dh48aGkUih37E/4bGIGTSN5++23HJSHTp0+foAxmbKMaop/xTWhxx7CwMB09etRpOHhCY06dOlXt27dXuXLlYsyNtzJMX7p/mcWiRYvGWF64cGEdOXLEUsy4zJ8/33Lxr02bNum3336L9Qei1e0ZGRmpjz76SKNHj3Zc/jFNmjTq3bu3PvjgA8uFxJo1axbjx6eroidl3HUVmuiiRrFFnx/9wQcfWJofnSFDBp04cSLOBM7x48ctv++XLl1y+1nun3/+2e3zoyUpRYoUevfdd2Msd+Xy3g+Ka9TShx9+aPmSpVZqsjzKO++8o/DwcP3+++8KDg7WwoULde7cOcfny4rYCoFGRkbqjTfecPns76xZs9S2bVsFBgY6HWRev35d9erVU1hYmEuFwx/k5eWlOnXqqE6dOpZjRBc1SrBWrVpOyxPy/dGjRw/lyZNHISEhypMnj7Zs2aKLFy+qd+/eLo0UslIn6FHKli2rkJAQBQUFPXJYuZWD7169eik0NFRLly51fO43bNigt99+W71799b//vc/l2O+8sorunHjhvLly5fgQtM7d+7U3bt3HX/Hxeoxz5gxYxz9xZAhQ3Tt2jXNmzdPBQoUsHyG/6mnntKZM2eUM2dO5cuXTytXrlTZsmW1detW+fj4WIrprhGs0e3fv19ffPGFmjdvHme7MmTI4NJ+vWfPHkdB+QdHx1h9j8qXL68ff/zRUVx5ypQpOnLkiNauXWu51syjkgNWfPfdd1q5cqV8fX21bt26GEkMKwmcpk2bWmrLw9hRUqB3797q1KmThg8f7raRHf3799e7777rqE/1448/OtWnsuqHH35wS/uis+M4PDg4WBcuXNCVK1ec6gi99tprlrexHftTXFeGjeIpU8/tqE32X8IInESSJk0azZ07Vw0bNkxwLFcuw2jlB3TRokVVpEgRvffee24r9hXFnXPj7SjA+eABuDFGZ8+eVVhYmCZOnGjp0oC5c+dWo0aNNHDgQLcVzuvfv7+mTJmiIUOGOB3Uf/jhh+rSpYulYq52+fPPP7V27dpYh+1aqdIfxR3zozt16qSjR49q1apVMa7qcfv2bdWtW1d58+a1fGlVd7NjfnR0CZ2iEh9HjhxRhQoVEvxlfOvWrRjttJIwy5o1qxYvXqwKFSooICBA27ZtU8GCBbVkyRJ9+umn2rBhQ4LaGd2hQ4cUHBzs8iWqv/nmG/Xo0UPLli1TcHCwI3lz9uxZhYaGKlu2bJbbdP36dYWGhsb6vlv5QWNHUegMGTJozZo1KlmypNKmTastW7aoUKFCWrNmjXr37v3QxIHdhgwZoj59+sjPz8+ttQaiZMiQQfPnz1dwcLDT8rVr1+rFF19UWFiYyzEfdTEAK4Wmk5J+/fopICBA77//vubNm6dXXnlFuXPn1smTJ9WzZ0+NHDnSUty4RrDWqlXLUqH57777Ti+//HKsj/Xp00efffaZpXbaZdGiRWrZsqWKFCmiNWvWJGianx3Fq7NkyaK3335b/fr1e+KulpM6dWr98ccfbi2MbEd9qujceTxix3H4zZs3ZYxxJGv++usvLVy4UEWKFIlR2iExLV682Ol+VG3PGTNmaMiQIU5THxOTHbXJ/ktI4CSSXLly6ZdffrF0adLHzY7CyHawowDngwfgUZX6g4ODLb930b/k3CVbtmyaNGlSjC+yxYsX680339Tp06fjFSddunQ6fPiwMmTIEOMykw+y8oP766+/1htvvKEMGTIoS5YsMc54WTkjHdv86Kjhtq7Ww/n7779Vrlw5+fj46K233lLhwoVljNGBAwc0ceJE3b59W9u2bVOOHDlcbqddVzpZvHixW+dHS+6bohIfs2bNUt++ffXPP/+4/Nrr16+rb9+++v7773Xx4sUYj1tpZ0BAgPbs2aPcuXMrV65cmjNnjqpWrarjx4+rWLFijsu1u8Py5cvVvn17Sz+6P/30U3388cdavHixBg0apNOnTys0NDRBUyd37typBg0a6MaNG7p+/brSpUunCxcuyM/PT5kyZbJcU8ndgoKCtGPHDuXJk0f58uXTN998oxo1aujo0aMqUaKE5fdo27ZtcX4+PaUIo5+fn7Zv3x4jabtv3z5VqFDB0qXek6pr167FOAngjlGOmzZt0qZNm1SgQIFY69g8jJ01qgIDA/Xdd9/FqOfXs2dPzZ071+VEsDs1b9481uWbN29W/vz5nZI3Vj5LdiQH0qVLp61bt7r1WMwO7qyhFqV58+Zq1aqVXnzxRavNiiFLlixau3atihQpoqJFi2rkyJFq0qSJdu/erapVq1oeaWvH8Ygdx+F16tRR8+bN1bVrV4WHh6tw4cJKkSKFLly4oDFjxlhKMj5Oc+bM0bx582IkeBJLvnz5NH78eDVs2NDp/Ro/frw2b96sOXPmJHYTExVTqBLJhx9+qMGDB2vatGlu/eE1YsQIZc6cOUaHP3XqVIWFhalv374ux6xZs6ZbEjh2z423owCnO4t9RWnevLnWrl3r1i+OS5cuxZpQKly4sEuJgagaJ5LcXmBbkj766CN9/PHHlvbDuJw5c0avvfaaW+ZHP/XUU9q0aZPefPNN9e/f3+lA4bnnntOXX35pKXkj3U8GPuxsghWjR4/W0aNHlTlzZrfOj3bXFJXoHjzAN8bozJkz2rZtm+UCmu+9957Wrl2r//3vf2rbtq0mTJig06dPa/LkyZbPmhcqVEiHDh1S7ty5VapUKU2ePFm5c+fWpEmTlDVrVksxH+zvotZ92bJllkc3vPfee7p06ZJq1aql3Llza926dQmue9WzZ081btxYkyZNUtq0abV582alSJFCr7zyikv1lOy+8lzx4sW1e/du5cmTRxUrVtSnn36qlClT6quvvrJ8Rnnu3Llq166d6tatq5UrV6pOnTo6fPiwzp07l+BppO5UuXJlDR48WDNnzpSvr6+k+2d+hwwZEutlm+Ny5coVR7LjUbXcrCZFbt26pS+++CLOEZdW+qfjx4+rW7duWrdunVMtsoRMyXtQ5cqVXdqW0b3//vtKnz59rDWqokbKxZZsjo/Zs2fr5Zdf1k8//eS4Ylj37t21YMECy9MBa9So8dCTHPGtWxJXPTd3jTywo3h1+/btNW/evAQVlZbsP/H177//Ot1/sIZafEWvLdmwYUP16dNH+/fvj7X+j5VRLZUqVdKGDRtUpEgRNWjQQL1799Yff/yhBQsWqFKlSi7Hi2LX8Yi7j8N37NjhmCo+f/58Zc6cWTt37tSPP/6oQYMGxTuBY/f+FJdKlSpZmlVgl7NnzzrqGvr7+ztqkUWNnHrSkcBJJOPHj7flh9fkyZNjzUoWK1ZMrVq1svTDuXHjxurZs6f++OOPBHX0ds+NT5s2rTZu3OjWApxxHdh6eXnJx8cnxjSb+ChYsKD69++vDRs2uK1wXqlSpfTll19q/PjxTsu//PJLly7fG/3HpB3D5v/991+1bNnSrTHdPT86T548+vnnn/Xvv/86Ck3mz5/fcu2bKHZc6cSO+dHS/TPQUUPevb295e3trWeeeUYjRozQ22+/bWmKyoMH+N7e3ipUqJCGDh1qud7K0qVLNXPmTAUHB6tjx46qVq2a8ufPr1y5cmn27Nlq06aNyzF79OjhOJM9ePBg1atXT7Nnz1bKlCk1ffp0S+18cHtFjeQbPXr0I8+uPujBRFiKFCmUIUOGGAkWK2e5d+3apcmTJ8vb21vJkiXT7du3lTdvXn366adq3759nGfZH2T3lecGDBjgGGkydOhQNWrUSNWqVVP69Ok1b948l+NJ0vDhw/X555/rrbfeUpo0aTRu3DjlyZNHr7/+uuXEnR2j7saNG6e6devqqaeecvTtu3fvlq+vr3755Zd4xwkKCtKZM2eUKVMmBQYGxvq9m9CkSOfOnbVy5Uq1aNFCFSpUcMvVSl555RUZYzR16tRYp3Rb5a6pvXHVqLp27VqCa1Q1bNhQEydOVJMmTbRq1SpNmTJFixcv1tq1ay1PP4+qfxPlweLy8WXXFdeGDh2q3r1725IciIiI0KeffqpffvklQQWc7T7x5a4aarEdLwwdOjTGMqufeTvqU0n2HI/YcRx+48YNx36wcuVKNW/eXN7e3qpUqZJLpS7s3p9ic/PmTY0fP17Zs2d/LP8vPuyoTfZfwhSqRGLH3HhJ8vX11YEDB2JUrT927JiKFi1q6eo5D5sb7K4zXp7qUcW+nnrqKXXo0EGDBw+O9xxqO64oEBoaqoYNGypnzpyOM4ebNm3SqVOntHz5clWrVs3lmNL9g4QjR47EelBrJTHWuXNnlS9fXl27drXUnod5HPVaEsKOK53Yxa4pKu7m7++v/fv3K2fOnHrqqae0YMECVahQQcePH1eJEiUsD9mO7saNGzp48KBy5syZoBoO7hK9mPzDWPlBlTFjRm3cuFEFChRQwYIF9cUXX6hu3bo6ePCgnn766XhPz7H7ynOxuXTp0iPPVj5M6tSptW/fPuXOnVvp06fXunXrVKJECR04cEA1a9a0ND3Frjn8N27c0OzZsx3144oUKaI2bdooVapU8Y4RGhqqqlWrKnny5LbUKZLuJ22XL1/u1iLr/v7+2r59uwoVKuS2mO6e2mtnjSpJmjhxonr16qWMGTNq7dq1tkxvjyoub3WEg7skS5ZMZ86c0bVr13Tt2jWVLFlS169fV+/evR191ZgxYyz1Iw+7Cp0nXXkuLlZrqCU1dhyP2HEcXrJkSb366qtq1qyZihcvrhUrVqhy5cravn27GjZsqLNnz7oc0w4Pfk8aY3T16lX5+fnp22+/TdAxszuPw+2qTfZfwQicRGLH1BxJypEjh3777bcYndNvv/1m+aAhvpej9ATuLsA5ffp0ffDBB+rQoYMqVKggSdqyZYtmzJihAQMGKCwsTKNGjZKPj0+8h+HacUWB6tWr6/Dhw5owYYLjoL558+Z68803Lb/vmzdvVuvWrfXXX3/FOHvuSuIu+qig/Pnza+DAgdq8ebPbzno8znotCZGUzibYMUUlyrZt2xxFPYsWLaqnn37acqy8efPq+PHjypkzpwoXLqzvv/9eFSpU0NKlSxUYGGgp5oOFQv38/BxXOfGEQqF2nemW7hdt37p1qwoUKKDq1atr0KBBunDhgmbNmuXS9MSoH1N3797VkCFDNHDgwIceMLtDQkfIBQUF6erVq5Kk7Nmza+/evSpRooTCw8MtJyztGHV3/fp1pU6dWl26dLHUpijRkzJWEzSPkj17dseZZHcpX768Tp065dYEjrun9r766qu6dOmSnn/+eUeNqn/++cdS8iau6eYZM2ZU2bJlNXHiRMeyhIxyeNArr7yiChUqWErgnDt3Tu+++65CQkJ0/vz5GMcPrnwnR702+vdO6tSpNWnSJJfb9SA7rkInuf/EV1yOHj2qe/fuuS2ep7LjeMSO4/BBgwapdevW6tmzp2rVquU4mbpy5UqVKVPGpViPmtYaxcr01gdH9USNCK5YsaLT1bNcYcdxePQEzUsvvaRcuXI5krau1ib7TzL4T/nkk09M+vTpzdSpU82JEyfMiRMnzJQpU0z69OnN8OHDE7t5DteuXTMDBgwwlStXNvny5TN58uRxulmxY8cOkyVLFhMQEGCSJUtmMmbMaLy8vEzq1Kktx6xZs6aZN29ejOXz5s0zNWvWNMYYM3PmTFOoUCFL8T1ZqVKlTMuWLc3+/fvNv//+a8LDw51u8ZU7d+543ay+R40aNTLPP/+8CQsLM/7+/mb//v3m119/NRUqVDDr16+3FNMOffv2NR9//LExxpi5c+ea5MmTm/z585uUKVOavn37Wop5794989lnn5ny5cubzJkzm6CgIKebVStWrDA//vijMcaYP//80xQqVMh4eXmZDBkymJCQEEsxT506ZZ555hnj5eXlaJ+Xl5epWrWqOXXqlKWYY8aMMePGjTPGGLNq1Srj6+trfHx8jLe3txk7dqylmGnTpjXLly+Psfydd94xWbJkiXecMmXKmEuXLhljjCldurQpU6ZMnLdq1aqZrl27mpMnT1pqs7ts3brVrFmzxhhjzLlz50zdunVNmjRpTNmyZc2uXbssxQwICDDHjh1zZzNt+f54+eWXzejRo40xxgwdOtRkzJjRvPrqqyZXrlymWbNmlmL6+fmZv/76yxhjTJYsWcz27duNMcYcPXrUBAQEWIqZOnVq07FjR/Prr79aen1c/v33X/PLL7+YWbNmmRkzZjjdrFq+fLmpV6+eOXHihNvaeeTIEVO7dm0zffp0s23bNrN7926nmxVp0qQxR48edVsbo/Tt29d4e3ubvHnzWv5sBwcHx+tWo0YNt7Z95syZJmvWrJZeW69ePVO0aFEzceJEs3DhQrNo0SKnmyu8vLzM+fPnLbUjMWzatMnkyZPHeHt7Gy8vL6ebt7e3pZg9e/Z0ur3zzjvmpZdeMv7+/uatt95yKVZISIgpUqSIuXz5cozHwsPDTdGiRU1oaKildgYGBsY4BgkKCjLp0qUz2bJlM88++6yZOnWqy3HtOB6JEhYWZsLCwhIUI7ozZ86YHTt2mIiICMey33//3Rw4cMClOFH7S1y3hOxPdnD3cfidO3dMx44d3X7s8F/CFKrH6HEUpjLGqF+/fho/frxjBIqvr6/69u2boEs0u3tky8svv6zQ0FC1bdtWWbNmjbEtXCmYGSU4OFgFCxZ0FODcvXu3UwHO+NZviC5VqlTas2ePChQo4LT8zz//VKlSpXTjxg1LV6f5+++/tWTJkli3p9WzaOHh4dqyZUusZ31iK6j4KEnl6mOefEnhh0nIlU6iPM7LLCZ0ikq9evUUHh6uGTNmOM6eHzp0SB07dlRAQIBWrFiR4Db+9ddf2r59u/Lnz2+pOK4kLVu2TG3atIm1UGhISEi8rz7nyuWkb9++rZCQEPn6+lquj+Gp2rdvr9KlSz/0yjyusuP749KlS7p165ayZcumyMhIffrpp46zfQMGDLB0ZrJQoUKaOXOmKlasqGeeeUaNGjVSv379NG/ePHXv3l3nz593OeaiRYs0ffp0LV++XLlz51anTp3Url27BE3LWbp0qdq0aaNr164pICAgxhQiq8cjYWFhevHFF7V+/Xr5+fnFGHFpJW7UyNDoVx2KOuNrdUq3O6f2PnicsXz5cpUqVSpGbQlPuarZo4rLWxktniZNGv36668x6utY4e3trbRp0z7ye8fqPuruK8+VLl1aBQsW1JAhQ2Ltm+Iq9vwwD071ihoxUbNmTXXq1EnJk8d/MkWTJk1Uo0aNOPvj8ePHa+3atbHW3XmUzz//XB9//LHq16/vNGJ9xYoV6tmzp44fP65Zs2bpiy++SPAIwoQcj4SHh+uDDz7QvHnzHAWig4KC1KpVK3300UeWR++6U/TjAGOMGjRooG+++SZGP2J19OStW7e0Z8+eWH8vWJnuZMdxeNq0abVr1y7bR+8mVSRwHqMZM2aoVatW8vHx0YwZMx763IQWkL127ZoOHDigVKlSqUCBAgmaomHHpWUDAwO1bNkyt86NDwwM1O+//65ChQopMDBQmzZtUpEiRfT777+rffv2jqlFrihYsKCaN28eY65lv379tHDhQh06dEjbtm3T888/H+9LdYeEhKhJkybKmzevDh48qOLFi+vEiRMyxqhs2bKW5l3bcQBes2ZNvffee6pXr57Lr42viIgI/fHHH8qVK5floZtJpV6LHR7HZRZPnTolSZavvhUlVapU2rhxY4yhxNu3b1e1atUsvU9r166Ns47BhAkT9NZbb1lq65w5c9StWze3FQqNj6irqlipU+bJPvroI40ePVq1atXS008/rdSpUzs9biXJaMf3hx3snMMfFhamWbNmafr06Tpw4IDq1q2rTp06qUmTJi79oJPuf881aNBAw4cPd+tVMWvXrq2TJ0+qc+fOsRYctnKcU7RoURUpUkTvvfderDGt1EIZMWKExowZo4YNGyZ4aq+dNaqi+/vvvyUpwVeee7C90ZMDVovLFy1aVLNnz3Z52khsvL29NXbs2EcmPqzsS4+68pyV98jTT3zlypVLK1asUJEiRWJ9/ODBg6pTp45OnjzpcuwXXnhBzz33XIxE6OTJk7Vy5Ur9+OOP+uKLL/TVV1/pjz/+sNT+hLp06ZIqV66s06dPq02bNo7tsH//fs2ZM0c5cuTQxo0bLR2PuuuKbrFJkyaNdu/eneAp7JK0YsUKtW3bNtar4VlNgttxHG7HyZ//EhI4eCQ7RrbkyZNHy5cvj/NLxAp3FeCMbsmSJWrZsqUKFy6s8uXLS7p/xubgwYOaP3++GjVqpP/973/6888/4z1ypkKFCqpfv76GDBni6JQzZcqkNm3aqF69evG+1GB07joAj37J36NHj2rAgAHq06dPrAe1VkY4vPPOOypRooQ6d+6siIgIPfvss9q0aZP8/Pz0008/KTg42OWY1apVU+/evdW0aVO1bt1a//77rwYMGKCvvvpK27dv1969e12OaYfol/CMzsvLS76+vsqfP7/LZxrsKox87949DRkyROPHj3cUAvb391f37t01ePDgGPtCfBQsWFDffvut48xclC1btqh169Y6cuSIyzGDgoK0evXqGHV0xo0bp4EDB8Z7HnlsHkeh0AddvnzZ0hnahChTpky8z2JauTqiHcUi7fj+iCqWmilTJqflFy9eVKZMmdxSS8sdo+5i88UXX6hPnz66c+eOMmTIoK5du6pfv37x/i5InTq1/vjjD7f8OIjOz89PmzZtculKiI9ixw9kO/ZRO0RGRjoSolH9cpo0adS7d2998MEH8b6QQpSIiAj99ttvKlGihOUTKLFZuXKlRo8ercmTJyt37twJiuXt7e24op27lSxZUq+//rrjynNRdVairjz3qJGTsbHzxNf58+d16NAhSfdH91nZJr6+vtq7d2+cn58jR46oRIkSunnzpsux/f39tWvXrhixjxw5otKlS+vatWs6evSooxB1fDVr1izW76jox06tW7eOV12sd955RyEhIVq9erUyZ87s9NjZs2dVp04d1apVy3E5cFc8mGh48Ipu48aNczlmFHcmcAoUKKA6depo0KBBMbaBVXYch9tx8uc/JZGmbsEYExERYQ4dOmR+/fVXExoa6nSzKmoudFw3K9KmTWsOHjzo+Hv//v3GGGM2b95sufbLrFmzTIsWLcz169ctvT42zz33nJk9e7YxxphXX33VVKhQwXz77bembt26pkKFCpbjHjt2zPTt29c0a9bMNGvWzPTr188cP37ccjx/f39z5MgRY8z9OcN79+41xhiza9cukytXLksx/fz83DKHP2pe7YNzt6PP4U7I3Nvs2bObrVu3GmOMWbhwocmWLZs5dOiQGTBggKlSpYqlmA+bH7169WpLMe0Q17aNvk2fffZZR92U+ChYsKDZvHmzMcaYqlWrmhEjRhhj7tfYyZgxo+W2du3a1WTKlMlMmjTJUVti0qRJJkuWLKZr166WYi5atMhUqFDB8f4bc7/mSqVKlczChQstxfz6669NxowZneaXjxo1ygQEBLg07/rBGgNRt6eeeso0adLEaZkVZ8+eNa+88orJmjWrSZYsWYz57Inpww8/dNz69etnAgICTKVKlRzrW7lyZRMQEGD69euXqO2Mzo7vDy8vL3Pu3LkYy0+fPm18fX3d9n/c5ezZs+aTTz4xRYoUMX5+fqZNmzZmzZo1ZubMmaZYsWLmueeei3esZs2axVrrLaHKlCljNm3a5NaYjRo1MvPnz3drzKSiX79+JmPGjGbixImOfnnChAkmY8aM5v3337cU08fHx+11JgIDA03KlCmNt7e38ff3T1BtNm9v71g/l+7g5+fnOJZLly6d2bNnjzHGmP3797tU7yx6DaYFCxaYokWLmmnTprmtRtPly5fNK6+8YpIlS+Y4bkiePLlp06aNS/UI/197dx5Xc/r+D/zVCe0qIqFFKjKFMBjboChLlj6YTKSyxsiurCmDMJJt7GkxU2FsjbEvmexZKkuSUsZOIlGU+/dHv97fTudU57w7xzlxPR+PHo/O+5zurpZzzvt939d9XYwxZm5uXuH77V9//cW7jpixsTELDg4WOR4cHMyMjY0ZY8W/K0NDQ6nGHTVqFNPV1WWmpqbMxcWFubi4MDMzM6anp8eGDRvGmjVrxtTU1Fh8fHylY5mamrIjR46Ue//hw4d5n4eXx9/fn82YMaNKY2hra8usTpeOjg53DSIr8qhTJI+amV8T6kKlILLq8FNW2T3HZWeA+ahZsya3slO/fn1kZWXB2toaurq63PYKSZRd6U1LS4OhoSHMzMxEVvT5rPQuXbqU6yKyZMkSuLu7w9vbG5aWlti+fbvU45Vo0qSJTNvVaWlpcXutjYyMuK0TAPDy5UteYzo6OiIhIaHKs/PyqMxf2suXL9GgQQMAxbUBhg4dCisrK3h5efFenXB0dOQ+t7CwQEpKCrc/WpkcP34c8+bNw5IlS4T2hy9YsADz58+Hrq4uxo8fj5kzZ0r8/zp48GCcPHkSHTp0wOTJkzFixAhs376d26LB159//ono6Gj06dOHO9ayZUsYGxtj+PDh2Lhxo0TjlN2jnpeXhw4dOnBbPAoLC1GjRg14eXlh0KBBUsdZ0u3FwcEB8fHxiImJwdKlS6VuXVze/mwLCwu8ffuWu59v/R8PDw9kZWVhwYIFYusiKFLpGhdjxoyBj48PFi9eLPIYaV7rxfn48SMyMjLQtGlTqbf4lLVq1Srcv39fJu8fJV3yVFRUsG3bNmhra3P3FRUV4ezZsxLXPQLKz7QTh0+tgb1792LHjh04evQoWrRogYkTJ2LEiBFCdRs6depUaXZS6Tj79euHWbNm4fbt22KzLfm2lQ0KCsKMGTOwZMkSsePy6aDi7OyMadOmITk5WaaxVgfh4eHYtm2b0M/YsmVLNGrUCBMnTsSSJUukHtPGxgbp6ekyrTNRtstNVZQ9P5YlWXWea926tVDnHQDw8vLiPq9qjaaxY8fi+vXrOHToENfZ6MKFC5gyZQrGjx+P6Ohoicfq27cvFixYACcnJ6irqwvd9+HDB/j7+6N///5SxwgACxYsgLe3N06fPs2d41y5cgX//PMP1zXs+PHjUtdtadCgAX7++WesX7+euxb5/PkzpkyZAh0dHURHR2PChAnw9fVFfHx8hWM9efKEO98Wx8bGRubtvqvS0a00WZ03DBkyBGfOnEHTpk1lMh5Q8Xk437jlfT1S3dEWKgWRR6GziixatAjv3r3j9QLSu3dveHh44Oeff8bYsWORlJQEHx8fREZG4vXr17h06ZJE40iTjiqvNut8/Pvvv9i8eTPS09Oxe/duNGrUCJGRkWjSpAlX5FQSgYGBmDFjBtzc3NCvXz+MHTsWM2fOxIEDB+Dh4YG9e/dyW0IkUfoE/MWLFwgMDISnp6dSn9Samppi69atsLe3R5MmTbBx40b069cPt27dQpcuXbiCctJYuXIlZs2aJXL88+fPcHNzQ1RUlCxCrzIbGxts2bIFnTp1Ejp+7tw5jBs3Drdu3cKJEyfg5eXFa/85ILstGvXr10dcXJzIReCdO3fQrVs3vHjxQqJxKqv1VVpV6n75+vpi+/btKCoqwuHDh9GxY0feY8mDLIt6ypOuri4SEhLEFm1v164dry1579+/x+TJk7n/hdTUVJibm2Py5Mlo1KgR/Pz8pB6zsvcSad4/Si5cMzMz0bhxY6iqqnL31apVC2ZmZggMDESHDh0kGq/sNpayF3YlxwB+rVV1dXXh6uqKMWPGcNt6y/rw4QNWrFhR4e9B0u02VVlQKvkeZc9vqnIxW1Hc0ow5ffp0LF68GFpaWuW26i4hy/bcVaGuro6kpCSRWlx3795F69ateW17OXLkCObMmYPFixeL3abAZ5Ktuvj555/Rrl077n9h3bp1GDhwII4fP442bdpIXMQ4MzNT4u/Jp0aTlpYWjh49KnK++e+//8LJyUmq7UjPnj1DmzZtoKqqil9++YXbdpSSkoINGzagqKgI165d47215ty5c1i/fr3QVq/JkyeLnPdIo169ejh37pzI/31qaio6deqEly9fIjk5GV27dkVOTk6FYzVq1AgxMTHlnrv/+++/+Omnn/D48WPe8ZYVGRkJX19fqcYsW5oiNjYWPXv2FHl+8im0/f79ewwdOhT16tWrcs0vojiUgaMg9+7dw549e75YobOqzABXlNkSGhoq8TjynpTp2bMn9u7dK1JB/u3btxg0aBCvAmJ//fUXRo4cCTc3N1y7dg0FBQUAimtVlKz0SyogIAATJkxAcHAwt389ICAA7969Q0xMDCwtLaU6URSXsRAYGChyjO+J8rJly2BoaCi0kgQAoaGhePHiBXx9faUe09PTE8OGDeMmLR0cHAAAly5dkmqVu7SVK1eiTp06GD16NHesqKgIrq6uSlP/BiiuKSTuZLh27dpcjQVLS0veWVgA8MMPP3ArdFXxyy+/YPHixdixYwdXAL2goABLlizBL7/8IvE4VS3GLk5JxkRpjRo1gqamJrp164bLly/j8uXLAJTnRMTY2FiuK8myoqGhgXPnzolM4Jw7d05ktVZSc+bMQWJiIs6cOSNUF8LBwQGLFi3iNYEjy/eSklW+Hj16cJPoVVG6o8eJEyfg6+uLpUuXCq2cz58/H0uXLuU1/pMnTyqtbaOhoVHp76hs5xF5OH36tMzHlFXc169fx6dPn7jPy6NM2XKtWrXC+vXrRV4D169fz7vOUN++fQEUL/KU/lmrMslW2QKEiYmJ1GPKw/r167mi8fPmzUPNmjVx/vx5/O9//8P8+fMlHofPpIw06tatK3ZRV1dXV+rXK0NDQ5w/fx7e3t6YM2cO976koqICR0dHbNiwoUp1UTp37izz4vKFhYVISUkRmcBJSUnh/j/V1dUleq46Ojpi3rx5OH78OGrVqiV0X0FBAZedxEdlHd2kUfbvPWLECF4xiRMVFYVjx45BXV0dZ86cEWl6wue8KT8/H+vWrcPp06fFdrbis6sCkE/H3q8FZeAoyJfo8FManxlgebpy5Qo+f/4ssqp56dIlqKqqol27dlKPWV6xu+fPn6NRo0bcyZo07OzsMG3aNLi7uwsVEbt+/Tr69OkjVaqlPIvxyYOZmRn+/PNPkZWTS5cuwdXVlXd64549e/Dw4UMMHTqU66ARHh4OPT09DBw4UOrxrly5gt69e2Pr1q0YMmQICgsLMWzYMKSkpODUqVPcli1F69KlC3R0dBAREYF69eoBKM6ccnd3R15eHs6ePYsTJ05g0qRJ3OpVZWRZGLnsyceJEyegpqbGXRgkJibi48ePsLe3l3jV5+3bt9ykVWUFhSVd6ZX056lK8VFZt5aVZVFPeQoKCkJAQADGjh3LpcBfunQJoaGhWLBgAa/JFlNTU8TExKBjx45Cr6FpaWlo06ZNlQpNKzsbGxts2rRJ7Mr5uHHjcOfOHYnGkcfzqDI5OTlK0U6X/J+4uDj069cPJiYmQhOCDx8+xD///IOuXbvyGrMifNoUCwSCCi+mZVEQXFmFh4fDwMAA/fr1AwDMnj0bW7ZsQYsWLRAVFcVrsmfLli3YvXs3IiMjufOZp0+fYtSoUXBxccH48eN5xfr69WukpaWBMQZLS0uZbjvPz88Xee/k+9rk4+ODqKgozJ07l8s6vHLlCpYuXYqff/4Za9aswbZt2xAWFlbpFqr//vsP7dq1g5qaGiZNmoTmzZuDMYY7d+7g999/R0FBARISEnh13ZRHRzd5aNCgAXx8fODn5yd14fPyuLm54dixYxgyZIjY7oB8Fl3k0bH3a0ITOF+QvDv8AJXPAPN5Evn7+8PLy0umqwzt27fH7NmzMWTIEKHje/fuxfLlyyXelgX83++1devWOHXqFOrUqcPdV1RUhCNHjmDz5s148OCB1HFqamri9u3bMDMzE7r4SE9PR4sWLaRq+SsQCPDs2TPu4l3Zqaur486dOyIXzHx+dnk7deoUBg0ahJ07d2L79u1IS0vDqVOnZFZhXxbu3r2LgQMHIiMjgzs5ePjwIczNzXHgwAFYWVlh//79yM3NxciRIyUas+REWdwWjZIV1C5dumD//v2VnpxJ2v4WkLwFbunOPuWd1FdlpVce5NFaVl9fH+/fv0dhYSE0NTVFXu+zs7NlFX6V7dq1C2vWrOEmF6ytrTFlyhQMGzaM13iampq4efMmzM3NhV5DExMT0a1bN4m3ZdWpUwepqakwMDCodF+9pL9PeW+j0dDQwJUrV2BjYyN0PCkpCR06dJB4y4u8n0fLly+HmZkZfvrpJwDA0KFD8ddff8HIyAj//PMP7+yOs2fPVnh/t27deI0bFxeH3377jfsfbdGiBWbNmsVrAqO6efz4MTZs2ICUlBQAxc/PiRMnomHDhgqO7P8kJiYK3f706ROuX7+O4OBgLFmyhFfnUnn48ccfMXr0aAwdOhQaGhoyGbNZs2bYuHEjevbsiQsXLsDe3h4hISH4+++/UaNGDYkXAMrWjLx37x4KCgq47KWsrCyoqanB0tKSd3aDrL1//x6zZ8/Grl27xLao5vseX1RUhKCgIKxfvx7Pnj0DUJxJNHnyZPj6+kJVVRVZWVkQCATcomBFMjIyMHHiRBw7dkwoA6lXr15Yv3691DsjSmpIKVO2XkXq1KmDK1euyLQGjq6urtS1Bysjj469XxOawPmCyrvYKlHVQmeAfGaAW7dujZs3b3Jvdv/73/+4bRV8aWtrIykpSaTobkZGBlq2bMlt2ZJE6RNacb9bDQ0NrFu3TmQrkCTMzc2xZcsWODg4CF18REREICgoCLdv35YqTl1d3Upf5KW5mDt16hR++eUXXLx4UWR1482bN+jUqRM2btzI60TZ0tIS/v7+IqmbkZGR8Pf355XdIG6LV2kLFy6UeswS+/fvx9ChQ2FtbY1Tp07BwMCA91jy8vnzZxw7dgypqakAik/2evXqxXsV5OTJkxIVRu7QoUOVCnnzFRcXh86dO6NGjRpyWemVB3m0lq2sFpA8tprJ2s2bN0UmIiTRrVs3DB06FJMnT4aOjg6SkpLQpEkTTJ48Gffu3cORI0ckGic8PByurq5QU1OT2