{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "authorship_tag": "ABX9TyP8OJhL+WB2BK+AsG56Z7bJ" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "Hypothesis 3: \"Increases in average hourly earnings (AHEMAN) lead to an increase in inflation (CPI).\"\n", "\n", "Rationale: If wages increase, people have more disposable income, which can drive up demand and prices, contributing to inflation.\n" ], "metadata": { "id": "r1iiKfADGIOM" } }, { "cell_type": "code", "source": [ "from google.cloud import bigquery\n", "client = bigquery.Client(project='fred-employment-initial-test')\n", "\n", "# Your query string\n", "query = \"\"\"\n", "SELECT *\n", "FROM `fred-employment-initial-test.fred_data.fred_data_withnotes`\n", "WHERE series_id IN ('AHEMAN')\n", "\"\"\"\n", "\n", "# Run the query\n", "query_job = client.query(query)\n", "\n", "# Convert the query results to a pandas DataFrame\n", "data = query_job.to_dataframe()\n", "\n", "# Display the first few rows\n", "print(data.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7xW9R20RGY2L", "outputId": "d498b7cb-ae27-449d-f5d8-9a126ba10f8d" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " date series_id value \\\n", "0 1939-01-01 00:00:00+00:00 AHEMAN 0.49 \n", "1 1939-02-01 00:00:00+00:00 AHEMAN 0.49 \n", "2 1939-03-01 00:00:00+00:00 AHEMAN 0.49 \n", "3 1939-04-01 00:00:00+00:00 AHEMAN 0.49 \n", "4 1939-05-01 00:00:00+00:00 AHEMAN 0.49 \n", "\n", " title units \\\n", "0 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "1 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "2 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "3 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "4 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "\n", " frequency seasonal_adjustment last_updated \\\n", "0 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "1 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "2 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "3 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "4 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "\n", " notes \n", "0 Production and related employees include worki... \n", "1 Production and related employees include worki... \n", "2 Production and related employees include worki... \n", "3 Production and related employees include worki... \n", "4 Production and related employees include worki... \n" ] } ] }, { "cell_type": "markdown", "source": [ "**PULLING CPI FROM FRED**" ], "metadata": { "id": "gnmIKSmxGt5u" } }, { "cell_type": "code", "source": [ "import pandas_datareader.data as web\n", "from datetime import datetime\n", "\n", "# Set the date range\n", "start = datetime(1939, 1, 1)\n", "end = datetime(2024, 1, 1)\n", "\n", "# Fetch CPI data from FRED\n", "cpi_data = web.DataReader('CPIAUCSL', 'fred', start, end)\n", "\n", "# Display the first few rows to verify\n", "print(cpi_data.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3p3fTMvDGqUm", "outputId": "3ed88ff8-f417-4cce-c36a-8f168fd77a37" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " CPIAUCSL\n", "DATE \n", "1947-01-01 21.48\n", "1947-02-01 21.62\n", "1947-03-01 22.00\n", "1947-04-01 22.00\n", "1947-05-01 21.95\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Merging AHEMAN data with CPIAUSCL**" ], "metadata": { "id": "7BFvT01ZH1Kd" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "\n", "# Remove timezone information from the date columns\n", "cpi_data['DATE'] = pd.to_datetime(cpi_data['DATE']).dt.tz_localize(None)\n", "data['date'] = pd.to_datetime(data['date']).dt.tz_localize(None)\n", "\n", "# Now you can merge the dataframes on the 'date' column\n", "merged_data = pd.merge(data, cpi_data, left_on='date', right_on='DATE', suffixes=('_AHEMAN', '_CPIAUCSL'))\n", "\n", "# Display the merged data\n", "print(merged_data.head())\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SZYXzPjG9YgK", "outputId": "556f6029-6748-42c9-cf25-9cc49e260a43" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " date series_id value \\\n", "0 1947-01-01 AHEMAN 1.03 \n", "1 1947-02-01 AHEMAN 1.04 \n", "2 1947-03-01 AHEMAN 1.06 \n", "3 1947-04-01 AHEMAN 1.06 \n", "4 1947-05-01 AHEMAN 1.08 \n", "\n", " title units \\\n", "0 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "1 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "2 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "3 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "4 Average Hourly Earnings of Production and Nons... Dollars per Hour \n", "\n", " frequency seasonal_adjustment last_updated \\\n", "0 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "1 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "2 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "3 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "4 Monthly Not Seasonally Adjusted 2024-08-02 07:47:15-05 \n", "\n", " notes index DATE \\\n", "0 Production and related employees include worki... 0 1947-01-01 \n", "1 Production and related employees include worki... 1 1947-02-01 \n", "2 Production and related employees include worki... 2 1947-03-01 \n", "3 Production and related employees include worki... 3 1947-04-01 \n", "4 Production and related employees include worki... 4 1947-05-01 \n", "\n", " CPIAUCSL \n", "0 21.48 \n", "1 21.62 \n", "2 22.00 \n", "3 22.00 \n", "4 21.95 \n" ] } ] }, { "cell_type": "markdown", "source": [ "**DUAL-AXIS LINE GRAPH:**" ], "metadata": { "id": "y1WOMq3CIcL1" } }, { "cell_type": "code", "source": [ "print(merged_data.columns)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7pwOln5x-9vN", "outputId": "049e1a3e-1a1f-48fe-b6a0-ea07a0c68d02" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Index(['date', 'series_id', 'value', 'title', 'units', 'frequency',\n", " 'seasonal_adjustment', 'last_updated', 'notes', 'index', 'DATE',\n", " 'CPIAUCSL'],\n", " dtype='object')\n" ] } ] }, { "cell_type": "code", "source": [ "!pip install mplcyberpunk" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "e0vQnGJg-fXq", "outputId": "b4292992-b8ee-4037-84f0-d2a2ab5e2228" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting mplcyberpunk\n", " Downloading mplcyberpunk-0.7.1-py3-none-any.whl.metadata (546 bytes)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from mplcyberpunk) (3.7.1)\n", "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (1.3.0)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (4.53.1)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (1.4.5)\n", "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (1.26.4)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (24.1)\n", "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (9.4.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (3.1.4)\n", "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mplcyberpunk) (2.8.2)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->mplcyberpunk) (1.16.0)\n", "Downloading mplcyberpunk-0.7.1-py3-none-any.whl (6.4 kB)\n", "Installing collected packages: mplcyberpunk\n", "Successfully installed mplcyberpunk-0.7.1\n" ] } ] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import mplcyberpunk\n", "\n", "# Plotting the data with Cyberpunk theme\n", "plt.style.use(\"cyberpunk\")\n", "\n", "# Create figure and axis\n", "fig, ax1 = plt.subplots(figsize=(10, 6))\n", "\n", "# Plot AHEMAN data on the first axis\n", "ax1.plot(merged_data['date'], merged_data['value'], color='blue', label='AHEMAN')\n", "ax1.set_xlabel('Date', fontsize=14, color='blue')\n", "ax1.set_ylabel('AHEMAN (Dollars per Hour)', color='blue')\n", "ax1.tick_params(axis='y', labelcolor='blue')\n", "\n", "# Create a second y-axis for CPIAUCSL (CPI data)\n", "ax2 = ax1.twinx()\n", "ax2.plot(merged_data['date'], merged_data['CPIAUCSL'], color='orange', label='CPIAUCSL')\n", "ax2.set_ylabel('CPIAUCSL', color='orange')\n", "ax2.tick_params(axis='y', labelcolor='orange')\n", "\n", "# Set the title and show the plot with cyberpunk effects\n", "plt.title('AHEMAN vs. CPIAUCSL Over Time')\n", "mplcyberpunk.add_glow_effects()\n", "plt.tight_layout() # Adjust layout to prevent overlap\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "hX1AmslXIg6_", "outputId": "26351776-e007-4213-b835-a616811dd201" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "The line graph shows how closely AHEMAN (Average Hourly Earnings of Production and Nonsupervisory Employees) tracks with CPIAUCSL (Consumer Price Index for All Urban Consumers) over time. The two series appear to move in tandem, suggesting a strong relationship between wage growth and inflation." ], "metadata": { "id": "OHrdyuuxIxqk" } }, { "cell_type": "code", "source": [ "print(merged_data.columns)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9-DteBuEGEJd", "outputId": "51a439e5-edc4-463b-8f64-e372502ed788" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Index(['date', 'series_id', 'value', 'title', 'units', 'frequency',\n", " 'seasonal_adjustment', 'last_updated', 'notes', 'index', 'DATE',\n", " 'CPIAUCSL'],\n", " dtype='object')\n" ] } ] }, { "cell_type": "code", "source": [ "# Calculate the Pearson correlation coefficient\n", "correlation = merged_data['value'].corr(merged_data['CPIAUCSL'])\n", "print(f'Pearson Correlation Coefficient: {correlation}')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fEspi6iYIyrp", "outputId": "53b78d39-5f78-4646-c2cf-239f105295dd" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Pearson Correlation Coefficient: 0.99874692409839\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Linear Regression:**" ], "metadata": { "id": "cdO8UbFyJVM_" } }, { "cell_type": "code", "source": [ "import statsmodels.api as sm\n", "\n", "# Define the independent and dependent variables\n", "X = merged_data['value'] # Independent variable (Average Hourly Earnings)\n", "y = merged_data['CPIAUCSL'] # Dependent variable (Consumer Price Index)\n", "\n", "# Add a constant to the independent variable\n", "X = sm.add_constant(X)\n", "\n", "# Run the OLS regression\n", "model = sm.OLS(y, X).fit()\n", "\n", "# Print the summary of the regression\n", "print(model.summary())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3gLTL4GLJeQG", "outputId": "a092354f-c30a-43f7-b6a8-d2aaee058404" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: CPIAUCSL R-squared: 0.997\n", "Model: OLS Adj. R-squared: 0.997\n", "Method: Least Squares F-statistic: 3.676e+05\n", "Date: Mon, 09 Sep 2024 Prob (F-statistic): 0.00\n", "Time: 23:24:11 Log-Likelihood: -2651.5\n", "No. Observations: 925 AIC: 5307.