{"cells":[{"cell_type":"markdown","metadata":{"id":"KSKqpSlqd01O"},"source":["# Analysis of Lake Water Quality Measurements\n","\n","This notebook parses and visualizes water quality data collected by past Environmental Science classes at Lakeshore High School."]},{"cell_type":"markdown","metadata":{"id":"1DZYJ8b8d7Jj"},"source":["## Parse Data\n","\n","We start by parsing the data into Python."]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":2352,"status":"ok","timestamp":1721344590838,"user":{"displayName":"Jill McNabnay","userId":"08402809764172099539"},"user_tz":240},"id":"_b73dSm3dxZQ"},"outputs":[],"source":["# We will use the Pandas library to read the data from the Google Sheet\n","import pandas as pd\n","url = 'https://docs.google.com/spreadsheets/d/1Y_7_AertX2dd86mXmVtc5ju-sbccSAGZYByXZrDT9sw/export?gid=0&format=csv'\n","data = pd.read_csv(url)"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":786},"executionInfo":{"elapsed":475,"status":"ok","timestamp":1721344592115,"user":{"displayName":"Jill McNabnay","userId":"08402809764172099539"},"user_tz":240},"id":"cPLTJgw1eQva","outputId":"eaee460c-d0bb-4e93-dc94-137972530816"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Year</th>\n","      <th>Lake</th>\n","      <th>Class Hour</th>\n","      <th>Temperature (°C)</th>\n","      <th>Conductivity (μS)</th>\n","      <th>pH</th>\n","      <th>Alkalinity (ppm)</th>\n","      <th>Dissolved Oxygen (ppm)</th>\n","      <th>Copper (mg/L)</th>\n","      <th>Iron (mg/L)</th>\n","      <th>Total Hardness (ppm)</th>\n","      <th>Nitrate (mg/L)</th>\n","      <th>Nitrite (mg/L)</th>\n","      <th>Total Chlorine (ppm)</th>\n","      <th>Phosphate (ppm)</th>\n","      <th>Turbidity (NTUs)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2020</td>\n","      <td>Lake Michigan</td>\n","      <td>2nd</td>\n","      <td>19.5</td>\n","      <td>0.25</td>\n","      <td>6.5</td>\n","      <td>80</td>\n","      <td>4.0</td>\n","      <td>0.10</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>0.1</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2021</td>\n","      <td>Lake Michigan</td>\n","      <td>2nd</td>\n","      <td>16.9</td>\n","      <td>0.32</td>\n","      <td>7.0</td>\n","      <td>120</td>\n","      <td>8.5</td>\n","      <td>0.10</td>\n","      <td>0</td>\n","      <td>180</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.2</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2021</td>\n","      <td>Lake Michigan</td>\n","      <td>3rd</td>\n","      <td>18.0</td>\n","      <td>0.32</td>\n","      <td>7.0</td>\n","      <td>120</td>\n","      <td>8.5</td>\n","      <td>0.10</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>0.2</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2022</td>\n","      <td>Lake Michigan</td>\n","      <td>3rd</td>\n","      <td>22.8</td>\n","      <td>0.00</td>\n","      <td>7.5</td>\n","      <td>120</td>\n","      <td>8.5</td>\n","      <td>0.00</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>NaN</td>\n","      <td>13.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2022</td>\n","      <td>Lake Michigan</td>\n","      <td>6th</td>\n","      <td>23.9</td>\n","      <td>0.33</td>\n","      <td>7.5</td>\n","      <td>120</td>\n","      <td>8.5</td>\n","      <td>0.00</td>\n","      <td>0</td>\n","      <td>50</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>NaN</td>\n","      <td>10.0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>2023</td>\n","      <td>Lake Michigan</td>\n","      <td>2nd</td>\n","      <td>21.4</td>\n","      <td>0.30</td>\n","      <td>7.0</td>\n","      <td>240</td>\n","      <td>7.0</td>\n","      <td>0.00</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.3</td>\n","      <td>0.0</td>\n","      <td>6.0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>2023</td>\n","      <td>Lake Michigan</td>\n","      <td>6th</td>\n","      <td>22.7</td>\n","      <td>0.27</td>\n","      <td>7.5</td>\n","      <td>240</td>\n","      <td>10.0</td>\n","      <td>0.00</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>0.0</td>\n","      <td>6.0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>2020</td>\n","      <td>North Lake</td>\n","      <td>2nd</td>\n","      <td>17.9</td>\n","      <td>0.50</td>\n","      <td>6.5</td>\n","      <td>120</td>\n","      <td>6.0</td>\n","      <td>0.10</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>0.1</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>2021</td>\n","      <td>North Lake</td>\n","      <td>2nd</td>\n","      <td>17.6</td>\n","      <td>0.46</td>\n","      <td>8.0</td>\n","      <td>180</td>\n","      <td>10.0</td>\n","      <td>0.10</td>\n","      <td>0</td>\n","      <td>250</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>0.2</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>2021</td>\n","      <td>North Lake</td>\n","      <td>3rd</td>\n","      <td>19.0</td>\n","      <td>0.45</td>\n","      <td>7.5</td>\n","      <td>180</td>\n","      <td>10.0</td>\n","      <td>0.10</td>\n","      <td>0</td>\n","      <td>180</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>0.2</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2022</td>\n","      <td>North Lake</td>\n","      <td>3rd</td>\n","      <td>21.0</td>\n","      <td>0.40</td>\n","      <td>7.5</td>\n","      <td>180</td>\n","      <td>10.0</td>\n","      <td>0.05</td>\n","      <td>0</td>\n","      <td>180</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>NaN</td>\n","      <td>24.0</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>2022</td>\n","      <td>North Lake</td>\n","      <td>6th</td>\n","      <td>22.2</td>\n","      <td>0.61</td>\n","      <td>7.5</td>\n","      <td>180</td>\n","      <td>10.0</td>\n","      <td>0.00</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>NaN</td>\n","      <td>21.0</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>2023</td>\n","      <td>North Lake</td>\n","      <td>2nd</td>\n","      <td>17.4</td>\n","      <td>0.55</td>\n","      <td>7.0</td>\n","      <td>240</td>\n","      <td>5.0</td>\n","      <td>0.00</td>\n","      <td>0</td>\n","      <td>250</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>0.0</td>\n","      <td>8.0</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>2023</td>\n","      <td>North Lake</td>\n","      <td>6th</td>\n","      <td>20.8</td>\n","      <td>0.51</td>\n","      <td>7.5</td>\n","      <td>120</td>\n","      <td>4.5</td>\n","      <td>0.00</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.1</td>\n","      <td>0.0</td>\n","      <td>8.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    Year           Lake Class Hour  Temperature (°C)  Conductivity (μS)   pH  \\\n","0   2020  Lake Michigan        2nd              19.5               0.25  6.5   \n","1   2021  Lake Michigan        2nd              16.9               0.32  7.0   \n","2   2021  Lake Michigan        3rd              18.0               0.32  7.0   \n","3   2022  Lake Michigan        3rd              22.8               0.00  7.5   \n","4   2022  Lake Michigan        6th              23.9               0.33  7.5   \n","5   2023  Lake Michigan        2nd              21.4               0.30  7.0   \n","6   2023  Lake Michigan        6th              22.7               0.27  7.5   \n","7   2020     North Lake        2nd              17.9               0.50  6.5   \n","8   2021     North Lake        2nd              17.6               0.46  8.0   \n","9   2021     North Lake        3rd              19.0               0.45  7.5   \n","10  2022     North Lake        3rd              21.0               0.40  7.5   \n","11  2022     North Lake        6th              22.2               0.61  7.5   \n","12  2023     North Lake        2nd              17.4               0.55  7.0   \n","13  2023     North Lake        6th              20.8               0.51  7.5   \n","\n","    Alkalinity (ppm)  Dissolved Oxygen (ppm)  Copper (mg/L)  Iron (mg/L)  \\\n","0                 80                     4.0           0.10            0   \n","1                120                     8.5           0.10            0   \n","2                120                     8.5           0.10            0   \n","3                120                     8.5           0.00            0   \n","4                120                     8.5           0.00            0   \n","5                240                     7.0           0.00            0   \n","6                240                    10.0           0.00            0   \n","7                120                     6.0           0.10            0   \n","8                180                    10.0           0.10            0   \n","9                180                    10.0           0.10            0   \n","10               180                    10.0           0.05            0   \n","11               180                    10.0           0.00            0   \n","12               240                     5.0           0.00            0   \n","13               120                     4.5           0.00            0   \n","\n","    Total Hardness (ppm)  Nitrate (mg/L)  Nitrite (mg/L)  \\\n","0                    120               0               0   \n","1                    180               0               0   \n","2                    120               0               0   \n","3                    120               0               0   \n","4                     50               0               0   \n","5                    120               0               0   \n","6                    120               0               0   \n","7                    120               0               0   \n","8                    250               0               0   \n","9                    180               0               0   \n","10                   180               0               0   \n","11                   120               0               0   \n","12                   250               0               0   \n","13                   120               0               0   \n","\n","    Total Chlorine (ppm)  Phosphate (ppm)  Turbidity (NTUs)  \n","0                    0.1              0.1               NaN  \n","1                    0.0              0.2               NaN  \n","2                    0.1              0.2               NaN  \n","3                    0.1              NaN              13.0  \n","4                    0.0              NaN              10.0  \n","5                    0.3              0.0               6.0  \n","6                    0.1              0.0               6.0  \n","7                    0.0              0.1               NaN  \n","8                    0.1              0.2               NaN  \n","9                    0.1              0.2               NaN  \n","10                   0.0              NaN              24.0  \n","11                   0.0              NaN              21.0  \n","12                   0.1              0.0               8.0  \n","13                   0.1              0.0               8.0  "]},"execution_count":2,"metadata":{},"output_type":"execute_result"}],"source":["# Next, let's print the first 20 rows of the data\n","data.head(20)"]},{"cell_type":"markdown","metadata":{"id":"eyYqGjqkf9aq"},"source":["## Visualize Data\n","\n","Next, we will plot the data using different symbols for the two lakes. We will make one plot per quantity."]