e+zR48e2LdvH/T09NCjR49yH6eiosJrta9bt25QV1dHZGQkN5n87NkzuLu7Iz8/v9LnRAl5P4+aNGmCP/74A506dcLx48cxbNgwxMTEcFlox44dk3pMQHy9mtLvf3zOc3bu3AlPT0+4uLhwFwvnzp3Dvn37EBYWhp9//lnisSQ9J5Bmq7g8ZWVlwdjYWOw5RFZWlsRbk5KSkmBjYwOBQCC0sCgO38VEcQ4dOoSVK1fizJkzMhuzKqZOnYo///wTBQUFGDZsGEaPHl3l+mmamppISUmBiYkJfH198eTJE0RERODWrVvo3r27xPXjqmPNyEmTJuH06dNYvHgxRo4ciQ0bNuDRo0fYvHkzgoKC4ObmVuXvUZKBKItMw9evX+PevXsAigvvll78lUbpCXYA+Omnn7B27VqlWkAsbdq0aahXrx7mzp0rszFbtGiB6Ohomb5e6Ojo4MaNG2jatCn09fURHx+P7777DomJiRg4cCCvRfmvCU3gfEHyLHQm7xng69evY8eOHYiKikJhYSFcXV3h5eVVbhHFytStWxd///23SL2O8+fPo1+/flIVsy3p5GVubo7Lly8LZbjUqlUL9evXFypMKY1ly5Zh586dCA0NRa9evfDPP/8gMzMT06ZNw4IFCzB58mSJxxIIBAgJCam0QLU0F3MDBgxAjx49yu04tHbtWpw+fRr79u2TeMwSK1aswIoVK7By5Ur07NkTQPGEwezZszFjxgzMmTNH6jHt7OyEbn/69AkZGRmoUaMGmjZtKvFKUnkreBcvXoSFhYXQ5A2fLS/VxZcojKzsZL1HWktLC7du3YKZmRnq1q2LM2fOwNbWFnfu3EHPnj3x5MkTWYWu9HJzcxEVFYVt27bh6tWrvC644+Pj0adPH4wYMQJhYWEYP348bt++jfPnzyMuLg5t27aVQ+TKIS0tDYMHD0ZqaqpQ1p2lpSX279//xWrgVUZDQ4OLccqUKcjPz8fmzZuRmpqKDh068CouD0Aku6okE2PBggVYsmQJ7O3tpR7T2toa48aNE3nPCw4OxtatWyXelgYUvyebmprCzs6uwhpVfN4/5aHshWKJV69eoX79+hI/P0tv565oYVHWmZFpaWlo1aqVVEV35a2wsBAHDx5EeHg4Dh8+DAsLC3h5eWHkyJG8LsDr16+Po0ePws7ODnZ2dpg+fTpGjhyJ+/fvo1WrVlz9w6+RiYkJIiIi0L17d9SuXRvXrl2DhYUFIiMjERUVJVXNSHFevHjBbS9v3ry50izSlS2PUHqxVxn5+PggIiICrVq1QsuWLUUygvmcNx0+fBhr167Fpk2bZLZbo0GDBjh9+jSsra3RokULBAUFYcCAAUhMTETnzp2/6ueSJKiI8Rckz0JnlpaWcp0BLnkzWrVqFWJjY7Fjxw507twZzZs3x+jRo+Hh4SFV56zevXtjzpw5OHDgAPd1OTk5mDt3Lnr16iVVbCW/V3kUZfTz88Pnz59hb2+P9+/fo1u3blBTU8PMmTOlmrwp4erqKtMaOImJiVi+fHm59/fu3Zt368JZs2bh1atXmDhxIndhrK6uDl9fX16TN4D4YpFv376Fh4cHBg8eLPE45f2vlW5lqIzy8vIQFxcndrKBT+E4eRZG3rNnT7l1YPimbOfk5ODy5ctii9y5u7tLPV5le6T5kFVrWUXULZGVs2fPYtu2bdi7dy8aNmwIFxcXbNiwgddYXbp0wY0bNxAUFARbW1scO3YMbdq0wYULF2Bra8trzPJ+nyoqKlBTUxMpTqkoFhYWSEpKwvHjx4W2vDg4OFRpsUXWzyN9fX08fPgQxsbGOHLkCH799VcAxRmtVbmAF/c63atXL9SqVQvTp0/H1atXpR4zPT1dbIe9AQMGSL2i7O3tjaioKGRkZMDT0xMjRozgvQr/JZRkaJf17t07qYqMZ2RkcAtd8mjVW/b5WbKVf9GiRSIF0hWtRo0acHFxgYuLC54/f44tW7ZgwYIFmDt3Lvr27QsfHx9uAUsSvXr1wpgxY2BnZ4fU1FSuSHTJosDXLDs7m5u0qF27NpdN3qVLlyptd8nLy8PkyZMRERHBvd6pqqrC3d0d69atq7SoOxGWnJzMLaaWbfTB932pXbt2yM/Ph7m5ucy2iXfs2BHx8fGwtrZG3759MWPGDCQnJ2Pv3r1K12lUIRhRiLCwMPb3339zt2fNmsV0dXXZDz/8wB48eCD1eCoqKuzZs2fcbW1tbXb//n2ZxFpaQUEBi46OZr1792Y1atRg3bp1YxYWFkxHR4dFR0dLPM5///3HzM3Nma6uLuvevTvr3r0709PTY82aNWNZWVkSj3PgwAH28eNH7vOKPqqioKCA3bp1i126dInl5ubyGkMgEAj9jWRBTU2N3bt3r9z77927x9TV1av0PXJzc9nly5dZcnIyy8/Pr9JY5UlKSmKmpqZyGVtZXLt2jTVo0IDVrl2bqaqqsnr16jEVFRWmpaXFmjRpwmvMzp07MycnJ/b8+XPu2PPnz5mTkxPr2rUrY4yx48ePMysrK6nGXbNmDdPW1ma//PILq1WrFhs/fjxzcHBgurq6bO7cubxiPXjwINPR0WEqKipMV1eX6enpcR/6+vq8xvz+++/ZwoULGWP/95qXm5vLBgwYwH7//XdeYw4fPpytWrWKMcZYYGAgq1evHhszZgwzNTVlgwcPlnic0s93FRUVJhAIRD5KjiuDJ0+esGXLljELCwtWv3599ssvv7AaNWqwW7duKTo0EeX9Pks+TExM2MKFC1lRUVGlY3l6ekr0oSzk8TyaNGkSMzU1ZQ4ODqxu3brce1xUVBSzs7OTZfiMMcbu3LnDtLS0eH1t06ZN2aZNm0SOb9y4kVlYWEg9Xn5+Pvvzzz+Zg4MD09TUZEOHDmVHjhxhnz9/5hWfPEybNo1NmzaNCQQCNn78eO72tGnTmI+PD+vQoQPr1KkTr7HfvHlT7n0VnVtURNzzU0VFhZmYmLDz58/zGlPeLl26xCZMmMD09PS414/Ro0czDQ0NNmPGDInHef36NZs0aRIbMGAAO3z4MHd84cKF7Ndff+UVW2Wvd8rC1taWnTlzhjHGmL29Pfd7W7NmDWvUqBHvcceNG8fMzc3ZP//8w968ecPevHnDDh06xJo2bcomTJggk9irQiAQCJ2DaWtrs/T0dAVG9OXZ29szS0tLFhQUxHbs2MHCwsKEPvi4f/8+S0xMZIwx9u7dOzZ+/Hhma2vLXFxceF0nf21oC5WCyKrQWQl5p/BdvXqV20KlpqYGd3d3jBkzhksBX7duHX799VeuwJgk8vLy8McffyAxMREaGhpo2bIlhg8fLjJzW5GyqcDlUYYiqfLoQtW0aVOsWrVKbEtxoHj70MyZM3l34/lS4uPj4ezszDtVvzro3r07rKyssGnTJujq6iIxMRE1a9bEiBEjMGXKFF6FHeVRGBkoTk/29/fH8OHDhV5LFi5ciOzsbKxfv17qWK2srNC3b18sXbpUZitm8tgjnZ2djfz8fDRs2BCfP3/GihUrcP78eVhaWmL+/PkSd+qoTvV/nJ2dcfbsWfTr148rEKiqqoqaNWsiMTERLVq0UGh8ZUVERGDevHnw8PAQqv0UHh6O+fPn48WLF/jtt98wa9asSrMy5L2NRtYFd+XxPPr06RPWrFmDhw8fwsPDg1udXb16NXR0dDBmzBhe45atr8L+fyZGUFAQCgsLK+0YI87GjRsxdepUeHl5cVtHz507h7CwMKxZs4Z3Rx6geDt2WFgYIiIiUFhYiFu3bkFbW5v3eLJSUp8pLi4OP/zwg1CGWa1atWBmZoaZM2fyym7p2rUrjh8/LpLBc/fuXdjb2+O///6Tesyyr3cltRgtLCxQo4byJP4/f/4ckZGR2LFjB+7duwdnZ2eMGTMGjo6OXCZCfHw8nJycFLpd48CBA0K3S7YihoeHIyAgAKNHj1ZQZMJWr14NVVVV+Pj44MSJE3B2dgZjDJ8+fUJwcDCmTJnCa1wDAwPs2bMH3bt3Fzp++vRpDBs2TOK6QvIiEAjQp08frjZobGwsevbsCS0tLaHHfc3b+TU1NXHhwgXeBe+J9GgCR0FkVeishKqqKp4+fcqlxZYuFllVtra2SElJQe/evTF27Fg4OzuL1JR5+fIl6tevL5dtTIpQXYobTp48GWfOnMGVK1dETsA+fPiA9u3bo0ePHli7di2v8WXdTrlsHCUn9JGRkfjxxx/x559/SjROmzZtcPLkSejr64t0ayhLWTo06Onp4dKlS2jWrBn09PRw4cIFWFtb49KlSxg1ahS3xUJasi6MDBS/Pt25cwempqaoX78+jh8/jlatWuHevXvo2LGj2A4TldHS0kJycrJM94XTHmnZqFGjBnx8fODt7S10EViVCZzKWgkDxRPrhYWFUo9tb2+P8ePHi3TG2rVrFzZv3oyTJ08iMjISS5YsqfR5NWnSJK69r6y30YgruBsfH4/9+/dLXXC3hDyeR/JSXn2Vjh07IjQ0FM2bN+c17r59+7Bq1SqhTmmzZs2Cvb19lSZcHj58iB07diAsLAwfP35ESkqKUkzglPD09MSaNWtkuuWyT58+UFFRwcGDB7nJlZJ6X8OGDcOaNWtk9r2UTa1atdC0aVN4eXnBw8NDbIfQt2/fYuDAgTh9+rRUY79//17seZMsi7z++eefiImJEZngURaZmZm4evUqLCwsqvRza2pq4urVq7C2thY6fuvWLbRv317hNZUk7eDJp4OlvMj63L5Nmzb4/fff5bK16ePHj2K3C0tatP1rRRM4CiLrQmfynAFevHgxvLy80KhRI6m/tjK3b98W+wIyYMAAmX8vaVSX4obPnj1DmzZtoKqqil9++QXNmjUDAKSkpGDDhg0oKirCtWvXeNVCkkc75bITiqW7pM2ZMwc6OjoSjRMQEIBZs2ZBU1Oz0m4NytKhoV69elwmh5WVFdatWwdHR0ekpKSgbdu2Cj8JKc3c3Bx//fUX7Ozs0K5dO4wdOxbjx4/HsWPH4Orqyms/s4uLC1xdXXm3oxZn0