\n", "Df Residuals: 923 BIC: 5317.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 4.0394 0.236 17.117 0.000 3.576 4.503\n", "value 11.5488 0.019 606.302 0.000 11.511 11.586\n", "==============================================================================\n", "Omnibus: 92.342 Durbin-Watson: 0.029\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 32.892\n", "Skew: -0.203 Prob(JB): 7.20e-08\n", "Kurtosis: 2.170 Cond. No. 21.0\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ] }, { "cell_type": "markdown", "source": [ "**R-squared** = 0.997: This indicates that 99.7% of the variance in CPIAUCSL is explained by AHEMAN. This is an extremely high level of correlation between the two variables.\n", "\n", "**Coefficient for AHEMAN** = 11.5488: For every dollar increase in average hourly earnings, CPI is predicted to increase by approximately 11.55 units. This suggests a strong positive relationship between wage growth and inflation (as measured by CPI).\n", "\n", "**P-value for AHEMAN** = 0.000: The p-value for AHEMAN is extremely low, indicating that the relationship between AHEMAN and CPIAUCSL is statistically significant.\n", "\n", "**F-statistic = 3.676e+05**: The model has a very high F-statistic, which reinforces the strong statistical significance of the relationship." ], "metadata": { "id": "xvOGvCF1Jgz2" } }, { "cell_type": "markdown", "source": [ "**SCATTER PLOT:**" ], "metadata": { "id": "hCsiwMNnKXd4" } }, { "cell_type": "code", "source": [ "# Generate predictions\n", "y_pred = model.predict(X)\n", "\n", "# Plot the data points and the regression line\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(merged_data['value'], merged_data['CPIAUCSL'], color='blue', label='Actual Data') # Replace 'AHEMAN' with 'value'\n", "plt.plot(merged_data['value'], y_pred, color='red', label='Regression Line') # Replace 'AHEMAN' with 'value'\n", "\n", "plt.xlabel('Average Hourly Earnings (AHEMAN)')\n", "plt.ylabel('Consumer Price Index (CPIAUCSL)')\n", "plt.title('Scatter Plot of AHEMAN vs. CPIAUCSL with Regression Line')\n", "plt.legend()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 557 }, "id": "_8P15LJcKZ1i", "outputId": "dadc40cb-cbba-425a-92d2-c443910ef21b" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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eld/X587/kXUbtnHYhW+9Q4MDiYwq+vqpiPAQXu3bhdTUdH7+bdk5r731lkYEBpThp9/yRvKOHotmw8Yd3Nc6b6TuQoWGBHLgkPPrnPYfOMrQkdPp1/tJXu3ThVf7dOHosWjWrv+PRUtW8++mHRccS1R0HIcOH6fRNbVZtSYvCWrcqC5ffv07HTu0yr+uyXV1OXjo+FkjuRmZWflr5878+5SRmZU/anbo8HH+WrqOthc4dbFq5XK82vcpYmMTWPL3WgDq1anGDU3qM2bch/x54tjRn/6mauXydHqkNZ9+/jNms5nbW9zAV9/+kV8gY9b/vqFKpXJUqhBR4BneXp588fVv7Nh1AMDpz8naNasw55Pv2b3n0In3NJ79B4/mrx2sXasye/Ydzh+pjY6J59VB71KmjI/D19qudQv8yvgyZORQ4uLz3tNPPvuJBvVr8siDdxeYYZCRkcl7H3yZ9x4fieSf5Rto0bTxBb3H53Pg4DE+O/HZcfRYNJu37qJunaqA8++VyOVAiZLIRfa/T77ny29+5+Ybr+W6a2tzXcM6dHm8HU90vI+J0z7l24V/Ur5cGP5+vvy3fW+Bez/6dGH+/8/MzKZB/RoM6PcMFcqH4enpgQkTkLfg21lVKpfF19ebNev+K3B8/b/bAKhds3L+P2pZWdlOJ0m9ezxOjxc7AmA2mfD09GD/waMMGDKJnbsPOrynbu2qbN+5/6xqYVu27eGOM0YqzqVypbL4+HixacuuAsd37TlEVlY2tWtWPquSWGGCAv259aZrGTt+Tv6xY8dj8n5Jvrf5WYnS3n2HGfLGdIdtffnJuLOOnet6R+uNbHY7i5as5t67m/LBnG8wmfKmYBaWzLi5WWl1V8HzGZlZLP57Lffd06zQRCk6Jj7vG/mnHuSPxasKXft0ukV/rabXS51o0bRJ/ujVHS1vZMnfa8nJyWX/waMcPhLJmBE9+XbhEtZt+I/tO/ezbce+87Z9OgMDk8nk0j0Ab47slf+lgsViwcPdjf+276VP/3HExCac8952bfKS5dNHqn78ZSmv93+WoED/cyba52IYrr+Wpcs3sHzVJho3qkOT6+rR6NpatG3Tgvbtbuf3xSsZOfb9C4oFYM26/2h4YvSoauVy+Pp48c3CxTzb5QEqVyrLwUPHadyoLqvXuVal8r9tBT/LEpNScHd3w83NSk5O4YUCbmvepMAXCVaLBbPFzNp1Wxk59v38xKxe3Wp58a/fWuD+df9u49GHW1GhfDg2mx03N2t+1c2Tlq/ayG0trj/r2Tt2Hsj//85+Tv6z4l+e69KekOAAVq7ezMbNOzlwWsGPf1b8y4CXn2b08B4s+Xst6zduJyY2odD+V7d2VY4ei8pPkk7a+t9umt3SCG9vz/xpkmf+e5GYlIKfC/8WuOKsP8/EFMpGhAKu/ZsiUtopURK5BNLSMli8ZHX+uoxaNSszbNDz9O7eiSVL1+Lrm1dk4FzVnDo+3IreLz3ON98vZsp780lOSSM0JJDpEwe5FIuPd94I1cBXnqH/y0+ddT74xDQ+gFQXFvTOnfcDf/x5YiqYYZCalkFScup5YzlyNPqs4+lpmXh7ezr97JOv6cwFyIZhkJ6RibdX4VMez9TmnmZYrVaGDXqeYYOeL3Au12YjJDigQLW0nJzc/JEnZ7h6PcBvi1by6EOtuPH6BphNJoIC/fjjT8eJX4tmTQjwL0O3Zx6i2zMPnXW+Xp1qhSYq87/4hTb3NOPFrh3OWkPnSGJiCuvWb+P2Fjfw4y9LqVOrChXKhzN2/GwgL7l/sfcYOj16L63vacoLzz1MfEISXyz4Pf+bZ2dERcdxbf2amEwmDOPsyn2FmTB57qnk2TBISk5zar1ESEgAN91wDVaLJX+N3Ola39M0fx1MfqXCQnIfs9lM7mkVxKKi46h42jRKZ9lsNtau/4+16/N+GQ0JDqBfr860uvMW/vx7Lf9c4CjX6nVbuP++lri7u9Hkunr8t30v6emZbNuxj+uurUN0dDx1a1fl43kLz9/YaTKzsgv8fPKPzVTYG5Ufz1YmT5+f//PDD9zJ/ffdxrtTPy2QtJ78O//ZR28VuN98IgkNCQ4g80RSdTKxOKmwLwFSU0/1DWc/J0e9NYsH291Oqztv4eEH7iInJ4c/lqxm6ozPSEvL4Psf/yImNoGH7r+D1/s/h5ubGxs2bmPS9PkFEqqTvL29HH7upp14DacnSulnVLx04a+Gy86srmlAfsLvyr8pIqWdEiWRi8jdLW8B9pkjJrt2H2Tmhwt4e1QfKlcsS+yJbxfL+DqejgHQ6q5b2bptD+9M+ST/WGFrTs4lJSVvitR7H3zJyjWbzzp/+i8LrkhMTHE5AUhNTc+fWng6Hx8vUlyI4+S1Z64BM5lMeb94uNDWfa2b8/uilcz/8peCbZlNTJ3wGq1bNeWTz5z/Jb847Ni5n4OHjnPX7TdhtVjYvHV3oVX72rVuzoaN25ny3tmFJ94Y2p37WjcvNFHKzslh2szPGTOiJ985WSTg98Ureb3/s5Qp48Odt93EseMxBUb2EpNSmDHrK2bM+oqyESG0a9OS5599mITE5LMKVBRm/YZttG97Ozc0qc+adVsdXtO6VVPWbdhW4Jv6uPgkl/skQJtWzcnIyKL3q29jnFFS/fFHW3PfPc3zE6WTI0tBgf4Oi4yEhQYVSKzX/buNHs93pFLFsoXuQ9S+3e0s/msNKSlpmEwmvLw8zvplPzYukTHjZ9Oy+fXUqFbhghOlf0+UT29QrzqNr6ubX0590+ZdXNeoDsejYrEbBv9u2nlB7bsqIyOrwJ/Z+3O+pmXzJgx4+Sn6Dji1X9vJv/O9X3mb5BOfaaeLi0+kSqVyAHh4uhc458wIvLOfkzabjQXfLWLBd4soU8aH25o34aVuj2K1WBj99iwAVqzaxIpVm3Bzs3J94/q82LUDE8b2o8MTr57dblo64WFBZx0/+TmZllr6qtGV1L8pIpeCijmIXCTBQf78uvA9nnqincPz5U5MW4iNTSAyOp6U1HSua1i7wDVdn36QQa8+C4Cb1UJiYsFvQtvc0yzv/5zxJa2jmT0njx06HElyShrlyoZy9Fh0/n/HI2OwWi3nHQUqTv/t2Efd2lXzE8qTrm1Q86zpMuearXTocCQpqekFFqBDXml0D3c3tu90bqpXo2trU6lCBAt//pvdew8V+G/X7oP8s+Jf2tx7/rLSJeG3RSu4sUl9br7pWn5f7Hg0KSI8hCbX1eOX35efFf/uvYdY/Nca7rrtpnOWi1+6fAPr/91Gv56dz/me51+/bD25uTZuvakht7e8ocAUxwrlw2l6S6P8n49HxvLBnK/Zd+AINatXcvq1/71sA4ePRNLzhY4ORxpvvvEaXu//3FmFJS5U29bN+Wf5BnbtPnjWe/jDL0upXKks19TPK1m/Zt1/5Nps3Hdvs7PaqV2zMtdeU7NAEvPTL/+QlJxKv15POCwO8kDb2+jf96n8vvy/90cybnRfh9P1Tn6GxMQmXvBrzcjMYuu2vVzXsA7XNayTv+Zp05adNLq2No2urcWmzTvJOmOE6GLJyspm4rR53NCkwanPO/LK2kPeaMXpn2MpqWlkZmaRmZnN0WPR2O126tWpVqDN25zoJ858TpYp40Oru27BbM77s0lJSeOHn5fy66IV1KxRCZPJRMtmTfIr9eXk5LJy9SZmf/QtZSNCHK5T2rZ9H+XKheUX6Dnp2gY189Y+nbGfWmlQmv5NESkqJUoiF0lcfBLffL+YLk+0pVf3x6hftzrhYcFUr1aBxzu25oXnHuaX35dz9HgMNpuNLxb8SutWTWnbugXhYcHce/etPNGxTf4i4a3b9tL4urpc37ge5cuF0b3bI5hNZnJtNurXrY6/ny/ZOTlkZmbRoF4NqlergK+PNymped/23XpTQ6pVrYDNbmf+Fz/T/v476PDgXVQoH07N6pV4vX9XZk0bRkhIwEV7jxZ88wfu7m6MGPwC1apWoErlcvR/+SkqVSybP6Lj6DWdyWaz8flXv9K2dQsevP8OypUNpXGjugx+rSsHDh7jnxX/OhVPuzYtiYlNyC+3fqbFf62hUoUIGl5T64Jfs8VqISjQv9D/rFbHlfV+W7SSoCB/vDw98hevnxV/6xbk5Nr4e9l6x/EvWY2vr/d5E4pJ0+dTu1ZlpyrTZWRmsWzlRjp2aEXZiBB+XbQ8/1z5cmGMHdmLjh3uoUL5cMLDgmlzTzMqVSyb/x7XrV2V+f97s0DltTPZbDaGjZ5BcHAAH0wbyh0tb6BsRAg1qlXkmSfvZ+yIXvzx5yoWfOdcEYpzaXJdXcqXC2NRIeXLN27eQVx8Uv6eSpFRsXz86Q90fuw+nnnyAapXq0DFCuG0uacZb4/uy549h/jytPViScmpjBgzk2vq12T6xIHcclNDwsOCqV2zMr27d+KV3l34ZP6P+cnVnI+/45r6NXhrVB9ubFKfcmVDqVQhglZ33cKYET05cPAYi86ofhjg73tWvzrX6PPa9Vtpc0/z/DVcAFv+20NAQBnuvuMWVhcyigfkf760aNr4rAIJxWXZin9ZtnIjPV98LP917Nx9kFVrttCvV2eaN21MRHgIja6tzbtvvsK40X1PxJbO2vX/0a5NS1o0bUyF8uE891R7ykWEnPeZznxOmkzQv+9TvNbvGWpUq0hYaBDXN65Hs1uuY+OmnRiGwRMd2zBq2Es0vKYWYaFB1KpZmQfa3s7efYfzR2JO99Ov/5CcnMobQ7tTp3ZVKlbIi/mWmxryaTGNZLu7uzn87DlZit5VpenfFJGi0tQ7kYto2szP2bnrAG1bt+Cu224iIKAMmZnZ7D94lKkzP2fhT3/lX/u/TxaSk2Ojy+Nt6df7SaKiYpn+wRf5e2d88L+vCQ7yZ+yIXmRn5/Db4hVMmDyXjIxM2t9/B4ZhMHb8bD76dCFdHm/LexNfp9+gd1ixahObtuyiV/dO7N1/hOe6j+CTz34iPT2Thx64k54vPEZ2dg4bt+ykx8tvEluEb6dddehIJL37j+PF5zrwwdShmM0mdu89xIAhE/OnAAFnvaYzFxafvCY7O4eOD7eib4/HSUlNZ/Xarbz3wRfnXDx+ko+PF7c1b8LCn/4udB3MmnVbSU5O5b57m59VOMJZdWpV4YcFkws9f3JvlzNFRsWyeetuUlLSHP6CZTKZaH1PU1av3VLoZpH7Dx5j3/4jtG3dnN8WrSg0hgMHj/H1d4vp2OEeJ15R3vS7caP7sm3HvvzqdgCr127hzfGz6fjwPXR7+iEMw86Ro9FMmvZpflEMT08PKlcqi5fXudek7dp9kC5dh9D5sft4/tmHCQsLJj0tg/0HjzFm/GyX9mU6l7atW5CQmMy69f85PG+3G/y1dC2tWzVl0rRPyczMZs7c7zh4+DgPP3Anj3dsjdVi4djxGH78ZSmffPbTWaMxa9Zt5annh9G503282udJggL9SU5OZffeQ/QfPJHVp5XhXrp8Az1efotHHrqbAf2eISjQD8MwOHY8hj//WsO8L34mM7Ng+zMmDz4r7pTUdO594CWHr2n12i288FwHNmzcnv93JSMzi927D1K3TjVWO5hOddLvi1bS6s5bGDXsJZav3MjrI6YVem1RTJz6KfPmjKFfz84MGz0DgMEjp/LCsx3o16szQUH+pCSnsXT5Bt6fvSD/vjHjPmRAv2cY/voLZGRk8ceSVcz63ze8+Ubv827y6sznZN/+4+n2zINMfXcgHh7uxMTEs2TpWj7837cADBw2hZ4vdmTUsB74lfEhMSmFfzfuYPykjx0+Myk5lZ793qLHCx2ZPK4/7u5uHDx8nDfe/OCcf2dd0aJpY4fV8SZPn8+X3/x+QW2Wln9TRIrKVLVuqxJc7iciIiJSOri5WfH28iww/evRh1rRp8fj3PdQL6eqO4rI1UMjSiIiInJVGPTqs9x4fQPenDCHPXsPU61qBZ7o2JqlyzcoSRKRs2hESURERK4KXp4evNj1EZo3vY6AAD9iYxNYuXozs/73jVOl4kXk6qJESURERERE5AyqeiciIiIiInIGJUoiIiIiIiJnUKIkIiIiIiJyBiVKIiIiIiIiZ1CiBHh6BV7qEKSUUt8QR9QvxBH1C3FE/UIcUb+4PChRwoTJbAZMlzoQKXXUN8QR9QtxRP1CHFG/EEfULy4XSpRERERERETOoERJRERERETkDEqUREREREREzqBESURERERE5AxKlERERERERM6gRElEREREROQMSpRERERERETOoERJRERERETkDEqUREREREREzqBESURERERE5AxKlERERERERM6gREmK7Nku7flg6tBLHYaIiIiISLGxXuoArhSGYSYzvQG23CAs1ng8vbdiMtlL/Lk3NqnPxHH9+fr7xbw75ROn76tVszJ+ZXxYt2FbCUYH1zWsw7R3B5KVnQOA3Wbn8JFIlixdy+cLfiP7xPHzKVc2lFo1K/PX0nUlGa6IiIiICKBEqVikJTclLqo7ttzQ/GMWawzB4TPw8Vteos9u26Ylf/y5irtvv4lpMz4nO8e5xKPtvc1Jz8gq8UTppHvvf4nsnBx8fbypVbMyLz7