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Python task on Economic Freedom of the World-2019

Python task on Economic Freedom of the World-2019

  • 23rd Nov, 2021
  • 23:57 PM

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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import random\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "import seaborn as sns\n",
        "\n"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
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      "cell_type": "code",
      "metadata": {
        "id": "vQX8HtmSPg-7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# importing data into dataframes\n",
        "\n",
        "df = pd.read_csv(\"Economic Freedom of the World-2019-master-index-data-for-researchers.csv\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
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          "base_uri": "https://localhost:8080/",
          "height": 272
        }
      },
      "source": [
        "# checking shape of dataframe\n",
        "\n",
        "print(\"Our data have {} rows and {} columns.\".format(df.shape[0], df.shape[1]))\n",
        "print()\n",
        "print(\"Data sample is as follows:\")\n",
        "df.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Our data have 3888 rows and 9 columns.\n",
            "\n",
            "Data sample is as follows:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "    \n",
              "  \n",
              "
YearISO_CodeCountriesEconomic Freedom ScoreSize of GovernmentLegal System & Property RightsSound MoneyFreedom to trade internationallyRegulation
02017ALBAlbania7.677.535.069.658.347.78
12016ALBAlbania7.647.885.079.558.217.47
22015ALBAlbania7.647.905.009.598.117.60
32014ALBAlbania7.597.884.679.638.217.55
42013ALBAlbania7.397.814.549.697.717.20
\n",
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            "text/plain": [
              "   Year ISO_Code  ... Freedom to trade internationally  Regulation\n",
              "0  2017      ALB  ...                             8.34        7.78\n",
              "1  2016      ALB  ...                             8.21        7.47\n",
              "2  2015      ALB  ...                             8.11        7.60\n",
              "3  2014      ALB  ...                             8.21        7.55\n",
              "4  2013      ALB  ...                             7.71        7.20\n",
              "\n",
              "[5 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AvBTcXl4S4d5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "77a41d11-253c-4d54-8e8c-715d0a49bada"
      },
      "source": [
        "# No. of countires present in our data\n",
        "print(\"We have data of {} countries in our dataset.\".format(len(df[\"Countries\"].unique().tolist())))"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "We have data of 168 countries in our dataset.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MKYPpif9SQ9c",
        "colab_type": "text"
      },
      "source": [
        "__Preprocessing:__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yqsJlrj6USYK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bc80548a-c695-4660-f6cf-af8300c1cd51"
      },
      "source": [
        "#check for present of any duplicate rows in our dataset\n",
        "df.duplicated().any()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vsQpHEjOUyyn",
        "colab_type": "text"
      },
      "source": [
        "No duplicate entry is present."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4LU28IC4U7oS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "406b6be6-eab0-46d5-9145-9f6e04659f86"
      },
      "source": [
        "# dropping irrelevant columns like \"Year\", \"ISO_Code\"\tand \"Countries\" from our dataset for further analysis\n",
        "\n",
        "columns= [\"Year\", \"ISO_Code\", \"Countries\"]\n",
        "\n",
        "df= df.drop(columns, axis=1)\n",
        "\n",
        "df.head()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "
Economic Freedom ScoreSize of GovernmentLegal System & Property RightsSound MoneyFreedom to trade internationallyRegulation
07.677.535.069.658.347.78
17.647.885.079.558.217.47
27.647.905.009.598.117.60
37.597.884.679.638.217.55
47.397.814.549.697.717.20
\n",
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"
            ],
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              "   Economic Freedom Score  ...  Regulation\n",
              "0                    7.67  ...        7.78\n",
              "1                    7.64  ...        7.47\n",
              "2                    7.64  ...        7.60\n",
              "3                    7.59  ...        7.55\n",
              "4                    7.39  ...        7.20\n",
              "\n",
              "[5 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ugBRI1TcR6Xe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        },
        "outputId": "e68a4668-4c47-4cad-ac6a-93d9eb5f2f39"
      },
      "source": [
        "# check for missing values\n",
        "\n",
        "df.isnull().any()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Economic Freedom Score              True\n",
              "Size of Government                  True\n",
              "Legal System & Property Rights      True\n",
              "Sound Money                         True\n",
              "Freedom to trade internationally    True\n",
              "Regulation                          True\n",
              "dtype: bool"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TZv4yLGmSEiv",
        "colab_type": "text"
      },
      "source": [
        "We have missing or NAN values present in our data."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eTvZYHk8SgCy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "outputId": "590e850f-8747-42fe-8b5b-f5c4c6a38864"
      },
      "source": [
        "# number of missing data\n",
        "df.info()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "RangeIndex: 3888 entries, 0 to 3887\n",
            "Data columns (total 6 columns):\n",
            " #   Column                            Non-Null Count  Dtype  \n",
            "---  ------                            --------------  -----  \n",
            " 0   Economic Freedom Score            3159 non-null   float64\n",
            " 1   Size of Government                3151 non-null   float64\n",
            " 2   Legal System & Property Rights    3113 non-null   float64\n",
            " 3   Sound Money                       3163 non-null   float64\n",
            " 4   Freedom to trade internationally  3125 non-null   float64\n",
            " 5   Regulation                        3132 non-null   float64\n",
            "dtypes: float64(6)\n",
            "memory usage: 182.4 KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KqIVh_JXSZTB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# filling missing rows with the respective mean of the columns\n",
        "\n",
        "df[\"Economic Freedom Score\"] = df[\"Economic Freedom Score\"].fillna(df[\"Economic Freedom Score\"].mean())\n",
        "df[\"Size of Government\"] = df[\"Size of Government\"].fillna(df[\"Size of Government\"].mean())\n",
        "df[\"Legal System & Property Rights\"] = df[\"Legal System & Property Rights\"].fillna(df[\"Legal System & Property Rights\"].mean())\n",
        "df[\"Sound Money\"] = df[\"Sound Money\"].fillna(df[\"Sound Money\"].mean())\n",
        "df[\"Freedom to trade internationally\"] = df[\"Freedom to trade internationally\"].fillna(df[\"Freedom to trade internationally\"].mean())\n",
        "df[\"Regulation\"] = df[\"Regulation\"].fillna(df[\"Regulation\"].mean())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NQ3kHUUeSLbj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        },
        "outputId": "a5832ee8-57b8-4cd1-89f7-9dee6e341a9d"
      },
      "source": [
        "# again check for missing values\n",
        "\n",
        "df.isnull().any()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Economic Freedom Score              False\n",
              "Size of Government                  False\n",
              "Legal System & Property Rights      False\n",
              "Sound Money                         False\n",
              "Freedom to trade internationally    False\n",
              "Regulation                          False\n",
              "dtype: bool"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FINWY2RGV7UF",
        "colab_type": "text"
      },
      "source": [
        "Greatjob! All the missing or NAN values have been treated."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JLPO9bZ6bnse",
        "colab_type": "text"
      },
      "source": [
        "__Descriiptive Statistics:__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4DrRFFb6bsrs",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "eb7a8a0d-465f-4a5a-9c43-c943948aa5f3"
      },
      "source": [
        "df.describe()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "
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              "        vertical-align: top;\n",
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              "    \n",
              "  \n",
              "
Economic Freedom ScoreSize of GovernmentLegal System & Property RightsSound MoneyFreedom to trade internationallyRegulation
count3888.0000003888.0000003888.0000003888.0000003888.0000003888.000000
mean6.5393386.3267665.1790147.7064276.8179426.697110
std1.0129061.1328501.5324441.6696511.4278891.069881
min1.8400001.3900000.9300000.0000000.0000002.100000
25%6.0775005.7300004.2400006.9400006.3900006.270000
50%6.5393386.3267665.1790147.7064276.8179426.697110
75%7.2100006.9900005.9200009.0900007.7200007.332500
max9.12000010.0000009.1400009.93000010.0000009.460000
\n",
              "
"
            ],
            "text/plain": [
              "       Economic Freedom Score  ...   Regulation\n",
              "count             3888.000000  ...  3888.000000\n",
              "mean                 6.539338  ...     6.697110\n",
              "std                  1.012906  ...     1.069881\n",
              "min                  1.840000  ...     2.100000\n",
              "25%                  6.077500  ...     6.270000\n",
              "50%                  6.539338  ...     6.697110\n",
              "75%                  7.210000  ...     7.332500\n",
              "max                  9.120000  ...     9.460000\n",
              "\n",
              "[8 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h23AJxJfSMLx",
        "colab_type": "text"
      },
      "source": [
        "__Data Visualization:__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HMdXi6Wlnbig",
        "colab_type": "code",
        "outputId": "adbb877f-85bf-46c1-ffd1-5c7d68b31aa8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        }
      },
      "source": [
        "sns.distplot(df[\"Economic Freedom Score\"])"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Th0uT6VnnQa8",
        "colab_type": "code",
        "outputId": "253c4c32-9ec5-4600-b084-46453ed574b6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        }
      },
      "source": [
        "sns.distplot(df[\"Size of Government\"])"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ujqmprY3QBJT",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "82ac4cc6-228c-4aa6-ab9e-3afa124e6d4a"
      },
      "source": [
        "sns.distplot(df[\"Legal System & Property Rights\"])"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5zRcS7MznZhJ",
        "colab_type": "code",
        "outputId": "85934a1a-4d63-4555-c1ec-595c670bb1ee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        }
      },
      "source": [
        "sns.distplot(df[\"Sound Money\"])"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aksNtforQHpZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "65788751-ae86-4147-ce90-8dc5444f5a50"
      },
      "source": [
        "sns.distplot(df[\"Freedom to trade internationally\"])"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4sfEnSyIQWkh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "1b50b44f-f53d-4f4e-d312-2ab11ec9b522"
      },
      "source": [
        "sns.distplot(df[\"Regulation\"])"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RD8VynqKacy8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 924
        },
        "outputId": "927520ed-1d6e-4ca5-948a-c9fda2e2f4f1"
      },
      "source": [
        "sns.jointplot(x=\"Size of Government\",y=\"Economic Freedom Score\",data=df, color='brown', size=12,kind=\"reg\")"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2264: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NR98um1YahUx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 924
        },
        "outputId": "7ec83e39-d5dd-4132-b63c-fe81fd235d11"
      },
      "source": [
        "sns.jointplot(x=\"Legal System & Property Rights\",y=\"Economic Freedom Score\",data=df, color='brown', size=12,kind=\"reg\")"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2264: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JJwBSnlSaiKE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 924
        },
        "outputId": "bcb5b8b5-b963-4927-f953-8613ce0f6a2d"
      },
      "source": [
        "sns.jointplot(x=\"Sound Money\",y=\"Economic Freedom Score\",data=df, color='brown', size=12,kind=\"reg\")"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2264: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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557T/e9/TwR/+UPu+853cMeH6elU0NspPp+XF40rH40r39SnV05OrHlZccIGiV1yheVdfrYXveMeUad0+kVbfdZd6jhzR8w88oIoLLtCCG24o9pCAGY9GFQCAGalr/34d+elPtfc//iPTTEKZN+01y5erZvlyVS1aJHeSu9KNZrIbVUymsa7NSybVc+SIYgcPqvvgQcUOHlRvW5ucYFCBSESBSERuJKKyujrVX3qp6i+9dMy9vabD92O8/FRKu77xDcWPHdNFf/ZnWn3nncUe0nRHyRl5IVQBAGaMrv37dejxx3Xoxz9W1969kqSKxkbVXXSR6i66SJFotMgjHNlMDVVjmQ7XVmipnh69/PWvy6ZSetd3v6uKhoZiD2k6I1QhL8xjAACUtO6DB3NBqvPVVyVjNPvKK/XGe+/VghtvVNuTTxZ7iMB5CVZWauUHPqBXvv51/fz22/X2b31LoaqqYg8LmJEIVQCAktPd0qLDP/6xWh5/XJ179kjS6SD19rdPeNtuoFgis2frwj/5E+35t3/TL+68U2/dtGnSN1MGQKgCAJQAa61e/NKXMs0mdu9W37FjkqTKBQu08B3v0KyLL851jmv7+c+LOFJg4lUvWaJrPvc5PT3Qbv2a++6jKyUwyQhVAIBpyfc8te/cqcM//amO/L//p94jRyRJlQsXasFNN2nWxRerrAQ7vwEjWfq+96mntVUvbdokNxzWVZ/5DMEKmESEKgDAtOH19+v1p5/WkW3bdORnP1P/yZNygkHNe9ObNHv1atWtXKlgZWWxh4lzQMOJifOGj35U6Xhcu//lX+S4rq685x6CFTBJCFUAgCktduiQjm7frqPbt+vYM88o3denQEWFGq6/XgtuuEENa9cqWFnJm3PMeMYYXXH33bLptPZ861sygYCuuPtughUwCWipDgCYUuLt7XrxS19S98GD6tq3T/2nTkmSQrW1qlm2THUrV6p6yRI24gUGGdya3lqrHfffr9e+/W1d/OEP6/JPfIJgdXZ8g5AX/kcCABSNtVa9bW1q37lTx3/9ax1/7jl1798vSXKCQVUvWaJ5116r6mXLFJ41izeGwDgYY3TVvffKep5e+drXZD1Pl995pxzXLfbQgJJFqAIATJpkV5dO7dmjjpdeUvtvf6v2nTuVaG+XJAUqKjT7yiu19L3vVbKrS+Xz5/MmEDhPxnG05rOflXEc7dq6VV379+u6L3yBNYdAgTD9DwAw4ay1ih87ppO7dunUrl06tWePTu3apd7W1twxlQsWKLp6taKXX67o6tWqvfDC3JQ+1kcB52bw9L/BrLV67d//Xb/+u79T1aJFesuXv6yqRYsmeXTTAmVw5IVQBQA4b9Za9Z86pe4DBxQ7eFDdBw7k9orKroWSpHB9vcrnzct9VMyfr2BFRRFHDpSW0UJV1rFnntEv7rpL1vf15o0bNe9Nb5qkkU0bhCrkhVAFADgrr79fPYcPq3sgOMUOHszc3r9fye7u3HFOMKiaCy/UrFWrVHfRRepta1P53Llyy8qKOHqg9J0tVElSz5EjevJjH1P3vn26+MMf1iW33aZAJDIJo5sWCFXIC6EKAGY4P51W/Phx9b3+unpff1192Y+jR3Nf9588OeQ5wcpKhaNRhevrFamvz90uq62VcZwiXQkwc40nVElSqrdXOzZs0IFHH1VFQ4OuvOceXfC2t9EEhlCFPBGqAKCEWGvlxeNKdnerv6tL/adOqf/UKSVOnszcPnlSiezngfuSXV2yvj/kPMHKyiHT9RLt7Sqrq8uEqGiUyhMwxYw3VGUd37FDz913n7r27lXD9dfrjZ/+tKoWLizQ6KYFQhXyQqgCgCnI9zylYjH1d3UpOeijv6tLye5uJbu61P7CC/LicaUHPrxEQul4XNbzRj1vWW2tymbNUnjWLJXV1WVu19WpfO5clc+fr/L581Uxb94ZHcJoHAFMbecaqiTJT6X06r/9m1748pflp1Ja+M536sKbb1b0iitmYuVqxl0wJhahagY4nzdD5/OPM4BMpchPpeQlEkr19ird26vUwEe6t1epnh6l+vqU6ulRurdXyVgsF5IGB6ZULDbm6wQqKuQEAgpEIgpEInLD4RFvB8rLFSgvV7CiQoFIhKl5QInK5//tvuPH9fLmzTrw6KNK9/aqdsUKLb/5Zi1597tnUgt2QhXyQqiaAQhVKGW+58lPpeQnk5nPqZS8QbdH+tpPpeRlb5/tecmkvGRSXn9/7sPv71d64HPusUQid1vj/HfVCQYVrKqSMSYThrJBaCAU5b4eITSxfxOAwSbi/+1Ub69aHntMr/3f/6tTu3bJCQYVvfxyzbn6as275hrVX3aZ3FBoAkY7JRGqkBdC1RThe15m6k5fX24qT246z/D7sreH3T/8eOt5kjFK9/ZK2TK+MadL+gO3jevKuK4c15UJBGRcV1WLFskNBuWEQnKCQbmh0NDbgz47odDIt0d6XiiUeTN4tmkFZ3n8bNMScn+uB30+477Bxw57bKRjx3NOe/rgEc+VfS3r+2d8nV3TkntspK8HnjPS83Nf+/7p+8c4VtZmxjvo+Nx9w583ePzZ40e6JmWaHljPy3xOp4d+nQ1Anpd5bODrwY9nn+MPvj3oHP6wMDR8LdBEyP6dyP69cAIBOcGgTCCQuR0IZG4Hg5mvXfeMx51AQE5ZmdyyMrmhUObzwO3s/QQjABNlIn8Zaq1Vx4sv6vATT+jYs8/q5CuvSNbKDYdVd9FFqlq0SNWLF6tq0SJVLVyoyNy5CtXUTPd/0whVyAuhahRHt2/XqV27cm9KreedfkM58KbSet6QN8S5xz1PXiqV+Y32wG+5h3zu75efSimdSOQCktfff07jM657+rfW2d9sl5cPuc9xXVlJsYMHRw4L2Tfdnpd5wzrojW6wsvL0mAfewGZ/s2/T6Yn9ZqMkmYGwMTyIeIlEJrA4zumPsb4e6bHsLwGy5x8WgoaEooFfFAx/zBnlGOM4M3EtAYBprpAzTJLd3Tq+Y4eOPfusTu3erVhLi+LHjw89yBiFqqszazVrazO/OMr+QmnwL12H/fLVOE7ml7wDU5Orly7VghtuKNi1jIF/+JGXaRGqjDGPS4oWexzTWFRSe7EHgTPwc5ma+LlMTfxcpi5+NlMTP5dz026tfWexB4Hpa1qEKuTHGLPDWntVsceBofi5TE38XKYmfi5TFz+bqYmfCzC5aAMFAAAAAHkgVAEAAABAHghVM8PmYg8AI+LnMjXxc5ma+LlMXfxspiZ+LsAkYk0VAAAAAOSBShUAAAAA5IFQBQAAAAB5IFQBAAAAQB4IVQAAAACQB0IVAAAAAOSBUAUAAAAAeSBUAQAAAEAeCFUAAAAAkAdCFQAAAADkgVAFAAAAAHkgVAEAAABAHghVAAAAAJAHQhUAAAAA5IFQBQAAAAB5IFQBAAAAQB4IVQAAAACQB0IVAAAAAOQhUOwBjMc73/lO+/jjjxd7GAAAAChNplAn5n1sSRn1z0nBKlXGmC3GmOPGmJcG3TfLGPMTY8xrA5/rxnOu9vb2Qg0TAAAAKBjex84MhZz+9y+S3jnsvnskbbPWXihp28DXAAAAADBtFSxUWWufknRy2N3vkfSNgdvfkPTeQr0+AAAAAEyGyW5UMddae3Tg9uuS5o52oDHmNmPMDmPMjhMnTkzO6AAAAIA88T525ila9z9rrZVkx3h8s7X2KmvtVbNnz57EkQEAAADnj/exM89kh6pjxpj5kjTw+fgkvz4AAAAATKjJDlWPSrpl4PYtkr43ya8PAAAAABOqkC3Vvy3pV5JWGmOOGGP+XNLfS3q7MeY1STcOfA0AAAAA01bBNv+11v5/ozx0Q6FeEwAAAAAmW9EaVQAAAABAKSBUAQAAAEAeCFUAAAAAkAdCFQAAAADkgVAFAAAAAHkgVAEAAABAHghVAAAAAJAHQhUAAAAA5IFQBQAAAAB5IFQBAAAAQB4IVQAAAACQB0IVAAAAAOSBUAUAAAAAeSBUAQAAAEAeCFUAAAAAkAdCFQAAAADkgVAFAAAAAHkgVAEAAABAHghVAAAAAJAHQhUAAAAA5IFQBQAAABRI7NAh+alUsYeBAiNUAQAAAAWSisVkrS32MFBghCoAAAAAyAOhCgAAACgkKlUlj1AFAAAAAHkgVAEAAABAHghVAAAAAJAHQhUAAABQQHT/K32EKgAAAADIA6EKAAAAAPJAqAIAAAAKiel/JY9QBQAAABSQ9f1iDwEFRqgCAAAAColKVckjVAEAAAAFRKWq9BGqAAAAgAIiVJU+QhUAAABQQISq0keoAgAAAAqIUFX6CFUAAABAARGqSh+hCgAAACgkQlXJI1QBAAAABUSlqvQRqgAAAIACIlSVPkIVAAAAUECEqtJHqAIAAAAKiFBV+ghVAAAAQAERqkofoQoAAAAoJEJVySNUAQAAAAXkp9PFHgIKjFAFAAAAFJCfShV7CCgwQhUAAABQQISq0keoAgAAAArISyaLPQQUGKEKAAAAKCAqVaWPUAUAAAAUEKGq9BGqAAAAgAJi+l/pI1QBAAAABUSlqvQRqgAAAIAC8qlUlTxCFQAAAFBATP8rfYQqAAAAoIC8/v5iDwEFFij2AAAAAEpRW3Ozdm3Zop7WVlU2NmrV+vWSdMZ9DWvXFnmkKLR0PF7sIaDACFUAAAATrK25Wc9t2CA3FFKopkbx9nY93dQka63Kampy9z23YYPWNDURrEqZMfIIVSWP6X8AAAATbNeWLXJDIQUiERljFIhElOzqUv+pU+o5fFixlhb56bTcUEi7tmwp9nBRQMZxlE4kij0MFBihCgAAYIL1tLbKDYdzXydjsUxbbd+XHEd+KqW+o0flpVLqaW0t4kgxGZj+V/qY/gcAADABBq+hSnZ3y0+nFYlGJUmJ9vbMQcbIGCMZI+v7Spw4oehllxVx1Cg4pv/NCIQqAACA8zA4RAUqKtR/8qRC1dUK1dTIT6dzQSpcXy+vv1/GdWWtlfV9GcfJ3E6lcg0sUJqMMVSqZgBCFQAAwDka3oiie/9++amUAuXlChiTq1Cl+/qUDAQy95eXyy0rU6K9XX4qJcdxVLVkCU0qSp0xrKmaAVhTBQAAcI6GN6Kwnic5zulpfspUqELV1XrPE0/ougcekBMMygkEVLV4sSoXLFB49mytvuuuIl4FJoMxRh6hquRRqQIAAFPWSHs9TYXKTk9rq0I1NbmvnVBIfiqVaUYxwEskVNnYmLsGLx5XsqtLTjCo2uXLp8y1oMCMUbqvr9ijQIFRqQIAAFNSdopdvL19yL5Obc3NxR6aKhsbh1QfwvX1Q9ZKpeNxecmk5lx9de4aInPnKjJ7tgLl5QSqGcQw/W9GIFQBAIApaaS9nqbKvk6r1q+Xl0wqHY/LWisnEFCopkZVixYp2dWlSDSqNU1NOv7ss1P2GjBJ6P43IzD9DwAATEnDp9hJkhsOT4l9nRrWrtWapqYhUxOv/NSnzqg+PXfffVP2GjA5qFTNDFSqAADAlDR8ip10ep3SVNCwdq1u2LpVaz77WUmZALVt3boh0xOn+jVgEtBSfUYgVAEAgClp+BS77DqlqbSv09nWfU2Ha0BhGWNk0+khTUxQeghVAABgSspOsYtEo0PWKU2lBg/D13356bQSJ07oqTvu0LZ16yRpyl8DCswYSaJaVeJYUwUAAKashrVrp1QAGd7ivWvfPkXmzpUkJWMx9R09KivJSLmq1ZqmJt2wdeu4z0lnwBKTDVWJhELV1UUeDAqFShUAAMA4jDTVL9nTo0RHhyRlNv41RsYYOQPVq7N1+pvKbeMxMcxAqKIDYGmjUgUAADDMSNWjnRs3KnHihLxUSkbKBCjHUaK9XcGKCnnJpKy1kufJTyZ18pVX5ASD6u/sPOOcwYoKWUmxgwdlHEeROXMUGGi5LmWmFVKtKhFM/5sRCFUAAACDZKtHbiiUqx493dSUqUgZI/m+7KDjrbUygUAuUA16QH4yqWRXl17ctEn7v/tduaGQ5Djq2rdPMkbW9+UEAuo7elSSFKqqouV6iTFOZmJYuq+vyCNBITH9DwAAYJCRNh1OxWKZQGUH4pQxuVDkBoMK19aqdtmy0ycZeFzKvKne/Y1v5M7Z39Eh47oyjpOpeDa9Yc8AACAASURBVA0cn51GSMv1EjPw5yDV21vkgaCQqFQBAAAMMtKmw77nZVpj+37mDnu6VhWeM+d0ZclxhgQvE8i81Ur39ckNhzPnSqVkXDdT2RoIalaSP9B6nZbrpSW7popKVWkjVAEAAAxS2dioeHt7bn2TJDmuK+v7soOn9w1IdndLvi+vv1+yVsZ15QyEKev7Mo4jNxyWl0goEInICQblp9OSJDccVri+XvFjx2StVSQapftfqaFSNSMw/Q8AAGCQkTbsDVZVybc2U4kazBiluroUKC/PtFZ3HNl0Wl4qlQlhvq9ARYUuuuWW3DnL6utlPU/W91U2a5acQEDh2bN1/T/9k1atX69dW7boezfdpG3r1tEFsASwpmpmIFQBAAAMMtKmw9du2KBwTY3csjLJcTLroVw3M7XLcRSJRlVWXa3KxkY5waA0ME2weulSven++/WG22/PnVO+r5ply1S9dKnk+7kNgSXRXr0UUamaEZj+BwAAMMxImw7XLFt2xrTAU3v2yA0GJWU2/802m3CCQV3/T/805Bxn28h427p1uWYWkmivXiKMMXKCQaUJVSWNShUAAMA4jDQt0LiuQtXVSsZi6jt6VH4qJavMG+mRqkxtzc3atm7diNP7elpbc80ssmivXhqCFRVUqkocoQoAAGAcRpoWeMmtt8oJBhU/fvx0C3VJkblz5YZC2rVlS+752f2vRpveV9nYKC+RGPKatFcvDYGKCqVYU1XSmP4HAAAwTFtzs3Zt2aKe1lZVNjbmOvKNNIWv/tJL9dQdd2T2rAqFFI5GFaqqkrV2SJVp8P5X0pnT+1atX6/nNmyQpFy3QNqrl4ZgRQXT/0oclSoAAIBBzlZRGq5h7VrNXr1aVQsXqnrJEoWqqiSdWWU62/S+bCXMCQTUtXeveg4dUry9Xb+69146AU5zgfJypv+VOEIVAADAIIMrSsYYBSKRM6byDTfSeqvhVabxTu9L9fWprK5OVpJNp5WKxdTd0kInwGmMSlXpI1QBAAAMcj4NI0Zab7WmqWnIVMHxBK9soEvFYjKOk9lE2BilenrOGuwwdQVoVFHyWFMFAAAwSGVj45DW6clYTPFjx2St1bZ163Lrq4Y7W8v0bPD6zcaN6tq7V5JUvXjxkGN6Wlslx1E6Hpeymw07jpRMyg2H1bl3r7atW3fGWi9MbcGKCjb/LXFUqgAAAAYZXFHq7+5Wb2urfM9TZO7cCdmQN93Xp8oLLlDN8uXy0+kh5wtUVKi3rS0TqKTMJsLptPxUSl2vvaZkVxebA09DgYoKpXp6ij0MFBChCgAAlJSx9oIaj8FT+eLHjskJBlXR0KCy6upxra8ay2jrtX6zcaO2rVun7n37JM8b8bnZPbD8dHrca70wNYSqqpTq7ZX1/WIPBQXC9D8AAFAysp373FBoSDVn+Pqms8lO5fveTTcpVFMjM7AHlXRuG/IOb83etW+fInPnDjnGS6XU19Iiu2jRmG+6jevKSuo9ckR9risnFFLZrFlsDjwNhKqqJGuV6ulRqLq62MNBAVCpAgAAJeN8OveNJZ8NeUdqzZ7s6VGio2PIcYkTJ2QcR32vv3562l9WNswZI+O6kudlgpfjyE+l1Hf0qAIVFed1bZg8p/bskSQlu7uLPBIUCqEKAACUjPPp3DeWVevXq7+rS1379qnz1VfVtW+f+ru6xrUh70gBr6y2VslTp87oAOj7vvx0+syTDIQsJxQ6XS0z5vRta2XOfBammMDAn8lkLFbkkaBQmP4HAABKxvDOfdL4K0ujMcZI1spaK2PtkKmA0plT/LId+XpaWxWqqRlybLi+Xn4qpUg0qs69e+WnUpngZK2s48gEg7Kp1NABOI4ic+ao7+hRyXXlBgKynicnGFTZ3Lm06p4GskE/RaWqZFGpAgAAJWM8e0Gdi11btihUXa2a5ctVt3KlapYvV6i6OjedcKQpftmOfKNNHaxdvlyr1q9XoLxckdmzM1P8rJVNpWStlVw3c5/jqHbFCtUsXy75vgKRiCLRqGqWL1ftihWqXrJEbjCYV2DE5MhVqghVJYtQBQAASsZ4NuE9F2ebTjjWGq6xAt7g5wXCYZmBTX7leQqEw4rMmaO5V12ldz3yiP7bI4/oPU88oeseeEBOMDhhgRGTx2X6X8lj+h8AACgpo23C29bcrN9s3KjYwYOSMhvvrr7rLjWsXTvqFL6zTSccaYpfNnRlA95I533uvvtyzwtHo5mpfYGAjKTyuXNHDEtjnQ9TW24jaSpVJYtQBQAASl5bc7N+9ZnPKNnVJeM4staqa98+Pd3UpAvf/37t/+53R2zDvmr9ej23YYOkTFjyEokhgedsoWu0gDf8ecZx5Pf3yxojEwhozac+JUnatm7dGQGKEDX9OKGQZAyhqoQRqgAAQMnbtWWL0r29Mo6T+ZBkjVEqFtPub3xDkdmzcwEn+3nXli26YevWMatDZwtd2++5R4cee0w2u6GvMXKCQYWjUfnJpFK9vbkW604wqLJZs5Tu61PHSy+NGvQIVdOPMUZuWZlSTP8rWYQqAABQ8npaWzPBxjm9nNw4jvx0Wn5f35jrpsaqDo01JW/7Pfeo5fvfH/oEa+WnUoofP555Tc+TBjb89SWlYjEFq6pyQc9Pp9V38KD8VErGcbRz40ZC1TQViESoVJUwGlUAAICSV9nYmNk8d9Dmutb35biuAuXl573B71gOPfbYyA9Ym5mCmE7LS6Ukx5EJBOSGQvLTaSU6OpTq7ZU3sLlvur9fvufJ6+9X56uv6sVNm/IaF4rDDYdpVFHCCFUAAKDkrVq/XoGKClnfl/V9+Z4n63kKVlXpoltuOe827NmW6t0tLUqcPKnjv/61mu+4Q9vvuef0lL8R+MmkvERCNp3O7H81UEHLfTZGiePH5fv+kGqWJL2yebPampvz/I5gsgXCYSW7uoo9DBQIoQoAAJS8hrVr9ab771f10qWSMqGlZtkyXbthg95w++3n3YZ915Yt8lMp9Z88mduQ1/O8M6f9jcXz5CUSmaDn+5n1N5GI/HT6dJgyJrcey/e83D5ZmD7ccFi9A1NKUXpYUwUAAGaEs62NOp+1Sj2trZl1MsbkqkzZIGRcd8xq1XA2lZKVZIJBVTQ0SJK6Xn0186AxcgKZt21OKJRb74XpIxAOKz1smilKB6EKAADMeKPtU3W2Y5Pd3fL6++WGQqcPsHZIyDqXYCVJ8n31nzypC9//fr3c0iLreTLGyE+lJGvlBIMKVlSc76WiSNxwWF48XuxhoECY/gcAAGa07LqoeHv7kPblI61bGn5soLxc8n15qZSstbK+P2SqnnEcOWVlmfvGKTxrlkLV1Tr+7LO65NZbJSkXqLK3u/bto2HFNBMIh+Wn0/KSyWIPBQVApQoAAMxou7ZskRsKjbhP1fBq1fBjI9Go0omEUt3dsp4nNxSSG4ko3dOjYFWVUrFY5k20MUM6D44lceqUEp2d6t6/Xyd27pQxRgoEZNPpTAUsEJCs1csPPSRJOv7ss+OqsKG4sm37U7GY3Pr6Io8GE41KFQAAmNF6WlvH3KfqbMdWNjaqrK5Oc668UmV1dZq1cqUuvf12VS9aJDccluM4clx33NUqm07LplKSMbID+1plA5U0MJ3QGNlUSi8/9NC4KmwoPncgiLNXVWmiUgUAAGa0ysZGxdvbc9UnafR9qkY7tnb5ct2wdevQg2+/XVJmyuBTd9wx7krVYDaVGvSFzVW8sqFLnjeuChuKLzAQxtmrqjQRqgAAwIy2av16Pbdhg6SBZgKJxKj7VI3n2LbmZu3cuFHdBw/KH5gSOHifqXEbKYQNvs9aGddV94ED8lMpOcGgyurr6Qw4RWUrnOxVVZoIVQAAYEZrWLtWa5qaxtX9b/ixgYoKBQMBPXfffapsbNScq6/Wa//+7+o/dSrX9W/CO74ZIzmO5Hnyk0kpGJRxXfnptPra2lSzbNnEvh4mBJWq0kaoAgAAM9657FOVPTbbCdANhXJrml7ZvFm+7+vcJ/pJblmZPM+T0unRDxrYr8q4rnzHyVWubLaCZcx5vTYKb3CjCpQeQhUAAMB5GKlroO95Y+5L5QSD8rNd/IyRG4nIGKNAebki0ag6X31V/lidAq1V2axZcoJBpfv6FKioUP/Jk/KTSTmhkMpmzVK6t7cQl4s8Zf+cMP2vNBGqAAAAzkNPa6tCNTWSMlO6Eu3tY2/0O9DNb+6aNUOaWmQrXul4PBO6PG/Mphb9XV26/sEHtWvLFsXb21W9eHHusXQ8rkg0mve1YeI5gYCClZWKd3QUeygoAFqqAwAAnIfKxkZ5iYSSsZj6jh7NVKDG4jgyrntGA4zsOq1INCo3HJYbCMgpLx/1NH4qpYa1a7Vq/Xp5yaTS8bistUrH46M22MDUEI5GlWhvL/YwUACEKgAAgPOQDTXxY8eGrmMaZT8q13VVf/nl2v7JT+rbl12m/7j2Wr24aZMk5UJS7fLlClZVyXXdM0+QPe9AJ8HBYSzZ1aVINKo1TU20U5/CIoSqksX0PwAAgPOQDTVP3XGHjDLrpWx2D6lhApGIGm+8UYceeyyznioQUDoe10sDoar+0ktzTS8ic+fKSyRONzQYFtLMoMB1Lg02UHzhaFSde/YUexgoAEIVAADAeWpYu1azV6/ObQh8cvfuEY9L9/er5Qc/yKyVchwZx5ETCMhPp7X7G9/QrFWrck0vsuuzhshu/Ou6qlm6dBKuDIUQmT1bbU8+KWutzCgVTUxPTP8DAADIw+C1TaNu8uv7p5tPWCs/lZKfTsum00rFYjr+/PPqOXJEp3bvVs/hw/KSSSkQyB0vx5EbCilcV6fVd901OReGCVe5YIHS8bgSNKsoOYQqAACAPAxe26RB+0XlPkZirWy2sYUxsgMb+dqB8GU9LzOlsKxMbjgsJxBQ9PLLde2GDUz3m8aqFi6UJPUcOlTkkWCiEaoAAADy1LB2rW7YulW1K1Zk1jwNqkqdYdh9xnUlxxn62EDoClZVqXrpUkVmz9YNW7cSqKa5bKiKEapKDqEKAABggqy+6y6V1dVlKlSj7TU1qHpVFo1mqlOj7G/Vf/KkEh0dqmxsLMRwMckqGhpkXFexlpZiDwUTjFAFAAAwQRrWrtW1Gzao9sILM3cYc7oKJUmuK7esTE5ZmSJz5ypYXj7mRr+yVv2dnew9VSKcYFBVCxeqa9++Yg8FE4zufwAAABMo2+b8P9eulZdIyE+lZAbarfvptLz+fgUrK9Xf2ZlpYOE4o1aqZK3cUEiStG3dOvW0tqqysVGr1q9nKuA0tPfhh1V38cU68etfF3somGBUqgAAAArASkr39clPpeT19+daqbuhkCoXLFBZba38VGr0QDUgHY/r6aYmxdvbFaqpUby9Xc9t2KC25ubJuRBMqFkXX6y+11+nA2CJIVQBAICS0dbcrG3r1ul7N92kbevWnVfwGO85xjpu+z33KHny5JDj/URCNp1WZO5cGWMy3QKds78Vs76vVCymQCSiVE+P+o4dU9/rr2v7Jz9JsJqGZl1yiSTp5CuvFHkkmEiEKgAAUBLampv13IYNeVV0xnuOFzdtUvMdd+jYjh3qbWvTsR071HzHHXpx0yZJ0qHHHsscOEJL9Z7Dh9W1d6+Ssdj4BuX78j1PyVhMfUePZqYTuq7SfX1UrKahWatWSZI6XnqpyCPBRCJUAQCAkrBryxa5oZACkYiMMQpEInJDIe3asmVCz9HW3KyXH3pInued3tTXWnmep5cfekhtzc2yg6f0DQ9W1srr71dva6uM68oEAjJnqVgZYzLTxYzJHGut3LKyc74+FF+wslK1K1boxPPPF3somECEKgAAUBJ6WlvlhsND7nPDYfW0tk7oOXZt2XLmWihrJd+X9Tzt2rIls/fU4McGG9gU2HqeZK3KamsVnj17zHHZgSAmY3IbBIej0XO+PkwNc6++Wieef15eMlnsoWCCEKoAAMC0MtpapsrGRnmJxJBjvUTinPZ4Gs85OvfuHXVTXzcUUk9rqxa+6125+0Y6bsjmwNYq3dc35rhC1dUKRCKy6bScQEDl8+crVFV1zteHqWHuNdfISyTU/tvfFnsomCCEKgAAMG2MteZp1fr18pJJpeNxWWuVjsflJZPntMfTeM7hp1KjNpgIVlUpWFGhzj17xvV61vPklpcrMnt2pnX6KOeNRKO67oEHVD5/vsrnzVOwsvK8rg9Tw5w1a2QcR8eeeabYQ8EEIVQBAIBpY6w1Tw1r12pNU5Mi0aiSXV2KRKNa09R0Tvs5ne0cbc3NSsfjI7dBH5jSF+/oUOzAgXG/Zu/hw+o+cCAzFcz3Rzyma98+7dqyRUvf+968rg9TQ6iqSrMuuUSv/+pXxR4KJgib/wIAgGmjp7VVoZqaIfcNXleU3Xg3H6OdI1slcwIB+dbm1jZl10gFKyrkhEJKnDiRqWadi5GmCQ5+2PPU3dKirv37VTZr1rmdG1NSw/XX68V//mclOjoUrq8v9nCQJypVAABg2piIdVPno625Wc133qneI0fkJRKynpfp3BcMyg2FVNHQoIa3vlV9bW3nHqjGwxglOzvVf+qUeg4dYhPgEnDB294mWavWn/+82EPBBKBSBQAApo1V69fruQ0bJGUqVF4iUfB1RW3NzXq6qUlePD7kfptOS5I8Sam+PrX88IcFG4Nx3cz0QMeR19+vrtdekxMMKlhVlZv6iOlh78MPS8p0dAzV1mrPt76Va8G//Oabizk05IFKFQAAmDYmYt3Uudq1ZYtSsdiIG/lKylSRTp4cdT3URMi2X8+u5TKuKz+dVqKjQ1379hXsdVE4xhjVrVyprn37aK1eAqhUAQCAaWUi1k2di57WVvkD0/2y1akhjDnrmqi8DTq/CWTevhnHkfV93pBPY3UXXaRjzzyjrr17Nevii4s9HOSBShUAAMAIsvthxU+ckPW8kQOVVNAK1RADlTJjjOxAowxjjJxgcHJeHxOuauFCBSIRnRpnC35MXUWpVBlj7pT0YUlW0ouS1llrE2M/CwAAYHK8uGmTXn7ooUxDilH2jppM4WhUqVhMXjqdCVe+LycUUrCyUtWLFhV7eDhPxnFUu3KlTu3eLX+kNv2YNib9XwljTKOkOyRdZa29VJIr6f2TPQ4AAICRtDU365XNm3Md/iSNvp5qkiQ6OuSGwzLKVKpqLrxQ5XPnygkG2fx3mqtbuVJeIqFYS0uxh4I8FGtNVUBSxBiTklQuqa1I4wAAAAXQ1tysXVu2qKe1VZWNjVq1fv2U7VA3fKyJzk75nnd6Wp0xmb2psmuXJmMN1XDWKtnVpXA0qmR3t5JdXVP++4rxqV62TE4goFO7dxd7KMjDpIcqa22rMeYfJB2SFJf0hLX2ieHHGWNuk3SbJC1cuHByBwkAAM5bdpNcNxQasp9Sobv0nY8XN23SK5s3Z0JUKJTpqNfeLg00gchN/StypSor0d6u2hUr9K5HHin2UDCGwe9jG6LRMY91g0HVLF+uU7t3y1orM0X+rOHcFGP6X52k90haIqlBUoUx5kPDj7PWbrbWXmWtvWr27NmTPUwAAHCedm3ZIjcUUiASkTFGgUhEbiikXVu2FHtoQ7Q1N+vlhx6S7/tygkFZz1P/yZMyjiMjSQPNIKSBluaOk5kOONlVqmHiHR1s+DvFDX4fO6u6+qzH165cqVQsppMvvzwJo0MhFGP6342SDlhrT0iSMea/JP2OpG8VYSwAAGCC9bS2KlRTM+Q+NxxWT2trkUaUMXyaX39n55B1U9kW5VImRGWn2mWn/QUrKxWIRJTs7paXSBQtXJXV1LDhb4mpXbFCMkZHtm1T/aWXFns4OA/FCFWHJF1rjClXZvrfDZJ2FGEcAACgACobGxVvb1cgEsnd5yUSqmxsLNpaq7bmZj3d1KRULCbf85Rob5eXSmXWTVl7ul2548hPpVSzbJnKamuHBLD+rq5MB74iBippagRUTKxgebmqFi3S/kceUcX8+Vp+883FHhLO0aRP/7PWPiPpO5KeV6aduiNp82SPAwAAFMaq9evlJZNKx+Oy1iodj8tLJjXn6qv13IYNire3D1lrNRlT2XZu3Kj+U6dkrc00nfA8yffl9/fLT6XkpVLy+vvlJRKyvq8FN92kG7Zu1XueeEI3bN2qREeHEh0dSvf3FzVQOWVluYCK0lJ30UWKnzihREdHsYeC81CUjRestX9jrb3IWnuptfZPrbX9xRgHAACYeA1r12pNU5Mi0aiSXV2KRKNa09Sk488+W7S1Vt0HD2bWRA1M8bPD9wTyvFzFKlhdrf3f/a7amptzGwAnTp7MbP47WRv9jsINh9V75Ig69+7VtnXrWFtVQupWrpQknXr11SKPBOejWC3VAQBACWtYu/aMaX3P3XdfUddaZbuq+en0Gfdba2UcRxUXXKBQVZXS8bh+s3Gj0n19ckOh023Ui9ykwksk5EYi8hIJHX/+eZ347W91ya236g23317UcSF/ZbW1isyera7XXiv2UHAeir9FOAAAmBEqGxsz65EGmaypbFWLF2cqVL6fqTYNCkfW96VAQMZ1FaqqkpQJe7GDB3OVtUAkImU3Ai4SEwiorLZWXl+f/HRaxnVlPU+vbN5MxapE1F54oWItLUrGYsUeCs4RoQoAAEyK0dZarVq/vuCvfcVdd2WqZKNVmtJpyTn9tijR0SE/lVLs0CF1HzggNxIpapUqUF4u4zhKxWKSMZm279lNiT1vyrWrx/mpWbFC1vf1+i9/Weyh4BwRqgAAwKQYba3VZHT/a1i7Vm+6//6xq02+L2ut4u3tSrS3ywkEMt0A02mlurpyrdeLId3Xp0BlpbxkcshGxNb35YRCdAMsEVULFsgNh9X21FPFHgrOEWuqAADApBlprdVEOFur9uzj/rDph0MYo2RXl/q7ujJhaqBDYPYxWSsTCKiioUF9R4/KuK68VCrT5GISJE+ezFXTTCCQmbZorULV1XQDLBHGcVSzfLnamptlfV/Gof4xXfCTAgAA01pbc/Oordrbmpv12Pvepyc/+lG1v/DCmOepXrxYaz77WdlU6vTaq6yBqX+hykqFqqrkBIOZhheTFKiyzEC481MpGddV2axZcoLBSZlCiclRe+GFSnR06OTLLxd7KDgHVKoAAMC0tmvLllxDCUm5zzs3blSqr0+JEyekgVbqY7ED53ICgaHT7Aatperv7FQ6Hlewqkrpvr6CXM/Yg7SqWb58yMbEk7WBMiZHzfLlkjFqffJJ1b/hDcUeDsaJUAUAAKa1ntbWIa3ak7GY4idOyIvH5YbD8vr7zx6qHEexgweVqKxUeM4c9R4+PGTt0hDGqP/UqVz3vclkfV+Jjg6965FHJvV1MXmC5eWKXn652p56Spd97GPFHg7Giel/AABgWhvcqj0Zi6nv6FH5qZRkTOazNPqmvcbIDLRTN8Yo3dMjP5mUW1aWeXykjn8DmwRLGtIxcLIkOjpooV7iwrNm6eTLL+sVujpOG4QqAAAwrQ1u1R4/cSKzka8xcoLBodUpY4ZUn5xgUE4wmGlPLikyd65CdXXq7+xUqLZ21BbqXjKZqVINX3c1iX71mc8QrEpYzbJlkqTu/fuLPBKMF6EKAABMa4NbtfsDgUfGZKbmDQ9G1soJhRSsrMwc4/tyAgGVz5+vUFWVwvX1ClVWqnrRotFf0Fr5/f1F3beqv6NDT370o/rPtWu1bd06AlaJKZ83T244rO4DB4o9FIwToQoAAEx7DWvX6oatW1WzbJlsOi0pU4kaXJkKRCKqXLhQlRdcoFkXX6zZq1erauFCVS9ZolBVlSTJSyRUs2yZVq1fLzcUkgkERl9bVWTW85SKxdTd0pLrdojSYBxH1UuWqHv/ftkihneMH6EKAABMO23Nzdq2bp2+d9NNQyo1VsqFIGttbsNeEwioavHiXGe/VevXD5k22N/dra69exVraVGis1M7N25UqK4uE9Cm8Jtaa61SPT1yQyHtYv1NSaleskTJ7m7FDh0q9lAwDoQqAAAwrYy1L1W6t1fl8+dnqlS+L7esTGXRqIzjKH7smOInTijd15cLIGuamuQEAupra5OMUXlDg2w6ra59+5QqRsv0c2TTaXmJhNxwWD2trcUeDiZQ9dKlkqRjTz9d5JFgPAhVAABo9MoHpp7B+1IZYxSIRHKVmsrGRrnBoKoXL1btihWqXrxYZdXVql68WG4kosjs2SqfNy8XxCSprLZWVYsWqWbZMpVVVysQicgJBpWOxYp8pWcxaB8tL5FQZWNjcceDCRWeNUuh6mq9TqiaFghVAIAZb6zKB6aentZWueHwkPuylZrBU/qstUrH4/KSSVlJbigkP51WrKVF3QcPqretTU9+7GM6sXOnvGzr9QHh2bMn8YrO08C0RGttbkojSocxRtVLluj4s8+edeNqFB+hCgAw441V+cDUM3xfqu4DB9S5Z4+S3d2SlOsEmOzqUiQa1ZqmJqV7e9Xf3a2ew4eV7u3NtEL3fdl0Wn4yqd7Dh9W5d6+SA9UpNxgs2vWNh3FdGceRHEfBykqtaWpSw9q1xR4WJlj1kiXq7+zUqT17ij0UnAWhCgAw441V+cDUk61Gxdvb1dvWltk3ynEUKC/Xcxs2qOOll854TuD/Z+/dg+M6z/v+7/uey94XAHdB3CiSIkhJsKxEkiXWrgvFrX5WEmc0on6TuhqnMyoxo05UyZfhWB7HpDpJRF8matlajYeOVIPx1LUzdhPRbeJMmVF+thBFCqkLZUuiRfNOAhCAxWXvu+f2/v44F+x9FzcuQDyfGQ2Exe457zl7Vjrf/T7P9wmFUEwkGoZOWMUicpOTyCcSMDUN3B0AXIt2JgIyhs5bb0Vk506E+vvxz555Bt133dW+9RBrhttX9cGrr7Z5JUQzSFQRBEEQm55S58OFelTWL+5cKsMJkpB8PgT7+uw5VbqOd194oaqU08hmW9q2pevIT09DCQYR2bEDSkeH7QiV2R9dFQAAIABJREFUUiqo2iGuGEPugw+Qm56Gkc3i7f/6X/HXDz6I7OTk9V8LsaaokQiiu3Zh6uTJdi+FaAKJKoIgCGLTU68Pp9UeFQq5uP70Dw9DjUa9MAp3zpSWSkGYZlUpZ25qquVtc1mGZRgozs2BO1HsoZtuApNlMEmCPxYrf8F1FlaccwjYARvCspC+dAn56Wn8w4ED13UdxPXB19mJxNtvU1/VOodEFUEQBLHpcZ2Pyj6cVnpUKOSifdRyGC1Ng6SqZY9Jfj+EaQKS1JIAYpxDDgSgRqMIxGIIxOOAZSG6axeCvb0ozs+XJe9d7zlWlmVBT6eRn56GlkwCsN06tk6HFBMrI3zTTdBTKSTPn2/3UogGyO1eAEEQBEGsB/qHh5fV6F8acgHA+3lmdJSCA9aYoZERLxZd8vthFgrgkgSmKEhdugRL08BVFUo4DHBuOzyM2QN9G2AWi9DSaSjhMLRkEp968UXvb3/z8MMQQthBF+3CsiAsC66UU8JhBPv7kU8k2rcmYs2IbN8OAJh580107tnT5tUQ9SCniiAIgiCWSGm5X604bgq5uD7Uchi3/eZvwshkYBaLdilnNov81BTAOaRgEFySWtp25to1FGZny/rqJsbGkPzVr9orqCrhHEahgOLCAvUA3qD4urrgj8Uw89Zb7V4K0QASVQRBEASxBCrL/RhjyE1OelHcAIVctJPk++/DH4+DS5LtSDEGJkngAIxMBpZlgasqeEWJYBWWhfzsbFlf3bqM2HdKD7VkkuZU3aAwxtB9990kqtY5VP5HEARBEEugstwv0NOD7Pi4nRgXDsMsFFY8iHVibAxnRkeRGR9HeGAAQyMjN0wp4WoemytwJVX1+tnSly8j2N9vCylVBePcK9fzx+PIT08DkgRJVaFEo9CTSVgVTqOHYZQJqZnTp697/1RThABXFCjB4A1zjRDVdN91F67+3d8hNz2N4Nat7V4OUQNyqgiCIAhiCVTOtFIjEQT7+yEsa8khF7W4kYMvVvvYag1t5oqCwvQ0LF1fjEIXAlxV4Y/FwBUFke3bEb35ZoR6ehDs61vcYI2gh3wigdcOHcKrBw9WR6uvA+RgEKG+PnQMDrZ7KcQaEnfmkCXIrVq3kFNFEARBEEsgPDCAfCLhOVWAkzjXaFDsEmgUfOH+XKrLsx6cr4mxMbzy1FMw8nlIPh/8sZgXg77cUI/M+DjUjo6yx/zd3chNTNix6KZpJ+IJAX8shsLsLLgkIX35MriiwN/dDUvTbDFVJ8XPMgzo6TTAGAJbtyJz5cryTsAawRRlxc4osf7ZMjQEye/H9JtvYvtv/ma7l0PUYP195UIQBEEQ65jKmVb5RAKFRAJyMLgq7kulEwbYwRcL584ty+VZD86XuwYjlwOTJFi67vWhLSfUY2JsDD95+GFkJyYwf+YMFs6d83raLE0DUxRYpgmh67B0HZZpIjc5ifzUFExdhzBNmIUCslev2iEWDaLIM1euwCwWYRaLKzoHa4WVz2PXvn1U+neDwxUFsTvuIKdqHUOiiiAIgiCWQGXinJHLwR+PIxCPlw2bbRZqUG9gcK3ZS2ahAEvXq0rdWtlPrRK5Vl63mrhrkHw+QAi7jI4xFGZnlxzqMTE2hle+9CUsnD3ruUtWsYjMtWtIX7uGQiIBX0eHXdYnSZ775PZN1YxTb2W+kxDITU62vM7rAeMcoW3bMH3yZLuXQlwH4r/2a1h4/32YmtbupRA1IFFFEARBEEukf3gY9x87hodOnIAajcIfi5X9vZn70sg9qnTCjHwepjPQtpaD1czlqed8LccdqiUCW8Fdgz8eB4SAsCyAMdsBarF0zd3/z558EnoqVf0Ey4KRTnsCNz897UWfV0kmxsqFlBBAC/1SVpP5Vtcdxii+fxPReeutsAwDqYsX270UogYkqgiCIAiiCY0ERT1nqZH70sg96h8exq59+5CfmcHC++8jPzODXfv2oWNwcMn7We76KllpCaG7BjUSQbCvD1yWIQwDciDQUqhH6f6FadZ9nnDi0rV0Glax6LlUotlcKcsCa2V+1TpL/nMHHlN8/43PuR/+EOlLlwAA7/+P/4FzP/xhexdEVEGiiiAIgiAa0ExQ1HOWGrkvjdyjibExXDh+HIHubnTeeisC3d24cPw4tu7du+T9LHd9lay0hLB0DUo4jGBvL4J9ffj4s8+21AtUGd7RiML0NAqzsy2ty4MxuySxxcHAYKwlZ2utUcJhCqnYRPhjMTBJQu6DD9q9FKIG7f8vAkEQBEGsY5oJisoeq1Yi1Ru5R/X2N33y5JL3s9z1VbLcEkLX4Tv1zDNQgkEwWV7WGkr333BoL2OwDANmPt94g5VJf4zZPVdCLJYGNuqzcuZetZvojh0riu8nNhaMcwS6u5Gbnm73UogaUKQ6QRAEQTSgVmx3paDoHx5e0o3t0MgITh0+7G2rdGDwqWeeqbu/pe5nueurpFaMfLOys8rBvO4x3vv000teS+n+gz099WPNGQNX1eaiyoGrKqRAAEYmAyEEuCTZAqtREIAbv95mdjz4ID7+jW+0exnEdcYfjyNLPXTrEnKqCIIgCKIBq9GTVEkj92gt9rdSllNCuJqpg5Xlg3VL7ywLajTauDTPcaG4oiDY24vItm3gimK/3DAaCypgXQgqAFh4//12L4FoA76ODmjJZPM+QeK6Q6KKIAiCIBqwGj1JtShNELz/2DHPvam3v6179y47fW+lLKeEsFnJ4FLSBCv3z2UZvnjcjmivKNUrzs3ZaX+1yvc4Xyz9YwyFRAIA7Ihqy1o3gqkVkr/6VVuuBaK9+Do7ISwLeibT7qUQFTCxAf4Dcs8994jXX3+93csgCIIgNikTY2M4MzqKzPg4wgMDGBoZWdM+lsr9bd27FxeOH/di1b1SunXcT/PS/v1VJYNGPo9APO6VP5Yej5ZKwbdlC4xstuk5rty2lk57JYHc54Mwzep5VI475c6r4rIMyzDsn85j66W0r1W6PvShDXEtbBBaGFa2PO4YHBQvfv3rq7KthXPncPZ//k8M7d+Pu774xVXZJrEk6l4n1FNFEARBEE1YaU/SSvf30v79Zel37k83gn090qhv7MzoKCxdR3FuDpaug3EOU9NQmJsDlyQUZmfx6sGD+NhXv+odX6nQlEMhaM6sKsnvLxvKaxWL1S5VSVof4xzCssqFlMsGElSSz+eVVQLr+1ogVg9fZycAoLiw0OaVEJVQ+R9BEARBLJOVDMRdCqs1wHc5LPcYG5UMJs+fR2F2FpZhgEkSTHemlGUBjujRkkm8deSIt4bSWHthGDAKBeQmJzF/5owtkOqIIyUaRbCvDwy2oAr299szqRgDkyRwRVksI9xACMuClk4DuH7XAtF+lFAIAGDkcm1eCVEJOVUEQRAEsQwq0+3c+VW79u3D9MmTLZcKtlJauJz0vdWg3jG2WmpWz+EznTAIViNQgpX0SLnDTivnVFmGAbNQAJckyIEAjHx+MQ69RFBJPh8C8TgC8Tj2/sf/6J1nxjnUzk6Y+TwsTYNVGbG+AbAMw3PouCzTAOBNguTzAUBVmA3RfsipIgiCIIgG1HNqaqXbWbqO955/HqnLl1GYm8P0G29g7HOfwy+OHq257V8cPYqfPvkkpk6dQnZiAjNvvYVXDx6scoMahWWspVu2Wgl+lWuEEGCMQVgW6vV2u49PjI1h5vRpZK5eRerSJWjpNHJTUxCmCbNYtL+xd7dRsS2zWETqwgVMv/kmAPs8hgcGICwLxdlZGIWCXRZomks8M+sAISAA5KemaADwJoJxDsnns69dYl1BooogCIIg6lBZduY6NRNjYzVL8vR0GqZhoDg3B2GadjCCZeHdF16oEjsTY2N45+hRwDC8RDpL11FcWPDK3lzqldIBqLu+1SB5/jyyk5NYOHsWqYsXoaXTSy41q3UOTV2HFAzaUeaWtVh65/wUlgVYFgLd3Th1+LAtwABYuo7s+LjdN7UEZ0kYBv7hi1/Ea4cOIZ9I2A6ZEIBpLg793UhIEhjnYLDFJ4VUbC4kv59E1TqEyv8IgiAIog6VZWeloQA1S/I0zStDc0vbmCRBmGZVkMCZ0VEI1yFxRYVzo588exYv7d9fVgpYq5RuLQMsJsbGoGUytjh0kvJyk5PwbdmC6I4dLW+n1jmU/H7oqRQY5+CqCiUYhJ5Og0uSncgnSVC7uiCHQhCGgUBPj1fqttz5PEYuB6tYhJZKlc+i2ojzfoRAaNs2cFlGIB4nQbXJkHw+Kv9bh5CoIgiCIIg6ZMbHoXZ0lD3mOjX3Pv10VbodkyQIyyrvFRICkqpWuTuZ8fHyHqAKt2Tmrbcw9fu/DybLiO7ahbsOHKi6eW60vpVyZnQUvs5O23Vz3CRhWdDm5zH0R39U93UTY2M4feQIUpcuAZYFyzAAziH7/fDH4wAA0ynZE0LAzOdhFgrovvdecOeY3N6yU888A7