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[],"source":["# We will use the Matplotlib library to plot the data\n","import matplotlib.pyplot as plt\n","\n","# The following code sets default font sizes and styles for the plots\n","# Modified from https://stackoverflow.com/questions/3899980/how-to-change-the-font-size-on-a-matplotlib-plot\n","SMALL_SIZE = 14\n","MEDIUM_SIZE = 16\n","BIGGER_SIZE = 18\n","\n","plt.rc('font', size=SMALL_SIZE)  # controls default text sizes\n","plt.rc('axes', titlesize=SMALL_SIZE)  # fontsize of the axes title\n","plt.rc('axes', labelsize=MEDIUM_SIZE)  # fontsize of the x and y labels\n","plt.rc('xtick', labelsize=SMALL_SIZE)  # fontsize of the tick labels\n","plt.rc('ytick', labelsize=SMALL_SIZE)  # fontsize of the tick labels\n","plt.rc('legend', fontsize=SMALL_SIZE)  # legend fontsize\n","plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n","plt.rc('lines', linewidth=3)"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":211},"executionInfo":{"elapsed":227,"status":"error","timestamp":1721344606990,"user":{"displayName":"Jill McNabnay","userId":"08402809764172099539"},"user_tz":240},"id":"qqoQ0r8gf2ll","outputId":"77e8f162-4f31-47d3-f5bf-6e01a81af213"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure size 640x480 with 1 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Define the two lakes we are interested in\n","lakes = ['Lake Michigan', 'North Lake']\n","\n","symbols = ['o', 's']\n","colors = ['blue', 'red']\n","\n","# Get the names of the columns we want to plot\n","columns = data.columns[3:]\n","\n","# Loop over the columns\n","for i, c in enumerate(columns):\n","\n","    # Loop over the lakes\n","    for j, l in enumerate(lakes):\n","        # Get the data for the current lake\n","        df = data[data['Lake'] == l]\n","\n","        # Plot the data as a scatter plot\n","        plt.scatter(df['Year'], df[c], label=l, marker=symbols[j], color=colors[j])\n","\n","    # Add an extra year to the x-axis to allow students to plot their new data\n","    years = list(df['Year'].unique())\n","    years.append(max(years) + 1)\n","    plt.xticks(years)\n","\n","    # Add labels and legend\n","    plt.xlabel('Year')\n","    plt.ylabel(c)\n","    plt.legend(loc='lower center', bbox_to_anchor=(0.5, 1.0), ncol=2)\n","    plt.grid()\n","    plt.show()"]},{"cell_type":"markdown","metadata":{"id":"ntGMZLeIhQK4"},"source":["## Linear Relationships\n","\n","Next, we will look for linear relationships in the data:\n","* Positive correlation between conductivity and disolved oxygen\n","* Possible positive correlation between conductivity and alkalinity\n","* Visualize these (possible) correlations with linear regression\n","\n","First we will start by plotting the data. You always want to start any data analysis with visual inspections."]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":1378,"status":"ok","timestamp":1721344613569,"user":{"displayName":"Jill McNabnay","userId":"08402809764172099539"},"user_tz":240},"id":"MqVU7bTagIqh","outputId":"7a728497-5737-46b5-eeac-0891ebb0bf3c"},"outputs":[],"source":["def scatter_plot(x, y, seperate_lakes=False):\n","    \"\"\" Create a scatter plot for two columns in the dataset\n","\n","    Arguments:\n","        x: the name of the column to plot on the x-axis\n","        y: the name of the column to plot on the y-axis\n","    \"\"\"\n","\n","    def finalize_plot():\n","        plt.xlabel(x)\n","        plt.ylabel(y)\n","        plt.grid()\n","        plt.legend(loc='lower center', bbox_to_anchor=(0.5, 1.0), ncol=2)\n","        plt.show()\n","\n","    for j,l in enumerate(lakes):\n","        df = data[data['Lake'] == l]\n","        plt.scatter(df[x], df[y], label=l, marker=symbols[j], color=colors[j])\n","        if seperate_lakes:\n","            finalize_plot()\n","\n","    if not seperate_lakes:\n","        finalize_plot()"]},{"cell_type":"markdown","metadata":{},"source":["### Dissolved Oxygen and Conductivity"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot('Dissolved Oxygen (ppm)', 'Conductivity (μS)')"]},{"cell_type":"markdown","metadata":{},"source":["We can also make seperate plots for each lake."]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot('Dissolved Oxygen (ppm)', 'Conductivity (μS)', seperate_lakes=True)"]},{"cell_type":"markdown","metadata":{},"source":["### Alkalinity and Conductivity"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":675,"status":"ok","timestamp":1720446213778,"user":{"displayName":"Alexander Dowling","userId":"00988067626794866502"},"user_tz":240},"id":"PqwAltSdh3iI","outputId":"6344f2e0-2b1a-4cc4-8466-dcec84563ec0"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot('Alkalinity (ppm)', 'Conductivity (μS)')"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot('Alkalinity (ppm)', 'Conductivity (μS)', seperate_lakes=True)"]},{"cell_type":"markdown","metadata":{},"source":["### Alkalinity and Total Hardness"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":1059,"status":"ok","timestamp":1720446358288,"user":{"displayName":"Alexander Dowling","userId":"00988067626794866502"},"user_tz":240},"id":"9IcLTsDwlesL","outputId":"e29c7fb7-ccea-4ae1-dc21-fcdb4a3c9756"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot('Alkalinity (ppm)', 'Total Hardness (ppm)')"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"image/png":"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","text/p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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot('Alkalinity (ppm)', 'Total Hardness (ppm)', seperate_lakes=True)"]},{"cell_type":"markdown","metadata":{},"source":["## Linear Regression"]},{"cell_type":"markdown","metadata":{},"source":["Next, we will calculate the best fit line and correlation coefficient."]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1529,"status":"ok","timestamp":1720446403969,"user":{"displayName":"Alexander Dowling","userId":"00988067626794866502"},"user_tz":240},"id":"wRDCbCaWlsWD","outputId":"00f62c2e-7a49-499e-9a86-6b4278d99082"},"outputs":[],"source":["# We will use scipy.stats to calculate the linear regression\n","import scipy.stats as stats\n","\n","def scatter_plot_with_linear_regression(x, y):\n","    \"\"\" Create a scatter plot with linear regression\n","    for two columns in the dataset\n","\n","    Arguments:\n","        x: the name of the column to plot on the x-axis\n","        y: the name of the column to plot on the y-axis\n","    \"\"\"\n","\n","    # Select the data for the x and y columns\n","    x_data = data[x].values\n","    y_data = data[y].values\n","\n","    # Perform linear regression\n","    b1, b0, r_value, p_value, std_err = stats.linregress(x_data, y_data)\n","\n","    print(\"slope =\", round(b1,3), x, \"/\", y)\n","    print(\"intercept =\", round(b0,2), y)\n","    print(\"r =\", round(r_value,2))\n","    \n","    # Plot the raw data\n","    for j,l in enumerate(lakes):\n","        df = data[data['Lake'] == l]\n","        plt.scatter(df[x], df[y], label=l, marker=symbols[j], color=colors[j])\n","\n","    # Plot the linear regression line\n","    plt.plot(x_data, b0 + b1 * x_data, color='black', label='Best Fit Line')\n","\n","    # Plot the mean values of x and y\n","    # By definition, the regression line passes through the mean values of x and y\n","    x_mean = x_data.mean()\n","    y_mean = y_data.mean()\n","    plt.plot(x_mean, y_mean, marker='d', color='black', linestyle='', label='Mean (Average) Values')\n","\n","    plt.xlabel(x)\n","    plt.ylabel(y)\n","    plt.grid()\n","    plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n","    plt.title(\"Both Lakes\")\n","    plt.show()\n","\n","def scatter_plot_with_linear_regression_by_lake(x, y):\n","    \"\"\" Create a scatter plot with linear regression\n","    for two columns in the dataset by lake\n","\n","    Arguments:\n","        x: the name of the column to plot on the x-axis\n","        y: the name of the column to plot on the y-axis\n","    \"\"\"\n","\n","    # Loop over the lakes\n","    for j,l in enumerate(lakes):\n","        # Get the data for the current lake\n","        df = data[data['Lake'] == l]\n","\n","        # Select the data for the x and y columns\n","        x_data = df[x].values\n","        y_data = df[y].values\n","\n","        # Plot the data\n","        plt.scatter(x_data, y_data, label=l, marker=symbols[j], color=colors[j])\n","\n","        # Perform linear regression\n","        b1, b0, r_value, p_value, std_err = stats.linregress(x_data, y_data)\n","\n","        print(\" *** \", l, \" ***\")\n","        print(\"slope =\", round(b1,3), x, \"/\", y)\n","        print(\"intercept =\", round(b0,2), y)\n","        print(\"r =\", round(r_value,2))\n","        print(\" \")\n","    \n","        # Plot the linear regression line\n","        plt.plot(x_data, b0 + b1 * x_data, color='black', label='Best Fit Line')\n","\n","        # Plot the mean values of x and y\n","        # By definition, the regression line passes through the mean values of x and y\n","        x_mean = x_data.mean()\n","        y_mean = y_data.mean()\n","        plt.plot(x_mean, y_mean, marker='d', color='black', linestyle='', label='Mean (Average) Values')\n","\n","        plt.xlabel(x)\n","        plt.ylabel(y)\n","        plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n","        plt.grid()\n","        plt.title(l)\n","        plt.show()\n","\n"]},{"cell_type":"markdown","metadata":{},"source":["### Dissolved Oxygen and Conductivity"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["slope = -0.005 Dissolved Oxygen (ppm) / Conductivity (μS)\n","intercept = 0.41 Conductivity (μS)\n","r = -0.07\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot_with_linear_regression('Dissolved Oxygen (ppm)', 'Conductivity (μS)')"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" ***  Lake Michigan  ***\n","slope = -0.001 Dissolved Oxygen (ppm) / Conductivity (μS)\n","intercept = 0.26 Conductivity (μS)\n","r = -0.01\n"," \n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":[" ***  North Lake  ***\n","slope = -0.008 Dissolved Oxygen (ppm) / Conductivity (μS)\n","intercept = 0.56 Conductivity (μS)\n","r = -0.32\n"," \n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot_with_linear_regression_by_lake('Dissolved Oxygen (ppm)', 'Conductivity (μS)')"]},{"cell_type":"markdown","metadata":{},"source":["### Alkalinity and Conductivity"]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":889,"status":"ok","timestamp":1720446489366,"user":{"displayName":"Alexander Dowling","userId":"00988067626794866502"},"user_tz":240},"id":"AFgbf5KamN51","outputId":"2ad56445-ce98-4da7-e598-96c9fc28e043"},"outputs":[{"name":"stdout","output_type":"stream","text":["slope = 0.001 Alkalinity (ppm) / Conductivity (μS)\n","intercept = 0.25 Conductivity (μS)\n","r = 0.27\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3gAAAHWCAYAAAAl5yv5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAACac0lEQVR4nOzdeVxU1f8/8Ndl30EFFBRFAZdwyQ1XFDXBXHI3wVQU9zJNzdJSIE3T1ExJK3cz3HFfklLEtY/kbi5IgAoqjiIgKAxwf3/wm/k6zgwMw7A4vJ6PxzyUc849932POMObe+45giiKIoiIiIiIiOitZ1DeARAREREREZFuMMEjIiIiIiLSE0zwiIiIiIiI9AQTPCIiIiIiIj3BBI+IiIiIiEhPMMEjIiIiIiLSE0zwiIiIiIiI9AQTPCIiIiIiIj3BBI+IiIiIiEhPMMEjIr2xceNGCIKAjRs3lncoar0NMRIREdHbiwkeEelEQkICBEFQellaWqJp06YIDQ3FixcvSnweQRDg4+NT8oCL4OrqCjMzs1I/DxEREZEuGZV3AESkX9zc3PDRRx8BAERRxJMnT3DkyBGEhITgjz/+wKlTp2BoaFjOURIRERHpJyZ4RKRT7u7uCAkJUSjLzs5Gu3btcO7cOURHR6NLly7lExwRERGRnuMUTSIqdaampvKk7smTJ0r1Z8+eRa9evVC1alWYmZmhYcOGCAkJQVZWlrxNVFQUBEEAAJw8eVJhGqiq59n++usvdOzYEZaWlqhWrRpGjhyJp0+f6vzacnJysHLlSvj5+cHFxQWmpqZwdHTEgAEDcOnSJY37uX//Pho1agQLCwscPHhQXp6SkoLPPvsM7u7uMDU1hb29PQYOHIjr168r9REbG4tRo0ahbt26MDMzg729PVq0aIHp06fr5FqJiIio4uMdPCIqdTk5OfIE7d1331Wo2717N4YOHQoTExN8+OGHcHR0xJ9//onQ0FAcO3YMJ06cgKmpKVxdXREcHIzQ0FDUqVMHgYGB8j7e7PPAgQM4ePAg+vTpg4kTJyI6OhqbN29GXFwcTp8+rdNre/bsGaZOnQpvb2/07NkTVapUwX///Yf9+/fjyJEjiI6ORuvWrQvt499//4Wfnx8yMzMRGRmJDh06AADi4uLg4+ODpKQk+Pr6ol+/fkhJScHu3bvxxx9/4K+//kKbNm0AAMnJyfDy8kJmZiZ69eqFDz/8EC9evEBsbCxWrlyJpUuX6vS6iYiIqIISiYh0ID4+XgQgurm5icHBwWJwcLA4d+5ccdKkSaKbm5toZmYmfv/99wrHpKeni3Z2dqKpqal45coVeXl+fr4YEBAgAhDnzZuncAwAsXPnzipj2LBhgwhANDIyEk+fPi0vz83NFX18fEQA4rlz5zS6njp16oimpqZFtnv16pX44MEDpfLr16+LVlZW4nvvvacyxg0bNoiiKIpnz54Vq1atKjo7O4vXrl1TaNu+fXvRyMhIPHbsmEL57du3RWtra7FJkybyshUrVogAxB9//FEplidPnhR5HURERKQfOEWTiHQqLi4OoaGhCA0NxTfffINVq1YhLi4Ovr6+6NWrl0LbvXv34vnz5xg9ejSaNm0qLxcEAd999x2MjIy02k4gICBAfhcMAAwNDTFy5EgAwIULF7S7MDVMTU1Rs2ZNpXJPT0906dIF0dHRkEqlKo89fPgw3nvvPdjb2+Ps2bNo3LixvO7SpUs4e/YsRo4cie7duyscV79+fYwdOxbXrl1Tmqppbm6udB57e3ttLo2IiIjeQpyiSUQ65efnh6NHj8q/TklJwV9//YVPP/0U7du3x99//4369esDgPwZNVXbHri4uMDNzQ23b99GRkYGrK2tNY6hRYsWSmW1atUCADx//rwYV6OZy5cvY/HixTh9+jQePXqklNBJJBI4OTkplO3cuRPHjh1D8+bNcfjwYaUk7Pz58wCAR48eKS1aAwC3bt2S/9m4cWP07t0bX375