XgdtaXE+Pvm+SkZl13vtbNmtCndpVlSiJiIiIyEWhqXdFlJbclOijQ7HlhhQ4bssNJvroUNKSm5bYs/38fGh263V8+NG3JCan0qJZ4wLnPTzcGfDy0/z87TR+/HoKA15+Gjc3Ky/37MyD999Bp0fv5Yu5bwOwfPFH3HTDNfn3tm97OwvmTcj/+cYm9Zk9YwR//DCD776YyHNPtb+gmFPT0tmwcTu9+7+Nj7cXj3dsnX+u48Ot+PKTcfzx40zmzRlLy2ZNAOj0yL107/Yot7e4gT9/mYXZbMLfz5dRw3rw44Ip/Pr9e0wY+zJhoUEXFJOIiIiIyJmUKBWBYZiJi+p+4ifTGWfNgEFc1IsYRsm8za3vbsqePYc4cjSK3xetpG3rFgXOv/hcB6pULsfjTw+i87ODqV2rCs88+QATp33Kxs27+OzLX+nY5bXzPsfT050xI3ry7cI/ubtdd/oNfIfHHrmXprc0uuDYMzOz+f6nv7i95Q0ANLymFi90fYTXhk7m7rYvMu+Lnxn++gsE+Jfhs69+5bdFK1iydC13tO6G3W7w0vOP4uPtSYfOr/Jgx5cB6PPS4xccj4iIiIjI6ZQoFUHemqRQzk6STjJjyw0jM71BiTy/besW/LpoBQC/LVpB40Z1iQg/NbJ1b6umfP7VryQmpZCYlMLY8R+yZt1Wl5+TmZlN+8f68dOv/wCwb/8R9u47TJ1aVYoU/6HDkZSLyJuuuHnrbu7v0If9B44C8PvilXh4uFOtanmH906YPJfXR0wlMzObjMwsli7fQJ3aRYtHREREROQkrVEqAluuc1O9nL3OFfXrVqdihQgWL1kNwLHjMWzdtof77m3G7I+/w9/PF78yPhyPjM2/Z+++Ixf8vDta3kjHDq0oGx6CyWzGzWph4+ZdRXoNVosFmz2v4IXZbOaZLvdze4sbCAjwy7/Gzc3N4b0VyoXRq3sn6taphoeHOxaziaTktCLFIyIiIiLFLyA3m9tTY1lUJpQUi+Pf7UojJUpFYLHGF+t1rmjXpgUWi5kF80+tI3KzWgkLDWLO3O+xGwYAJnNho13nZracGmxscl1dXu3bhZFjZvL3sg3YbDbemzSoaC8AqFmjEocOHQfg2Scf4I6WNzJgyCT27D2MyQT//PE/h/eZTCbGj+3Hpi276PTUQBKTUmjbugXPP/twkWMSERERkeJhNgweSzzCKzF7CLTlMC27Ku+G1bzUYTlNiVIReHpvxWKNwZYbjONZjHYs1lg8vV2f7nYuXp4e3HnbjYyf9DHr/91e4Pis6cO4vnE91q7/j+SUNCpViGDX7oNAXknwKpXL8fuilWe1mZWdg6eHe/7P5cudquBXr041Dh+O5M+/1wLg7uZG5Url2Lx1zwW/Bn8/Xx564E4++nQhAHXrVOWfFf+ye88hAGrXqlrovUGBfpSNCGHIG9NJTErJf20iIiIiUjo0ykhkZOQOrslMBmCHhy8LAhwvqSittEapCEwmO8HhM8hbo3Tmnkl2wERw+Mxi30/pzttvIis7h59/W8bRY9H5/+3Zd5hlKzfmF3X4+bd/eKJjG0KCA/Dz86Ffr85Uq1IBgKzsbMpFhFDG1xuAI0ciad60MRazmTq1qnDrzY3yn3c8MpbQkEDCQoMIDPTjlT5PEhuXSGhIoMuxm0wm6terzrtvvcL+A0f5+rtFec+IiqVGtYp4eLhTpXI5Oj/WhpTU9PxnZGVlEx4WhK+PN4mJKaRnZNKgXnXc3dy4+46bqVWjEj7ennh5ehTlrRURERGRIgjOzeLtY1v55sAarslMJtlsZUR4HdpVvZlD7t6XOjyXKFEqIh+/5YSVH4XFGlfguMUaS1j5USWyj1Lb1s35Y/EqcnNtZ5376delNG/amDJlfJgx6yu27dzHvDljmT/nTfbtP8qcud8B8POv/3Dzjdfy+dy3MZtNTH5vPtfUr8FvC2fQ9ZmH+OzLX/LbXLJ0HavWbmHenDG8P2UIK1dv5uNPF9KiWWO6d3vEqZh/Xfgef/4yi8U/f8CQ17qxfNUm+g4Yn/8a5s77EavFws/fTGXwgK7M/uhbfvltGS/3fIJmtzTijz9XUbFCBF/Pn0BISADjJ33Mk53a8sOCyTS6tjavD59GdGwCX3wyruhvsIiIiIi4xGLYeTL+EIv2LueRpGMALPAvx13VmzI3qBI20+WXdpiq1m1lXOogLi0TXj5BZKTFAxf+VhiG+UQVvCAs1ng8vbcW+0iSXGzF0zfkSqN+IY6oX4gj6hfiyJXXL65PT2BE5A7qZeUtidjiWYYR4XX51zvg0gZWRFqjVExMJjtePpsvdRgiIiIiIhdFaE4WA6N38WByXnGuRLOVCWE1+TygAnbThRUUK02UKImIiIiIiNOshp0u8YfpE7uHMnYbduCLgPJMCK1JgtX9vPdfLpQoiYiIiIiIU25Ki2dE1HZqZ+XtX7nR048REXXZ7OV/iSMrfkqURERERETknCJyMhkUvYt2yZEAxFvcGBdak68CymNcAdPsHFGiJCIiIiIiDrkZdp6JP0ivmH34GDZswPzAirwbWoMki5tTbVyuRc+UKImIiIiIyFmapcYxPGo71bPTAVjnFcCIiDps8/Rzuo3U5GbERfbCbgvIP2axxhAcPqNEttEpTkqUREREREQkX7mcDIZE7eTelGgAYizuvBVWi+/8yxaYZne+kaK4qOdIjn8EKDg1z5YbQvTRoYRRMnuOFhclSiIiIiIigrvdTtf4A/SI3YeXYScXE3MDK/Gm9wPEZN4IMeDpvQkvny2kp9xCXFR3bLmh+fefPlKUmtTsRJLkiAkwiIt6Ee8yK0vtNDwlSiIiIiIiVzHDMHNrnDej4v+mmi0OgNXegbzm24l/YsdiTzhV0S4p7glMpjQMw/usdmy5wUQfHUqoMZq4yF6cOZJUkAlbbhiZ6Q1K7V6k5ksdgMg9d93KgnkTLvpzw8OC+fOXWVSsEH7Rny0iIiJSGoTE12XKToN5Md9QzRbHMcryhHkmrTxm8Hf0NOz2s9cjnUqSzkyEzIBBXGRP7PYAp55vyw0qSvglSiNKl6kF8yYQGhKAzW7kH4uPT+LvZev48H/fkpGZdQmjc81vi1bw26IVJdL24AFdcXd3Y/joGWedi4qO447W3UrkuSIiIiKlmYfdxrPHbPRKmYknWeRgZRJ9eYNhpNp9IOFkEuRoVOhcI0Vm7PZAp+OwWONdCfuiUqJ0GZs4dR7f/bgk/+eqlcvxxtCX8PT0YPzEjy9hZCIiIiJSKhkGd6XGMDRqJxVzMgBYxJ30Yio7qHtRQzFbEvD03npRn+kKJUqOGAZehu2iPjLDZIEibta1/+AxPvn8J3q/2Ck/UQoPC6Zfr840qF8Ds9nM8pUbeXfqJ6SnZwLQtnULXnjuYdzc3Pj+xyX4+/lisVgYM+5Dnu3Snjq1q5CZkcXNN15Lq/u74+7uRs8XOtL0luvw9/Nl+859vDPlEw4cPAbAE4+14aH77yDAvwzRMfH879OF/L5oJSaTiR4vdOTuO27Gx9uLI8eieO+DL1mzbitt7mnGi10f4f5H+gB5Cd/LvTpTq2YVbDYbS/5ey5T3PiM7J4c29zTj0Ydb8flXv9L16Yfw9/NhxerNvPHmB9hsrv2ZRYSH8PX8CXR6ehCHDh9nwbwJfDxvIS2aNqFRw9okJCQzZea3LFu+CoAa1SrSq3snateqQm5uLn/8uYppM79w+bkiIiIiF8vplelqGHsZk/w9t6fFAnCYCvTjXRbQgXOPErnObEnEbvPD8UqfvBlRwRHTSm0hB1CidDbD4MuDa7k+I/GiPnadVwCPVr6hyMmSm7XgH+nbo/qw+b/dDOv0Cl5eHowc3J2eLzzGuIkfUatmZV7r9zRD33iPFas28cRjbbi/TROWrdyYf3/9utWZ9b9vGDF2JgAvdXuUmjUq80KvUSSnpNH16QcZO6IXjz8ziAb1avDog3fzfK9RREXHc2OT+owZ2Ys167ZyQ+P6XN+4Hl26DiElNY17727K0IHdaN+xX8H43axMHNefX39fzquvTyQ0OIC3x/Sl6zMP8t4HXwJQNjyEOrWq0vm51ykbHsLsmSNp2awxf/69tkjvHUCnR1oz6q0P2L33EK/2fYqXuj7AsuWr8PBw5523XmHBt3/wyqB3CA0J5K1RfXiiY2vmzv+xyM8VERERKW5pyU2Ji+qOR643rzOWV/kED7LJxsIE+jOGIaTjU8xPtWOxxhIU/j4xR4cAdhwlS35BX+Hrt6yYn128VMzhCmEymahZvRKdH2vD74tXAlCndlWqVi3Pex98QVZWNomJKcyZ+x333HULADffcC179x3hr3/WkZ2Tw8fzFp61tslut/PdD0uw2w1MJhNt7mnGR58uJDYukezsHD6Y8zUR4cHUq1ONMr7e2A2DzMxsANas/49W7bqTmJiCr683NpudzKxs7HaDn39bxv2P9D1rNObmG6/F09OD2XO/Izs7h6PHY/j6u8XceduN+dd4e3vywZyvyczMZv/BY+zdd5jKlcoVy/u4fOVGtu/cT26ujb+XrqdC+VBMJhO33tQQk8nEJ5/9RG6ujeORscz/4hfuuevWYnmuiIiISHFKS25K9NEhtM/9i+3UZTBj8SCbX7iXBvzHYMYWMUkyODkydIodMBEcPhNfv2WElR+FxRpX4AqzOYHQcqMJDp9dhGdfHBpROpPJxKOVb7gspt693OsJevd4HACL2URGZjYLvv2D/839HoDy5cKwWiz8/O30AvdZLGYC/MsQEuzP8ajY/ON2u8Gu3QcLXBsdfWqBXWCAHz4+Xrz1Ru8Cfy0sZhNhYUEsX7mRXXsO8fX8d1i34T9WrdnCr4uWk5mZzaIlq2l9d1O++2Iia9dtZfmqTSxasvqsRKlcRAjHjkeTk5Obf+zo0SgiwkMwnXh/kpJSSc/IzD+fmZmNh4e7S+9dYY5FxpxqNysLi8WCm9VC+XJhBAaU4c9fZuWfN0GBOEVEREQuJkcbvgJkpF1DyLHWfMo93M0iAPZThb5MYiH3U/Rpdnm/CZrNydjtp0qHW6yxBIfPzN9E1sdvOd5lVp5zU9rSTImSIyYTGabS/9acXszhxib1efON3vz6xwps9rzOl5WVTXp6Bne36+7wfpPJRG5uwUTFbhT8ZsBmO9WRs7LzRope7D2anWckVCe9NmQSNapVpNmt1/Fw+zvp9Oi9PNt9BCkpaTzfaxQN6tWg2S2N6Pr0gzz0wB281Gdsgfvd3Nwctmu3n4rjzBiLk2F33HZWdjb7DxylS7ehJfZsEREREWednFZ3+oavZnMSvkYKg40pvMytuJFLJh68zWu8xUAy8SqWZ5vNyYSUnexUEmQy2UvtPknno6l3V4g16//jnxX/8lq/Z/KPHT0Wjbe3F2UjQvKPeXt54ueXN8yakJhCRHhw/jmz2UTtmpULfUZaWgaJSSlUr1axwPGI8Lz2LRYL3t6e7Nl3mI8+XcjTzw/DMAxuaFwfdzc3PDzc2bptDzNnL+DJroOpVrUCNaoXbOvosWjKlQ3DarXkH6tUqSzHI2MxSjBBOp+TcXl5euQf8/PzwdvL85LFJCIiIlenvGl1Q7Hlhpx21OBR+09sM25iAONxI5eFtKM+/zGCkUVOknz8/sA/eB7hFQdQqdZj+Pgtz0+CfP3/wstn82UzUuSsS5oo1ahWkcnjB/Db9+/xw4LJvDGkO0GBecN3jRvVZdb0Yfy+cAafzh5DqztvKXBvhwfv4rOP3uT3hTN4b9Lr5/wF/2ox+b351KhekQfa3gbA/gNH2bx1N317PIG/ny++Pt70f/kphg18HoD1/26jTq0q3HJTQ9zcrDz1RDs83M89he37H//i6c73U6liWSwWCx0fbsWH7w3Dw8Odxx+9lwlj+xEaklc7v3Llcvj5+XL0WDR9ej7O0IHd8PfzBaB2zSqYTSaiogvWzl+1ZjO5ubk88+QDuLlZqVQhgkcfasUvv1/axX6r124lMSmFni8+hre3J0GB/owe1oPu3R65pHGJiIjI1cUwzMRFnZwtlDeFrj5bWcLtfMYTlOcYe6jOffzIAyxkH9WL+EQ7Fms0oeXeJShsLt6+m664hKgwl2x+WV51s1f5+rvFvPr6u/h4ezFqWA9e7duFdybP5e3RfZg0bR5/LF7FtdfU5O1RfTh0+Dg7dh2g6S2NeO6pB3ll4Dvs2XeYRx66m3FjXqZjlwH5hQSuRgkJybz/4QJe6vYoy1dtJDY2kRFjZvJKnydZMH8C2dk5rN+wjdHjPgRg05ZdzPrfNwx//QVyc3L58pvf2bBxe4Fpbmf66JOF+Pp6M2Py67hZrXnV4Qa9S1ZWNp8v+I3wsGD+9/5IPD08iIqOY8asL9m99xAzZ31F/75P8fnct7FaLRw5EsXwMTNJTEop0H5GZhb9X59Ir+6P0aH9FJKSU/n1jxXMnXfhleVub3EDzX9pXODYnI+/Y9GS1U63YbPZGDh0Mn17PsEPX00mLT2Tf1ZsYNr7X1xwXCIiIiKuMAwzSfH350+38yOJEYygF1OxYiMdL8byOhN4lSwuZNaLQcH1S6eKM1wtydHpTFXrtrok85nK+HpzW4vr+fnXZflrajo8eBcd2t/F9z/+xd133syzL47Iv37kkO6kpqYzftLHjBvTl8NHIpk64/O8F2Ey8d3n7zJl5ucsduGX3zwmvHyCyEiL5+zKHVc+NzdrgYIE094dyKbNu5j10TeXMKrS4uruG1IY9QtxRP1CHFG/EEec7xenF2vIyS5HSmKbE0mSwZN8wjgGEEEUAF/zEP14l0M4O8vKfuL5ltOO2Qr8bLFGFyjOcLW5ZCNKKanp/PDz0vyfK1WIoM09zVj81xpq16pyVvW1nbsPcOdtNwF507ZOHw0wDIPdew9Rt3bV8yRK56vwUbwbbZV2ZSNC+PzjN3l9xDRWrNrMDY3rcU39Gsz88Guutvfi/PR+iCPqF+KI+oU4on4hjhTeL/KKNbxYoFgDGDRkI9PoSTPykped1KIXU/mDVi48N2+kKLTcWCzW5PxiDB5e28jKqOegOMOV2H/P/+XFJS/tFh4WzBdz38ZiMbPwp7+Z/fG3vPPmK8TEJBS4LiUljQD/vPUt/n6+pKSkFziffNp5Rzy9AjGZC1+S5eUTVIRXcXlKTLEzbtLn9HihEyOHdCcuLpkpM79h78H4q/L9KIzeC3FE/UIcUb8QR9QvxJHC+oVhmIg91p6Y4x0KHA8ggVEMpTszsGAnFR9GMZSJvEwOrm2TYnWLJ6LSJ/gFbjtx5MiJ//XDp8yR034OcKndy0lGWtx5r7nkiVJUdBy33duVCuXDGfDyUww9UWjgfImri1sOkZmRUGijp4Y/rz4//bKYn35ZfKnDKLWu5r4hhVO/EEfUL8QR9QtxpLB+kZbclNjIF7HbTo0imbDzDP/jLQYSSt7+l5/TkVeZwFEquPRc/+D5ePlszB8pykgr2uu40l3yROmkI0ejeH/O13wwdSgrVm3Kr452kp+fLwkJyQAkJqU4PL9//9HzPMXREJvpPOfl6qW+IY6oX4gj6hfiiPqF5Cm4MWwCHl7HSE9tSGb6tQB4em/Cbi9DzNEhBe5rwjqm04ObWAPAf9SjF1NZwh0uRmDHYo0lMPSTq7Iow4W6ZIlS40Z16d+3C48/83r+/jgnN/vctmMft7W4vsD1dWtXZduOfQDs2Lmf2jWr8MvveXMzT+7/8+MvSxERERERKS0cbQwbeahg0YSkuCfIWzcEYCKIOMbyOt2YhRmDZMowghFMpRe5uLkYwdVdua4oLtk+Sjt3H8DHx5uXuj2Kh4c7Af5lePap9mzcvJNvf/iTsuEhtGvTAnc3N2658VpuufFavv/pLwC+/WEJ97ZqSv261fHwcOepJ9qRnZ3LilWbLtXLEREREREpwPHGsOD4V3AzZuy8wEx2UYsX+AAzBp/QmdrsZCL9nEiS7ORVrjvFYo0lrPyoq7ZyXVFcsvLgANWqVuDlnp2pV6cqGRlZrN+4nakzPyM2NpGG19Ti5Z6dqVypLJFRscz8cAF/L1uff2/7drfzZKe2BAb6sWPnPsZPmsv+A+ebeueISndKYdQ3xBH1C3FE/UIcUb+4mhmGmcN75p5Iks6/uP4mVjGdHjRhAwCbuJaeTGMZzZ184slKdqMLVLI7VblOXHVJE6XSQR9iUhj1DXFE/UIcUb8QR9QvrmYZadcSeWj8ea8LJZq3GMiz/A+ARPwZyihm0B3bWatkztwQ9pSrfc+jklBqijmIiIiIiFwpbLnnLgtvIZfuzGAUQwkgCYA5PMMg3iSacIf3mC0x+AX+gpv7McyWvK107LZAjRyVECVKIiIiIiLFzGItvCx8U5YxnR40ZDMA62lMT6axilscXJ03pS4gZC4BIZ8rGbqIlCiJiIiIiBQzT++tWKwxBdYoRXCccQzgST4FIJ5AXmcss+iGHQt5U+vsnF4Rz2KN1ZS6S0SJkoiIiIhIMTOZ7ASFzyTm6BCsZNOLaYxgBH6kYMfELLoxmDHEcbIiXt46ttByY1WMoZRQoiQiIiIiUgIslmRu4y+m0osG/AfAam6kJ9NYxw0FrjVbkgmJmKyRo1JEiZKIiIiISDExDDOZ6Q0Iy7LwdtxaHmECADGEMJC3+B/PYJyxj5Jf0HyCwj7RyFEpo0RJRERERKQYpCU3JTnyOXrbPmUoo/AlDRtmZtCdYbxBAo4r4Xn7/qskqRRSoiQiIiIiUkRpyU1pePQmpnIHtdkFwHJupSfT2Mh1hdxlx2KNxdN768ULVJxmPv8lIiIiIiJSmHLZWcw4tobfuZfa7CKScLrwMc1Ydo4kCcBEcPhMjSaVUhpREhERERFxkWGYMdLq8ELiVvqkrMCbHHKxMJVejGAEyfiftw2/wG9UvKEUU6IkIiIiIuKCtOSm3Hi8JhPtQ6nBXgD+pgU9mcZWrnG6He8yq0oqRCkGSpRERERERJwUEl+XSVHruJ/hABylHK8ygc95jJMby56f1iZdDpQoiYiIiIich4fdxouxB3gh7m88ySIHKxN5mVEMJZUyJ64yOH+yZCdvbdL7WptUyilREhEREREpjGFwV2oMQ6N2UDEnE4BF3EkvprKDumdc7ChJKpg8WayxlK08Dzd3rU0q7ZQoiYiIiIg4UCU7jWGRO7gtLQ6AIxZ/+to+5GsextlpdmZLDH6Bv+DmfgyLNR5P7//w9g0gI60EA5dioURJREREROQ0XvZcXordT9f4A3gYBtmY+DC4ChO82rH/SAcnWrBjMqcQVn4MXj5bzphi5+w6JrnUlCiJiIiIiAAYBq1TohgctYtyuXnT7P7yCWZUeB32e/iQmhQC2ADLeRoyY9j9MZkMrUO6jClREhEREZGrXvWsVIZH7aBZWjwAh908GRVWlx/Md2DLDCYnuRyJsV1catOWG1QSocpFokRJRERERK5aPrZcesbu49n4g7hhkGUyMzO4Cu+6P87RqN7YckNPu9qZqnanWKzxxR6vXDxKlERERETk6mMYtEuOZFD0LiJyswBY5BvKqPDa7Mi8m+ijQx3cpH2SriZKlERERETkqlIrM4URUTu4OT0BgANuXowKr8OSMqEYhpm4g91PXHkhhRdO7pM0U+uTLnNKlERERETkqlDGlkPfmL08mXAYKwYZJjPTQ6rxYVBlss15BRoy0xucMd3ONRZrLMHhM/Hx0z5JlzslSiIiIiJyRTMZBu2TjjMwehehtmwAfi0Txujw2hxz8ypwbXrKzRfwhHOVA5fLlRIlEREREbli1c1MZmTkDq7PSARgr7s3I8PrsMw35Kxr05KbkpzwkItPyJtqF1p2Mt6+m4ocr5QeSpRERERE5IrjZ8uhX8wenkg4jAVIM1mYFlKNOcGVyTGZz7reMMzERXU/u6Gzr+T0tUuaanflUqIkIiIiIlcMk2HwSNJR+kfvJtiWA8APfhG8GVaLSDfPQu9zZW1SQMjHuLkfw2KNx9N7q6baXaGUKImIiIjIFeGajCRGRm6nUWYyALvcfRgRUZdVPoVv/GoYZjLTG5CW3MypZ/gFfkNg6PxiiVdKNyVKIiIiInJZC8zN5pWYPTyWeAQzkGK2MDmkBnODKpJbyDS7zPQGpKfcTGryndhtAU4/y8t3dfEFLqWaEiURERERuSyZDYPHEo/wSsweAk9Ms/vWryxvhdUixs3D4T1pyU2Ji+pepBLgcnVQoiQiIiIil53r0hMZEbWdazJTANju4cuIiLqs9Q4869rTR5Bcr2pXkN12dvtyZVKiJCIiIiKXjeDcLAZE7+aRpGMAJJutvBtag3mBFbA5mGZX3CNIFmt8sbQjpZ8SJREREREp9SyGnScSjtAvZg9+9lwAvvIvx7iwmsRZC59mF310aDFFYMdijcXTe2sxtSelnRIlERERESnVbkhPYETkdupmpQKwxbMMwyPqstEroNB77HYrsZG9T/xkKvQ65+RtKhscPlOlwK8iSpREREREpFQKzcliYPQuHkw+DkCi2cqEsJp8HlABu6nw5CctuSmxx3tjtwdc4JO1qawoURIRERGRUsZq2Hkq/hC9Y/dSxm7DDnweUIF3QmuQYHUv9D7DMJMY+xiJsV2K8PS80SNtKitKlERERESk1Lg5LZ4RkduplZ0GwEZPP4ZH1GWLl/8570tLbkpsZHfstqIVbdDokZykRElERERELrmInEwGRe+iXXIkAHEWN8aH1eQr//IY55hmB0Uv2mA2J+Dr/yfeZVZp9EjyKVESERERkUvGzbDzbNxBesbuw8ewYQPmBVbk3dAaJFvcznmvYZjJSLuG2ON9TxxxtmiDAYBf4DdKjqRQSpRERERE5JJolhrLiKgdVMtOB2CdVwDDI+qw3dPvvPemJjcjLrIXdluAy881WxIJiZiq6XVyTkqUREREROSiKpeTwZCondybEg1AjMWdt8Jq8a1/WTjPNDuAuKjnSI5/BNfLftsxm5OoWKMzZnOu64HLVUWJkoiIiIhcFO52G93iD/JS7D68DDu5mJgbVJHJIdVJOc80u5NSkpqfSJJclVfyO6TsVCVJ4hQlSiIiIiJS4m5PiWFo1A6q5GQAsMo7kJHhddjpWcbpNlKTmhF7bBAXsoGsxRqjanbiEiVKIiIiIlJiKmanMzRqJ3elxgAQafXgzbBa/OAX4dQ0OzhzfyRXkqSTeyLNJSDkcxVsEJcoURIRERGRYudht9E9bj8vxB3Aw7CTg4k5QZWZFlKNNMu5fwU1DDOZ6Q2w5QaRk12O5IQ2F7Q/kvZEkqJQoiQiIiIixccwuDs1hiFRO6iYkwnA356VGVTmQfZ7WfE0b8WE/bTLTyVFFms8Npsf8VEvYss9PTEyXArBZEolrMIbePls0SiSXDAlSiIiIiJSLKpkpzEscge3pcUBcMTiTz9jMl9ldoHMvClzZnMyfkHfEhDyOekptxAX1d2JpMiV6XYGIeUm4u276YJfhwgoURIRERGRIvKy59Ijdj/PxR/AwzDIMpmY6tGe4ZlzSce3wLV2ux+JsU+RGNsB8C6kRdeLNeTH4rMKX79lF3y/yElKlERERETkwhgGrVOiGBy1k3K5WQD86VmF3rzNf5nn2+foZJJ05jUXniQB+Ad/U6T7RU5SoiQiIiIiLquelcqIyB00TY8H4KAlgL7GdL7L7IRzyU7REqKz2bFYY/H03lrM7crVSomSiIiIiDjNx5ZLr9i9PBN/CDcMMrEy3vwiY21vk1noVLqSllcGPDh8poo3SLFRoiQiIiIi52cYtE2KYWDUfsrZkwD4nna8zCT226td0tBUBlxKghIlERERETmnWpkpDD6cRPPcbQDsoTq9mcIvtLlEEdnwD5mHu/tRLNZ4PL23aiRJip0SJRERERFxqIwth74xe3ky4ShWbKTjxRgG8w6vkIXnJYgob4pdaLmx+Pqrsp2ULCVKIiIiIgKc2vzVnhNAx6xlDEtaTogtG4AFPMwrvMMhKl+kaLIwmbMw7H75RzTFTi4mJUoiIiIiVznDMJMY+xjJ8Q9yjX0f0+lBU1YAsIPa9GYKf9Dqosbk6b2JiErDyUxvgC03SFPs5KJToiQiIiJyFTo5epSecjMpSffib89mCoN4kZlYsJOKD28wjEn0JQf3ix6fl+96TCY7Xj6bL/qzRUCJkoiIiMhVwTDMZKRdQ0ZaI7Iy6pOdWQPD8MGEnWeZw5sMIpRYAD6nI68ygaNUKOpTcffYRXZWLcAAzAXOOd5LyQDs+AX+WMRnixSNEiURERGRK1xaclNij/fBbvcvcLwJ65hOD25iDQD/UY+eTOMvbi/yM83mBIIjpuHrv4y05KbERXXHlht6xlVnJksGAH5BX2M25xY5BpGiUKIkIiIicgVLS25K9NGhBY4FE8tYXqcrH2LGIJkyDGck0+hJLm5FeJodL5/V+Ad/U2A9kY/fcrzLrCyw3igt5UZSEh4CLAXu9wv6muDw2UWIQaR4XNJEKTwsmD49HqfRtbWx2WysWrOFydPn4+vrzdfzJ5CVnVPg+llzvuazr34F4M7bbqTLE+0oFxHCoSNRvP/hV6xZ/9+leBkiIiIipZJhmIk93ufETybM2OjGLMYwmGDiAZjLk7zG20RS9sIfZErHp8xSQspOLXQk6Mz1Rl4+mwkK+4jkhLbkZpfD6n4Mv8AfNZIkpcYlTZTGjenLzl0HeLjTK/j6evPmyF70fLEjH336AwB3tO7m8L6a1Ssx+LVuDB4+lfX/bue2FtczdmRvOj09kJjYhIv5EkRERERKrcTYx/Kn293MSqbRkyZsAGAT19KD6SynWRGekEl4xWF4+Wy5oGp0ZnMuAcHfFeH5IiXnkiVKvj7e7Ni5n5mzF5CRmUVGZha//L6cDg/dDfxwznvbtWnBqtWbWLkm71uJ3xevpEP7u7jnrlv59POfznGnowWDrpyXq5f6hjiifiGOqF+IIxevX5ysZpebE0xibCdCieYtBvIs/wMgEX+GMJqZvIjtgn8VzFtLFFpuAt6+J0eJ1Pddp/fs0jHOe8UlS5RS09J5c8KcAsfCwoKIPW1EaMhr3bihSX0sFjM//ryUWR99i81mo3atKqxYtanAvTt3H6Bu7aqFPs/TKxCT2VzoeS+foAt8JXKlU98QR9QvxBH1C3HkYvQLwzCRnlKH5IQmJMW3xG7zwUIuPZnBKIYSQBIAs3mWQbxJDGFFfmZw+I+EltsGqN9fCH1eXFoZaXHnvabUFHOoU6sKHdrfxWtDJ5OTk8PmrbtZumw9b06YQ60alRgzoie5NhsffvQtfn6+pKSmF7g/OSWNqlXKF9p+ZkYChWXtXj5BZKTFF+fLkSuE+oY4on4hjqhfiCMXo1/kVZR7sUBFuWb8wzR60pC80Z71NKYH01nNzU63azJlYhieZx83JxBSdjq+fsvISCt6/FcjfV5cHkpFonRN/RqMG92XGR9+xboN2wDo3mdM/vntO/czd/6PdHm8LR9+9C1woQOVjobYzi5JKZJHfUMcUb8QR9QvxJGS6xenbxabnPBQ/vEIjjOe/nRmHgBxBPE6Y/mQrtgLVJc7FztmSywVazxDVkY9cnOCsdn8sViTsFrjClSzkwuhz4vLxSVPlJre0ohhA59n4rRP+fWPFYVeFxkVS3BQ3mLExMQU/Px8C5z39/MlITGlRGMVERERuVROJkdpKbeQmtQKw37qdyErOfRiKiMYgR8p2DExi268zljiCXbhKXbAREjETMzm3AJV6kSuNpc0UWpQrwZDXuvG0DemFyjt3eS6utSvW4O5808VdahcqRzHI/N2i96xaz91alUp0Fbd2lVZtGT1RYlbREREpKQZhpmMtGvISGtEVkZ9sjNrYBg+Z113G0uYRk/qkzcrZxU30ZNprOd6Z57C6SMcFmssweEz8fFbXkyvQuTydckSJYvZzMBXn2HGrC/P2v8oNTWdZ7s8QGR0LIuXrKFm9Yo8/si9zD+xh9LCn/5m9nvDueWmhqzfsI2777yZihUi+G3RykvxUkRERESKVVpyU2KP98kv7e1IeY7wDq/QkS8BiCGE13ibj3gag8ILWJ1iUCZwAT5l1uRvAqtpdSKnmKrWbXVJJkc2vKYW7016/axNZQE6PTWQ2jUr82yX9lSsEE5qajoLvlvEp5//jGHkhduyWRNe7PYIEWHBHDh4jEnT57Fpy64LiMR02oI6zROV06lviCPqF+KI+oU4cmH9Ii25KdFHh+a3cSY3snmZiQxlFL6kYcPMe7zEMN4gkUAnn5KXJIVEfOh0XFJc9HlxuXApUbJaLbRsfj1NGtWlWtXyBPiXwWQykZiUwt59R1j/7zb+Xrae3FxbScZczNRZpTDqG+KI+oU4on4hjrjeLwzDzKFdn2O3++EoSbqb35lKL2qT9+XwMprSk2lsotG5Wi3QltmcQHDENHz9lzn9SqQ46fPicuH01LsO7e+iyxPtANi4eSer124hMSkVwzAIDChD1crl6f3S4/R+6XHmzvuBr79fXGJBi4iIiFyJEmI7OZxuV4mDvEs/HuYbACIJZwDj+IQncaYWsHeZJfiUWaXpdSIucCpRmjD2ZQID/Jgw6WOWLt9wzmubN21Ml8fbcstN1/Lq6xOLJUgRERGRK9XJanapSbeQmtS+wDkPMnmVCbzOWLzJIBcLU+nFCEaQTOHrl07S6JHIhXMqUdq8dQ+ffPZj/vqgc/ln+QaWrfiXJzvdV+TgRERERK5keZvFdi+wWexJbfiJyfShBnsB+IuW9GQa/9GgkNYMIIPA0LlY3BK155FIETlTEoW5839wKknq1/tJAAzDYO78H4sWmYiIiMgV7GTRBltuSIHjVdnHQtrxE22pwV6OUo7H+IzbWXKeJAnCyk8gIORbyvgvwctns5IkkSIo1vLg993TjHenfFKcTYqIiIiUeienz+XmBJObG4DN5o89NxQPrxQMezQWtwTM5gRysqqSk10WA0hPvvvE3XlrjDzJYCBv8Rpv40kWOViZyMuMYiiplDnn803mZELLTtb+RyLFqFgTJZPp/IsJRURERC4ndruVxLj7SUu+FcMejMUSj7vnfjy9t2N1i8Fm8yM+6kWH0+fSkp15gsEDfM9EXqYqBwD4g7voxVR2Uucc96XhXWY9ZQJ+xMtni0aPRIpZsSZKzkzPExEREblcxEU9R3L8w4Al/5gttxzZWQ1ITWp34siF//5Tk11Mpg+t+RWAQ1TkZSbyDQ/huJpd3rP8Qz4hMOQzJUciJcipNUoiIiIiV5u8JOkRzv/rkglnSnSfzps0xvA6W7iG1vxKFu6M4XXqsp1vePic7fkFfUVQ6DwlSSIlzOkRpfenDjnviJHVrVgHqEREREQuCbvdSnJ8hxM/FefSAoMOLOBd+lGRIwD8TGv6MJk91DznnSZzKiERE1XqW+QicTqzWbVmy3mvWb12a5GCERERESkNYo/3prgn3tRhO1PpxV0sBmA/VejLJBZyP+dOxrIICPmcgJDPNYokchE5nSj975PvSzIOERERkUvmZNW6nOwQMjPqkJZfka7ofElhGG/Ql0m4kUsmHrzFQN7mNTLxOseddvyC5xEUOl8Jksgl4NJcufr1qpOQkMyx4zEAVK1Snqc734+npwf/LN/Aj78sLZEgRURERErKuTZ9LRqDTnzGBF6lHMcB+J77eZmJ7KfaOe8DCC03RtPsRC4hp8eUm916HVPfGUi1qhUA8PL0YMqEAVQoF8bx4zG82LUDbe5pVmKBioiIiBS3wjZ9LaoGbOEvbmM+T1CO4+yhOm34ifZ87yBJKrgG3GyJIaz8KCVJIpeY0yNKXTq1ZcKkj1m24l8A7rz9JiwWCz36vUlmZjYrVm+i2zMP8fNv+kstIiIipdfpm8PGHn/1xNHiKdjgRxIjGU5PpmHFRjpejGEw7/AKWXg6vMdkTsY/6Dvc3I9hscbj6b1VU+1ESgGnE6WqVcvz++KV+T/feH0DVqzaRGZmNgDr/93OmOFliz9CERERkWJSUtPsTNh5kk8YxwDCiQbga9O9DPF9gZ2pd2EYZydJeQnStyrSIFJKOZ0oGXYDu/3UX+KGDWry4cffnjpv6C+4iIiIlF6pyc2IOTqk2NttxL9MoydNWQHADmrzmu8jbKm4Fi+fL6mc+gGZ6fXJzQnGZvPHYk3Cao3TyJFIKed0onQsMoZaNauwY+d+Gl5Ti8BAf9as+y//fLUqFYiLTyqRIEVERESKIjWpGTHHBlOceyIFEs8ohvIiM7FgJxUf3mAoswMq4V/2o/xnmUx2vHw2F9tzReTicDpR+vnXZYwe1oMVqzbSvGljVqzaSFR0HAAR4SH0692Zf06sXxIREREpLdKSmxJzbAjFlSSZsPMsc3iTQYQSC8BnPMZrpsFklv0Wf/+PiuU5InJpOZ0offnN75gtZq5vXI+/lq5j9sff5Z/r2KEVNpvBnNOOiYiIiFxqhmEmLqp7sbRlMqXQwuc9JmZP4rrsSAB2WMoyMOA+VvsE4OndH19NpRO5Ypiq1m1lnP+yc/Py9CAjM6s44rkETHj5BJGRFs+Z5Tnlaqe+IY6oX4gj6helVUbatUQeGl+kNixuB6gdNp4hqQvpmHQEM5BitjA5pAZzgyqSaypstxX1C3FE/eJy4dKGswEBZQgNCWT3nkMFjt94fQPW/buNtLSMYg1ORERE5EKcLAGellyUPR4NzOQwMLAtrx7fSYA9F4Bv/MvyVlgtYq0exROsiJRKTm84GxYaxMcfjOKB+24761z7drfz/pQh+Pp4F2dsIiIiIi5LS27K4T1ziTw0npTEBy6wFYObWcl6Sx1GR/9HgD2X7R6+PFr5Bl4td42SJJGrgNOJ0rNPtWfTll28M+WTs871G/gOBw8d5+kn7y/W4ERERERckZbclOijQ7HlhlxwG6FEM4dnWElTGtn2k2y2Mjy8DvdXvZl13oHFGK2IlGZOJ0o3NK7P+x9+hWGcPZfSMAxmzv6KFk0bF2twIiIiIs4qWLjB9Qp3FnLpxRR2UYtn+BiAL/3Lc2f1pnwSVAlboWuRRORK5PQaJX8/X44ejyn0/OEjUQQF+hdLUCIiIiKuykxvgC039ILubc5SptGTa9kCwBbPMgyPqMtGr4BijFBELidOJ0rJKamEhgQSE5vg8HyF8uGkpqUXW2AiIiIirrDlBrl8TwTHGU9/OjMPgDgCeSe8LF8GlsduKr7NaUXk8uP0GPLK1Zvp+vSDhZ5/pfeTrFi1qViCEhEREXGVxRrv9LVWcujHO+yiFp2Zhx0TM3meWyNe4POgCkqSRMT5EaU5c79j9owRfDB1KAu+X8Thw5GYLWaqVSnPow+1wsfHi9FvzyrJWEVEREQK5em9FYs15kQhh8ITndv5k2n0pB7bAVjFTfRkKruD9hMcOPsiRSsipZ3TiVJcfBJde4zkpW6P8mrvLnh55ZXFTE3LYOmy9Xww52vi4pNKLFARERGRczGZ7ASHzyD66FCH58tzhHd4hY58CUAMIbzG28w1PUBQ2fcI9l92McMVkVLOpQ1nY2MTeePNDzCZTAQElMEwDBITU0oqNhERERGX+PgtJ9QYS8yxQZxcYeBGNv14l6GMwod0bJh5j5cYxhskEkBo2dH4KkkSkTO4lCidZBgGCQnJxR2LiIiIXKEMw0xmegNyc4Kx2fyxWJOwWuPw9N6KyWQvtmckxj5GcvyDnEyS7uZ3ptKL2uwCYBlN6ck0NtHoxF124qNfwMdvRbHFISJXBqcTpX/+mIODLZTIzs5h3/4jTJnxGVu37SnO2EREROQKkJbclNjI7thtZ5futlhjCA6fgY/f8qI/43gf7Pa8rUoqcZCJvMxDfAtAJOH0Zzyf0pmC65fM2HLDyExvgJfP5iLFICJXFqcTpVcGvevwuK+PF9fUr8mkcf15fcRU1qzbWmzBiYiIyOUtLblpoWuGAGy5IUQfHUoYo1xKlux2K8kJbcnOLEd2Vi1ysuoA4EEm/RnPIN7EmwxysTCVXoxgBMkUvt/jhZQWF5Erm9OJ0rkSoD//XsvuvYd4slNbJUoiIiIC5E2Fizn2yomfCqtCZwLsxEW9iHeZleec/nZy+l5i7MNkpt/ImbuctOEnJtOHGuwF4C9a0pNp/EeD88bqSmlxEbk6OL2P0vks/msNVauUK67mRERE5DKXENMJw/DhXKW685ya/laY1ORmHNr9GZGHxpOZfjOn/wpTjb0spB0/0ZYa7OUo5XiMz7idJU4kSXYs1mg8vfVFr4gUdEHFHERERETOxTDMJMU/7NI96Sk3n7VOyDDMRB8dQHrKbZyZcHmRzkDeYgDj8CSLHKy8Sz9GM4RUyjjxRDtgIjh8pgo5iMhZii1RanXnLezafbC4mhMREZHLWGZ6AzB8XLonNfkOgsI/BCAj7RpSEtqSnnoj4HnGlQYP8D2T6EsV8n73+IO76MVUdlLH6edZrLEEh88sciEJEbkyOZ0o3X9fS4fHPT08qFWzMne0vIGe/d4qtsBERETk8pWecrPL99htgSfKe7fPr153pprsYjJ9aM2vAByiIi8zkW94iPNP8QOzOQFf/z/xLrOqWEuTi8iVx+lE6clObR0ez83N5eCh4/QdMJ5tO/YVW2AiIiJyeUpLbkpywkMXdG9ibBeHx71JYwijeYV3cCeHLNwZT3/eZBDpnG/kysBkyiCswgi8fLYoORIRpzidKD3SuX9JxiEiIiJXgLxKd68WsZXTR4YMOrCAd+lHRY4A8DOt6cNk9lDTibby1iGFlpuAt++mIsYlIleTYql65+3lyf33teSDqYXvkyAiIiJXvqgjr2EY3jgzDc6xU/fVYTt/cDdf8SgVOcJ+qnA/33MfPzmZJOWtQwor79oeTSIiUMRiDo2urU3b1s1p2fx60tMy+OWPFcUVl4iIiFxmYiO7kpHqeE2zK3xJYRhv0JdJuJFLJh68xUDe5jUy8TrP3QYAfoHfaB2SiBSJy4lSSHAAbe5pRpt7mhESHIibm4W33vkfvy1agd1ulESMIiIiUooZhpmEmE6kJHTgwkeSAAw68RkTeJVyHAfge+7nZSayn2pOtpFMWPnJGkESkSJzOlG6rfn1tG3dnOsb12fz1l3Mnf8jfy1dx/dfTmTTll1KkkRERK5CaclNiY3sjt0WWqR2GrCFafSkJUsB2E0N+jCZX2jjxN1565D8gz8hMPQzjSCJSLFwOlEaNewlFv25mkc69ycmNqEkYxIREZHLQGpyM2KODilSG/4kMpLh9GA6Vmyk48VohvAu/cg6a/8kgBxMpiwMwzf/iPZDEpGS4HSi9OnnP3Hv3U2ZMXkwvy9eya9/rODQ4eMlGZuIiIiUUqlJzYg59jquT7UzMJuTMew+PMk8xjGAcKIBWMDD9ONdDlOp0LvDKw7Gy2cLmekNsOUGYbHGax2SiJQIpxOl92d/zQdzvuHWmxvStnUL5s4axd59h7Farfh4n29hpYiIiFwJDMNMYuxjJ/Y7cj1J8gtawPWWP3kjZjNNySsCtYPa9GIqi7j7nPeaLTH5+yB5+Wy+0JcgIuIUl4o5GIbB8pUbWb5yI4GBftx3T3O8vT35YNpQVq3dwo+/LGX5yo0lFKqIiIhcSqnJzYg93gvDHnBB95fz/oG3jFd4POYwFiAVH0YynMn0IQf3c9yZtw46JGKmRo5E5KIxVa3bqshVGBpdW5t2bVrSollj7m77YnHEdRGZ8PIJIiMtnpMfxCJ51DfEEfULceTK7xdxUc+RHP8IF1LVzoSNZ5nJ25aXCbblAPCDXwSjQ+qx9sBCDPu5910ymdMILfvOZbgG6crvF3Ih1C8uF0XaR+mkjZt3snHzTry9HS26FBERkcvVydLfeUmS665nDdPpyY2sBRvs9PBhRHhdVvsEARBa9h2ijw4l7xfG05OlE/shBX1KUNh8jSSJyEXndKJ0/33n30DOMOCHn/8uUkAiIiJSOhSl9HcwsYzldbryIWYMUswWJofUYG5QRXJN5vzrfPyWE8aos55jtsQQEqFKdiJy6TidKD3Zqe15rzEMQ4mSiIjIZcQwzA4ryKUlNz0x0uMaMzae5wPGMJgg8rYT+ca/LG+F1SLW6uHwHh+/5XiXWalKdiJSqjidKD3SuX9JxiEiIiIXWVpyU+KiumPLPTWSY7HGEBQ2k7jI3ieOOL8m6WZWMp0eNOZfALZ5lGFERB3WeQee915VshOR0sblNUoeHu7Y7XZycnJLIh4RERG5CArbLNaWG0zMsSG4kiCFEcVbDOQZPgIggQDe9r+Vr8tmYzttmp2IyOXE6UTJz8+HYYNe4IYm9cEwWLZiI2PGf0h6emZJxiciIiLF7NybxTqf2FjI5SXe4w2GEUASAHNMnXknvCwZgZtcaktEpLRx+hOse9dHcbNa6dH3TXq/Oo4yZbx58bkOJRmbiIiIFLO05KYnRowsRWqnOUvZQGOm0IcAklhHE1p6T2dU7dgTSZKIyOXN6UTpxuvrM2bch2zdtodNW3YxdvwcbrmpYUnGJiIiIsXIMMzERXUvUhtlOcYndGYpLbmWLcQRxIumybQt247Dlb9XAQYRuWI4PfUuMMCP6Jj4/J8jo2IJCvQrkaBERESk+OVVlXO91DeAlRx6M4URjKAMqdgx8QHPM8anDdaKM/BWgiQiVxinEyXDKP6dg8PDgunT43EaXVsbm83GqjVbmDx9Pqlp6dSsXok+PR6nZvVKJCQm892Pf/H5V7/m33vnbTfS5Yl2lIsI4dCRKN7/8CvWrP+v2GMUERG5Uthygy7ovtv5k2n0pB7bAVjFTfRkGuu5nojg/rgpSRKRK5BLqywtFgtWa95/bm7Ws45Zra7Ndx43pi+pqek83OkVnn1xBFUrl6Pnix1xd3dj3Ji+rP93Ow907Muw0TN4stN9tGzWBICa1Ssx+LVuzJz1Ffc91JsvFvzG2JG9CQ05f/lRERGRq1Vays0uXV+Bw3xOR/7kTuqxnRhCeJbZ3MoK1tMYizUaT++tJRStiMil5fSIkru7G0t+mVXgmMnEWcdatHrWqfZ8fbzZsXM/M2cvICMzi4zMLH75fTkdHrqbW29uiJvVysfzFmK3G+zafZAffl7K/ffdxt/L1tOuTQtWrd7EyjV5+y38vnglHdrfxT133cqnn//k7EsSERG5aqQmNSM95TbA4Hylv93J4mUmMpRR+JCODTPv8RLDeINEAgE7YCI4fKbWJInIFcvpRKnXK28X64NT09J5c8KcAsfCwoKIjU2gTs0q7Nl3GLv91HS/XbsPcP99LQGoXasKK1YVrKizc/cB6tauep6nnm9PCOf3jJCrjfqGOKJ+IY6Uvn5hGGZiI3vhTGyt+I0p9KY2uwD4h2b0ZBqbOVXAyWKNJTj8fXz8VjjVpoDeJ3FM/eLSOf+yIqcTpY2bdxZ6zmQyFXkNU51aVejQ/i5eGzqZO1reSEpqeoHzySlp+Pv5YjKZ8PPzdXi+apXyhbbv6RWIyVz4TEMvnwubty1XPvUNcUT9Qhwprf0iLbkuhj3gnNdU5gDv0o+H+BaASMLpz3g+5QnAhF/wX/iW2YqbewLeZXZgMhlA6Xy9pU1p7RdyaalfXFoZaXHnvcbpRAngmScfwGQyMWfudwWOz5wymJ9/W8b3P/7lSnP5rqlfg3Gj+zLjw69Yt2Ebd7S8EZODBNtuPzW872r+nZmRUOhdXj5BZKTFOzwnVzf1DXFE/UIcKc39Ij3VrdBzHmTSn/G8zli8yCQXC1PozQhGkIIfZksSIRFT8PFbnn9PZnqhzckZSnO/kEtH/eLy4HSi1OaeZjz6cCveePODs87N/uhbRg7pTmRUHKvXbnEpgKa3NGLYwOeZOO1Tfv1jBQCJSSlUrBBe4Dp/P1+SklMxDIPExBT8/HzPOp+QmHKepzka9TKd57xcvdQ3xBH1C3Gk9PYLwzCTntrI4bn7+JHJ9KE6+wD4i5b0ZBr/0QAAv6D5BIV9onVIF6z09gu5lNQvLhdOV71r3/Z2xk/8iJWrz95te836/3hnyid0fqyNSw9vUK8GQ17rxtA3pucnSQA7du6nRrWKWE6bKlendlW27cj7IN+xaz91alUp0Fbd2lXZtn2vS88XERG5kqUmN+Pgrs9IS763wPFq7GUh7fiRdlRnH0cpx2N8xu0syU+SALx9/1WSJCJXLacTpYoVI1i2cmOh55cu30C1qhWcfrDFbGbgq88wY9aXZ+1/tHLNZtLSM3mq8/14eLhTr0412rZuwbcLlwCw8Ke/uaFJfW65qSHubm7cd29zKlaI4LdFK51+voiIyJUsLqorMUeHFFib5EU6IxnGf9SnHT+Sg5W3GUBtdvIFj3Hqm267Sn+LyFXP6al3FrMZW66t8AsMcLM6v+SpQf0aVK1cnr49O9O3Z+cC5zo9NZD+gyfSv+9TdO50HwkJSbw/e0H+aNb+A0cZOfZ9er/UiYiwYA4cPEb/wROJT0hy+vkiIiJXqtjIrqQkdOBU4mPQnu+YyMtU4SAAf3AXvZjKTuqccbdKf4uIgAuJ0t79R7j5pmtZXsioUqu7buHAwWNOP3jTll00vfPpc17zUt+xhZ77e9l6/l623unniYiIXOkMw0xCTKcCSVJNdjGF3tzLbwAcoiIvM5FveAhHRY7ySn/PLFC8QUTkauR0ovT1d4sY8PLTjM2dfVbBhjtvv4k+L3Vi3MSPiz1AEREROb/U5GbEHu+VP9XOmzSGMJpXeAd3csjCnfH0500GkY7PaXcamMyJBEe8j9Uah6f3Vo0kiYjgQqK0aMlqqlYuz/gxL3M8MobDRyIxm81UrlSO4CB/Pp63kD/+XFWSsYqIiIgDcVHPkRz/CHkjRAaP8BXv8AoVOQLAz7SmD5PZQ02H94eWnaoRJBGRM7i0j9Ksj77h10XLaX5rY8qVDcUwDFav3cLS5Rs4HhlbUjGKiIhIIVKTmp1IkqAu25hCb+5iMQD7qEpfJvED7ShsL8GAkLlKkkREHHAqUapcqSwHDx0H4PCRKOZ/+ct576lUsSyHDh8vWnQiIiJSgGGYyUi7hsz0htjtZlIS2+NLKsMZSR8m40YuGXjyFgMZxwAy8SqsJcyWGAJCPr+o8YuIXC6cSpQmjx/AZ1/9yrff/0l2Ts45r3Vzs/LQA3fyWId7ePCxfsUSpIiIiEBaclNij/fBbvc/ccTgceYznv6UI+/Lye+5n75M4gBVz9teSIQq24mIFMapROnF3mMY/voLPNnpPv5YvIr1/25j7/4jJKekYRgG/n6+VKtagSaN6nL3nTdz+EgUL/YeU9Kxi4iIXDXSkpsSfXRo/s8N2MI0etKSpQDspgZ9mMwvOLf5u6bciYicm1OJUmRULN37jKHpLY1o3/Z22rZujoeHR4FrsrKy2Lh5F29OmMOKVZtKJFgREZGrkWGYiTn2KgD+JDGS4fRgOlZspOPFaIbwDq+Qjcd5WoK8Kneacicicj4uFXNYvnIjy1duxGw2UTY8BD8/XwCSk1OJjIrDZtfwvYiISHGLOvIaGJ48xce8zWuEEw3AV3TgFd7hMJWcbMkAILSsptyJiJyPS4nSSXa7wdHjMRw9HlPc8YiIiAinijYkx7eldpov02nGrawEYAe16cVUFnG3S22azGmEln1XU+5ERJxwQYmSiIiIlAzDMJMY+xhJcY8QYGQygSG8wPtYsJOKDyMZzmT6kIO7C63aMZmSqFSzM2ZzbonFLiJyJVGiJCIiconZ7VaS4tuRntyS7KzqmLDyHLN5k0GEEAfAfDrRn/Eco/x5WjMouGeSHTARWm6qkiQRERcoURIREbmE4qKeIzn+YcACwPWsZTo9uJG1AGylPj2Zxt/c5kRrxllHLNZYgsNnarqdiIiLXE6Umt16HctW/HvWcZPJxOMdWzPv85+LJTAREZErXV6S9AgAwcTyJoN4jtmYMUjCj+GMZDo9yMXNqfbMlkSCw6dhsSZjyw3CYo3H03urCjeIiFwAlxOlwQO6smbdViZO/ZTEpBQAataoxKBXn8XTw0OJkoiIiBNsNneS4ztgxsbzzGIMgwkiAYC5PMkAxhFFhEttBoW9j6//spIIV0TkquNyotTp6YG8+FwHPp09hvdmfUmlimV5sN3tzPviZ+Z98UtJxCgiInJFOFnJLiWhLempt3Azq5lODxqTN1NjIw3pyTSW0+yC2re6xRVnuCIiVzWXE6XExBTeeud/3NZ8C28MfYmMjEy69x3Lvv1HSiI+ERGRy5JhmMlMb0BuTjA2mz+5OeGkJt2DYfchjCim042n+RiABAIYwmje5wVsF7R82I7FGoun99bifREiIlcxlz+N3dysdH7sPh556G7mzP2OcmVDmfj2q0z/4At+X7SyJGIUERG5bBiGmYSYTiTHP4xh+BQ4ZyGXl5jCGwwjgCQAPuQ5XmcsMYRd4BPzqtoFh2sTWRGR4uRyovTZR29xPDKWF3qN4vCRKAAaN6pL/5efol3rlvR65a1iD1JERORykJbclJhj/c5KkACas5Rp9ORatgCwjib0YDpruKlIz1RVOxGRkuFyovTxvB/44ee/CxzbsHE7T3UdyjNd7i+2wEREREqDk1PozqwiV/B4AtmZ5Yg+2ues+8tyjHEMoDPzAIgjiEG8yWyew36iJPi52fH0WYaX9zYsbolYLPF5R22BqmonIlKCXE6UTiZJdWpXJTw0iL+Xrc8/9/7sr4svMhERkUssNbkZcZG9sNsCTh00peHmfoDcnMoYdt/Tri640auVHHozhRGMoAyp2DHxPi8whNHEE+x0DP7BnxIUNq/Ir0VERFzjcqJUuVJZxo7oRUR4MGazmdtbdyM8LJgP3xtGv4HvsHvPoZKIU0RE5KKKi+pKcnwHTk9+ADB8yMmq7+COU9fdwWKm0ot6bAdgFTfRg+lsoIkLERiYzckEhn7mcuwiIlJ0Zldv6NfrSf5Z8S/3PPAShpG3A3hUdByffvYTvbs/XuwBioiIXCyGYSYtpRGH9rzvOEk6jwoc5gseZTF3UY/tRBPKM8zhVla4mCTlTaULKTtZ0+pERC4RlxOlenWqMvvjb8nNteUnSgALvl1EzRqVijU4ERGRiyUtuSkHdy4g+sjb2HKq4EqS5E4Wr/EWO6jDo3yFDTNT6UltdvIRz2C4+M+txRpLWPlRKtAgInIJuTz1LjklDV9fbxISkgscL18ujNzc3GILTERE5GJJS25K9NGhF3RvK35jKr2oxW4A/qEZPZnGZho6db/JlI5f0AI8vbeqQIOISCnicqK0fOVGxgzvwUefLMRkMlGzeiVqVK/IU0+0Y/GSNSURo4iISIkxDDMxx7uf+Mn5UaTKHGAiL/Mg3wFwnAj6M555PHHudkypePusx83jCJ7em/Dy2aKkSESkFDJVrdvKOP9lp7i7ufHS84/SulVTvL09AUhKTuX7H//io08XkpNzuY0qmfDyCSIjLZ68ikUiJ6lviCPqF1cCu91KckJbcrPLkZNdlsz0G52+14NM+jOe1xmLF5nkYmEyfRjJcFLwO8ed2QSEfEZAyOdKjK4a+rwQR9QvLhcuJ0qnCwz0Iysrm/T0zOKM6SJTZ5XCqG+II+oXl7u8anYPcwHLdLmPH5lMH6qzD4Al3EZPprENR1XwTjKATCrX7oDZfLl9mShFo88LcUT94nLh1NS7e+++1ekGf/1jxQUHIyIiUpIiDw8nI/UWXK1mV429TKIv7fgRgKOU4xXe4Qs6nqetvF+CwsqPV5IkInKZcSpR6t7t0QI/l/H1xmq1kpKahtlkwtfXm6ysHGJi45UoiYhIqRRzvKvLSZIX6QzkLQYwDk+yyMaNibzMKIaShu957zdbYgiJmKnqdSIilyGnEqUHHu2b///btm5B7ZqVmfXRNyQnpwEQHORPt2cfZut/e0okSBERkaKIjexKaqIr+yIZtOc7JvIyVTgIwO/cTW+msJM6eJf5g0DPvVjcErFY4gETVmsFcnOPAIaq14mIXAFcrnr3bJcHeOypgWRn5+Qfi4tPYsr0+cz731h+/GVpsQYoIiJSFLGRXUlJcD5JqskuptKLe/gdgINU4mUm8i0PAgYWazRh5d89IwEy4eVzWGsORESuIC6vZPXwcCc8LOis44GBfnh4uBdLUCIiIkVlGGbio59wOknyIZWxDGIrDbiH38nCndEMpi7b+ZaHTlxlIjh8pkaJRESuAi6PKC36czXT3hnI74tXcSwyBovFTHhoMHfdcRNL/l5bEjGKiIi4JDW5GbHHe2HYA5y42uARvuIdXqEiRwD4iTb0YTJ7qZF/lcUaQ3C41huJiFwtXE6UJr83j737D9OiaWNuvKEB7m5WYuMS+erbP/hiwe8lEaOIiMh5GYaZzPQGJMU9REbazTgzilSXbUylF3fyJwD7qEofJvMjbYEMfPx+xct3I1ZrnNYbiYhcZVxOlOx2g4U//c3Cn/4uiXhERERclprcjLjIXthtAU5dX4ZkhvEGfZiMG7lk4Mk48wvMCGhIpimZcO/X8PLZosRIROQq5nKi5OPjxf1tWlK5cjk83N3OOj9y7PvFEpiIiMi5GIaZjLRrSIh5iuzMejhXrMHgceYznv6U4zgA3/EALzMGar2Kt2k73iUatYiIXC5cTpRGDulOjWoV2bxlF5lZ2SURk4iIiEN2u5XkhLZkpDYhM70h4OH0vdewmWn0pAX/ALCbGvRmCr9yL2HlR+Gj0SMRETmNy4lSw2tq0empgcTGJZZAOCIiImczDDPRRweQntISVwu2+pPISIbTg+lYsZGOF6MZwju8QjYe+AfPVYEGERE5i8uJUnR0POkZmSURi4iICHCqMIMtN4jsrPIkxT8KhqdLbZiw04W5vM1rhBMNwFd04BXe4TCVAAOTKYnA0M9K4BWIiMjl7gKq3s2nb48n+PTzn4mMjMVuFJyqkJtrK7bgRETk6nEyOUpPuZnU5DudLszgyHVsYBo9uZWVAGynDr2ZwiLuPvk0AELLTVbBBhERccjlROmNoS/h5enOvXc3dXi+RatnixyUiIhcXdKSmxIX1R1bbmiR2gkkntEM4UVmYsYgFR9GMpzJ9CGHU5uimy0xhERoTyQRESmcy4nSwKGTSyIOERG5SqUmNyPm6JAitWHCznPM5k0GEUIcAPPpRH/Gc4zyJ5+EX+BveJdZpT2RRETkvFxOlDZu3lkScYiIyFXiZFnvzPSGZGdWJCOtGc6V9nbsBtYwjZ7cyFoAtlKfnkzjb1oCOfgFz8fLe6P2RRIREZc4nSjdf19Lp67TRrQiIuKIYZhJiOlEUlxHXCnrXZhgYnmTQTzHbMwYJOHHcEYynR7knvjnLaz8W5peJyIiF8TpROnJTm3Pe41hGEqURETkLGnJTYk59gqG4VPktszYeIH3Gc0QgkgA4GO68BpvE0VE3jWWaK1BEhGRInE6UXqkc/+SjENERK4gJyvY5eYEk5HWiLTke4ql3VtYwXR6cB0bAdhIQ3ownRXcirvnJkKCPsJqjdMaJBERKTKX1yiJiIicS3FVsDtdGFG8zWs8zccAJBDAEEbzPi9gmFMIjRiNr/+yYnueiIiIEiURESk2aclNiT46tNjas5BLD6bzBsPwJxmAD3mOQQwmO3ADoWUGafRIRERKhBIlEREpFjabO9FHB5746cKr2J3UnKVMpwfXsBWAdTShB9PY4ptBeIWXlByJiEiJUqIkIiIuO7kGyZYbhMUaT3rqjSTHPwRYitx2WY4xnv48wXwA4ghiEG8ym6fxDfqOiPDZRX6GiIjI+VxwolSndlXCQ4P4e9l6ANzd3MjOySm2wEREpHRyvAbJKHK7VnLow2SGM5IypGLHxPt0ZaTb02QFbKZi0IOYzblFfo6IiIgzXE6UKlcqy9gRvYgID8ZsNnN7626EhwXz4XvD6DfwHXbvOVQScYqISClQ+Bqkok21u4NFTKU39dgOwDq3igwObsmugMN4m0biXaTWRUREXGd29YZ+vZ7knxX/cs8DL2EYed8gRkXH8elnP9G7++PFHqCIiJQOdruV2MjeJ34q+hokgAoc5gseZTF3U4/txFrcGFC2Ph2r12F3YLTWIYmIyCXjcqJUr05VZn/8Lbm5tvxECWDBt4uoWaNSsQYnIiKXnmGYiY9+goO7FmC3BVAcSZI7WQzkTXZQh0f5ChsmPgqsxF3Vm7EgoDyGqXgSMRERkQvl8tS75JQ0fH29SUhILnC8fLkwcnM1d1xE5EqSktiS2OP9AbdiatHgHn5lqul5ahpHAFjrFcjwiDrs8CxTTM8QEREpOpcTpeUrNzJmeA8++mQhJpOJmtUrUaN6RZ56oh2Ll6wpiRhFROQSOLp/MtmZtSmuaXaVOcAkXqI9v4AB0RZ33gyvxfd+ZUEjSCIiUsqYqtZt5VKpInc3N156/lFat2qKt7cnAEnJqXz/41989OlCcnIut1ElE14+QWSkxVMcVZvkSqK+IY5cHf3iyL7J5GQVT5LkQQaDLK8xwD4DLyOXXEx8FFSJKSHVSbVcKbtUXB39QlylfiGOqF9cLlz+Fyo7J4dJ0+cxafo8AgP9yMrKJj09syRiExGRSyD6WNdiS5Lu41umWp6jqi0BgBXegYyMqMtuD98ity0iIlKSXE6UrFYLz3R+gDXrt7Jpyy4AWt15C1WrlGPO3O9dHlG68foGDB3YjQ0bdzB89Iz8423uacagV58lJ9dW4Poefceyfed+TCYT3Z55iLtuv4kyZXzYtn0f70yZy7HjMa6+JBGRq9bpG8eaLQkkx7chI60lRUuSDKqxl+luHbg3ZxPY4LjVg7HhtfmpTLim2YmIyGXB5UTp5V6dqVOzCov+Wp1/bP/Bozx4/x30ecmHCZPnOt3W4x1b0651Cw4fiXJ4fuPmXfR65S2H5x5+4E7uvuNmXn39XWJiEnjhuQ6MHdmLp58f5toLEhG5SjneOLZovEhnIG8ygLfxzMkhGxP/C67M1JBqpJuvlGl2IiJyNXC5PHiLpo15eeAE9h84mn9s955DvDZ0Ei2aNXGprezsHLr2eIOjx6JdDYMH2t7GF1//xsFDx0nPyOT92QuoWrkc9etWd7ktEZGrzcmNY225IcXUokF7vmUbdRjGaDzJ4R+fYNpUu5W3w2opSRIRkcuOy/9ymc1mDAfrztysVtzdXSsfu+DbRec8Hx4WxKRxr1K7VlVSUtL48ONv+X