WjA7IjOguJRPPhvPWwLFgbUUDVgCsKuCxT2d8mpVYvItF+6F0hCIIgiDqEBwaqvhF2AyJqleTd/thjkBxXRwhhixEhoEQiVUEC4YEBcLn+d5tu5LcwTaQuXKjZa9VofSslMz4OfyyGYF+fV6YnqSrkcLiuMzIxNobXDh1C8vx5WKZpCyoAsCwY+TwyV68ic+VK2awoye8HkyTMvv02hkZGyoYhlx6fGol4omzJSX0bLNmvIYzZ7l0LA5gJgrh+kFNFEARBEHVoNGsJqJ9u9+4LL0CYJiRVhRKJgCtKlaMwNDKChYMH7XkzjYISHAfLyGaryvqarW8luOWNaiQCNRKx1+AM763HmdFR6Om07dgZRkMnzn5I2FHnkgSh63jlqaegRqOeU+Uen57NQkulYObz9gudOPSqAb/12Gg9U40QAls/8hHcf+xYu1dCEEQJ5FQRBEEQRB0azVqqR+zDH0Zkxw4wzmEZBnwdHTVf0z88jI999avoGBwEV1WAMXBFqVnaIwwDlq5XlfUtZ32tUitxsJhMoriw4KX4/eLo0bJUP9eh8oIgmuD2lAnThBACejaL4vw8pt98Ey9//vOYfecdxO+6C/np6XJBxRi4M2uqFVgDR3AjQiV/xA31RcENwo31XxmCIAiCWGXquVG1KJ3r1LF7N8xCAbozpLPePCp32+5rs5X9UI7bIyyrZllfK+trZRZWre3ee+iQ9zo5FAJjDJZhQO3oQOryZUy/8Qb88Tj8sRjyiQS0TMaLSgfQ/MbPshYH/7oPOQOBhWninW9/GwK2k8VlefG5jlMlBwIwisXmkeg3SC+VC5X8EcT6g5wqgiAIglgl6s11euvIkabR566IQaVTVSI4luNQNIqFb0b/8DDuP3YMD504AX9nJ9Ro1Ds2PZ0GGENxYQHpy5eRuXrVnjtlWbYD1eo36SXPY25UOGPgsmyX95kmmCTZf3ccJ2EYMDUNZrEIzjl88bj3nJq7uJFEFYUUEMS6hD6ZBEEQBLFK1JpdJfn9SF+6BElVYRmGJ0AKiUTNeVQ9H/kIAj09kHw+26ViDExR0LFnz7IciqUO8K03TLjy2Cxdt2dHFYt28IQjhoRlIdjb2/oCnWME4A30NTVtMeRCCFjOY6XiSDhhIFIwiFBPD0KrEM6xEVBCoXYvgSCIGpCoIgiCIIhVol4aHwCYuo7c5KQnQIRlIXX+fJVjNDQyAq4oCA0MoGtoCNGbb0awpwd3HTiwrDXVE3q1YtcbuVqVx8YVxS67c2ZyMUcYSaqK8MAAevbuRXTXLoS3b7efWwnn9j9CLLpMrmtlWdUhFJZVXeZnWdCTSWTHx6GEwxs75a9EXDbitkcfvQ6LIdY1G/k6v4EhUUUQBEEQq0StcAdT0xDduROFmZkqAcJlucoxWu3wiaXErjdytbbu3YvstWuY/+UvkbxwYTHZT4hFd0nXYeo6pk6dwux77yF77RrMYhGB3t7yG0HGbJHkOE9lAmoZDfjFhQXMv/fehm3eZ5KEzj17EOrvb/g8rqqIffjD12lVxHrF19WFYF9fu5dBVEBBFQRBEASxSlSGO7ihEADwsyeesEvkAG9+lb+np6ZjtJRwjGYsJXa93jDh5PnzyExMQO3qgp5OwywU7GNwU/7cfzj3hJKRyQCcozg3BzUaReeePcjPzsIyDOjJ5KocW8uURruvQ4RpIjs5iS1DQ8hOTQF1ouJ9XV04dfgwzaciiHUIiSqCIAiCWEXqCaKOwUGkL1+GME1wRYE/HgeX5YZzn1aKm/pn5HLQkkk7lXBw0BNUL+3fXyb+3NlUciDgbcMVYWpHB3wdHQjE40hdvAhT0+yyPcuy+5+EqE7Zc1IL/bEYPvXii5gYG8MrTz21ZsdbVzytY0HlYhaLyCcSkDgH7+iAVSjYaYcAwBgkVUUgHoeRz1fNKyMIov1Q+R9BEARBXAfuPHAASiQCxjlMTUN+agpaKrVmM4dK+6OCvb0IdHdDCgS8/dXqndq6d2/N8kWuKFUhFa6galiGJAQEgNSlSwBswalGo5ACAXs212qzAcRTPSwnnEPt6oJZKCA0MGDPLVMUW3z39ACwe/NmTp+uChIhNg+MeqrWJSSqCIIgCOI6IdwZS04ogVhDEdCoP6re36ZPnqzZz9XpzNxy4YpiO26qCjUSgRwM1l9IRbhEeGAAajR6Y8WcrxL5qSn4YzGo4bDtYDrOG+McuclJJM+dQ/baNTDOlxyPTxDE2kLlfwRBEASxitQbtHtmdBS+jg6ESuLG3VIuAA2H8y5neG+9/ii3h6te71S9/Zw6fBh6NlvWU8VCIQghoITDMLLZumuJ7Nzp/fvWvXuROH26Ot2PsAM/CgV0DA7i/mPH8IujR/HO0aOwnFldbjmgHA57YhgAlQNuRjawK3ujQk4VQRAEQawS9SLJf3H0KGZOn0bm6lWkLl2Clk4DsIXMwrlz3mvAORI//zl+9sQT+MnDD2NibGzZw3sbpf7V+lthdhZaJlNzP/3Dw9i1bx8KiQSMXA5CCDBZhpHJIPfBB1A7OuoP3+Uc251StR/9s3+GX3zrWzB1vfp5jNlBF6XR4iVlToxz+JsM+V0XrLA0K3vtGrbu3QsAmD55Ev54HJKq2v1qjNniKp/3nl8vHp+4cWHOSAZifUFOFUEQBEGsEqVldQAgBwLQs1m89/zzYIzBEgKWM68KsCPVLV33BgPnP/jAExfpy5dx6vBhyMFg1TbdfTVyJ5ql/lX+TZufhxQIIDc1BUvTwFUVSjjs7efKiRMAY3YvlFOWJiwL/ngc/s5OFCIRFBcWqhdiWXjn6FG71LHBjSCTpLK4eVPT7HAGp5eokEigOD8PYZqAJFXPrGo3jIErCizTXNHa1K4unP3BD3D1xAksnDvnPS77/WCcw7IsWJrmPV4vHp+4cWGStDgcm1g3kFNFEARBEKtErUG7ejoNyzQR6OmB52Ewhvz0tCccJL8fhdlZb44VlyQIy4KkqkhfutTy8N5SGs27qvU3pqowczlvOLGl6yjOzXk39ulLl2zR4wgf99/Tly4hMz4Oo1is69II02woqAB7VpWlaTA1zS5zc+ZfZa5cQebKFdshc8WKadqu1nrBcdgsTVuZ2GMMRj6P4uwsFs6eXZzlZVkwnDRAoeuwTBPFVMoLElmrsBNifcIVhcpn1yHkVBEEQRDEKlEzktxxfdRIBIDtuJiO0+DOtMonEvYNuSMUhGWVJe6ZhUJVzHkr7kStePfK/qx7n34a/cPD+NFHPwohBLhbXscYTF2Hlkzixw884IktqUTMCCHAGEN4YADZiYnV6fNodRu1RFq75lGtVimWENBTqab7YJwjNzGB6OAg7v3Sl6ifapPBJKmqfJdoP+voax6CIAiCaD8TY2N4af/+ZUVWD42MVEWSM0mCGo0CANRIBNGbb0Zk+3Z033kn+oeHvdcwSfJK6iAE/PE4zEIB0Z07a8acL8edaNSfJTkR526vhmUYtusiBNSODnBZBkwTlq57gQrC6Y2aefvt6yNm6jhhTJYh+XxeBPkNQ+XxOqWhXbfeisiOHfB3dpKg2oS4ZcPE+oJEFUEQBEE4LDcUwqVWWd3tjz0Grih1RZH7mvD27RCmCcYYAr294LIMU9Nw54EDdcv43DW3KgIbxax3DA7CH4uBy/JiuZ4kQXKeG+zrAzi3/1YioCxNK+vxWRathjuUCjfnNZLPh1B/v917JYQn9NYrSxJ9pcfLObiieI4lBVRsXooLC8g6fZnE+oFEFUEQBEE4NBIdreK6T+GBAWTGxzF98iR27dtXJop27duHM6OjnhACgN958UX8xre+hfiv/zpgWWCyDCUYxKlnnsGZ0VEMjYzgoRMncP+xY2WCqiw58O238bMnnsDfOMmBldTq+XJvzodGRsAVBcHeXnTs2WMHL3AOfywGAF75Yk1W6lIt9fWMIbB1K0IDA4AQyI6PIzs5uTGa95d7riwLlq7DyOeRungRhdlZCqjYpMiBAIxcrt3LICogUUUQBEEQDo1ER6vUcrsuHD/uiaKhkRFcOH68bnT5/ceO4d6nn4aRy8EyjIaOmSsC3eRAIQSYJCFz5UrN5zeKWa902eRgEL4tW8rFlNvX0+aQCF9HB4RpwigUoHZ1QXBuO1QbYHbPigIGnIRBU9NQSCS86HVicyEHgzALhY3xJcImgoIqCIIgCMKhZtBESShEK0N4S90uLZ1GYXYWZrGIV556Ch9/9tmasevu69xtNXqO+zMzPo78zAwCPT0oliQHCiEgTBOSquKtI0dwZnQUyfPn7XAMIWDqOnydnfDHYlUx66XBFq44NPJ5L3bdo80zcizTBOMcZi5nH1fpetoVVrEWOAmLblmoFAjA0jRIPh+UcBjTJ08Cjz/e7lUS1xklGAQAaMmk5yQT7YdEFUEQBEE4NJrt5IoMSVXL3KPS/ibAdrvUjg5o6bQ9j8oZ2Grkcnj14EFoCwteGARXVQR7eqCEw2VumLuNUkoHBbtrKMzOIjcxYW/L7dURAlxVYeo6cpcvQ4vHUUwmAcC+MQ8Goc3Pw9J1dO7eXVMYusjBINKXLgEA/PH4yk/waiBJAOfQ5uZq//1GEVSwAwkY5zANA1IggOjOnd7fhBDUU7VJkUMhAEB+ZoZE1TqCRBVBEARBOLglcLXcqJf276/pHp384z+Gnk7DyOUgB4NQIhGYhULZ3ClhWWCSZA/HLZljZBWLyFy7hkB3N6I7dniP13PM3EHB7uOBrVuRnZiAME3bvXFcGn8shvz0NLgsQ0+nvZlSwrIgDAOhbdsQiMdx/7FjNc/DxNgYXj14EEY2Czglhbnp6VU/31W04jKZJnRHJLaV0rWukTtm6bqdCskYlIqeNhr6u3kJOgOx53/5S3TddlubV0O4kKgiCIIgiBJqzXYCartHxVQKxUQCTJbBZBlGPg89m7V7HopFMGeIL4QA43xRULlpd0IAloX81BR8HR1eX1U9x8wdFOyiRiIQfX3IT07awk1R4O/u9iKXfV1dtrgTwi4lkyS7fKykT6y0pFEOhcAALJw/b69VkuzSuuuVqLdRXaaKdXNFWZ3Ia0fQbv/t30birbeQTySgp9NeBP+OT31q5fsgNhz+WAxcVTH37rvYtW9fu5dDOFBQBUEQBEG0QK2Qh6JTgsZlGYwxr1wLpgk5EIAwDHBZRrCvzyv5c6Oxy+AclmGUBVbUilHvGBysWoOkKOi++247OfDXfg2wLATicQR7e1Gcn7ef5DgpQtftcjLH5ahMD0xduICkK6gAb05Vy5HnGwBWL2SDsaUdZwMBaJkmuKoufZs11nT7Y4/h49/4Bnbt2wdtfh5msQiuKPB1duLC8eNLmqNG3BgwxhDq68Psu++2eylECeRUEQRBEEQL1HKP3OjzUpgkwdQ0/MZ/+S9e/5Pk99tlXI6oYZyX3ZQz2MN23fh21y2r5ZjV6/mqfP7fPPyw189Vmjhnmab3mtJAjNzUlCc4REmJov3AGjlItcrmVlJKx3nTEA05EoGRyQAoOU7G4IvFUEwklrffijVwRYEaDsMfi0EASF+5AqtCDLcEY/jld7+L2Ic/jOmTJxHatq2sJNTI58sCTojNQ6i/HzNvvglL16u/pCHaAjlVBEEQBNECrnvEZRnJc+eQuXYNYAzCMGAWizA1ze5ZMk3IwWCV2xTevh1KNGon8FUOy+UcuclJmLpeM3zAHfB76plnIAeD4LJccxBwKUY2C7Wzs0pkCMPw0sMy4+MwdR2pS5dgZLOwdB1iNQTUcob5NnqslV22IKgAwMhk4I/HERoYAFcUWxQLsSioVurKOemL7uDmuw4cQCAeB3fOeaswSfKGRp86fBgL586tOO6fuHEIb9sGs1jE1MmT7V4K4UBOFUEQBLHpqBWNDqBpXDoA6LmcfUOj68hevWo/KAQgBCxNAzjHbY8+CqC6P2tibAynjxzBwq9+5T3GVdULkSjMzNglfBVrLU38MwsFGJqGe59+uq5DMTE2hsLcHMx83hYJJYKDKYpXaiiEQH5y0hYkJSWCrTg+DVmOMCrtM1vWLpu8jjEwxiBME1oqhUB3N3ydnXbpY/mGlrX/sl05aY+nDh+GHAxCUlVwANYSXDghBGCakHw+SKoKLZmEWSjUjfsnNg+7P/1pmJqGa3//93j/e99D38c/3u4lESCniiAIgthk1BrO++rBg3jt0KGaA3lLKS2XK87NLfbNlCIEpk+erNnr0j88jE+9+CJC/f0I3XRTWdmOEAKWrnsCr9Y+GWOQAwGvTLDR8Xklf04Yhgvn3NuGNj9vC6lKAdWOOVSOMPVYqmPUTKyUHKeZzyM7MQEtlbLLMlcTd06YI4bSly5B8vvtJD+5znfZTsJf2VBlJ6lRCgQg+f2QVBWmpsHI5yGEgJHPl80YIzYXkqpizyOPYOLll5Fyxh4Q7YVEFUEQBLGhcEvhfvzAA3hp//4lN+rXEilGNgs9nW4qXDLj414JlqVpAGOQfD6vVIspCrgs1xVlLuGBAUhO2IBFdWojAAAgAElEQVQwDJiFAoRhINjbW+VsTb3xBlIXL2LuvfeQPHcOWjrdsOzLPT7AmV1VEcxgapq3DVPT4OvqsgXYekvecxMLFWX1hQ/glW2W9put5raVUMi7VsxCwb4+6gRXcM7tv5U/CEgSzHweZqGAjsHBmuEl1E+1edn96U+DKwre/9732r0UAiSqCIIgiA1ELZepkXipRakwcnHnPAGAlk4jdfEi0leuYOb06bJtlyYAclVddD+chDzGGLgj2Bq5SUMjI9BSKRTm5gBJsksAJQlGoeDtz50V5SXwCQGzWER2fByF2dm6ZV/u8XFFAZxEwkpyk5MozM5CDgbt2VkrZS3SATlHaNs2qB0d1cEZ1xP32BjDjgcfbPllWioFs1BAdOdOmJoGJRKxrxV3e5IEJsu2sLas6vJF57py+/XcctT7jx3DQydO4P5jx0hQbXIC8Th2fOpTuHD8+Op8jokVQaKKIAiC2DAstRSuFrWi0ZkkgUsStHQauclJWIbhpfSVirahkRGvBMu3ZYsXTOHeDgvThGUYWDh7FrkPPsDCuXNV+3f7uQrz8/ZNtmWBKwpC/f3wdXTgzOgoJsbG8MpTT6E4O1uySNvlEKaJ4sJC3bIv9/j88bjd51U5L0mSIISANj+P2x59dNGpcV0UxuxytKWw2i6Xsw41HIaeSq1sU/VK7lrBme3FfT7c8cQT+Pg3voFQiz1Mrhi688AB3HvoEKI7dsDX0QElFIIcDntuYjGZtF0pxqrLLi0LjDFypIi6DP27fwdL1/HawYPVZbzEdYVEFUEQBLFhqOUyVQ6ybVYaWCqM3N4UORSCEokgPzXlCSQIgcDWrWWirTTRD5aF6K5d6BgctN0gIWy3wSlbMzUNRiaDibExb11/dd99ePnzn8fc++97ToSwLEiBANRIBJLfj+T58zh1+DCMfL76BDjiRQ2H695ku8fHZRmB3l7vNUyWwX0+cMZsYRoO447HHy8XHYzZZWqc2wON16DsrhV8sRi4JKEwO2uXWa6AlZT3cUXB1rvvxn3f/CbuePxxTIyNQQmFmrzIubUqEUOuw/T/vvwy/vVrr+Ff/Kf/BH8sBn8sthgOUueGmMkyCSqiLp233IK7n3oK4z/9Kd777/+93cvZ1FD6H0EQBLFhCA8MIJ9I1ExAq0zJc0sDK7/ld4VRadLf3V/6EgDg5Sef9JwnrijQczmYuRzSly/jpf37a86DAmwx99Mnn1xMAHTXxjl+9tnP2m6ULNthFIYBq1hcfLET521pGizH3ZB8PnBJglk6fNcVPIyhY3Cw7jmqPD4lEoEcDNpC0MHI573fO3btQvL8eTBJ8lIIYVkI9vYin0jYQvF6fgPOObSFBajRKAqrMTdqBQjT9N7zV778ZVz+679u7so5s8E6BgfriqEzo6OwdN0eHt0gEZDJ8opFJXHjc8vv/R4SP/853n7uOWy5/XZKA2wTbFXmUawx99xzj3j99dfbvQyCIAiizZQKJ1PXUZiZgaXr6BgchIDtSlQORw3E47j/2LG62zszOoqFc+dg5vO2O8QYmCzb4sI0AUmCpKoI9fXB1LQykea+Pnn+PAqlpXqVOOWFLd8gS9JiGl7pkGBJgq+rCx89fLhl96L0nJUODHaPY2JsDK8dOgQtmfRKBZksI7B1q11qODdn95tdL2HFGBjn4KoKNRpFfmrq+uy3Dkokgv5PfAKX/8//afk1/ni84Xv04wceQN65dusJKq6qEJYFORDAv37ttWWtnVgSa9AYaHPH4KB48etfX7Xt7f70p6seM3I5/N/PfAaFmRn81o9+hFB//6rtjyij7nVC5X8EQRDEhsF1YZgsIzcxAQiBYH8/LMNA6vx5mBX9Q5WlgT95+GH8xV134S/uugvHP/lJvHrwIFKXL0NLJhfL7dxyLDccwREUlmGUlQKWhmYUk8nGCy8JwmgJV8QIYZfnOU5Vx+DgkgQVgKohxJWpcf3Dw9jzyCN2/5AsQw4G4Y/FkJ+aAldVBPv67B62tSgFdI6LOaEaABaH5+bzdhgIX+GtCmMIdHcvu7fKyOdth2oJ7HnkEQDwSj5/9NGP4i+Hh72SVCUUsgV2gy+23QAUd+YZQTRCDgYx/M1vwjIMvPy5z1FwRRug8j+CIAhiQ9E/PIwzo6MQO3aUuVJcllGYmYEvGvUeKy0NfO3QIRTn523xwJgtypwwimbpcpZpIjc5iUBvryfS3NAMyzBa69tZboKdEPDHYlViqtYA43piq1bJYinTJ08iPDBQdj4Ls7PIjo+DO+mEoYEBcFlG6uJFb10rHRLMnbAG4ZY5VpC9dm3FIRi+WMzujQsEkLlyxUtpBOfgsgyzWGy4D8nng5HNtr5DxnDhxRdx4fhxu8QvmfQE0vTrr2Pm7bchN+vLAiAHArjt0Udxx+OPt75vYlMT3bED//zZZzH2+c/jxGc+g098+9uIbN/e7mVtGkhUEQRBEBuOzPg41I6Ossf8W7ciNzEBI58vK3MbGhnBmdFR6Om01zfkIURLgkgYBgRjyF69CiUSwcTYGJLnz9s9VxVJgquNME3oFTf1rfaP1aNUkMmhENIXLtg9W6pqhycA3tBgIUmwdB2Za9fKz50kQVKUpqKkHlxV7fMK1BecKxFUjnAyMhmIrVvBZdk+X11dKM7NLTpvbs9arX1xDn8shkwu1/pahEDWEd6M88XwEsA7Vm1uDnIkAiOdrnp5oKcH0R076pasEkQjBu67D/d/5zt4+bOfxYnPfAb3/emfovvOO9u9rE0Blf8RBEEQG45aseiSoqBjcLBmmVtmfByWaZaLggYBATVxnmsUCnjlqadQcHuQ1rA32U3sszStLNp9udHyE2Nj+JuHH8bPnngCibffhlEsInXhgh2eYVmwdB25yUnkpqYWBxvDGXRsWRCGYYsRx6EyC4XlHT/nCPb2IjQwAKnVsjwnAIL7fK09Xwi7j80wvOvhQ//+33vphpZpLs6N4rxhmaHPFfBu9HnJmhouwZ1hVvJcd26Y0HX44vGyOVhMUcAVpW5cPkG0Qvfdd+OT3/8+lHAYfz8ygisnTrR7SZsCElUEQRDEhqNWLLo7E6jWcNTwwAC4JJXNcVlujxBjDHo67c0Qanhj7ST2eb/Ksh0J32KfkBvVLvl8ZaKpWbR8LVx3K3PlCpgzq8qdg8VkebGMjzEvUEPy+6vmXAnD8Pq9VooaiSA6OAiuqnbiYZMeKrWryz7nrcAYhGWBSRLuffpp3H/sGO54/HHce+gQIjt22O8f5/DFYvY2LcsOCHGuCzdSPj81BTkcxo4HH4QSCoFxDiUSwR1PPolPHD26tOvIWRNXVfv6TafL5oNFb76ZZlIRq0J0xw488P3vo2toCP9w4ADO/PmfVw+YJlYVKv8jCIIgNhy1YtEb9RQNjYx4PVVCiMUb86W6VYwtigzLQnDbNuSnpuwSuFoIAUgSdvzWb+HKT35SVQ7GFcXeXp3eJFPXwTmHPx4vE02l0fJaOo3C7CzMYhFyIICJsbGqdMLM+Di0VApyMAhL1xfFpVv+yLn37+7Z8MdiKMzM1D+ulWBZyF67hpxTjhno7oZZLKIwP1+7R8t5n7xhyK28b+7xWBZe/uxnPfEb3bkTdx44AABeciOTZfs8mOaiSHZcLOHMmwKAwtSUd73FPvxh9A8PIzo4iOTZsy0dNnPOsxIKQctkbNEtSWCSBDkUwl0HDpCgIlYN/5Yt+Fff+Q5e/YM/wFvPPovkuXO45ytfgRwMtntpNyQUqU4QBEFsCibGxnD6yBGkLl0CYMde5yYnvVQ4UeHIeA5CgyCGsNMEnp2YqO7NcoIQ4Ig4N5nQnQXFZBmMMfvG3xVajrPlOkWMc4S2bYMaiZTFw7uukzvrSDiDh7mz7ejgILY/8AAuHD/uRakvvP++fZxu/1KlMHH2LUwTwd5egDE7KKLynKzBfQOTJMQ/8hEk3nyz+jyWpAK6z4Vz3mqurfRnyftXWrboxtID8HrTMteuLZ53RVmM1AcgBQL2MOXu7qpYegD46e//foODY16oh+TzQY1Goc3PQ+3qqjk7jHqp2saGjlRvhLAs/PxP/xTvPv88ojffjH9x5Ag69+xZtfVsMihSnSAIgtjc9A8P41MvvohH3noLj7z1FiLbttk9Q45bULMsr0myXebqVWSuXq0dduHEsFu6Dssp+XJLxdwZRJ7rVdF3w9wyNM6hhMNeeaPba+M6dUYuZ5eTSZL9f3qn7yhz5Qree/55WLru9V1JPl95ymGFOPIixxmDHAph17591ce0Rl/ECtPEzKlT8Mdidp9R5T4dkcQ4t/uqZNkuFXTOlxKJ4BNHj6Jn715IquqVE5ZvRniukJ5O48zoaFVvmvfc0kh9xmDm89DTaRRTqaoetv7hYYQGBmoeF1cUhAYGcMeTT6Lnnnvg37IF0R07IIfDi4EgDs3KNwliuTDO8euf+xz+1QsvQEsm8X//zb/BuR/9iMoBVxkSVQRBEMQNxcTYGF7avx8/fuABby5QLTLj4/B3d9tlYpZVNuCW+3xNQwgAVA3nrcIpIWOSBKtYhDBNCNOEVSx6pWZlNzaOq+U6XMKykDx7FukrV1CcncWrX/mKd0z9w8NQo1F03nqrnWroJhsyZu/DNO3eLwd/qVhxZ1+VHoquw9I0MM6Rm5jAhePHoVQkLK4pQqA4Pw8zl6s+944YFbDFkalpniB1hwT3Dw9jaGQEliNwhZNeWLp9AF5IRWZ8vKw3TViWPS+rUli7rhcAbW5ucUklIujep5+GPx4v658DAH93N+49dAh3PP54Wa9f5+7dVUErbvw/QawVvR/7GH77L/8S3R/5CE7+4R/ilaeegp7JtHtZNwwkqgiCIIgbhtKBvKVR47WEVXhgAJKiINjXZ5e9GYYXK965e/fizKZWgxHqwGTZKyurEmCVgQ9CwNR1O6nQ2a9lWbaQ0HXo6TRSly97x+SmIFq6vphsKAS449aY7n5hh0JwRzRw5zhrYWka9EwG2YmJ2vOZVjqMtwGWI5Ykn29xIDBjkH0+yKGQHTZSmrgoBCzDgOLMfXJ7nJhT5sdK0/qcn66zFx4YKEuR5Kq6KGhLnl+a+FcadFIqgmoNUA709JSnTZZQL2iFUv+ItSbQ3Y1/+Wd/hl//whdw9cQJ/O3v/i5m33mn3cu6ISBRRRAEQdwwtBI17jpZyfPnkRkfh1ksIrJjh+f2BHt7AaC+EFoKbj9NaXlfpUirfMyybFEhy55jBcuy/50x6JkMJFXF6SNHUFhYQPryZVi6bvf5OAJLCgSgRqNgklR24y75/V5YhnADMkrXUYoToV7FGpcMuU6SK3DCN92EYG8vYh/6kO0sumsoOaelK7rrwAH443H7dQMDiyWVjNkx6qYJJRLB0MhImbjxbdkCYVmLJZIlPVylQqueCHIHKHfdeiuiN9+MQDwOS9fxylNPVbmmbvlmrfh/glhrGOe4/bHH8P/8+Z/D0nX83b/9t7j4v/93u5e14SFRRRAEQayYVkvu1ppmUeOuk5W6fNkWG7qO/NQUFt5/H6LEHQKw6OSsxKmqfG2tcsGKx7iiILpzp1c66D3H2Z6ZzyN14QIWzp5F8tw529Gp2F4xkUB+agrCMJCdnETugw/sOHefD/5YzHbmLKtmeVxT1lBUBfv7y+LOA7294LLsCRizUCifFeWI1uzEhHf9nRkdxa59++wQCMtCx+7dUF3BpOuQVBV7HnkE/cPDZeIGloXorl3oGByEEonY2+fcCxYB5wj29dUVQZXXnpvKaOTzTV1TgmgH3XffbZcD3nUXXv2DP8Db3/xmmRtLLA2KVCcIgiBWhCtUJFUtu3lsxzfvpVHjLqVlWmdGR73EvFKHQ5imnbpnGMiMj3tDY+0/Ll9EBLq7YeRyZb1NzbAMAwtnz9r7L9l3Zd+X/WQLVqFQN5VPADDzeZjFIvRczg6ryOe9Use1dp2WihoOl8WdZ8bHEYjHvbh8t8yRlwwMNjUNRjZbVvL5q7/4C/i2bPGewzlH9OabIfn9KMzO4r3nn8fZ738fnbt3Y2hkpGbi3i+OHsUvv/tdGLkc5GAQtz36KO54/PG6a6+89gqJBAB4YSju465rul4+M8TmxtfZiU/82Z/h9cOH8e7zzyN95Qo++tWvQq74copoDkWqEwRBbBJKZxY1m+u0FF7av79KyFyPeOhaxwMs3qxWRl/3Dw/jxw88gOL8PCwnxrwsRr0yQn2looMxyMEghGnavU2tfgPMuR21XprU12AfZaWFLazXHWpr1Zut1Ubctd3+2GM1Bcxf3XcfismknQLoOEiWrgOMYcvQELR0uizenvt8niPnJvTlJichhICkqgj29pZdHyuh9MsFN8KeOe6W6jhfQghoyWRN8U+R6m3nho1UbwUhBM4cO4bTR44g9uEP477/9t8QcMttiVLqXickqgiCIDYBlTd8lWJjJfz4gQegdnSUR1I7N48PnTix0qXXpNHxAKgptt46cgTJX/2qLM2tck5T6WNcVRf7qpaJmwYnhIDa2Qltbq5peU14+3Zkr11rXoZTozSwJRHIOSRVtQcWt+EegElSXcHIFMUO2uAcw889V3VtvrR/P1KXL0NPp2HpOriiwCwUwH0+BLq7kbl2rbZ45dz75t1yXTrLQuctt6yqmKk1bLnWLKrM+Ph1/8wQTdkwomotmf/lL3H+r/4KcjCIWz7zGQS3bm33ktpGHfFKc6oIgiA2M60EOCyX0gQ1l7WOh250PP3Dw2Xx1QDw6sGDSF24UJaQ16y3qUpQLbW3yknYY5IELkkI9fSga2gIW26/veHLCrOzrfU11Fp/K7S5Z6JeIh4ACMMAl2VYplnz2hwaGQFXFAR7e9GxZw+Cvb1gigI1GkVhdrb6HJQIT0vXF1MSnYREYGXzoSp7CQF4197Hn30WXFFqJvy14zNDEK3QddttGNq/H8Ky8Ksf/GCxDJpoCokqgiCITUCzAIeVsBrx0EsNumglkMLd3itPPQU9lbJ7cRRlccjtUlmqqyOEXc4myxCmibkzZzD33nuYO3Om4cuMXK617Vc4U5XDbhsuzTS9QcTXG6u05LISR/xwVa15bVam5nFZhj8WQyGRsOPf6wlNIbx4dbNQ8KLbtXR62WKmWXx/o4S/Rp+Z9RL6QmxeQn192PXQQyguLGDqn/6p3cvZMJCoIgiC2ASs5TfjK42HXspsKZdGx1O5PSOXg6Xr3pBdLsurP2up1vY4h57NgnEOKRRadMKaOUVLSOFTIhHsePBBhLZtQ2hgAHIw2PzYJMlL1VuPCNOE7PPVvTZdJ3LXww8jdfky8tPTTYUykyT44/HF0j9JghACWadMbzliphX3113rvU8/DQA49cwznqNV6zMDYMmfBYJYCzoGB9GxZw8mxsag15pXR1RBooogCGITsNbDRitL7pbSp1V6c6pnMshNTSH3wQd45amnat5MToyNefOZkufOoZhKlR1P5c2u5PPZSX9OGUtVlPhKYcy7qQ709GDL7bfb/wwNQZJlGLkcjHTaFkvNBA/nzZ/jlLTJgQC2DA0h8eabUIJBOzLd74fUQDQySYIky3bcejvKAFssoTRyuYbX5sTYGN57/vlFx02Ihs4b4xz5mRlIqgpfLAbZ7weD3fPmpgQuVcy06v7W+9IAQNVnZi3LdAliqWz/5CdhahrGf/rTdi9lQ0Ci6gaGSghag84TcaPQ6Fpu5iat9eeg0fbdm1MtnUZuctLue5EkGLlc1Y2te4MqDAPB/n4Iy0L26lVkrlyxXRqU3+xq6bQdiuC4RKaurzh8AkCZOFDCYfzGt74F35Yt8MdiZU8zNQ3CMBYFTCsuVYtOlpHPY+rUKRjFIizDgJHL4WNf+xqGn3uuthvnrDk6OIhAdzciO3c2PcxVp5V0Qs4hh8MNhfnpI0e8c2sVi7A0rVwkOkmOXFEAd9ixZUFYFvRkEv5YDJ233ILorl0wstlliZlW3d+lbHsty3QJYqkEurux9Z57MP3GG8jPzLR7OeseElU3KMspp9mM0HkibhRauZbruUlr/Tlotv3wwAAKs7PIXrtmhwkYBoRpQvL5qm4+K29QASeGW1EgDAOnDh+GEgrBLBQ8kSaEAFwXo5WY8lZwSwl9Pnz82WfRPzxc8ybbwx1Y28ypWUbfVjGRQDGVKgvq6L7zTjsOuWJIrjBNzJ85g+z4OJJnzy5tX9cBrijwd3ejc/du77FKQf6Lo0eRPH+++sXOuWOShPBNN0EOBOxyP8sClyRIJcOcC7OzAOxQEC2VwvQbbyD3wQfQSuaJNRMzrbq/SxFKFGBBrDfid94JCEHCvgVIVN2gUAlBa9B5Im4UVnItr/XnoNn2t+7di0IiUebmCMOAEgpV3XyW3qAWZmdtN0KWIQzD266A7RDlp6c9UcE5R3j7dkR37YISiaxqSMOZ0VFMjI1haGQExWQSyfPnsXD2rH3j78a3u/1UaxRhrs3NlZ2roZERFBcWFp9Qut/SSPl1hmWaKCQSKCwsYGJsrKYgf/eFFxonCJomMuPjMHXdO25T16E4fW1CCFiahnwigUIiATkYBFdVmJqG3OSkJ6yaiZlWewmXIpTWukyXIJZK+uJFAED05pvbvJL1z/rsUiVWjDsDoxQqIaiGzhNxo7CSa3mtPwfNtj998iT88TgKMzO2sHIGu+rZLJRIpOzmUw6FkLpwoXyYrlvm5WxXSyZx79NP4+XPfQ7CsiCpKvzOrKDcBx/AKBRWp6eKc3BJQj6RwKsHD9qu0dyc92fmJM5dj94lYVmYf+89qE5/UP/wcOO5VUsUd9frOGBZELIMLZm0Xcdg0BPkWjqNQiLReGgx5/Z7a1m28OIcgjFwSYKezSLY12f3kwkBI5eDPx5HIB6H5PN5rmYhkQCX5ZbETP/wcJnje2Z0FKeeeaZsuPbQyIjXQ1U6U63Wtl2hthZDugliOcy//z6Cvb3wVfw3nKiGRNUNSq1p7VRCUA2dJ+JGYSXX8lp/DpptPzM+Dn8s5t3YumVyZrFYdvM5MTaG4txc9dBap6xNS6fBZRnhgQGvBM7db2kpoOTzwcznl3UsvngcZi7npci55YrF+flqoea4It5MJMYaC4JVQJubwytf/jJu/p3fWbV9ST4fOnbvhpHPIz8zAzkYtF3AVoUZY5CDQTvG3DDK3btamCaKc3PwbdmC1KVL6Ni923v/vBLKOq/lsuz15HXecsvi62C7l1yW4e/uxq59+/DOt78NPZ1GfnraDrDo7ISWycAsFhGIx5ckZkqHUZeWuLrO1VKEUqlQI4h2omezyFy9iv7f+I12L2VDQOV/NyhUQtAadJ6IG4WVXMtr/Tlotn23PEqNRBDs6wNXFDtWOxgsK6c6MzoKNRpd7I0pQZgmMleuIHvtGrbu3Vu130IiASEEGGMIdHd7g19bKoNjzAt9KM7OwsjnvVI+rqq1h846a3KFFleU6zZ098pPfmKXVq5SiZ9ZLGLuzBmkLl6EGo3aDetLcbocV8gqKcerWX5ZMqgXjEEvKcMrJBKwLGtRlJU+38VJAeSyDO5s372mmON+BuJx7Nq3D2d/8AP7/Sk5xsL8PNRoFFs/8pEVJVjWKnFdSTomQbSL2XfeAQB03Xprm1eyMWBiiSUA7eCee+4Rr7/+eruXseFwSxGohKAxdJ6IG4WVXMtr/TlotP3Sb/nd8qhiMolALAY9m/Wef+qZZ6B2dGDh/fftG+IajkWgpwdcUTwx5u53+o03wFUVge5uqJEItHQamatXq8WBMyDYdXnkUAhSIGCX9dUQRdzns9P9mgRg+OJxhHp6MPfuuys4i63jj8VQmJtb1R4uJkmQw2HoyeSKt8V9PjuF0S2RLBnS68XKuzOlah1DhQAD7NI6NRqFZRhgjNkCvMb1pKVSMAoFu5yx4n2TVBXDzz235Gv/xw88ALWjwwtPsZcmoCWTeOjEiSVti2gba9ZoeMfgoHjx619f1mt3f/rTq7ya1rjw4x/jn55+GrE77sAnv/e9smt7k1P3RJCoIgiCINpOqeiSQyEU5+bKbopNTYMcDEIYBtKXLtk3xBU33IxzdA0NwcjnEYjHcf+xY97fXtq/v6wUMD81ZZcRei+2y8rC27ZBjUS8kIlATw+y167V7SfiqlrmwNSFc3TddhsWzp715mWtFYxzMEWxXZ0VpB0yWfbEouTz2ZHkbjx8o/K9Gkh+P4Rl2TdmjEFYFiI7d6I4Nwc9nYa51LU67qESDOLjzz5bJdgB1L2ePFEuy2CMlTmKTJYR7OlZ8hcLpdeXS63rkFjXkKhy+OV3v4s3/+RP0PPRj+K+556zQ14Il7rXCfVUEQRBEC1R6TZt3bsX0ydP1v19KTelpX0kL+3f76X5AfB+MgCGppW7GiW4v9UK2XDDAvRsFoXZ2UVhI0n2/yGdb2HdkAI5FIKlachOTDQMaGh55pVlIXnu3JL6kOyDKn8+kyR7PQ22IyyrTCg03EdJf5O3bc4B0ywTf6amLf69xrqaYZmmF3bRsWcPtGQSv/Pii5gYG8PpI0eQPH/eFoKtrNvdv2napZhATeFS73qSfD4YuRxgmuA+HyBJdlKgaYJLUs2eKKDx9S+HQtBSKXv7TcIoCGK9IoTAz597Du8+/zxu+uQn8c//5E9qllsTtaGeKoIgCKIpldHWqcuX8c7Ro0hdvlzz95XMuqo310fPZnHvoUNQwuHqF3Hu3TTXCtlwwwKMXK78pl0ICABcksAVxQsp+NhXv4pQX5/dm9NovlRptHeT8pjwtm12L1crce5uGVzJnKnw9u3ouu02hG+6yUs7rMId+lvae1QHxjkkvx+Mc4Ruugldt90GXywGVvk6d8aVrjdfd73DcYYuC9PEwtmz0FIpTIyNoX94GHceOICOwcElu1+AHUzx6sGD+MnDD9cdXF15PXnfugthix9HUAGA5TihlmGU9UQ1u/6FYUA4/VyN4tUJYr1imSZO/fEf493nn8fg7/LeB7cAACAASURBVP4uPv6f/zMJqiVCooogiE1J5UBRGvjcmMpGfD2dtsMEMpmav69k1lWjuT79w8O47dFHwSTJHvorOwUXlgUpEPBCMLbu3Vv1/vYPD4Mrih2S4IoVp6/G1HWE+vrKQgr0bBbRwUGEb7qp/mJrxLrXQw4EIAwDkqJ4Qo2VvqZSlJmmHbwQCMAfi9nzuJwb90BPD3Y8+CC4z2efB869oIZWAzGEadqzuwYHISkKtHQaejK5eE69Jzafr8VlGaGbbkJ4+/b6M6SEgHCOUQ4GcerwYfzi6FGcOnwYlmGgY/fu8vemGYxBDoehJZNINxDzpdeTlk7b87tKxbJbdugIa8swkJuchKnrnuPZ7PqXAwH4Ojrg6+ykMApiw5FPJPDyZz+Lcz/8IT702GPY+4d/6IW9EK1DooogiE1HrYGiy3VV2kE7BGHlt/1ubLVb/lb6u5ZOI3XpEjJXr2Lm9Oklr69ZWqA710ry+cAYs3/KMvRUykt3u3D8eM3319J1W5i4wsY7IAuZ8XEvORBYnImVm5xsSVQ0e46WTtvJhm75XoX7I/l8VYKCSRKUYBB7HnkETJaRPHcOmWvXoASDWHj/ffg6O71+J5hm631JjMG3ZQt+58UXsf2BB5AZH0fmyhVYhmGX4DV5bdVDkuRFlzNJKhN7pUl/ss+HUH+/PRtKVfHed76D/NQUUhcvYv7MmSX1m/liMZj5vFdWWCnm3c/JwrlzyF67hnwigfzMjP3+c47wTTdhy4c+ZJ93Z+YYYDt4YAyF6WmEBwbwi6NHMXXqFFIXLmD+zBlkp6aqrn9gbWcc0pdAxFpx+W//Fj956CF88Oqr+MhXvoI7v/AFCqVYJiSqCILYdDSLP17PtEsQVrpHbuy5G03u/s44R25y0hYvABhjS16fW6oXiMdrllK5c62iO3ei85Zb0LF7NzpvuQWB7m7cf+wYpk+erPv+lpWzVNw4+Do7ceH4cUyMjXkzsSxdby4yHNeDK8qiS1PjpiQ3OQklFLIDJGpgOml4petjnIPLMq6cOAEjl0N42zZ07N4NyzCQPHcO+ZkZGLXmUdVyfBiD5PeDqyoknw+du3djYmwMF44fh6+z036O43RVuVWl1CgPDPT0AEIgPz29eC0whtC2bei67TYwWfauldzkJFIXL0JLpWDm84tBH3V65WrihFRYTo9dqUso+f1Inj/vfU6Cvb1Qu7pQXFiAWSxCUlUE+/qgRiIAsPj+CmH3ozn7twwD/p4evHP0qLcmYVkoOvHupdc/0Ppst6UKpI3+JRCxPinMz+MfDhzAK1/8IkLbtuG3/9f/wq2/93vtXtaGhoIqCILYdGTGx6FWTIdfy2+ZV5NSQQgshjicGR1d03IjN+gBsM+VEonATCSghMMQQni/W27CG+xgiUBPD7gsV62vWYR7owGorQwTrvf+dgwOInX5cvmwXsYgqSoC8TiMfN4T12o0CjkYRObKlcYnxzRhOUmBhlteViOqXQgBLZMBlyRYJftmkmQ7NJVle055WnF+HvnpaTBJguTzwR+L2YLAFSK1yv1ME0ySoHZ1QZuft4MrXNFgWVAiEQyNjHjXk6+jA3o67Qm+pSQDc1mGGolA9PcjPzXlpTSqXV1QwmEY+TwYY962mSTBMgwUEonyY7V3XH0OajzGOEchkbDPna7DH48vHroTEqF2dHjXSCAehxIKIT8zg0B3d9m14+I6iAJ2tHpk505M/PSntmB2Ux7dNTqBHu7132owRbMhwbVo12eeuHG5+tJLOPVHfwQtmcSvf+ELGNq/33bbiRVBThVBEJuORj076516IQ5rLQgr3aPojh348OOPI7pjR9nvzInL5rLsuQGV61vKN+/ut/p/dd99+NFHP4q/HB5GcWEBxWSy6TBhLZ1G6uJFLJw9i9T581BCIQyNjMByY8FdhIBlmtDSaW+t7nl23YxGMFmG7PPBzOVs16Oit0qJRhHetg2SqtrlYox5/UdyIFDfmXGG3XrznCQJlq4jNzmJQi3hVrYo+32QAwHI4bAnWixdhxKNIhCL4dQzz2Dm9Gk7qAGAPx6HME3b/VlCKIWl65h77z1kr14FlyR87Gtfw/Bzz3nXRiAeh7+723Pxagq2Wn1bdUJAAvG4FyoS3r4dcjCI/PQ0Fs6eRfL8eRSTSXBFqfk54YpSVlqaTyQWrwXOvZJFORTCXQcOwMjl7P49Z35Zqfgrvf5bDaZYjkvers88ceOhJZP4xy9/GWOf+xwCW7fit370I9z+2GMkqFYJOosEQWw6Kl2XjRR/3MylqWQ1h/rWdI8ef7zs1+mTJ5uur9k37+6aF86dg5HJQA4GoWUyAABWKNhldozBKBSQuXYNABDdudPb/tDICF47dMh2ozi3XRLTRH52FgAQiMVgZDIwnbIvt3TMjVN31+oeh9uzUw9JVQHOIQUCYLIMs1CA+2wmyzDzeaCzE8HeXgQcR6X0HOUmJ+vHpDv7lXw+WKZpP8+ykCu9oebcfp7jerluVn56GtmJCUiShMDWrfZA4NlZFBIJFBXF/j2RQG5ycrGHYrm9FM7ajUIBrx06hI8ePlwWc/7jBx5AsK/PLqnUNLTigzFnFpVwkwxdR3HrViiRCALxOLbu3Yt3vv1trxeLwxZ5pqZh/pe/9OLyJb8fSjiMzt27PYcuMz4OI5dDoLsbks+HQiIBS9fBJQmBWAz9w8OQg0HbaXPElqSqsJx49jsef7zq+m/GclzypX7mCaIWk//4j3jt4EEU5uZwxxNP2GKqSbgOsTTIqSIIYtPRrGdnPdMsxKGUdvRitLK+Rt+8T4yN4dWDB5H4+c9RnJ+HqWl2OR2cMAg3cU2SUEwkynqM3GPrHx6Gb8sWW3zBFk2h/n74OjpwZnS0LNXP+4aWMZjForfW0uOQa0W4l2BqGoxMBrmpKeSdEAMXYRieu+Rue+vevcheu4a5M2fscAi3p6hOdLs/HocajdYsEeSKYifuybInNt3ywOiuXeCShNC2bQjE43ZqXSZjn8N02v53Z42Zq1ftmVwl/V6sUfpXLfHlpOfp6XSV8xIeGICkKIju3Amlo6MlJ0yUpPK56/Fv3VqW8PjuCy/YT3F6xYQQ0DMZe/tOqaMwTRiFAgqJBLbu3Yv+4WHcf+wYHjpxAmo0uni+br4ZnbfcgujgIAqzs/Z8KyEgDAOmE3BiOQLvtkcfbbr+WizHJV/KZ5648Tj3wx/i3A9/uOzXG/k8Xv/a1/D/PfYY1EgEv/mDH+CO//AfSFCtASSqCILYlJTeWG2k+OOlCMJ2BHK0sr5GN5ZvHTkCLZmscm68G2zGYGma3f9jmlXHdvrIEby0fz9S58+DcY5gXx+iO3eWlSG6+1cjEQT7+rxgBTkY9NZaehyVa63EFSKNhIKl69i1bx8A4MLx4+C1yv6cEr9SweKm5+Xn56u2qXZ1wd/djaIzzPj/Z+/dg+M67/vu73Mue78A2AUBAiRBAhR1MWlRkcRK8TDxjF4zGSdTU27ittNkVDKx+nLUKClTK5mQSmcqKe5EfZnGqaNEislwMm5Sv21EZWInZa3GFl7XKixZ1M0kZQIkKALEZXHZ++65Pe8fz3MOzt53gV1cpOczg5Gw2D3nOc85Z/l8z+/3+/4sXYcajTopi/a4S1wbeRNfs1hkETJKmSkFFw8OkrQy51UPukZUjadSVmu+bGoaslNTKLprqRphWZB4Wl5keBiwLOeamhsbY2PkgtjSNEd4UtNkx2WnEFoWiCTh/RdfLDGHqHYtFhYWoGUyyCcSCO/aBTUaZamYug7F78f+EydYlGoVrEYgbeWHQIKNZfH99/H3X/gCPvj613HnL/8yfuYb30DPPfds9LA+spBWilE3igceeIC+8cYbGz0MgUAg2FK8cuQIPNFoiT0upRRaMonPXby4YeNyF+u70y8fPH0arz35JAAmJsxisWTx7nYaNItFSKqK6PCw8/diKoXc9DTCQ0PIcgdCQohT22Xk8/DH4076Z7X9V1uovnLkCPLz8049VKsNasFt3+Of/CQAlvqXm5lhrn11hIukqpADAejJZNVtemMxaEtLCA8NweTRMFCKwMAAZF47pAYCTroaAKRu3GDzyh3+iCSxGrMWrMzrHad77L0HD2LboUOYGxtDZmoKlNKm7OndSKqK0M6d8MfjJemEAD8viQSsau6HAIiqQpJlVidWZl2vhsN4iKcAl18L2Vu34OnudlI1ATjXTvkYVkM7U3IFbaVjPuIHRkboy1/+8pq2sfcLX2j6vZZh4Edf+xre/eM/hi8Ww8PPPYf+hx9e0/4FDjWvExGpEggEH0lEX5fNa8jR6Mk75S515YtvS9NATRNqKMSc7SKRkr8XuJ234vfD39vr1FJlbt7E4vvvIzUxgeXxcfzgmWcASpGZnsby1avIz88jft99uHz2bNXrJTQ4CG939+oEFTsg+Hp7SwwwjEKhfk8pQmDpOoxstuJPkscDSVVRXFhwmtUWFxdZtIlSZKenQRQFaiCAfCLh9GiilEINhRyHO9vMoiIitZa6KkoBSYK/rw+pyUm898ILSPHGvPYYW2nuSySpZiQnNDhYt9aN6jqLYLkjiNyFsbi0hEtnzlS9FpVQCL5YrGRb7TSGsKPkDz79NADgB88887H9jhK0n8yHH+Lbjz2Gd77yFez8zGfw2b/+ayGo1omGkSpCSADAbwLYRSn9IiHkDgB3Ukr/dj0GCIhIlUAgaI16kZCP0xPhzTYPzTyh/9ajjyI5Pr6yWHb/G8Wbsvbdfz+2HTqEiQsXnGMrLCwgPzsLSBIUnw8+vkjWqkR51EiEiRUexbI0Dfn5eRbVoBSSLDuRDNs44/unTq2IglbhBgfUsiB7vVACARTm59kx1hJqklTpiCfLkLgTnWWaoLoObzzOIll2PRalLA0wHIZVLDo9mAgh8EQiiI6MwNfXh5vf+pbTV8xZB7jruuqIlYaH6/Oha2QEqRs3mMkDVmzUW5o/O8oYCkHPZiuumenRUXz3iSfqpymWb5JHryzeR+ufvfVWxXtePXaswhiinZEqe+yb6d4UAPgIRKoSb7+N75w4AWpZePD0aez++Z9f0z4FVVlTpOocgCIAW+ZOAXi2DYMSCASCjrCVm/u2QqNo3EbUYtQaU7OmGQdPnmRRIVtQcEe70K5d6L7rLgT7+/HIuXM4cOKEc2z52VkUl5fZgllRYBkGcrdvVxVUAKCnUo5Ndn5uDvm5OadmBoSURDLsefTHYqsTVICzbX9fHxNUPGoEoK6devnfQoODkBSFNZ3lboMGN54g3OXQfYyUUvZ+LrSKySTSt27h5t/9nTO31B6D/VkuABtSJ9pkcTt7I593zCJK7NGroITDkL1eZ7vRfftw4IknnPTEatfMwOHDiI6MtBRZc3qo1flMO40hat0PH5fvKMH6MfXaa3j1+HF4IhH87De+IQTVBtBMpOoNSukDhJC3KKX38dfeppTeuy4jhIhUCQSC1tistUTtZDM+6a43prfOnEHm5k0mCDwe+GIxSIpS9en/9OgovvelL8HI5x17cADIz82BWhZ6Dx4siVi8euwYa+i7vMzqa2o1knVj25DXgcgytt1/PzJTU8jNzjZXdyRJIEBFFEr2euHv6wPA0nOaFmi2Ax+liOzeXTKvw0eP4t2vftX5e3mUSfb5YGpa1eMkqsrSAHlTYBACNRKBpWkszbKWxftqqTPfaiSC8M6dAFi9mZHLwROJQEuloAQCdWubpkdHHfv88ogV4QK0/DgId3yMDA/j515+ueqY2lH39O4LL+BHL74Ii1/znkgEkqriwdOn8YNnnvnIf0dtQbZspOr63/wNXj99Gl379uHTf/InJfeMoO3UvE6a6VOlEUL8gJ2CTUbAIlcCgUCwKfk49HVp1OtpM43prTNnmBufLAOS5FiM+/v7K+pU7MWspKqQikWooVCJwUFgYAD5RAKvnz4Nb08PjGwW2ZkZJ8UMisJqlRoJgibS26hpIjU5CV8shuzt2w3fHxgYgOLzQfH7oaXTyHGzDIAtmLO3btWtAaqGrCjwdHXBG43C29VVssgHwFLZ3DbodvSJ15PVOk6q65B9PlBJgqQokH0+dO3d62w/OT4OLZOpaQLRMtXGwUWnySNCdg8tXzwOTzSK3MwMzEIBstfrOBqW1zYNHD6Mh559FpfOnMHyj3/snHeJ95MquQ74/qhlwdvdjftOnqw53Ko92VpgenQU77/0EmuEzd0li4uL8Pb04PLZsx+L7yjB+nD5z/8cbz3/PPr+0T/CT33lK6xuUrAhNCOq/h2AvwewkxDydQCfAvAvOzkogUAgWAtbublvs6ymiWinqTWm5LVrThoa4dEUalkozM87jnhAaaQr0N+PwsIC61FlN+lVFORnZhzzAj2TQWR4mPVX4nbkEq83ahd6JtP4qS8hIIqC/NwciCzD29UFPZ1mKX78eJ1eVM3CrdQB5oB38OTJikX+q8eOwRuLsVovngLoCCy7aW4dLF5TZWoaYvv3l0QMXz12DItXr7ZPVJXD0wxNXYdlGNCSSRi5HHzxuDPfstcLU9NQWFgosYkvFx62AHJq35aXS+dbkuDt6YGZy8HUNBBJwsPPPdfRhw+Xz55lNWt2jy3eQFpLpZCZmsKDTz/9kf+OEnQWSikunTmDy2fPYtfP/Awe/g//obnUXUHHqJvkTAiRAHQD+DyYkPpLAA9QSr/T8ZEJBIIKhKNdc3wc+rpsRme/WmMCAN+2bU6UAGALAlPTUFhedq7nt86ccSJdeibDhIlhOBEHyp3lTE1jEQ5NA+FiAmC9oFo2Q6gDURRmow4edavVDJdSUF0HNQyofj+0pSUYudxKVKrFVDpvPM5qbcDmqda1m5magi8WY7227ForVYUaDsPb1dVwn5TPF5HlisX8tkOHWL1WA0itWqnymqXy33mtlcQbBrsb8dr4uLgyi8WmapsGDh/Gvn/+z1luTtmxq4EAInv2ILxrF3oPHuz4d0FmaootcF3jIJIES9MQGhz8WHxHCTrL9b/5G1w+exZ3/NN/ip98/nkhqDYBdSNVlFKLEPIUpfQbAL65TmMSCARVcD/Fdxdti3+Iq7PW9J3NzmaMxrnHZOo6CvPzsHQdsscDS9MQ2L4dhUSC9Y8CnGiKfT2nJycRGBhwjCbsCBA1TafJa0mtj12vxI+fWlbjtD5ZZu+RJJY6x0VTNWxRtPzBB44okL1eJ4XRqUkCnL/r2SzkQACmrrPoRItRMyJJUAMBBPv6nPqhWtexnULmCYedSI5dk2SnQzbcv2li52c/60R67DoiLZWCEgpV75HlglLK5rSBPXw1gWdpGiDLzGwClWm7nnAYZiwGI5eDlkw2Vds0NzaG8NBQSQompRSFRAKSojS8R9rVQ0oNBlfq8Ph1DO4sae//o/4dJegcmakpvPHcc+i9/37cf+oUpFoPfATrSjPuf98mhPxbQshOQkiP/dPxkQkEghKEW5TAzWZ80m2PiSgKctPTTg2UGomgkEjALBYR3r0boZ07QQiBLxYruZ4lRUFhfh6FRMJJZ3Mvxml5FIpSLF25AkvXQQH2pNYdESmPosgyZFVl7zFNeLu7mWFDLSyL1Sfx1C1YFpRQiO3PMCoEi8S3rafTbPy2mGjBnY4CyE5PI59INBQA5S51+UQChUQCSiAAORBoGEUivJ9UYXa2wp3RyOVg5nKNx26ndJbvi58nJRxmKXCEVEb6CAEBnNqmaq57kqriU88/j89dvIhHzp1reH3bfcAAJsoC27c7zaIb3SPNOlQ2Ynp0FPmFBfYLP2bKG1Hf8/jjQkgJWsZtUmGZJr7/278NAHj4y18WgmoT0Yz73/UqL1NK6XCV1zuCcP8TCD4ejnaCjwbV+vy4Xd1Cg4NYvnYNgf5+EEKgpdMoLCywaBOPSEl26hSlrO6nTm2PHc0KDgwwQwmeJigpSvWaIC7YIiMjyN2+zURQPfh47IhYaHAQpq4j++GHJe+x9wvLgswbEDdtTkEIvLEYzHweZrEIxe/HXY89hrmxMSdqsu3QoZLfbcF1+exZJMfHUVxeZjbqqgrK0/os0yyJIhFFccRqYPt2qKEQtGQSSjBY4s5o6TprDNyE46ESCMDb3Y3hRx/F5a99jVmp8zomSZZRWFhYidjIMhNZ3MABkoTYPffUPcZ6IqQ8spSZmmIC3o6GEgJJVRHataum059Nu/pT2duxDAOFhQVYmua0BWg0BsGGsmnd/9yi6v2XXsLb/+k/4aHf+z0Mf+5z7RieoDVW7/5HKd3T3rEIBILVINyiBFuFaoYVvlgMecNwFr6WrqOwsADZ63VS/SBJzGjCMGDpOhS/36mxydy8WXN/stcLNRRCaHBwxSnQNOsaVlDLQvLaNSaCyu2+y9PVKGVW49zJLzc7yxbKdgSLvweAsx3FdqzbsYOZh9QZi+TxQFJVBLnlOqUUuZkZp7mxJxpFanISc2++CV88zubSlf7rpF0uL0NSVZZWx407ZFUF5QKnkEiw/akqfLEYPOEwjHweSjBY4c5ITXPFaMN9fFUweZ3QgRMncODECUyPjuKtM2eQHB8HeJ0X4c2PCSEI9PXBEw4jn0hAW1oqiQxNXLjQdMS1PCU6NTnJeo7x8dojNgEUFxcxPTpad7trNX+xBd7cm29C8njg7+1FZPduPhxas2+aQNAsS1eu4N3//J+x62d+Bnv+8T/e6OEIymgoqgghKoATAH6Kv/QdAH9KKdU7OC6BQFDGZqyhEQiqUe0BQGFhAVom4yygLcNAIZFgURM7HQ1AYPt2mMUiisvLCPT1sdose6FcBSJJ8MViyM3MYHZ2trkBcsFh9zAikgRqpxraP1U+Y79u6ToTYpSuiDG3MCMExeVlGPk8PN3dKzbnNbB4dG7pyhVHDBAeYfHyRb6dUmi7Ebot9AGW+ih7vSVGHbYIBOD0fAKYo2Emm2W9qUIhBG2jC36MlmGwYyGEWdTr9f+5Lze6WHjvPWRu3HCEJKUUME0W+QKQvXULZm8visvL8HZ3r7otQLmFv55Or5xXV0RfVhR4IpGG213Lg6uSHm3ctTDHbfg94bB4ACZoC5fPnYPs9+PB3/3dug2sBRtDM5bqLwBQAfwx//2X+Wu/2qlBCQSCSux6lXYUUW912lVMLugM1R4AaEtLJQto2zbbtiGXPR7WnygcRpEvwtM3b7I0tjp1T9SyWmuma3/OjhzZZhM1zBRq7bM8LU6SZRBVdQQS1XWYxSLyMzONN1glqkYB5OfnUVxacoQOKTPWcEdRPNEofPH4StTPJQIlVWXOiJpWWgdGKfR0Gsu10h8phS8ardpYt5zvfelLkFQV/ngcyYmJ0s3Yc+XqE6UtLZU0dq52TI0ojyxZus5EFb9mbNFsahqzMr91C68cOVLzO6PZB1fVvn/cAs8+D5RS5OfnmzLIEAgaoSWTuHnxIkY+/3nm7inYdDQjqh6klN7r+v1/EULe7tSABAJBbYRblHBB3ApUewBQXF6uWED7YjEUl5YQ2rHDEVu2Y5sky8yCGiyCVVfutMNC3U51k6T6TnZA1Tojb1cX9GwWxI70tAPLYu6JXi9gGKCGAcnrdf7sjn7YLoAAkJuZccQXsY05LKtlJ0LZ6y11EKwiPNVoFEY2CyOfBykUWF+xOjVkdqpjoK8P+fl5mIXCqlOayyNLkqoyu30uat3RqkIiAUlV635nNPPgqtb3j5HLIdDfDwDOebDNWfzxuHjwI1gz1//2b2FpGkZ+4Rc2eiiCGjQjqkxCyAildBwACCHDYCnKAoFAsO6Up/y0mjIkWB/KHwBUMwEwCwWEd++GkcsBYNGB/NwcQCn8fX1MXClKc0YP7YC7Ata0Iq8TzconEkyQcQFTQTXb8fJarmq4+nPBNGEWi0hOTEDyeFgEMJlk4pTX66ihEEI7diB1/Toz++B1TNYqhCfxeFhjYddYgBVjEElRmKudJK00Hq53PJQ6vcSyXDibXPzZaZ6WYYAoSt36JztSlBwfh5bJwNvVBV8sBjUchsmdI6umcUqS4zQJVP/OsH+3hZWdXul+vdr3j5ZMlghETzgMSVFaNrkQCKpBKcX4f//v6L7nHvTcffdGD0dQg2Ys1b8E4B8IId8hhHwXwP8C8JudHZZAIBBUx22ZbNNKypCgOdrdaLqaXbapabjv5MkSa3hqWQgMDMATDjuuf/V6SbUTxeeDEgq1ZIHuYC/g3VEq22acEEhV7M29Pc11J6HuGidCYBaL0JNJqH4//H19jrFHZnoay1evIj8/j+DAAEKDg+jatw9EliEpzTxDLcXIZGBZFhNnrto3O13S39/v9OsyNa0pp0BIEutbpuswdR3DR49Csi34CUFgYADUMGpambttz/19ffB2dUFbWkJuZgaRoSHsP3GCHSsXeo6du6KUCL5a3xmNbNVrff/IHk/V63s1KX+iybugnKUrV7B89Sr2/pN/stFDEdShoaiilL4K4A4ATwL4NQB3Ukr/odMDEwgEgmqEBgdhFgolr4ki8PbSrn49bur11Ro4fBiPnDuHz128iN6DB2FpGpLXrjEb9Xak9jUBkSQE+vsRu+ce1jtLUVjDVjd1xkIUpTIS5TKusKqYPRS5G189JK8Xss8HSVUhqSoUv98Zn6lpLAplGDCyWRAAXXfeCX9vL4xCAVoq5SzuVwWvbQv097MUzUCAiRSw+bINRGxhVTl4qeT/iaI4kUdCCLxdXZgbG4O3qwvhoSFER0bgjUTq9uAr79fnj8cR3LEDXXv34pFz53DgxAn0HjyIyO7d6L77bnTfdRd7L1jqoU2t74xG/QBrff9ER0ba0jeuE/eeYOsz+/rrAICdn/nMBo9EUI9m3P+eAPB1Suk7/PduQsivUEr/uMFHBQKBoO0IF8TO06kUy2ZqArcdOoS5N99suf6nHdjX0fd/53eAXK6lFMC6UZq1pC9aFgzu1Genz9n7N/g+Czz1kJpmSXqbUSggPz/PYNmyjAAAIABJREFUGhVL0kq0psnxEEkCxUqNEABkp6aYMAJKe4dVmRPbvCM8NMSaGRcKsHQdksfD0vVCoRKjDTe1IknN2J6Xf0fYaYFqKARKad3vjEbbr/f9046aV5HeLKhG4p13ENyxo6IuVbC5aCb974uU0mX7F0rpEoAvdm5IAoFAUJt6EQ9Be9jIFMu5sTH4uDNgR+ENgAnvU6UEg8511LV3L6tjKns/gPqRMy5c3BGRtYxPDgTY+Nz7Ldt/dnaWud7ZDZM5pq4jPzsLf28vgjt3Mvvlss86qXHu1yQJ3ngcPZ/4BHy9vZAVxUlpy8/OgoJZwFfUufHURBACyDKIoiC0cyfUcBgUzMadWhYC27c7vZtSExPIz89DS6VQWFgo2VytSFIzkery7wg7LTAyNNTwO6PR9gcOH8bw0aPIz887qZbDR4+27ftHpDcLqrHwzjuIHTiw0cMQNKCZJGuZEEIo/xeGECIDaMO/GAKBQLA6hAtiZ9nIRtOZqSnW3NbVxLUetl14y3ADCG9XF5RQqGSRve3QIcyOjVW8v6GxBI8CWba4aGL89cZn5nJMXHm9pVEhF9riIpsD0yx5il3gVt5OuiAhyM/Orli+U8oszbmAzd2+7USRFL8fRj4PSVVxz+OPY25sDJmpKVC7p5dlVXVIDO3cCYDZ5FPLcnpfUcNgxiPT08hOT0Pv6oK2vAxQisDAACxNcxoT+2KxupGkZiPVVb8jTpxoOO2Ntj89OoqJCxfg7+11/j5x4QJi+/e35TtJNHkXlKOl08jNzCAuRNWmp5lI1d8D+K+EkEcIIY8A+Ev+2qohhHQRQv4bIeQKIeQyIeThtWxPIBAI1oN2FpBv5mJ021Qin0ggdf06lq5eRWZqCtsOHer4vu1IgezxNCWoonfcwXq22A2EZbm0lqcBxWSyItIwNzZWfRvNpvHVayLcKpTWFFQA65kVHhqCJxp1RIyRz8PSdfi2bXPe5wmHERkZQaCvDz/91a8iODCAQH8/9FwOmZs3WbSLu/rlpqdBFAUPnj6NAydOlNS7wbJWjssd5aLUsRCnlMITDjOHPy7sjHze6e9VTCQAShEcHIQ3EoE/HocvHoeRyzWMJDWKVLdyX1V7b6PtN6q5Wiu1DF1EevPHl+z0NAAg9slPbvBIBI0gFSkO5W8gRALwOID/i7/0PwH8GaV01QnvhJDzAEYppX9GCPEACLhTDMt54IEH6BtvvLHa3QkEAsGacfencT/BXksxeju21SnefeEF/OjFF2GZJiSPB55IBJKqdnyM9txYuo78/Hz9nkeKAn9fX0U/oW8++iiSP/5xbVFTFkWK7tuHn3v5ZefPrxw5gnwiAatYbKkp8IZACD79wgsAUNEXzDKMkoiHkc9DUhR4u7qQHB+HkcvByOdLtkUkCb54HJGhoQor8OnRUYw++eSK8YUtZO3oFQBZVeHp7oYvFsPy1asgkgTJ54NRpcGwv7cXfi78KKXQkkl87uLFVU9FK/fVau/BV44cgScaZemUnHaMvXxsorn5hrAK28/mODAyQl/+8pdX9dnb3/sePvz2t/ELr79eUt8o2DBqXicN0/8opRaAPyGEnAXwCQBTaxRUUQA/BeBf8u1rANbHL1cgEAhWSTsLyDdjMXr5Qq6wvIygqykvwBbll86cabjgW8ui0K5ZuXL+fMP3yn5/1YWsbdzQqIkvAIAQpG/cKHkpNDiI3OwsiKqyJrI1PrcZxJY3GsXls2fxyLlzVZvUAitpbFoqBcqbE/v7+pjwtHHZpReXlpCpYsE+cPgw7nn8cbz71a86zZIJ7/1kR5r8vb3ONSN7vSzqYguqMjFbWFhwRFU7Utxaua9Wew+uR3qeSG8WuCksLkIJBISg2gLUFFWEkD8B8EeU0ve5EPo+WNPfHkLIv6WU/uUq97kHwDyAc4SQewG8CeDXKaXZsv0/DhYhw65du1a5K4FAIGgPzbiObcS2GlFL4LhfV4JBFBcX4YlEHBvn9OQkAgMDpYtHXUd6ctJJN7Ptnt1P99994QW8/9JLoKbJ+hEZBr5/6hT8sRj0bLahyHLXrIR27sTy1as1nQD1XA6vHDlScVx6KlUhqEoa+rrFEKWwTLNkPoA6bn71GvyuN5KEwMBA1evGTmNzn3uiKKCu6JVV7RgJgaVp0FKpirkFgAO8LsmJYqqqE8W0oz42vnjcSV0CUCFCqWU1dONrhVbuq9Xeg8J9VNAs7nXswBrMd4pLS033tBNsLPUiVYcppf83//9jAD6glB4lhPQD+Duw2qrV7vMnAPwapfT/EEL+EMBvA3ja/SZK6YsAXgRY+t8q9yUQCARtoZ1PqDv9tNsWCMnxcWiZDLxdXcz8gYug4aNHMXHhAmSPB55oFKmJCVi6DiUQgMLrRCRFQWF+Ht5IxNluYW6OmSIYBnKTk7A0DUSW8daZM46g+dGLL7I+RLIMyzBYCh8hMDIZREZGkJqcxOiTT0IJhdC1d2+FwCqPIMheL4xcjv3RNorgUSJZVSvE3aUzZ2C5+kMBYKYUllXbaIJSvH76NDyRCCBJyN66VXty+bHRtRpRrAY7OiZJkHjPp3rXTXnEw05dq0rZcSiBQE3hfODECcT27y8RbNsOHcKV8+ex/MEHzAAjFoMnHIYZiyE/O1vzeJLXrgEAwrt3Y+G99yq2aZtkNBPxbOW+Wu09WE2sivQ8QTXc69gDIyOr/qIoLC4iPDTUtnEJOke9al53St5nAFwAAErpzBr3eQvALUrp/+G//zcwkSUQCASblnYUkNuF8cvXriF76xbyiUTbi9HdzUN13mupuLgIPZNxiuqvnD/vCBc9k2HmAqaJ7K1b0Hiqlm/bNli6XnK8lmFACYUcpzjwWprU+Lgj5CzThKQoIDw1DJQClgVqWdAzGRQXF2FZFvRsFom338Z3n3gC33z0UcdQoNxS2hePO6YRkqKAqCrbpizDv21bhVlA6sYNEFlm9uLuFD1ujFACIawhrSxDT6eh+P0sdbCBUKKmWWrY0GEkVV2JkAHMvc+yWP+lFq6bcrtwuY71u+XqeVXNiMHdsPnu48cxceECJFkG5Y2IMzdvIn3rFiRVLX3K7qpFIpKE0I4diO7dCy2ZxHsvvIDU5CQT+pOTJb830wS3lXt0Lfez+9jL0y4FgnZiGQa0ZBK+7u6NHoqgCeqJqmVCyM8TQu4D8Clwxz9CiALAX+dzdeGi7ENCyJ38pUcA/Gi12xMIBB8vNso1b639sdxiJ9DfD093N4rLy6yXUBt7bbkjPdQwQAiBZRjIfPghUjduwNR1GLkcZJ+PWfXevu18lloWcrdvQ0unIasqoiMjJccbGRmBkcmU1NIATOzYT+4lj6e0hxF3wZNUlQkWbjducZc4IsvI3LzpLJjLF/6ecJjZV/OIAuFCKDgwAE84DC2dRur6daRv3sTsm2/C0nVQXYdlGJAUZcXFj5AScwGAiZXgwAAAwDQMmLpe0aNoIyGyjAP/+l8jvGfPikCVJMgeD7zRKCJDQ85108x9US4kPF1dNfddXFhwBHa9tLjp0VF870tfQnZ6GsVkssR9UU+lMHz0KBS/H7543DkGIklMKAKOi57Orys9nWa/p9Ps90ymprgrP2YATd+jot+dYCtQXGYebiL9b2tQL/3vXwH4CoB+AL/hilA9AuCba9zvrwH4Onf+mwBLLxQIBIK6uB27aqUmdZK1FJCXp7X543GowSD88TjuPn4cl8+exQ+eeaaldKJq9VLuWhEiSSV23JauI3f7NiSPB2ah4IgcoijMkIEQUAD52Vn4envxE089VWF+8N0nngAkCQRMhIFS+Pr6nDEY2SyKyeRKXyeOLx5H7vZtlhZou+rxMYFSFObncenMGRw8ebKiZkVSVRz+gz9wxvLqsWPIJxIropD3XSqpo7IsWNpKwoWkKM577QiTpevI3LrljDVz8+amMJ8AAKKqiOzZg9j+/Zi4cAHhXbtqutQ1e1+Up65FhoagZ7Mwc7mV9EhXZK+wsMBS+Gqkxdn7NfJ5RzxTy2KCiRBQ08Tc2JiTahfo63M+u3T1akmzYjuV1O45Zuk6+911Dt3irt4xl7sW1kIYQgg2O4XFRQCAT4iqLUFNUUUp/QDAz1Z5/X8A+B9r2Sml9BKAB9ayDYFAsLVoh01wI8eudlkRd8LSuFZh/PK1a6sSirUWlUowCLNQKKkVAbAicCiFt7sbpqbBLBZBFIUJJEmCrKqOecDw0aNVhV50ZATpyUlQblLgi8eZtXk8zmpg3nxzxXnPttkOBFjqnqI4IgqSVPr/loXk+DgANKxZsc0CcjMzLBWvvG9SuTCSJBBJYo1v3bh7SZkmzGbcAjuFLfZ4JM8TiYAAeO3JJ0EIgb+vD1Ym4/SC+v/+zb9BcOdOGNkstFQKSiAAL7++6jnZlQuJV48dw9wPfwhJVUEIganrjjg1cjnkEwlIqlo1Lc6+H2WvF0Y2uyKUeZRQ9niQmZrCg08/XSGUiSzDE4lAS6dRWFhwTDPsCJakqjA1DbLX6+zPLe42o4OmQNBuilxUiUjV1qD5DokCgUCwStypb83WR1SjvN4GWHl63a59tGs75ZSntQFskWjp+qqaidZqQkoAJ8XLMk2WjuVK0wsMDIAQggdPn4YSCDjiyK5tCe3cifDu3Zi4cKHqHBw8eRI+7swX3r2bmSXwWpS5sTH44nEoPh8kVYUSDLI+Ujt2sMhcIAAiyyCKUlKTRGQZhBBIquosiuvVrNi269QwVoQIUCqS7NckCb6eHpi6vvL+Bsg+X0sNhNsBUZQVYWVZKC4tOeLVsixkp6eRnZpi4oMQGPk8UhMTgCTByOdRcKXr2cfQjJvk3cePsxTRYpFdn25hSSm0paWK5sg29v3oi8VWxs7HD0qhhsMIDQ5WTbX7xBe/CMswkJ2edurzbCfGYioFNRxm2wiFqtY81fsu2Ops5sbggvVj7xe+AF8sBjUcxl2PPbbRwxE0gRBVAoGg49QSAI2EQzm1hElocLBt+2jXdsqpVRhfbkMNVKY5VVtg1VpU6tmss4C1a1dCO3ei5+67EdmzB7KqOgvdTz3/PAL9/Qj09UENhZwxEaDmHNSrRclMTcEXiyGyeze69u1DZPdu+GIxGNksHjl3Dp9/7TX81B/+IaLDw2zAhADc1AKUwtfb2/SieG5sDLLXC4lHSkqQJMheL4iiQA0G8dCzz67UUzUQS7Lfj+DAACRZbmoc7YIaRunYeEqjnWJJTZO5KkoSi87xurbi4qJz/IVEwvl4vZQ99/W08N57kMrnD0zkhXbtQnDHDsyNjVUds30/esJhKKFQyd/kQKAkwlUulA+cOAF/LMbmmVIoXi+rnVMU5GdnERkawv4TJxAZGqpa82Tv266pW/7gA6TGx6EGg61N/CajUw91BFuT9OQkQjt3VtSDCjYnDZv/CgQCwVppV1+mej1ifvDMM03vo156X6d6SNWyYr589mxNa+d6dSOhwUGkJiehZzKwNA2SxwM1FEJkaMhJ8bI/LylK1X5AtcbUaC5r1aJUs6kuLCzAKOsn9dmXX8Y3H30UmZs3V9IIYzEnjbAZMlNT8G3bhvzMTKkxBgBYFqsl49GvgcOH4YlGWfPbBv2l7D5OVq2mv61CSHONiO2aMDviY5qgksQcFl0pju6HCpaug5omgoODyN2+zVwc6/R9cl9PkCQk3n4bs2NjIKoKbzyOokuU2T29ql375Zb9ss8Hq1Aoqcmye4XZDyOqXS96NovIyEjJgtHX2wstmVypi+J9scq5+/hxvH76NIpLSyy9kxBYpon8wgKmR0cbpgB2IsW3HYi0RoGb9M2b6Nm/f6OHIWiShpEqQkgXIeRJQsgZQshX7J/1GJxAIPhoUC/C1Ar1oiTN7qPRk+B2jbXW+MvT2upZO9eLmm07dMiprwE3pCgkEth26FBT81VvTKudg/JjyScSKCQSFT2PpkdHcd/Jk/DF4yyNcGioJI2wGUKDg5BVFYHt25nLXzUIYZbsAKLDwywiU0dUEUUpMU9oSDNPjyltKurl7NeVnkh1fcX1r8a2bZHo7emBEgjUdbKzryfLMJgY5dulul4iqOxt527fRmFhoeS8T4+O4vXTp5F4+21mSGJZ0JNJZrfv88HLxTGRZSZy6kRa1nKvDRw+DG9PD6sFw4qTozcabRhVbmc0qN2peh/ltEZBa5iahiw3lBFsDZpJ//sWgN0A3gXwputHIBAImqIdPZ5satXbNLuPRul97Rxrs8dTL52u1gLLrl+SPR7AsiB7PPDF4xWpWqvpqbPaOSg/FiOXY2P0epG+cQOZDz90XP7Wamltj1FSFFbbxQ0OiKJA9vlYLZlpIjk+jv/5S7/Eejpls3W3SQ2D1SrduNF4ALLM+mFVSZ2r2K7trFcHwg0qyoUa5TVUcAsz93sIQX52FpKq4lPPP1/3PNvXk+P62GBMlNdUuc/7pTNnUFxaAqWUiVm7Xs/jQWTPHpj5PIsQKooT9auVPrvWe83IZhEZHnZSTT3hcFMCpF0pvp1I1evkQx3B1iI7NQVqWaLx7xaimfQ/H6X0ZMdHIhAIPrLUSjNrZzpLs/tolN63HmOtNvZm0+nsBZZdv+ROl6OUtpzuWGs8q50Dd+rha08+CT2bZb2JZBmSosDiQsdO0VrtvNpmFVfOn2c9jrhhBTVNmNxJDgBgmpi/dKlpq3RJVUts6Ku/SYLCDRryc3PMkt69Txu3eUO9qBYhFft0tmmbeXC7ewAlxyLJMiilFYK02jm3ryfbrrwRdr2fe7upGzccN0UAzn8tPn5L05ym0LbQrSV01nqv1bs/6tGuFN9OpOrVS3EWfLywH+4IUbV1aEZU/QUh5IsA/haA861PKV3s2KgEAsFHjvXoCdPMPppZiG2W/jX1Flj1arHcrLa311rmwN6nk7pmGy3w2hficvlbLdOjo5i4cAFKIOC4KNZLk3NwW5e7/ybLrLeVrqNuUh8hCO3YAU84DABO82TJ63WERfl+KXdhrCnrqo2Pp/VJqsos52sIPcs0QQjB66dOIToy4iy+q53z4aNHMXHhgmMvX2LeYadFShJzYwQQ6O93RLst0ixNY+LVFekisgxqmjDyeccKnbhSL+sJnbVcZ6sVIKsVY+V0ov5yIx7qCDYn6clJAEJUbSWaEVUagOcBnAKcfxMogOFODUogEAhapdlozFZ6EtxogdXMcWxE4bu9T/+2bayhLsDssnUdkqK05PLXaB/FpSWWbubxlDSKrcAWDjWiRhK3eqeWxf5uWTWjT3ZTXIDbwVMKf18fMh9+WF3Y8QhaU1AKyDJz+lMUBLZvR252tvb7LQtUllFMJpGanGS9ygKBquf85sWLUAMB5EyTHZuqgqjqSpTPTukDbxzNrye3MCeqCqrrrFkv720FQhAYGIA/Hkdubs5xJ7Rr/mr1uVorqxUg7foOcMxi0ml2basq1HB4zTUwm+WhjmBjSd+8CU80Cm9X10YPRdAkzYiq3wSwl1KaaPhOgUAg2ABaicZ04klwJ53Eai2wmjmO6dFRzF+6BOqquWq27mQt2E/wFUJYBEfTHLFhG0s06/Jn455jNRhEcmICAI8CKUpDMwgiy0ysmCYkWXbc/ew+XtSyWLSKC64KQeVqnux22VOCQdZjS1HgjcUqDR9WAxdgTs2TLfRqROLsps16Oo1Afz/SN24gundv6SZ1HbnJSYSHhtC1bx/ra7W0BMnjganr8HZ1QfJ4UJibg2UYCO/ejftOnsTA4cN49dgxR6QFt29H5tYtFn00DEheL9RwGId+93cBMKGvBoPQUik2T4aBex5/vGMiYTUCpF3fAU6za0JAZJk11E4ksPcXf7Gl7QgE1Ujz+1WwdWhGVF0DkOv0QAQCgWC1tBqNaeeT4NWm17UDe/v24tBtX12SggfAMoyVVDVF6Wjhuzu9KtDXh9zt2ywKoqotu/wBlVbgyfFxp2cTwNzrzEZW6VxMUUIg+3yOAYikqvDH48hzkVHTct31uuL3Q0smERocxE889RQAdg7MYhG+ffuQ/fBDGNywoaQhcYtY3P1LUpSG2yCSxBpJ8+MyC4VSa/v5eUiK4rzmj8ehBoPwx+NOOmlmagrxe++tEBjuNDdPOIzQjh3Iz8/D0jTEP/lJ5/22+PJGo45oNvJ5Zp5Swxp9o2jHd4BtFmO3NZC9Xqih0KY8XsHWI33jBrY9+OBGD0PQAs2IqiyAS4SQf0BpTdWTHRuVQCAQtECnektVozwqVVxe3rC+MvUEnTsFL3f7NovGAMjPzsLX29tQ1Kwl+uZOr1JDIXh7elBcXoYaCDiLeFv4NbMPt2jOzcw49UnUHcGpl17Ho1jUshAcGIDM637cwvfdF17Au1/9alPHp/LUP5vyBfr06ChGn3wSZr10xCahpgmzCet22xjCLBQQ2b0beo49C7XT2yxdR2BgoOQz9j3SSGCU1yB5wmEn2uj0k8LKfail0ygsLLD+aaqK4vLyag5909OKWYxA0AqWriM3M4Pwrl0bPRRBCzQjqi7wH4FAINiUtKvwvBHVREx6chKBgYGSfa9XX5l6ETp3Ch4AZ5FbzSmunLVG39zpVcvXrsHSdXhCIURHRrDt0CFcPnsWr586tdI4VtOQm5lB4tIl3PP44zhw4kSJ4MrPz0ONRJCbnYWRy7FUPB6lklS10sRBUUDAojd2RIsQAn9fn1MLZc+TfTw3L15kNVVNNP3NTU8DYJbHs2Nj8PT0IBCPIzs97diDN9XDqgFOnZhh1HYYhKshMKXQUik8xAWtW7BKigLLMJjgsR0AJamp9KJma5DsGqPi4qLT9NjUNFDDaNiQd7M2463Hen3vCD5+FBYWAACRPXs2eCSCVmgoqiil5wkhHgD7+EtXKaVtajUvEAgEa2e9zCeqiRhJVVGYm4M3EnHet14Lq3oROveCzxMOwxMOw8jn4Y/HGy5W22Fu4TbTsK25U5OTmHvzTZYylcvBMgxYySQgy5BVFZZh4P2XXgIATFy44Ii63NwciokEiN0XybLYj6s2CgCUUAiBvj5mqCBJzvHa80RcQsfUdcxfuoRXjhxhNVo//jEkVa3t0FcHbXER2mKbDXG5u57E+5BRbmDhdgZ0zDf4ewm3VweqR89eP32aGXtwkWmZJvILCw0FT7M1SHcfP47Xfv3XWaqnbbZBCDzd3XWvnY1MoV0LW8n0RrC1yM3PA0BFbaRgc9NQVBFCPg3gPIAbAAiAnYSQxyilr3V2aALB1mQrPnHd6qyX+UQ1EePr7UWORyg6ubCq13eo2pPytSz42t3HxzIM5CYnWZSJUmjLyyx1zxYHdi8mbiRx5fx5+Ht7neOSJAkmqphH2Cl/hGDgp38aS1evOimB7kay5fbzWjqN3PQ0JFWFJxpFanycuROaJhMuzTr1VaOOoURLm+FOhLYLoASU1pFx+3fZ50N0ZMT5nJHP1xQwWibjzLvk8SAwMABJUZoSy9VSBKtdk55QCHoux0wsVBW+eBxqKFT32nGL+OzsLLTFRVDLwnefeAL7T5zAgU1anyTszwWdojA/DyLLwqhii9FM+t//A+AIpfQqABBC9gH4SwD3d3JgAsFWZKs+cd1q1BKunTafUILBCgMAWVURGRmBr6urYwurWuOx+w4BlcJpLQu+dvbxgSQhPzNTIjbMYhGy17siPlziSvZ4YORyjuECwKJK9eh7+GH85O/9HhLvvNOU/Xx+dhYgBP5t21hTXctyBN2aaYOgAiGgug5KCNRQCJKqQgkGkZ+ZWakj4/vy9faWpvQpCrRksmRz9vVDdR2Sx8PqtDQNmVu3IHu9Fe8v/2y1Oa11TfpiMZZ26rp2jHy+7rVji/js7GyJeyI1Tbz3wgsAsKmFlfhuF7Sb/Pw8wkNDzJxHsGVoRlSptqACAErpB4QQtYNjEgi2LBvRE+jjxnoI11rnkQAwuPmAW8Q8+NRTHT2/tcYzNzZWVzitdsG3mijX9OgoLp05g9SNGwCA8O7dUIJB1qfKbhTrSlcDUNKIl/IeUmo4zOyp3eK1gVCZ/d//G6O/8Ru4+/jxEuMEm3KBSSlFYPt2AEDqxg1Y7ghYmyJNa0H2ep2GwZLHA9nrRWF+njXs5WOUVBUSr0eza5gIT4fUMhknpW96dBTf+9KXmBsh7xXmOBJyW3gzn8e3Hn0UB7mFus306Ci+f+oUjGwW1DRRWFjA90+dwsPPPVfzmqSAY9DR7LVji3gnhdJ9fRCCK+fPb1pRJRB0gvz8PHp/4ic2ehiCFpGaeM8bhJA/I4R8mv+8BOCNTg9MINiKZKamSp6wA+tnWvBxwF4g5m7fRm5mBnomA8Xvh+zxOHbi7aDWedSzWTx4+jT88Ti0ZBL+eHxdopD1rquBw4fxyLlz+NzFi46gePXYMbxy5AhePXYM06OjLe/PFiHNHqddr5McH3dqelITE8jdvg2zWIRlmjCLxZJaIMs04bVTDO0+Tz09kFQVdz32GExNg57LsShVEyLHFtfVjrc82hLevRtaKoXMhx/CyGZLbc83WFABQHRkBIHt20EkCcXFReSmp2HqOms0zOvKlGAQn/jVX2U28C5hSgiBt6sLl8+edR5AGLkc68flboBsw2u10rxxsHv+3jpzBloyyQQvN/3Qkkm8deYMkuPjyN6+jeUPPkDq+nVo6TRknw/GKu6Ru48fZ4YWZXb2kqKAyDJLGxUIPiZYhoHC4qKop9qCNBOpOgHgCQC2hfoogD/u2IgEgi2McIPqHM4CMZ8H4U5mdt+lRjUbrVLvPG5Euk+z11U7o3itHOfls2dXFt+WBcojU5auM3e+cmtx0wQUBV379mHboUO4efEi0jduoLi0hMju3Yjt34/uO+/Ej/7sz5zIVz2IJNWMClebk8zt27Dy+abnAmBOfE6kpwqy18uE41ohhNV8cRt852Ww2jJqWZBkGf5YDAdOnMAH/+W/OJbpkscDXyzm3A92NEn2emEZBusRVlaXJnFTD2ocQGLIAAAgAElEQVSazsMJe/7SN24wAwy7CTEfT3piYqWRsute9Pb0IDI01PI9Yov47z7xBEvB5CKbSBIsw4ASCKxtTgWCLUQhkQAoLamVFGwNGkaqKKVFSukZSunn+c8fUErb8C+HQPDRw37iatsqu4vlBWvDvUAEpWyhRwgKiUTbhWv5ecwnEsjeuoXla9dWHf1p53hqXVfulCxCSEeieNVIjo+Xig1KQQ0Dlq6Xpta58G/bhkfOnUNs/34YuRxCO3YguncvLMPA2L//98jNzSEyPFy33sfG09MDoHpUuHxO9HS6ZUGlRqPw9/WtHKOiMDHCoz9EURAZGWFRpCoipKV9RSJsUWWnTPIoFJFlEFlG1759iIyMQM9mAQBde/ci0N/PXt+9G55w2Lkf7AinLx5n56QsEkRU1bGdl1S16vzRssgd5YYe3q4upx4NhIBSCm1padXfdQOHD2P/iRPsOPm9bRkGQCnueuyxVW1TINiK5IXz35alpqgihLxLCHmn1s96DlIg2Cq0mjb1cWN6dHTVqWnOAjEWW1kgEgKzWGy7cHWfx/zsLIrLy/B0dyPQ3183zaxTNHtdbVT6aa0mt3adlJN6xmtkANbr6a/uuw+v/cZvwNJ1KH4/tHQaWZ7a+cZzz2Hi5ZcBMFdAKNUTK7zxOIJ9fWwcVcS1e060dNpZsDSLt6sLVj6P7PT0yvhNk/X8Mk2Au/NpySQTA9yxj01A86mERJbRe+gQE0XF4kqdGd+nZRgwcjmkbtxAYWEBajCIV48dw/K1a8jeuoV8IlEhuEODgzALBXjCYZZO6BZ53JrePke+eLxi/iK7d5ccjx2JJLIMXyyGwPbtkFQVsCwmXEOhNX3XHThxAvtPnIDi94MaBhS/vy3uf2v53hEI1pv8/DxAiHD+24LUS//7ef7fJ/h//4L/95eAVbXyEAg+Fgg3qOqsNTXNToGzm7cWFhZgFotQAoGOCFf7PL567BhSk5PQMxkUFxcheTxQQ6F1Nx9p5rraqPRTSVVruucRWQYIgcz7FpWnAlqFAvKaBlPXV6JSrohKz/79WLpyBaAUku0YSCnkQABWPg9vJAJqGy7UaEhrz0l+drblYwsODsLI55lTXiAAPZ2ueI+laQgMDjLh1STOfPEolC8WQ256GsNHj+LK+fPMot/rheT1wnDt0ywWYeTz0LNZWIaBQH8/CgsLKC4vgxoGoiMjFa6HejaL4tKSM/cKj2ZR3gDY39/PUgPL5u/gyZN4/fRpFt0zDEiyDE93N7w9PY5Ys+9HuyfYWjnQZgt14cgq2Grk5+fhi8WE898WpGakilI6SSmdBPAZSulTlNJ3+c9vATiyfkMUCAQfBdaamuZOgVN5k9dAfz8+9fzzHV0cLV+7huLiIkv94nVCxcVFLF+71rF9rpaNSj/t2rsXvnicpWbyyApRVUTvuAPR4WEn2lHusuekyVkWc36zrJIeUb7eXqSuX2cGFjwVjkiSI6LuefzxhtE795y0WvNEZBlLV64wh0BNqyqo7PHPj421FJmyBSjhEbjC/Dxyt2/jyvnzGPj0p5kDYrEIM5t1onxEliF7PKyxLo/kEELgj8cRGhxEdGQEj5w7V+L+OHz0KIrLy0xQEcIaJhcKCG7fDn9fH4viWVbV+Rs4fBgPPfss4vfei0BfH+L33ouHnn0W9508uWXSnDcqJVYgWC35+Xn4e3s3ehiCVdCMUQUhhHyKUvo9/stPojnXQIFAsAVYbbPiVj+31oayG9Vo09J1UEohyTJ7gadi1TIs2EgazdFaz3VyfBympkFSVXTt3et83rZg93R1QU+nYWoaiCRh15EjiO3f70Q73BEop9muogC22LJFCe8h5YlGUVhYQHhoCIrP5/RiklQVaiCA2P79mBsba3pOUhMTLc1nW/pWubHd90p2Qp2mxpLXCyObxc1vfQuecBhGsQjTrv+SJGYKoevs2tN1JK9dg7+vD55wuOa9NDc2xuqrPvyQ1XvxtMJCIsFcEBUFn7t40Xl/tWuk3KZ+enQUaiBQYp/f6bYCq6VdjawFgvXAdv7b+4u/uNFDEayCZkTVrwA4Swixv5WWAWy+x1ECgaBlVpsas5rPNZOa1mjRvxGplbLHw57IW5ZT1G+/vhmpNUdrPdeWrqPI0/NIoYAUt+C2Pz989Ch+9OKLsEwTkscDTySCiQsXENu/Hw89+ywunTmD5Q8+KNk21fUKMweiKPDF4/B1dcHUNKi84XJ5qpmkKBXH8/rp0/D29MDIZiuaQg8cPoxvPvookmVjWNnxSkPdjuEWVHb9lS0obVMKPhY9lyutgbKsikibWSyylMOBAUiKUjXN0xYVksfDxJjLmbHa/Vc+p98/dQr+WAw6n9Nthw5h4sIFyB4Ponv3wiwUNrXluXBkFWwlCgsLAKWICOe/LUkz7n9vUkrvBXAvgHsppQcppT/s/NAEAkGnWW1qzGo+1yg1zV7Q5ROJkkX/RheVR0dG4IvFICmKYyHti8U2vd1teXH+pTNn1nSu9XQahEdLQAj0TKbk83NjYwju2IHuu+5CdHgY/ni8xKLb29UFtSxiAMAREp6uLnhjMQS3b4e3uxumpkFLpaCGw0hPTiJ57RqKqZRz3VCg5Hgsw0BxaQmZmzdLRNY3H33UmYNdR46UmGWUCDp3r6r1oNyJj4sqCla0bGlaTQMQN9QwkJ2eRmZqCsnx8QojBtuswm3wYpkmiCRVpOyV39eWYUBLJpGenHTm9P2XXnKMRdqZTtcpMwnhyCrYSthGOl3C+W9L0lBUEUL6CCFfA/BXlNIkIeQeQsivrMPYBAJBh2nkFldrobMal7lGDnbrVftQb/FW7W93Hz8OSVUR6O9H9I47EOjvh6Sqm3pRVk2gJsfHWSNdF82kQdnn2uKmBgBYCqSmlXy+2jVh6jrmL13CK0eOYP7SJRbRkCr/2VHDYTxy7hzu/63fQqC/H3oqxUQspVB8PgQGBgBCkJuehqQoePD0aRjZLExdR+rGDSx/8AGyt26BUgpqmjVF1sSFCwhs384MIFQVSiAAhUe/NhRCIHu9CGzfziIq3MDC/lvVj6iqM5fUMODt6oK/r6/iYYQtKiRFgb+/33EoDA8NVUQpy89hYWHBic7a9yQ1TWipVMlY1ppO18kHKsKRVbCVyM/NMee/3bs3eiiCVdBM+t+fAzgH4BT//QMA/xXA1zo0JoFAsE7US42ply622pSaeul761H7UO+YANT820bUcq0Ft0AFAMXvh6SqKMzNwRuJOO9r5pzZ51pSVViG4URUJI+n5PPl14SWTjMRpKpQIxHk5+drpvspgQBCg4Po3rcPu3/u5wAArx47xhq/+v1Q/H54IxEY+Ty8XV0YOHwYSjCI1MQEG48ksW0DgKoC4A00eTQmPTkJS9NAZBnenh5mquHxQPb5Wq6zqohu1XpPs1Evno4X4KYRZrEII5sFZJlFs3ifqpLtSRIzqyAElq5D9ngc573yJsi2qHjrzBnkb90CwKKvB0+erLiGy8+hZUcE+ZwCLDpYkYa4xnS6ater+xjWinBkFWwV8vPz8PX0bNr0ckF9mjGciFNKvwHAAgBKqQGgzdW7AoFgI6iXGlMvctSJlBo7TclNu2sf6h1Tvb8NHD6MR86dw+cuXixxV1sPmkmLKn/P8rVrFVEjX28v63XU4jmzz7UaDq84+FEKNRQq+XxFw+TZWYAQ+OJxUF2HxxZzZWJD9vsR3rkTajBY8nqjaKieybAGw5pWYhpiSx5L150eTLZzI7Us5GdnMXz0qBO5KG+I2wjCBY0aDFYKREmCNx6Ht7sbXfv2QfJ4nPeQKn22iKqyPk/cwU9LJuHl9U8wzYrGv87nCIFlmo4lu2/btop5slMBXzlyBG+dOYPi4mJJg+VqkaBthw4he+sWlq5cQdIWm5bFmgdz1HAYkiy39d7fqP5qAsFmIz8/D3/Z/SzYOjQjqrKEkBh4bypCyEMAGre4FwgEm556qTH1FjqdSKlZj9qHese0GRd2zaRFVXuPkcmwgmcXsqoiMjLS8jmzz3VkaAjeaBSK3w81HEakLH2s/JqwLAu+bdsge70oLi9XjAcAIEkwsln0PfRQxZ/KRbaWTiM1MYH8/Dy++eijyM3MOD2w3PVJZrFYIgiILINw1zsAkBQFc2NjjkjuPXiwRLA0gpomLNOEp7ubPU2WZUg8nVD2+yHJMrr27sVnX34Z/+yttxC94w4QRVlJnXRvS9edJsJ3Hz+OB59+GnouB293N+v9xevX7LEHBgYQGBhgx0QIoiMj6Nq7tySSBLC0PS2Tca6JzM2brE+VYdRMrZ0eHcXEhQvsuLxe5jJIKZRg0EnFNPJ5SKralJV9K6zHA5XNgmhELKiF7fzXjn5vgo2hmfS/kwD+BsAIIeR7AHoB/EJHRyUQCNaNWqkxjVL82p1Ssx6W6Y2OabO5hJWnRVmGgcL8PF578kn0HjxYEVEEWOqUp7sbxeVlqMEgSynjjXGbsb2u5cDYzHmw32fk83j1+HHkee+lEnc4WYbMUwlljwdqOMxs0csavto27QCrzcrdvg1QisDAANLXrzPnPPvNZelxJXb3XJDYUStfX1+JUL77+HHM/bA17yUiyyguLMDD0xoty2LpkMUizEKhxA7ZyGYR2L6d9TqrZTxBqeNcaOk6i8LZqX9g4r5WPzZbVNvvMwsFaEtL8HZ3O9cENU1AklBwNc8uf2BgX0feaNRZ1Bn5PHNj7OqqvCfb2KDXfa7d1+tmrltcDaIRsaAetvOfiFRtXZpx//shgJ8G8JMA/hWAT1BK3+n0wAQCwcayEa5ZnU6zq3dMm9ElzB0909Jp5G7fhsUX2/aCLDk+XpnqF4vBEwq1HE1oFBlr9JSdUorC4iJys7OIHzyI3OysI6iUQMDpPxUZHkb3nXcismcPfLEYlq9dq9iuO/KVn52FJMsIDg6y1LfyHmEuQUVkGcGBAYR37YLs80GSJMe1MbB9O2RVLRHKA4cPr6QmNgk1TSZ+7NonALAsyB4PfPF4Se+s0OAgixLu3o3Qrl01t1lcXkbyxz9Gfm4ORjbLRJVdO0UpLp89W3Xeq0WNlVCIuf1xJI+nYt7cDwymR0cxf+kSMh9+iNSNG9B4k2PZ54ORzeLu48dZr6upKVw+e7bt0ZW1Rr63SvRHNCIW1COfSACAiFRtYQhtUExLCAmARauGKKVfJITcAeBOSunfrscAAeCBBx6gb7zxxnrtTiAQcFbbLHYzU++YNsPxusegpVJQAgH443Gkrl9n9UwAJL5IN/J5loPf21sSYTPyefjj8YqmrY149diximid3ROKAkiNjzNL+W3bIKsqi37xxa+paSgkEtCzWVz9i7/A+F//NUApiCRBCYUQGRqCls2yeqxAwNl+PpGAtrSE4I4dpVE116L6lSNH4IlGQQhB6vp1GPl8XSMIIkkIDA7CyGahBAKOKYVZKEBLpSp6WV0+exaJd95xepEBqEhHK0cJBJy+T/b5AJiw1JJJp6GuOzoh+3xYunKlsgFwxQGQ0v+nFJE9e2rOTznl51FLp5GdnoYky4iMjJRsA2AGLQUecSN8f4Ht2yEpCiRFgZ7Llcxho/23g2bvxfL5Xa/xrQb3dWxTfr0INpTqVptt4MDICH35y1+u+56p734XU9/5Du7/nd/Bnf/iX3RqKIK1U/M6aSb97xyANwE8zH+fAvD/Alg3USUQCDaGj6JrVr1j2ujjLU8PsgyDudgBMDXNcd6zoxCyzweJixv797WkTlVzYDR1HenJSVbjw6Mm+ZkZFvXhT9nj996LwtISslNT+OHv/z6SP/4xAKBr3z7c99RTCA0OwheLYf6HP8QPnn0WRj7vjLW4vFySqlbN+c2dtmnpOoiirLj9VYFaFnK3byMyPIz7Tp50FudqMMhs1w2jJBI3fPQolsfHofHmxo0eNgKANxZDYW4OlmmWRIXKU0btxshXzp+HwRv6lqQtOoOusk/eO4tIUkvOeOXpdJKiwBONwh+LQUsmS0TKq8eOMffAvj6WYsnHlZ+bgy8eB1GUjjrzVaOVNLlOOwe2E9GIWFCPwsICPNFoRY2kYOvQjFHFCKX09wHoAEApzaGDal4gEAg+rpSnB/njcfjicbYYlyQWgdm+3amLMQsFdO3d2zbTkGqGAYW5OUiq6jjNEUkCCEEhkYDk9SJ18ybyCwu49e1v47Unn2SCihD4e3tRWFrCu3/0R0hOTEANBqumeXnKUtWAynofd2omUZTGjn082kJQmlLq7epyzDbc6VdzY2N4+LnnEBke5h8nkP1+J2WxnODgoNPrSfH7kZ+dxdLVq1j+4AOkJycx++ab+Kv77sO3Hn0U777wAiYuXIC/t5eZTLgNK2wh5U5f5OYUznHw+ag3P9VQAgFkbt1C8to1SIqCh597Dp99+eWK1Fo7xdQTDjvRKWpZoJbl9APrpIFLtdS9VtLkNqPBTC02Y4qxYHOw9wtfALUs9HziE9j7hS9s9HAEq6SZSJVGCPFjxf1vBECx/kcEAoFA0CrVIkW+WAyaouDBp5/GD5591nFic0ekVhNhq5Zedffx4/j+qVPITk+zJrqyDFPTENyxA8XFRZjFolPTZWka8nNzCPT14dJ//I+Y+s53ADDLbaIokLxeKIEAiqkU3vzylyHJsjNO91irpRxWi/bYJiZaMsmEH29iW4vAwACreWowv25HS/e47GiJquvQUilYmgZJlnHP44/jADdpmB4dxfdPnWJpgJQ66Zl2RC85Po7Un/4pvD09IJKE/MxMpUijFLLXy4QMpSCEOMKKctt0taxBcb3ohjvKE927F2ahAN1tFFKGO3riCYfhCYed9NGBw4c7Gl2pFZEy83n4+/pK3ltLKG2l6M96mPEItiaUUqSuX8fw0aMbPRTBGmgmUvXvAPw9gJ2EkK8DeBXAUx0dlUAgEHwMqRopWliAlkrhB888AyUQgKQoa45I1TKkWHjvPaemhtqpZ7IMS9Mg+/2ghrHSkBZAcWEBS5cvO4Kq76GHENqxA55QCJ5wGLKqQuU1TbWK8Zt9em9HnD7/2musOabXW3V7kqpCUpQKQ4pa81trAe62kvf19GDb/ffj8Fe+4ggqgEUWvdEooiMjLFpiOw1SCon3lrK4KCskEk6kj/D0HrvxcXBwEGokwiJpPT1MOOs6M9jweKAtLSGfSDQV3WjVDKHR/G87dAiZqSksXb2K1PXryCcSbYuu1BqrqWlNn6etFv3ZyJ53gs1Lfn4eRi6HMK/NFGxN6kaqCCESgG4AnwfwEFja369TShPrMDaBQPARwR0VUYJBEAC6yyhALCwY5bUwhYUFFBIJ+OJxeKJRmIUCDE3Dg08/vaY5q1WHcuX8eZam5ooS5BMJFJeXmdiqFh3iAksNh7HrZ38W773wAizDQHZqyjF+8Pb0oLi8jFePHatq1d7q0/voyAjyiQRys7OsyS+lrMaK1ytJklR1Yd2MdXctgwT79R888wyrzQIz7pC9XvjicWaXXpbOZ6dKWrwezu6HRQgB4bbyRi6H/Pw87nrsMcT278fls2eRHB+HZZpQfD5YXGDk5+Zg5HLoufvuuvNjR+O0dBqFhQUWYVNVFJeXax5brfm3e1d5u7qgpVIwi0VQw8A9jz/elnu2VuSwlTrB1UZ/NoMpjUBgk75+HQAQ2bNng0ciWAvNuP+9QSl9YJ3GUxXh/icQbF3cKT7l/YbKHeQ6PY6tsIiq5f5ns1pnPze1XMiWr15F1513Vryen51FMZViIokQFrFyI8vwdnUhsmsXsrOzyE1Ps9dd/aOILCM8NNQWhzb7mrJ0HcXFRSaqLIvZj1sWAv39UILBEoe/ZhweaznJDR89iokLF1au4elpdmx27RaPQJm2sJIkyB6PU5sk2eLKnj/TZKl+/H2B/v6S+Xj12DGkJidRXFx0olvW/8/em0fHcZ1n3s+trfdGA2is3ECCpkktFiVLjGQPNEn0hY71JbakyLF9MokCzlix7JFscUw6c8RoTixpnIg2EmnsyJEd0oonR068iPLYPjPyp8QRx7ZCLaSshRYFUARF7N0g0I1ea7nfH7eqUL2i0egGGs37O4cHBNBdfavqVuE+9b7v82oaiCjixkceKXvMnh0cxOybb0KNxdhYzHESQuBqbYUSDJY9B6sx/5xjLeY26QmHbVfGelyv68kxkLOqrJn7H6UUL3zhC/jwT34CX29vvYbBqQ0l50klouovAEQA/CMAO0GdUjpbq9EtBRdVHM76xblwip07Z/fKESQJwa1ba7pIK8V6XUTVy4K52GI2FYnYToNW9EUJBKAmk3AFg6CGgflz56CZPYyqQfJ67e2u9Lxbi/+54WEYqspqiPr70blnD84eO8b6SMXjzDVRFHH5Jz6Rk7qXvx2niBBdLqQjEeY06DAIMTQNiQsXihtlWCLLMFhEyozquVpb8a6PfQzvPPMM5kdGFqMwZnql6HLB09UFQZLs4/H03r1Iz86yujbT2IJSCqrr6LzmmoJj5twHSumiqHUiCBBlGS3bt9s/yj8H+dfJ3JkzAABfb69tjlLMMr5a8bNW12U5MVfP+xCn4VkzUTV/9iyGv/Md/P4LL+Sa2XAakZLzpJIz91EAnwbwHJi1+ksAuMLhcDgV4XTnMrLZxSfvprhaDaeu9dp0czk1QMshvw7FElSS329HXBLj40hOT0NLpdD3u78LLZ1ekaACAEPTkJyYQDYeX/F5t2pTfu/4cXzk+edx23PP4aajRzF94oQdwbKiO1TX8cbjjxc0hc2vLdOSSaQjESxcuGC/1zAMaKkUsrEYkhMTpZ0HKYUSCjGHP1EEIQQt/f24/sEH0X7FFXCFQlBaWpjjk7kNIstMBE1MQFdV+3hIPh/0VIql/mWzMHSdCTBFKThm+fuQmTWfd1oiTxCY8QWlbDsO8s9B/nVi1a1ZYhsobBpcrll0JeewVs6Vy2E9OQZyLg3io6MIbNnCBdU6p2RNFSHkNkrp9ymlWwkhbasZmeJwOM2D051LUBS7BkYwi/VXw6mrnOsb0LipgZXUAFVDfh2KlkzCHQ6zxW08zswIMhloySR23nEH3vzWtxAfHV3x/hBBADUMZscuScs670udI+v30y+9ZKfWCVYNkyTBUNWC3kX5tWWiywUtmVy0jgerf6KCgHQ0yuZssboyy9xDVXFLCeFmpfnFzp5lbxFFe3zUMJCemUH4Pe/B+PHji8IIAMwUQioIcLW2Fhyz/H2gDuFkiSKrN5f1eRb5117+deJub2eCL5MpcJws9tnV9Ihai95w68kxkHNpsHDhgt3SgbN+KSeJDzn+///VeyAcDqc5cUZFXG1tbIGo63C1t6+aU1e5iM9Kn7bXk3o+yXe6kCnBoN0rSvb54N+wgT01JQSvP/64LaiIVEkXjhKYggqEQM9klnXelzpHzt+LLhcTIprGPsf8R0SxIBKRH7FwW7VDpvshNZ0OXW1t7Ge6XtLGnUgSE2SOMT87OIjn7rmHpRJqml1PBTN6ZkW9KKUwVNWuI1KCQXg6OnL6VQmiCEGWC45Z/j4IisLSD02Ldz2TgZFhXVAEl6usS551nWTjccTefptF5swIWbH5t14jPuvNMZDT3FjRal9Pz1oPhbNCyv2FJCX+z+Fw1pBGjaqUIj8qEty2zXb/swrSVzr+pY5JuYhPLZ6215PVeJLv37AByZkZZq6g6zB0nUUoTCFq1Qgt2XQXyDGnsPB0dED0eJCORqFnMux4e7144YEHKprDS50j5+/d4TAWzp9nb7SMGszUN9nnK9hvZ8RCCQQgyDJLkzMMCIoCd3s7BElCZn6+0KDDwowEEUHA03v3QvL5kJmdhWLWogFgBi1gogeqylwKzQiaIAgIbN2K3oEBvPDAA1DMBsWix4O0aWEOQooK6vx9cLe3IzE+ztIerfESAjkYhCBJtiV/qevk+UOHkLl4kaUNmsdO9HqLOk6u14gP7xfFaST0dBpaKsVFVRNQTlR5CCFXg0Wz3Ob/bXFFKX253oPjcDi5lGqW2eiGC/UUBpUck3KLKGsR62S1nravVCDXSmDv+MM/xIsPPcRSMw0DqclJWwyIXi983d3QUimkZmZARRFw1ubkiyjr/4RA9vshulyQAwFmlS1JyMZidjpapXN4qfRN5+8Vs/mwUwBZEbZ8W6ZiYltpaQGlFK6WlhwB7uvsRHJyktVZWf268qCGAQgCFs6fh57NQo3H7Qa+RBSRjkZt0SNIEgJ9ffb2d+/fD2DpZrz55O+DIEl2fZihqsx0pL3d3o4rFMLNTz1V9Dj3DgzA1dYGdWGB9ciSZVtUFnvIUK/01NVgLdIOOZxiZOfnAQBeLqrWPSXd/wgh/1LmfZRS+pv1GVIh3P2Pw2Fw16pCVnpM1uqYrtT5rNj7s7EY6wkVjUI3+xOFtm8vKbYopcjMzSE7P4/Jf/s3vP7YY0jNzABgERXR5YKns5PVJ0kS1EQCqZkZ6JkMJJcLWjYLQRThDodBCEFyaoqltwkCQv39tlBwCr/03ByoptnHOxuPIzU9DWoY6Ni9u+hYrXNkaBqL3GQytoV6xzXXFGxz7swZGLoOArN2SVEgejzIzs3ZtVLBvr6i43PWCzl/9sIDDwCCgPT09KJ7nxPzGAmSxMan6yxtz4xGwRyL5PdDNRdRIATenh7suf/+JW3dy82LYuLaeljgdI7MxGJITU3B09FRUoQ7HSedva5ACG589NGC16+3yDmHU4Y1cf+7+OabeOvb38beJ59E+D3vqdcQOLWj5DwpGamilP5GfcbC4XCqZakn9vWikRdOKz0ma/W0faVph/nvNzQNmYsXkZ2fh/WwjKTTiI2OFo0E6dmsnVqWmJjA8Le/bQuqlh07cM2BA/jlo48iMz8P2e9fXJwbBgRJQvuVV5acB85GufnzxVq0A0xQJScmWNNewygZtXKmpVHAjpQZhoHY6Kjd9wlg55CIIohhwLdhA5RAANl4HOLxvQQAACAASURBVAsXLrCeUoIASinmR0bw/KFDeNfHPlYw/mJRDP+GDeyzDIOlCKqqnV5ITIc9QsjizwG7rsk2stB1JqhEEYIkgeo6UlNTiL72WkVR1VKUGq/zYUE2HkdyfByCLJeNEFrvs5wa7YbKhBR9famIz1L9wBr1fsLhrDbqwgIAwNvZucYj4awU7t3I4awjamGxbRXQP713L54dHFzSkKGRjRyAlR+T9WrrnP/+dCQCWE1izagJCIG6sFBgH5+dn0diYgJ6NosL//zPOH733awnESHov/12vP/hh+Hr7cXOO+4ANQzo6TQysRgSY2MwdB2erq6S8yB/vsRGR3H8nnvwPbOprezz2ecrHY3aZgyWQCxmdW+lpQmyzNLuCAGRZRY9i8eZsUN7O4gkYX542D4GlmtdamqKvc/sOSWIIogoIjM3hzcef7yiub1r3z5kL15k4s0R/YEg2D2ndFXNMaAAYP/OgkgSRFkGMaNYIAS/euKJgv21TERuOnq0aHRoqWvYMmNIRSKYP3sWC+fPg+o6s80v01bAft/0tL2fBICnq6viNgTl7hmV3k+We5/icNYrlqhytbWt8Ug4K4WLKg5nHbFS16pqBFKj93iqhZPXUovYerBSMZj/fkNV7WiS3euEEBjZrC3WDE1DcnIS6YsXoSYSOPmlL+HUl79sOzP+2gMPYNfgICS3G96uLmz54AdtwZmamoIgy/D19sIVDJacB875oi4ssH5RpjBLRSJIRaPIxmLQzD5M1BQdlvNeKWGpJRIIbtvGUuwUhQkjs9+Z6HYjFYlASybh37gRoR074GprQ/biRSQnJ9lnWELTwqzr0rNZJCcnoS4s2Pt0amioYEHfOzAAye+HqCiAYbCvpkCjYJFCmCl/S6Fns7YDIoAc18ClqPQa7h0YwLZbbkFmbo5FzwgBRBGZ2VnMDw9j7swZJCcnMTc8XPC+6w4dYi6dZlTS29MDxayLq0T0l7tnVHI/afQHORxOLVEXFqAEg+yewlnXcFHF4awjVhpVqUYgNbpt8lpFmlbKSsVg/vutHlCCLC9GSiiFoCjQ02l4u7uRGBuDlk7j4ptv4vjdd2PsX1jpbOeePfj3X/kKOq6+mgmq3l47bcwSnJ6ODgS3bYMSCNhjKDYPnPMlNTUFQ9NANY2JKE2Dq6UFrrY2eMJhVnMkCPaiHSgtLC0RKSgKswrPZqGn06C6zup+VDVnbnvCYfg2bkRo+3Z07N7NDCbM9+iZjF3nBEJymhLrqor5kZGiC/rQ9u3wdncjtGMHWrZvh3/jRjsqKLpcEGR5yeadVNNy0gOppjFHwApZzjU8feIE/Bs2oPXd716sGTQMJubMJs/awkJRQdaxezcCmzcjuHXrkucmn3L3jEruJ43+IIfDqSVqIrHYzoGzrllSVBFCbiWEtDi+DxFCbqnvsDgcTilWElWpRiDVIuWw3qxFpGmlrFQM5r8/sGULlJYWuFpbQQ2DRU4oheTzQU2lsPVDH4Kh6xj+znfw8wMHkJychCDLuPyTn8R199/P3hsKwdvdXdAkFqh8Hjh7HelmfySL5MQEdFWFlkjgpqNHceOjj8Ld0cHqi5YQlpaIJJLEIkJWjydCWOojpSXndueePcw4wiFmLIgZ8YK5nZQZ2Vp45x3ER0dhaJq9oM8XsoIkwR0Os/1oa0PLu96F0I4dhcJKEABRXIxiWSmB5jhcra0lznIhy7mGna91h8O5joWUghACpbW1qFhZiegvN1cqmUeN/iCHw6klWiJh9wnkrG8q6eT43yiltv8qpXSOEPLfAByr37A4HE49qKavzHq2Ta4XtSq0X6mts/Veayzu9nYQwE5rI5IEX3c3+n/v9xDcuhX/dugQIq+8AgDwb9qEaz7/eQS3bmUOfh0dkPIWss79Tc/NIT46yoREZydEWS46D6z5kjZNLyzhQMz6ofTMjO1wVcqUAWCOf/nH97pDh/CzAwdYbRQAEGJbtmvJJPR0umBuyz7fYs1Snv27ZS5hNSXW0mkmPMyUPi2ZxEIiASLLtu2x5PUifu4cAOYgeM3Bg+gdGMi9tpwpgNZnmoJGCgSgJxKghgEiCBB9PqQjETy9dy9kn499biJRcl4t5xrOt2cngsDEJWALQtnvLypWVtLLaal7xlL3k/Xa/4rDqQYtk8nJAOCsXypJ/yv2mkrEGIfDaTCqefq8XtPr6kUj1Xvkj4VqGtRkEr/24IP43R//GLs/+1mAUrtGyBJUmz/4QQz89V8juHUrJI+HpfuVEVQvPPggqKbB29sLEMJc5CSp6Dywa3IoZU2DzVoeQRRBKYWhqjnzLT/KCKDk8e0dGIASDKJ150607tqF1p07Edy6Fe72doiKkjO3U5EIFs6fx9xbb0GNx1manixDkGWILheIaRbh7elhKZO6DkLIotBypOlRVUV6dhY/O3AAVNPs1D/VUQvlvLZEl4tFpoBFUWkeCz2Vgm/jRrRdfjl8GzdCT6VYLZwgYH5kBLGzZwFBKDmvlnMNF0TWZBlEFOHftMlO6ysnVqqNAJe7Z1RyP6lFnSSHs17QMxlIfv9aD4NTA0r2qbJfQMgRAHMAvmr+6NMA2iilf1zfoS3C+1RxOLXjUrczXun+N1KvsGJjUZNJuIJBbLvtNrw8NAQtHl9M+yIE23//97Hzj/4IIITVN4VCOdvMPz75PaCAyvbXGptq9jqyokG+3l58+JlnlrVPzs8r9/td+/bh9JEjmB8ZQWZ+PqcBMAC7domYdVSCLCO4bZsdLdFTKYheLxKm/Xox/Js320+V84+DdezmhoehLSywJsfm51l9q6imAYIA34YNSM/MwFBV9n/TxpwaBmAYdlpiYMuWgma9y5nDztdKPh8ys7OsKL6K3miryaV+n+KsCWvSp+qlhx/GtltuwXWHDtXr4zm1Zfl9qhzcDeDPAPyj+f1PwIQVh8NZh6w05Ww942ysWq5XTznWqldYJWMxdB1EEJCYmMBrf/u30KwmswCLGBGCyX/7N1w2OFg03a/Y8YmPjuYYVwCV7a+zt5Tdl8kwoKXTdtSpkn3K/7xyqWXW3P7Rrbci49x36/iYbnsAIAeD8HZ3Izs/by/aTx85glQkkpMml086GrV7X6XN4/Ps4CA69+zB9IkTWBgbQ2j7dnTu2YPXH38cxKxdMihltWqSBKppSI6Ps+a/vb1QAgHWEwqwhaDlijg3PFxwvJZzDee/dr2IlUv5PsW5dKCUQk+nefpfk7CkqKKUJgD86SqMhcPhcOrKShvuAo1V72GNRXS7Qc0oh5ZOQ5AkJMbH7dcRUWRmCQASY2Pw9vYWNaModnwESUJ6ZgauYNB+XSX7a/WWUhcWQHUdgizD3d4OQZJsY4Rii/uljm8ltT7xc+eYMLJ6SAG5kSdCoCUSSEciCG3fnvP+Fx58EIIkQS8hqiwTjuTEBEupUxTERkcx/dJLcIfDcLe3IxWJ4OyxYwj29dk29oLp0AgAos8Hb1cXUjMzEGUZACDIMrRUqvADKcXJoaGaCQwuVjicxsEyFJJ9vrUeCqcGlKypIoT8tfn1fxFCfpD/b/WGyOFwOLWhFq5ita73WEmT01379kFLp6HG4zB0HWoyiXQkkiuoJImlkhHC6pwIKSqogOLHx93ZCUNVq9pfq7dUaMcOBPv67F5Hc8PDJeumKjm+ldT6WIuVgua7ZuNfEGL3znLWbF136BACW7aU3Ceq60hOTdnH0tPRATUetxstOy3AKRZ7UsE0xKC6DkNVET9/HmoyaffscrW35wo/hxicP3MG37/xRt4El8NpMiyHVJnXVDUF5YwqvmV+/RKALxf5x+FwOOuKWtjD19K4YyWmF4auo3XnTlzxJ38CVyiEdDTKanTMP9KSz2en/AEszYRQimBfX8ltFjs+oiyjpb+/qv0tdbzze0o5+xDV4vja9uFF6qIESQIRBNa3SlVhaBrSkQieu+cePDs4CAC4+amnyi5yjEwGVNPsyJOhqnYfLAvR7YaWSOC6Q4cgeb22EYZVx0wEAaIs29bsOXbnRcjMzyM2OlpTU5SVCPr18HkcTqNjiSpuVNEclEz/o5S+ZH7919UbDofD4dSPWtnD1yqFqtp0RC2VYsYGuo7w7t24ePo0oq+9ZvdquuKTn4QSCuGVRx6BlkjA0HWIkgS5pQW79+8vud1Sx8eyDV8upbYnKkrZiOFKj6/i9yMpigXCSnS5mJW5KDJDCEFgtUxmFMlZY9d22WWIjY4iPTNjv9a2XwcASqFns1g4f54JV0HIqVGzxHrvwADef/iwbTNPHK6Ans5OCJIEVyiEm596Cj++9VbMj4zkfAYAgBAQQYAaj8Pb3b2sdNVS1KK+sJE/j8NZD1gPnXj6X3NQSfPf3yGEnCSEzBJCYoSQOCEkthqD43A465NGfSLdaPbwy01HpJQiHY0iOTUFQ9eRnJzEzz//ebz17W8DlKKlvx8Djz6KTb/1W+jaswd77r8fHbt3w9fdjfBVV+H6Bx8su6/LOT7FznH+zwDkbE/PZJCKRJCORnHx9Gmkpqft7VUaMaxkbqmJBHy9vYsCxvqMTAZEkuzUQKvXFQBb3Dob/QqyDAgCBJfLNtog+U18ra+6DlKiiXGOzTxY/ZS3p8dOh7TO9+79+1kj4LyURUGWQQQBhqpCV1XMnDq14mvLKejzo4X1YLU/j8NZD1iRKm5U0RxUYqk+DOA2AK/SpV5cJ7ilOoezfnA+kW502+a1Zjn27Ho2i5RpwQ0AYz/9KV796lehmb2Stt12G3b+0R/ZvZg8HR0QTQvxWlPsHGfm50EIKWnX/epjj+G1xx5jUSEAMF3u3OEwlGAw57WlHOqKfW42FoOgKEhHIgAAT0cHUtEojLy0QwvB5QIAuEIhZGZnmeU5YIscSimy8/P48DPPYPz4cfzswAFoySRElwt6JgNBltlCiFJm/mFaxQseD6iVyuP1Yucdd+DKu+7K+exi5zsViUBLJqEEg/Bv2IDOPXvwqyeeYKYVZoTMEnQAQA0Dgigi2N+/omvr6b17obS0sB5ZJs59rzWr/XkcThWsuqX67OnTGP6nf8IHv/tdtO7aVa+P59SWkvOkkua/7wB4ba0EFYfDWV808hPpRougVWp6kZmbQ2JiwjaMOPVXf4WThw9DSybhCoXwaw88gMv+43+EIMuQfT74envrJqiA4udYSySgxuMlz/uvnniCiQ9JgihJILIMEIJ0NJoTEStXZ5b/uYamscidacxh6DoSY2M5tU02ZhNiUVFw4yOPILhlCxuPINiCCih0Gnz/4cNwtbbCUFVQXWfpOpQuRqsAgFJbUIXe/W54Ojpw9tixJRv3piIRpCMRSF6vva9njx3DzjvugLe7G+6ODns/qZXKSCk8XV1VX1vWNZCamUFsZATZeNz+XT1dLGtRz8jhNBvcqKK5qKRP1UEAPyaE/CuAjPVDSulQ3UbF4XDWLY3Ux8lJI9Z0LGUPbqgqUpGI/Yd37q23cPLhh213v45rr8Xue++FKxQCIQTu9vZV+eNc7BxTXUf+szfnedeSSZZ6p+usF5Pjtc59PjU0hOTkpN0nSlQUKKEQTg0NIXbuHKhhQFQUyD4f0tFoSce8fARTxGnJpF2zZUXPFs6fX3whISCSZAuiU0NDdhQsd4dpjriiug7R5VoUezMzeO6ee9Cxe3dODy3n+daSSbjDYXjCYQCLNXXTJ07Yr5tTVdvYIxuP232tih3jpXBeA56uLiQnJpAYGwPt7YUoyytysVyKWtUzcjjNBDeqaC4qEVUPAVgA4AZQv0efHA6nKViqz9BaNR+tRY+qelDKlEFdWEA6GgWlFNQwcPapp/Crv/97UE2DIEnYOTiIrR/6EHORUxS4w+G6RqecOM9xNh5HOhplaYmEIBuPF436SF4v1ESiqMvdL+67Dzc89BAAJhydokjPZJCamUFqehqimbqnZ7N22qOFoaqLIqdEYgXVdUheLwA2D3/1xBOFTX5NC/Pn7r4bgssFaqZb2lgpfyZEknJeY/ewAssRyRfvzvNtpcQ5sURSsXlhpQ86WU60x3kNWNG+1PQ0UlNTOeKvHlTSX4zDudSwI1XcqKIpqERU9VJKr6j7SDgcTlNQ7on0WkaLGjWClo+h68jMzjIBAiA9O4tTQ0OInDwJAPBt3IhrDh5ES38/AJY24m5vz6lVqTfWOVYTCVaXZNUXEYLE+DhoT09B5GPnHXfg1a98pej2MtEofnbgALw9PYuiyLk/Zm2Rp7OTCZYSjXkBlBRURjYLCAJ23nEHACYw1IWFkpsxzAiRTTGxRghLrjf3nRoGi2qZPxdkuax4r+QBhBWhA1j9mZXaWE20J/8aUAIByH4/svPzBTV89YA3HuZwctEzGQiKsmoPxDj1pZKaqh8TQvbWfSQcDqcpKOcgt5b1VqtZ01FJ7Vax12ipFJLj47agmnrhBTz3n/+zLag2f+ADGHjkEbT099uNZz3h8KoKKmDxHGvJpJ2O59+4Ef4NGyCIIlJTUwXOgVfedRfkMg5XWjKJ2MhIyd8TQqAEAkx4FSNf8AgC+7e4AXi7u23ziIWxsZICrOz2TWMKEAJBUSAoymJjX9Nm3Xq9u70dQGnxXq6mbvz4cTx/6BCzWDc/OzU9DS2dhiBJVblX8romDqex0FMpKMHgWg+DUyMqiVTdBeBzhJAsAOuxHaWU8lnA4XCKUuqJ9FpGi1arpqOSaJzzNRAEzJw6halPfQr+zZtx2eAg2q+6Cr86ehRvP/00AJYacuU996D33/07Nn5Fgaejg9UJrRG9AwPMsW7TphxRVy7y0bZrFyKvvAJKKbM1twQKzB5Sug5dVVlKXV6PKWtflUAAktcLPZOx0x6Tk5MsgkMIfL29SExOQhAECIoCd3t7jqufhX/DBlabtlwPJrMnFXTdtmanAPtqOhoSh2U6sChc8iNPgb4+bLvlFkyfOIH5kRHo2SwEWcbpI0eQmZuDGo+DiKLdZBgAqKbZfa2WC69r4nAaCy2dhivvbyJn/bKkqKKUcvN8DodTE5ZKd6onq1XTUax2S00k8LMDB2zb7MzcHERFgaFpdvNZIopIjo/jlUcfhSjLSE5OAgDaLr8cV3/uc/B0dgJgosLV1lZRdCq/fq1zzx6cf+YZxM1FfbCvD7v376/6GJQ7n8UExOa9ezF/9izSs7OLdUlm6qA7HAalFIkLFwCA2YhTChgGJJ8PgixDS6Ugut2Q/X7o6TSILCMdiTCbcZcLm/buxfybbwKGAUPXmdGHKXQEScqZZ7v27cPs6dNQHe53JXGm/gkCWvr7oSUSrAGzKQ6JJDHxY9bA6ZkMqDlOPZtF5549eP7QIWQuXrQbCcfOnsWZJ5/Ejo9/HAvj41BaWiC63UhFIoiPjoJSmpsWRAiorlf9EILXNXE4jYWWSsHd1rbWw+DUiEoiVSCEfAjAjea3P6WU/rB+Q+JwOM3KWj8pX42ajvxonGXkAAD+TZvsBbO3t3ex/oYQGIYBatZTWUJjx8c/jnd99KMsWkEI3OFwxQXN+RGz2Ogopl54gfU9EkVQSjE/MoLnDx1asilwKXORUuezc88e/OzgQagxs088IZgfGcGZJ59E9/veh3f+9/+G4TR7MCMxRjYLye2Gls2CqiqIKKKlvx+79+8HAHsMSksLDE1DxjyuRJYhut0Y/dGPChrn6pkMFi5cgLutDVtuvhnPDg7a+7Hzjjsw8v3vM2FbLmJl/s7b24tbfvITAMxkItjfj/i5czA0DUQQmAikFO5wGFoyiawp5Hbt28dquIpEnrREAr964gl4OjpyhLjVD4saxuLrKQURxRU9hKjHNbBW5jMcznpHS6UKsjc465clRRUh5C8AXAfgH8wffYYQ8n5K6X+t68g4HE7TcSk8Kc+P3lh23JbdtuTxgEgSUlNT9oKZUmo3w7XYNTiI/ttuY++tIt0vP2JmmzIYBogsgwCghECNx8s6IJZKZ7TS1rRkEtn5eYiKgpb+fuzatw+nhoYWBRXARImuIzs3h/Gf/hT+TZtyonSUUjsVzx0OI9Debgs0S1BZUS9D10FMIUpkmUXsKGW1QpZQK2IqISgKzh47lrMfZ48dw577789Jyzx95AimX36ZpfKJIkRZZvVSug7FYXtsnWfDFH/Wfloph1lJymlq+8IDD8DQdYAQlqroqM0yVBWi250zXndHB7M7N63qiVm3JQcCDZWu14itCjic9YKeSsEVCq31MDg1opJI1c0AdlNKDQAghDwB4CQALqo4HM6yKfakvJmedBdEbzIZEEGwTQuorsPV1obU1BQEUWQLbaebnZkKeO6HP0Rg82Zs/I3fqDjdz0l+xMzIZm2hoafTLAVNFEENo2w6mSXODE1D8tw52xHv9b/9W/g3bYK3uzsn4tg7MIDn7rmn6LaorkNNJODftAmSuT/paBRGNgtD1+Hp7Czo2XRqaAjp2Vk7bQ6mIQQFq7MiggBqGIUNfx3CShBFpCMR+DduLLDUPzU0VDD3FsbGAEFAxrSKF2QZrq4u20AEyD3PtvkDIZCDwaIprf4NG5CYmMi1lDcjW8SM8jnTKEVZRsv27SCAnUIZ3LYNV68gXbMalro2G7VVAYezHuCRquaiEvc/AHDKaH72ORxOzbCedKcikZwn3cUc89YD+e6HktcLV1sbZL8fhqbB0DQIogjfpk2sZ5JTUIkisw7v6ICoKHj7Bz+o2i69wOlNyLvdG4bdX6lcOtnC2Bh0VUVyYoKluYmibTduaNqyXRwJIfa4lEAAwb4++DdtgiDLtvC0EN1uxM6ds9PmBFHMiUAZVnSv3PExRaq1PSe6qmJ+ZKRg7kk+H0RZRnDrVoR27EBw61aIspxznHoHBrDtlltyPgeCgOzcHDLz8wXRpM49e4r26AIAT3t7URfAq/fvx81PPYWPnTyJj508if/3qadWXVAtdW0ujI0VHNdGbFXA4TQahqbBUFVuVNFEVCKqvgjgJCHkm2aU6iWwhsAcDoezYtbSZr1e9A4M4KajR/HhZ57B+w8fBpEkqPE4DE2Dlk5DS6dB8tzoIAgQZRnezk7Ifj8kv982q6iGfLvunAW9mXbG/kvKppP5N2xAenqaiZM8i/K0oxGtcyEd6OsruT3R47HHlYnFMD8ygvjoKIsmmTVSFpb4MnR98bOdYzBNIUApBEmy+0Xl1FURAsnnQ7Cvr8BOPD09bfeScs49ApS0OncyfeIE/Js2wb95M6uDMuvVPO3tOSmFzw4O4vXHHy96PASzoXGpNgRrSSXXJrdp53CqQ0ulAIBHqpqIJUUVpfRJANcD+D6A7wG4gVL6j/UeGIfDuTRo9ifd7VdeiSvuvBOuUIhFXAiBtrCAhfPnAQDbbr0VbZdfDl9vL/wbN0IJBiHIMoxMZsWGBM6FOkyjC9FcxAOszkgJBssu3nft22dHhKglYtg3rLfUuXPIxuM5C+mr9+9frDNyILe0oP2yy3DdoUMgkoSkWUfl7e2FHAwiHYkgFYnkCJlAXx8z1jA/17ldQVFYrZGuI7B1K6781KcQete7QCSJiStRRMv27bjhoYewe//+AqFkaBrcHR05YxTdbqiJBK47dAiCJGF+eBgLFy6wqGIe1txVAoHFqFZ/v50m6Iz0UKcxh2msIZg28v4NG3KE+E1HjxY9J5X0P6sllVyb5XptcTic0nBR1XxU5P4HJr4i5ut3EEJ2UEqfq9+wOBzOpcJa2qzXE0NVkYpEoGcy6Lz2WrRdcQVe/9rX8I7pHqeEQth9773ovPZaTL/4Il597DEYmgZJUSp2RVyq3sVZv/bs4CBSkQi8XV3277VUCoIk5TjiFdtGsL8fC+fPg1oRI0e9kqGqSJh24NccPGi/54q77sLrX/86qK5DVBTIgQAEWba3f/rIEdAtW3LOO4AC1zwAthW5bdggCCCCACUQsM0xnE2GS5FvkkIkye4tZeGce2oyCf/GjbazYb4Bg+TzIXb2LKiu2wYVTuv2U0NDSM/MMEFlGKyGTddtEwyq6yCiWJEAKebmePyeeyD5/XCHwyAAq1erYU1iJdfmpWA+w+HUA0tU8fS/5qES97+/BPBRAK8DsB61UQBcVHE4nBWz1jbrxVipcYa6sIB0NMrS7gDMDw/j5YcfRsJ8wt/x3vdi9733wtXaCgDoed/74A6H8eYTTxR8ZqmxjB8/jl/cdx+0RAJU15GORvGL++7DDQ89VHSsu/btwy/uuw+J8XF7MU9N5zkC2GYUxZzbrt6/317QJycnWbTITLmjhlE05W36xAkofj/0bJZFMJLJnNSxYo2gi7nmAcD1Dz6Y0/OqZfv2qgwb8k1SLKECsPqq9MwMM6aQJJwcGiprwDB+/Dgys7PMuEMQCsTl+PHjmB8ZybGwp5rGUhQpZZ8jirjsE5+oaD+cqXjZeByZ2VlQSqEmEsjGYnbEr5bue5Vem6vRqoDDaTaypkOq1YOQs/6pJFJ1C4B3U0oz9R4Mh8O59Kj3k+7lCqSVWEQbZp8pK/2LGgbefvppnP7mN0E1DUSSsOuP/xhbP/xhu0ZIaWmBKxSCr7cXG3/91ysey4kvfMHu0wRC7Bqtk0NDJcdp2Y9T0+LcEgREllnfp9lZuNraCpzbnOcoPjoKwbR4VwKsNzx11Ic5x+zp6kI6GkU6EoE7HIa7vd3eB9nnK3C8KxWhtMZycmgI8XPnED93DqeGhnJ+V8l5Lvaa6w4dwsmhISRHRyFIEry9vTA0ze4lluPI50h9O33kCJRgEJLXy5oAmyLJEpfPDg6yNE5Ng245LxICGAYERUHH7t0l52KxcTpFqN3fTBBgZLO21X4mGkVw61Z7fCu9hngUisOpH1bbCW939xqPhFMrKhFVZwHIALio4qwLGtmeu5HHtpbU60l3NQKpWotoLZVii2vTzS9z8SJO/dVfYeallwAAvg0bcM3Bg2jZvh0Aa3jrCYeL1uosNZZTQ0OsHgmwDSes1Ly4Gc0pti1bBESj0JJJ3MsCVwAAIABJREFU9gvDYGLL7IOkxuNF69msc2SlEZYSQ0X7Y5n9sDzhMCSPB2oigdj586BmVMjd2QlRlotGQcaPH8fJoSHMv/WW3fwWgpDTuBjAkue53Fxwh0IFqYiCJCE9MwNXMFh0Py2RIxFSVFwujI1B8vuRcZh5WFx+550l0xRLjVNyiFCrNxZ19OUiZtQRqG1NIo9CcTj1ITM/D9HlqrihO6fxqURUJQGcIoQ8C4ewopQWb0TC4awhjdyIspHH1qxUI5Dy09Ky8TjSkQjio6N4dnCwQAhTSpGZnUU2Hrd/Nv3SSzg1NITs3BwAYNNv/RYu/5M/sT9fdLlYM1+p/C24WIqc6HZjfni46OuttL5S24IgIDU5WdAc19B1ZldOCPRstmw9W6mUsM49e/Ds4CCmXnyRiR9BgOhysT5dkmQv+LPxuO3y5+3tRXpmBsnxcbT099s1WVaNl+Tzscif1bgYsNMNIYp242IAS57ncnOhaCpiZyeS4+NIRSJQ43Ho2SyIKGLLzTcDWLreyL9hAyK//CWzyc9zX3z98ccxfeJE0Ycqp48cgaGqdmqhIMuQAwEQAJrZi8s6noQQCIpiRx+tiFUz1CRyOM2OGo9zk4omoxJL9R8AeADAz8Hs1K1/HE7D0cj23I04ttV2E1ttqnEWdFpEZ+NxJCcmoGezEBSloE+PnskgMT5uCypdVfHGN76BE/ffj+zcHCSfD9f86Z/iqs9+1l58u0Ih+Hp6lhRU+WOx0NNptkC3ejM5xBEABEvYmfs3bEB6ZmbRGt1hTW6ZNVRinJDvKugJh7Htlltw9tgxxEZHbTtzquusnsowWG8uc8Fv2bCLLhdcwSBa+vsR2LIFrlAI0ddew3Of+QymX34ZqUgE82+9hXQkwvY5rz8VEQQYuo6FsTHMDQ8jOTmJuTNnbDfC/PNcbi7kn/PY228jOT4OYjYN1jMZ1gA4FMLZY8cwfvz4kq53nXv2sG3qOhu7ebytCFOpfmyzb7yB1PQ0tGQShq5Dy2RYCmU0ah932esFEUW42trg6ewENQzWVLq9nbvvcTjrhMz8PBRHJJyz/lnyrzql9AlCiAJgh/mjNymlan2HxeFUR6kn+41gz91oY7sUImfVOAs6IzFp096bEAJPR0dOdKP9yiuRmZ+3F/sLFy7g5YcfRmxkBADQumsXrj5wwHbbE0QRbjP9rVKKRYWysRhzDHJGm8yvRJKwe//+ktv6109/mtVQgaUfUsOoyjghPyXs2cFBiIqCzMWLbHtmCiTVdTZOXYccCIBSyiJXgpDT6Fd0uzE3PIzIqVNsTITAyJTJODet3QVRhOzzMYMJ013PMBsVu9raENyyxX5LublgHWc1kbCjaPbxIQS+3l47xU9LpXD6yBHcdPRoyXqjVx97DK9//es54wWlgCiyJsaSlJPKaW1D8vlyonJWdIsKAvRsNue4O1OJg9u22e5/nnCYpxVzOOsANRaDj9dTNRWVuP/9OoAnAJwDQABsIoTcwS3VOY1II9tzN9rYqq0dWk9U4yy4lCmD4HIhNjqKjJnaRynFOz/5CV7/2tegZzKAIOBdH/0o3vXxj7M0NbBj6w6H7e8rpZhRAJEkEFFk6WGm8YFlgnDFJz9Z8tz1Dgygpb8f8dHRRZvz1lZkYzFQSssaJyyF9cDAyGaZI6AgMEFlGGxeCQKCW7Yw4eD1QvJ67eMJsOvAUFWWhmjWVuWnKNqYP6O6DqW1FRSA0tqKdDQKwzKEAJCZncWuP/9z+23l5oJ1nH924AD7vcsFd3s7khMToIaBxIULSIoiBEWBq63NfhBSrN7o1ccew6tf/Wrxses6qNlXa+7MGSYeNQ3Bvj5mk3727OJrnZFIR2qfRaPUOvE6UQ5n+RiaBjWR4Ol/TUYl6X9fBrCXUvrvKaU3AvgAgL+q77A4nOpo5EaUjTa2Zm+6CxRPVaskEmc1Yu1873vh6+mxBYCh69AWFuA1LXDVhQW8/Jd/iV8+8gj0TAbujg7c8MUv4t3/4T/YNUquUAjerq5lC6r8sVhNYbVEAu72dnh7eiC53Szq4fXC1dpatkcTAOzevx/ujg74N21CoK8PciAAd0cHbnz00ZINZyvBSp+z6nsEKxrj9cLb3Y32yy6z9+H9hw9DkOWC60BUFAiKwqJD+YKEEMCRLkkkCS39/bj+wQehJRL259qvBWzDEOdxLDcXegcGoASDrIFvXx+UQIBFq3TdjuhZUTCpRGH5+PHjLEJlOf1ZwsiJWf9ERNEWgYam2U2M7X2w3muaUIRMg5NGwtnc2BntbrY0Yg6n1qhmyjhP/2suKjGqkCmlb1rfUErPEELkcm/gcNaKRrYAbrSxNVrkrF6s5Im+Fd2gZk8mLZWCoarov/12zL7xBk4ePozU9DQAoPv978d77r57MaIlivB0dkJ0uWq2L8DieVMCgZyUNE84vOR76zUHreMk+/0sgmbWaMmBQMGDg1JjOH3kCObOnMlJqbQQFQWGrkMKBPD+w4dzxuvfsAGRV15haXVmNIcaBoggFLWGL7evxa4JALawoWbUqIhUAsCivHbKo+O97Iv5fofTIgBAEJCORqEEAraopGbEzkrLpJQiMzeH8ePHG+JeZnEpRLs5nHqQMe3UuahqLioRVS8SQr4B4H+a3/8BgBfrNyROrbhU0zIaJS2mGI00tkZsutto9A4M4JoDB/DG3/0dkpOT8HZ1Ydttt2HuzBmcefJJ1nPI5cLld96JzR/4ALMmByB5vXC3t1cdnSrHSs9bPeagUyjNqSoMVYWoKAhu2VL0vlNsDNHXXsP0Sy8VpP0JHg98PT3Qs9miUUarVoyYDXatdDl3R0fRqGu5+2L+sTU0DcSsg7KEjqury+5Dls/C2BhERWEGHc5IGaUgigJJlplxh6pCMIUiDANaIoHYuXMQPR7bFAOA7ZjoCodzGjMDaIh7e6PViXI464UsF1VNSSWi6i4AnwZgWagfB/A3dRsRpyZcCiYEnJXRaJGzRsOySm/Zvh03fPGLAIDU9DROfulLmH39dQBAYOtWXHPwIAKbN7M3EQJ3a2td/1A26nlbqVibPnECkt9vN8S0xJWRSkGQJFxz8GDR7fcODCDY34+F8+eZ8FEUJmglqSB6t9R9Mf/YWvVfzu2Uiwr6N2yAoWkwZmcBU4hZqYCXf+ITmD5xwo6EZeNxJMbGmBAEE1B6JgPR7Ya/t5eJLLcbns7OnPqzU0NDUJPJhri3XyrRbg6n1qhcVDUllYgqCcAjlNIhACCEiABqm8/CqTk8LYNTCY0UOWsk9GwWqZkZO1IAABM/+xl++cgjdpSi70Mfwi7T9Q5gzWI9HR01T/crRjOet4WxMdYMWJZBTUt225QCKLu/V+/fb4ulctG7Su6L+Q57Lzz4ILRUqqKooBXpcrW15fS2uvwTn8CVd92F8SuuyHGWBCEgkgTBtFkXRBH+3l7c/NRTeHrvXigtLXb0E1jsUebfuLEh7u082s3hVEc2FoOgKKvy94KzelQiqp4F8P8AsHxePQCeAfC+eg2Ks3J4WkbzcKmmca4Vmbm5nLoePZ3G648/jvP/5/8AYE8Wr7r3XnTt2WO/R/b54G5vZ/2fakA153w9zhPnmLOxGLR0mlmymzVZFrGRkbL1RJVG75Z7X1xuVHCp1y/lLEkpRXZ+HkDpKJA15kr3oZ40atSUw2l0lJYW+DduxPbf//21HgqnhlQiqtyUUrtxBqV0gRDireOYODWAp2U0BzyNs7aUEx6GpiE1M8Ns0U1iZ8/i5YcfxsI77wAAwrt3Y/d/+S9wt7WxFxACd1tbTnpWLca43HM+fvw4nj90CGo8DkPXkY5E8PyhQ7j+wQfXbJ4sJfLy99PQNOaIZRk4WAYPoghBFJeMxFQSvavmvrjcqOBSr7d+/+zgYNmxlIoCBfr6oKfTDXNvb8aoKYdTb5LT03YPQ07zUMlj1QQh5BrrG0LIewGk6jckTi1oNPtuTnU405UIIZA8HoiKgtNHjqz10NYd5eyf1UQCibExW1BRSvH2D36A/3vvvVh45x0QUcTOwUH82gMP2IJKkOUcu/VaUc05PzU0hMzFi7ZLIaUUmYsXcWpoqKZjq5RKrLbz99MTDsMVCuVsh4giCCFwd3bWJBJTz/vi+PHjeHZwEE/v3YtnBweXtBVfaiylLOCv3r+f39s5nHVOamoKHrM1B6d5qCRS9VkA3yGEjIM1/+0G8LG6joqzYnoHBrDtllvwqyeegJZMQvJ6sfOOO/gTxXUGT+OsHcXqaSilePnhhyH7fEhOTcHb1YXNH/wgxv7lXzD9wgsAAEFRIPt8mHnxRQT7+tB57bUs3S8czql3qRXVnPPYuXOAINjph0QQQCnF/NmzeHZwkJku+HwgANREou5pWsWOtZpI4GcHDkAJBuHfsAHzIyPw5D2p9fb2IruwsFhjJMusaXIR04lqqFe6WjXRxUrGUioKxFPuOJz1CzUMpGZmeKSqCVlSVFFKXyCE7ATwbvNHb1JK1XLv4aw948eP4+yxY6xw3kwdOXvsGNqvuIL/8V1H8DTO2pEvVqhhQEunkZqagq+3F3IggMTEBE5+6Ut2CprodsPV1gbJ40H64kW8+thjeO/nP4/Ne/fWbZzlznm5lLoCgWf2O0pFIoAgIHb2LEApvL29RRf9tazJyj/W2Xgc6WiU7d+mTUhFIsguLIDkiSU9nUbLtm22u109zA/qka5WrTFQtWMp9771WFvH4VxKqIkEqK5zUdWElEz/I4QcdHx7C6X0NfOfSgj576swNs4K4GljzQFP46wd/g0boKfToJQy22tVRSYSgSBJEF0upKNR5shmNo71b9oEdzgM2eu1ryHJ48FbTz5Z8WcuNyUMKH3OO/fsKZlSF+jrY01jDQOGrkPPZOw+SYamITM7CyIIIKKITDRacD+oJF2vmmNtkY5EmHW4YWD+rbeQnJqC6HYje/FiwX7u3r+/aNpbIwuDhbGxhjCPqPV55HA4tcfqUZUfqeesf8rVVDlT/P5r3u9+uw5j4dSQRvkjz1kZpeoqGnmB2ajs2rcPWibDzBw0DVo6DUPXIQeDSFy4gOzcHABAdLmgtLaynkGm3S0RRQiyDMnjqegaGj9+HD+69Vb866c/jcgrrwCCUPECt9Q5nz5xouSDEityZmSzoKq62DxXFJGcmGAChxAQQbBt4p33g1o/hCkQhuk0oOughADmGPRkEkRRis7t3oEB3HT0KD78zDO46ejRms73aoTuUuSLSGBtIsqVnsd6HAMOh1MZajwOADxS1YSUS/8jJf5f7HtOg8HTxpoH7q5VG8LveQ+uuPNOjHz3u0iaRcJaKoVMNGqLEFdrK0SvFx7TjCIzNwfZ5wMRRQCs8etS15AVLUhHIiCiCEopUpOT8Pb02Avcpc5nsXP+/H33QU0mQTXNrjWS/X7MDQ9jYXwc7vZ2pKan7WazEAQI5rhBKUApM7KQZQC594Na1+7l1wsRQkAFAaL52SAEhqaBEIKbjh6t6jOqoV5umo3Sr6mS88gdRTmctcXqdWi7yHKahnKRKlri/8W+5zQYPG2McylR7sm7oWlITk4iffEiOq+9Fjf8xV/gxq98Be62NltQEVGEt7cXks8Hqmnov/12vOvjH4dhGNCz2WVdQ1a0gOq6HR0CIUhHIlULlfHjx5FdWIChqiCiyPZpYgLpaBSGqkI0Iz6CJEF0uyHIMkRJsoUUBasho7oOV3t7wb7UI9LijDa5QiFmnmHWqllfrcbJq0W90qIbJaJcyXnkqeEcztqipZiBtpLndspZ/5SLVF1FCImBRaU85v9hfu8u/TZOI8CbMnIuFco9ee+45hqko1F7EQ8AF0+fxsuHDyM1NQUAaN25k4meaBSeri703347Nv7mb8LV2gp3W9uyryErWiAoCku1c6TdVStUTh85AlcohMzsLNsXQkANA9mLFyEHAnaqryDLMDTN/r23pwepqSlQQhDo67Pd/zzhcM6+1DvS0tLfj9joKEu9VFUIsgw5EEBwy5aabL9S5kdGikb7apEW3QgR5UrOI3cU5XDWFi2ZhOh2Q3LzpXSzUVJUUUrF1RwIp/Y0wh95DqfelLJKf+1rX8P1Dz1kv47qOoa/8x2c+Yd/YHbdioLL77wTm3/7t23nPCIIcLe3Q/b5AFR3DVmpt+72diQnJliEiFIIglC1UFkYG4O7vd021DCyWdsdz9XejtjZs6C6zsSbpoEIAkRFgSBJcHd0LBk1KfUQBoBtyb6SBzPWYt/b3b1m6XFWtI/qOgRJsqN9rra2VRd39aKSh2k8NZzDWVu0VKrgwQanOaikTxWHw+E0LMWs0okoIjE+bv8sFYng5Je+hNlXXwUABPr6cM3Bgwg4FtOiosDT0WHXHFWLJSBERYGnuxvpmRlQVUVg61bs3r8fwPKFirUQVgIBu9mwlkqBSBIys7MsIiYIi/VUlEJ0uwsiUuXIF5CvPvYYXv/610F1HaKiwNC0qmtvGiFyXi7at+vP/3zZ21st6/Llfs5SDwIapf6Lw7lU0VIpuLioakq4qOJwOOsaS3CIbjeoroPqOvR02nZWmvj5z/HLRx6BurAAAOj7nd/Brn37bGc/AFCCQbhaW2vSzDdfQITf8x57IVytSUCxhXBmfh56Mgk9m4UgsVs5NQyIkoTAli24+amnljVu5+Jd9vkwPzLCUhfNGq7M7CxcZjpk/ljLLfzzf3fdn/3ZmkTQy0X7ljue1TJ7qMfnNILA5XAuZYxslkeqmhQuqjgczrpm1759OPHAA6xWR1GgZzIwVBV9H/oQXv3qVzH64x8DAORgEFd95jPovv56+71EEOAJhyF5vTUdU6lowUqaxDoXwpLPB0IIdFUFkSTWA4pSeHt6IPv9yM7PL2u8+Yv32MgISyeUZSY0zaiOGo8X1N6UW/gDaBinuVLRPmfz4Uqp9jw2yudciqnhvCkyp1EwVLXmf3M4jUE59z8Oh8NpeMJXXYUr7rwTrlAIajwOd2sr+m+7DW9+61u2oGq/6irc+D/+R46gEhUFvt7eVf3jtpL+cU43PXcoBCUYZNE2SnMcBqupj8l3hLNd+jRt8UWEQM9mC7Zdzk3u5NAQ0pEIFt55B/HRURiaVnOnuUp7LtXSEXW1+gDyfoO1gTdF5jQSuqpyk4omhUeqOBxOTVmtJ8KGpiEdiUBLp9F57bXovPZaUEpx7oc/xBvf+IZtP/7uP/xD9P/e7zHhYaK0tDCb7xqk+y2Hak0C8o/p3PAwvN3dOWYYIAR6JlORUMjf3vzICDyORpSCLMMwDNaw1zCYHbqug4hiwbZLucnNDQ8jOz/PenyZ7oeJsTEQUUR8dBTPDg6ueG4sJz1uqbS35czb1TJ74KYStWG1IoscTiUY2SxExzXNaR54pIrD4dSM1XoirCYSSIyPQ3P05MnMz+OFL3wBr3/tazBUFd7ubrzv8GFs/8hHbEFFBAHezk64a1Q/tVyKRUuysRjSc3MlIy3Fjqm2sIB0NAolEIC3pweCLIPqOiSvd8nUumLby5rbs3CHwyBg4oqIIkutFARc/olPFGy7VG8kQ1XtWi/rWFNdt9M0azE3lttzyRntu+no0RxBtZx5u1p9AHm/wdrAI36cRsJQ1ZwHJZzmgUeqmhieQ35p0Ejnud5PhKlhIB2N2h3pLSKnTuHkl7+MzOwsAGDDb/wGrvjUpyA7UvtEl4u5+0lrd9vLj5bIPh9rzqtpReuRTh85gplTp1jtV2cnJFM4CB4PUtPTSEejEBUFciAAV2trgaAqNjeKnSNXKMR6Xvl8rHmwJMHV2gpXWxu0RKLsvCrlJicqCpRQCKnJSVDDYP2zAIBSeDo6ajI3atVz6fSRIzBUFZmLF2FksxAUBbLfX3Jsq2X2wE0lagOP+HEaCYOn/zUtXFQ1KavlTtXINJLYqBeNdp7r2VhUS6eRjkQWF+dgKYBvfutbGPne95iNuMeDKz/1KWz8zd/Mee9apfsVw2kS8OzgIAxNKxChJ4eGWINIRbHrm5ITE/Y29GQSIASCLEPPZEA1DZfdeWeBoCo2N/RUKifVDwDc7e0wVBWecNi+Xq45eLBiK/ZiC//TR44gFYnA29PDzls2C4CJWyUQQDYeRzoSWVEqYK0Wy3PDw1DjcWZHb6YqZmZnMaeqZfd7Na6xS9FUotZwG3lOo0AphZ7NcqOKJoWLqiblUs8hbzSxUS8a7TzX44kwpRSZubkCR7vExARefvhhzJ85AwAI7diBqw8ehK+nx35Nvdz9akUxEaqrKhJvvw0iihBdrsVaMELsFD1KKSS3G8GtWwEwF7vpEyeAu+6yt1NqbmTn56Gn0wXnKLR9O246erSq/Si18LeuwUBfH2IjIzB0HZ6uLmTjcVYLRmlOKuByr89Si+XOPXuW1QvMUFU2FtHseU8IDE1j/b846x4e8eM0CtQw7D6CnOaD11Q1KQtjY9BVFbG338bcmTOIvf02dFW9ZHLIl1trsV5ptFqBWteA6NkskhMTBYLqwj//M567+24mqAhB/0c+gvcdPpwjqESXa9Xd/ZZLfj2SJTZAqV3LRHUdhqaBUgojm4WeyQBgdU8Wxc55qbkhyPKq1OlYC1lPOIzs/DwCW7ZAaWmBIElIRyKglIIQYqcCVnN95n+GJxzGtltuwdljx5ZV1ycqCgAsuh6aX62fc9Y/perpOJzVxIrY85qq5oRHqpoUq3knEUW7eWdyfBwt/f1rPbRVoZ5paI1Eo9UK1PKJcDYWQ/riRYBS+2dqMonXvvpVjP30pwAAV1sbrv7c5xC+6qqc9yotLXC3tq5oX1aD/EhLanqaPcV0uZjoEAS2wDcMUFUFJQSS2w05GLR7LQHFz3mpuRHavt1Oz6v3U/v8CJaVkhsfHYWgKPB0dNj7Ue31mf8Zzw4OLjt629Lfj9joKNR4nBlpyDLkQADBLVuWPR4Oh8MphRX95qKqOeGiqkmhAKsPAEsVgvk9LfmO+rBWdU2NJjbqRSPWCixVA7LUnDA0DeloFFoqlfO+i2++iZMPP4zk5CQAoGvPHlz12c/miGciCDkmCCul3vM3X4RSw4C3txeEECQnJliEyqwhE2QZrrY29jNdh5ZKlT3n5ebGWtTpOI+l5PVC8nqXFIbVUM0DFetYebu7V5RGyOFwOOXQTVHFLdWbE57+16RoiYRttQzDgCDL8Pb0QMtzTasna9lw8VKxIi6W/tTIdWNLzQnbKt0hqKhhYPif/gk/P3AAyclJCLKMK+66C9fef3/O4llyu1m6Xw0F1WrMX2daUsfu3RBl2bZKh5mGRgQB3p4eeMJhuFpa4GprW/KcN9LcyD+WkteLdCSClJkGWMvr00qpzMbji+nPIyOQfb6S76lVGmEpKm1QzOFwmhue/tfc8EhVk2JFaoJ9ffbPtFQKHkcdRr1ZSxOFS6kweT25g5WaE2/83d+hdefOAqv0VCSCU0NDiL7yCgDAv3kzrvn853PmNQC4QiG4QqFVGWs9568zuiT7/bbDn7enJydNLjs/j5ueemrJ7TXK3Mg/ltZ9SEsmkZWkml6fu/btw/OHDiFz8SIgCCCEwNB1pKJRjB8/XvIzapFGWIxLxTSHw+EsjZ3+x40qmhIuqpqURkgLW+u6pkZZUFpcChbvS1FsTgiKgvj58wWCavL55/HKI49AjcUAAFtuvhmX/af/BNHlWnyvKMIdDtflqd9azN/8hwHLTZNbizlW7DMB5PxsbngY3u7unPe529uRlSR8+Jlnajqe3oEBuNraoC4sgOo6BFmGu70dgiQtSxBZ5z8bjyMdjbL+VbKMzNzcssbTaA6dHA5n7eA1Vc0NF1VNSiNEai6VuqZK4E+rGc45QSkF1XWoiQS8nZ32a/RMBm8cOYLRH/4QACAHArjqM59B9w035GxLcrvh7uhYtMGu41jtsa3C/HU+DLDmzVL1U87XruYcK/aZv7jvPhBCoASD9s+0hQWko9GcSHk9j6WWSCC4bVtOXzJKKRbGxioWnv4NGxAbHWUNpc3+VXo2C6ppZSNeFtbnTL/0EkSXC+5weMWmHBwOZ32j8/S/pobXVDUxa20he6nUNVXCpWLxvhTWnFCTSRiqCjWRgKGq6L/9dgBAfHQU//fee21B1XbllbjxK18pEFSuUAje7u66CSrnWNdy/pari7LqdL5/4434zvXX46ef/jTSMzMwNG3V5lixea0lElDj8ZyfKa2tyMzNrdqxzLeqB5iIk3y+iuvkdu3bh8zcnO3CCNMCXmltXfKYOmvIBEVZbA0Qj9tjuRQfLnE4lzpWSwzZkX3AaR54pIpTNxohWtYorHUqZKPQOzCA3fv341ff/CaSk5PwdnWh//bb0fHe9+Lcj36EN77xDRjZLIggYMcf/AG2f+QjIA7hJIgi3B0dq5KPvtT8Xa1Uu2JprNai3VBVZKweXroOnVLW5wqAEgjUfY4Vm9dU10EpZWlzkQgMVQWRJIiKAk84vCr3glLpz7I5jkpS8XoHBqD4/VCTSVBNY2mE4TBkv3/JY+oUm56ODrvRcToSgSBJl8TDJZ7uzOEUYosqv3+NR8KpB1xUcepKo9U1rRU8FXLRKr313e/GDV/8ov3zbCyGFx96CFO/+AUAwNPVhWsOHEDrrl0575c8HrjD4bpGp/Kx5q61OHRGKFaSarfSBae1aM/MzoIIAoggQNd11tOLEKQjESiBQN3nWLF5TUQR0HUm7ghZbGJsGFUtrKs5VqUE8QsPPAAIApKTk3Y/Kld7e0mR1NLfX7B/Wiq15DF1ik0r5S81MwM9k4EnHG56gcHTnTmc4liiqpGb0nOqh4sqTsPSTE86G8E4ZC1REwmko1FQw8D0iy9i5LvfRXJqCrLPh1Q0aptR9P76r+PKT32qwP56Je5+K5lHpRaHktdbtflALRac1qLdUFU7kkckCdQsgrbSFusxx3L6Tfl8yJrnzprXks+HrBk9s5oXE0LgCoVW1Tmv2AOd5TZo3rbbAAAgAElEQVRFr/a6zRebSiAAQZLgCYdx09Gjle7+uoWbc3A4xdEzGTtyz2k+eE0VpyFZyx5X9aBUH5zTR440bO8aZ2+dH916K358663LHis1DKQiEaRmZmxB9erf/A1Ss7PQs1nE3n4baiwGQVGwe/9+XP25z+UIKkEU4e3uXpGgWsk8KlULFz93DmJeCmKlqXa1qK+zaoYEWQa1elkRAtHlsiNX9ehLlX88qaaBUgpBkux5fcNDD0EJBtmiwdEjz10mIlSKlRyr/N5Qrz72GOLvvAOq6zBUFbrZVLlcU/Rqe301Qj3eWrIwNlb19cHhNDN6JpPjYMtpLnikitOQNOOTzmKubo2aHuMcHwQBsbNnAUrh7e2teKx6JoOUaZxgMfLd7wKEIBOJ2GkQgiwj2NeHjTfdlPP+WqT7rXQelaqFA0zjgyrSOWtRX2f1YjJU1bboJaIIVzgMQZbrNo9KHU9XKISbHX2zQtu3V5U2l0+1xyr/+oqNjmL6pZeY6YQkgeo6oGmAy7VkU/RqUpgv9XpSnu7M4RRHz2Tgbm9f62Fw6gQXVZxVpdJUrGYydii2z40uGp3jS05NMfczAJloFMGtW+3XFBsrpRSZuTk7BcxJbHQUajzOan8AKKEQXG1tub1/CIE7FCo4/9Ww0nlUanEY7OuDmkza21tOOmetFpyUUpbGZhig5j+lpQVX799ftzlU6fGsJG2ukntBtcfq5NAQ0pEI61OlKEzYEwJiOvkJkgRqGBAkCaIs16Uper4YsyJnl4LIutTTnTmcUuiZDDepaGJ4+h9n1VhOKlYpS+T19qSz1D7PDQ83dHqMM33HyGbZglQQ7KhIqbHa1tF5gkpLJnFqaIjVTpliwNfbC084DCObhberCwAgSBJ83d01EVTAyudRqTSu3fv3V5UWVm6by1lwnj5yBK6WFrT096N15060XXYZglu3wh0K1XWhXunxXCptrtJ7QTXHavz4ccRGRlhapDlnjUyGpfgRAlDKfkcI9ExmVRb7zZbOvBTVpk1yOM2OkckU1AxzmgceqeKsGsuJzjTLk85S+5ydn686fWw1cEYIBEVh7m2UQpBlAMXHmo3FkL540Y5CWcydOYOXDx9GcnwcACAoCtzt7RA9HmjptN2nSvJ64QmH7ahYLVjpPFoqjauaRWItUsPWKpK7nONZLm2u0ntBNcfq9JEjLBJl9pWC9U/XIZoppWkz/VTyeldlsd/okel6wJ1fOZxCeKSqueGiirNqLGch2Cw1CaX2WTQbglrf10M0rsT1zrl4drW1MXtsSuHq6iqIFlhW6VoqlbMNahgY+f738ebf/z1Lw5Jl7Nq3D96eHpz93veQnJqy+1Rt3rsXSjBYs323qMU8qsficKXbLJYWl45GoSWTeHrv3rpdL7W6Lpd7L1iu4HR3diI1OcnSIim1hb71cMD7/7d35+FxV/e9xz9nNo1WLxpJWGIx2BA2BwzGDSEmuSFN04SG5Bba0iQldm7WAmE1SfDzNG1I7o0BExIIzWbCpWlzG9OQPOkSSFKKQiHGYIwBA8GAAcmWNLK1z2i2c/+YkdAu2bOfeb+ehwd5NDM60m9G+n1+53u+56ijlIzFCjZ74lI5M4AjlxgdZeNfhxGqUDCHuz7ChSuds33Pi1asGF9blY/QmG0jjKknzw0nnCCjdGv0ifvsTGyVPlH04EE9deutCj/1VPrncMwxOuuGG8bXY7Wcc46kdLlfdXNzXtvLuvA6mmrqjFG0t1fRcFjBUCgnjU/mCuS5+Hnms5HB2HPXLFumkQMHxtvMG59PxuPRSGenGlas0DkbNxbsdUHjBgBSZqaK8j9nEapQMK6U9B2Oub7nfJ7s56LcaK7x2VRKkZ4exWfomta1fbt23Xbb+P5Fx77vfTrtk5+ctobMX1urYGNjTsv9KsXU0JsYGVEwFBpvuJBNeVkhOlPm83fB2HN7A4HxhhTGGNUsW6ZAfb0SkUje157NNiapcn73lROX9kRE6bLWptdUUf7nLM5mUDCVuHi5WN9zPveJSUSjGu7snBaokrGYnvn7v9fjf/u3ig0MyF9Xp7O/9CW99YorJo/FGAUbG1Xd1ORMoJq6J1IhGhC0rlunC+6+Wxc98IACDQ3T2vQe6fHOxT5a88nn+2LicydHR8f3yQpkSm6KUXZXib/7ykWlNRFB8dhEQjaVYqbKYcxUoaBcLMWaTzG+53yUG83VKn3wtdf05ObNGnzlFUnS0tNP1+rrrlN1U9Ok+3n8flU3NTm1m3wp7DmWy+NdqPU/+XxfjD33r9evn/XnUujZiUr83VcOKrGJCIpjbG9GZqrc5cZlYsyoGFfPURpy0bZ7otlapVtrte/f/13tV12lwVdekfF4dNJHP6pzv/a1aYHKX1ur2mXLnApU0uSTsvjQkEa6ujRy4IAeuf76gr3ncnm8XdnOQJr959K8di2zE5r/b0Ql/A3J56w+MBGhyn2EKkdR0lDZclluFOvv1/D+/ePdCsdvHxzUE1/7mnbfcYdSo6Oqbm7WuV//uk669FIZr/fNOxqj6lDIqXK/icZOyoa7ujT0+utKDA/LJpOKDw0V7D2Xy+M9NYhEwmENv/GG+l56qexOrGf7uXRv3573EsdSN9/fiEr5G+LSRQSUtvFQRfmfsyj/cxQlDci23CiVSCgaDisx5YRDknqfeUY7b75Z0XBYkrRs3Tq99fLLp12B8wYCCoZCzs1OTVTX1qaBffs02tv75h5d1krGKBWPF+w9l6vysolNMPr37lVsaEhVS5Yo2NhYlNLGbM30c3n8K1+p+Bbn8/2NqJS/ITQRQaEwU+U+9y4bQxIlDchOfHhYw52d0wJVKpnUC/feq0e/+EVFw2F5g0GdcdVVOuuGG6b9ofDX1anGwXK/qZrXrlWku3vypsfGyHi9ig8OluV7bqwJxqIVK1TX1pbelNmhGR1mJ+b/G1Epf0NoIoJCIVS5j5kqR7EvCo6ETaUU7e2dsVX6SFeXdt58sw7t2SNJWrRihVbfcMO015QxRsFQqCJKHDrb2/Xy/fdLxkwOVR6PjNerZCxWlKYIueLqprXMTsz/N6KS/obQRASFMFZC76upKfJIkC/MVDkq140K4L5EJKLhjo4ZA1Xnww/r4SuuGA9UJ3z4w3r7rbdOO8HyBgKqWbasIgKVNKGEKhiU8fnS4UqSUimlRkdlEwkNdXTo0RtvLMu1Ka7O6DA7Mf/fCP6GALmVSiQkSd6qqiKPBPnCTJWjpm4OWk5Xx1FY1lqNHjo0vlnvRIlIRM9+5zt6/cEHJUlVixfrjGuuUfPZZ0+7b6C+XlVLl8qMBYsKMDaTEwyFNLJ/v+T1yiYS47NWVaGQouGwUsmk/LW18mVK6KTyWJvi8oxOpc9OzPc3gr8hQG7ZsVA1pawW7iBUOazSTxowv2Qspmg4PK2znyT1v/SSnty8WcOZUq+ms8/WmVdfraolSybdr5LK/aYaK5Ea21g2Gg4rkUhIHo/qjj5agfp69fX3y3g8ivb2FnUD2iMx14l1uZY04k3z/Y3gbwiQO6l4XJKcX2dcyQhVQIWK9fcr2tc3eS2Q0uuqXr7/fj1/zz2yiYSMz6dTPv5xHX/RRdNaonsDAVU3Ncnj9xdy6CVj4kyOv65OHp9Pg/v2qaa1dTxAefx+JeNxpSYE13IqoZvpxLoUNjw+XIRAAMVE+Z/7WFMFZ1XCxpVHIpVIaOTAAUUPHZoWqEYPHdL2v/kb7fnBD2QTCdW2tekdt96qEz784WmBKtDQoJplyyo2UEkzr81pWLFC3gk/k2AoJKVSMl6vM2tTJrbbLoeugJWy5xKA0pXKXKT0+JjPcBVH1mGVfGW2s71dj23apPjgoFLJpKLhsB7btElvu+mmivkZzCQ+NKRob6/slDAlSd07duip225TrK9PknTMe9+r0z79afmm1H8bj0fVoRAdjDKmzuSMncBL6TI/j8+nqiVLVLV0qWL9/U68F8utK2Cl7LkEoHSlEglK/xxXtFBljPFK2iGpw1p7YbHG4apyLM/Jpae2bNHooUMyXq88Pp9sKqXRQ4f01JYtFfH9T5VKJjV68OCMnf2S8bie/+EP9cr990uSfLW1eusVV8z4c/JWVaXL/bjSNquZ1iGdtXGjU6+7cmu3XW4hEIB7bCJBkwrHFfPM6POS9khqKOIYnFXpV2YHXn1VVnqzE5sxkjEaePXVYg+t4BKRyHgHuqmG3nhDT27erIG9eyVJS045Ras3blRNc/O0+wYWLVLV4sUV1d3vSLm+wL/cugKWWwgE4B5mqtxXlDVVxpijJX1A0veL8fUrwVBHx7QrIhV1ZTaVkpLJN9cMWZv+dypV3HEVkLVW0d5ejXR1TQtU1lq99stfqv3KK9OByuPRiZdeqnO//vVpgcp4PKppblZwyRICVYkp1rrBctvniT2XABRbKpGgSYXjijVT9Q1JGyXVF+nrO6/ir8z6fNKE/YIm3V4BkrGYIj094y1cJ4oPDenpb31L+3/7W0lSsKlJq6+7To2nnz7tvpT7la5il/iW02wcey4BKLpMwyK4q+BnSsaYCyV1W2ufMMa8a477fUrSpyTp2GOPLdDo3HHKhg16bNMmDXd0KJVMyuP1yl9fr7M2biz20ArCX1Oj0VgsHaomlP/5K6C5wmyt0iXp4LPPaufNNyvS0yNJWnbeeVp1xRXj7b8nCixapOCUPalcUGoNXI50PJVe4nu45gqBpfaaAFD+Jp7HtoZC6fOQGf4uwx3FKP87T9IHjTGvSvqxpHcbY/5h6p2std+11q6x1q5pamoq9BidYDNhwmQCxUwd31y1eOVKVTc1yVdTI4/fL19NjaqbmrR45cpiDy1v5mqVnkom9eI//qP++wtfUKSnR56qKq264gqd9cUvTgtUxuNRTUuLs4GqlFprZzMeF0p8S2Hbg1J7TQBww8Tz2KUNDWO3FXlUyKeChypr7RettUdba5dL+gtJv7HWfrTQ43Ddnq1bVbVokRatWKHFJ52kRStWqGrRopLdRybXTtmwQR6/XzUtLVp04omqaWmRx+93dg1FfHhYwx0dSkSj0z430t2tx774Rb34ox9JqZQajj9e677xDR33vvdNWyPlCwZV29o6qWy0GPJ1sl1q+ytlM566tjYlpxzvcirxLZUwU2qvCQCOYqbKeWz+6ygXrmJno9wW0h8pm0op0tOjSE/PjFfAOtvb9fDll+vgs89Kko6/6CKdt2WL6mcoqa1avFg1Rx1V9PVT+TzZLrX3RTbjKffmC6USZkrtNQHAXcxUua2oZ0/W2ockPVTMMbiq4htVqLwW0h+JRDSabpWeSMz4uWe/8x29/sADktLro864+mq1nHPOtPt6vF4Fm5qmbfJbLPlcK1Rq74tsxlPuzRdKZe+oUntNAHCTYabKebT0clS57SODhbPWarSvT7H+/hk/3793r57cvFnDb7whSQqtXq0zr7lGwaVLp93XFwwq2NQkTwl1JMrnyXapvS8OZzyzNVMolxA1VamEmVJ7TQBwFFuSOI/yP0e1rlunEz70IUV6etT3wguK9PTohA99qGxPwJCWjMU0sn//jIHKWquX779fj1xzjYbfeEPG59MpGzboD/7u72YMVOPlfiUUqKT8rhUqtbLQhY6nmOuP8rW+rVTKF6ceA4/PJ19NjR7/yleK1jwDgJtsBe2VWYlMOdR3rlmzxu7YsaPYwygrE/ewmXj11cV1RZUiNjAwY2c/SRrt69NTt92mnsz7pLa1Vas3btTiE0+cdt9SK/ebitfudL9ev37arE4iElF1KKQL7r47b193IcdibAatf+9eJWMxefx+LV65ckGliKXWypzXHlDR8jaVtGrFCnvLH/yBoj09uujBB/P1ZVAYs75OKP9z1J6tW5WKxzV66JBSsZg8gYD8dXXsYVOGUomEor29SkQiM36++4kntGvLFo329UmSjn7Pe3T6Zz4zYwc/X3W1gqFQyc1OTVTua4XyId/rj2YLN/OtbxsLIal4XKOZ2VMTjWpg374FbUScy/LFXAQ09v4CkC9GNKpwHaHKUX0vvaT44GC6htfjSZ/0HDyovni82EPDYYgPDyva2ztjyUAyHtcL99yjl3/6U0mSr6ZGqy6/XG3vfOf0JzJGwcWLp52Yl6pyXiuUD/lcfzRxdmZiaeE5mzbNG+bGQsjowYMyHo+MxyObSik+NKSalpaChZG5vofD+fql0jwDgIOMUWJ4uNijQB6xpspRqXhc1tr0iY4x6ZMda5UiVJWFSa3SZwhUQx0d+u9rrx0PVEtOPlnn33HHjIHK4/Op9qijyiZQYbp8rj+aq7X5fOvbxtqRp+JxyVolYzGlYjElRkaUjMcXFEZysWYrV+3Zy33vLwBA8RCqHOUNBCS9uSgyGY/LJpOKDw+z+LrEJaJRDXd2Kj7DFS1rrV5/8EG1X3ml+vfulTwenfgXf6FzN29WTUvLpPt279ihx268Ub9av14PfeYzRTvm+Wp0UEny2WBjrn2a5gtzYyHEZGbDJ673G9m/X77a2jm/dq4acORqr6lSaZ4BwE2U/7mNUOWoRStWKNjYKI/Pp2QsJqVSkscjb1VVQTuHYeGstYoeOqSRAwdm3HsqPjSknZs3a9c3vqFkNKpgKKRzv/Y1veVjH5u2Rqp7xw7tuv12HdqzR5HuboV37dJjmzYV/JgXs2uda1rXrdMFd9+tix54QBfcfXfOyurmmp2ZL8yNhZDx2dSxEwaPR7J23lXfpTbDVGrdIQG4w9BS3XmsqXLU2N4rNUcdpZEDB5SMxWSMUXVTE4uvS1AyFlM0HE4H4BkcfO457bz5ZkW6uyVJR7397XrrlVcqUF8/7b4en08v3HuvYv39Ml6vPD6fbCql0UOH9NSWLQU95iz8L33z7dM01/q2sRDy8JVXyni9krWyknxVVapqbJxxtnWiXK1hyuVeU6znA5AXbP7rPGaqHDVxn6rEyIhsMqmqxYvHT8IrYfF1uZSdxfr7Nbx//4yByiaT+v2Pf6xHb7hBke5ueaqqtOryy3X2l740Y6Dy19aqtrVVg6+9JmUaB6SSSaUSCdlkUn2//31Bfw65KstCfox1zEtGIor09GjkwIHDnp1pXbdOTWeeqWAoJG91dXrW1BilYrF5Z4qYYQJQUQhVTmOmylGd7e16+f77Vd3UJJtMKhmLabSvT97qagXq651ffD2x1XN8cFAjXV3q2bVLp33yk1r12c8We3iSMq3Sw2ElppxUjon09GjnLbfo4DPPSJLqly/XWTfcoPpjj51+Z2MUXLJEgYaGCTcZpZJJ2YnNSaw9oq5oRyqfXeuQnYkd86pbWibN7hzua6N57Vp1P/GEZIyM16vk6KiS0ahWXnLJnI9jhglAxTBGRCq3MVPlqIllV8FQSMYYWWvTM1cVsPh6fJ+ugweVSiRkvF7ZZFLPffe7JTFjFR8e1nBn56yBav8jj+jhyy8fD1TL/+RP9I7bbpsxUHl8PtUuWzYpUNUvXy6bSsmOrc3K1HJ7q6qOaM3KkWLhf+nK1XomSerevj09UxUISKmUvIGAgqGQurdvn/NxzDABqBRGYqbKccxUOWriWoWxMrFoOKzk6KiqQ6GS2Ew1F5t1zmaoo2N8ny7jSV87MD6fUvF4Udfz2FRK0d7eWdeaJKNRPfu97+m1//gPSVKgoUFnXH21WtaunfH+/tpaBRsbx7/HMauvuUaP3nijRnt7x28zXq+qW1oKWn7HRr6lK5d7Mg11dCjY2KjqUGj8Nmvtgp6LGSYAFYFGFc4jVDlqatlVoL5eHp9P1aGQLrj77iKPLnebdc6mrq1NI11d6cXzGTaVkicQKNp6nkQkomg4rFQyOePnB15+WU9u3qyh11+XJIXOPFNnXnutgkuXTr+zMQouXTrjuiopfaJ67le/qkeuv16JkRF5q6oUDIUUqK9XIhIpaPlduZ80zxb+83lRIJ/Gxh3p6VG0t1fVzc3jr6MjLc2kzBMA5sEslfMo/3NUqZdd5bL0aCanbNgwXvInZfbrslaBhoaCn+hZaxU9eFAjXV0zBiprrV75+c/122uu0dDrr8t4vTp5/Xr9wVe+MmOg8vj96XK/WQLVmNZ163TezTerZtky1Rx1lPx1dSX3Oih1s7WE333XXWXZKn7i91Pd0qJUPK7hzk6NDgxk9doo9d835dK0BoC7UsnkpDJ9uIdQ5ahSX6uQ765wrevW6Zj3vjfdpCMaVSqRkLemRh6/v6AneslYTCP79ys2MDDj50f7+/X43/6tnv3Od5SKx1WzbJnOu+UWrbz44mklfVKmu9+yZeObO8+n1F8H8ynkyfBMX2u28P/8Pffk9aJAvkz8fqoaGlTb1iaP16tIV1dWr41Sfp2xVxqAUmBTKXn8/mIPA3lE+Z/DSrnsKt/lQp3t7Qrv3Knq5mbFBgaUisWUikR0wsc+VrCfSay/X9G+vlmn/Ht27tRTt96q0UOHJElHX3CBTv/MZ+SrqZl+Z2NU3dgof13dYY+jlF8Hc8l3iehCvlYyElF1S8uk+3qDwXRJZRm2ip+6jipQXy9/XZ1i/f1ZlwWX6uuMvdIAlAKbSBCqHEeoQlHkspXyTMZOpKoWLRpfPJ+IRNLdyPLcUj2VSCjS06Pk6OjMn4/H9cK992rvffdJSp/krbr8crW9610z3t/j96u6qWnBs1OumNTBMR6Xx++Xv74+LyfDs514x/r7lYxGp4V/X03NjLeX+hqiSlz7lMuGHJhbua4zBAohlUwSqhxH+R+KIt/lQsXadDY+NKThjo5ZA9VwZ6ceuf768UC1+KSTtO5b35o1UPnr6lTb2lpxgUqS+vfuVbS3d7wlfiqRULS3V/179+b8a832evH4/TOuFTr5sstKeg3RbEp97VM++GtrNbB3r/pefFEDr7yi2OCg80GyGCizBOZmCVXOY6YKRZPPcqG6tjYN7Nun+NCQUrGYPIGA/HV1ajjuuJw8/9Qrsid//ONaeuqps7ZKt9aq4ze/0e677lIyEpGM0cpLLtFJH/mIPL7pb0NjjIJHWO7nimQsJklvtsT3eGRTqfHbc2m2GZzFK1fqlA0bZrz63nj66WV3Vb7SWtx3trcr0turVDIp4/EoGY9ruKNDVUuW6KyNG4s9PKdQZgnMzSaT8hKqnEaowmEpl/KO5rVr1f3EE+l9qrxeJUdHlYxGtfKSS7J+7qnrb0a6u7X97/5Oqz77WTWvWTPt/vGREe2+8051PvSQJKmqsVGrr71WoTPOmPH5xzZOrcTZqYk8fr9MNJru3GiMZK2MMXm50jdXOeps4b9U1xDNp1zHfST2bN2qqkWL5K+tTc96xmIyfr+qli6tmJ9BoVBmCcwtlUzKU+F/111H+R8WrJzKO7q3b38zmKRS40Gle/v2rJ977IqsNxhMT+f7fPL4fNq7bdu0+x56/nm1X375eKBqedvb9M477pg1UPnr6lRzGN39XLZ45UpVLV2aDlGZrklVS5dq8cqVOf9apdy9Lt9y1WGxFNuWj5V1Burr1bB8uRafdJIaTjhBiVlmlHHk6tralIxGJ91GmSXwJhpVuI+ZKixYOZV3DHV0KNjYON6kQkqX4OXiqulQR4f89fVKxePjnf28VVUa6ep682slk3pp2za9+A//ML7p8Kmf+ISO+8AHZGbYVd0Yo2AoJH9tbdbjc8XY7FFNS0templMVUkzOGNy1WGxkJ0aD0clNuYoltlme5vXrtWv168v+eoGIN9YU+U+Zqoc9uD69frH004b/+/B9euzer5iNX84Evm8alrT0pJeOzWhVXpydFQ1mdbbkXBYj23apBf+7/+VTaVUf9xxesdtt2n5hRfOGKi8gYBqW1sJVFNU8uxRoeRqE+58b+Z9pCqxMUexzPR+PeFDH9LL999fFtUNQL6lkkmqUBzHTJWjHly/Xj1TSt16tm/Xg+vX6w+PcD+acrrqm4+W7al4XJFwWMdfdJF2f/vbSlgrb1WVkqOjSsXjWnHxxTrw6KPadfvtig8OSpKO+8AHdOonPiFvVdWMzxmor1fV0qUzhq18KJc1cWMqcfaokHK1DqZU19NUWmOOYpv6fv31+vVlU90A5BszVe4jVDlqaqCa7/aFyPfeUrmU65Op+NCQor29staqec0arfrc57R32zaNdHWppqVFx190kbq2b9e+f/1XSZK/vl5nfP7zOurcc2d8vmKU+5VqidZ8yi0IlpNcXSgp9AWXw3lNEMyLp1TDNlAMlkYVziNUYcHK7apvLk6mUsmkor29SoyMTLq9ec2a8U5/A6++qp2bN2tw3z5JUuOqVTrzuusmreeayBsIqLqpqeBXrMppTdyYcg2ChXakwTNXF0oKecGF10T5KKfqBiDf2PzXfaypwmFpXbdOF9x9ty564AFdcPfdTp/EJEZGNNzRMS1QjbHW6tVf/EK/veoqDe7bJ+Px6OTLLtPbvvrVWQNVoKFBNcuWFeUXazmtiRtTqmt1Skk2XTlztW6tkOvfeE2UD9a0AW+i+5/7mKlylLeuTsmhoRlvx9ystYr29io+w89vTKy/X7u++U11PfaYpHTzitUbN2rJySfPeH/j8aQ38y1wud/E2Qtfba2S0WhZXTWmfGh+2c5A5qo8rlBldrwmyke5VTcA+cTmv+4jVDkquGiRIomEUhM64HmCQQWnnIxgsuToqCLhcLpd+izCu3Zp5623arS3V5LU9q536fS//mv5a2pmvH8xyv1mKpGKDQzIjrWAL/E1cWMoH5pfpYUMXhPlhTVtQBrlf+4jVDmqrq1N3qqqSSceiUhk1rK0SmetVay/X6P9/ZNapU+USiT04o9+pJd+8hPJWnmrq7Xqc5/T0e9+96zPG2hoUNWSJdO6++W7+cJssxcen09VixeXzVXjcmqOslC5PvaVFjJcfE0AcJy1krWEKsexpspR1LIvXDIW08j+/Rrt65s1UA3v36//vv56vfTP/yxZq0UnnaTzvwOm+6cAACAASURBVPnNWQOV8XhU09ys4Azt0rNZA7NQs62fig8Pl9WaONf2qsrHsa+097prrwkA7hs7s2CfKrcxU+UoatkXJjY4qOjBg7OGKUl64z//U8/ceacSkYhkjFb86Z/qLR/96KxXnLxVVelyP9/Mb69CdOFzafbCpfKhfBz7Snyvu/SaAFABMucYzFS5jVDlME48ZpdKJNKt0iORWe+TGBnR7rvuUsdvfiNJqlq6VGdec42aVq+e9TGBRYsUXLJkzq9diDUwlEjlRq5L9fJ17HmvA0AJI1RVBMr/UHHiw8Ma7uycM1D1vfiiHr7yyvFA1bx2rc6/445ZA5XxeFTT0jJvoJLSs0jJCQ1EpNzPIlEilb1clep1trfr1+vX62fvfa9iAwOKZhqcjCnXGUQAwOFh81+3MVOFimFTqXSr9OHhOe+z97779MK996Z3P/f7dconPqHlF144bW3UGF8wqGAoNGu531SFmkVi9iI7uSjVm9qFMZVIKBoOS5KCjY3MIAJABbDMVFUEQpXD8t1hrpwkolFFw2GlEolZ7xPt7dVTt96q8K5dkqS6Y47RWTfcoIbjj5/1MVWLF6tq8eLDGkslroEpR7ko1ZsazMa6byZGRhTz+Tj2AFAJCFUVgVDlqJn2KXr8ppsqrgTMWqvRvj7F+vvnvF/X736np77xDcUHBiRJx73//Tr1E5+Y1kFvjMfrVbCpSb5ZPj8fZpFKXy6afcwUzIKNjYr5fLrogQdyNlYAQOmj+5/bCFWO2rN1q1LxuEYPHVIqFpMnEJC/ri6nHeZKXTIWUzQcVjIWm/M+e37wA736i19Ikvx1dXrr5z+vZW9/+6yP8VVXp8v9vN5pn2N20B25KNN0qQsjAODIUP5XGWhU4ai+l17S6MGDSsXjkseTDlgHD6rvpZeKPbSCiA0MaHj//jkD1eBrr+m3V189HqiWnn66zr/jjtkDlTGqWrxYNS0tswaqfO8/VWkmNnn49fr1Bf1Z5qLZR6XtIZWNYh5rACgEQpXbmKlyVCoel7X2zZN/Y5RKJNIhy2FjjQASU7rrTWSt1Wv//u969nvfUyoWk/F4dNJHPqKVl1wiM0NYkiSPz6fqpiZ5q6pmfd5C7D9VSUqhhDXbMk3Wzy1MKRxrAMibzEwV5X9uI1Q5yhsIpK+Op1IyHo9sKjV+u6viw8OK9vaOf68ziQ0O6unbb9eBRx+VJFW3tGj1dddp6amnzvoYX02Ngo2NM85OTVSI/acqiSshlfVz83PlWAPAjCj/qwiEKkctWrFCfS++qNjAgFKZYBVoaNCiFSuKPbScW0irdEnq3b1bO2+5Zbyldev552vV5ZfLX1s78wOMUXDJEgUaGhY0DtbP5FYphVTWyuVXKR1rAMg1m/k/ocptrKlyVPPatYoNDkoejzxVVZLHo9jgoJrXri320HIqEYlouKNjzkCVSib1wr336tEvflHRcFjeYFBnXHWVVm/cOGug8vh8ql22bMGBSmL9TK4VYpPkhSjltXKurEMqlWMNAHkxNlPlcLUQCFXO6t6+XcFQKL0GKJWSt6pKwVBI3du3F3toOWGtVfTgQY10dSmVTM56v5EDB/Toxo36/Y9/LFmrRStWaN03v6lj/vAPZ93M119bq9rW1sMulcxFY4NKM1coKJWQOrE0zRgjX3W1vIGA9mzdWtBxTFXKYe9wlcqxBoC8oPyvIlD+56ihjg4FGxvHNxuV0kHEhXKahbRKl6SOhx7S7jvvVGJkRJJ0wv/8nzr5r/5q9l9qxii4dKkC9fVHPDbWzyzcfM0JSqXJQ6mWprm0DqlUjjUA5JOXUOU0QpWjXF3fE+vvV7Svb/yqz0wSIyN65jvf0Ru/+pUkqWrxYp157bVqOuusWR/j8fvT3f2Ymi+YhYSCUgippfpeKtWwd6TGjvXY+rXHv/KVWcMVa9wAlBP2qaoMlP85yrVymlQioeH9+xU9dGjOQNX3+9/r4c9/fjxQNa9Zo/PvvHPOQOWvrVXtsmUEqgIb6uiQNxicdFsphoJSfS+5uA5pISWNLpU9AqgshCq3Eaoc5dL6nvjQkIY7OpQcHZ31PjaV0t777tMj112nkc5OeXw+nfqpT+mcL39ZVYsXz/wgY9Ilkk1NMp7yfCuUc6OCcgkFhXwvHc7xLNWwl42FrF8r1TVuADCrzMXgcj3XwMJQ/uewUiidykYqmdTowYPztkqPHjyop7ZsUXjnTklS3dFHa/XGjXO2j3eh3K/cN0w9ZcMGPX7TTZLSM1TJaLRkQ0Eh3kuHezxdXIe0kJJG18oeAVQOM89+lyhvhCqUpEQkomg4PGdnP0nqevxx7dqyRbGBAUnSsX/0Rzr1U5+Sb0pZ2UT+2loFGxvL/opRuTcqcDEUZONIjme5XziZaiHr10p1jdtUrPsCMBWhym2EKoeV4x91a61GDx5M77E1h2Qspj13361Xf/5zSemgtOrKK9X6jnfM/iBjVN3YKH9dXS6HXDQuXLF3LRRkw4Xjma2FzF6Wwwxnuc8iA8it8UYVhCqnlfelesyqs71dj954o8JPP61Id7fCTz+tR2+8saTX3CRjMQ13ds4bqAZfe02PXHPNeKBaetppOv+OO+YMVB6/X7XLljkTqKTyWZOEheF4Lmz9WjmsF2XdF4CZMFPlNmaqHLVzyxbF+vvTJW4ej2wqpVh/v3Zu2VJSJx9jRvv6NNrfP2dnP2utXvvlL/Xsd7+r1Oio5PHopEsv1co///M5r/74a2sVDIVm3ey3XJXDFXssHMczbSGzl6U+w8msI4BJrJWMKftlB5gbocpRg6++KuPxvPkGzgSKwVdfLd6gZpCKxxUJh+fs7CdJscFB7f7Wt7T/kUckSdVNTVp9/fVaetppsz/IsXK/qeZbk1SO5Z+VjDVm7iiXdV8ACofSP/cRqhxmrZWZ+u8Smq2JDQ5q9ODB8Vrj2fQ+84x23nKLoj09kqRl73iHVl1+uQL19bM+xoXufgsx2xV71nSUp1KfgcHCMOsIYCrj45TbdRxhRzUsX67+vXtlM9PNNpWSUik1zNFmvFBSyaSivb1KjIxM+1z3jh3au22bRrq6VN3crGBjY3odWColb1WVTvv0p3XMe987Zzh0tdzvcJR7Z0CgnDHrCGASayn9qwCEKkedec01emzTJsUHB5VKJOTxehVYskRnXnNNUceVGBlRJBxOh7wpunfs0O5vf1sev1/eYFB9L76oVCwmSWo44QSddcMNqjv66Fmf22Q283W13O9wsKYDKC5mHQFMxEyV+zjCjmpdt05vu+mmkrlSalMpRQ8eVHxoaNb77N22TR6/XzaR0HB3t5QJXsHGRp23ZYu8fv+sj/UGAgqGQs6X+y0UazoAACgNVqypqgSEKoeVypXS5OioIuGwUvH4nPcbPnBAyWhU8UxLdeP1qrq5WTaZnDNQ+evq0pv5VnC531Ss6QAAoERQ/lcROMLIG2utRvv6NHzgwLyBqn/vXsUGBsYDla+mRnXHHCPj9aqmpWXGxxhjVN3UpOoKXz81k3LYywcAgEpB+Z/7OMLIi2Qspmg4rGRmTdRsbCqlV372Mz3/wx8qlUhIkgKLFqmqsVGpWEypeFwrLr542uMo95tfqcxUAgBQ6Zipch+hCjkXGxxU9ODBOTfylaTRQ4f01G23qeeJJyRJtW1tWn7hhTrw3/+tka4u1bS0aMXFF6t5zZpJjwvU16tq6VJmpwAAQOmzVh5mqpzHEUbOpJJJRcNhJSKRee/b/cQT2rVli0b7+iRJx/zhH+q0T39avupqHf/BD874GGOMgqGQ/LW1OR33fNhEFwAAZMPQqMJ5hCrkRHx4WNHe3hlbpU+UjMf1wj336OWf/lSS5Kut1VuvuGLekOINBFTd1CTPHA0r8oFNdAEAQDasKP+rBIQqh+2+6y49f889SoyMyFdTo5Mvu0yrPvvZnH4Nm0op2tur+PDwvPcdeuMNPbl5swb27pUkLTnlFK2+/vpZG1GMKWa5X6E20WU2DAAAR1H+VxE4wo7afdddeuauuyRjZHw+JSKR9L+lnAWrRDSqaDg83mBiNtZavfGrX+mZu+5ScnRU8nh04p/9mU78y7+cc9+GYpX7TVSITXSZDQMAwG2U/7mPuUhHPX/PPbLWyiYSSo2OyiYSstbq+Xvuyfq5rbWKHjqkkQMH5g1U8aEhPfn1r2vXN76h5OiogqGQzv3f/1tv+djH5gxU3kBAta2tRQ1UUnoT3WQ0Oum2XG+iO3E2zBgjX3W1vIGA9mzdmrOvAQAAioR9qioCM1WOig8NTe++l0qlb8/CQlulS9LB557TzptvVqS7W5J01NvfrrdeeaUC9fVzPi7Q0KCqJUtKortfrjbRnau8rxCzYQAAoHjYp8p9xGZXzdbOfJ4253OJDQxoeP/++feeSib14j/9kx694QZFurvlqarSqiuu0Nlf+tKcgcp4PKppblawhNql52IT3bHyvkg4PKm8r7O9XVJhZsMAAEDxzFWdAzcQmzGvVCKRbpU+5cR/JpHubu285RYdfPZZSVLD8cdr9caNqj/22Dkf562qSnf3K8ErOdluortn61al4nGNHjyoVDwuj98vf339eLOLXM2GAQCAEmQta6oqQOmdwSIn/PX1ig8Oznj74Vhoq3RJ2v/II3r69tvHOwEef9FFOvnjH5c3EJjzcYFFi1S1eHHJzE7lWv/evRrt75fxeGS83nRI7e2VzaxHG5sNo/sfAADusaJRRSUgVDnq5Msue7P7n9crm0xK1urkyy5b0OMPp1V6IhrVc9/9rl775S8lpddEnXH11WpZu3bOxxmPR9WhkHw1NQsaU7kaK5ccW6RqPB7ZVGpSGWW2s2EAAKBE0aiiIhCqHLXqs5/VwL59eu3f/k2p0VEZr1fHvv/9C2qnnohE0q3Sk8l57zvw8st68utf19Abb0iSQmeeqTOvvVbBpUvnfFwpl/vlmsfvl4lG07N9xqR/uRpT8I2MAQBAcVTC+U6l4wg7qrO9XeGdO1V/3HHj63TCO3eqs7191hkRa61GDx1SbGBg3ue31uqVn/9cz2/dqlQiIeP16uTLLtMJH/7wvFdjAosWKbhkyRF9X+Vo8cqVGti3T/GhIaViMXkCAfnr6tRw3HHFHhoAACgAyv/cR6hy1MS9jySN/3+sOcJUh9MqfbSvT7tuu03dO3ZIkmpaW3XWxo1afOKJkqTuHTu0d9s2jXR1qaalRSsuvljNa9aky/2amsbHUinGGlHUtLTQiAIAgEpDo4qKQIGno4Y6OuQNBifdNtveR7H+/gW1Speknp079fDll48HqqMvuEDn3377pEC1+9vfVvTQIfnr6xU9dEi7v/1thZ9+WrWtrRUXqKTctGUHAADli5bq7mOmylF1bW3pkrPBwUltvCeWnB1Oq/RUPK7n771XL993nyTJV1OjVX/912p717sm3W/vtm3y+P3yZQKdLxhU0uvVKz/9qU744Adz9w2WGRpRAABQmej+VxkIVY5qXrtW3U88Md79LxmLKRkOa+Ull0iS4kND6bbeC9gMeKijQzs3b1b/Sy9JkhaffLLOuv561Rx11LT7jnR1vdm23Rh5fD55AoEZZ8gAAACcR/lfRSBUOap7+3YFQ6Hx5gjeqir56+rU9bvfaeXFFy+oVbq1Vm/86ld65u//XsloVDJGK//sz3TSX/7lrF1salpa0qV/NTUyPp+MMUpEIqpra8v1twgAAFAWKP9zH6HKUUMdHQo2Nqo6FBq/LZVMavC11xYUqOLDw9p9553q/K//kiQFGxt15nXXKfTWt875uBUXX6xnvvMdpRIJeX0+JSIRmjIAAICKxkyV+whVjqpra1MkHJavulrWWtlkUvHhYdU0N8/72EPPP68nN29WpKtLktRy7rk648orFWhomPNxHq9Xyy+8UDUtLdqzdauGOjpU19amUzZsYD0RAACoTJT/VQRClaPG2njbzBs5GY0qFY9rxcUXz/oYm0zqpZ/8RC/+6EeyqZQ8gYBO++Qndewf/7GMMXN+PV91tYKhkDxeL00ZAAAAJiBUuY9Q5aixNt7Pfe97Gnz99Un7Rc0kEg7rqVtuUe/u3ZKk+uXLddbGjaqfb4NaYxRcvFiBRYty/S0AAACUP2aqKgKhymGt69ap+eyzNdLdPef9Djz6qHbdfrvig4OS0p0DE8PD2v7lL88Zxjxer6qbm+WtqsrL+AEAAMqdFY0qKgGb/1awZDSq3XfeqR033aT44KD8DQ068dJLNbhvn0b7+ydt3ju22e8YX02NalpbCVQAAADzYKbKfYSqCjXw6qtqv/pq7fu3f5MkNZ5xhs7/1rd08JlnxjfvNcbIFwzK4/dr77Zt6Qcao+CSJappbuaqCwAAwHwo/6sIlP9VGGutXv3FL7TnBz9QKh6X8Xr1lo9+VCv+9E9lvN7Jm/dmeKuqNNLVJY/Pp+qmpiOanepsb6cjIAAAqEhciHYfocphne3tkxpVHPvHf6zOhx5S1/btkqSao47S6o0bteQtbxl/zNjmvb5gcPy25OioaltbVdvaKuM5/MnNzvZ2PX7TTfIGAgosWqRIOKzHb7pJ52zaRLACAADOY6bKfZT/OWosyER6e+Wvr9fw/v3aecst44Gq7X/8D6371rcmBSopvXlvKh5XIhqVtVaJ0VHZVEqnf+YzRxSoJGnP1q3yBgLyVVenSwqrq+UNBLRn69asv08AAIBSR6hyHzNVjhoLMp5AQJEDBzTa15f+hMejM6++Wke/+90zPq55zRqt+tzntHfbNo10d6v+mGN06v/6X1nNKA11dExrue4NBjXU0XHEzwkAAFAuKP9zH6HKUUMdHUolk4q88opkrSTJ+P0K1NfPGqjGNK9Zo7Z3vlPBxsYjnp2aqK6tTQP79ik+OKhUPC6P3y9/fb0a5tsDCwAAwAHGxym36yj/c5S/tlaRrq7xQCWPRzaRUKChYe4HGqNgY6Oqm5pyEqik9L5X0XBYyVhM8niUjMUUDYfVvHZtTp4fM+tsb9ev16/Xz977Xv16/Xp1trcXe0gAAFSkXJ1ToXRxhB1lJcnjkYyRvN50La/HIzvHYzx+v2qXLVNgSve/bHVv365gKJTuGphKyVtVpWAopO7M+i7k3viaunB4UnMQghUAAIXHmir3MRfpqMTwsGpbWxXt7VUqFpPH51Ng0SIlR0ZmvL+/tjZn5X5TDXV0pGe/QqHx26y1rKnKo4nNQSSN/3/P1q10XAQAoMA8lP85jyPsqLq2NkXCYTUcd5xS8bgkKRGNKrhkyeQ7GqPg0qU5n52aOhbWVBUWzUEAACgdlP+5jyPsqFM2bFAyFlMiEkm3Ro9GlYrHteLii8fvk69yv6lYU1V4dW1tSkajk25LRqOqa2sr0ogAAKhcNKpwH6HKUa3r1umcTZtU3dio+OCggkuWaNXnPqfmNWskpcv9altb5Q0E8j4W1lQV3rRQHYkoGYvplA0bij00AAAqDjNV7iM2O6x13To1n322Rrq7x28zme5+/rq6go2DNVWFNxaq92zdqqGODtW1temUDRtYTwUAQBGwT5X7CFUVxBsIpGeMCjA7NdHY+q6xZgkSpWiF0LpuHSEKAIASQPmf+5iLrBD+ujrVLFtW8EAlUYoGAAAqG+V/7iM2O6yzvV3Pff/7GuroUP0xxxSt/ItSNAAAUMloqe4+jrCjxjZ/9QYCqlqyZHzz13M2bSpasCJEAQCASsTmv+5jLtJREzd/NcbIV10tbyCgPVu3FntoAAAAFYXyP/dxhB011NEhbzA46TY2fwUAACg8yv/cR6hyFJu/AgAAlAbK/9xHqHIUHfcAAABKA6HKfYQqR4113KsOhRTr71d1KFS0JhUAAACVjFDlPgo8HUbHPQAAgOKjUYX7OMIAAABAHtGown2EKgAAACCPKP9zH6EKAAAAyCNClfsIVQAAAEAeeQhVziNUAQAAAHnETJX7CFUAAABAHtH9z30cYQAAACCfjCn2CJBnhCoAAAAAyAKhCgAAAACyQKgCAAAA8shQ/uc8QhUAAAAAZIFQBQAAAABZIFQBAAAAQBYIVQAAAACQBUIVAAAAkE80qnAeoQoAAAAAskCoAgAAAIAsEKoAAACAPGKfKvcRqgAAAAAgC4QqAAAAAMgCoQoAAADIJ8r/nEeoAgAAAIAsEKoAAAAAIAuEKgAAACCfKP9zHqEKAAAAALJAqAIAAACALBCqAAAAgDxi81/3EaoAAAAAIAuEKgAAAADIAqEKAAAAALJQ8FBljDnGGPOfxpjnjDHPGmM+X+gxAAAAAECu+IrwNROSrrXWPmmMqZf0hDHmQWvtc0UYCwAAAABkpeAzVdba/dbaJzMfD0raI6mt0OMAAAAACoLuf84r6poqY8xySasl/W6Gz33KGLPDGLOjp6en0EMDAAAAjsjE89hijwWFUbRQZYypk3SfpKustQNTP2+t/a61do21dk1TU1PhBwgAAAAcgYnnscUeCwqjKKHKGONXOlD9yFr7L8UYAwAAAFAIbP7rvmJ0/zOSfiBpj7V2S6G/PgAAAADkUjFmqs6T9DFJ7zbGPJX57/1FGAcAAACQf8xUOa/gLdWttb+VxCsLAAAAgBOK2v0PAAAAAModoQoAAADIJ8r/nEeoAgAAAIAsFHxNFQqns71de7Zu1VBHh+ra2nTKhg1qXbeu2MMCAAAAnMJMlaM629v1+E03KRIOK7BokSLhsB6/6SZ1trcXe2gAAAAVhX2q3EeoctSerVvlDQTkq66WMUa+6mp5AwHt2bq12EMDAAAAnEKoctRQR4e8weCk27zBoIY6Ooo0IgAAAMBNhCpH1bW1KRmNTrotGY2qrq2tSCMCAAAA3ESoctQpGzYoGYspEYnIWqtEJKJkLKZTNmwo9tAAAAAApxCqHNW6bp3O2bRJ1aGQYv39qg6FdM6mTXT/AwAAAHKMluoOa123jhAFAABQZHT/cx8zVQAAAACQBUIVAAAAAGSBUAUAAADkE+V/ziNUAQAAAEAWCFUAAAAAkAVCFQAAAJBPlP85j1AFAAAAAFkgVAEAAABAFghVAAAAQB6x+a/7CFUAAAAAkAVCFQAAAJBPzFQ5j1AFAAAAAFkgVAEAAABAFghVAAAAAJAFQhUAAAAAZIFQBQAAAABZIFQBAAAAecQ+Ve4jVAEAAABAFghVAAAAAJAFQhUAAACQT5T/OY9QBQAAAABZIFQBAAAAQBYIVQAAAEA+Uf7nPEIVAAAAAGSBUAUAAAAAWSBUAQAAAHnE5r/uI1QBAAAAQBYIVQAAAACQBUIVAAAAkE+U/zmPUAUAAAAAWSBUAQAAAEAWCFUAAAAAkAVCFQAAAABkgVAFAAAA5MnS006TNxAo9jCQZ4QqAAAAAMgCoQoAAAAAskCoAgAAAIAsEKoAAAAAIAuEKgAAAADIAqEKAAAAALJAqAIAAACALBCqAAAAACALhCoAAAAAyAKhCgAAAACyQKgCAAAAgCwQqgAAAAAgC4QqAAAAAMgCoQoAAAAAskCoAgAAAIAsEKoAAAAAIAuEKgAAAADIAqEKAAAAALJAqAIAAACALBCqAAAAACALhCoAAAAAyAKhCgAAAACyQKgCAAAAgCwQqgAAAAAgC4QqAAAAAMgCoQoAAAAAskCoAgAAAIAsEKoAAAAAIAuEKgAAAADIgrHWFnsM8zLG9EjaV+xxlLGQpHCxB4FpOC6lieNSmjgupYtjU5o4LocnbK19Xz6e2BjzH/l6bpSOsghVyI4xZoe1dk2xx4HJOC6lieNSmjgupYtjU5o4LkBhUf4HAAAAAFkgVAEAAABAFghVleG7xR4AZsRxKU0cl9LEcSldHJvSxHEBCog1VQAAAACQBWaqAAAAACALhCoAAAAAyAKhymHGmPcZY14wxrxkjPlCsceDNGPMMcaY/zTGPGeMedYY8/lijwlvMsZ4jTE7jTG/KPZYkGaMWWyM2WaMed4Ys8cYc26xxwTJGHN15nfYM8aYfzLGBIs9pkpljNlqjOk2xjwz4balxpgHjTG/z/x/STHHCLiOUOUoY4xX0p2S/ljSqZIuNcacWtxRISMh6Vpr7amS3ibprzk2JeXzkvYUexCY5HZJ/2GtPVnSGeL4FJ0xpk3SlZLWWGtPl+SV9BfFHVVF+6GkqZvLfkHSr621J0r6debfAPKEUOWutZJesta+bK2NSfqxpIuKPCZIstbut9Y+mfl4UOkTxLbijgqSZIw5WtIHJH2/2GNBmjFmkaTzJf1Akqy1MWttX3FHhQyfpGpjjE9SjaTOIo+nYllrH5Z0cMrNF0m6J/PxPZI+VNBBARWGUOWuNkmvT/j3G+LEveQYY5ZLWi3pd8UdCTK+IWmjpFSxB4Jxx0vqkXR3pizz+8aY2mIPqtJZazsk3SLpNUn7JfVbax8o7qgwRYu1dn/m4wOSWoo5GMB1hCqgSIwxdZLuk3SVtXag2OOpdMaYCyV1W2ufKPZYMIlP0lmS7rLWrpY0LMqYii6zPucipUNvq6RaY8xHizsqzMam989hDx0gjwhV7uqQdMyEfx+duQ0lwBjjVzpQ/cha+y/FHg8kSedJ+qAx5lWly2XfbYz5h+IOCUrPsr9hrR2bzd2mdMhCcb1H0ivW2h5rbVzSv0h6e5HHhMm6jDHLJCnz/+4ijwdwGqHKXY9LOtEYc7wxJqD0AuKfF3lMkGSMMUqvD9ljrd1S7PEgzVr7RWvt0dba5Uq/X35jreXKe5FZaw9Iet0Y85bMTRdIeq6IQ0Laa5LeZoypyfxOu0A0ECk1P5d0WebjyyT9rIhjAZznK/YAkB/W2oQx5nJJv1S6K9NWa+2zRR4W0s6T9DFJu40xT2Vu+5K19t+KOCaglF0h6UeZC0QvS1pf5PFUPGvt74wx2yQ9qXRH052SvlvcUVUuY8w/SXqXpJAx5g1JfyPp/0j6Z2PMJyTtk/RnxRsh4D6TLrMFAAAAABwJyv8AAAAAIAuE2F6ALgAAA5xJREFUKgAAAADIAqEKAAAAALJAqAIAAACALBCqAAAAACALhCoAyDFjzI3GmGeNMU8bY54yxvxBnr/el40x181yuzXGrJxw21WZ29bkc0wAAFQSQhUA5JAx5lxJF0o6y1r7VknvkfR6EYe0W+nNjMdcIok96wAAyCFCFQDk1jJJYWvtqCRZa8PW2k5JMsZcYIzZaYzZbYzZaoypytz+qjEmlPl4jTHmoczHX87c7yFjzMvGmCvHvkhmNuxFY8xvJb1ljvHcL+mizGNWSOqXFJ7wPJdmxvOMMebrE24fMsZ81RizyxjzmDGmJXN7kzHmPmPM45n/zjPGeIwxvzfGNGXu4zHGvDT2bwAAXEeoAoDcekDSMZnA821jzDslyRgTlPRDSX9urV0lySfpswt4vpMl/ZGktZL+xhjjN8acrfTs05mS3i/pnDkePyDpdWPM6ZnH/L+xTxhjWiV9XdK7M891jjHmQ5lP10p6zFp7hqSHJX0yc/vtkm6z1p4j6U8lfd9am5L0D5I+krnPeyTtstb2LOD7AwCg7BGqACCHrLVDks6W9ClJPZL+nzHm40rPJr1irX0xc9d7JJ2/gKf8V2vtqLU2LKlbUoukdZJ+aq0dsdYOSPr5PM/xY6UD1Yck/XTC7edIesha22OtTUj60YQxxST9IvPxE5KWZz5+j6Q7jDFPZb5ugzGmTtJWSX+Vuc8GSXcv4HsDAMAJvmIPAABcY61NSnpI0kPGmN2SLpO0c46HJPTmRa7glM+NTvg4qSP7vf0LSTdL2mGtHTDGLOQxcWutneHreiS9zVobnXL/IWNMlzHm3UrPqn1EAABUCGaqACCHjDFvMcacOOGmMyXtk/SCpOUTOvF9TNJ/ZT5+VenZLSldUjefhyV9yBhTbYypl/Qnc93ZWjsi6QZJX53yqe2S3mmMCRljvJIunTCm2Twg6Yqxfxhjzpzwue8rXQb4k0ywBACgIhCqACC36iTdY4x5zhjztKRTJX05M7OzXtJPMrNXKUl/n3nM30q63RizQ+lZoTlZa59Uem3ULkn/LunxBTzmx5nHTbxtv6QvSPrPzHM9Ya392TxPdaWkNZl28c9J+syEz/1c6e+f0j8AQEUxb1Z3AABw5DJ7X91mrV1X7LEAAFBIrKkCAGTNGPMFpbsZspYKAFBxmKkCAAAAgCywpgoAAAAAskCoAgAAAIAsEKoAAAAAIAuEKgAAAADIAqEKAAAAALLw/wHk/lo9rngYlgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SUfjQIhJaj1E",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 924
        },
        "outputId": "041a09db-006d-4c9f-c0e7-27a7c4d3792f"
      },
      "source": [
        "sns.jointplot(x=\"Freedom to trade internationally\",y=\"Economic Freedom Score\",data=df, color='brown', size=12,kind=\"reg\")"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2264: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FXLpSgEEai9L",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 924
        },
        "outputId": "fc4443fa-2625-4f81-960f-5363eeaf0b43"
      },
      "source": [
        "sns.jointplot(x=\"Regulation\",y=\"Economic Freedom Score\",data=df, color='brown', size=12,kind=\"reg\")"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2264: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              ""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W8_zHKgtnl0i",
        "colab_type": "code",
        "outputId": "85d92751-83bb-4b88-8c3c-28776aa2f070",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 600
        }
      },
      "source": [
        "# Heatmapshowing correlation between variables\n",
        "fig, ax =plt.subplots(figsize=(8, 8))\n",
        "plt.title(\"Correlation Plot\")\n",
        "sns.heatmap(df.corr(), mask=np.zeros_like(df.corr(), dtype=np.bool), cmap=sns.diverging_palette(220, 10, as_cmap=True),\n",
        "            square=True, ax=ax, annot=True,linewidths=3)\n",
        "plt.show()"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MFoG3pkmWgRx",
        "colab_type": "text"
      },
      "source": [
        "__Splitting data into X: independent and y: dependent variable:__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tcRXvj3smuUN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Splitting data into X: independent and y: dependent variable\n",
        "# dependent variable is \"Economic Freedom Score\" we tried to predict \"Economic Freedom Score\" variable\n",
        "\n",
        "X = df.drop(\"Economic Freedom Score\",axis=1)\n",
        "y = df[\"Economic Freedom Score\"]\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k04mciXrWkgg",
        "colab_type": "text"
      },
      "source": [
        "__Scaling: Standardizing independent variables into same scale.__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d1EQHhhiq-RG",
        "colab_type": "code",
        "outputId": "6237cc61-f598-4393-dbc8-c2751c4c1430",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "# Standardizing independent variables into same scale\n",
        "\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "scaler = StandardScaler().fit(X)\n",
        "X = scaler.transform(X)\n",
        "\n",
        "X = pd.DataFrame(X)\n",
        "X.columns = ['Size of Government', 'Legal System & Property Rights', 'Sound Money',\n",
        "       'Freedom to trade internationally', 'Regulation']\n",
        "\n",
        "# Independent variables after standardizing\n",
        "X.head()"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
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              "    .dataframe thead th {\n",
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              "
Size of GovernmentLegal System & Property RightsSound MoneyFreedom to trade internationallyRegulation
01.062266-0.0776731.1642091.0660861.012289
11.371261-0.0711461.1043090.9750310.722500
21.388918-0.1168311.1282690.9049890.844024
31.371261-0.3322011.1522290.9750310.797284
41.309462-0.4170441.1881690.6248190.470103
\n",
              "
"
            ],
            "text/plain": [
              "   Size of Government  ...  Regulation\n",
              "0            1.062266  ...    1.012289\n",
              "1            1.371261  ...    0.722500\n",
              "2            1.388918  ...    0.844024\n",
              "3            1.371261  ...    0.797284\n",
              "4            1.309462  ...    0.470103\n",
              "\n",
              "[5 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cMR7Tc1SW32x",
        "colab_type": "text"
      },
      "source": [
        "__Splitting data into training and testing data, we use 75% to train our classification model.__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MxJ1dQGGrBXq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Splitting data into training and testing data, we use 75% to train our classification model\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25,shuffle=True)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GJNylh4LnH0D",
        "colab_type": "code",
        "outputId": "62f351ef-08f0-423b-aea0-2be08980bb91",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "print(\"Shape of X_train:\",X_train.shape)\n",
        "print(\"Shape of y_train:\",y_train.shape)\n",
        "print(\"Shape of X_test:\",X_test.shape)\n",
        "print(\"Shape of y_test:\",y_test.shape)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Shape of X_train: (2916, 5)\n",
            "Shape of y_train: (2916,)\n",
            "Shape of X_test: (972, 5)\n",
            "Shape of y_test: (972,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uLMisv7DXZRo",
        "colab_type": "text"
      },
      "source": [
        "__Training a Linear Regression Model:__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6m-moTkexFjG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "323bc150-90d5-4651-e422-2c7ae43b824c"
      },
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "lm = LinearRegression()\n",
        "lm.fit(X_train,y_train)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2U9kkbvaXcYy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "6946c64f-0e56-4adb-db02-119e6dfd84ce"
      },
      "source": [
        "print(\"The Intercept for the given Liner Regresssion is = \", lm.intercept_)\n"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The Intercept for the given Liner Regresssion is =  6.540293383282764\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HD3ejmQJXeai",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "fe27d98a-0c48-42eb-9932-649c24bf7c5a"
      },
      "source": [
        "print(\"Coefficients are as follows:\")\n",
        "a=list(lm.coef_)\n",
        "for m,n in zip(X,a):\n",
        "     print(m,\"=\",n)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Coefficients are as follows:\n",
            "Size of Government = 0.23113397194079588\n",
            "Legal System & Property Rights = 0.31562275779873955\n",
            "Sound Money = 0.3243755105548136\n",
            "Freedom to trade internationally = 0.27055550235364834\n",
            "Regulation = 0.22820925267085895\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fo401i0NZuvc",
        "colab_type": "text"
      },
      "source": [
        "__Linear Regression Equation:__\n",
        "\n",
        "__Economic Freedom = 0.23 * Size of Government + 0.31 * Legal System & Property Rights + 0.31 * Sound Money + 0.28 * Freedom to trade internationally + 0.22 * Regulation + 6.53__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q9O-DqoNXhw3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# making predictions\n",
        "y_pred_test = lm.predict(X_test)\n",
        "y_pred_train = lm.predict(X_train)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OCbwhQddXkG8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn import metrics\n",
        "\n",
        "# calculating Root Mean Square Error for evaluation of model\n",
        "\n",
        "RMSE_train = np.sqrt( metrics.mean_squared_error(y_train, y_pred_train))\n",
        "RMSE_test = np.sqrt(metrics.mean_squared_error(y_test, y_pred_test))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X7iQZC28XtXA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "50fe8bbc-0096-44b2-d7a7-f749f69dad01"
      },
      "source": [
        "print('RMSE for training set is {}'.format(RMSE_train))\n",
        "print('RMSE for test set is {}'.format(RMSE_test))"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "RMSE for training set is 0.11656329952868515\n",
            "RMSE for test set is 0.1136846605568301\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FPkQRX7XXwer",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "d649123b-2983-4e78-ceba-2296f987de72"
      },
      "source": [
        "data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred_test})\n",
        "data.head()"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "
\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
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              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "    .dataframe thead th {\n",
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              "
ActualPredicted
20836.5393386.540293
10395.8600005.847791
23346.6400006.630024
20684.9200004.915698
8826.8400006.871769
\n",
              "
"
            ],
            "text/plain": [
              "        Actual  Predicted\n",
              "2083  6.539338   6.540293\n",
              "1039  5.860000   5.847791\n",
              "2334  6.640000   6.630024\n",
              "2068  4.920000   4.915698\n",
              "882   6.840000   6.871769"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MnW7H-AnXyvN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 581
        },
        "outputId": "8cff5f07-19c7-43d9-d910-afe1c2ed26b7"
      },
      "source": [
        "# visualization of difference between actual and predicted values of first 50 rows\n",
        "\n",
        "data1 = data.head(50)\n",
        "data1.plot(kind='bar',figsize=(16,10))\n",
        "plt.grid(which='major', linestyle='-', linewidth='0.5', color='green')\n",
        "plt.grid(which='minor', linestyle=':', linewidth='0.5', color='black')\n",
        "plt.xticks([])\n",
        "plt.show()"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VOa/BBAAAgPmYzymyAAAAMCeBCQAAQAmBCQAAQAmBCQAAQAmBCQAAQAmBCQAAQAmBCQAAQAmBCQAAQIn/D/Hutc4pp4ubAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "
"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AN3IRca2Zn1-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}

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