JT7++GNERkaiR48e6Nixo3ysiYiIqHJggkdEpcrR0RH+/v54+fIlgoKC8N1332H9+vUAgPT0dABA9erVVR5bo0YN3L59G+np6cVK8GxtbZXKjIwK3u7y8vKKewmFOnv2LLp27QoA8PX1hYeHB6ysrCAIAvbu3YsrV64gOztb6bhz584hNzcX3t7eKu+wPXv2DABw6NAhHDp0SO35MzMzAQB169bFuXPnEBoaiiNHjmDnzp0AgAYNGmDevHkYPHhwia+ViIiIKj4meERUJry8vAAAFy9elJfZ2NgAAB4/fqzyGFm5rF1F9O233yI7OxunT59WmBYKFNyFu3LlisrjFixYgH379mHZsmUwMjLCokWLFOpl17xy5Up88sknGsXStGlT7N69G1KpFP/88w+OHDmCFStW4MMPP4Szs7NSfERERKR/+AweEZUJ2R2p/Px8eVnz5s0BFGyB8KakpCTExcWhXr16CnfvDAwMdH4XriTi4uJQtWpVpeQpKytLIZl9k5mZGfbu3Yv3338fixcvxsyZMxXqZatjnjt3rtgxGRsbo23btggNDcWKFSsgiqLC1gtERESkv5jgEVGpy8/Px8qVKwEA3t7e8vK+ffvC1tYWGzZswI0bN+Tloihi1qxZkEqlCtshAEDVqlXx4MGDMolbE3Xq1EFqaqpC/Hl5eZgxY4bKPf9eZ2pqij179qBXr174/vvv8fnnn8vrvLy80KZNG2zduhXbt29XOjY/Px8nT56Uf33hwgWkpKQotZPdBVW1+AoRERHpH07RJCKdunv3rsKiIE+ePMGJEydw8+ZNuLi44Ouvv5bX2djYYM2aNfD390ebNm3w4YcfwsHBAX/99RdiYmLg5eWlkPQAQNeuXbFjxw4MGjQIzZs3h6GhIXr16oUmTZro/FpUJZgyFhYWWLVqFSZPnoxjx46hY8eOGDJkCMzMzBAVFYWkpCT4+PiovDv5OlNTU0RERGDgwIFYsmQJ8vPz5XvWbd26FV26dMHQoUOxfPlytGzZEmZmZrh37x7OnTuHJ0+e4NWrVwCA33//HatWrYKPjw/c3d1hY2ODf//9V76Ay+jRo3U5NERERFRBMcEjIp2SbZMgI9ukfNq0aZg1a5bSgiKDBw9GjRo1sHDhQkRERCArKwuurq6YM2cOvvjiC5iZmSm0//HHHwEAx48fx549e5Cfn48aNWqUSoKXn5+PTZs2qayztbXFqlWr0Lt3b+zatQsLFizAli1bYGFhga5du2LPnj345ptvNDqPiYkJdu/ejUGDBmHZsmUQRRHLli1D3bp1cenSJSxbtgx79+7F+vXrYWhoCCcnJ3Tq1AmDBg2S9+Hv749Xr17hzJkzuHDhArKzs1GrVi18/PHHmDFjhnwVUSIiItJvgiiKYnkHQURERERERCXHZ/CIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcF98LSUn5+P5ORkWFtbQxCE8g6HiIiINCCKIjIyMuDs7AwDA/6em4j0DxM8LSUnJ8PFxaW8wyAiIiIt3L9/H7Vq1SrvMIiIdI4Jnpasra0BFHxA2NjYqGwjlUpx7Ngx+Pr6wtjYuCzDq9A4LupxbFTjuKjHsVGN46IaxwVIT0+Hi4uL/HOciEjfMMHTkmxapo2NTaEJnoWFBWxsbCrtB6kqHBf1ODaqcVzU49ioxnFRjePyf/h4BRHpK04+JyIiIiIi0hNM8IiIiIiIiPQEEzwiIiIiIiI9wQSPiIiIiIhITzDBIyIiIiIi0hNM8IiIiIiIiPQEEzwiIiIiIiI9wQSPiIiIiIhITzDBIyIiIiIi0hNG5R0AERGVkdhYICNDfb21NeDhUXbxEBERkc4xwSMiqgxiY4H69Ytud+cOkzwiIqK3GKdoEhFVBoXdudOmHREREVVITPCIiIiIiIj0xFuT4F24cAE9e/ZElSpVYGlpCS8vL4SHhxe7n4yMDAQHB6Nx48awsLCAnZ0dWrRogdDQ0FKImoiIiIiIqOy8Fc/gRUVFwc/PDyYmJhg6dChsbW0RERGBYcOGISEhAbNnz9aon3v37qFr167477//8N5776FXr17Izs7G3bt3sXv3bgQHB5fylRAREREREZWeCp/g5ebmYsyYMRAEAdHR0WjevDkAIDg4GO3atUNwcDAGDx4MjyIWBcjLy8OgQYOQnJyMv/76C126dFE6DxERERER0duswk/RPH78OOLi4hAQECBP7gDA2toac+bMQW5uLjZs2FBkP7t27cKFCxcwY8YMpeQOAIyMKnyuS0REREREVKgKn9VERUUBAHx9fZXqZGUnT54ssp/t27cDAAYPHoz79+/j0KFDeP78Odzc3PD+++/DyspKd0ETERERERGVgwqf4MXGxgKAyimYVapUgb29vbxNYWJiYgAAp0+fxmeffYbs7Gx5nYODA3bs2AEfHx+1x2dnZysck56eDgCQSqWQSqUqj5GVq6uvrDgu6nFsVOO4qKfx2FhYAObmRXdoYQHowTjze0Y1jkvlvnYiqhwEURTF8g6iML6+voiMjERsbCzc3d2V6t3c3PDgwQOF5EsVMzMzZGdnw9DQEDNmzMAnn3wCMzMzbN26FTNmzIC5uTlu3rwJJycnlceHhISoXGkzPDwcFhYW2l0cERERlamsrCwEBAQgLS0NNjY25R0OEZHOVfg7eLqSn58PAOjduze+++47efnkyZORlJSERYsWYd26dfj6669VHj9r1ixMmzZN/nV6ejpcXFzg6+ur9gNCKpUiMjIS3bt3h7GxsQ6v5u3GcVGPY6Max0U9jo1qHBfVOC7/NwOHiEhfVfgEz9bWFgCQlpamsj49PV3epqh+JBIJPvjgA6W6Pn36YNGiRfJpnKqYmprC1NRUqdzY2LjID0lN2lRGHBf1ODaqcVzU49ioxnFRrTKPS2W9biKqPCr8KpqyZ+9UPWeXmpoKiURS5BYJANCgQQMAgJ2dnVKdrOzly5faB0pERERERFTOKnyC17lzZwDAsWPHlOpkZbI2henatSsA4N9//1Wqk5W5urpqGyYREREREVG5q/AJXrdu3VCvXj2Eh4fj8uXL8vKMjAzMmzcPRkZGCAwMlJdLJBLcunULEolEoZ9Ro0bB1NQUK1euRFJSkkI/CxYsAAAMGTKkVK+FiIiIiIioNFX4BM/IyAhr165Ffn4+vL29MW7cOMyYMQPNmjXDjRs3EBISgvr168vbh4WFoVGjRggLC1Pop27duvj++++RkpKCZs2aYezYsfjkk0/QtGlTXL58GePGjUO3bt3K+vKIiIiIiIh0psIvsgIAXbp0wenTpxEcHIwdO3YgJycHnp6emDdvHoYNG6ZxP5MnT4arqyu+//57bNu2Dbm5ufD09MTs2bMxduzYUrwCIiIiIiKi0vdWJHgA4OXlhSNHjhTZLiQkBCEhIWrr+/Tpgz59+ugwMiIiIiIiooqhwk/RJCIiIiIiIs0wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITRuUdABEREREAIDYWyMhQX29tDXh4lF08RERvISZ4REREVP5iY4H69Ytud+cOkzwiokJwiiYRERGVv8Lu3GnTjoiokmKCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERU/qytdduOiKiS4kbnREREVP48PAo2MS9snztra25yTkRUBCZ4REREVDEweSMiKjFO0SQiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0hFF5B0CkN2JjgYwM9fXW1oCHR9nFQ0RERESVDhM8Il2IjQXq1y+63Z07TPKIiIiIqNRwiiaRLhR2506bdkREREREWmCCR0REREREpCfemgTvwoUL6NmzJ6pUqQJLS0t4eXkhPDxc4+OjoqIgCILa1/nz50sxeiIiIiIiotL3VjyDFxUVBT8/P5iYmGDo0KGwtbVFREQEhg0bhoSEBMyePVvjvjp37gwfHx+l8lq1aukwYiIiIiIiorJX4RO83NxcjBkzBoIgIDo6Gs2bNwcABAcHo127dggODsbgwYPhoeHCFT4+PggJCSnFiImIiIiIiMpHhZ+iefz4ccTFxSEgIECe3AGAtbU15syZg9zcXGzYsKEcIyQCcO+ebtsREREREWmhwt/Bi4qKAgD4+voq1cnKTp48qXF/sbGxWLFiBbKyslCnTh10794d9vb2OomVKrHMTN22IyIiIiLSQoVP8GJjYwFA5RTMKlWqwN7eXt5GE+Hh4QqLs5ibmyM0NBSff/55yYOlysvSUrftiIiIiIi0UOETvLS0NACAra2tynobGxs8ePCgyH4cHBzw/fffo3fv3qhduzaeP3+OEydO4IsvvsDMmTNhY2OD8ePHqz0+Ozsb2dnZ8q/T09MBAFKpFFKpVOUxsnJ19ZWVXo5LrVqAublm7Qq5br0cGx3guKjHsVGN46Iax6VyXzsRVQ6CKIpieQdRGF9fX0RGRiI2Nhbu7u5K9W5ubnjw4IFC8lUc169fR8uWLVGlShUkJyfDwED1Y4khISEIDQ1VKg8PD4eFhYVW5yYiIqKylZWVhYCAAKSlpcHGxqa8wyEi0rkKfwdPdudOdifvTenp6Wrv7mmicePGaNOmDU6dOoW7d++ifv36KtvNmjUL06ZNUzivi4sLfH191X5ASKVSREZGonv37jA2NtY6Rn2jl+Ny5QrQqVPR7aKjgWbN1Fbr5djoAMdFPY6NahwX1Tgu/zcDh4hIX1X4BE/27F1sbCxatmypUJeamgqJRIL27duX6ByyRVaysrLUtjE1NYWpqalSubGxcZEfkpq0qYz0alwMDICXLzVrp8E169XY6BDHRT2OjWocF9Uq87hU1usmosqjwm+T0LlzZwDAsWPHlOpkZbI22sjNzcXFixchCAJq166tdT9ERERERETlrcIneN26dUO9evUQHh6Oy5cvy8szMjIwb948GBkZITAwUF4ukUhw69YtSCQShX7OnTuHNx83zM3Nxeeff47ExET4+fmhatWqpXkppM+srXXbjoiIiIhICxV+iqaRkRHWrl0LPz8/eHt7w9/fHzY2NoiIiEB8fDzmz5+v8NxcWFgYQkNDERwcjJCQEHm5v78/BEFA+/btUbNmTTx//hzR0dG4ffs2ateujZ9//rkcro70hocHcOcOkJGhvo21dUE7IiIiIqJSUuETPADo0qULTp8+jeDgYOzYsQM5OTnw9PTEvHnzMGzYMI36mDhxIo4ePYqoqChIJBIYGRnB3d0dX331FaZPn44qVaqU8lWQ3mPyRkRERETl7K1I8ADAy8sLR44cKbJdSEiIwp07mS+++AJffPFFKURGRERERERUMVT4Z/CIiIiIiIhIM0zwiIiIiIiI9AQTPCIiIiIiIj3BBI+IiIiIiEhPMMEjIiIiIiLSEyVaRTM3NxcXL15EYmIinjx5gpcvX8Le3h4ODg5o0aIFatSooas4iYiIiIiIqAjFTvBevHiBrVu3Yvv27Th//jxevnyptm29evXg5+eHUaNGoWXLliUKlIiIiIiIiAqncYL36NEjzJs3D7/99hsyMzMhiiIEQYCHhwecnJxQtWpVmJub49mzZ3j27Blu376NuLg4rFq1CqtXr0azZs3w9ddfY8CAAaV5PURERERERJWWRgne3Llz8cMPPyAzMxPOzs4ICgpC79690bp1a9jY2Kg97tatWzhz5gy2bduGqKgoDB48GG3atJEnfERERERERKQ7GiV48+fPR6dOnTB79mx0794dgiBo1HnDhg3RsGFDBAUFISUlBT/99BNWrlyJffv2McEjIiprsbFARob6emtrwMOj7OIhIiIindMowTt58iS8vb1LdCJHR0eEhoZi+vTpSExMLFFfRERUTLGxQP36Rbe7c4dJHhER0VtMo20SSprcvc7GxgZNmjTRWX9ERKSBwu7cadOOiIiIKiTug0dERERERKQnSrQPnirnzp3D//73P+Tk5MDDwwN+fn4wNzfX9WmIiIiIiIjoDRoneP/99x9+/vlnODo6YsaMGUr1aWlpGDhwIE6cOKFQ7uzsjB07dqBdu3Ylj5aIiIiIiIjU0niK5t69e7F06VKkp6errA8MDMTx48chiiKqV68OLy8vWFlZISkpCX369IFEItFZ0EREVEz37um2HREREVVIGid4UVFRAICAgAClun/++Qf79u2DIAiYMWMGkpKScO7cOdy7dw/e3t5ITU3FqlWrdBY0EREVU2ambtsRERFRhaRxgnfnzh04ODigYcOGSnW7du0CANStWxffffedfJ88W1tb/PjjjxBFEUePHtVRyERERERERKSKxgne48ePUadOHZV1p0+fhiAI6NevHwwMFLt899134ezsjNu3b5csUiIi0p6lpW7bERERUYWkcYKXlZWFrKwspfL8/HxcunQJgPr98pydnfHixQstQyQiohKrXVu37YiIiKhC0jjBc3BwQGJiIqRSqUL5xYsX5YlfmzZtVB776tUr2NnZaR8lERERERERFUnjBM/LywuZmZn49ddfFcrXr18PAGjUqBFq1KihdFxubi7u3r0LZ2fnEoZKREREREREhdF4H7zx48dj7969mDp1Kq5du4ZmzZrhf//7HzZv3gxBEDBmzBiVx506dQqvXr1C48aNdRY0ERERERERKdP4Dp6fnx8mTZqEvLw8rFmzBp988gk2b94MURTRsmVLTJo0SeVx69atgyAIeP/993UWNBERFZO1tW7bEenIX3/9BVdXVwiCoPTy8fHBw4cPyztEIqK3isZ38AAgLCwMHTp0wObNm/Hff//BxsYGPXr0wBdffAETExOl9k+ePMHt27fRrFkz+Pn56SxoIiIqJg8P4M4dICNDfRtr64J2RDqWmpqKr776CqtXry7WcSdPnsTMmTPx22+/lVJkRET6p1gJHgD4+/vD399fo7YODg64cOFCsYMiIqJSwOSNStn+/fsxZswYPHnyRGd9pqen66wvIqLKQOMpmiWRnp6OnJycsjgVERERlaLHjx9jxIgRKqdU9u3bV6fJnZOTE7766iud9UdEVBkU+w5ecYmiiBYtWqBevXo4duxYaZ+OiIiISkgURWzduhVjxozBy5cvyyWGKlWq4M6dO7CysiqX8xMRva20TvC++eYbjdo9efIE9+/fx+PHj7U9FREREZWC+/fvY8qUKdizZ0+5xTB27FgsWLAA9vb25RYDEZE+0TrBCwkJgSAIEEVRqU4QBIWvRVHkIitERETlID8/H2vXrsX48ePLLQYXFxf8+uuv6NGjR7nFQERUWWid4AUHB6utk0qlePDgAaKionDv3j188MEH2L17t7anIiIioiLExsbi448/RmRkZLnF8NlnnyEkJAQ2NjblFgMRUWVXKgmejFQqxccff4x169Zh8+bNGDVqlLanIyIiqvRyc3OxYsUKTJ8+vdxiaNCgAdasWQNvb+9yi4GIiNQr1VU0jY2NsXLlSpibm2Pp0qWleSoiIiK9cfXqVbRv315plUpjY+MyS+6+/vprZGZmQhRFhdetW7eY3BERVWClvoqmqakpPDw8cOvWrdI+FRER0VsjOzsbixYt0mhGTGlp2bIlfvnlF7Rs2bLcYiAiIt0qk33wnjx5Amdn57I4FRERUYXy999/o2nTpkp348zMzMosuVu4cCGys7ORk5ODvXv3IicnB6IoIiYmhskdEZGeKfUEb+fOnUhOTi7X1buIiIhKU2ZmJmbOnKly8++2bdvi2rVrpR5Dp06dcOPGDaUplaIo4ssvv4SJiUmpx0BEROVP6ymamzdvLrT+6dOnuHDhAnbu3IlmzZqhevXqKo8ZMWKEtiEQERGVqRMnTiAoKAjx8fHlFsPKlSsxceJEGBoallsMRERUcWmd4AUGBirtd/cm2R55V69exejRo1W2YYJHREQVyfPnzzF79mysXr263GLo2bMnVq5ciXr16pVbDERE9HbSOsEbMWJEkQkeERFRRXXgwAEEBQXhyZMn5XJ+QRCwbt06jBw5EgYGZfJIPGlJFEXk5eUhNze3vEMhokrIyMgIhoaGGudeWid4Gzdu1PZQIiKiMpGSkoJZs2bht99+K7cYBg8ejB9++AE1a9YstxhIO6Io4vnz53jy5Any8vLKOxwiqsQMDQ3h6OgIW1vbIhO9Ut8mQVcuXLiA4OBgnDt3Djk5OfD09MTUqVMREBCgVX9SqRStW7fGlStX0KBBA27jQET0lhJFEdu2bUNQUBBevnxZLjFYW1tj3bp1GDRoEGe36JFHjx7h+fPnsLGxgY2NDYyMjPjvS0RlShRF5ObmIj09HQ8fPsTLly/h5ORU6DFvRYIXFRUFPz8/mJiYYOjQobC1tUVERASGDRuGhIQEzJ49u9h9zps3D3fv3i2FaImIqDQ8ePAAU6ZMQURERLnFMGrUKCxatAgODg7lFgOVjby8PKSlpcHBwQH29vblHQ4RVXLW1tYwNTWFRCKBo6NjoQttaTTpf/HixcjMzNRJcOfPn8fhw4c1bp+bm4sxY8ZAEARER0djzZo1WLJkCa5cuQJPT08EBwcjNja2WDFcvHgRCxcuxMKFC4sbPhHR2ys2Frh4Uf2rmO+lpSE/Px9r1qxRud2Ai4tLmSR3Tk5OOHjwoMrtBtavX8/krpKQSqUQRRGWlpblHQoREQDA0tISoihCKpUW2k6jBO/LL7+Eq6sr5s+fj8TExGIHk5ubi4MHD8LX1xcdOnRATEyMxsceP34ccXFxCAgIQPPmzeXl1tbWmDNnDnJzc7FhwwaN+8vJyUFgYCDatm2LTz75pFjXQUT01oqNBerXB1q2VP+qX7/Mkry7d+/Cz89PKYkzNDTEuHHjyiSGyZMn4/nz50pJXHJyMnr16lUmMVDFxymZRFRR6HSRlYMHD+LLL7/E3LlzERwcjHbt2qFnz57w8vJCy5YtUaVKFYX2+fn5uHXrFmJiYnD69Gns2bMHz549g7GxMaZMmVKsxCoqKgoA4Ovrq1QnKzt58qTG/YWEhCA2NhZXrlzhmzYRVR4ZGbptp4Hc3Fz89NNPmDp1qs76LC53d3esWbMGPj4+5RYDERFRWdIowevZsyfef/99bNmyBWFhYTh79izOnTsnrzcxMUGVKlVgamqK58+fIz09XV4niiJsbGwwYcIEfP7553B1dS1WgLLplx4eHkp1VapUgb29vcZTNC9cuIDFixdjwYIFqF+/frHiICIi1a5fv44JEybgzJkz5RbDrFmz8NVXX8mn00mlUhw+fBg9e/aEsbFxucVFRERU1jReZEUQBAwfPhzDhw/HtWvXsHXrVpw6dQoxMTHIzs7Go0ePFNrXrl0bHTt2hK+vLwYPHgxzc3OtAkxLSwMA2Nraqqy3sbHBgwcPiuwnOzsbgYGBaN68OaZPn17sOLKzs5GdnS3/WpbESqVStfNgZeVFzZOtbDgu6nFsVOO4qKfx2OTnA5q8D+fnAyr6ys7OxrJlyxAcHKxNmDrx7rvvYtWqVWjVqpXaNm+OB79nFHFcKve1E1HloNUqmk2aNEGTJk0AFEzBefToESQSCV69eoWqVavC0dERdnZ2uoyzxObMmYPY2Fj8888/ha46o87ChQsRGhqqVH7s2DFYWFgUemxkZGSxz1cZcFzU49ioxnFRT6Ox2bq1yCZ3T57ET0OGID4+XgdRaWfYsGHo16+fyjtvKSkpxVqoi98zqlXmccnKyirvECq9wMBAbNq0CfHx8cWe2VVeEhISULduXYwcOVLrvaAFQUDnzp3ljx8V5W0cJ6oYSrxNgpGREWrVqoVatWrpIh4lsjt3sjt5b0pPT1d7d0/m4sWLWLZsGebMmSNPTItr1qxZmDZtmsJ5XVxc4OvrCxsbG5XHSKVSREZGonv37pwi9BqOi3ocG9U4LuppPDZXrgCdOgEAskQRC3JzsTg3t4yiVNaxY0esWLECjRs3LpX++T2jGscFCo+RkHqyhMbPzw9Hjx4t73BKzNXVVb5Q4M2bN9GwYUOlNrm5uahVqxYeP34MAHj48CFq1KhRpnES6UKF3wdP9uxdbGwsWrZsqVCXmpoKiUSC9u3bF9rH1atXkZeXh5CQEISEhCjV3759G4IgwNbWFs+fP1fZh6mpKUxNTZXKjY2Ni/yQ1KRNZcRxUY9joxrHRT1VY3Py5EmMGTOmXPf8/PHHHzFp0iQYGZXPxw2/Z1SrzONSWa+bAAODgsXj169fj8WLFyvVHzx4EI8fP4aRkRFy3/gFWM2aNXHz5s0ibyro0sKFC/Hll1+iZs2aZXZO0g8VPsHr3LkzFi5ciGPHjmHo0KEKdceOHZO3KUz9+vURFBSksm7dunWwtbXFoEGDipxqSURU0aSlpWHNmjXo169fucXw/vvvY8WKFXB3dy+3GIiIimJsbIxOnTrht99+w4IFC5R+8bR+/XrY29vDw8NDYTFB2bGq7vqVJicnJzg5OZXpOUk/aLQPXnnq1q0b6tWrh/DwcFy+fFlenpGRgXnz5sHIyAiBgYHycolEglu3bkEikcjL2rdvj7Vr16p8AUCNGjWwdu1arFixoqwui4ioWA4fPgxnZ2elfeMcHBxw6NChUj+/IAhYt24d8vLylPaNO3z4MJM7Ii3l5QFRUQWPyEZFFXz9tklOTkZwcDDatm0LR0dHmJqawtXVFZMmTUJKSorG/Rw/fhw2NjaoV6+ewsyDq1evYujQoXBycoKJiQnq1KmDyZMn4+nTp8WOddSoUXj06JHSs7yPHj3CkSNHMGzYMJiYmCgdl5CQAEEQFH7mlMnIyMA333yDpk2bwtLSEra2tmjevDnmzJmjclGfJ0+eYPTo0XB0dIS5uTnatm2r8rm8wMBACIKAhIQEhfLc3FwsXLgQbm5uMDMzg7u7OxYuXIj//vtPZYwnTpzA6NGj0aBBA1hZWcHKygqtWrXCr7/+qnKMBEGAj4+PxnFSxVPhEzwjIyOsXbsW+fn58Pb2xrhx4zBjxgw0a9YMN27cQEhIiMKWB2FhYWjUqBHCwsLKMWoiouKTSCQYPXq0UhInCAJ69eqFhw8flnoMgwcPxv3795WSuPz8fIwePVo+xYmISi4iAnB1Bbp0AQICCv50dS0of5tER0dj6dKlqF69Ovz9/TF58mS4ublh9erVaNeundp1FF63a9cu9OzZE3Xr1sWZM2fkvzTav38/vLy8cODAAfj4+GDq1Klo0qQJwsLC0K5dO6SmphYr1v79+6NKlSrYsGGDQvnmzZuRm5uL0aNHF6s/iUSCtm3bIjg4GIaGhpgwYQJGjx6NGjVqYNGiRcjMzFRo//z5c3To0AFXr17FsGHDMGDAAMTExMDPzw/Xr1/X6JyjR4/G7NmzIQgCPv74Y/To0QPLly9Xu+fookWLEB0djdatW+OTTz7BRx99BIlEgvHjx6tdWV4XcVI5Et8Sf//9t9ijRw/R1tZWNDc3F1u1aiVu2bJFqV1wcLAIQAwODtaoXwBigwYNih1PWlqaCEBMS0tT2yYnJ0fcu3evmJOTU+z+9RnHRT2OjWr6NC75+fni9u3bRWtraxFAubysra3F7du3i/n5+eU9HKVGn75ndInjotnntyiK4suXL8V///1XfPnyZanEsXu3KAqCKAKKL0EoeO3eXSqn1Vh8fLwIQPTz8yuy7ePHj8WMjAyl8k2bNokAxPnz5yuUjxw5UgQgxsfHi6IoiqtWrRINDAzETp06ic+fP5e3k0gkoo2NjVirVi0xMTFRoY/w8HARgPjJJ59odD116tQRTU1NRVEUxUmTJonGxsbi48eP5fUNGjQQW7ZsKYqiKHbu3FkEID58+FBeLxuPkSNHKvQ7ePBgEYA4e/ZspXM+evRIlEql8q9l78GTJk0S8/Ly5OVr164VAYjjx49XOP7NcRJFUfzzzz9FAGKrVq3ErKwsefnDhw/FGjVqqIzxv//+U4pNKpWK3bt3Fw0NDZXGtrhxUtnR9H3prflVrJeXF44cOYLnz58jKysLFy5cwLBhw5TahYSEQBRFlYupqCKKIm7duqXjaInobbZjxw44OTlh586dWveRlJSEIUOGKN2JMzAwwIcffoiMjAwdRqzaqFGjkJKSonQ3Lj09XR4bEZW9vDxgypSClO5NsrKpU9+e6ZqOjo6wsrJSKh8+fDhsbGzw559/qj02NDQUkyZNQp8+ffDHH38oLGKyefNmpKenY+HChahdu7bCcf7+/mjRogW2bdtW7HhHjx4NqVSK3377DQBw5swZ3L59u9h37x4/foxdu3bBzc1N5c+d1atXV3rOz9LSEosWLVKYDTFy5EgYGRnhwoULRZ5zy5YtAAq2/3p9j+kaNWpgypQpKo+pW7euUpmRkREmTJiAvLw8nDhxQqm+pHFS+arwi6wQEZWllJQUjB8/Hs+fP8e4cePQuXNnODo6qmybn5+PjRs3YsyYMRBV/aRWBpycnBAUFIS5c+dydUCit8SpU8CDB+rrRRG4f7+gnY9PmYVVIhEREfjll19w8eJFpKamIu+17DQ5OVnlMVOmTMH+/fsRFBSEX375RWmf4vPnz8v/VLUa8KtXryCRSCCRSGBvb69xrC1btkTTpk2xYcMGTJ8+HevXr4eZmRkCAgI07gMAYmJiIIoiunTpovH7r4eHh1IybGRkhOrVq6tdyf11V65cAQCVK8irW1U+IyMDS5Yswd69exEXF6c0bVTVv09J46TypXWCJ4oif/tLRHpFFEVMmDBBfnctIyMDEydOxPfff49PPvkER44cKbfYJk+ejG+++QZ2dnYK5VKptFgbfxNR+dP0cdoyeOxWJ5YuXYoZM2bAwcEBvr6+qFWrlvzu0vLly5Gdna3yuFOnTkEQBPTp00cpuQOAZ8+eAQB++umnQs+fmZlZrAQPKJjh8Nlnn+H48ePYsWMH+vXrp/T+WhRZolOcbQzUbbNgZGSkkBSrk56eDgMDA1SrVk2prnr16kplOTk58PHxwcWLF9G8eXMMHz4c1apVg5GRERISErBp0yaV/z4ljZPKl9YJXq1atTB8+HCMHDkSjRo10mVMRERlLi8vD0FBQdizZ49CWUREBCLKaMUDd3d3rFmzBj5vy6/siUgrmq58/zaskJ+bm4t58+bB2dkZly9fhoODg7xOFEWV+83J7NmzB4GBgRg8eDB27tyJvn37KtTb2NgAAK5du4bGjRvrNO6PPvoIX3zxBUaMGIEXL14Ue3omAHlCmJSUpNPYCmNjY4P8/Hw8ffpUKamVbdD+un379uHixYsYM2YM1qxZo1C3bds2bNq0qVTjpfKh9TN4Dx8+xPfff4/GjRujbdu2+Pnnn3nLlogqvH///RedOnVSejbOyMiozD7ovvzyS7x48ULp2bjY2Fgmd0SVgLc3UKsWoG4ilCAALi4F7So6iUSCtLQ0tG3bViG5AwqmML58+VLtsXXq1EFUVBRq1aqFwYMHY+/evQr1bdq0AQClPel0wd7eHn369EFSUhJq166Nbt26FbuPVq1awcDAACdOnFC5HUJpaNasGQDg7NmzSnWqyuLi4gAAH3zwgVLdqVOndBwdVRRaJ3gXLlzApEmTULVqVfzvf//Dxx9/DCcnJwwdOhRHjx4tt+dRiIhycnKwYMECldsNeHp6lsmH2rvvvou///5bKYkTRRELFy6EpaVlqcdARBWToSHw448Ff38zyZN9vXx5QbuKTrZH2sWLF5GVlSUvT01NxeTJk4s8Xpbkubi4YMiQIQqzKEaNGgVra2t89dVXuHHjhtKxWVlZ8uf0tPH9999jz5492LNnj1ZbwFSvXh0DBw5EXFwcQkNDlepTUlKQm5urdXyqyBYYnDdvHl69eiUvf/ToEX6UfVO9pk6dOgCA06dPK5SfPHlS6Y4e6Q+tp2i2bNkSLVu2xA8//IADBw5g06ZNOHLkCHbs2IGdO3eiRo0anMJJRKUqJiYG48aNw6VLl8othvnz52PGjBkwNTUttxiI6O0zYACwa1fBapqvL7hSq1ZBcjdgQLmFpuDatWsqN/cGgBYtWuDTTz/FpEmTsHTpUjRr1gx9+vRBeno6jhw5gjp16sDZ2bnIc9SuXRtRUVHw8fHBhx9+iG3btmHAgAFwcHDA1q1bMXjwYDRr1gw9evRAw4YN8erVKyQmJuLkyZNo3749jh49qtW11a1bV+UKk8WxatUqXL9+Hd9++y0OHz6Mrl27QhRF3LlzB8eOHcPjx4+L/WxfYd577z0MGzYMv//+O5o0aYK+ffsiOzsbO3bsQJs2bXDgwAGFZLVPnz5wdXXF4sWLcf36dTRu3Bi3b9/GwYMH0a9fP+zevVtnsVHFUeJVNI2MjNC/f3/0798fT58+xe+//45Nmzbh0qVLWLx4Mb7//nu0atUKo0aNwtChQ3X6TU5E+i8rKwuhoaGFPsdRFrp161boUt9ERMU1YADQt2/BapkPHxY8c+ftXbHu3CUnJ6udvv78+XN8+umnWLhwIapWrYqNGzdi1apVqF69OoYOHYrQ0FCNn51zcXHByZMnFZK8gQMHolevXrh06RK+//57/Pnnn4iMjISlpSVq1aqFUaNG4aOPPtLl5Rabvb09zp8/jyVLlmDnzp0ICwuDmZkZ6tatiy+//LJUZmts3LgRDRs2xPr167Fy5UrUqlULU6dORbdu3XDgwAH5s4sAYGVlhePHj+Pzzz9HdHQ0oqKi4Onpid9//x3Vq1dngqenBLGU5lLeuHEDa9euxU8//SRfbcfExAT9+vXDpEmT4P02TCwvRHp6OmxtbZGWlqbwH+l1stXtevbsyeXLX8NxUa8yj82pU6cQFBSE2NjYcovB3Nwcr169UphiLggC7OzscOvWLbXbJZSnyvw9UxiOi2ocF80+v4GCJfjj4+NRt25dmJmZlWGERNpZu3Ytxo4di1WrVmHixInlHQ6VAk3fl0plo/N///0XmzZtwo4dO5CbmwtRFOXLuW7fvh0+Pj7o2bMnUlNTS+P0RFRBpaen49NPP1X5bFynTp3KJLnr0aMHYmNjVT4bt2HDBqXnh0VRxM8//1whkzsiIqp8Hj16pPRZlZSUhPnz58PQ0BC9e/cup8iootBZgvf06VOEhYWhdevWaNKkCZYsWYKUlBT06tULu3fvRnJyMh49eiS/lfzHH39g2rRpujo9EVUgR48ehbOzs1ISZ2tri5UrV5ZJDGvXrkVeXp5SEnfkyBG4u7urPGbIkCHo37+/fD8mQ0NDDBgwAEOGDCmTmImIiIry3XffoX79+hg9ejS+/PJLBAQEoFGjRkhMTMScOXPg4uJS3iFSOSvRM3i5ubk4dOgQNm3ahMOHD0MqlUIURdSvXx+jRo3CyJEjUaNGDXl7W1tbfPzxx/D394e7uzsOHTpU4gsgovLx9OlTzJw5E+vXry+3GAYOHIgffvhBZx9mgiDg559/xokTJ/D8+XPY2Nhg9erVOumbiIhIF3r06IF///0Xhw4dQmpqKszMzNC0aVNMmjQJAQEB5R0eVQBaJ3hTpkzB1q1b8fTpU4iiCCsrKwwbNgyjR49Ghw4dCj22atWqaNy4Mc6cOaPt6YmoDIiiiF27diEoKAgZGRnlEoOlpSV++eUXWFpaolevXqX+3JCjoyN++eUXTJkyBStWrODUTCIiqlB69OiBHj16lHcYVIFpneDJpll16NABo0ePxpAhQ4q1UlCvXr3g5uam7emJSIeSk5Px2WefYceOHeUWQ2BgIBYtWqQyoZItDFFWhgwZwmmZRERE9FbSOsH74osvMHr0aHh4eGh9PBGVHVEUsXnzZowePRr5+fnlEkP16tWxZs0a9OnTp1zOT0RERKTvtF5kZeLEibC1tdWobUpKCu7du6ftqYioGOLj49G7d2+lBU4MDAwQGBhYJsndxx9/jNTUVKUFTh49esTkjoiIiKgUaZ3g1a1bF4MHD9ao7Ycffoh69eppeyoiekNeXh7CwsJUbjdQr169MlnAyM3NDcePH1e53UBYWBjs7OxKPQYiIiIiUqR1gif7Qa447YmoeG7dugUfHx+lJM7IyAiTJ08ukxi++OILvHjxQimJu3v3Lrp06VImMRARERGRZkq0TYKm0tPTYWpqWhanInrrSKVSLFu2DF9++WW5xdC0aVP8+uuvaNOmTbnFQEREREQlV6oJXnZ2Nk6ePImrV69qvRgLkb64dOkSxo4di3/++afcYpg3bx4+//xz/sKFiIiISE9pnOCFhobim2++USg7c+YMDA0NizxWFEUMHTq0+NERvWWkUimioqLg6+tbbjG0b98eq1evRtOmTcstBiIiIiIqHxoneG8+cycIQpHP1Zmbm6NevXr48MMPy3X6GZGupaWl4fbt27h9+zZu3bol//v169fLLIZly5Zh8uTJMDIqk5nWREREFZIgCOjcuTOioqLKOxS13oYYSX9ovMhKSEgI8vPz5S9RFNGxY0eFsjdfmZmZuHbtGr7++mv+EEpvndzcXNy9exeHDh3C0qVLMW7cOHTu3Bk1atSAnZ0d2rRpgxEjRmDBggXYvXt3qSR3vr6+uHPnjsqVKj/77DP+vyIiolKRkJAgX9ird+/eKttERUVBEARMmDChVGMJDAyEIAhISEgo1fOEhIRAEARs27atVM9DVNq0/ukwODgYtWvX1mUsROXi2bNnKu/G3b17F1KptExiWLNmDUaPHo28vDwcPnwYPXv2hLGxcZmcm4iIqDCHDh1CdHQ0OnXqVN6hEJEGSpTgEb0tpFIp/vvvP5WJnEQiKZMY+vfvj+XLlxf6i5G8vLwyiYWIiEgTrq6uuHfvHr744gucO3euvMMhIg1ovQ8eUUUjiiKePHmC06dPY926dZg5cyY++OADNGjQABYWFmjYsCH69u2LmTNnYv369Thz5kyJkjtDQ0O4u7ujV69emDZtGn799VccOXIEV69elU9jfv0VERHBu95ERPRWadCgAYYPH47z588jIiJC4+Pu3buHoKAg1KxZEyYmJqhVqxaCgoJw//59pbay/V6zs7Mxd+5cuLu7w9jYGCEhIXB1dcWmTZsAAHXr1pVPG/Xx8VHq58mTJxg9ejQcHR1hbm6Otm3bltozbydOnMDo0aPRoEEDWFlZwcrKCq1atcKvv/6qcR+iKOLTTz+FIAgYNWoUcnNz5eXr169Hhw4dYGNjAwsLC7Rq1Qrr168vlWsh/aPRHbyuXbsCAOrUqYMNGzYolGlKEAT89ddfxQyPSFl2djbi4uJU3o1LTU3V+fmqVq2KBg0ayF8NGzZEgwYN4ObmBhMTE6X2eXnAyZPAw4eAkxPg7Q1osNgsERFVJrGxQEaG+npra6CCbDH1zTffYNu2bZg9ezb69u1b5ArqsbGx6NixI1JSUtCnTx94enrixo0bWL9+PQ4ePIgzZ87A3d1d6bgBAwbgypUr8PPzQ9WqVVGvXj1MnToVGzduxJUrVzBlyhTY2dkBKLiz+Lrnz5/LE6Jhw4YhJSUF27dvh5+fH/755x80btxYV8MBAFi0aBHu3r2Ltm3bon///nj+/DmOHj2K8ePH4/bt21i6dGmhx+fk5GDkyJHYtm0bPv/8cyxevBhAQXL30UcfITw8HPXr10dAQABMTEwQGRmJoKAg/Pvvv1iyZIlOr4X0j0YJnuy3Hw0bNlQq05QgCMVqT5WbKIp4/PixPHF7PZGLj49Hfn6+Ts9nZGQENzc3pSSuQYMGsLe317ifiAhgyhTgwYP/K6tVC/jxR2DAAJ2GTEREb6vYWKB+/aLb3blTIZK82rVr4+OPP8ayZcuwbt06jBs3rtD2EyZMQEpKCn755ReFtr/++ivGjx+PCRMm4M8//1Q6Ljk5GVevXkXVqlUVyi9fvowrV65g6tSpSomdzJUrVzBp0iSsXLkSBgYFE9S6du2KMWPGICwsDD///HMxr7pwq1evRt26dRXKcnNz0bNnT/z444+YMmWK2lk7L168wIABA/Dnn39iyZIlmD59urxu7dq1CA8PR1BQEH7++Wf5Ymo5OTkYNGgQli5dCn9/f7Rs2VKn10P6RaME78SJEwAACwsLpTKiknj16hViY2NVJnLp6ek6P5+Dg4PKJK5u3bolXtQkIgIYNAh4c/eQpKSC8l27mOQREREKv3OnTbsy8NVXX2HdunUIDQ3FRx99pPAz4evu37+P48eP45133sHYsWMV6saOHYvly5fjr7/+wv379+Hi4qJQHxoaqpTcacrS0hKLFi2SJ3cAMHLkSEyYMAEXLlzQqs/CvJncAQW/LJ4wYQIiIyNx4sQJjBw5UqnNkydP0LNnT1y+fBmbNm3C8OHDFerDwsJgaWmJsLAwhZWyTUxM8O233+LAgQPYunUrEzwqlEYJXufOnTUqI1JFFEUkJyfLE7ibN2/izJkzmDp1KhITE4vcT7G4TExM4O7urjKRq1Klik7PJZOXV3DnTtWliCIgCMDUqUDfvpyuSUREb5+qVaviiy++wOzZs7F8+XLMnj1bZbtLly4BKPg58c3ZW4IgoFOnTrh58yauXLmilOB5eXlpHZ+HhwesrKwUyoyMjFC9enU8f/5c637VycjIwJIlS7B3717ExcUhMzNToT45OVnpmMePH6Njx4548OAB9u3bh549eyrUZ2Vl4dq1a3B2dsZ3332ndLxsZe9bt27p8EpIH3ETLdKZrKws3LlzR+FunOz14sULnZ+vRo0aKpM4V1fXIp8P0LVTpxSnZb5JFIH79wvaqXgunIiIqMKbOnUqwsLCsHjxYowfP15lG9nsm+rVq6usr1GjBgAgLS1NqU7dMZqwtbVVWW5kZKTzFapzcnLg4+ODixcvonnz5hg+fDiqVasGIyMjJCQkYNOmTcjOzlY67uHDh0hPT0f9+vXRunVrpfrU1FSIooikpCSEhoaqPf+bySTRm7RO8Fq1aoWAgAB8+OGHqFmzpi5jogosPz8fDx48UErgbt26pXJlrJIyMzODh4eHUhJXv359tW/m5eHhQ922IyIiqmjMzc0REhKCcePGYcGCBejTp49SGxsbGwAFd6tUkZXL2r3ubVmvYd++fbh48SLGjBmDNWvWKNRt27ZNvurnm959912MHDkSY8aMQdeuXXH8+HE4ODjI62Vj0rJlS8TExJTeBZDe0zrBu3jxIi5duoSZM2fC29sbAQEBGDhwoNZzp6liefHihco7cXfu3EFWVpbOz1ezZk2Vd+Nq166tMJ++onJy0m07IiKiimj06NFYtmwZfvrpJzRr1kyp/t133wUAREdHQxRFhaRNFEWcOnVKoZ0mZLNyKspesXFxcQCADz74QKlOdn3qjBo1CgYGBhg9ejS6dOmC48ePw9HREQBgbW2NRo0a4ebNm3j+/Ll8xVCi4tI6wdu/fz/Cw8Nx4MABnDx5EtHR0fjkk0/g5+cHf39/9O3bV+0DuFQx5OXl4d69eyoTuaSkJJ2fz8LCAvXr14eHhwcMDAzQq1cveHp6on79+krz5t823t4Fq2UWNk3TxaWgHRER0dvK0NAQCxYswIABA/DNN98o1deuXRtdunTBiRMnsH79egQFBcnr1q9fjxs3bqBr165Kz98VRnbz4MGDB3Bzcyv5RZRQnTp1AACnT59WuIt58uRJpTt6qowcOVK+953sTp4syfv0008xceJEjB07Fhs3boSlpaXCsfHx8RAEQe1qokRACRK83r17o3fv3nj58iX27duHrVu34o8//sDBgwdx6NAhmJub44MPPoC/vz/ef/99hZWAqGylpaWpTOJiY2Px6tUrnZ+vdu3aKu/G1axZEwYGBpBKpTh8+DB69uxZ4pUrKwpDQ6Bly8ITvBYtuMAKERG9/fr374927drh3LlzKutXr16Njh07YuzYsThw4ADeeecd/Pvvv9i/fz8cHBywevXqYp2va9euWLJkCcaPH4/BgwfD0tIStWvXRkBAgC4uR2X8R48eVVn36aefok+fPnB1dcXixYtx/fp1NG7cGLdv38bBgwfRr18/7N69u8hzjBgxAoIgIDAwED4+Pjhx4gSqV6+O8ePH4/z589i0aRPOnDmD9957D87Oznj8+DFu3bqFv//+G+Hh4UzwqFAlzrrMzc0xdOhQDB06FGlpadi1axe2bt2KkydPYtu2bdi+fTvs7OwwaNAg/PLLL7qImVTIy8tDQkKCwqbfstejR490fj4rKyuVSZyHh0elvHObkwMcPFh4m4MHC9qp2BudiIgqE2tr3bYrB4sWLUKnTp1U1jVo0AAxMTEIDQ3F0aNHcejQITg4OCAwMBDBwcHyO2Caev/997F48WKsWbMGixYtglQqRefOnUstwYuOjkZ0dLTKun79+qFFixY4fvw4Pv/8c0RHRyMqKgqenp74/fffUb16dY0SPAAYPny4PMmTTdesUaMGNm7ciJ49e2LNmjU4ePAgXrx4AUdHR3h4eGDJkiV47733dHm5pIcEUddr1P9/jx8/xvbt27FlyxbExMRAEIQKM3daF9LT02Fra4u0tDSVDwoDKJU7Vc+ePVN5N+7u3bvIycnRyTlkZFMAVCVyTk5OWj8MrY938JYvBz77rOh2P/xQsF2COvo4NrrAcVGPY6Max0U1jotmn99AwT6t8fHxqFu3LszMzHQfSGxs4fvcWVtXiE3Oiaji0PR9qdTmTd69exd37txBYmJiaZ1Cb0mlUsTHx6u8G/fkyROdn8/W1lZlEufu7l46H2p66P8/b62zdkREpOeYvBFRKdFpgnflyhVs3boV27Ztw/379+UbWL/77ruldhtdn2zevBkLFixAXFwccnNzddq3oaEh6tatq5TENWjQAI6Ojm/N0sQVlabPfFeAZ8OJiIiISI+VOMG7e/cutm7diq1bt+L27dsACpbBdXNzg7+/P4YNG4YGDRqUONDKID8/Xz6G2qpatarKu3Fubm4w4cNfpWbSJGDGDKCwWciGhgXtiIiIiIhKi9YJ3rJly7B161ZcvHgRQEFSV6NGDXz44Yfw9/eHl5eXzoKsLDRNhI2MjODm5qYykbO3ty/lKEkVExNg2jTg++/Vt5k2jQusEBEREVHp0jrBmzFjBoCC57cGDBiAgIAAdO3atdSm+l24cAHBwcE4d+4ccnJy4OnpialTp2o89TMqKgq//vorLl26hIcPHyInJwcuLi7o0KEDvvjiiwpxl/HNGBwcHFQmcXXr1q20D8dXZIsXF/y5bJninTxDw4LkTlZPRERERFRatE7wBg4ciICAAPTq1avUp/5FRUXBz88PJiYmGDp0KGxtbREREYFhw4YhISEBs2fPLrKPP//8E6dPn0abNm3kfd28eRObN29GeHg4jhw5gi5dupTqdRSlatWq2LJli/zuXJUqVco1Hiq+xYuB+fOBVasKFlRxcyuYlsk7d0RERERUFrRO8Hbu3KnLONTKzc3FmDFjIAgCoqOj0bx5cwBAcHAw2rVrh+DgYAwePBgeRaxG9fXXX2P+/PlK5X/99Rfee+89zJw5ExcuXCiVayiOYcOGlXcIVEImJoVvhUBERIXLywNOnQIePgScnABv74LZEEREVDSD8g6gKMePH0dcXBwCAgLkyR0AWFtbY86cOcjNzcWGDRuK7Efdcv/dunVDlSpVcPfuXZ3FTERERNqJiABcXYEuXYCAgII/XV0LyomIqGga3cHbvHkzgILn7fr27atQVhwjRowo9jFRUVEAAF9fX6U6WdnJkyeL3a/MuXPnkJqaio4dO2rdBxEREZVcRAQwaBDw/3dZkktKKijftQsYMKB8YiMieltolOAFBgZCEAQ0aNBAnuDJyopDmwQvNjYWAFROwaxSpQrs7e3lbTQRFRWFqKgoZGdnIzY2FgcPHoS9vT1++OGHYsdGREREupGXB0yZopzcAQVlglAw/b1vX07XJCIqjEYJ3ogRIyAIApycnJTKSltaWhqAgruHqtjY2ODBgwca9xcVFYXQ0FD51+7u7ti2bRtatmxZ6HHZ2dnIzs6Wf52eng4AkEqlkEqlKo+Rlaurr6w4LupxbFTjuKjHsVGN46JaRR6X06eBp08Bc3P1bSQSIDoaKMmkm4p47UREuiSIoqrflVUcvr6+iIyMRGxsLNzd3ZXq3dzc8ODBA4XkSxOZmZn4999/8c033yAyMhLr168vdMuFkJAQhcRQJjw8HBYWFsU6NxEREZWPrKwsBAQEIC0tDTY2NmrbvXr1CvHx8ahbt67a5/iJiMqSpu9LFT7BGzx4MHbt2oWYmBiVd9kcHBwgCAJSUlK06j83NxetWrXC3bt3ER8fDwcHB5XtVN3Bc3FxgUQiUfsBIZVKERkZie7du3PfutdwXNTj2KjGcVGPY6Max0W1ijwup08DvXoV3e7QoZLdwUtPT4e9vT0TPCJ662j6vqT1Ngldu3ZF06ZNsXz58iLbfvbZZ7h69Sr++uuvYp9H9uxdbGysUoKXmpoKiUSC9u3bF7tfGSMjI3Tp0gVXrlxBTEwM3n//fZXtTE1NYWpqqlRubGxc5IekJm0qI46Lehwb1Tgu6nFsVOO4qFYRx6VTJ6BatYIFVVT96lkQgFq1CtqV5Bm8inbdVP6ioqLQpUsXBAcHIyQkRO/PS/pP620SoqKicPHiRY3aXr58Wb4aZnF17twZAHDs2DGlOlmZrI22kpOTARQke0RERFT2DA2BH38s+Pubj/jLvl6+nAuslJWEhAQIgqD0srS0RNOmTREaGooXL16UWTyurq5wdXUt9nGqruH1V0JCQqmcs2HDhsU+jkhXyiSjycnJgaGW78jdunVDvXr1EB4ejk8//RTvvvsuACAjIwPz5s2DkZERAgMD5e0lEgkkEgns7e1hb28vL4+Ojoa3t7fSwjDHjh3Dnj17YGtrW6I7gURERFQyAwYUbIUwZQrw+vpptWoVJHfcIqHsubm54aOPPgIAiKKIJ0+e4MiRIwgJCcEff/yBU6dOaf0zXlmpVq0aPvnkE5V1dnZ28PLyws2bNxV+biwL5XVe0n+lnuC9fPkSd+7cQbVq1bQ63sjICGvXroWfnx+8vb3h7+8PGxsbREREID4+HvPnz0f9+vXl7cPCwhAaGqp0u/uDDz6Avb09WrduDRcXF7x8+RJXr15FdHQ0jI2NsXbtWlhaWpb0comIiKgEBgwo2Arh1Cng4UPAyQnw9uadu/Li7u6uNH0wOzsb7dq1w7lz5xAdHY0uXbqUT3Aasre3L3IKZHnccbOwsOCdPioVGk/R3LdvH0aPHi1/AQXPxb1e9ubL398fTZo0wbNnz9CpUyetg+zSpQtOnz6Njh07YseOHVi1ahWqVauGLVu24KuvvtKoj9DQUHh4eOD06dNYsWIF1q5di4cPH2LMmDG4dOkSBg0apHV8REREpDuGhoCPD+DvX/Ank7uKxdTUVJ7UPXnyRKk+Pj4eY8aMQe3atWFqagonJycEBgYiMTFRqe3FixcxaNAgedvq1aujXbt2+O677wD831TRxMREJCYmKkyv1NVza1FRUQr9lcU5VZ1XRjY1NDMzE9OmTUPNmjVhamqKpk2bYteuXSr7ysnJwbJly9CiRQtYWlrC2toa3t7e2L9/v87ipbeHxnfwLl++jI0bN8q/FgQBjx8/VihTx8PDAwsWLNAmPjkvLy8cOXKkyHYhISEq//NNmTIFU6ZMKVEMREREVLnl5+fj6dOn5R2GxqpVqwYDA62XXFApJydHnpzIHp2R+fvvv+Hn54fMzEz06dMH7u7uSEhIwO+//44jR47g3LlzqFevHoCCny3bt28PQ0ND9O3bF3Xq1MHz589x48YNrFmzBl9++SXs7OwQHBwsX9Rv6tSp8nP5+Pjo9LpkyuOcb5JKpfD19cWzZ88wYMAAZGVlYdu2bRgyZAiOHj0KX19fedvs7Gz06NEDUVFRaN68OYKCgiCVSnHo0CH07dsXK1euVDtFlfSTxglev3795A+aiqKI0aNHo379+pg1a5bK9oIgwNzcHPXq1UOLFi3KZFN0IiIiotL09OlTODo6lncYGktJSVG7BZQm7t69K//FuSiKkEgk+OOPP5CUlITFixcrPCYjlUoxdOhQ5OfnIyYmBs2aNZPXnT59Gj4+PpgyZQoOHDgAAPjtt9+QnZ2Nffv24YMPPlA4ryyJtrOzQ0hIiPyGgjZ30CQSicrj2rZtix49eiiV6+KcJZWcnIzWrVvjxIkTMDExAQAEBATgvffew7JlyxQSvG+++QZRUVEICQnB3Llz5T9zZ2RkoGvXrpg+fToGDBgAZ2fnMr8OKh8aJ3jNmjVT+I8aEhKCZs2aYeTIkaUSGBERERGVr7i4OISGhiqVf/DBB+j1xsaFBw8eREJCAubNm6fwMyMAdOzYEX379sXevXuRnp6usAehubm5Uv/art2gytOnT1Vew5QpU1QmeBXFDz/8IE/ugIKFB+vUqYMLFy7Iy/Lz87F69Wq4u7srJHcAYG1tjblz5+KDDz5AREQE7+JVIlovslLYsrJERERE9Pbz8/PD0aNH5V+npKTgr7/+wqeffor27dvj77//lt/FO3/+PADg1q1bKu96PXr0CPn5+bhz5w5atWqFQYMGYfny5ejXrx+GDBmC7t27o2PHjqhdu7ZOr6FBgwa4deuWTvssbXZ2dqhbt65Sea1atXDu3Dn517dv30ZqaiqcnZ1VJrGyZyTftuunktE6wZNKpXj48CEsLS0L/S3L06dPkZmZCWdnZ+4zR0REREXKy+MqmhWVo6Mj/P398fLlSwQFBeG7777D+vXrAQDPnj0DAPz++++F9pGZmQkAaNeuHY4fP46FCxdi69at8imRLVu2xPfff1/hV+csTba2tirLjYyMkJ+fL/9aNuY3btzAjRs31PYnG3OqHLTOuNasWYPJkydj6dKlCg+fvum3337D9OnTsXr1aowbN07b0xEREVElEBGheh+8H3+sGPvgVatWDSkpKeUdhsZ0OdXxdV5eXgAKVsGUkU27PHDgAHr37q1RP507d0bnzp3x8uVL/P333zhw4ABWrVqFXr164dq1a3Bzc9N98HpENuYDBw5Uu8ImVT5aJ3i7du2CgYGBwibjqgQGBuLzzz/Hzp07meARERGRWhERwKBBgCgqliclFZTv2lX+SZ6BgUGJFi3RF7I7R6/fTWrTpg0A4Ny5cxoneDLm5ubw8fGBj48P7OzsMHfuXPz555/yBM/Q0BA5OTk6il4z5XHO4mrUqBFsbGwQExMDqVQKY2Pj8g6JKgCt1829ffs2XFxcYGdnV2g7Ozs7uLi44Pbt29qeioiIiPRcXl7Bnbs3kzvg/8qmTi1oR+UrPz8fK1euBAB4e3vLy/v27YvatWtj2bJliI6OVjpOKpXi9OnT8q9PnTqF9PR0pXaPHz8GoLj4StWqVSGRSPDq1SudXUdRyuOcxWVkZISJEyciMTERM2bMgFQqVWpz/fr1t+quM5Wc1nfwnj59qrRCkjoODg64evWqtqciIiIiPXfqlOK0zDeJInD/fkG7MtqKjKC4TQJQsGjHiRMncPPmTbi4uODrr7+W15mammLXrl14//330blzZ3Tr1g2NGzcGANy7dw+nTp1CtWrV5At+LF26FJGRkejSpQvq1asHMzMzXLx4EX/99Rfc3d3Rv39/ed9du3ZFTEwM+vTpA29vb5iYmKBjx47o2LFjqV17Sc758OFDtbPcateujW+++UZncYaGhuLixYtYsWIFDh06hM6dO8PBwQFJSUm4du0arly5gnPnzr1V23tQyWid4FWrVg3x8fEatY2Pj1f7sCgRERHRw4e6bUe68eY2CaampnB1dcW0adMwa9Ys2NvbK7Rv3bo1rly5gu+//x6HDx/G6dOnYWpqipo1a6Jfv37w9/eXt504cSJsbW3x999/Izo6GqIoonbt2vj6668xdepUWFtby9vOmTMHqampOHjwII4fP478/HwEBweXaoJXknOmp6dj06ZNKuuaNWum0wTP1NQUR44cwbp167B582bs2rUL2dnZqF69Ot555x1MmDABTZo00dn5qOLTOsFr06YN9u3bh61btyr8Z33Ttm3bIJFI0KdPH21PRURERHrOyUm37ahkXF1dIaqaL6uBmjVrYvny5Vi+fHmh7fz8/ODn56dRn1ZWVvj111+LHYsm1+Dj46OyXWmes7DzFrYVWVRUlMpyQ0NDjBs3jutdEIASPIM3ceJEiKKIcePGITw8XGWbrVu3YuzYsRAEARMnTtQ6SCIiItJv3t4Fq2W+tk+zAkEAXFwK2hERkXpaJ3jdu3fHpEmTkJmZieHDh8PFxQUDBw5EUFAQBg4ciNq1a+Ojjz5CZmYmJk6ciB49eugybiIiItIjhoYFWyEAykme7Ovly7kfHhFRUUq083hYWBg8PDwwf/58JCUlYc+ePQr19vb2mDNnDiZPnlyiIImIiEj/DRhQsBWCqn3wli8v/y0SiIjeBiVK8ABgypQpGD9+PM6cOYObN28iPT0d1tbW8PT0RIcOHWBqaqqLOImIiKgSGDAA6Nu3YLXMhw8Lnrnz9uadOyIiTZU4wQMAMzMzdOvWDd26ddNFd5VaXh4/1IiIqHIzNORWCERE2tJJgke6ERGhelrKjz9yWgoRERERERVN6wQvOjq62Md06tRJ29PpvYgIYNCggo1cX5eUVFC+axeTPCIiIiIiKpzWCZ6Pjw8EdWsZqyAIAnJzc7U9nV7Lyyu4c6dq2xRRLFg9bOrUgmcSOF2TiIiIiIjU0TrB69Spk9oELzMzE3FxcUhNTYWJiQnatWundYCVwalTitMy3ySKwP37Be34TAIREREREamjdYIXFRVVZJvdu3djypQpcHZ2xu+//67tqfTew4e6bUdERERERJVTqS6yItvwvE2bNmjdujWmTp1amqd7azk56bYdERERERFVTgalfYLWrVujfv36WLNmTWmf6q3l7V2wWqa6RxoFAXBxKWhHRERERESkTqkneABgYmKC+Pj4sjjVW8nQsGArBEA5yZN9vXw5F1ghIiIiIqLClXqCd/fuXdy6dQu2tralfaq32oABBVsh1KypWF6rFrdIICIiIipt+fn5aNasGXr27FneoeiVkSNHok6dOnj16lV5hyIXFRUFQRAQEhJS3qGUCq0TvHv37ql9JSYmIiYmBqtXr0b37t2Rl5eHPn366DJuvTRgAJCQAJw4AYSHF/wZH8/kjoiIiMpWQkICBEGAIAioWbMm8vLyVLa7du2avF3Dhg3LOErd2rhxI65evVroD/3//fcfDAwMIAgCwsLCyi64t9icOXOQlJSEH374QaP2v/zyCwRBwIQJE4ps27JlSwiCgIsXL5Y0TL2idYLn6uqKunXrqnzVq1cPbdq0wSeffILExES88847WLBggS7j1luGhgVbIfj7F/zJaZlERET6bceOHXBycsLOnTvLOxQlRkZGSE5Oxh9//KGyft26dTAyKtU1+8pEXl4eQkND0blzZ3h5ealtt379eoiiCEEQsG7dujKM8O3l7u6Ofv36YdGiRcjMzCyyvb+/PywsLLBt2za8fPlSbburV6/i4sWLePfdd9GiRQtdhvzW0zrBq127ttpXnTp18M4776B3795YtWoVYmJiYG9vr8u4iYiIiN56KSkpGD9+PB49eoRx48YhJSWlvENS0L59e9ja2mL9+vVKdTk5Ofj999/1Ykrj4cOHce/ePQwfPlxtm7y8PGzcuBFOTk4ICAjA5cuXeedIQx999BHS0tKwdevWItva2Nhg0KBBSEtLQ0REhNp2sgQ7KChIZ3HqC60TvISEBMTHx6t8/ffff7h27Rr27duHCRMmwNTUVJcxExEREb31RFHEhAkTkJGRAQDIyMjAxIkTyzkqRebm5vjwww9x4MABSCQShbr9+/dDIpFg1KhRao8XRRHr169Hhw4dYGNjAwsLC7Rq1UplwpicnIzg4GC0bdsWjo6OMDU1haurKyZNmqQy8Q0MDIQgCEhISMCqVavQqFEjmJmZoU6dOggNDUV+fr7G17lx40YIgoCBAweqbfPHH38gKSkJAQEB8mt+8y7e6NGjIQgCTp06pbKPb7/9FoIg4LffflMov3r1KoYOHQonJyeYmJigTp06mDx5Mp4+farQTjZ1NjAwELdu3cKAAQNgb28vHwcA2LNnD/z9/eHu7g4LCwvY2trC29sbu3fvVnttv/zyCzw9PWFmZgYXFxfMnDkTr169giAI8PHxUWqfkZGB4OBgeHp6wtzcHHZ2dujRowdOnz6tsv+ePXvC0tISGzZsUBvD62RJm7r2sl8umJqaYtiwYcjJycHKlSvh5+cHFxcXmJqawtHREQMGDMClS5c0OicAtdcLFMxedHV1VRnLsmXL0KJFC1haWsLa2hre3t7Yv3+/Utu0tDTMnTsX77zzDqysrGBra4uGDRti1KhRuH//vsZxFqVMVtEkIiIiIkU7duzAnj175M+35eXlISIiAjt27CjnyBSNHj1a/gP169avXw9HR0f07t1b5XGiKOKjjz5CUFAQJBIJAgICMGbMGGRmZiIoKAgzZsxQaB8dHY2lS5eievXq8Pf3x+TJk+Hm5obVq1ejXbt2SEtLU3mezz//XJ4Yjh8/HgAQEhKCOXPmaHR9oigiKioKDRs2hJ2dndp2smRuxIgR6NKlC1xcXBAeHq6weIjsDuCWLVtU9vH777/D0tIS/fv3l5ft378fXl5eOHDgAHx8fDB16lQ0adIEYWFhaNeuHVJTU5X6uXv3Ltq2bYvHjx9j5MiRCAwMhImJCQBg1qxZuHHjBjp27IgpU6Zg8ODBuH37NgYNGoSVK1cq9TV37lxMmDABqampGDduHAYPHoydO3diyJAhKq/h2bNnaNeuHb755htUq1YNEydOxMCBAxETE4MuXbpg7969SseYmJigZcuW+N///qfRNM1OnTrBw8MDx48flyeur9u/fz+ePn2KAQMGoEqVKnj27BmmTp2K7Oxs9OzZE5999hl8fHxw+PBhtG/fHhcuXCjynNrIzs6Gn58fpk+fDqAgMf3oo4+QmJiIvn37KjynKYoi/Pz8MG/ePFStWhXjxo3D2LFj0bhxY+zZswdxcXG6C0wkraSlpYkAxLS0NLVtcnJyxL1794o5OTllGFnFx3FRj2OjGsdFPY6NahwX1Tgumn1+i6Iovnz5Uvz333/Fly9flkocjx8/Fu3s7ERBEEQA8pcgCKKdnZ34+PHjUjmvpuLj40UAop+fnyiKoujp6Sk2bdpUXv/gwQPR0NBQnD59uiiKoghAbNCggUIfv/76qwhADAoKEqVSqbw8Oztb7NOnjwhAjImJkZc/fvxYzMjIUIpl06ZNIgBx/vz5CuUjR44UAYh169YVk5OT5eVPnjwR7ezsRGtrazE7O7vIa71x44YIQBw2bJjaNikpKaKxsbHYpEkTedmsWbNEAOKWLVvkZfn5+aKLi4tYpUoVpXPHxMSIAMSPPvpIXiaRSEQbGxuxVq1aYmJiokL78PBwEYD4ySefyMtk/y4AxDlz5qiMNS4uTqksIyNDbNKkiWhraytmZmbKy2/fvi0aGhqKtWvXFiUSiUJ7T09PEYDYuXNnhb4CAgJEAOL69esVyh89eiS6uLiIDg4OKv/ffPbZZyIA8fjx4yrjftPChQtFAGJISIhS3fvvvy8CEP/8809RFEXx1atX4oMHD5TaXb9+XbSyshLfe+89hfITJ06IAMTg4GCFclXXK1OnTh2xTp06CmWzZ8+Wx5ifny8vT09PF1u1aiWamJiISUlJoiiK4tWrV0UAYv/+/ZX6fvXqlcrv/Tdp+r6k0R286OhonbyIiIiIKjvxtamZBT9TKtZVxKmao0aNwtWrV/HPP/8AKJjSmJeXh9GjR6s9JiwsDJaWlggLC1NYiMXExATffvstACg8k+Xo6AgrKyulfoYPHw4bGxv8+eefKs8zZ84cODk5yb+2t7dH3759kZGRgdu3bxd5bQ8ePAAAVK9eXW2bzZs3QyqVYsSIEfIy2d9fn6YpCAICAgKQmpqKQ4cOKfQhu6v30UcfKfSbnp6OhQsXonbt2grt/f390aJFC2zbtk0pnho1auDrr79WGWu9evWUyqysrBAYGIi0tDSFu1lbt25FXl4epk+fjmrVqim0V9W/RCLB9u3b0a1bN6WpudWrV8fnn3+OJ0+eqPy3ko2vbLyLMnLkSBgaGmLjxo0K/0+Sk5Nx7NgxuLq6omvXrgAAU1NT1HxzrzEAnp6e6NKlC6KjoyGVSjU6r6by8/OxevVquLu7Y+7cuRBe28za2toac+fORU5OjtJzhObm5kp9mZqaqvze15ZGyx75+PgoBK0NQRCQm5tboj6IiIiI3nY3btzAnj171NbLpmreuHEDnp6eZRiZesOHD8esWbOwfv16tGzZEhs3bkSbNm3wzjvvqGyflZWFa9euwdnZGd99951SveyH7Vu3bimUR0RE4JdffsHFixeRmpqqsD1DcnKyynOpWkGxVq1aAIDnz58XeW2y59yqVKmits369ethYGCAgIAAeVnDhg3RunVrREVF4b///pMnVsOHD8eiRYuwZcsW+VTMvLw8bN26FTVq1MB7770n7+P8+fPyP+/evat03levXkEikUAikSgsWNisWTP5lMw3paSk4LvvvsORI0eQmJiotBLl6+N45coVAAWL6bxJVdmFCxeQl5eHV69eqdxOIjY2FkDBv+ubU3erVq0KAErPcqrj5OSE999/HwcPHsSJEyfkyZzslwujRo1SyE8uX76MxYsX4/Tp03j06JFSQieRSBR+EVBSt2/fRmpqKpydnREaGqpU/+TJEwD/9z3eqFEjNGnSBOHh4bh//z769esHb29vtGjRAoY6XjZfowSvU6dOKhM8URRx7tw5SKVSmJiYoGbNmqhevTpSUlLw4MED5OTkwMTEBG3bti1xgkhERESkDzw9PdG/f3/s379f5f5yhoaG6Nu3b4VJ7oCCu2s9e/bE1q1b8cEHH+Du3btKz9C9LjU1FaIoIikpSeUPvzKvP4+1dOlSzJgxAw4ODvD19UWtWrXkdzuWL1+O7OxslX3Y2toqlcnuGKrbv+91snOoW5L//Pnz+Pfff9G9e3c4Ozsr1I0cORIXLlzAhg0bMG/ePAAF/77NmzfHoUOH8Pz5c9jZ2SEyMhKPHz/GtGnTFH6Yf/bsGQDgp59+KjTGzMxMhQRP3d3GZ8+eoXXr1rh37x46dOiA9957D3Z2djA0NMTly5exb98+hXFMT08HADg4OCj1peocsnjPnDmDM2fOFBrvm2Tja2Fhofa4NwUFBeHgwYPYsGGDQoJnYGCAwMBAebuzZ8/K6319feHh4QErKysIgoC9e/fiypUrar9/tCUbixs3buDGjRtq28nGwsjICMePH0dISAgiIiLkz+3Z29tj8uTJ+Oqrr3SW6GmU4EVFRSmV5ebmYsCAATAzM8OiRYswZswYhVuLmZmZWLNmDUJDQ2FjY1Pob6qIiIiIKgtBEPDzzz/jxIkTSEtLU5h+JggCbGxssHr16nKMULXRo0dj3759CAoKgrm5Ofz9/dW2tbGxAVCwEXVMTEyRfefm5mLevHlwdnbG5cuXFRIOURSxePHikl+AGrJzyX5gf5NsCmZkZKTaGxYbN25EaGgoDAwKnn4aPnw4pk2bhl27dmHMmDHy6ZlvbsMgG6dr166hcePGGsesLo5169bh3r17mD9/Pr766iuFuu+++w779u1Tef4nT56gTp06CnWPHz9W6l/Wfvr06ViyZInG8QL/N76qkkl1evfujerVq2P37t346aefcOXKFcTGxsLPz09hSuu3336L7OxsnD59Gh06dFDo4/z58/I7lUUpbMZhWlqawi8TZGMxcOBA7Nq1S6P+7e3tERYWhpUrV+LWrVs4fvw4Vq5cieDgYBgbG2PWrFka9VMUrVfR/O6773Do0CHs27cPU6dOVZo3amlpialTp2LPnj04ePAgFi1aVOJgiYiIiPSBo6Mjfv75Z5XP4P38889wdHQsp8jU69mzJ2rUqIGkpCQMHDhQ/gOuKtbW1mjUqBFu3ryp0TRJiUSCtLQ0tG3bVikBiImJKXTD65Ly9PSEgYGBfHrh6zIzM7F9+3ZYWFggKChI5cvT0xMPHjxQ2Aze398fhoaG2LJlCzIzM7F37154enri3XffVei/TZs2AIBz587p5FpkKzF+8MEHSnWqtm5o1qwZgII7YG9SVda6dWsIgqBVvLLnIZs0aaLxMUZGRhgxYgRevnyJbdu2ybfXeHPvu7i4OFStWlUpucvKyirWXoVVqlRBUlKSUnlCQoLS93GjRo1gY2ODmJiYYj/fJwgCGjVqhI8//hiRkZEAoHJbBW1pneBt2bIFHh4eaveKkPHx8UH9+vWxefNmbU9FREREpHeGDBmC/v37y6dlGRoaYsCAAWqXpy9vRkZG2L9/P/bs2SNfJKUwn376KbKysjB27FiVU/bi4+PlS+A7OjrC3NwcFy9eRFZWlrxNamoqJk+erLNrUMXOzg5NmzZFTEyMUsK9Y8cOZGRkYPDgwVi7dq3K14IFCwAoLrYie9YuOjoaP/74IzIzM1Vuoj5q1ChYW1vjq6++UjnNLysrS/6cniZkd+He3I8uPDwchw8fVmo/dOhQGBgYYNmyZQp77mVmZqr8N65RowaGDBmCs2fP4vvvv1caLwD4+++/Ff4NXy93cnKCh4eHxtcD/F8yt2rVKuzcuRPVqlVD3759FdrUqVMHqampCmOYl5eHGTNmyJ+F00SrVq2QkJCgMHsxJycH06ZNU2prZGSEiRMnIjExETNmzFCZ5F2/fl2+h2N8fDz+/fdfpTayO6WqFl/RlkZTNFVJTExU+2DtmywtLXHz5k1tT0VERESkd16fqvn8+fMKOzXzda1bt0br1q01ajt+/HicP38emzZtwpkzZ/Dee+/B2dkZjx8/xq1bt/D3338jPDwcrq6uMDAwwKRJk7B06VI0a9YMffr0QXp6Oo4cOYI6deooPfuma/369UNISAguXLgALy8vebksaStstdCePXuievXq2L9/P548eSK/Azl8+HD88ccfCAkJgYGBAYYNG6Z0rIODA7Zu3YrBgwejWbNm6NGjBxo2bIhXr14hMTERJ0+eRPv27XH06FGNrkO2wMvkyZNx4sQJ1KlTB1evXsWff/6JAQMGKK3o2KBBA3z55ZdYsGABmjRpgsGDB8PIyAgRERFo0qQJrl+/Lp92KrNq1Srcvn0bM2fOxG+//YZ27drB1tYW9+/fxz///IPY2Fg8fPhQ4Vm7uLg4xMfHa7U6bIMGDdChQwf5M39jx45VWmBm8uTJOHbsGDp27IghQ4bAzMwMUVFRSEpKgo+Pj8rHzVT57LPPcOzYMfTq1Qv+/v6wsLBAZGQk7OzsVC7QEhoaiosXL2LFihU4dOgQOnfuDAcHByQlJeHatWu4cuUKzp07B0dHR1y5cgX9+/dH69at0bhxY/nd8L1798LQ0FD+TJ4uaH0Hr1q1arh+/braFY1kkpKScP36dfnKOURERERUwNHREb/88gtq1KiBX375pUJOzdSWIAjYuHEjtm/fDk9PTxw8eBDLli1DZGQkzMzMsGTJEoUVJRcuXIhvv/0WgiBg1apViIyMxNChQ3Hs2DEYGxuXaqxjxoyRT6mUuX37Ns6cOQM3Nzd06tRJ7bFGRkb46KOPIJVK8dtvv8nL+/fvDysrK0ilUnTu3Fm+suebevXqhUuXLiEwMBDXr1/HypUrER4ejsTERIwaNUq+eIsmatWqhZMnT6Jbt274888/8csvvyA7OxvHjh1Dnz59VB7z7bffYtWqVbCzs8PPP/+MHTt2YNCgQVi1ahUAKE3FrVq1Ks6ePYvFixfDxMQEv//+O8LCwvD333/D09MTmzdvVlgQBvi/LSJkG9EX1+tTMlUl271798auXbtQr149bNmyBeHh4WjYsCH+97//KT1bWJgePXpg+/btcHNzw2+//YadO3eie/fuiIyMVLlqqampKY4cOSL/P7xr1y4sX74c0dHRcHJywurVq+VTUlu1aoUvv/wShoaGOHToEJYuXYqoqCj4+vri7Nmz6NWrlxYjo0aRO+qpMXHiRFEQBLF169bizZs3Vba5efOm6OXlJRoYGIiTJk3S9lQVEjc61x7HRT2OjWocF/U4NqpxXFTjuFScjc6p4vH39xerVasmvnjxorxDqRAiIyNFAOLMmTNL1I9UKhXr1q0rdunSRUeRVV6avi9pPUVz3rx5+OOPPxATEwNPT0906tQJjRo1goODA548eYJbt24hOjoa+fn5qFu3Lr755hudJaVERERERLr07bffIiIiAj/99BNmzpxZ3uGUmSdPnqBq1aoKS/Q/f/5cvqJjv379StT/b7/9hoSEBOzcubNE/ZDmtE7wqlWrhrNnz2LixInYt28fTp48iZMnT0IQBIUHLvv27YtVq1ahWrVqJQr0woULCA4Oxrlz55CTkwNPT09MnTpVYcPJwpw+fRp79uxBVFQUEhISkJmZCVdXV/Tt2xezZs2CnZ1dieIjIiIiordX3bp1sWnTJo034tYXv//+O5YsWYKuXbvC2dkZDx8+xNGjR5GSkoLAwEC0a9euRP0LgoA1a9agZcuWOoqYiqJ1ggcUbIAYERGBuLg4HDt2DHfu3MGLFy9gZWWF+vXrw9fXF25ubiUOMioqCn5+fjAxMcHQoUNha2uLiIgIDBs2DAkJCZg9e3aRfQwaNAgSiQQdO3bEiBEjIAgCoqKisHjxYuzevRtnz57Vq3nvRERERFQ8H374YXmHUObat2+Pli1b4s8//8SzZ89gaGiIRo0aYc6cOZg0aVKJ+399Q3IqGyVK8GTc3Ny0WhVHE7m5uRgzZgwEQUB0dDSaN28OAAgODka7du0QHByMwYMHF7nk6meffYYRI0YorIAjiiI+/vhjrF69GqGhofjpp59K5RqIiIiIiCoiLy8vpQ3Q6e2m9SqaZeX48eOIi4tDQECAPLkDCjbQnDNnDnJzc7Fhw4Yi+/niiy+UljcVBAFz5swBAJw8eVK3gRMREREREZUxndzBS0tLw3///YcXL16o3PBQprAlZtWR7Vvh6+urVCcrK0lyJlt218hIJ0NBRERERERUbkqU1URHR+PLL7/E33//XWRbQRCQm5tb7HPExsYCgMopmFWqVIG9vb28jTbWr18PQHUCSURERJVbYb+4JiIqS5q+H2md4J04cQI9evSAVCqFqakpXF1d4ejoqLTbfUmlpaUBAGxtbVXW29jY4MGDB1r1ffnyZYSGhsLR0bHI5XCzs7ORnZ0t/zo9PR0AIJVKIZVKVR4jK1dXX1lxXNTj2KjGcVGPY6Max0U1jovm1y5bMl4qlcLc3Lw0QyIi0ojs/ev1LS1U0TrBCw4OhlQqxbBhw7B8+fISb4NQ1uLj49G7d2/k5eVh27ZtsLe3L7T9woULERoaqlR+7NgxWFhYFHpsZGRkiWLVVxwX9Tg2qnFc1OPYqMZxUa0yj0tWVpZG7YyNjWFqaoq0tDRYW1tDEIRSjoyISD1RFJGWlgZTU1P5I2bqCKKWcw+srKxgYmKCJ0+eFJlFlsTgwYOxa9cuxMTEqNw/w8HBAYIgICUlReM+ExMT0blzZzx8+BC7d+9G7969izxG1R08FxcXSCQS2NjYqDxGKpUiMjIS3bt3L/IfojLhuKjHsVGN46Iex0Y1jotqHJeCz297e3ukpaWp/fx+vW1SUhKsrKxga2sLY2NjJnpEVKZEUYRUKkVaWhpevHiBmjVrFvnepfUdPBMTE7i7u5dqcgf837N3sbGxSgleamoqJBIJ2rdvr3F/CQkJ6NKlC5KTk7Fz506NkjsAMDU1hampqVK5sbFxkR+SmrSpjDgu6nFsVOO4qMexUY3jolplHpfiXLfshyiJRIKkpKTSComIqEimpqYaJXdACRK8Nm3a4J9//oEoiqX626zOnTtj4cKFOHbsGIYOHapQd+zYMXkbTSQkJMDHxwfJycnYvn07+vbtq/N4iYiISH/Y2NjAxsYGUqkUeXl55R0OEVVChoaGxfrlVImewevcuTOWLFmCzz//XNtuitStWzfUq1cP4eHh+PTTT/Huu+8CADIyMjBv3jwYGRkhMDBQ3l4ikUAikcDe3l7huTpZcpeUlITt27ejf//+pRYzERER6ZfKfNeTiN4uWid4zs7OWLZsGaZPn46zZ88iKCgIbm5usLS0VHtM7dq1ix+gkRHWrl0LPz8/eHt7w9/fHzY2NoiIiEB8fDzmz5+P+vXry9uHhYUhNDQUwcHBCAkJkZf7+PggMTERbdu2xdWrV3H16lWlc73enoiIiIiI6G2jdYLn6uoKQRAgiiL279+P/fv3F9pe233wAKBLly44ffo0goODsWPHDuTk5MDT0xPz5s3DsGHDNOojMTERAHD+/HmcP39eZRsmeERERERE9DbTOsGrXbt2ma4k5eXlhSNHjhTZLiQkRGWixo1KiYiIiIhI32md