3RStzd3ahSuRy7dh/MvzY9I5PDR6OoW7sq/23fW0iL55vuoekgUhj1DXHk8uwXhmEm9nifEz8V/TXUYgdT6MM9/A7AUasno8Pr8FuZsKt0mt3V+Jrl/NQvxBH1i0vn/IU0XE6U/v5nPW+90ZvPvvyF41GxmE1mKlWM4PGObVj056oLCtORhMQUDh2J5P3ZCzhw8BgtmjVh2MBuxMYmcujwccxmMykpaQXuSU5Ow9/f8QJhT69ATObCB9C8fIKKLXa5sqhviCOXa78wDBNxkfdit/sXuS0fUhnCaPrxLu7kkG0yMyeiLrMi6pFpseJVDPFebi7XfiElS/1CHFG/uLQy0uLOe43LidKk6fPo3vURBg/oiq+vNwCpqen89NsyZsz6yvUoC7Fy9SZWrt6U//PiJatp2bQx993bnBmzvsw76MI3lZkZCRSWtZ8q0ShSkPqGOHI59gvDMJMY+xjJ8e2x2/2K2hpPl3mB0WlfUt6eBMASnxDeiKjDQXcfyEw+z/1XpsuxX0jJU78QR9QvLg+ulwfPzmHye/OZ/N58/Px8MOwGKanpJRHbWY5HxVKnVlWSk9Ow2ez4+xUcPfL38yUhMeUcLTgaYjOd57xcvdQ3xJHLp1/Y7VaSE9qSkdqEzIxrwCj6GE9d/mMqL3FnylIADrl58UZ4bf70DT3x5VXpfk9KzuXTL+RiUr8QR9QvLhdOJUpNrqvL+n+3A3Bjk/rnvHbN+v+KHhXQvu3tJKek8uffa/OPValUjmPHY8jOyWHfgSPUrlWFjZt3AuDr402F8mFsK3R9kojI1SMu6jmS4x8GLMXSXhmSGc4IejMVN3LJNJmZEVyVD4KrkGUunmeIiIiUJk4lSuPHvMwdbZ4H4J23Xin0OsOAFq2eLZbA3Nyt9Ov1JMeOx7B772Fub3E9N990Lc/3eAOA7xYu4cnH72Pl6s3ExibQ/flH2LXnEDt2HSiW54uIXK7iIruRnPBwMbVm8DjzGU9/ynEcgN98wxgTXosj7t7F9AwREZHSx1S1bqtLNub35y+zALBa8r6NzLXlbS57R+tuADz1RDvatm5BcHAAx4/HMP2DL1ix6tS6peeeak/7drfj7eXJho07GDfxI2JiE1yMwnTaPFENf8rp1DfEkdLdL2KOdyU1sQPFUUnpGjYzjZdowXIA9rt5MzKiDkt9i6uk+JWkdPcLuVTUL8QR9YvLhcuJ0sezRvFUt6ElFc8loM4qhVHfEEdKX78wDDOZ6Q1IjH2YzPSbKGqS5E8iIxlKD6ZjxSDDZGZ6SDU+DKpC9jmqh17dSl+/kNJA/UIcUb+4XLhczCE5OZWbb7yGVWu2lEQ8IiLigrTkpsRFdceWG1rktkzY6cLHvM1AwsnbCPznMuGMDa/FMbersdi3iIhczVxOlI4cjWbwgK4cj4wlMioO24npcieNHPt+sQUnIiKFS0tuSvTR4hnhv44NTKMnt7ISgD3uPoyMqMNyn+BiaV9ERORy43KiZLGYWbl6c0nEIiIiTjIMMzHHXj3x04VPtQsknjEM5gXex4xBqsmdKaFV+DioEjkmTbMTEZGrl8uJ0tjxs0siDhERcUH00dcwjAuvOmfCznPM4k0GE0Le7uTf+5XlrbCaRLl5FleYIiIily2XEqX6davTvGlj7HY7S5auZfeeQyUVl4iIOGAYZuKiniA9peUFt3EDa5hGT24kb5+6nR6+DA+vwxqfoOIKU0RE5LLndKLUomljRg7pzsbNOzGbzTz2yL0MHDKp2DaYFRGRc0tLbkrMsVcwDJ8Luj+EGN4y9eIZ40vMGCSbrUwKrc6ngRXJ1TQ7ERGRApxOlJ58vC2jx33I4iWrAbj7jpt59qn2SpREREqYYZhJjH2MxNguF3S/GRsvMJPRDCHISATga/+yvB1Wi1irRzFGKiIicuVwOlGqVCGCv5auy//5r3/W8UqfC/tHW0REnJOW3JTYyO7YbRdW/vsWVjCdHlzHRgD+8yjDiIg6rPcOLMYoRURErjxOJ0pWq6VAKfCcnFzcrJYSCUpERCA1uRkxR4dc0L1hRPE2r/E0HwOQaPJkYlgV5gVWxG4q2oa0IiIiVwOXq96JiEjJMQwz6anXkhj7ONmZ1/L/9u47Oorqf+P4e3fTey/0SAsIothFsaAIUvSrooIFGyodKYoUKSqIgoiCFfxZUSmKigpSFJQiCipK7y2k97rJ7vz+CEZSgGzYNPK8zuGcZGb23k+y15gn984dR7f+tlDAQOYwmWfxJx2Az/0b8HJYM5Jd3CqhYhERkXOTQzNKjz9yxxmPvT1vsXMqExGpYzLTryYhZhQYFdueuyNrmM0g2vIPAH+41mNS/YZs9fR3ZpkiIiJ1QrmD0tZ/9tKmdbMSx/YUO2YYhvMqExGpQ5LiHiE9uRcVeXhsJDFMZyR9+LSwLYKYEnA1X0XkaJmdiIhIBZU7KA0e8WJl1iEiUmdlpl19IiQ5xoV8hjKLCUzCl0zsmHibx3g1IpD8wC1UJHSJiIhIIT04Q0SkmhTej9SucLkdJhwJNjewir9ox3RG4UsmG7iCS/mRifXrnQhJIiIicja0mYOISDXISu9AUlx/bAWObfvdgCPMYAR3sRCAeEJ5mhf51P1iIqNG422yV0a5IiIidY5mlEREqlhWegfij43HVhBS7te4kcdoprKTaO5iITbMvMZgWrCTxYG+1DvvKUwKSSIiIk6jGSURkSpkGGaS4vqf+Kx8S+1uZhmvMYQW7AHgZ65mEDPZ55dISOT9mM0FlVStiIhI3eXwjNKyr96ojDpEROqE3Ow2J5bbnTkkNeYgX/A/ltGVFuzhOBHcxwd0D+pHevR4wurPVEgSERGpJA4HpV9/+5ue3a6tjFpERM5phmEmOf7BM17nTi7jmcwOWvE/llCAhRk8SUt28kO9QwSHf6JldiIiIpXM4aV3Hh7uPPbQHTzS93/EJyRjs9mKnX9iyAtOK05E5FxgGGZSE+8hNfEewP2013bnG15lGE3ZD8Bqrmcwr7PLJZTg8Fl4+62rgopFRETE4aC0c9cBdu46UBm1iIicc7LSO5B4fCh2u/9przuPfcxiKN35FoCj1GcE01nAXQSEfETDkM80iyQiIlKFHA5K//fRV5VRh4jIOScz/WoSjo077TWeZPMMU3mKl3DHihVXXmE4zzOOLJOJsHrPaxZJRESkGlRo17tO119OlxuvIiQ4gIeemICLi4Ve/7uJTxcuc3Z9IiK1UkbaNSTGjOHUmzYY/I8vmcmTNOYwAMvpzBBeYzctAQir/zTevn9WSb0iIiJSnMObOfS9twcDH7uLf7bvpXGjSAB8fb3p0rkD/R683ekFiojUFoZhJjuzHccOvEJizFhO9SO2BbtYRhe+4A4ac5hDNOJ2FtOFZUUhyWTOxMtnaxVWLyIiIidzOCjd2v06RoyewQeffINhGACkpKTzzLOv0aXzVU4vUESkNshK78Dh3Z8Td+QlrLnnU9ZMkjeZTGU0f9OWm/mBPNx4jnG0YgdfcvuJ1xiAQUjkTN2TJCIiUo0cXnrn4+3FgUMxpY4nJqYS4O/rlKJERGqTrPQOxB8bf5orDO5iATMYQQOOAfAttzCUWeyjWamr/YIW4uP3SyVVKyIiIuXh8IzS/oNH6dzpylLH7+nVhYNlBCgRkXOZYZhJiBl54rPSs0it2cYqOvE599CAY+wnih58TXe+LRWSzOYUQus9T3D4vCqoXERERE7H4Rmld977ghcnD+H2W2/AxdWFFycP4byoBvj5+TB6/KzKqFFEpMbKyWqHYXiVOu5LOhOYxBBew5UCcvBgKs/wMqPIxbPoOlf3HfgHfYOLawIeXv9ouZ2IiEgN4XBQ2vLnDu59eAw33XAFe/cdIc9qZdPmbaxYvZGMjKzKqFFEpMbKTL2xxBGDe/mElxlFJLEAfMltDOcVDhJ10nV2zJZE6kcNVzgSERGpgSq0PXhCYgrzF3zv7FpERGqdnKx2RR+3ZSuzGURHfgZgN80Zwmssp0uJVxmAiZCItxSSREREaiiHg1LzZo145IHbaNAgHDdX11Ln77r/KacUJiJSk9ntLhw/9Bx2ewj+pDKZZxnIHCzYycKL5xnHKwzHinup11pcEggOf0sPkhUREanBHA5KE8c8wfHYBL5a+hNWa35l1CQiUiMZhpmcrAs4fuhhcrObYwIe5H2m8TRhJACwkDsZwQyO0KjkqwEICPmQgJDPNJMkIiJSwzkclEJDAun72HgKCmyVUY+ISI2Uld6BxONDsdv9AbiILcxhIFeyEYAdRDOY11lFyXuWCpnMqYRGvq5ZJBERkVrC4e3Bf9nwBxe0aVEZtYiI1Ej/PifJbvcjkGTeoD+/cwlXspEMfBjJy7Tjr1OGJLDSqPl9CkkiIiK1iMMzSm++u5A5M58h5ng8CYmp2O3Fl49Mnf6e04oTEaluhmEmKa4/Zmw8wntMYQwhJAHwCX14ipeIof5p2/AP/gyzuaAqyhUREREncTgoTRrXHzc3V7Jz8nB1rdCmeSIitUZq4j20LzjAHG7hUn4H4G/aMIjZrOXaM7zawGTKJjD008ovVERERJzK4aTTollj7rx3JKlpGZVRj4hIjWAYZsxx3Xgp5Wce4SHMGKThx7NM5g0GUEDpXT9LtABAaL0Z2rhBRESkFnI4KG3fuQ9vLw8FJRE55xiGmdzsNuSmX0qf1KM8z3gCSQXgffoymheJI6KcreUQVn+67ksSERGppRwOSqt+2sQLkwazfuNfxMcnYzeK/6X062/XOK04EZGqkpXegaS4/lxWsIc5DOQi/gTgDy5kELNZT4dytmTFP/gzAkM/1UySiIhILeZwULrvnm4A3HTDFaXOGYahoCQitU5Wegc49hjzGElfPgQghQDG8gJv8zh2LOVoxcDLdw1h9acpIImIiJwDHA5Kve4bVRl1iIhUC7Md+hy3MJGW+JMOwFwe4RmmkkhoOVoovBcpOOJF/AJ/qrxCRUREpEo5HJTCw4JOez4uPrnCxYiIVKXLspKZcPwgrew/APAblzCQOfzGZQ614+mzXiFJRETkHONwUFr0yXQM49TnO3Z++GzqERGpdGH5uYyJ303P9FgAEgnmGabyHg+Xc5ndfzy81xDRcGpllCkiIiLVyOGgdO9DY4p9braYaVAvjFu7X8/ni5c7rTAREWdzNew8mHyIwYn78bHbsAPveVzL07mLSSbYwdYMIJuIhtMqoVIRERGpbg4HpcNHY0sdO3gohu07D/DKiyN48PFnnVKYiIgzXZWVxMTYnTSzZgHwu2sDHstfwB+5V1agtcJp9bD6ekaSiIjIucrhoHQqVms+9euHOas5ERGniMzPZUzcLrplxAGQaPbkGZcRzLNOxHBwmd2/TKYMQuvN0jOSREREzmEOB6XHH7mj1DEPd3cuvqgVe/YeckpRIiJny81u55HkgwxM3I+XYceGiTmmx3jW/iJp1oCKNWrKJCD4CyIbLyc3O8mp9YqIiEjN4nBQatO6WaljedZ8tvy5k/kLvndKUSIiZ6NjZiIT4nYSZc0GYL1LNE8UfMbfRruzaNVK4xZ3YzbbMJlOv/uniIiI1H4OB6XBI3TjsojUTPWtOYyP20nnzAQA4i1uPOvbk7dTPwdMZ9W2X/BnmM0FZ92OiIiI1A5mR1/g6+PFoCfuKfr8fz1v4P13JvP8hIEEB/k7tTgRkfJwt9sYnLCPFfvX0TkzgQJMzA1qzOWho3g7dQGFP+oqGnAMIJeg0E+dV7CIiIjUeA4HpdEjHqZ+vcJNG6JbNGHgY3fz2cJlJCSm8OTg+5xeoIjI6dyQEc/y/et5MnEfHoadX9wbcl3IUAblfMnB2Oc4uxmgf3e3e0m724mIiNQxDi+9u+jCaHrdNwqAmzpdwdp1m1m2Yj2r1/zG4vnTnV6giEhZGluzGR+3kxsyEwE4ZgpluDGdBXn3Q56zlsdlE1Z/hna3ExERqYMcDkomk4msrBwALru4De99+BUABQUFeLi7Obc6EZESPOw2+ice4LHkA7gbBlZcmcEIXjDGkoWPk3oxgHwat7zrxH1JIiIiUtc4HJR27T7AQ/ffSp7VSkhwAOt//QuATtddzuGjcU4vUEQEAMPg5ox4xsXton5BLgDL6cwQZrGbaGd2BEBY/RcVkkREROowh4PS9FkfMXzwffj4eDF56jvk5Vnx9fXmycH3MXbi7MqoUUTquKi8LCbE7aRjVuGzi465eDCo4AOWcCcVuNXyDLTcTkRERMAU1aqz4YyG3FxdsebnO6OpKmbC0zuInKxk/v1LskghjY3q5mUvYFDifh5OOoQbBnkmE+8ERTEhZw4p2V2c0IMBZOHp/RdmSzbefivx8tl6ho0bNC6kLBoXUhaNCymLxkVt4fCMkre3Jz1vuZbGjevh7uZa6vykKW87pTARqcMMg24ZcYyJ20VkQR4Aq7xDGefXk3+ybyEz+2ZndIKL2y4aNh3qhLZERETkXONwUJo0rj/NzmvI1r93k5tnrYyaRKQOa56XyYTYHVyVnQLAQUsgI92G8kX2SIwsbyf1YuDtv4iwenOd1J6IiIicaxwOSu3atqB339EkJqU6pYDLLmnD+NH92PLnTiY8/2axc52uu4wH7u1BvYgQDh+N4+25C9m0eRtQuPtev4du58brL8fX15vtO/Yz47UPiTme4JS6RKRq+dgKGJK4j77Jh3HFIAcPpvIML9meIi/Hw3kdmTIJjZyJj/8vzmtTREREzjkOB6X4+GSyc3Kd0nmfu7vSo2tHjpSxW17zpo0Y+3Q/xk54nc1/7OC6jpcwZdIQej84moTEFO64tRM33XAFI8e8QkJCCo8/cidTJg3mwceedUptIlJFDINb04/zTNxuwmyFs9RfchtP8gqHiHJSJ7l4+W7CN2Apnt5/6+GxIiIickYObxc16435DBt4L40aRuLm6oqLi6XYP0dYrfk8OnAyx2LiS53rcUtHNv76Fxs2bcWan88Pqzaw/8BRbr7xKgBu7X4dny9ezqHDx8nOyeXteYuIalyP81s1dfRLEpFqEp2Tyfz925kZ8w9hNit7TA3oylfczhdOCUkmUxoBIR/QJPp/hDd4AS+fvxSSREREpFwcnlGaPH4Anh5udLmpQ5nnO3Z+uNxtLfpy5SnPtWzRhPUb/yp2bNeeg7RqGYWbmytNGtdj955DReeyc3I5ciyOVi2j2LZj3ylaNZ2hojOdl7pLY8OZfG35DD6WxUNZv2HBThZePM84XjGGY8XdCT0Y+Id8TGDIpycFo8p4DzUupCwaF1IWjQspi8ZF9TnzjoMOB6XR42dVqBRH+fn5kJGZXexYekYWUU3q4+frjdlsJiMjq/j59Cz8/X3KbM/DMxCT+dQTaJ7eQWdftJyTNDacx2QY3Jp0gCcPbyPEngnAAnoxghkcpaGTejEICl9KRMPvgQAntVmaxoWUReNCyqJxIWXRuKheOSeezXg6DgelP7fuAsBisRASHAAYJCSmYLc7fx/4M2ZsU/lTeG5Oyilb/G8ve5HiNDacp01OGhPjdtA+Jw2AHUQzmNdZxY1O7MXAN3AR/kHzyMk689UVpXEhZdG4kLJoXEhZNC5qB4eDko+3F6Oe7Ms1HdrjYim8J8lqzWfF6o3MfP1jpz10NjU1Az+/4rND/n4+pKRmkJ6ehc1mx/8U50+trDBnOsN5qbs0NpzB35bPyPg99E49ihnIMLkzyXie1xhCPm7O66jKdrPTuJCyaFxIWTQupCwaF7WFw0Fp5LAHCA7yZ8yE1zh6rHAThiaNInng3h7079eLWW/Md0phO3cfILpFk2LHWrWMYuWPv2LNz2f/waO0bNGkaIbLx9uLBvXD2H7K+5NEpCqZDYO7Uo8xMmEPQbbCP6B8wl2MMmZynHpO68dkTsM/aAkBIZ9powYRERFxGoeD0uWXtqV339Gkpv03c3P0WBw79xzk7dfGOS0off3tGua9MYErL2/H5i3buanTFTRsEMHylRsAWPL1j9zfpxsbft1KYmIK/R/rxe69h9m5+6BT+heRimuXk8rE2J20y00H4G/OZxBzWMu1TurBim/AUrz9NuDh9Y8CkoiIiDidw0HJZrORk5tX6nhGRjaeno49FHL19+8WFnFiCd8137cH4Iau/Thw8BiTprzNkAG9iQgL5uChGEaNnUlySuH9DUuW/khwsD9zZo7Gy9ODLX/uZMyE1x39ckTEiYIKrIyK38PdaccASMOPZ5nMHAZic/zHTRkMPL3XEt7wRYUjERERqVSmqFadHVocOXXyEDIysnjjnQVFs0oB/r480a8XIcEBjHzmlUoptPKYTrqhTutE5WQaG+VlNgz6pBxlePx+AozCP6S8T1+eZhrxhDupFwMP7/VENprspPYqSuNCyqJxIWXRuJCyaFzUFg7/iXfGax8ybfJQvl44i4zMwm2lfH28OXQ4psq2DheRmuPi7BSejTlC2/xYAP7gQgYyhw1c5cRe7PgGLiYkYq4T2xQRERE5NYeDUmJiKo8MmESz8xoSGRmKm6sLx2LidW+QSB0TUpDH0/G7uSPtOAApBDCWF3ibx7FjOYuWDTy8V2C3RWIygZfPBvyCvsJsLnBO4SIiIiLl4FBQcnV1ISQ4gOOxiezdf4S9+48AcH7rppjNpkp5lpKI1CwWw84DKUcYlrAPX3sBdkzM42HGMJVEQs+6fb+gjwkO/9gJlYqIiIhUnLm8F/r6ePF/b02i7309S50bPug+Zr38NK6uzrhZW0Rqqsuykll6YCPj43bhay9gs7klV7CRx5jrhJBkYDJlERTmnJ0zRURERM5GuYPSww/cRkpqOq/OLv2X3gFPTsVkgnvvvsWpxYlIzRCWn8urx7by2eHfaZmXSbLFlYHuw7nM/g+/cZkTeiicjQ6tN0O72YmIiEiNUO6g1OHKC3l1zifk5lpLncvLszJrznxuuuEKpxYnItXL1bDTL+kAK/evo2d6LHZgnscNNLPt5428GdgrvOV38TBktiQQVv85vP3WnXXNIiIiIs5Q7t9yAgP92Lf/6CnP79l3mLCwIKcUJSLVr0NWEhNid9LMWri75e+uDXii4GM2557NQ2MNvHx/IrTedPJyWmMrCMLikqyHxoqIiEiNU+6glJOTR4C/b9Gzk0oKCQkgt4wH0YpI7RKZn8vYuF3ckhEHQKLFlcm+3Zidugij/JPQpZjMKYREzMbH/xcAPL23OqVeERERkcpQ7qD0+5Zt3H1nZ96et7jM8wP73c3mP3Y4rTARqVpudjuPJh9kQOJ+vAw7NuDDwMZM9erJnpiXKVypa3KwVQPfwC/x9t2gWSMRERGpVcodlP7vo6+YO2cC9SLDWLxkJYePxmIxm4lqUp97enXh/FZNeWzQ5MqsVUQqScfMRCbE7STKmg3ARvcGDHcbxq/pj2BPCahgqwZ+QYsIDtdDYkVERKT2KXdQOnI0jkHDX+TJwfcyZ+YzGCcemWQywR9/7WTgk1M5cjSusuoUkUrQwJrNuLhddM5MACDW5M8opvNx3iOQ5+js0ckMfAMVkkRERKT2cmjLqj37DjNg2FQC/H2pFxmKYRgcjYknIyOrsuoTkUrgbrfxeNJBnkg6gIdhJx8LrzGQScZzZOB3lq0XhqSQCIUkERERqb0qtLdvalrGKTd1EJEazDDolJHEuNh9NLalAbCa6xnEbHbQ+qybN5kzCYmYWbRhg4iIiEhtVdGHoIhILdPYms2Yo3HclLcHgKPUZzivsJBeOL5JQ0l2/EM+JjDkU23YICIiIucEBSWRc5yH3caAxP30SzqCOwVYcWUGI3iBsWThc5atF96sGFJvCr7+P599sSIiIiI1hIKSyLnKMOiSEc/YuF3UL8gFYDmdGcJr7Kal07rxC1qokCQiIiLnHAUlkXNQVF4WE+N2ck1WEgCHaMQwXmUJt3H2y+wKmc0pBJ/0AFkRERGRc4mCksg5xMtewKDE/TycdAg3DHJx4SVG8yLPkIPXWbdvNqfg478aL9+NeoCsiIiInNMUlETOBYZBt4w4xsTtIrIgD4Af3FvQP28p+2l+Vk2bzJn4+i9XOBIREZE6RUFJpJZrnpfJhNgdXJWdAsAhV0/G+v6PT5I/5myW2ZnMafgHLSEg5DOFIxEREalzFJREaikfWwFDE/fRN/kwLhjkmsy8ERzF20HnsXfvGxVstXAXu4CQDxWQREREpE5TUBKpbQyDW9OP80zcbsJsVgCW+4TxfHhLjrl5kpxwL3a7f4WaNlsSCIl4C2+/dc6sWERERKTWUVASqUWiczOYFLuDS3NSATjg5sWk8GjW+oRgGGZS4nuTlnSfQ216+f6At+9mLC7JugdJRERE5AQFJZFawNeWz5MJ+7g/5TAWINtkZnZIU94LaozVbCYrvQOJx4c6OJNkYDKlE1Z/psKRiIiISAkKSiI1mMkwuCMthqfidxNiywdgqW84U8NbctzVA4Cs9A7EHxvvYMuF9yKF1pulkCQiIiJSBgUlkRqqTU46E+N20D4nDYA9bt5MiohmvXdw0TV2uwuJsUNOfObIDnd5hNV/SfciiYiIiJyCgpJIDRNQYGVEwl56px7FDGSaLbwW0pQPghqRbzIXXVe43G4IdnuAw32ENZiAt++fTqtZRERE5FyjoCRSQ5gNg7tSjzEqYQ+BJ5bZfeUXwdSwFsSfWGb3r4ottwMwMJvT8fLZ6oSKRURERM5dCkoiNUC7nFQmxe7kgtx0AHa6+zAhIprfvIJKXWsYZhJiRp74zJHldoX3JYVE6r4kERERkTNRUBKpRkEFVp6K38NdaccAyDC78EpoUz4ObIjtpGV2/zIMMzEHp2AYXg73ZTKnExo5S/cliYiIiJSDgpJINbAYdvqkHGV4wl787QUALPKvx0thzUl0cS/zNVnpHUiIGYphOP4wWW+/ZdrhTkRERMQBCkoiVezi7BQmxe6kdV4GAP+4+zIxohVbvAJO+ZqK35Nkx2xJVEgSERERcZCCkkgVCSnI4+n43dyRdhyANLMLM0KbMT+wIXbTqe81Ort7kkyERLylkCQiIiLiIAUlkUrmYti5P+UIwxL24WsvwA58HlCfGaHNSXZxO+1rC0PSsArdk2RxSSA4/C3dkyQiIiJSAQpKIpXosqxkJsXtpGVeJgB/efgxIaIVWz1Pf5+RYZhJTbyHtKT/YRh+DvZq4B/yEYEhn2omSURERKSCFJREKkF4fi7PxO+mZ3osAMkWV14Obc6CgPoYJZbZGYaZ3Ow22AqCsLgkYysIIDF2GIbduwI9G/gFLSIo9BMnfBUiIiIidZeCkogTuRp2Hkw+xODE/fjYbdiB+QENmBHWnDSLa6nrs9I7kBTXH1tB6ElHC+8tcpyBb+AigsPnVrB6EREREfmXgpKIk3TISmJC7E6aWbMA2Ozpz8TwVmzzLHvpXGb61SQcG1fGmYqFpJB6L+Dr/3MFXisiIiIiJSkoiZylevk5jI3bRdeMeAASLW5MC2vOF/71Si2z+1dG2jUkxoyhYqGoNL+gjxWSRERERJxIQUmkgtzsdh5NPsiAxP14GXZswIeBjXg1tCkZZSyz+1dSbD/SU+7AWSEJUw5BYfOd05aIiIiIAApKIhVybWYCE2J30SQ/G4BNngFMjGjFTg/fU77GMMwcO/Ay+Xnn45yQZAAQWm+6drcTERERcTIFJREHNLBmMy5uF50zEwCIt7gxNbwlX/lFQBnL7AzDTE5WWzJSupOdeSVw6pmmivALWoiP3y9ObVNEREREFJREysXdbuPxpIM8kXQAD8NOPibeD2rE6yFNybQU/8/IbnchPaU7OZkXk5vTFgxPp9djNqcQHDEbH3+FJBEREZHKoKAkcjqGQaeMeMbH7aRRfg4A672CmBgRzV53n5MuK3wWUmriHeRmXwaYnV0I7p5/4hu4HBeXJDy8/tFyOxEREZFKpKAkcgqNrVlMjPmba9NiADju4s4L4S35zje8aJmdYZhJSehNesodFXxA7Jlp9khERESk6ikoiZTgYbcxIHE//ZIP4m4YWDExL7gJc0KiyDb/959MZvrVJMSMAsPD6TWYzJn4+i/Hy3ejZo9EREREqoGCksi/DIMuGfGMjdtF/YJcANb5RfBsSDMOuHsVbsyQ2Zbc7HbkZF2INbc1Ttviu0geASGfERDymcKRiIiISDVSUBIBzsvLYkLcTq7JSgLgqKsHz4dF83NENNlZaaQm3E1aUi8Mw6uSKjBw9dhG/SajFJBEREREagAFJanTvOwFDE7cz0NJh3DDIM9k5u3gJrwVHEWOyY3MmNtJjO1RKcvr/mPg4b2eyEaTK7EPEREREXGEgpLUTYZB9/RYnonfTWRBHgCrvEMZ43crO3JvIOfApRRYm1Dp/4mYcgiJmIFvwM+V24+IiIiIOERBSeqc5nmZTIjdwVXZKQAccvXkac/HWZDxAkZWZS2tO5mBm8d2AkM/wNP7by21ExEREamBFJSkzvCxFTA0cR99kw/jgkGuycyrPtczMWMhefmBVVKDyZxCiLb6FhEREanxFJTk3GcY3JZ+nGfidhNqswKwzCecQXkL2JdxDc7fue5kGfgFLcHd4ygWl2Rt9S0iIiJSSygoyTktOjeDSbE7uDQnFYB9LoEMNb3It5n9qLyAZODh/SsBwYsVjERERERqKQUlOSf52vIZnrCX+1KOYAGyTK48Z4xnZsFTWHGvxJ4NfAMXERIxtxL7EBEREZHKpqAk5xSTYXBnWgyj4ncTYssHYKH5Zobb3+EojSq3b1MKIZG6/0hERETkXKCgJOeMNjnpTIzbQfucNAB2uYQyoOADVtu7Vk6HphT8g77Bzf2Y7j8SEREROccoKEmtF1BgZWTCXu5JPYoZyDRbmOreh5dy5lKAm5N7s+IbsBRvvw0KRiIiIiLnMAUlqbXMhsHdqUcZmbCXwBPL7BZ5tWJEwRwO51yHczdrsOIf/BmBoZ8qHImIiIjUATU6KK1b9T5Waz7GSce++XYNM2d/TPsLW9G/Xy8aN4wkPiGZD+cv5YdVG6qtVqla7XJSmRy7k7a56QBsszRggG0ea7M7O7EXK57ee/EL+ghP7z8VkERERETqkBodlAB6P/gMsXGJxY4FB/kz7fmhvDr7E1as2sgFbZsz7bmhHD5ynJ27D1ZPoVIlggqsPBW/h7vSjgGQhhfjeY43bEOwOWU42/Hw3nRia+9tePkEkJOVDMXiuoiIiIic62p8UCpL505XcuRoLN8u+xmA37ds55cNf9LjlmvPEJTOtBSrMh88KmfDYtjpk3KE4Ql78bcXAPB/9GU004gn3Ak9GLi4HqT+eYMxmwvKOK+xIWXRuJCyaFxIWTQupCwaF9XnzH8Er/FBqX+/XrRp3Qxvb09W/7SJ19/8lJYtmrB7z6Fi1+3ac5BO111+ynY8PAMxmc2nPO/pHeS0msW5LspIYNzh34k+8dDYP80tGWCfxwY6OKkHK/Wi3iQg+FfAr9RZjQ0pi8aFlEXjQsqicSFl0bioXjlZSWe8pkYHpX+27+X3Ldt4ftq71IsMZfL4AYwY+gD+fj4kJKQUuzYjI4sAf59TtpWbk8KpUrund9CJ5VVSk4QU5DE6fje3p8UAkGp24QWfW3glfTF2LE7owcDTZw3hDV7CZLKTk1X6Co0NKYvGhZRF40LKonEhZdG4qB1qdFB6fPDzRR8fOnycN99dwLTnh7H1790VnKksa4rNdIbzUtVcDDv3pxxhWMI+fO0F2IHP/Rsw1jyaAykDcMo0tSmF0DM+HFZjQ8qicSFl0biQsmhcSFk0LmqLGh2USjoem4iLxYLdbuDvV3z2yM/Ph5SU9GqqTJzl8qxkJsbtpGVeJgB/efjxlO89rEh6BcPufZatG3h4/3piowY9A0lERERETq3GBqXmzRpx841XMfutz4qONWlUjzxrPhs2baVr5+L3p7RqGcX2nfurukxxkvD8XMbE76ZHeiwAyRZXXgptzlt5z5KWcBdnO4tkMmcSEjHzDDNIIiIiIiKFTr27QTVLSU3n1m7Xct893XB1daFhg3D6PXQ7Xy/9iWUr1hEZHkKPWzri5urKlZddwJWXXcBX3/5U3WWLg1wNO/2SDrBi/zp6pMdiBz4OaECnplfzRt5E0lLONiQZePn+SOMWvRSSRERERKTcTFGtOtfYxZHt2ragf79eNI1qgDW/gO9/WMc78xZjzc+nXdsWPDnoPho3iiQ2LpG35i5izS+bK9CL6aQb6mrst+Kc1CEriQmxO2lmLdxFYbOnPxPCW/NbwTUkxfXHlt+YswlJJnMKIRFnug/ptC1obEgZNC6kLBoXUhaNCymLxkVtUaODUtXQYK1q9fJzGBu3i64Z8QAkmL0Y696XebkTsBshcJY72vkFzcfL5w8n3IeksSFl0biQsmhcSFk0LqQsGhe1RY29R0nOPW52O48kHWZg4gG8yKcAC7MZwET7ZNJyApzQg4HZnE5Q2EfaqEFEREREzoqCklSJa9JTGXcsjuYUPih4LdcwiNn8zQVO6qHwLzIhkbMUkkRERETkrCkoSaWx210ISLiSScnruZVNAMQQyUim8ym9ccrzkIrkEFZ/Ot5+65zYpoiIiIjUVQpK4nSGYSbtyDAGZ21gNC/gSS75uDCLoUzmWTLwc2JvufgHLyAw9FPNJImIiIiI0ygoiVNlpHTkytjzeZX+nMcBAFZxA4N5nR20dmpf7h5/EtnkGQUkEREREXG6GvscJal9PPYN54PYdXzN/ziPAxyhAb1YwI2sdHJIMoAshSQRERERqTSaUZKz5pZv5r69bRhFT9yxYsWVGYzgBcaShY+TeyvctCGs/gyFJBERERGpNApKUnGGweX7r2Oa9S0asQyAZdzMEF5jDy0qpUuTOZ3QyFnatEFEREREKpWCkjjEMMzkZLWlfloYU9OX05mxABykMcN4la+4FeftZmfH3fN33D33YTLZ8fD6C0/vvzWTJCIiIiKVTkFJyi0zrSO5MY8xjpd5kmdwpYBc3JnG00zjaXLwckIvNiwusQSFv4G37xaFIhERERGpFgpKclp2uwspibeSntSbu1nKDC6kPjEAfEN3hvEq+2l6Fj0U4OG9AXePw5oxEhEREZEaQ0FJSjEMM1kZ7Ug8PhTDHsH5bON1enI9PwGwj/MYyiy+pXsFe7Dh5r6NwLD5eHr/pWAkIiIiIjWOgpIUk5F6LYnHnwJc8CONCYxgCK/hgo0cPJjCGF5mFHl4VKB1G/7Bn+jhsCIiIiJS4ykoCQUFHhw7OAp7/pX8+2it+/iIlxlFBHEAfMH/GM4rHKJJBXowcPdaQ2SjaQpIIiIiIlIrKCjVQTabG7FHn8CafQPgRmE4Ktyp7gL+Yg4DuZrC7bd305zBvM4P3FzB3goIrTcVH/9fnFG6iIiIiEiVUFCqA+x2F2KP3UVeZm/AwsnB6F8BpDCZZxnAG1iwk4UXzzGemTyJFfcK9Grg4b2GiIaaRRIRERGR2kdB6Rxls7kRd+wx8rJuBlw51bONTNh5kPd5kdGEkQDA59zFSKZzlIYV6NkA0mjc8l7M5oKKli8iIiIiUq0UlM4hdrsL8cfvJCf9fgpnjk7/4Nf2bGYOA7mCXwHYTisG8zqr6VTBCmwEhU/DP2hNBV8vIiIiIlIzKCidI5LiHiE9+Q4KA9LpBZHEC4zlMd7BjEEGPkxkIq8xhAJcK9C7HQ/vtVpmJyIiIiLnDAWlWsRmc+P44YHk595I4WxRDnAEaE55ApIZG48ylymMIZhkAD7mXkbxMrFEOliNHYvrUfwCluEX9JWW2YmIiIjIOUVBqQaz212Ii+lFbkZvCt+qkpsw+ACtytXW5WxkNoO4hM0AbKUtg5jNz3R0sCpt0iAiIiIi5z4FpRrIbnfh2IEpFFgv4Ez3GZ1JCAm8yGge4T0A0vBjPM/xBgOwlfvtNwAbfsEfEBjyhWaPREREROScp6BUwzhyr9HpWCjgCd7iOcYTSCoA/8eDjOZF4gl3oCVt0CAiIiIidY+CUjWy211ITepJespVGLYoCrfxdjvrdjvwC7MZxIX8BcAWLmIQs9nAVeWtDIvrQYLD38XL508tsRMRERGROkdBqZo4a+boZBEcZxpP8wAfAZBMIGN5gXd4DPtp+zFO/MsiKGIGfgG/KhyJiIiISJ2moFQNkuIeJT35Tqe150I+g5jNJCbgRwZ2TMzlUcYwhSRCynjFv8HIjofPSsLqzcFisTqtHhERERGR2k5BqYqlJV9/IiSd3SYN/7qWn5jNINqwDYBNXMpA5vA7l5ZxtR3IJ6JJXzw9U5zSv4iIiIjIuUhBqQod2z8La15LnBGS6nGM6YykN58BkEgwo3mR93gYA/OJqwpnjlzdd+Djt07POxIRERERKScFpSpyeM88bAX1OduQ5IqVYbzKs0zGhyxsmHmLJxjPc6QQdNKVdty8FlO/8dyz6k9EREREpC5SUKoC8TGPOiUk3cgKXmcw0ewCYD1XMpA5/MlFJ66w4+K6B9+AH/EL+kazRyIiIiIiFaSgVMnsdhey0m7nbEJSQw7zCsO5k8UAxBHGU0zlI+7FwITF5QiBYW/j47dZu9WJiIiIiDiBglIlS0/pTkW3AHcjj5FMZywv4EUOBZj4KLAhr4Y2JcPyOU343LnFioiIiIgIoKBU6Qqs9Sr0uq58xyyG0py9APzqFcik8Gh2evg6szwRERERESmDglIlc3GLcej6KPYzkye5la8BiDX78mJEE772iwCTc7YUFxERERGR0zOf+RI5G36BSwEbhVt1n5oH2UxgAttpza18TT5m3glqQudml/K1f6RCkoiIiIhIFdKMUiUzmwvwC1pMenIvCsNSycBj0IOvmWXqT5RxHID1XkFMjIhmr7tPVZcrIiIiIiIoKFWJ4PB5AKQn38HJGzs0YxevmR6nq7EGDIhxceeF8JZ87xuuGSQRERERkWqkoFRFgsPnERj6Aekp3XHLC2JU/v8xKGcF7oYdKybmBjdhTkgUOWa9JSIiIiIi1U2/lVchs7mAHu5zmZq8nXoFuQCs8Q5mcng0B9y9q7k6ERERERH5l4JSFZsZ8zdBtnyOunrwXHg0K3xCtcxORERERKSGUVCqYi+EtSTQls/8wAbkmiv2IFoREREREalcCkpV7MuAij2AVkREREREqo6eoyQiIiIiIlKCgpKIiIiIiEgJCkoiIiIiIiIlKCiJiIiIiIiUoKAkIiIiIiJSgoKSiIiIiIhICQpKIiIiIiIiJSgoiYiIiIiIlKCgJCIiIiIiUoKCkoiIiIiISAkKSiIiIiIiIiUoKImIiIiIiJSgoCQiIiIiIlKCgpKIiIiIiEgJCkoiIiIiIiIlKCiJiIiIiIiUoKAkIiIiIiJSgoKSiIiIiIhICQpKIiIiIiIiJZiiWnU2qrsIERERERGRmkQzSiIiIiIiIiUoKImIiIiIiJSgoCQiIiIiIlKCgpKIiIiIiEgJCkoiIiIiIiIluFR3AdUpPCyYkUMf4PzWTcnJyWXlj7/y1txFGIY2AqzL1q16H6s1n5NHwTffrmHm7I+rrSapHpdd0obxo/ux5c+dTHj+zWLnOl13GQ/c24N6ESEcPhrH23MXsmnztmqqVKrSqcbFLTdfzTMjHya/wFbs+oHDprBj14GqLlOqWHhYMEMH9uHCC1pis9nYuOlvZs2ZT2ZWNs2bNmLowD40b9qIlNR0liz9ic8WLqvukqUKnGpc+Ph4sXj+dPKs+cWuf/e9xXyqsVFj1OmgNGXSYHbtPkiv+0YRGODHy1OeJDklnc8XLa/u0qSa9X7wGWLjEqu7DKlGfe7uSo+uHTlyNK7UueZNGzH26X6MnfA6m//YwXUdL2HKpCH0fnA0CYkp1VCtVJXTjQuAP7fuZvCIF6u4KqkJXnphGLt2H+SO3iPw8fFi6qTBDHribl55/WNeemEYX3+7hpFjXqFRw0hmThvJ8eMJrPllc3WXLZXsVOPi/Y+/AeCGrv2quUI5nTq79C66RROaNW3Im+8uICsrh6PH4vh84XJu7XZddZcmIjWA1ZrPowMncywmvtS5Hrd0ZOOvf7Fh01as+fn8sGoD+w8c5eYbr6qGSqUqnW5cSN3l4+3Fzl0HeHPuQnJy80hITOH7H9bR7oKWXHVFO1xdXPjgk6/JzbWye88hvvluLT31+8Y573TjQmqHOjuj1LJFE2JjE8nIzC46tmvPQRo3isTL04PsnNxqrE6qW/9+vWjTuhne3p6s/mkTr7/5KTm5edVdllShRV+uPOW5li2asH7jX8WO7dpzkFYtoyq7LKlmpxsXAOFhQbz60khatogiIyOLuR98yQ8rN1RRdVJdMrOymTr9vWLHwsKCSExMIbp5E/buP4Ld/t+C7t17DtKz27VVXaZUsdONi3+Ne7ofl158PhaLmaXfreXd97/EZrOVbEqqSZ2dUfL38yEjI6vYsfQTn/v7+1RHSVJD/LN9L79v2cY9fZ/m8cHPcX7rpowY+kB1lyU1iJ+fT7E/skDhzw/97KjbUlIzOHw0ljnvLKBnr6G8/d5ixo56hPYXtqru0qSKRbdowp233cgHn3xz6p8Xfj6YTKZqqlCqw8njIj8/n63/7GHtL5u5vfcIRo2ZSecbr+Sh+3tWd5lykjoblAD9gJIyPT74eb75bi35+QUcOnycN99dwE2drsDVtc5OwEoZ9NNDStrw61+MfOYV9uw9TH5+Aat+/JU1P2+mW5drqrs0qUJtz2/GzGkjeXPuQn7fsh2Asn7dsNvtVVyZVKeS4yIpOY3+Q19g7bot2Gw2duw6wIfzl3LLzVdXd6lykjoblFJSM/DzK/7XX38/H+x2O6mpGdVUldREx2MTcbFYCAzwq+5SpIZIPcXPjxT97JASjsclEhIcUN1lSBXpcOWFTJ8ynFlvzC9appmaloF/GT8v0tIztctuHVHWuChLbFwiwUH+VViZnEmdDUo7dx8gPCy42A+vVi2jOHgoRvei1GHNmzVi0BP3FDvWpFE98qz5JCZpNzMptHP3AaJbNCl2rFXLKLbv2Fc9BUmNcFv367nh2kuLHWvSqB4xxxOqqSKpSm1aN2Pc0/0YP3kOy1asLzq+c9cBmp3XEIv5v1+5oltGsX3n/uooU6rYqcbFxRe14oE+PYpd27hRPY7HasfdmqTOBqU9ew+zc9cB+vfrhZeXB40aRnL3nTfz5Tc/VndpUo1SUtO5tdu13HdPN1xdXWjYIJx+D93O10t/KnYjrtRtX3+7hksvPp8rL2+Hm6sr3bpcQ8MGESzXTft1mqubC8MH3090iyZYLBZuvP5yrrj8ApZ8s7q6S5NKZjGbGT3yId58d0Gp56lt2LSVrOxc+t7XE3d3N1pHn0f3rh358mv9vnGuO924yMzM5uEHbqXzjVdisViIbtGEPr266PfQGsYU1apznf3tLzQkkKeHP8hF7aLJys5lyTc/8t6HS6