KBB6NevH8aOHYuZM2fiwIED8PDwwN69e6Gvr48TJ07I7HtVlazrlsjSxYsXsX37dsTExMDa2hojR46Eq6srjIyMeE/gVHRRceHCBaxduxafP39Gfn6+1GNraGggKSlJJOPg3r17aNWqFd6/f4+MjAx89913EtUtKigowN69exEaGsoV0h89ejR69+5dpVo1siy4W0IezyOguJ5WSEiIUKbQ1KlTqzRRVLZxQ8nrvTT1WkqsXr263GL9QHHBbScnJ5w7d06qcUv/7ePj49G/f394enrCycmpSpPg1cWHDx/g4OCAxo0bIzo6Grdu3YK9vT3c3Nx4FTMFiosq161bF0DxpNjWrVvx4cMHODs7824dLw///vuvzFvPv3jxAh4eHuV215NlJnh6ejpatmypNAsVERER+Omnn0S61H78+JE7n+TD3t4edevWRUREBPfa8eHDB4waNQrZ2dlK9T5fHcjj3P7YsWMICAjAkiVLYGtrK7KTgs+kc2pqKkaPHo3z588LHWdV7Nb8taAJHAVxc3NDSkoK7OzsEBUVhaysLNStWxcHDx7E3LlzRQpLVaa6zQCnp6dj8ODBSE5OFlqhKzlZ5vvEPHnyJE6ePCn2IkmabBl5rsrKWmZmJry9vXH06FGh36OjoyM2bNjAOwtLHu2Uv2W9e/eGh4cHfv75Z4wdOxZJSUnw8fFBZGQkXr9+jUuXLvEaV9ZbNABgzJgxMDY2hr+/PzZs2IBZs2ahc+fOSEhIgIuLi8QtyQ8ePMh9/uLFCwQGBsLT01PsGzyfSdv09HS8e/cOLVu2RF5eHmbMmMFNkgUHB0tVOF6eGSOxsbFwc3PDu3fvULt2baHvo6KiwmtCTB7y8vIQExOD0NBQXL58GUVFRQgODoaXl5fEk6sVuXv3Lvz8/LjfR2BgIK/i/lZWVnBxcUFQUJDQcT8/P+zbtw93795FQkICBg4ciEePHkk1tiy30aipqeHWrVsi3abS0tJgY2Mj8eSVvJ9HR48exYABA9C6dWuh1tyJiYmIjY2VurGAPGhoaGDz5s1iLwLz8vLQu3dvvHr1SqpMxokTJyI6OhrGxsbw8vKCm5ub0nS2KeHi4oKwsDDUrl270m22fLdo5OTkoHv37rC0tMTZs2fh7u6OlStXSj1OcnIynJ2duU5r0dHRcHJyQl5eHgQCAfLy8rBnz55yt3x/Ddzc3JCZmYmQkBB0794d+/btw7Nnz/Drr79i1apV6Nevn0y+z4cPHzBnzhwcPnyY68ykaLLqklbWzZs34ejoiIKCAm6LTmJiItTV1XH06FF89913VY79WyKPc/uSye6y51BVmWwp2YLu5+cHIyMjkbG/9e1aNIGjIDk5OZg/fz4ePnwIb29vODk5ASjOFqhVqxbmzZun4AiFybpVb8k2rG3btqFJkya4fPkyXr16hRkzZuC3337jdfEZEBCAwMBAtGvXTuyTXdpsGXmtysrL69evkZaWBsYYLC0tJa7VUZ4v0U757du3OHXqFJo1ayaSHistZU+zTEhIQG5uLnr06IHnz5/D3d2dm2wIDQ3l9WYkjy0aQPG2rM+fP3Mp9dHR0Vys48ePl7jLj6Qr2Hze4IuKinDu3Dm0bNkSenp6Un2tOPLMGJFH3RJ5u3v3LrZv347IyEjk5OSgV69eQhMJ0nj8+DH8/f0RHh4OR0dHLFu2DDY2NrxjO3jwIIYOHYrmzZvj+++/B1D8/EpJScGePXvQv39/bNy4Effu3ZP6/UmW22gsLCwwa9YskbosmzZtwqpVq3Dv3j2JxpHn8wgo7jLp6OgodkLs2LFjUm9DvXDhAl69eoX+/ftzxyIiIuDv74+8vDwMGjQI69atE1mpr8iePXswcuRIxMTECE1SvXv3Dk5OTnj+/Dni4uJgZGQk8ZgCgQAmJiaVbsNVZO0KT09PrF27Fjo6OpUu1Em6QCeui9uTJ0/Qq1cv9O/fX+j/QJqV8z59+nAXXJGRkfj777/h6OiIrVu3Aije8n316lVcvHhR4jHlTdbdFo2MjHDgwAG0b98etWvXRkJCAqysrHDw4EGsWLGCV90nfX19of9Pxhhyc3OhqamJnTt3KjxjvYRAIMCzZ89EtqIlJiaiR48eVVqoeP/+Pf744w+hbn5ubm7Q0NCoUszfInmc28ujzp+WlhauXr3Ke6vtV+9LVkwm1dOJEyeYpqYms7GxYTVq1GCtW7dmenp6TFdXl/Xo0YPXmHXr1uWqi9euXZulpKQwxhg7efIka926Na8xGzRowCIiInh9bWUePHjAFi1axMzNzZmJiQnvTlTVSaNGjVhSUhJjrLi7wJ9//skYY+z8+fOsdu3avMYcOnQoW7duHWOMsffv3zNLS0tWs2ZNVqNGDbZnzx5eY969e5d16dJFqTv8yEvz5s1ZcHCwyPFVq1ax5s2b8x43MzNTbBeWz58/s8zMTN7jypqamppcuz2kpKSwQYMGMVVVVebu7s6784GmpqZcugJ+CYWFhWzfvn3M2dlZ6q/Nyclhs2fPZhoaGuyHH35gZ8+elVlc6enpzNfXlw0ePJgNHjyY+fn5sYyMDF5jle5EpK6uzoYMGcIOHTokURerivz++++sVq1abMKECSwiIoJFRESw8ePHMzU1NbGdlBRFTU2Npaamihy/e/cuU1NTk3o8JycnFhQUxN1OSkpiNWrUYGPGjGGrVq1iDRo0YP7+/lKPu3XrVqapqclOnz7NGCvuTNKlSxdmYWHBHj16JPV4o0aNYh4eHpV+fG0q6opXch+f98/S53W5ublMRUWFJSQkcPffuXOH6erqyvJHqRJ5dFvU0dHhXodMTExYfHw8Y6z49UpDQ4PXmGU7+kRERLDDhw+z7OxsXuPJWuvWrZmdnR0TCATM1taW2dnZcR8tW7ZkOjo6bOjQoYoOk/x/8ji3l4d27dqxf//9V9FhKC3lKQf/DUhKSoKNjQ0EAoFId4ayZFnorKrmzJmDmTNnIiAgADo6Ovjrr79Qv359rlsJH0VFRVxKvoGBAR4/foxmzZrB1NSUdzrox48fua4Usla6GOO3su+yW7duOH78OGxtbTF06FBMmTIFp06dwvHjx2Fvb89rzLNnz3LZZfv27QNjDDk5OQgPD8evv/6K//3vf1KP6enpiRo1auDvv/8Wm3n1NUtPT4ezs7PI8QEDBlTafaciTZo0EZsKnZ2djSZNmijNc8DGxgbp6ekyKdZeWtmMkRs3blQpY8TR0REJCQnVovBsWaqqqhg0aJDU2x5WrFiB5cuXo0GDBoiKisLAgQNlGleTJk1EMkb4KLuNJioqSmbbaLy9vdGgQQOsWrUKu3btAlC8chwTE8P7NVQe6tWrhxs3bojUFLpx4wavrok3btzA4sWLudvR0dHo0KEDl4lRsj1z0aJFUo07ZswYZGdnY+DAgThw4AAWLlyIx48fIy4uDg0bNpQ6zrCwMKm/5msgbUFeSWVnZ6NBgwYAAG1tbWhpaQllAuvr6yM3N1cu35uP33//HVu2bMHw4cMRFhaG2bNnC3Vb5KNZs2a4e/cuzMzM0KpVK2zevBlmZmbYtGmTVNlhpbVt27bc95/9+/crfEtayfe/ceMGHB0dhTIWS7qkSXtuJ022p7JkIFUX8ji3L1HV4t2lswOXL1+O2bNnY+nSpTKrq/NVUfQM0rdERUWFPXv2jPu89IpHVVY95E1bW5ulpaUxxhjT09NjN2/eZIwxduPGDWZqasprzC5durB9+/YxxhgbPnw4c3JyYvHx8czd3Z199913vMacPXs2CwwM5PW14shrVba6ePXqFbeqWVRUxJYtW8acnZ3Z9OnTea/8qKurs6ysLMYYYyNHjmS+vr6MseKMDy0tLV5jampqsjt37vD62i/p6dOnbMSIEczIyIipqqqKrH7y0bRpU7Er+Rs3bmQWFha8Y1VRUWHPnz8XOf7gwQOmqakp1Vjnz59nsbGxQsfCw8OZmZkZq1evHhs7dizLz8/nFefhw4dZ69atWWxsLHv8+DF78+aN0Ie0ZJkxcuDAAe5j27ZtzMTEhPn7+7M9e/YI3XfgwAHe30OZqaioME1NTTZgwAAuS0bcBx9xcXEVfkgbp6mpKRs0aJDM4hSXFVfa27dvWadOnaQa8+TJk8za2lrs/3VOTg5r0aKF1D97QEAAy8vLYwEBAUxPT48FBQWxs2fPsrNnz7Jly5YxPT09Xu+pampq3Os8Y4x17tyZ/frrr9ztjIwMpq2tLfW4JXx9fZlAIGDm5uZC3+drJ4/3kIokJydL9fiy7xva2tpCGZJPnz5VqvNbDQ0NLquyXr167MaNG4wxxlJTU1mdOnV4jRkZGcl27NjBGGMsISGBGRgYMIFAwNTV1Vl0dDSvMRs2bCg203TPnj1Svx/LU1hYGPvw4YNMxip9bSTueql0FhmRjjzO7Z8/f8769esnNrNPmr9R2exAcdmCynidrAiUgfMFZWRkcHtDMzIyFByN5LS0tLjZVCMjI9y/f58rGvby5UteY86fP5/ruhMYGIj+/fuja9euqFu3LmJiYniNmZ+fjy1btuDEiRNo2bKlyGytNLUQ5LkqW12ULtosEAjg5+dX5TGNjY1x4cIF1KlTB0eOHEF0dDSA4vo9fDqTAMVFe/n+H35JHh4eyMrKwoIFC2SWKTRjxgz4+Pjgxo0bXPbZuXPnEBYWxqv96/Tp0wEU19JYsGCBUL2WoqIiXLp0Ca1bt5ZqzMDAQHTv3p2rh5GcnIzRo0fDw8MD1tbWWLlyJRo2bCj1ajwA9O3bF0DxClzZGgHS1gORdcaIuFXRwMBAkWNfazcFd3d3uWXDde/eXeRY6e8lze9THnHOnTsXdevWLbfgrpOTE169eiXVmCEhIRg7dqzYVUddXV2MHz8eq1evlqrLT0BAACZMmIAFCxZAR0cHq1atwpw5cwCAe076+PhIFScAGBoaIiMjA8bGxvj48SOuXbsmVBgzNzdX5P25MmUL+NasWRMGBgaYMmWK0HFF1quRN3m8h5SVm5uLqKgobNu2DVevXpX6tcnDw4OrbZSfn48JEyZw3VALCgpkHm9VNGjQANnZ2TA1NYWJiQkuXryIVq1aISMjo8LuoxUZMWIE93nbtm2RmZmJlJQUmJiY8D6HHDNmDBwcHHDu3DkuwykmJgZeXl5KlUU2atQo5OTkYOfOnbh//z5mzZqFOnXqcJ1QpelkW7qW4YkTJ+Dr64ulS5fihx9+AFBcZ2v+/PlYunSpzH+Or508zu2nTp2KnJwcXLp0SWzxbknJKzvwa0RFjBXk7du35aZ/paWliXStUKQv1ao3OztbpFibNHr06FHufSoqKjh16pTEY1WH4obyIq7AoTh80hd///13TJkyBdra2jA1NcW1a9cgEAiwbt067N27V+IX79IxJiQkcG/kypxmqaOjg3///VfqCZDK7Nu3D6tWreK6UFlbW2PWrFmwt7eXuvhqyXMoLi4OP/zwg1Cx4pJU6JkzZ4pstaiIkZERYmNj0a5dOwDAvHnzEBcXxxVz3L17N/z9/XH79m2pYi2JsyLSFM4TCATQ0NCAg4MDVFVVy33c1/icr27evHkjdPvTp0+4fv06FixYgCVLlih8e5I8Cu6ampriyJEj5RZ7T0lJQe/evZGVlSXxmAKBAE+fPhXaJlWyxaUqXce8vb2RmJiI5cuXY//+/QgPD8fjx4+515M//vgDISEhuHLlisRjVrdOm/Igr/cQoHh78/bt2/HXX3+hYcOGcHFxwf/+9z+uSLgkqtvfSFbdFitSVFSE5ORkmJqaVqmxxOTJk3H69GmcPXsWR44cwZgxYxAZGclr27m8JCUlwcHBAbq6unjw4AHu3r0Lc3NzzJ8/H1lZWYiIiOA1ro2NDTZt2oQuXboIHf/3338xbtw47tyHVEye5/byKN5NKkYZOArSr18/HD9+XCTr4O7du7C3t8d///2noMhEBQcH4927dwCKV+zevXuHmJgYrlWvrFS1TbcsZ27luXqs7PT09Cr82flkN5SYOHEiOnTogKysLPTq1YvrrmJubo4lS5bwjpExJnLRVpU45cHY2Jj3ql5Zq1evxrRp0wAAgwcPxuDBg4Xuz83NhaOjI86dOyfVuCXPIU9PT6xZs0Ymk1+vX7+GoaEhdzsuLg59+vThbn///fd4+PAhr7ErmqC5efOmVGN9y8/56kZXV1fkWK9evVCrVi1Mnz4dV69eVUBU/2fIkCHIycnB8OHDcejQIXTv3h15eXno06cPnj17JvXkDQA8e/aswqyVGjVq4MWLF1LHWvZ/Xhbt4hcvXgwXFxf8+OOP0NbWRnh4uNBkcGhoKHr37i3VmMpy0a9IsnwPAYCnT58iLCwM27dvx9u3bzFs2DAUFBRg//79aNGihdTjVbe/0ZYtW7hMj0mTJqFu3bo4f/48BgwYINI5TlJTp06Fra0tRo8ejaKiInTr1g0XLlyApqYm/v77b7HZg5JYt24d3Nzc0LFjRzx69EgudcWqatq0afDw8MCKFSuEXkf69u3LuyMmANy/f19sp8mSiSIiGXme2+fl5XELAfr6+njx4gWsrKxga2vLq5tbiZycHGzfvp2bpPvuu+/g5eUl9hzgW0MTOAqira0NFxcXHDx4kGvVW9LCbdiwYQqO7v8UFRXhv//+4wpQaWlpYdOmTbzH8/LykuhxoaGhvL+HLChTWuqXVnoijDGGvn37Ytu2bVKlv5YnMDAQM2fORNu2bYWO9+zZEytXrpS4CHV1TLMMCQmBn58fV9SwKuSxRaM0WZ6Iy2M7RXmqkv4vj+e8PNopk/IZGhryLoIva7IuuNuoUSPcvHmz3OzcpKQkXkVSraysKp24lLagq4GBAc6ePYs3b95AW1tbJKNt9+7dvFuzf8tk+R7i7OyMs2fPol+/fggJCYGTkxNUVVWrdH5XnRQWFmLp0qXw8vJC48aNAQCurq5wdXWt0rh79uzhtlHFxsbiwYMHSElJQWRkJObNmyfxooq4Ir4uLi74999/MXz4cKioqHCPUZYivgkJCdiyZYvI8UaNGuHp06e8x/3+++8xffp0REZGcotBz549w6xZs9C+fXve435r5HluL4/i3QkJCXB0dISGhgb3dw4ODsaSJUtw7NgxtGnTpspxV2e0hUpBPnz4AAcHBzRu3BjR0dG4desW7O3t4ebmJtOsFllQV1fHnTt3ZNLpRSAQwNTUFHZ2dhWuJO3bt0/qsXv06FHhiag0W6jI/9HR0UFiYqJMOuioqqqK7W706tUr1K9fX2myZeRBX18f79+/R2FhITQ1NUUmLaS5SJLHFg1AtM5EeaTZRiSP7RRlySL9Xx769OmD7t27w9fXF0Bx/Z82bdoI1f8ZP348r/o/37KyXRwZY3jy5AmCgoJQWFioVOnafn5+WLlyJczMzHDmzBkYGxvzGmfy5Mk4c+YMrly5IpK5++HDB7Rv3x49evTA2rVrJR5TIBAgJCSk0tXMUaNG8YqZVF3ZbeV5eXkyeQ+pUaMGfHx84O3tLbQltmbNmkhMTOSVgVPdaGtr4+bNm1WeDCtNXV0daWlpaNy4McaNGwdNTU2EhIQgIyMDrVq1kngbS0l2cmWUKcu4fv36OHr0KOzs7ITOG48fPw4vLy/embZpaWkYPHgwUlNTudfPhw8fwtLSEvv371eqkhPViSzP7Xfu3InCwkJ4eHjg6tWrcHJyQnZ2NmrVqoWwsDD89NNPUo/ZtWtXWFhYYOvWrVyiQ2FhIcaMGYP09HScPXu2ynFXZ5SBoyAaGhpcavWwYcNw9uxZuLu7Y+XKlYoOTYQsW/V6e3sjKioKGRkZ8PT0xIgRI6q8dapE2X3hnz59wo0bN3Dz5k06AVUSJSmaZSUmJvL+P9ixYwe0tbUxdOhQoeO7d+/G+/fvleZvHxISIrOx5LFFAxC/NaWq5LGdApB9+r88yKud8reudevWUFFREVkE6Nixo8KzNwH5FNydP38+9u7dCysrK/zyyy9o1qwZgOLaNxs2bEBRURHmzZsndayurq68WoWTL0OW7xulxcfHY/v27Wjbti2sra0xcuTIKmefVDf29vaIi4uT6QSOoaEhbt++DSMjIxw5cgQbN24EUNxeuaLaamWVLuJbXQwYMACBgYHYtWsXgOLJpaysLPj6+lapVo+FhQWSkpJw/PhxpKSkACiu9efg4EDbnpWEPIp3JyQkCE3eAMUTz7Nnz+ZqKn7LKAPnCxI38/7kyRP06tUL/fv3R1BQEHdcWQqvAsCRI0cwZ84cLF68GG3btuU6CpSQNtaCggLs3bsXoaGhOH/+PPr164fRo0ejd+/ecnkxXrRoEd69e4fffvtN5mN/C2QxS1+yivjmzRvUrl1bpGPMu3fvMGHCBGzYsEHqsa2srLB582aRItZxcXEYN26c0mypkIcVK1ZgyZIl3BaNR48eIS4ujksJVyblbafIzs6Gtra20KROZUqn/7u5uXHp/8q2eqyuro579+5xq4ZdunRBnz59uAvtBw8ewNbWliscSySTmZkpdFsgEKBevXq8O9nJmryKuWZmZsLb2xtHjx7lJq9UVFTg6OiIDRs2SL3IUl5GJPl25OXlISYmBqGhobh8+TKKiooQHBwMLy8vmdRDUmabNm1CQEAA3NzcxJ7b8tmatGjRIoSEhMDIyAjv379Hamoq1NTUEBoaiq1bt+LChQuyCl/pvHnzBkOGDEFCQgJyc3PRsGFDPH36FD/88AP++ecfkd8vUSxZZuCUlEco3bkUKM4OXblyJRYuXCj1mIaGhoiMjBRZ4Dt69Cjc3d3x7NmzKsVc3dEEzhckEAjETlCUPhFTtsKrgHAqZ1Vb9ZaVmZmJsLAwREREoLCwELdu3ZL53vi0tDS0b99e6n38pJiOjg6SkpKqlIEVHh4Oxhi8vLxEUvZLuhuVtIeUlrq6OlJSUkRW0R48eABra2t8+PCBd9xVVbrbXGWp03wnbWW1RaM6qS7p/6ampoiMjES3bt3w8eNH6OnpITY2liu4nZycjB9//JFem4hUXr9+jbS0NDDGYGlpybu7jbguVER5Xbt2DTVr1oStrS0A4MCBA9ixYwdatGiBRYsWSTUJLs7du3exfft2REZGIicnB7169RJbi+VrUdE2paqc2+7ZswcPHz7E0KFDucWU8PBw6Onp8S48HBcXh99++40r5tqiRQvMmjULXbt25TWePJ07dw6JiYl49+4d2rRpAwcHB17j9O3bF1FRUdz5YlBQECZMmMAVNH716hW6du3Kq4Mlkc25fQl5lEfw8fHBvn378Ntvv3H1Mc+dO4dZs2bhf//7n9yyE6sL2kL1BVXHwquAfOMumdRijMlt0urChQtKszJbHZRN/8/Pz8eECRNEVk+kSf8v2cbUpEkTdOrUSWZFa4HifddJSUkiEziJiYmoW7euzL4PH/r6+tybWnkdAPhMhMpji0Z1Ul3S//v27Qs/Pz+u/o+mpqbQCXdSUhKaNm2qwAirFyoKXUxfX18m9Z2q4zaNb9n48ePh5+cHW1tbpKen46effoKLiwu3XbiqFzTNmjXDihUrsGzZMsTGxirFdkR5ktf//5AhQ0SOVWUr986dO+Hp6QkXFxf4+PgAKL6Qtbe3R1hYWJU6PMlD586d0blz5yqPc/ToURQUFHC3ly5dimHDhnETOIWFhV91hrWsyePcvoQ8yiP89ttvUFFRgbu7OwoLCwEUn+t6e3sL7Vj5VtEEzhdUUcvb0qRtfytvksYtqdJbqOLj49G/f3+sX78eTk5OEhduE6fsi1NJYcuEhAQsWLCgqmF/M8rWQSm9t7WqSv8v5efn4+PHj0L388lCGT58OHx8fKCjo4Nu3boBKF6tmjJlisIv6k+dOsW9eclyIrTs32j48OEyG7s66NixIzp27IiQkBAu/X/69On4/Pkzjh8/DmNjY6VI/5dX/Z9vVWBgILp3785N4CQnJ2P06NFCRaEbNmxINYXIVyk1NZWr9bd79278+OOP+PPPP3Hu3Dm4urrKbEVaVVUVgwYNwqBBg2Qy3rckMDCwwvv5bCVZsmQJVqxYgWnTpnHHfHx8EBwcjMWLFyt8AkdeE+tlN4jQhpGqkce5fUl5BBUVFZGOhqXLI/BRq1YtrFmzBsuWLcP9+/cBAE2bNhXZpvWtoi1USqIq7W/lrbJK3yUXzZKYOHEioqOjYWxsDC8vL7i5ufEucFVW2boDJXURevbsiU6dOlHbUiXw/v17zJ49G7t27RLb5prP//3Hjx8xcuRI7N69myt29vnzZ7i7u2PTpk1VTisn1YMyp//Lsv7Pt8zIyAixsbFcAcN58+YhLi6O6zq1e/du+Pv7U0o9+SrVrl0bV69ehaWlJVc7ccqUKcjKykKzZs0Uul24OpLHZIudnZ3Q7U+fPiEjIwM1atRA06ZNce3aNanHVFNTw61bt0S6LaWlpcHGxgb5+flSjylL8uq2WHaLZ9maLc+ePUPDhg2V6nrpWyPP8gikYjSBo2DK2v62NHFZMWVnWaUZy8TEBHZ2dhUWLJYmhW/16tVCKxNl5ebmwsnJCefOnZN4TCIfkyZNwunTp7F48WKMHDkSGzZswKNHj7B582YEBQXBzc2N99ipqalITEyEhoYGbG1tYWpqKsPIZSMnJweXL1/G8+fPRdK33d3dFRTV16WoqIhL/1eWCRwiG1QUmnzLevbsCWNjYzg4OGD06NG4ffs2LCwsEBcXh1GjRuHBgweKDrFakcdkizhv376Fh4cHBg8ejJEjR0r99RYWFpg1axbGjx8vdHzTpk1YtWoV7t27J5M4+ZLXxLqqqiqePn2KevXqARCt2UITOMojLi5O5uUR8vLyEBQUhJMnT4o9Z05PT5fZ96qOaAuVAlSH9relvX79Wuj2p0+fcP36dSxYsABLliyRaix3d3eZd5qaO3cu6tatK/YCOC8vD05OTmKzPciXFxsbi4iICHTv3h2enp7o2rUrLCwsYGpqij/++KNKEzhWVlawsrKSYbSyFRsbCzc3N7x7906kE1fJPl9SdZT+//UyNDRERkYGjI2N8fHjR1y7dg0BAQHc/bm5uTI9gSREmYSEhMDNzQ379+/HvHnzuIyMPXv2cEU+ieSuX78ucqz0ZIus1K5dGwEBAXB2duY1gTNjxgz4+Pjgxo0bQsVcw8LCsGbNGpnFydfr169haGjI3Y6Li0OfPn24299//z0ePnwo9biMMXh4eHBbr8rWbCldH4coVpMmTfDkyZNy7zcxMZF6zDFjxiAuLg4jR46EkZERtYwvgzJwvrDq0v5WEnFxcZg+fTquXr2q0Dj27NmDkSNHIiYmRqjt47t37+Dk5ITnz58jLi4ORkZGCoySAIC2tjZu374NExMTNG7cGHv37kX79u2RkZEBW1tbvHv3jte4//33Hw4ePIisrCyRujrBwcGyCL3KrKys0LdvXyxdupT28BLCg7e3NxITE7mi0OHh4Xj8+DG3Be2PP/5ASEgIrly5ouBICfly8vPzufNIUnXJyclwdnaWaUZTfHw8nJ2dRRZEJbVv3z6sWrWK60JlbW2NWbNmwd7eXuHlAeTVbbFsWYTy7NixQ+qYiWyV12W5BJ8sKT09PRw6dEgmBbG/RpSB84UdPnxYbPvb6sjQ0FApKsAPGTIEOTk5GD58OA4dOoTu3bsjLy8Pffr0wbNnz2jyRomYm5sjIyMDJiYmaN68OXbt2oX27dsjNjaW6ywgrZMnT2LAgAEwNzdHSkoKbGxs8ODBAzDG0KZNG9n+AFXw6NEj+Pj40OQNITxRUWhCRFGXTdl68+YN3rx5w+tr165dK3S7pJlGZGSkUFaKJEqXBxg8eLBIVlBubi4cHR0VXh5AXt0WaWKm+iibzVayUyM4OFjqnRol9PX1eXew+hZQBs4XdvHiRWzfvh0xMTFC7W+NjIyUNgMnKSlJ6HbJG1JQUBAKCwu5fa6KtmLFCixZsgQHDhzAwoUL8ejRI8TFxaFx48aKDo38f6tXr4aqqip8fHxw4sQJODs7gzGGT58+ITg4WKQNtiTat2+PPn36ICAggCtyV79+fS7DzdvbWw4/ifRcXFzg6uqKYcOGKToUQqo1KgpNvhV16tRBamoqDAwMuI4v5ZE2w+FbV9FkS0mHL2mV1GcpUbqZxpw5c6TqjqihoYHNmzeXWx6gd+/eePXqFVJSUqSOU5ZevnwJFxcXxMfHcxPrpSeb7O3t0bFjR94X8qT6OnToEFauXIkzZ85I/bU7d+7EgQMHEB4eTgufYtAEjoLk5eVx7W8vX76MoqIiBAcHw8vLSyna35ZWkhpX9l+lY8eOCA0NRfPmzRUUmSg/Pz+sXLkSZmZmOHPmDFfskiinzMxMXL16FRYWFjA3N+eVCqyjo4MbN26gadOm0NfXR3x8PL777jskJiZi4MCBCi3sWLqI7osXLxAYGAhPT0/Y2tqKpLuX3v5HCCGEhIeHw9XVFWpqaggPD6/wsaNGjfpCUX0dZDnZIg/VrTwATayTstLS0tCqVSvk5eVJ/bV2dna4f/8+GGMwMzMTOWeWVZHx6oomcJSAMre/BYovsksreZNTlrRdFxcXodv//PMPWrVqhUaNGgkdl6azFZEteXYKa9CgAU6fPg1ra2u0aNECQUFBGDBgABITE9G5c2fedXVkQVwHN3FUVFSokwIhhBBCONu2bcOUKVOEygM4OTnh6dOniIuLQ8OGDRUdIiF4+/at0O2SbLZFixYhJSUFN27ckHrM0g0KxPH395d6zK8J1cBRAs2aNcOKFSuwbNkyrv2tMlHGdsyl6erqCt0ePny4giIh5ZFHp7DAwEDMmDEDHTt2RHx8PKytrdG3b1/MmDEDycnJ2Lt3Lzp27CirH4GXsm0PCSGEEPJ18fLykuhx0p7fjxkzBtnZ2Rg4cCBXHuDx48c0eUOUip6ensj2TsYYjI2NERUVxWvMb32CpjKUgUMkcuXKFZw+fRrPnz8XuShVli4/RHnJIxVYVVUVT548wbt37/Du3Tu0bNkSeXl5mDFjBs6fPw9LS0sEBwcr/QQkIYQQUp7KOrwAxVmchYWFXyiir0N+fj7WrVtX7rmtNFs0BAIBTE1NYWdnJ1JuoLR9+/bxipXKAxBlFhcXJ3S7ZKeGhYUFatSgXBF5oN8qqdTSpUsxf/58NGvWDIaGhkInEpWdVBACyKdTWMlJkrm5OXdMS0sLmzZtkmnsVXXhwgW8evUK/fv3545FRETA398feXl5GDRoENatWwc1NTUFRkkIIUQZVXTRf+HCBaxdu5ayPXkYPXo0jh07hiFDhqB9+/ZVOp/19vZGVFQUMjIy4OnpiREjRlS5g07Z8gA1a9aEgYGBSLMHKg9AFO3z58/o0aOH2Ps2bNiASZMmSTQOFW2XHGXgkEoZGhpi+fLl8PDwUHQopJqTZacwgUCAZ8+eoV69enKIVHb69OmD7t27w9fXFwCQnJyMNm3awMPDA9bW1li5ciXGjx+PRYsWKTZQQggh1cLdu3fh5+eH2NhYuLm5ITAwkLJNpaSrq4t//vkHnTt3lsl4BQUF2Lt3L0JDQ3H+/Hn069cPo0ePRu/evXlNDnl6ekr0OGq3TRRNX18fJ06cQNu2bYWOr1mzBgsWLBCpkVMeKtouOZrAIZUyMjLC2bNnYWlpqehQyFdAVqnAAoEAurq6lZ4YKXqW3sjICLGxsWjXrh0AYN68eYiLi0N8fDwAYPfu3fD398ft27cVGSYhhBAl9/jxY/j7+yM8PByOjo5YtmwZbGxsFB1WtdSiRQtER0ejZcuWMh87MzMTYWFhiIiIQGFhIW7dusWryyYh1cG2bdswd+5cnD17lutMvGrVKgQGBuLvv/9G165dFRzh14e2UJFKTZs2DRs2bEBISIiiQyHVlLxSgQMCAkSKWCub169fw9DQkLsdFxeHPn36cLe///57PHz4UBGhEUIIqQbevHmDpUuXYt26dWjdujVOnjxJF0VVtGrVKvj6+mLTpk0yz14qqVvEGKMOk+SrV1Js28HBAfHx8YiJicHSpUt5ZbhJmq1Tu3ZtPqF+NWgCh1Rq5syZ6NevH5o2bYoWLVqgZs2aQvfT/ltSGXl1CnN1dUX9+vVlMpa8GBoaIiMjA8bGxvj48SOuXbsm1B4xNzdX5DlFCCGEAMVbj5cvX44GDRogKioKAwcOVHRIX4V27dohPz8f5ubm0NTUFHkfljZ7t/QWqvj4ePTv3x/r16+Hk5MTBAKBLEMnROnMnj0br169Qrt27VBUVISjR4/y6gQrrqNVaYwxqKiofPMTozSBQyrl4+OD06dPo0ePHqhbty4VLiZSk8ce7eryf9i3b1/4+flh+fLl2L9/PzQ1NYVWTpOSktC0aVMFRkgIIURZ+fn5QUNDAxYWFggPDy+3NgQtpkln+PDhePToEZYuXSrSoENaEydORHR0NIyNjeHl5YWoqCgYGBjIMFpClMvatWtFjjVq1Aiampro1q0bLl++jMuXLwMovo6U1OnTp7nPGWPo27cvtm3bhkaNGlU96K8I1cAhldLR0UF0dDT69eun6FAI4QgEAjx9+lTpM3BevnwJFxcXxMfHQ1tbG+Hh4Rg8eDB3v729PTp27IglS5YoMEpCCCHKyMPDQ6LJBSpmKx1NTU1cuHABrVq1qvJYAoEAJiYmsLOzq/BvRZNs5GvRpEkTiR6noqKC9PR03t9HR0cHiYmJQh1nCWXgEAnUqVOHMgSI0qkubVMNDAxw9uxZvHnzBtra2lBVVRW6f/fu3VTckBBCiFhhYWGKDuGr1Lx5c3z48EEmY7m7u1ebrGBCZCEjI0PRIXzTKAOHVGrHjh04cuQIduzYAU1NTUWHQwghhBBCCG/Hjh1DQEAAlixZAltbW5EaON96kVRCpPXy5UsAkOn2QcrAEY8mcEil7OzscP/+fTDGYGZmJvImd+3aNQVFRgghhBBCiHRKCguXzZyhIqmESC4nJwfz5s1DTEwMXr9+DQDQ19eHq6srfv31V+jp6VVpfB0dHSQlJUm8ZetbQVuoSKUGDRqk6BAIIYQQQgiRidLFUgkh0svOzsYPP/yAR48ewc3NDdbW1gCA27dvIywsDCdPnsT58+ehr68v8ZguLi5Ct/Pz8zFhwgRoaWkJHf/W60lRBg4hhBBCCCGEEEIkMnXqVJw8eRInTpyAoaGh0H1Pnz5F7969YW9vj9WrV0s8pqenp0SP+9aLttMEDiGEEEIIIeSrlpSUBBsbGwgEAiQlJVX42JYtW36hqAipnszMzLB582Y4OjqKvf/IkSOYMGECHjx48GUD+wbQBA4Rq06dOkhNTYWBgQH09fUrrK6fnZ39BSMjhBBCCCFEOgKBAE+fPkX9+vUhEAigoqICcZdBVAOHkMqpqanh/v37aNy4sdj7//vvP1hYWCA/P/8LR/b1oxo4RKzVq1dDR0cHABASEqLYYAghhBBCCKmCjIwM1KtXj/ucEMKfgYEBHjx4UO4ETkZGBurUqfOFo/o2UAYOIYQQQgghhBBCJOLl5YX79+/j+PHjqFWrltB9BQUFcHR0hLm5OUJDQxUU4deLJnCIRD5//oy0tDQ8f/4cnz9/FrqvW7duCoqKEEIIIYQQ6d27dw+nT58We267cOFCBUVFSPXw33//oV27dlBTU8OkSZPQvHlzMMZw584d/P777ygoKEBCQgKMjY0VHepXhyZwSKUuXryIn3/+GZmZmSJ7hWmfMCGEEEIIqU62bt0Kb29vGBgYoEGDBkK1HlVUVHDt2jUFRkdI9ZCRkYGJEyfi2LFj3DWiiooKevXqhfXr18PCwkLBEX6daAKHVKp169awsrJCQEAAjIyMRAoa6+rqKigyQgghhBBCpGNqaoqJEyfC19dX0aEQUu29fv0a9+7dAwBYWFhQ7Rs5owkcUiktLS0kJibSLCohhBBCCKn2ateujRs3bsDc3FzRoRBCiFQEig6AKL8OHTogLS1N0WEQQgghhBBSZUOHDsWxY8cUHQYhhEiN2ogTsZKSkrjPJ0+ejBkzZuDp06ewtbVFzZo1hR7bsmXLLx0eIYQQQgghElu7di33uYWFBRYsWICLFy+KPbf18fH50uERQohEaAsVEUsgEEBFRUWkaHGJkvuoiDEhhBBCCFF2TZo0kehxKioqSE9Pl3M0hBDCD03gELEyMzMlfqypqakcIyGEEEIIIYQQQghN4BBCCCGEEEK+WUVFRUhOToapqSn09fUVHQ4hhJSLihiTSoWHh+PQoUPc7dmzZ0NPTw+dOnWSKlOHEEIIIYQQRZs6dSq2b98OoHjyplu3bmjTpg2MjY1x5swZxQZHCCEVoAkcUqmlS5dCQ0MDAHDhwgWsX78eK1asgIGBAaZNm6bg6AghhBBCCJHcnj170KpVKwBAbGwsHjx4gJSUFEybNg3z5s1TcHSEEFI+2kJFKqWpqYmUlBSYmJjA19cXT548QUREBG7duoXu3bvjxYsXig6REEIIIYQQiairqyMtLQ2NGzfGuHHjoKmpiZCQEGRkZKBVq1Z4+/atokMkhBCxKAOHVEpbWxuvXr0CABw7dgy9evUCUPzm9+HDB0WGRgghhBBCiFQMDQ1x+/ZtFBUV4ciRI9y57fv376Gqqqrg6AghpHw1FB0AUX69evXCmDFjYGdnh9TUVPTt2xcAcOvWLZiZmSk2OEIIIYQQQqTg6emJYcOGwcjICCoqKnBwcAAAXLp0Cc2bN1dwdIQQUj6awCGV2rBhA+bPn4+HDx/ir7/+Qt26dQEAV69exfDhwxUcHSGEEEIIIZJbtGgRbGxs8PDhQwwdOhRqamoAAFVVVfj5+Sk4OkIIKR/VwCGEEEIIIYQQQghRcpSBQyT2/v17ZGVl4ePHj0LHW7ZsqaCICCGEEEIIkV5eXh7i4uLEntv6+PgoKCpCCKkYZeCQSr148QIeHh44cuSI2PuLioq+cESEEEIIIYTwc/36dfTt2xfv379HXl4e6tSpg5cvX0JTUxP169dHenq6okMkhBCxqAsVqdTUqVPx5s0bXLp0CRoaGjhy5AjCw8NhaWmJgwcPKjo8QgghhBBCJDZt2jQ4Ozvj9evX0NDQwMWLF5GZmYm2bdvit99+U3R4hBBSLsrAIZUyMjLCgQMH0L59e9SuXRsJCQmwsrLCwYMHsWLFCsTHxys6REIIIYQQQiSip6eHS5cuoVmzZtDT08OFCxdgbW2NS5cuYdSoUUhJSVF0iIQQIhZl4JBK5eXloX79+gAAfX19vHjxAgBga2uLa9euKTI0QgghhBBCpFKzZk0IBMWXQfXr10dWVhYAQFdXFw8fPlRkaIQQUiEqYkwq1axZM9y9exdmZmZo1aoVNm/eDDMzM2zatAlGRkaKDo8QQgghhBCJ2dnZ4cqVK7C0tMSPP/6IhQsX4uXLl4iMjISNjY2iwyOEkHLRFipSqZ07d6KwsBAeHh64evUqnJyckJ2djVq1aiEsLAw//fSTokMkhBBCCCFEIgkJCcjNzUWPHj3w/PlzuLu74/z587C0tERoaChatWql6BAJIUQsmsAhUnv//j1SUlJgYmICAwMDRYdDCCGEEEIIIYR89agGDpGampoaBAIBVFVVFR0KIYQQQgghhBDyTaAaOKRSU6dOha2tLUaPHo2ioiJ069YNFy5cgKamJv7++290795d0SESQgghhBAiETs7O6ioqIgcV1FRgbq6OiwsLODh4YEePXooIDpCCCkfZeCQSu3Zs4fbCxwbG4sHDx4gJSUF06ZNw7x58xQcHSGEEEIIIZJzcnJCeno6tLS00KNHD/To0QPa2tq4f/8+vv/+ezx58gQODg44cOCAokMlhBAhVAOHVEpdXR1paWlo3Lgxxo0bB01NTYSEhCAjIwOtWrXC27dvFR0iIYQQQgghEhk7dixMTEywYMECoeO//vorMjMzsXXrVvj7++PQoUNISEhQUJSEECKKMnBIpQwNDXH79m0UFRXhyJEj6NWrF4DiYsZUB4cQQgghhFQnu3btwvDhw0WOu7q6YteuXQCA4cOH4+7du186NEIIqRBN4JBKeXp6YtiwYbCxsYGKigocHBwAAJcuXULz5s0VHB0hhBBCCCGSU1dXx/nz50WOnz9/Hurq6gCAz58/c58TQoiyoCLGpFKLFi2CjY0NHj58iKFDh0JNTQ0AoKqqCj8/PwVHRwghhBBCiOQmT56MCRMm4OrVq/j+++8BAFeuXMG2bdswd+5cAMDRo0fRunVrBUZJCCGiqAYOIYQQQggh5Jvyxx9/YP369dw2qWbNmmHy5Mn4+eefAQAfPnzgulIRQoiyoAkcUqnAwMAK71+4cOEXioQQQgghhBBCCPk20QQOqZSdnZ3Q7U+fPiEjIwM1atRA06ZNce3aNQVFRgghhBBCCCGEfBuoBg6p1PXr10WOvX37Fh4eHhg8eLACIiKEEEIIIURyderUQWpqKgwMDKCvrw8VFZVyH5udnf0FIyOEEMlRBg7hLTk5Gc7Oznjw4IGiQyGEEEIIIaRc4eHhcHV1hZqaGsLDwyt87KhRo75QVIQQIh2awCG8xcfHw9nZGa9fv1Z0KIQQQgghhBBCyFeNtlCRSq1du1boNmMMT548QWRkJPr06aOgqAghhBBCCJHc27dvJXpc7dq15RwJIYTwQxk4pFJNmjQRui0QCFCvXj307NkTc+bMgY6OjoIiI4QQQgghRDICgaDC2jeMMaioqKCoqOgLRkUIIZKjDBxSqYyMDEWHQAghhBBCSJWcPn2a+5wxhr59+2Lbtm1o1KiRAqMihBDJUQYOIYQQQggh5Jujo6ODxMREmJubKzoUQgiRCGXgkHJ5eXlJ9LjQ0FA5R0IIIYQQQgghhHzbaAKHlCssLAympqaws7MDJWoRQgghhBBCCCGKQxM4pFze3t6IiopCRkYGPD09MWLECNSpU0fRYRFCCCGEECITFRU1JoQQZUM1cEiFCgoKsHfvXoSGhuL8+fPo168fRo8ejd69e9MbHiGEEEIIqTZcXFyEbsfGxqJnz57Q0tISOr53794vGRYhhEiMJnCIxDIzMxEWFoaIiAgUFhbi1q1b0NbWVnRYhBBCCCGEVMrT01Oix+3YsUPOkRBCCD+0hYpITCAQQEVFBYwxFBUVKTocQgghhBBCJEYTM4SQ6k6g6ACIcisoKEBUVBR69eoFKysrJCcnY/369cjKyqLsG0IIIYQQQggh5AuhDBxSrokTJyI6OhrGxsbw8vJCVFQUDAwMFB0WIYQQQgghhBDyzaEaOKRcAoEAJiYmsLOzq7BgMRV6I4QQQgghhBBC5IsycEi53N3dqdMUIYQQQgghhBCiBCgDhxBCCCGEEEIIIUTJURFjQgghhBBCCCGEECVHEziEEEIIIYQQQgghSo4mcAghhBBCCCGEEEKUHE3gEEIIIYQQQgghhCg5msAhhBBCCCGEEEIIUXI0gUMIIYQQQgghhBCi5GgChxBCCCGEEEIIIUTJ0QQOIYQQQgghhBBCiJL7f9SeLHWYd1+yAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Berapa rata-rata harga untuk per orang"
      ],
      "metadata": {
        "id": "tCzCEfG9nrUu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "listing['price_pp'] = listing.price/listing.accommodates\n",
        "print('Rata-rata harga per orang adalah {} yen.'.format(round(listing['price_pp'].mean())))"
      ],
      "metadata": {
        "id": "tbwFA7IknnN8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "02a45cff-5ce5-4759-c6e7-6655108080e1"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Rata-rata harga per orang adalah 5834 yen.\n"
          ]
        }
      ]
    }
  ]
}