q7LKlm7dq2oH+/XjSNaoA1v4Dvf1jHO/MWY83PP/OL5Zyx+vt3AXCxWAAoOLEL0b/PvLj26ot5ol8vIsKCOXgohlfnfMJff++unmKlypxpXPS9twfdu3YkODiA48cTmPPO56V2SJRzT7u2LXjj1TGlHh4K0LvvaLy8PBg1rC/RLaNISUnjo0+/ZYl+IT7nnWlctGzemIcfuI2GDcLJzMxm0ZKVfPzZd1qSWYPU6aAkIiIiIiJSljq79E5ERERERORUFJRERERERERKUFASEREREREpQUFJRERERESkBAUlERERERGREhSURERERERESlBQEhERERERKUFBSUREREREpAQFJRERqVYXtYtm3ar3cXN1re5SymXmtJH0e/D2auk7umUUX372CoGBftXSf3VwdXXho7nPc+P1l1d3KSJSxygoiYhUwGUXn8+6Ve8zfMj91V2K05wusLzz+ngefuC2qi/qDNatep+fls1l9ffvlvrXpnWzSunzyaen8+77X1RK26fj5ubK5HH9ee2NT0lJSS927q3XxrJm+VyCAv2LHY8ID2Hdqvdp1DCyVHuTxvVn7FOPFrvuxzK+j6u/f5eQkAAAFn0ynZVL38bTw71Ue3ff0Zl1q97nlpuvLnXuTPVNnTyk1GsefuA2xj71KPn5BTw/7V1GDutLWGjQ6b9JIiJO5FLdBYiI1Ebdb7mWFas3ctP1lzP7zc+w5udXd0l11tPjZ/Hrb39XdxmVruct12LNz+fHtb8VO96kcT2iGtdn0+/b6HpzBz757LsK99H3sWc5fOT4aa/Jyc3lmqvb88PKDcWO33TDFaUCXHnra3t+My67pA2bfv+nzD537TnEX1t30eeurrw65xMHviIRkYrTjJKIiIP8/Ly5+qqLmPv+l6SmZ9Lx6vZF596ZPZ6H7r+12PVDB/ZhxtQRAISHBTPtuaF8+8XrfL9kDuOe7oeXlwdQOKOzYulb3HV7Z374+k3Ob90UgCce7cUXn85gxdK3eO+tibRr26KobX8/H2a9/BSrv3uH99+ezJWXXcC6Ve8TER5yxv7OxjUd2vP+O5NZufRtFn0ynTv/d2PRuddnjOaJR3sVfd6oYWSxmhZ9Mp0H+vRgwUcvMXLoA8XanfXyUwx64p5ixx68rydvvTa2wrXWjwxlxtQRfPflbL77cjYTxz6Bj7cX8N+Mxm09ruf7L2dz4/WXc8vNV/P+O5PpctNVLPpkOiu+eZNJ4/pjsVhKfX0PP3AbL04eQp+7u/L1wll8v2QOQwf2Ker7TO/PvffcwuL501n17dt8+v5UOt945Sm/jtt6Xs83360tdbx7146s2/gnK1ZvpNvN11T4+1ReG37dys2drip2rH69MPz9fTlwKKZC9b3z3mKeHHQvLi6WU/a7ZOlPdOt6zWmvERFxJgUlEREHdb2pA3v3HubosTh+WLmB7l07Fp37cc1vdOzQvtj1HTu0Z9VPvwIw7bmhxCUkc3vvEfR+cDShIYEMevy/YOBisdCgQTjd7xzCtu376HLTVXTt3IHHBz/PzT378/O6LbwwYRBmswmAZ0Y+jKurhVvvfpLxz83h0YeK3ztzpv4qoul5DXj+2QHM+2AJN986gCkvz6P/o7248rILyt3GTTdczpNPT2f6rA+LHV+2Yh03Xn85JpOp6Nh111zC8hKzF454esRDJCal0LPXUHr3HU2jhhE8eH/PYte0bxfNHfeOZOWPhe9TZHgI0S2iuO+RMTw26Dmu6dCea69uX1bztG3THBeLC3f0GcG4SbO56/bOtGoZBZz+/WnTuhl3/e8mBgybQqdujzPz9Y8ZNawvAQG+pfoIDvInqnF9tvyxo9hxFxcLXW68iuUrN7B23WZCQwK4oE3zCn+vyuOX9X/Qrm2LYvdJde50BT+t/b3UteWt75vv1pKVlUPvXl1O2e9ff+/Czc2V1tHnOecLERE5AwUlEREHde/akWUr1wOwfOV62l/YqmiGYPWa32jWtCHhYcEAtGzemKBAf9b+soXollFERdXnjXc+Jy/PSmpqBu99uISbT5pFcHNz5cuvVmG1Fi7l+2HVBvo89AwJiSnY7QYrf/yVwEA/wsOCMZlMXH5pWz5duJyMjCyOHI3jq6U/FrVVnv7KsuzrN0rdo9IqOuq/r79LR37bsp2f123BZrOx5c8drNv4F52uv6zc38ONm/7mWEx8qeM/rf0db29P2l8YDUC9yFCaNK7H6p82nbKtac8NLVXvvDcnFp0fOWYmM2Z9REGBjbT0TH797W+iWzQp1sb3K9aTnZ1b9LmXlwfvvLeY3FwrBw7FsG//ERo3qldm/3a7nY8+XUp+fgGb/9hBSko6TRrXO+P74+vjhd0wyM21ArBp8zY69+hPampGqT6imtQHYP+Bo8WOX33VRdjsdn7b/A+5uVbW/LKZbl1Kz9p88M7kUt+j6zteWq7rpkwcVOyajMxsNv3+N52u++/9vvH6K/hhVekwW976DMPgldc/5v7e3QkNCSx1HiA7O5f4+GTOa9KgzPMiIs6me5RERBxwfqumNGwQwaoTMw8xxxP4Z/teunW5mnkfLCEuPokduw7Q8er2LPxiBR2vvphff/ubzKxs6tcLw8Vi4bsv5xRr02IxE+D/3yxCbFxS0cceHu4MHdCHKy67AF8fr6Ljrq6u+Pl64+bmSmxsYtHxHbsOFH18pv5S00r/Qg7QpeeAUvdcvfP6+KKPIyNCOHS4+BKrYzFxtD2//DMZsXGJZR7Pyc1j7S9b6NzpSjb/sYNrr76YTZv/IS0985RtnekepVYto3j8kTtpdl5DXFxdsFjM7Np18LT1pKVlkp3zX3DKzbXi7u52iq8lCcMw/rs2z4q7m9sZ35/f/9jO7r2HWTx/Br9v2cbGTX+zbOW6ouB0Mn8/HzIzs7HZ7cWO9+h6LSt/3IjdXtj/shXrmTp5CK/O/oSc3Lyi68q692jSuP6l+inPPUpQGCwf6NOdRV+upHmzRhiGwZ59h0tdV976ALbv3M/qtb8xuH9vnn3ujTL7TUvLKHPGTUSkMigoiYg4oMctHbFYzCyaP73omKuLC2GhQbz34VcYhsHqE8vvFn6xgmuvuZgPPv4GgLw8K9nZOdzUo/QvqCez2f77ZXjEkAdoel4DBgybwtFjcdSPDGXBxy8DYDqx/K6goKDoesP+3y/s5e3PUa6n2Mb7pKxQjMVsKnXs5K+xpGUr1vH8swOZPutDOl59MYuXrKxQnVA4a/PyC0/y5TerGTnmFbKzc+n34O1cevH5p63Hfqovpgwnf89Pdqb3Jz+/gKfHvUqz8xpy9VUXccdtneh9Vxce7j+RrKyc0v2U+Dw8LIhLLz6fiy6Mpme364qOe3l60On6y1n6fen7mZxlw69/MXrEQzSoH07nG64sczapIvW99e5CPv3gRdpf2KrMfg3AVHo4iYhUCgUlEZFy8vRwp9N1l/Hyqx+w+aR7RTw93Hl3zrNc0r41v23exo9rfqP/o3fSOvo8IsND+GX9HwAci4nHy8uTyIgQjp+YZfDy9MDF1UJ6elaZfbaOjuKb79Zy9FgcAC2aNyk6l56eSYHNRkR4SNFN9CcvkatIf+Vx7Hg8jUtsN924YSTHjhcupbNa8/E4afalfr0wh9r/fct2snNy6d61I+c1qc/PJ75/FdGoUSTe3p58umBZ0dK6Fs0bV7g9R5zp/bFYLLi7u7J3/xH27j/CR/OX8sn/TeHS9ufz08/F7/dJS8/E18cLi9lcNKt0y83XcOhwDKOffa3Ytb17daFbl2sqNSgVFNhY/dMmru94Cdd1vITBI6aVuqYi9aWmZTDv/S8ZPvg+1vyyudT5AH9fUspYmigiUhl0j5KISDl1uv5y8qz5fLf8F47FxBf927v/CL9s+LNoU4e4+CR27T7EwMfvZv2vW4uWGB04eIyt/+xh2MB78ffzwcfbi1FP9uXZ0Y+dss/jsYlEt4zCxcXC+a2actMNhQ/dDA0JwG43+GvrLu6+82a8vT1p2CCcHl2vLXptRforj+Ur13PpJW246op2WMxmLrukDVddcSHLflgHwNFjcVzSvjW+Pl4EBfpzW4/rHWrfMAx+WLWBJx65k5/X/0FeXumlaOUVF5+EzWanTeumeHi4cdftnQkK9CMw0A+LuXL/F3im96fPXV2YPmV40T05jRvXw8/Pp8x7tw4cPAb8d6+SyWQqDBvLfi42Fo/FxLN4yUouaNO8zGcnOdOyFevp2e06EhJTSi1dPJv6vvh6FQU2G91L3Mvk5elBWFhQqfu0REQqi4KSiEg5de96DStWbaSgwFbq3LfL1nJNh/b4+noDsHrtb1x4Qcuie5n+NfGFtzCZTSyaP53PP5qGxWzm+ZfmnrLPN+cuJKpxPZYteYPHHr6DV2Z/zJqff+fF54bSonljpk5/D18fL75ZOIsxox7lw/mFy/wMw16h/spj2/Z9vDj9Pfo/2otlX81h4ON3M3HKW/y5dRcA8xd8R0ZmNks+n8nMl0ayYPEPDvex7Id1+Ph4lbmkq6SyNnNY/f27PHT/rSQmpvLWvIWMeepRFs+fgZ+fN5OmvI2bqwtvzqr4luPldbr357NFy9l/4Cj/9/YkVi59m+fGD+DNdxeUea9PUnIaBw4d4+KLCpekXdq+NSHBASxfsb7UtQcOxbBtxz66d3V8q/CyNnNY/f27ZT5EdtuOfRTYbGW+R2dTn91uMPP1jwkpsalDu7YtsFrz2b5zv8Nfl4hIRZiiWnUu/0JsERGpcVxcLEXhrf2F0bz60lPccEu/MgNdbdH+wmjGjHqUXveNKrZRQm3krPfnzttu5Nbu13H/o+Mqo8wab+rkIcTFJemBsyJSZTSjJCJSi40e+TAzpo7Ax9sLb29P7unVhd+3bKvVISk4yJ8hA/rwyeff1fqQ5Mz35+vv1uDu7sZ111xSCZXWbM2bNeLCC1oyf8H31V2KiNQhmlESEanF/Py8GTXsQS65qBV2w2DrP3t45bWPSEhMqe7SKuT+3t24755uLFuxnlfnfFLrg5Kz35/ollFMnTSYh/tPJCUl3cnV1kyuri7Me2MCH85fWvRAYBGRqqCgJCIiIiIiUoKW3omIiIiIiJSgoCQiIiIiIlKCgpKIiIiIiEgJCkoiIiIiIiIlKCiJiIiIiIiUoKAkIiIiIiJSgoKSiIiIiIhICQpKIiIiIiIiJfw/4EBtCdPWrFMAAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "This scatter plot shows the relationship between Average Hourly Earnings (AHEMAN) and the Consumer Price Index (CPIAUCSL) with the regression line superimposed. The plot indicates a strong linear relationship between the two variables, which is consistent with the high R-squared value from the OLS regression.\n", "\n", "This visual representation confirms that as average hourly earnings increase, the consumer price index also tends to increase, which supports the hypothesis that wage growth is associated with inflation." ], "metadata": { "id": "jm1qPFyqKmFg" } }, { "cell_type": "markdown", "source": [ "**DASHBOARD:**" ], "metadata": { "id": "nu1TGwpVGzUg" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import statsmodels.api as sm\n", "from IPython.display import HTML\n", "\n", "# Generate predictions from the regression model\n", "y_pred = model.predict(X)\n", "\n", "# Create a figure and axes for the dashboard\n", "fig, axs = plt.subplots(2, 2, figsize=(18, 14), facecolor='#000000')\n", "plt.subplots_adjust(hspace=0.4, wspace=0.4)\n", "\n", "# Plot 1: Time Series - AHEMAN vs CPIAUCSL (Dual Axis)\n", "ax1 = axs[0, 0]\n", "ax1.plot(merged_data['date'], merged_data['value'], color='#00FFFF', label='AHEMAN (Hourly Earnings)', zorder=3)\n", "ax1.set_xlabel('Date', fontsize=18, color='white')\n", "ax1.set_ylabel('AHEMAN (Dollars per Hour)', fontsize=18, color='#00FFFF')\n", "ax1.tick_params(axis='y', labelsize=14, colors='#00FFFF')\n", "ax1.tick_params(axis='x', labelsize=14, colors='white')\n", "ax1.set_facecolor('#000000')\n", "ax1.spines['left'].set_color('#00FFFF')\n", "ax1.spines['bottom'].set_color('white')\n", "\n", "# Second y-axis for CPIAUCSL\n", "ax2 = ax1.twinx()\n", "ax2.plot(merged_data['date'], merged_data['CPIAUCSL'], color='#FF00FF', label='CPIAUCSL (Consumer Price Index)', zorder=3)\n", "ax2.set_ylabel('CPIAUCSL (CPI)', fontsize=18, color='#FF00FF')\n", "ax2.tick_params(axis='y', labelsize=14, colors='#FF00FF')\n", "ax2.set_ylim(0, 350) # Adjusted to fit the CPI data range\n", "ax2.spines['right'].set_color('#FF00FF')\n", "\n", "# Titles and layout adjustments\n", "ax1.set_title('AHEMAN vs CPIAUCSL Over Time', fontsize=22, color='white', pad=35)\n", "ax1.spines['top'].set_color('white')\n", "ax2.spines['top'].set_color('white')\n", "\n", "# Plot 2: Scatter Plot with Regression Line\n", "axs[0, 1].scatter(merged_data['value'], merged_data['CPIAUCSL'], color='#FF00FF', label='Actual Data', edgecolor='white')\n", "axs[0, 1].plot(merged_data['value'], y_pred, color='#00FFFF', label='Regression Line', zorder=4)\n", "axs[0, 1].set_facecolor('#000000')\n", "axs[0, 1].set_xlabel('AHEMAN (Hourly Earnings)', fontsize=18, color='white')\n", "axs[0, 1].set_ylabel('CPIAUCSL (Consumer Price Index)', fontsize=18, color='white')\n", "axs[0, 1].tick_params(axis='both', labelsize=14, colors='white')\n", "axs[0, 1].spines['left'].set_color('white')\n", "axs[0, 1].spines['bottom'].set_color('white')\n", "axs[0, 1].spines['top'].set_color('white')\n", "axs[0, 1].spines['right'].set_color('white')\n", "axs[0, 1].set_title('Scatter Plot of AHEMAN vs CPIAUCSL', fontsize=22, color='white', pad=35)\n", "axs[0, 1].legend(loc='upper left', fontsize=14, facecolor='#181818', edgecolor='white', labelcolor=['#00FFFF', '#FF00FF'])\n", "\n", "# Plot 3: Pearson Correlation Coefficient\n", "correlation = merged_data['value'].corr(merged_data['CPIAUCSL'])\n", "axs[1, 0].text(0.5, 0.5, f'Pearson Correlation Coefficient (Adjusted Data): {correlation:.2f}', transform=axs[1, 0].transAxes, fontsize=20, verticalalignment='center', horizontalalignment='center', bbox=dict(boxstyle='round', facecolor='#000000', edgecolor='#FF00FF'))\n", "axs[1, 0].axis('off')\n", "\n", "# Plot 4: Linear Regression Summary\n", "summary_text = model.summary().as_text()\n", "axs[1, 1].text(0.5, 0.5, f'Linear Regression Summary:\\n\\n{summary_text}', transform=axs[1, 1].transAxes, fontsize=10, color='white', horizontalalignment='center', verticalalignment='center', bbox=dict(facecolor='#000000', edgecolor='#FF00FF', boxstyle='round,pad=0.5'))\n", "axs[1, 1].axis('off')\n", "\n", "# Adjust layout to prevent overlap\n", "plt.tight_layout()\n", "\n", "# Show the complete dashboard\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "9mnnMmd6G1T2", "outputId": "f5b4e844-3a13-409e-b5cf-d435112024de" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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