4CUkJOgwDCIiIiIiIiopg/IOgIiIiIiIiHSDCR4REREREZGe0HqKpkx2dja2bt2KY8eO4c6dO8jIyIC1tTXq168PPz8/DB06VOUG4URERERERKRbJUrwLl68iMGDByMhIUFpEZOLFy9i+/btmDdvHnbs2IEWLVqUKFAiIiIiIiIqnNYJ3oMHD9C9e3ekpqbC3t4eY8eOhaenJ6pXr47Hjx/jxo0bWLt2Lf777z/4+fnh8uXLqFmzpi5jJyIiIiIiotdoneAtXLgQqampGDBgAH777TeYm5srtZkzZw6GDx+O3bt3Y+HChQgLCytRsERERERERKSe1ousHDlyBJaWlti4caPK5A4AzMzMsGHDBlhaWuLw4cNaB0lERERERERF0zrBS05ORqNGjWBlZVVoOysrKzRq1AgPHz7U9lRERERERESkAa0TPGtrazx+/Fijto8fP4alpaW2pyIiIiIiIiINaJ3gtWzZEg8ePMC2bdsKbbd161bcv38frVq10vZUREREREREpAGtE7zJkydDFEWMHDkS06dPR3x8vEJ9fHw8pk2bhlGjRkEQBHz66aclDpaIiIiIiIjU0zrB69WrF7744gtIpVIsX74c7u7usLCwQJ06dWBhYQF3d3f8+OOPyMnJwZdffomePXvqMm4iIiIiIiJ6g9YJHlCwVcL+/fvRrl07CIKAV69e4f79+3j16hUEQUCHDh1w4MABfPvtt7qKl4iIiIiIiNTQeh88md69e6N3797IzMzE3bt38eLFC1hZWcHd3Z0LqxAREREREZWhEid4MpaWlmjWrJmuuiMiIiIiIqJiKlaCd+PGDcTFxcHR0RFt27Ytsv25c+fw5MkTuLu745133tE6SCIiIiIiIiqaxgleVlYWfH19IZFIcOLECY2OEUURgwYNgrOzM27fvg1TU1OtAyUiIiIiIqLCabzIytatW/Hw4UMEBQWhffv2Gh3Tvn17jB07Fvfv3y9yvzwiIiIiIiIqGY0TvL1792q1n93UqVMhiiJ2795d7OCIiIiIiIhIcxoneJcuXYKTkxMaNmxYrBN4eHigZs2auHTpUrGDIyIiIiIiIs1pnOBJJBLUrFlTq5M4OztDIpFodSwRERERERFpRuMEz8zMDC9fvtTqJC9fvoSJiYlWxxIREREREZFmNE7wnJycEBcXh+zs7GKdIDs7G3FxcXB2di52cERERERERKQ5jRM8b29vvHr1Crt27SrWCXbu3ImXL1/C29u72MERERERERGR5jRO8AIDAyGKIr744gvcv39fo2Pu3buHmTNnQhAEjBw5UusgiYiIiIiIqGgaJ3jt27fH4MGDkZycjDZt2mDnzp3Iz89X2TY/Px87duxA27Zt8fjxYwwcOBAdOnTQWdBERERERESkzKg4jTdu3IikpCScPXsWQ4cOhYODAzp06IC6devC0tISmZmZiI+Px9mzZ5GSkgJRFNGuXTts3LixlMInIiIiIiIimWIleObm5oiKikJISAhWrlyJlJQU7NmzB4IgyNuIoggAsLKywuTJkxESEgJjY2PdRk1ERERERERKipXgAYCRkRHmz5+PmTNn4tChQzh79iySkpKQkZEBa2tr1KxZE+3bt0fPnj1ha2tbGjETERERERGRCsVO8GRsbGzg7+8Pf39/XcZDREREREREWtJ4kRUiIiIiIiKq2JjgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6Ym3JsG7cOECevbsiSpVqsDS0hJeXl4IDw/X+PiUlBQsXLgQgwYNQt26dSEIAgRBKMWIiYiIiIiIypZReQegiaioKPj5+cHExARDhw6Fra0tIiIiMGzYMCQkJGD27NlF9vHvv/9i9uzZEAQBHh4esLCwQFZWVhlET0REREREVDYq/B283NxcjBkzBoIgIDo6GmvWrMGSJUtw5coVeHp6Ijg4GLGxsUX206hRI5w8eRJpaWm4ffs2XFxcyiB6IiIiIiKislPhE7zjx48jLi4OAQEBaN68ubzc2toac+bMQW5uLjZs2FBkP9WrV0enTp1gbW1dmuESERERERGVmwqf4EVFRQEAfH19lepkZSdPnizLkIiIiIiIiCqkCv8Mnmz6pYeHh1JdlSpVYG9vr9EUzZLKzs5Gdna2/Ov09HQAgFQqhVQqVXmMrFxdfWXFcVGPY6Max0U9jo1qHBfVOC6V+9qJqHIQRFEUyzuIwvj6+iIyMhKxsbFwd3dXqndzc8ODBw8Uki9NNGzYELdv34amlx8SEoLQ0FCl8vDwcFhYWBTr3ERERFQ+srKyEBAQgLS0NNjY2JR3OEREOlfh7+BVFLNmzcK0adPkX6enp8PFxQW+vr5qPyCkUikiIyPRvXt3GBsbl1WoFR7HRT2OjWocF/U4NqpxXFTjuPzfDBwiIn1V4RM8W1tbAEBaWprK+vT0dHmb0mRqagpTU1OlcmNj4yI/JDVpUxlxXNTj2KjGcVGPY6Max0W1yjwulfW6iajyqPCLrMievVP1nF1qaiokEonK5/OIiIiIiIgqmwqf4HXu3BkAcOzYMaU6WZmsDRERERERUWVW4RO8bt26oV69eggPD8fly5fl5RkZGZg3bx6MjIwQGBgoL5dIJLh16xYkEknZB0tERERERFSOKvwzeEZGRli7di38/Pzg7e0Nf39/2NjYICIiAvHx8Zg/fz7q168vbx8WFobQ0FAEBwcjJCREoa/XE8GHDx8qlS1ZsgT29valeTlERERERESlpsIneADQpUsXnD59GsHBwdixYwdycnLg6emJefPmYdiwYRr3s2nTpkLLQkJCmOAREREREdFb661I8ADAy8sLR44cKbJdSEiI0p07mQq+5R8REREREVGJVPhn8IiIiIiIiEgzTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE+8NQnehQsX0LNnT1SpUgWWlpbw8vJCeHh4sfrIz89HWFgYmjZtCnNzczg4OGDIkCGIjY0tpaiJiIiIiIjKjlF5B6CJqKgo+Pn5wcTEBEOHDoWtrS0iIiIwbNgwJCQkYPbs2Rr1M2HCBKxZswbvvPMOJk+ejMePH2P79u04duwYzp49i3feeaeUr4Qqg7w84NQp4OFDwMkJ8PYGDA3LOyoiIiIiqgwqfIKXm5uLMWPGQBAEREdHo3nz5gCA4OBgtGvXDsHBwRg8eDA8PDwK7efEiRNYs2YNvL29ERkZCVNTUwDAiBEj0L17d0ycOBEnT54s9esh/RYRAUyZAjx48H9ltWoBP/4IDBhQfnERERERUeVQ4adoHj9+HHFxcQgICJAndwBgbW2NOXPmIDc3Fxs2bCiynzVr1gAA5s+fL0/uAKBbt27w8/NDdHQ07ty5o/sLoEojIgIYNEgxuQOApKSC8oiI8omLiIiIiCqPCp/gRUVFAQB8fX2V6mRlmtx5i4qKgqWlJTp06KBU5+fnp3E/RKrk5RXcuRNF5TpZ2dSpBe2IiIiIiEpLhZ+iKVsARdUUzCpVqsDe3r7IRVIyMzPx8OFDNG7cGIYqHoaS9V1YP9nZ2cjOzpZ/nZ6eDgCQSqWQSqUqj5GVq6uvrPRxXE6fBp4+BczN1beRSIDoaKBjR/Vt9HFsdIHjoh7HRjWOi2ocl8p97URUOVT4BC8tLQ0AYGtrq7LexsYGD96cE6dFH6+3U2XhwoUIDQ1VKj927BgsLCwKPX9kZGSh9ZWVvo3L1q1Ft0lPBw4fLrqdvo2NrnBc1OPYqMZxUa0yj0tWVlZ5h0BEVKoqfIJXUcyaNQvTpk2Tf52eng4XFxf4+vrKE8Q3SaVSREZGonv37jA2Ni6rUCs8fRyX06eBXr2KbnfoUNF38PRtbHSB46Iex0Y1jotqHJf/m4FDRKSvKnyCJ7vrpu7uWnp6uto7c8Xp4/V2qpiamiosziJjbGxc5IekJm0qI30al06dgGrVChZUUfUcniAUrKbZqZNmWybo09joEsdFPY6NahwX1SrzuFTW6yaiyqPCL7JS2PNxqampkEgkRW6RYGlpCScnJ8THxyNPxSoXhT3nR6QJQ8OCrRCAgmTudbKvly/nfnhEREREVLoqfILXuXNnAAXPur1JViZrU1Q/mZmZOHPmjFLdH3/8oXE/ROoMGADs2gXUrKlYXqtWQTn3wSMiIiKi0lbhE7xu3bqhXr16CA8Px+XLl+XlGRkZmDdvHoyMjBAYGCgvl0gkuHXrFiQSiUI/48aNAwB8/fXXyMnJkZf/9ddf+OOPP9CpUyfUr1+/VK+F9N+AAUBCAnDiBBAeXvBnfDyTOyIiIiIqGxU+wTMyMsLatWuRn58Pb29vjBs3DjNmzECzZs1w48YNhISEKCRmYWFhaNSoEcLCwhT66dKlC8aMGYNTp06hefPmmDlzJkaOHIlevXrBxsYGq1evLutLIz1laAj4+AD+/gV/clomEREREZWVCp/gAQXJ2enTp9GxY0fs2LEDq1atQrVq1bBlyxZ89dVXGvfzyy+/YMWKFRAEAStWrMChQ4fQp08f/O9//8M777xTildARERERERU+ir8KpoyXl5eOHLkSJHtQkJCEBISorLOwMAAkydPxuTJk3UcHRERERERUfl7K+7gERERERERUdGY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER64q3ZB6+iEUURAJCenq62jVQqRVZWFtLT02FsbFxWoVV4HBf1ODaqcVzU49ioxnFRjePyf5/bss9xIiJ9wwRPSxkZGQAAFxeXco6EiIiIiisjIwO2trblHQYRkc4JIn+FpZX8/HwkJyfD2toagiCobJOeng4XFxfcv38fNjY2ZRxhxcVxUY9joxrHRT2OjWocF9U4LgV37jIyMuDs7AwDAz6pQkT6h3fwtGRgYIBatWpp1NbGxqbSfpAWhuOiHsdGNY6Lehwb1TguqlX2ceGdOyLSZ/zVFRERERERkZ5ggkdERERERKQnmOCVIlNTUwQHB8PU1LS8Q6lQOC7qcWxU47iox7FRjeOiGseFiEj/cZEVIiIiIiIiPcE7eERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeFrYuHEjBEEo9NWtWzd5+5CQELXtzMzMyvFKtLdlyxaMHz8erVq1gqmpKQRBwMaNG9W2T09Px7Rp01CnTh2YmpqiTp06mDZtGtLT09UeEx4eDi8vL1haWqJKlSro2bMnYmJiSuFqdEfTcZFKpdi9ezcCAwPRqFEjWFpawtraGm3atMGqVauQl5endExCQkKh33Pbtm0rgyvUXnG+Z7T9P6PP3zMAinzfEQQB9+/fl7d/m79nkpKSsHz5cvj6+qJ27dowMTFBjRo1MHDgQPz9998qj6kM7zPFGZfK+D5DRESAUXkH8DZ69913ERwcrLJu165duHHjBvz8/JTqRo4cCVdXV4UyI6O385/g66+/RmJiIuzt7eHk5ITExES1bTMzM9G5c2dcvnwZ3bt3h7+/P65cuYIffvgBJ06cwOnTp2FpaalwzIIFC/DVV1+hdu3amDBhAl68eIFt27ahQ4cO+OOPP+Dj41PKV6gdTcclLi4OgwYNgrW1Nbp27YoPPvgAaWlpOHDgAD7++GMcPXoU+/btgyAISsc2a9YM/fr1Uypv3Lixri9Hp4rzPSNTnP8z+v49A0Dt+87du3fx+++/o1GjRnBxcVGqfxu/Z1auXIlFixbBzc0N3bt3h6OjI2JjY7F3717s3bsXW7duxZAhQ+TtK8v7THHGpTK+zxAREQCRdCY7O1usVq2aaGRkJD569EheHhwcLAIQT5w4UX7B6VhkZKSYkJAgiqIoLly4UAQgbtiwQWXbuXPnigDEmTNnqiyfO3euQvmdO3dEIyMjsX79+uLz58/l5devXxctLCxENzc3USqV6vaCdETTcXnw4IG4atUqMTMzU6H8xYsXYqtWrUQA4o4dOxTq4uPjRQDiyJEjSyv8UlWc75ni/p+pDN8zhfnkk09EAOLSpUsVyt/m75ndu3eL0dHRSuXR0dGisbGxWLVqVfHVq1fy8sryPlOccamM7zNERCSKnKKpQ3v27MHTp0/Ru3dvVK9evbzDKVXvvfce6tSpU2Q7URSxdu1aWFlZYe7cuQp1s2bNQpUqVbBu3TqIr23HuGHDBuTm5uKrr76Cra2tvNzT0xMjRoxAXFwcjh8/rruL0SFNx6VmzZqYOHEiLCwsFMotLS0xbdo0AMDJkydLJcbyounYaKMyfM+o8+rVK/z+++8wMTHB8OHDdRhZ+RowYAC8vb2Vyr29vdGlSxc8e/YM165dA1C53meKMy6V8X2GiIj4DJ5OrVu3DgAwZswYlfWnTp3C4sWLsXTpUhw6dAjZ2dllGV65iI2NRXJyMjp06KA0PcrMzAydOnVCUlIS7t69Ky+PiooCAPj6+ir1J5v6qs8/lBgbGwNQPxUxOTkZq1evxsKFC7Fp0yY8ePCgLMMrU5r+n6nM3zMRERFITU3FBx98AAcHB5Vt9O175s3/I3yfKVDUe0dx2urb9wwRUWXydj4AVgElJibir7/+Qs2aNdGjRw+Vbd78zbKTkxM2bdqE7t27l0WI5SI2NhYA4OHhobJeVh4bG6vwdysrK9SoUaPQ9vpq/fr/1969B0V13XEA/15Y1oXwLirY8lIUHyVBQ4ktlKVrMGASwUQbVFIVtdNpbGJI6uThDKBmTIw4tZNmHG1EESFKnWrUkhXr+oBQiAlIINloWnzEqKQGRJD3nv7h7NaVXdiFBWT5fmZ2Rs8959xzz5w9w2/PvffsBGD6D08AKCoqQlFRkeH/MpkML774It599104ONjXbzaWfmdG8pjp7YclwL7GzOXLl3H8+HH4+voiLCwMAOcZwHS/9ITzDBGR/eIsbSPZ2dnQ6XRYtmwZHB0djY6Fh4dj9+7duHjxIlpaWnDhwgWsX78eDQ0NmDt3Ls6dOzdErR54t27dAgCjW6Du5e7ubpRP/29r8tuT7du3o7CwECqVCnPmzDE65uLigvT0dFRWVqKxsRF1dXX46KOPMHHiRGzZsgVvvvnmELXa9qz9zozUMVNbWwuNRoOAgACTPxTZ25jp6OjA888/j7a2NmzatMkw1470ecZcv5jDeYaIyL4xwLMBnU6H7OxsSJKE1NTUbseTkpLwm9/8BoGBgVAoFAgJCcHatWuxdetWtLa2YsOGDUPQanrQHD16FKtWrUJgYCByc3O7HR8zZgwyMjLwyCOPwM3NDaNHj8bTTz+NEydO4Ec/+hG2bNmC+vr6IWi57fE7Y5mdO3dCCIFly5aZXFWxpzGj0+mQmpqK06dPY+XKlXb1vGF/WNsvnGeIiOwfAzwbKCoqwuXLl6FSqRAcHGxxuSVLlkAmk6GkpGQAWze09L+Qm/slXL8/1b2/pHt4eFiV3x6o1Wo8++yzGDt2LE6cOAE/Pz+Ly/r6+mLOnDlob2/Hp59+OoCtHHrmvjMjcczodDrs2rULDg4OJn9Y6slwGzNCCKxcuRK5ublISUnBtm3bjI6P1Hmmt365H+cZIqKRgQGeDVjyDIwpcrkcbm5uuHPnzkA064HQ27Mspp6dmThxIpqamnD9+nWL8g93H3/8MZKSkuDj4wONRoPx48dbXYePjw8A2PVYAsx/Z0bamAHujptvv/0WcXFxCAgIsLr8cBkzOp0Oy5cvx86dO7Fw4UJDUHuvkTjPWNIv9+I8Q0Q0cjDA66ebN2/i0KFD8Pb2xrx586wqe+HCBdTX13fbyNmeTJw4EePGjUNJSQmam5uNjrW2tuL06dMYN24cQkJCDOlKpRIAcOzYsW71qdVqozzDnf6PLi8vL2g0GqN+sEZ5eTkA2PVYAsx/Z0bSmNHr6w9LesNhzOh0OqxYsQLZ2dl47rnnsGfPHpPPl420ecbSftHjPENENLIwwOunPXv2oL29HSkpKRg1alS347dv30ZVVVW39Pr6eixfvhwAsHDhwgFv51CRJAkrVqxAU1MT1q1bZ3Rs48aNqK+vx4oVKyBJkiF92bJlkMlkeOutt4xuoaqpqUFOTg4mTJgAlUo1aNcwUO7/o6u31YLy8nJ0dHR0S9+yZQtKSkowdepUPPLIIwPV3EHTl+/MSBkzet9//z0OHz4MHx8fzJ0712y+4Txm9CtU2dnZWLBgAXJzc80GMSNpnrGmXwDOM0REI5Ek7t35lawWFhaG6upqVFVVmXw19cWLFxEcHIyIiAiEhYVhzJgxuHr1KgoLC3Hz5k3ExcXhyJEjkMvlQ9D6vvvrX/+K4uJiAMAXX3yBzz//HFFRUYZfhpOSkpCUlAQAaG5uRnR0NCorKxEXF4dHH30U586dQ2FhIcLDw1FcXNxt76q33noLa9euRUBAAObPn4/m5mbk5+ejpaUFarUav/rVrwb1ei1lab9otVqEh4ejra0NycnJCA0N7VZXUFAQli5davh/bGwstFotlEol/P390dLSgtLSUlRUVMDLywvHjx/HjBkzBuU6+8LSvunrd8bex8y9srKy8OqrryItLQ1ZWVlm6x7OYyYjIwOZmZlwdXXFSy+9ZHK/tqSkJISHhwMYOfOMNf0yEucZIiICIKjPysrKBAARGRlpNs+tW7fECy+8IB599FHh4+MjZDKZ8PDwENHR0WLbtm2is7NzEFtsO0uWLBEAzH7S09ON8jc0NIiXX35Z+Pv7CycnJ+Hv7y9efvll0dDQYPYcubm5IiIiQjg7OwsPDw8RHx8vysvLB/jK+sfSftFoND3mAyCUSqVR3Tt27BDx8fHiJz/5iVAoFEKhUIjQ0FDx0ksviStXrgz+xVrJ0r7pz3fGnsfMvaZMmSIAiC+//LLHuofzmOmtXwCI7OxsozIjYZ6xpl9G4jxDRERCcAWPiIiIiIjITvAZPCIiIiIiIjvBAI+IiIiIiMhOMMAjIiIiIiKyEwzwiIiIiIiI7AQDPCIiIiIiIjvBAI+IiIiIiMhOMMAjIiIiIiKyEwzwiIiIiIiI7AQDPKIRbOnSpZAkCbt27TJKz8jIgCRJyMjIGNDznzx5EpIkITY2ttsxSZIgSZLNzhUbGwtJknDy5Emb1WkLM2fOhI+PD5qamoa6KTb3n//8B05OTkhJSRnqphAREY0YDPCI7ExYWBgkSYKzszMaGxuHujkPvJMnTyIjI2NIAr+CggKUlZUhLS0Nrq6ug37+gTZ+/HgsWrQIeXl5qKioGOrmEBERjQgM8IjsSGVlJaqrqwEAra2t+Nvf/jbELeq70NBQhIaG2qy+gIAAhIaGwsXFxSj95MmTyMzMHPQAT6fT4c0334S7uztWrVo1qOceTK+//jqEEHjjjTeGuilEREQjAgM8IjuyZ88eAICnp6fR/4cjrVYLrVZrs/pycnKg1WoRGRlpszr7Q61W48KFC5g3bx7c3d2HujkDZvLkyXjsscegVqvxzTffDHVziIiI7B4DPCI70dXVhfz8fADAe++9B0dHR5w6dQqXL18e4paRKdu3bwcALFy4cIhbMvCSk5MhhMAHH3ww1E0hIiKyewzwiOzE8ePHce3aNfj6+iI5ORkqlQpCCOzdu9em56muroafnx8kScKGDRuM0tPT0/Hzn/8cfn5+kMvl8PPzwzPPPINPPvnE6vOYe8lKUFAQJEnCxYsX8a9//QsJCQnw8vLCQw89hF/+8pc4ceKEyfpMvWRFkiRkZmYCADIzMw3nlCQJS5cuRUNDA5ydneHk5IQbN26YbetTTz0FSZLwl7/8xaJra25uxtGjR6FQKKBSqXq9/ry8PERGRsLV1RXe3t5ISkoy3Ip7v3v7R61WIzY2Fh4eHnB3d0dcXBzOnDljsty9/VNVVYXExET4+PjA3d0djz/+OM6ePWvIe+bMGcTHx8Pb2xtubm548skne1xtfeqppwAA+/bts6h/iIiIqO8Y4BHZiZycHADAc889B0dHRyxevBiAbW/TLC8vh1KpxI0bN7B161asXbvWcGz16tVYt24dtFotvLy8EBYWhs7OTvz9739HTEwM8vLybNYOADhy5AhiYmLw6aefYsKECXByckJxcTGeeOIJi5+ni4qKgr+/PwDA398fUVFRhs+kSZPg6emJefPmobOz02ygfOPGDajVasjlcotX40pLS9HR0YHp06fDycmpx7ybNm3C4sWLceXKFUyZMgWdnZ04dOgQIiMjUVxcbLbchx9+iISEBHzxxReYNGkS5HI5jh8/jtjYWBQUFJgtV1ZWhpkzZ+L06dMICgqCg4MD/vnPf0KlUqGmpgYFBQVQqVSoqKhAcHAwdDod/vGPfyAmJsZsEBwSEgJvb2/U1tbi22+/taiPiIiIqI8EEQ17t2/fFi4uLgKAKC8vF0II0djYKJydnQUAcfbsWZPllixZIgCI7Oxso/T09HQBQKSnpxvSNBqNcHNzE46Ojt3yCyFEQUGBqKqqMkrT6XTi4MGDwtXVVbi7u4vGxkaj4xqNRgAQSqWyW30AhKkpKjAwUAAQTk5OYuPGjaKzs1MIIUR7e7tYvHixACAee+yxbuWUSqUAIDQaTa/Xeq+ioiIBQDz88MMmj2dlZQkAYv78+SaPm5KZmSkAiFWrVpnNo79+JycnkZWVJbq6uoQQQjQ3NxuuMzAwUNy5c8eonL5/ZDKZSEtLE+3t7UIIITo6OsSaNWsEAOHu7i6+++47o3L6/nFychJpaWmira1NCCFEa2urSExMFABEbGys8PT0NGpPfX29iIyMFADEmjVrzF7P7NmzBQCRn59vcT8RERGR9biCR2QHDhw4gDt37iAkJAQ/+9nPAABubm6GW+P6u4p39OhRJCQkoK2tDfv27cPSpUu75Zk/fz7CwsKM0iRJQmJiIlavXo3GxkYcPny4X+24V3x8PF577TU4OjoCAJycnPCnP/0Jo0aNQllZGerr621ynlmzZiEoKAhVVVWorKzsdnz37t0AYLJPzLl06RIAwM/Pr9e8CQkJSEtLg4PD3enaxcUFO3fuhK+vLy5duoQPP/zQZLlp06YhKyvLsEIok8nwzjvvYMaMGWhsbMS2bdtMlvvpT3+KzZs3Qy6XAwBGjRqFTZs2Abj7xlGlUmnUHk9PT6xbtw4A8PHHH5u9Dv216q+diIiIBgYDPCI7oA/gFi1aZJSuv00zPz8fnZ2dfap73759mDdvHhwcHPDRRx/h2WefNZv38uXLePvtt/HrX/8aKpUK0dHRiI6ONjx7de7cuT61wZQVK1Z0S/Px8UFQUBCAu5ts24IkSViyZAmA/wdzepWVlaiqqoKvry/i4+MtrvO///0vAMDb27vXvC+88EK3NLlcbrh+tVptstzvf//7HtPNlVu2bFm3Zx8nTZpk2F5i+fLl3cpMnz4dQM99rr/W77//3mweIiIi6j8GeETD3NWrV6HRaAB0D/D0LyCpq6vDsWPHrK774MGDWLRoEVxcXKBWq/HEE0+Yzbt7926Ehobi9ddfR0FBATQaDUpKSlBSUoILFy4AAH744Qer22DOhAkTTKaPGTMGANDU1GSzc+mDnry8PKNAWR/wpaSkGFYSLdHa2grg7upYb6ZMmdJj+vnz521azly/+vj4mD0+evRoAD33ubOzMwCgpaXFbB4iIiLqPwZ4RMPc3r17odPpMGPGjG4bg8vlcixYsABA327TrK2thU6ng7e3N4KDg83m+/e//42VK1eitbUVr7zyCioqKtDY2AidTgchBHbs2AEA6OjosLoN5jz00EMm0/W3DgohbHauwMBAqFQq1NXVobCwEADQ2dlpeHGMNbdnAv9fzWpoaOg1rz5gvd/YsWMBALdv37Zpufs3gtfTr+qZOm7qbaf30wf3+kCRiIiIBgYDPKJhTh+4ff7550av+dd/9PutHTp0CI2NjVbV/eKLL2LBggWora3FrFmzzL4lcf/+/ejo6EBycjI2b96M8PBwuLm5Gf7wv3LlSj+u8MGQmpoK4P+rdoWFhairq0NERASmTZtmVV364MuSFU1ztzTW1dUBuPuspS3LDRT9tepX+4iIiGhgMMAjGsYqKipQXV0NSZIwduxYsx+5XI6WlhYcOHDAqvodHR2Rl5eHxMREfP3115g1a5bh+bF7Xbx4EQDwi1/8wmQ9tnz2ztYsWX0CgGeeeQaenp44fPgwfvjhB+zatQuA9at3ABAeHg4A+Oqrr3rNay6PPn3SpEk2LTdQvvzySwDAjBkzBvW8REREIw0DPKJhTL96FxMTg+vXr5v9vPLKK0b5rSGTybB//37MmTMHNTU1ePzxx7u9oVL/fJWpFT6tVmvTt2famqXPhikUCixcuBDt7e147733cOTIEav2vrtXdHQ0ABhtHm7O+++/3y2tvb0dH3zwAQBg9uzZFpe7N91cuYHQ3NyMr776CgqFAhEREYN2XiIiopGIAR7RMNXV1YX8/HwAwPPPP99j3pSUFAB3X3Pfl9sl5XI5Dhw4gLi4OJw7dw6zZ8/GrVu3DMf1Acv7779vtJXA+fPnsWDBAsMr9x9E48ePBwB88sknvb5pVH+b5vr169He3o65c+da9CbM+02cOBHBwcG4dOlSrxt/Hz16FFu3bjU8U9jS0oKVK1fiu+++g7+/P5KTk02Wq66uxpo1awzPPXZ2duKNN97AZ599Bjc3N/zud7+zut19VVpaiq6uLsTGxj7QY4GIiMgeMMAjGqaKiopw/fp1KBQKzJ8/v8e8U6dOxfTp0yGEwN69e/t0PoVCgYMHD0KpVOLs2bNISEgwvDUxKSkJM2fORH19PSIiIjB16lSEhYVh8uTJuHnzJtauXduncw6G2bNnw8vLC8XFxQgICEB0dDRiY2Px9ttvd8sbERGBhx9+2BAI9uX2TD19sKjfQsKcDRs2YPXq1Rg3bhwiIyPh6+uLnJwcKBQK5Obmmn0pyvr167F582b4+fkhMjISfn5+2LhxIxwcHLB9+3aMGzeuz223lv4a9ddMREREA4cBHtEwpb/d8umnn4aHh0ev+fWreP3Z9NzFxQVHjhxBVFQUSktL8eSTT+LOnTuQyWRQq9X4wx/+gLFjx+Kbb75BQ0MDli9fjs8++ww//vGP+3zOgebu7o5jx44ZNnIvLS3FqVOnoNVqTebXB3XW7n13v9TUVMhksl4D7jVr1mDv3r3w9/dHTU0NJEnC3LlzUVZWhpiYGLPlkpOTUVhYiGnTpkGr1aK1tRUqlQoajcbsqt9A6OjowIEDBzB69GgkJiYO2nmJiIhGKknY8l3iRER27rXXXsM777yDV199Fe+++26/6vrtb3+LHTt24MyZM4bbXPX0L3+xdooOCgrCpUuXUFtba9j0fShlZ2cjNTUVmzZtwh//+Mehbg4REZHdY4BHRGShjo4OBAYG4tq1a6ipqcHUqVP7Vd+1a9cQEhKCqKiobhvR20OA19XVhcmTJ6OtrQ3nz5+HQqEY0vYQERGNBLKhbgAR0XDx5z//GdeuXYNSqex3cAcAfn5+yMnJQXV1NZqamuDq6mqDVj44rl69isWLF0OpVDK4IyIiGiRcwSMi6sH169eRnJyMmzdvorq6Gg4ODjh9+jSioqIG9Lz2sIJHREREg48vWSEi6kFraytOnTqFr7/+GtOmTcP+/fsHPLgjIiIi6iuu4BEREREREdkJruARERERERHZCQZ4REREREREdoIBHhERERERkZ1ggEdERERERGQnGOARERERERHZCQZ4REREREREdoIBHhERERERkZ1ggEdERERERGQnGOARERERERHZif8BOtQqg1mb7qQAAAAASUVORK5CYII=","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot_with_linear_regression('Alkalinity (ppm)', 'Conductivity (μS)')"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" ***  Lake Michigan  ***\n","slope = 0.0 Alkalinity (ppm) / Conductivity (μS)\n","intercept = 0.21 Conductivity (μS)\n","r = 0.16\n"," \n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":[" ***  North Lake  ***\n","slope = 0.0 Alkalinity (ppm) / Conductivity (μS)\n","intercept = 0.46 Conductivity (μS)\n","r = 0.13\n"," \n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot_with_linear_regression_by_lake('Alkalinity (ppm)', 'Conductivity (μS)')"]},{"cell_type":"markdown","metadata":{},"source":["### Alkalinity and Total Hardness"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["slope = 0.429 Alkalinity (ppm) / Total Hardness (ppm)\n","intercept = 77.73 Total Hardness (ppm)\n","r = 0.41\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA34AAAHWCAYAAAAo+Vu+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAACo8klEQVR4nOzdeVzN2f8H8Ndtp42kjRZblsa+ryWKYZBdtiwZywyGMcauGkSW8cVgxpY1xr5TVBIZDGPJMvGVJVKh0upWn98f/bpf1703t9tN2+v5ePTgns/5nM/7c1zV+57zOUckCIIAIiIiIiIiKrM0ijsAIiIiIiIiKlpM/IiIiIiIiMo4Jn5ERERERERlHBM/IiIiIiKiMo6JHxERERERURnHxI+IiIiIiKiMY+JHRERERERUxjHxIyIiIiIiKuOY+BEREREREZVxTPyIqMzz9/eHSCSCv79/cYeiUGmIkYiIiEovJn5EVKSio6MhEolkvvT19dGoUSN4e3sjJSWl0NcRiURwcnIqfMCfYWdnBz09vSK/DhEREZE6aRV3AERUPtSqVQvDhw8HAAiCgPj4eJw+fRpeXl44e/YsLl68CE1NzWKOkoiIiKhsYuJHRF9E7dq14eXlJVWWmZmJtm3bIiIiAmFhYejcuXPxBEdERERUxnGqJxEVG11dXUmyFx8fL3P88uXL6NmzJ0xMTKCnp4d69erBy8sLaWlpkjqhoaEQiUQAgAsXLkhNJ5X3vNz58+fRoUMH6Ovro0qVKvDw8MCbN2/Ufm8fPnzA2rVr0a1bN1hbW0NXVxdmZmbo168fbt68qXQ7z58/R/369VGxYkWcOHFCUh4XF4dp06ahdu3a0NXVhampKfr374+7d+/KtBEVFYXRo0ejRo0a0NPTg6mpKZo1a4Yff/xRLfdKREREJR9H/Iio2Hz48EGSuDVp0kTq2MGDBzFkyBDo6Ohg8ODBMDMzw7lz5+Dt7Y3AwECEhIRAV1cXdnZ2WLhwIby9vWFra4tRo0ZJ2vi0zePHj+PEiRPo1asXJk6ciLCwMOzYsQOPHz9GeHi4Wu/t7du3+OGHH9CxY0f06NEDlStXxn//+18cO3YMp0+fRlhYGFq2bJlvG/fu3UO3bt2QmpqKoKAgtG/fHgDw+PFjODk5ISYmBq6urnBzc0NcXBwOHjyIs2fP4vz582jdujUA4OXLl2jVqhVSU1PRs2dPDB48GCkpKYiKisLatWuxcuVKtd43ERERlUxM/Ijoi3j06JFkqqcgCEhISMDZs2cRExMDPz8/2NvbS+q+f/8enp6e0NTUREREBBo1aiQ5b/jw4dizZw+WL1+OefPmwc7ODl5eXvD29pb8XZFjx44hNDRUkkBlZ2eja9euCA0NxZUrV9CmTRu13W/lypXx7NkzVKtWTao8MjISbdq0wZw5cxAUFKTw/IiICHzzzTfQ09NDWFgYvvrqK8mxkSNHIjY2FmfPnoWLi4ukfN68eWjRogXGjRuH27dvA8hNoBMTE/Gf//wHU6ZMkbpGQkKCOm6ViIiISgFO9SSiL+Lx48fw9vaGt7c3fHx8sH79ejx+/Biurq7o2bOnVN0jR44gMTERY8aMkSR9QO7KnUuXLoWWlpZK2x4MHTpUkvQBgKamJjw8PAAA165dU+3GFNDV1ZVJ+gDAwcEBnTt3RlhYGMRisdxzT506ha5du8LU1BSXL1+WSvpu3ryJy5cvw8PDQyrpAwB7e3uMGzcOd+7ckZnyWaFCBZnrmJqaqnJrREREVApxxI+Ivohu3brhzJkzktdxcXE4f/48pkyZgnbt2uGvv/6SjPrlPQMnb3sGa2tr1KpVCw8fPsT79+9haGiodAzNmjWTKatevToAIDExsQB3o5x//vkHfn5+CA8PR2xsrEyil5CQAEtLS6my/fv3IzAwEE2bNsWpU6dkkrMrV64AAGJjY+WObj548EDy51dffYVvvvkGs2bNwnfffYegoCB0794dHTp0kBphJSIiorKPiR8RFQszMzO4u7sjPT0dY8eOxdKlS7F161YAQHJyMgDA3Nxc7rkWFhZ4+PAhkpOTC5T4GRsby5RpaeV+G8zOzi7oLeTr8uXLcHZ2BgC4urqiTp06MDAwgEgkwpEjR3Dr1i1kZmbKnBcREYGsrCx07NhR7ojc27dvAQAnT57EyZMnFV4/NTUVAFCjRg1ERETA29sbp0+fxv79+wEAdevWxS+//IKBAwcW+l6JiIio5GPiR0TFqlWrVgCAGzduSMqMjIwAAK9fv5Z7Tl55Xr2SaPHixcjMzER4eLjU9FIgd9Tu1q1bcs9bsmQJjh49ilWrVkFLSwvLli2TOp53z2vXrsX333+vVCyNGjXCwYMHIRaL8ffff+P06dNYs2YNBg8eDCsrK5n4iIiIqOzhM35EVKzyRrBycnIkZU2bNgWQu1XDp2JiYvD48WPUrFlTarRPQ0ND7aN2hfH48WOYmJjIJFVpaWlSSe6n9PT0cOTIEXz99dfw8/PDzJkzpY7nrdYZERFR4Ji0tbXRpk0beHt7Y82aNRAEQWqLCCIiIiq7mPgRUbHJycnB2rVrAQAdO3aUlPfp0wfGxsbYtm0bIiMjJeWCIGD27NkQi8VS2zYAgImJCV68ePFF4laGra0t3r17JxV/dnY2ZsyYIXfPwo/p6uri8OHD6NmzJ5YvX46ffvpJcqxVq1Zo3bo1AgICsG/fPplzc3JycOHCBcnra9euIS4uTqZe3qipvEVfiIiIqOzhVE8i+iI+3s4ByN2wPSQkBPfv34e1tTXmzZsnOWZkZIRNmzbB3d0drVu3xuDBg1G1alWcP38e169fR6tWraSSIQBwdnbGn3/+iQEDBqBp06bQ1NREz5490bBhQ7Xfi7zEM0/FihWxfv16TJ48GYGBgejQoQMGDRoEPT09hIaGIiYmBk5OTnJHMz+mq6uLQ4cOoX///lixYgVycnIke+4FBASgc+fOGDJkCFavXo3mzZtDT08Pz549Q0REBOLj45GRkQEA2L17N9avXw8nJyfUrl0bRkZGuHfvnmThmDFjxqiza4iIiKiEYuJHRF9E3nYOefI2X58+fTpmz54ts5DJwIEDYWFhAV9fXxw6dAhpaWmws7PD/Pnz8fPPP0NPT0+q/n/+8x8AQHBwMA4fPoycnBxYWFgUSeKXk5OD7du3yz1mbGyM9evX45tvvsGBAwewZMkS7Nq1CxUrVoSzszMOHz4MHx8fpa6jo6ODgwcPYsCAAVi1ahUEQcCqVatQo0YN3Lx5E6tWrcKRI0ewdetWaGpqwtLSEp06dcKAAQMkbbi7uyMjIwOXLl3CtWvXkJmZierVq+O7777DjBkzJKuaEhERUdkmEgRBKO4giIiIiIiIqOjwGT8iIiIiIqIyjokfERERERFRGcfEj4iIiIiIqIxj4kdERERERFTGMfEjIiIiIiIq45j4ERERERERlXHcx0/NcnJy8PLlSxgaGkIkEhV3OERERKQEQRDw/v17WFlZQUODn4sTUdnDxE/NXr58CWtr6+IOg4iIiFTw/PlzVK9evbjDICJSOyZ+amZoaAgg9weHkZGR3DpisRiBgYFwdXWFtrb2lwyvRGO/KMa+kY/9ohj7Rj72i2LlvW+Sk5NhbW0t+TlORFTWMPFTs7zpnUZGRvkmfhUrVoSRkVG5/OGqCPtFMfaNfOwXxdg38rFfFGPf5OJjGkRUVnESOxERERERURnHxI+IiIiIiKiMY+JHRERERERUxjHxIyIiIiIiKuOY+BEREREREZVxTPyIiIiIiIjKOCZ+REREREREZRwTPyIiIiIiojKuxCd+MTExWL16NVxdXWFjYwMdHR1YWFigf//++Ouvv2Tqe3l5QSQSyf3S09NTeJ09e/agVatW0NfXR+XKldGjRw9cv369KG+NiIiIiIjoi9Aq7gA+Z+3atVi2bBlq1aoFFxcXmJmZISoqCkeOHMGRI0cQEBCAQYMGyZzn4eEBOzs7qTItLfm3u2TJEsydOxc2NjaYMGECUlJSsHfvXrRv3x5nz56Fk5NTEdwZEVEJERUFvH+v+LihIVCnzpeLh+hTfI8SERVaiU/8WrVqhbCwMHTs2FGq/OLFi+jSpQsmTpyIPn36QFdXV+r4qFGjlErYoqKisHDhQtjb2+Pq1aswNjYGAEyZMgWtWrWCp6cnHjx4oDBpJCIq1aKiAHv7z9f791/+Yk3Fg+9RIiK1KPFTPfv16yeT9AFAx44d0blzZ7x9+xZ37txRuf1t27YhKysLc+fOlSR9AODg4ICRI0fi8ePHCA4OVrl9IqISLb9RFFXqEakb36NERGpR4hO//GhrawOQP4Xz4sWL8PPzw8qVK3Hy5ElkZmbKbSM0NBQA4OrqKnOsW7duAIALFy6oKWIiIiIiIqIvr9TOX3z27BnOnTsHCwsLNGzYUOb4ggULpF5bWlpi+/btcHFxkSqPioqCgYEBLCwsZNqo8/9TRqKiohTGkZmZKZVUJicnAwDEYjHEYrHcc/LKFR0vr9gvirFv5GO/KKZ03+TkABUqfL7BnBygDPQz3zOKldi++ULv0RJ330REaiYSBEEo7iAKSiwWo2vXrggLC8OOHTswYsQIybEjR44gOTkZjo6OMDc3x4sXL7B3714sWbIEgiDgypUraNy4saS+jo4OzMzM8OLFC5nrPH/+HDY2NnB1dcXZs2flxuLl5QVvb2+Z8j179qBixYpquFsiIiIqamlpaRg6dCiSkpJgZGRU3OEQEaldqUv8cnJy4OHhgV27dmHcuHH4448/lDpv06ZN+PbbbzFgwADs379fUl7YxE/eiJ+1tTUSEhIU/uAQi8UICgqCi4uLZLoqsV/yw76Rj/2imNJ9c+sW0KnT5xsMCwM++tCstOJ7RrES2zdf6D2anJwMU1NTJn5EVGaVqqmegiBg3Lhx2LVrF4YPH46NGzcqfa6HhwcmTZqES5cuSZUbGxsjKSlJ7jl50zY/XvTlU7q6ujIrigK5zx9+7genMnXKI/aLYuwb+dgvin22bzQ0gPT0zzekoQGUoT7me0axEtc3X+g9WqLumYioCJSaxV1ycnIwduxYbN26Fe7u7vD394eGhvLh6+jowNDQEGlpaVLlderUQUpKCmJjY2XOyXu2rw6XhyYiIiIiolKsVCR+OTk58PT0xLZt2zB48GDs3LkTmpqaBWojKioK7969k9nU3dHREQAQGBgoc07e9M68OkREZY6hoXrrEakb36NERGpR4qd65o30+fv7Y+DAgdi1a5fCpO/9+/d48uQJGjVqJFX+7t07jB07FgDg7u4udWz06NFYsWIFFi9ejD59+kimdUZGRmLHjh2oVasWnJ2di+DOiIhKgDp1cje+zm8PNENDboxNxYfvUSIitSjxiZ+Pjw/8/f1hYGAAe3t7LFq0SKaOm5sbmjRpgjdv3qBx48Zo0aIFGjZsCDMzM8TExOD06dN48+YNXFxcMG3aNKlz7e3t4eXlhXnz5qFRo0YYMGAAUlNTERAQALFYjE2bNsndJ5CIqMzgL8xU0vE9SkRUaCU+o4mOjgYApKSkYPHixXLr2NnZoUmTJjAxMcF3332HK1eu4Pjx40hMTIS+vj4aNmyI4cOHw9PTU+5o4dy5c2FnZ4fVq1djw4YN0NHRQbt27eDj44OWLVsW5e0REREREREVuRKf+Pn7+8Pf31+pukZGRli3bp1K1xk2bBiGDRum0rlEREREREQlWalY3IWIiIiIiIhUx8SPiIiIiIiojGPiR0REREREVMYx8SMiIiIiIirjmPgRERERERGVcUz8iIiIiIiIyjgmfkRERERERGUcEz8iIiIiIqIyjokfERERERFRGcfEj4iIiIiIqIxj4kdERERERFTGMfEjIiIiIiIq45j4ERERERERlXFM/IiIiIiIiMo4Jn5ERERERERlHBM/IiIiIiKiMo6JHxERERERURnHxI+IiIiIiKiMY+JHRERERERUxjHxIyIiIiIiKuOY+BEREREREZVxTPyIiIiIiIjKOCZ+REREREREZRwTPyIiIiIiojKOiR8REREREVEZx8SPiIiIiIiojGPiR0REREREVMaV+MQvJiYGq1evhqurK2xsbKCjowMLCwv0798ff/31l1RdsViMgwcPYtSoUahfvz709fVhaGiI1q1bY/369cjOzpZpPzo6GiKRSOHX3r17v9StEhERERERFQmt4g7gc9auXYtly5ahVq1acHFxgZmZGaKionDkyBEcOXIEAQEBGDRoEADg8ePHGDBgAAwNDeHs7IzevXsjKSkJx48fx3fffYczZ87g6NGjEIlEMtdp3Lgx3NzcZMq/+uqror5FIiIiIiKiIlXiE79WrVohLCwMHTt2lCq/ePEiunTpgokTJ6JPnz7Q1dWFoaEh1q9fDw8PD1SsWFFSd+XKlXBycsLx48dx4MABDBw4UOY6TZo0gZeXV1HfDhERERER0RdX4qd69uvXTybpA4COHTuic+fOePv2Le7cuQMAqFatGiZOnCiV9AGAvr4+pk+fDgC4cOFC0QdNRERERERUgpT4Eb/8aGtrAwC0tD5/G5+r+/LlS2zYsAGJiYmwsrJCly5dUL16dfUFS0REREREVExKbeL37NkznDt3DhYWFmjYsOFn62/duhUA4OrqKvd4UFAQgoKCJK+1tLQwZcoULF++HBoaigdGMzMzkZmZKXmdnJwMIHehGbFYLPecvHJFx8sr9oti7Bv52C+KsW/kY78oVt77przeNxGVHyJBEITiDqKgxGIxunbtirCwMOzYsQMjRozIt/4ff/yB8ePHw9nZGefPn5c6FhcXh/Xr16Nv376oWbMmMjIycOXKFfz888+4f/8+Zs2aBV9fX4Vte3l5wdvbW6Z8z549MlNOiYiIqGRKS0vD0KFDkZSUBCMjo+IOh4hI7Upd4peTkwMPDw/s2rUL48aNwx9//JFv/ZMnT6Jv376wsrJCREQELC0tlbpObGwsvvrqK7x//x6xsbGoXLmy3HryRvysra2RkJCg8AeHWCxGUFAQXFxcJFNQif2SH/aNfOwXxdg38rFfFCvvfZOcnAxTU1MmfkRUZpWqqZ6CIGDcuHHYtWsXhg8fjo0bN+Zb/+zZs+jfvz/Mzc0RHBysdNIHABYWFujRowd27tyJa9euKZwiqqurC11dXZlybW3tz/7gVKZOecR+UYx9Ix/7RTH2jXzsF8XKa9+Ux3smovKlxK/qmScnJwdjx47F1q1b4e7uDn9//3yfvTtz5gzc3NxgamqKkJAQ1KxZs8DXNDU1BZA7/YOIiIiIiKi0KhWJX05ODjw9PbFt2zYMHjwYO3fuhKampsL6eUlf5cqVERISgtq1a6t03atXrwIA7OzsVDqfiIiIiIioJCjxiV/eSN+2bdswcOBA7Nq1q0BJX506dfJt/+rVq3JX8lq1ahUuXbqEBg0aoHHjxoW+DyIiIiIiouJS4p/x8/Hxgb+/PwwMDGBvb49FixbJ1HFzc0OTJk3w4MEDuLm5ITMzE05OTggICJCpa2dnh1GjRklez5w5Ew8ePICjoyOsra2Rnp6OiIgI3Lx5E5UrV8bOnTshEomK8haJiIiIiIiKVIlP/KKjowEAKSkpWLx4sdw6dnZ2aNKkCWJjYyUrbO7du1duXUdHR6nEb/jw4Th48CAuX76MhIQEAICtrS2mTp2KGTNmcBN3IiIiIiIq9Up84ufv7w9/f3+l6jo5OaGgu1N4enrC09NThciIiIiIiIhKhxL/jB8REREREREVjsojfi9evEBYWBjCw8Px9OlTxMfHIz09HaampqhatSqaNWuGjh07olWrVtwbh4iIiIiIqBgVKPFLT0/H3r17sXnzZly5cgUAFE6tPHjwIACgUqVKGDZsGMaOHcvVMYmIiIiIiIqBUolfVlYWNmzYgEWLFiEhIQGCIKBatWpo1aoVWrZsCUtLS5iYmKBChQp4+/Yt3r59i3v37uHq1au4desW1q1bh99++w09e/bE0qVL0aBBg6K+LyIiIiIiIvp/SiV+9erVw5MnT1C9enXMnDkTQ4YMUXr0LjU1FUeOHEFAQABOnz6N06dPY/PmzfDw8ChU4ERERERERKQcpRI/TU1NbNmyBSNGjMh383R59PX1MWzYMAwbNgyPHj3C4sWL8fLlS5WCJSIiIiIiooJTKvG7f/8+NDQKvwBo7dq1sW3bNuTk5BS6LSIiIiIiIlKOUtmcOpK+omyPiIiIiIiIFGMGRkREREREVMapvI/fxxITE/HkyROkpKQo3N4BADp16qSOyxEREREREVEBFCrxCw4Oxty5c3H16tXP1hWJRMjKyirM5YiIiIiIiEgFKid+p06dgpubG7KysqCnp4caNWqgatWqEIlE6oyPiIiIiIiICknlxG/BggXIzs7G+PHjsXTpUhgbG6szLiIiIiIiIlITlRO/e/fuwdTUFBs2bFBnPERERERERKRmKid+lStXRrVq1dQZCxERERERERUBlbdzcHV1xf3795GamqrOeIiIiIiIiEjNVE78vL29oa+vj/HjxyMjI0OdMREREREREZEaqTzV08bGBmFhYRg5ciRq164Nd3d31KpVCxUrVlR4zsiRI1W9HBEREREREamoUPv4Xb16Fc+fP8erV6+watWqz9Zn4kdERERERPTlqZz47du3T5LIVa9eHQ0bNuQ+fkRERERERCWQyomfr68vRCIRfH19MWPGDGhoqPy4IBERERERERUhlRO/f//9F9WqVcPMmTPVGQ8RERERERGpmcrDdFWqVIG5ubk6YyEiIiIiIqIioHLi16tXL9y9exdv3rxRZzxERERERESkZionfosWLYK1tTWGDBmC169fqzMmIiIiIiIiUiOVn/Fbt24devTogQ0bNqBWrVr4+uuv893HTyQSYf78+SoHSkRERERERKpROfHz8vKCSCSCIAgQi8U4ePCg3Hp5dZj4ERERERERFQ+VE7+FCxeqMw6FYmJisH//fpw6dQoPHjxAbGwsTExM0L59e8ycOROtW7eWOSc5ORleXl44ePAgYmNjYWFhgf79+8PLywtGRkZyr7Nnzx6sXr0akZGR0NHRQdu2beHj44MWLVoU9S0SEREREREVqRKf+K1duxbLli1DrVq14OLiAjMzM0RFReHIkSM4cuQIAgICMGjQIEn91NRUODo64p9//oGLiwvc3d1x69Yt/PrrrwgJCUF4eDj09fWlrrFkyRLMnTsXNjY2mDBhAlJSUrB37160b98eZ8+ehZOT0xe5VyIiIiIioqKgcuL3pbRq1QphYWHo2LGjVPnFixfRpUsXTJw4EX369IGuri4AwM/PD//88w9mzpyJZcuWSeovXLgQPj4+8PPzg7e3t6Q8KioKCxcuhL29Pa5evQpjY2MAwJQpU9CqVSt4enriwYMH0NIq8V1FREREREQkl8qren4qPT0dd+/eRUREBO7evYv09HS1tNuvXz+ZpA8AOnbsiM6dO+Pt27e4c+cOAEAQBGzevBkGBgZYsGCBVP3Zs2ejcuXK2LJlCwRBkJRv27YNWVlZmDt3riTpAwAHBweMHDkSjx8/RnBwsFruhYiIiIiIqDgUOvE7ffo0OnfuDGNjYzRu3BgdOnRA48aNYWRkhM6dO+PUqVPqiFMubW1tAJCMxkVFReHly5do3769zHROPT09dOrUCTExMXj06JGkPDQ0FADg6uoq0363bt0AABcuXCiK8ImIiIiIiL6IQs1f/OGHH7B27VrJCJquri6qVq2K+Ph4ZGZm4sKFCwgLC8N3332HNWvWqCXgPM+ePcO5c+dgYWGBhg0bAshN/ACgTp06cs/JK4+KipL6u4GBASwsLPKtr0hmZiYyMzMlr5OTkwEAYrEYYrFY7jl55YqOl1fsF8XYN/KxXxRj38jHflGsvPdNeb1vIio/VE78tm3bhjVr1kBbWxuTJ0/GpEmTULNmTcnxJ0+e4LfffsO6devw22+/oUmTJhgzZoxaghaLxRgxYgQyMzPh5+cHTU1NAEBSUhIASE3Z/Fjeip559fL+bmZmpnT9T/n6+ko9M5gnMDBQ4Z6GeYKCgvI9Xl6xXxRj38jHflGMfSMf+0Wx8to3aWlpxR0CEVGRUjnxW7t2LUQiEQICAtCvXz+Z4zVq1MCKFSvQvn179O/fH7/99ptaEr+cnByMGTMGYWFhGDduHEaMGFHoNgtj9uzZmD59uuR1cnIyrK2t4erqqnDrCLFYjKCgILi4uEimqxL7JT/sG/nYL4qxb+RjvyhW3vsmb8YOEVFZpXLi9+DBA9ja2spN+j7Wt29f2NnZ4f79+6peSkIQBIwbNw67du3C8OHDsXHjRqnjeSN9ikbo8r6pfzwiaGxsXKD6n9LV1ZWsKPoxbW3tz/7gVKZOecR+UYx9Ix/7RTH2jXzsF8XKa9+Ux3smovJF5cVdDA0NUaVKFaXqVqlSReHol7JycnIwduxYbN26Fe7u7vD394eGhnT4n3smT94zgHXq1EFKSgpiY2OVqk9ERERERFTaqJz4OTk5ITIyEm/fvs233ps3bxAZGVmoTdBzcnLg6emJbdu2YfDgwdi5c6fkub6P1alTB1ZWVrh06RJSU1OljmVkZCAsLAxWVlaoXbu2pNzR0RFA7jN5nzp79qxUHSIiIiIiotJI5cRv0aJF0NXVxeDBgxEfHy+3Tnx8PIYMGQI9PT0sWrRIpevkjfRt27YNAwcOxK5du+QmfQAgEong6emJlJQU+Pj4SB3z9fXFu3fv4OnpCZFIJCkfPXo0tLS0sHjxYqkpn5GRkdixYwdq1aoFZ2dnlWInIiIiIiIqCVR+xi8iIgLfffcd/Pz8JM/61a9fH2ZmZoiPj8f9+/dx8OBBZGdn46effsLly5dx+fJlmXZGjhyZ73V8fHzg7+8PAwMD2Nvby00g3dzc0KRJEwDAzJkzcezYMfj5+eHmzZto3rw5bt26hdOnT6NJkyaYOXOm1Ln29vbw8vLCvHnz0KhRIwwYMACpqakICAiAWCzGpk2bJPsEEhERERERlUYqZzSjRo2CSCSCIAjIysrCnj17pEbS8vb2A3JH2xT5XOIXHR0NAEhJScHixYvl1rGzs5Mkfvr6+ggNDYW3tzcOHDiA0NBQWFhYYNq0aVi4cKHMxu4AMHfuXNjZ2WH16tXYsGEDdHR00K5dO/j4+KBly5b5xkdERERERFTSqZz4jRw5UirRKyr+/v7w9/cv0DnGxsZYtWoVVq1apfQ5w4YNw7BhwwoYHRERERERUcmncuJX0GSMiIiIiIiIiofKi7sQERERERFR6aDWxC8lJQWvXr1CSkqKOpslIiIiIiKiQih04nfnzh2MHj0aVlZWMDY2RvXq1WFsbAwrKyuMHj0at2/fVkecREREREREpKJCJX6rV69GixYtsGPHDsTGxkIQBMlXbGwstm/fjhYtWhRokRUiIiIiIiJSL5UTv6NHj2L69OkQi8Xo27cvzp07h5iYGIjFYrx8+RLnz59Hv379JPv4HTt2TJ1xExERERERkZJUTvz8/PwgEomwdu1aHDhwAM7OzrC0tISmpiYsLCzQuXNnHDhwAGvXroUgCPDz81Nn3ERERERERKQklRO/W7duwdLSEt99912+9SZNmgQrKyv8888/ql6KiIiIiIiICkHlxE9XVxfVqlVTqq6VlRV0dXVVvRQREREREREVgsqJX5s2bfDgwQOkp6fnWy8tLQ0PHz5E27ZtVb0UERERERERFYLKid/ChQuRmZmJcePG4cOHD3LriMVijB8/HpmZmfDy8lL1UkRERERERFQIWqqemJGRgXnz5sHHxwfnz5/H2LFjUb9+fZiZmSE+Ph7379/Hli1b8ObNGyxYsABpaWkICwuTaadTp06FugEiIiIiIiLKn8qJn5OTE0QiEQRBwOvXr+Hr6ytTRxAEAMCCBQvktiESiZCVlaVqCERERERERKQElRO/Tp06QSQSqTMWIiIiIiIiKgIqJ36hoaFqDIOIiIiodBEEAdnZ2Zy9RETFQktLC5qamkoPxqmc+BERERGVR4IgIDExEfHx8cjOzi7ucIioHNPU1ISZmRmMjY0/mwAy8SMiIiIqgNjYWCQmJsLIyAhGRkbQ0tLi4y9E9EUJgoCsrCwkJyfj1atXSE9Ph6WlZb7nKJX4Xb16Fa1atVJLkGlpaYiOjkaDBg3U0h4RERHRl5KdnY2kpCRUrVoVpqamxR0OEZVzhoaG0NXVRUJCAszMzKCpqamwrlL7+LVp0wZff/01wsPDVQ7q3bt3WLJkCWxtbXHgwAGV2yEiIiIqLmKxGIIgQF9fv7hDISICAOjr60MQBIjF4nzrKZX4zZgxAxcuXICjoyNq1aqFefPm4fLly8jIyMj3vGfPnmHPnj3o06cPLC0tMW/ePNja2qJXr17K3wkRERFRCcOpnURUUqh1cRc/Pz9MmTIFCxcuREBAAJYsWQJfX19oamqifv36sLS0hImJCXR1dZGYmIi3b9/iwYMHSEhIAJA7B7V+/fqYN28e3N3dVb8rolIsOxu4eBF49QqwtAQ6dgTyGY0n+nKCgoC4OMXHzcwAF5cvFw8RERGpndKLu1SvXh1btmzBypUrsX37duzbtw9///037ty5gzt37sg9p1q1anBxccHYsWPRvn17tQVNVNocOgRMnQq8ePG/surVgf/8B+jXr/jiIkJQEODq+vl6gYFM/qjYHDx4EAMGDJAqu3btGlq0aFFMERERlT4FXtWzUqVKmDp1KqZOnYqMjAxcu3YNT58+RUJCAjIyMmBiYgIzMzM0adIEdnZ2RRAyUely6BAwYAAgCNLlMTG55QcOMPmjYpTfSJ8q9YjUICQkBM7OzvnWadmyJYRPv7ESEZFCSj3jp4ienh46duyI4cOH44cffsCsWbPw7bffws3NjUkfEXKnd06dKpv0Af8r++GH3HpEROXVzZs3IRKJJF+fS/qobBo1ahREIhGio6OLOxSlRUdHQyQSYdSoUSq3IRKJ4OTkpHT90thPVDIUKvEjovxdvCg9vfNTggA8f55bj4iovHj8+LFUotesWbMCt9GxY8ciiIw+Jy/R6d69e3GHohZ2dnaS9+GDBw/k1snKyoKFhYWkXmxs7BeOkkg9mPgRFaFXr9Rbj4ioNIqNjYWRkZHkF+fatWsXqj0vLy+EhYWpKToq7zQ0NKChoYGtW7fKPX7ixAm8fv0aWlqyT0hVq1YN9+/fh6+vb1GHKeHr64v79++jWrVqX+yaVDYw8SMqQpaW6q1HRFQaJCUlwd7eXpLoWVpa4v379yq3Z2lpifj4eAiCAEEQsHDhQjVGS+WdtrY2unTpgp07dyIrK0vm+NatW2FqaoqWLVvKPbdevXqw/II/yC0tLVGvXj1oa2t/sWtS2VAqEr9du3Zh/PjxaNGiBXR1dSESieDv7y+37sdTRxR9PX/+XFI/b8qCoq+9e/d+obuksqhjx9zVOxVtryISAdbWufWIiEqrjIwMdOrUSfKzs1KlSoiKilK5PZFIhKdPn0oSvZcvX8LU1FSNEZd82dlAaCgQEJD7Z2l8Fvzly5dYuHAh2rRpAzMzM+jq6sLOzg6TJk1CXAEWjAoODoaRkRFq1qyJR48eScpv376NIUOGwNLSEjo6OrC1tcXkyZPx5s2bAsc6evRoxMbG4tSpU1LlsbGxOH36NIYNGwYdHR2Z8/J7xu/9+/fw8fFBo0aNoK+vD2NjYzRt2hTz58+Xu9F2fHw8xowZAzMzM1SoUAFt2rRBaGioTD1Fz/hlZWXB19cXtWrVgp6eHmrXrg1fX1/897//lRtjSEgIxowZg7p168LAwAAGBgZo0aIF/vjjD7l9lPcsorJxUslT4FU9i8O8efPw9OlTmJqawtLSEk+fPlVYV9GngI8ePcLu3btRv359WFtbyxxv3Lgx3NzcZMq/+uorleMm0tTM3bJhwIDcJO/jRV7yksHVq7mfHxGVLtnZ2XB3d8f+/fvV1mZkZCQaNGigtvZKs7KyBVBYWBhWrlyJLl26oHXr1tDW1sbNmzexYcMGnD17Fjdu3ICxsXG+bRw4cADDhw9H3bp1cebMGcnI2rFjxzBo0CBoamqid+/esLa2xr1797Bu3TqcPXsWf/31FypXrqx0rH379kXlypWxbds29O7dW1K+Y8cOZGVlYcyYMZgyZYrS7SUkJMDR0RH37t1DkyZNMGHCBOTk5ODBgwdYtmwZfvzxR1SqVElSPzExEe3bt4eRkRGGDRuGuLg47Nu3D926dcPff/+t1O+jY8aMwc6dO1GrVi189913yMzMxOrVqxERESG3/rJly/Do0SO0adMGffv2RWJiIs6cOYPx48fj4cOHWLlypcw56oiTipFQCgQFBQnR0dGCIAiCr6+vAEDYtm1bgdr4/vvvBQDCypUrpcqfPHkiABA8PDzUEmtSUpIAQEhKSlJY58OHD8KRI0eEDx8+qOWaZUVZ7peDBwWhenVByE39cr+srXPLlVGW+6Yw2C+KKd03gYHSb0xFX4GBXybwIsb3jGL59U1OTo4wefJkAYDavi5fvlwMd6mYMj+/BUEQ0tPThXv37gnp6elFEsfBg4IgEsn+FxSJcr+U/blRVPJ+b+rWrdtn675+/Vp4//69TPn27dsFAMKiRYukyj08PAQAwpMnTwRBEIT169cLGhoaQqdOnYTExERJvYSEBMHIyEioXr268PTpU6k29uzZIwAQvv/+e6Xux9bWVtDV1RUEQRAmTZokaGtrC69fv5Ycr1u3rtC8eXNBEATB0dFRACC8evVKclzR75EDBw4UAAhz5syRuWZsbKwgFoslr/P+T0yaNEnIzs6WlG/evFkAIIwfP17q/E/7SRAE4dy5cwIAoUWLFkJaWpqk/NWrV4KFhYXcGP/73//KxCYWiwUXFxdBU1NTpm8LGid9Ocp+XyoVUz27du0KW1tblc/PyMjA7t27oaOjgxEjRqgxMiLl9OsHREcDISHAnj25fz55Uro+uaUyysUld3P2XbsUf3Hz9nLJ19dXMnVTQ0MDa9euLVR7J0+elEzdFAQBbdu2VVOkZUdZ2wLIzMwMBgYGMuUjRoyAkZERzp07p/Bcb29vTJo0Cb169cLZs2elRgZ37NiB5ORk+Pr6wsbGRuo8d3d3NGvWTKVHdcaMGQOxWIydO3cCAC5duoSHDx9izJgxBWrn9evXOHDgAGrVqgUvLy+Z4+bm5jILxejr62PZsmXQ0Pjfr+YeHh7Q0tLCtWvXPnvNXbt2AQDmz5+PChUqSMotLCwwdepUuefUqFFDpkxLSwsTJkxAdnY2QkJCZI4XNk4qXqViqmdhHTp0CO/evcOAAQNQtWpVuXVevnyJDRs2IDExEVZWVujSpQuqV6/+hSOlskxTEyjANj1EXw6TOgKwbds2jB8/Xm3tbd++HSNHjlRbe+VBQbYAKi0/Tw4dOoTff/8dN27cwLt375D9Udb68uVLuedMnToVx44dw9ixY/H7779D85PnIa5cuSL58+Nn/vJkZGQgISEBCQkJBXo2tHnz5mjUqBG2bduGH3/8EVu3boWenh6GDh2qdBsAcP36dQiCgM6dOyu9AEudOnVkkmQtLS2Ym5sjMTHxs+ffunULANCuXTuZY/LKgNxnEFesWIEjR47g8ePHSE1NlTou79+nsHFS8SqSxC87OxvXr1/Hy5cv0bRp02LfzH3Lli0AAE9PT4V1goKCEBQUJHmtpaWFKVOmYPny5VKfanwqMzMTmZmZktfJyckAALFYLPfB3bxjH/9JudgvirFv5GO/KMa+kY/98j/Hjh3DgAED1NbesmXLMG3aNKmy0tTPJSHWsrYF0MqVKzFjxgxUrVoVrq6uqF69umQ0avXq1VK/P33s4sWLEIlE6NWrl0zSBwBv374FAPz222/5Xj81NbXAiwKNHj0a06ZNQ3BwMP7880+4ublJPYunjLwEqCDbLSh61lFLS0sqWVYkOTkZGhoaqFKliswxc3NzmbIPHz7AyckJN27cQNOmTTFixAhUqVIFWlpaiI6Oxvbt2+X++xQ2TipeKid+Z8+exe+//45BgwZhyJAhkvKXL1+id+/euHnzJoDcFYDmz59fbEsvP3nyBCEhIbCxsYGLnE+1K1asiIULF6Jv376oWbMmMjIycOXKFfz8889YtWoVdHR08t2bxdfXF97e3jLlgYGBqFixYr6xfZxo0v+wXxRj38jHflGMfSNfeeyXyMhIzJ07V23tubm5wcPDA6KPli3+dEXE0iQtLa24QyhTWwBlZWXhl19+gZWVFf755x+pGVeCIMDPz0/huYcPH8aoUaMwcOBA7N+/H3369JE6bmRkBAC4c+eO2hcTGT58OH7++WeMHDkSKSkpBZ7mCUCSKMbExKg1tvwYGRkhJycHb968kUl2X79+LVP/6NGjuHHjBjw9PbFp0yapY3v37sX27duLNF4qHionfjt27MDRo0cxb948qfJp06ZJVmmqUaMG7ty5Ax8fH3Tt2hXt27cvdMAFtXXrVgiCgNGjR8sduTMzM5Oaf21oaIhevXqhZcuW+Oqrr7Bq1SrMnDlT4cpQs2fPxvTp0yWvk5OTYW1tDVdXV8k3pk+JxWIEBQXBxcWFe7B8hP2iGPtGPvaLYuwb+cpTv9y+fRstWrRQW3vDhg3Dli1b8p0FU5rlzdgpTnlbAMXEyH/OTyTKPV4atgBKSEhAUlISunTpIvOYzfXr15Genq7wXFtbW4SGhqJz584YOHCgZOQtT+vWrXHo0CFERESoPfEzNTVFr169cPDgQdjY2KBLly4FbqNFixbQ0NBASEgIxGLxF/le07hxY9y8eROXL1+WWpUUAC5fvixT//HjxwAgUxfIHXGlsknlxO/atWswNjZGs2bNJGVv377F4cOHUbVqVdy9exdVq1bFgQMHMGjQIKxevfqLJ345OTnw9/eHhoZGgT+xsbCwQI8ePbBz505cu3YNrq6ucuvp6upCV1dXplxbW/uz/9GVqVMesV8UY9/Ix35RjH0jX1nsl+joaLmLNajKxcUFx48fl/szriwqCe+HsrQFUN4ebzdu3EBaWppkFtS7d+8wefLkz57/cfI3aNAg7Nu3D3379gWQOx1z0aJFmDt3Ltq1awcHBwepc9PS0nD79m20adNGpdiXL1+O4cOHw8bGRqUPOszNzdG/f3/s378f3t7eWLRokdTxuLg4mJiYyCzwUhjDhg2Dv78/fvnlF7i6ukJPTw9A7j6E//nPf2Tq5y2aGB4ejl69eknKL1y4IDMCSGWHyu+4+Ph4mZWUQkJCkJWVBXd3d8mnOwMGDIClpaXkodMv6cyZM3jx4gW6desmE6sy8obKS8L0DyIioo/Fx8ejXr16kuedCsvBwQHz5s1D//79S0QSVF716wccOCB/H7/Vq0vOatB37tyRu2k5ADRr1gxTpkzBpEmTsHLlSjRu3Bi9evVCcnIyTp8+DVtbW1hZWX32GjY2NggNDYWTkxMGDx6MvXv3ol+/fqhatSoCAgIwcOBANG7cGN27d0e9evWQkZGBp0+f4sKFC2jXrh3OnDmj0r3VqFGj0B+irF+/Hnfv3sXixYtx6tQpODs7QxAE/PvvvwgMDMTr168L/Oxgfrp27Yphw4Zh9+7daNiwIfr06YPMzEz8+eefaN26NY4fPy6VxPbq1Qt2dnbw8/PD3bt38dVXX+Hhw4c4ceIE3NzccPDgQbXFRiWHyolfWlqazAO34eHhEIlEMsPi1atXx507d1S9lMqUWdQlP1evXgWAYl+choiI6P3792jbti0iIyPV0p6pqSkiIyNhZmYGIHcabGl+Rq8s6dcP6NMnd/XOV69yn+nr2LFkjfS9fPlS4XNgiYmJmDJlCnx9fWFiYgJ/f3+sX78e5ubmGDJkCLy9vZWeomltbY0LFy5IJX/9+/dHz549cfPmTSxfvhznzp1DUFAQ9PX1Ub16dYwePRrDhw9X5+0WmKmpKa5cuYIVK1Zg//79WLduHfT09FCjRg3MmjUL+vr6ar+mv78/6tWrh61bt2Lt2rWoXr06fvjhB3Tp0gXHjx+XegTJwMAAwcHB+OmnnxAWFobQ0FA4ODhg9+7dMDc3Z+JXRqmc+JmbmyM6OhpZWVmSoeqzZ89CQ0MDHT+ZfJ6enl4kb/D8xMfH4/jx4zA1NZU7fznP1atX0bRpU5lPN1etWoVLly6hQYMGaNy4cVGHS0REJOXDhw/o0aMHzp8/r7Y2nzx5wg8zS4mSugWQnZ0dBHkPIMqhra2NOXPmYM6cOTLHoqOjZcr8/f3h7+8vU169enW52zbUrVsXmzdvVioWReTFoUhoaKhMWX79YWRkBB8fH/j4+OTbbn79WZB+0tLSwrx582TW38jro7p160qV16hRAwcOHFA6poLGSSWPyolfx44dsXfvXvj4+GDmzJnYt28fHjx4gPbt20sNXYvFYkRFRcHe3l7lIDdv3ozw8HAAkIwcbt68WfIf0M3NTeqhXyB38RmxWIyRI0dCR0dHYdszZ87EgwcP4OjoCGtra6SnpyMiIgI3b95E5cqVsXPnTqkVy4iIiIpCTk4ORo4cid27d6utzdu3b6Nhw4Zqa4+ISq7Y2FiYm5tL/d4aExODRYsWQVNTE998800xRkclgcqJ35w5c3DkyBEsXrwYixcvlpR/ulR0UFAQMjMzFW4eqYzw8HCZ6QSXLl3CpUuXAOR+2vJp4qfsNM/hw4fj4MGDuHz5MhISEgDkPvA6depUzJgxg5u4ExFRkRAEAT/99BNWrlyptjbDwsJkZt0QUfmwdOlSnDx5Eh07doSZmRmePXuGEydO4P379/Dy8oK1tXVxh0jFTOXEz8HBASEhIfjll1/w6NEjWFtb44cffkD37t2l6u3cuRPGxsbo0aOHykEqGtLOz71795Sq5+npqfIzgERERAWRt6G1uhw9ejTfxxmIqPzo3r077t27h5MnT+Ldu3fQ09NDo0aNMGnSJAwdOrS4w6MSoFDryLZq1QrHjx/Pt05AQEBhLkFERFRq7dy5EyNHjlRbe5s3b8bYsWPV1h4RlR3du3eXGYAh+pj6NhAhIiIq506fPl2oGS6f8vX1xaxZs9TWHhERlV8qJ37Z2dlITU2Fjo6OZJPIPNeuXcPWrVvx8uVLNG/eHNOmTYOhoWGhgyUiIipJIiIiCvUM+6emTp2KX3/9lYuKERGR2ml8vop8K1asQOXKlbFp0yap8pMnT6J9+/b4448/cPz4cXh7e6Njx47IzMwsdLBERETF6d69exCJRJKvwiZ9gwcPRlZWFgRBgCAIWL16NZM+IiIqEionfmfOnIGGhobMw6I///wzsrKyMHjwYKxevRoNGjTAnTt3sHXr1kIHS0RE9CU9f/5cKtFzcHAoVHuOjo5IT0+XJHp79+6FZknalZuIiMoslRO/x48fw8LCAlWqVJGU3bt3D/fu3UPLli2xZ88eTJkyBSdPnoSGhgZ27dqlloCJiIiKyps3b2BpaSlJ9GxsbArVnr29PRITEyWJXmhoqMzjEURERF+CyolffHw8rKyspMryNlQfMGCApMzGxgZ16tTBkydPVL0UERFRkUhNTUWzZs0kiZ6pqSliY2NVbs/IyAivXr2SJHoPHz6EsbGxGiMmIiJSjcqJn6amJt6/fy9VdvHiRYhEIjg5OUmVGxkZ4d27d6peioiISC3EYjF8fHygo6MDkUgEAwMD3Lx5s1BtRkVFSRK9pKQkWFhYqClaIiIi9VE58atVqxaioqLw6tUrAEB6ejrOnDkDQ0NDNG/eXKpuXFwcqlatWrhIiYiICignJwdjxoyRjOjp6+vjxo0bhWrz77//liR6giCgdu3aaoqWiIio6Kic+PXv3x/Z2dn45ptvsG7dOvTr1w/JyckYMGAANDT+12xcXByio6NRq1YttQRMRESkiCAImDt3riTR09TUxLZt2wrVZnBwsFSi16xZMzVFS0RFSd4stJKmNMRIZYfKid+MGTPQunVr3Lx5E1OnTsXZs2dha2sLHx8fqXoBAQEAAGdn58JFSkREJMfatWsliZ6GhgaWLFlSqPb2798vleh17txZTZESlX7R0dGS/2/ffPON3DqhoaEQiUSYMGFCkcYyatQoiEQiREdHF+l1vLy8IBKJsHfv3iK9DlFRU3kD94oVKyI8PBxHjx5FVFQUrK2t4ebmhooVK0rVEwQBU6dOxeDBgwsdLBERUUBAgMxWQoWxYcOGIv8FlagsOnnyJMLCwtCpU6fiDoWIlKBy4gfkLvDSr1+/fOv88MMPhbkEERGVc4GBgejWrZva2nN3d8f27duhra2ttjaJyhs7Ozs8e/YMP//8MyIiIoo7HCJSgspTPT+Vk5OD+Ph4PHv2TF1NEhFROXTt2jWpTdMLm/RNnDgROTk5EAQBHz584AwUIjWoW7cuRowYgStXruDQoUNKn/fs2TOMHTsW1apVg46ODqpXr46xY8fi+fPnMnWdnJwgEomQmZmJBQsWoHbt2tDW1oaXlxfs7Oywfft2AECNGjUk3y/kPS8XHx+PMWPGwMzMDBUqVECbNm0kW5CpW0hICMaMGYO6devCwMAABgYGaNGiBf744w+l2xAEAVOmTIFIJMLo0aORlZUlKd+6dSvat28PIyMjVKxYES1atMDWrVuL5F6o7CnUiB8AnDp1Cr/++isuX76MjIwMiEQiyRsUABYvXozIyEj85z//4cqeREQk4+HDh6hXr57a2uvbty/+/PNPaGkV+kcc0ZcXFQV8sl2WFENDoE6dLxdPPnx8fLB3717MmTMHffr0gaamZr71o6Ki0KFDB8TFxaFXr15wcHBAZGQktm7dihMnTuDSpUtyV8nt168fbt26hW7dusHExAQ1a9bEDz/8AH9/f9y6dQtTp05FpUqVAOSORH4sMTFRkigNGzYMcXFx2LdvH7p164a///4bX331lbq6AwCwbNkyPHr0CG3atEHfvn2RmJiIM2fOYPz48Xj48CFWrlyZ7/kfPnyAh4cH9u7di59++gl+fn4AcpO+4cOHY8+ePbC3t8fQoUOho6ODoKAgjB07Fvfu3cOKFSvUei9U9hTqp+LMmTOxcuVKCIIAHR0daGtrQywWS9WxtLTEggUL4OTkhG+//bZQwRIRUen38uVL1KhRAx8+fFBLe23btsX58+dRoUIFtbRHVGyiogB7+8/X+/ffEpH82djY4LvvvsOqVauwZcuWz/6eN2HCBMTFxeH333+XqvvHH39g/PjxmDBhAs6dOydz3suXL3H79m2YmJhIlf/zzz+4desWfvjhB5mEL8+tW7cwadIkrF27VrLqvLOzMzw9PbFu3Tps3LixgHedvw0bNqBGjRpSZVlZWejRowf+85//YOrUqbCxsZF7bkpKCvr164dz585hxYoV+PHHHyXHNm/ejD179mDs2LHYuHGj5IOtDx8+YMCAAVi5ciXc3d1ltlQj+pjKUz0PHjyIFStWwMrKCidOnEBqaipatmwpU69v374AgGPHjqkeJRERlVrv3r2Dra2tZCpWtWrVCpX01ahRA2/fvpWsunn58mUmfVQ25DfSp0q9L2Du3LkwNjaGt7c30tLSFNZ7/vw5goOD0aBBA4wbN07q2Lhx41C/fn2cP39e7pRPb29vmaRPWfr6+li2bJnUVmMeHh7Q0tLCtWvXVGozP58mfQCgpaWFCRMmIDs7GyEhIXLPi4+PR+fOnRESEoLt27dLJX0AsG7dOujr62PdunVSsxl0dHSwePFiAP9bSZ9IEZVH/H777TeIRCLs378fbdq0UVivcuXKqFGjBqKiolS9FBERlSLp6elwcnLC1atX1dJehQoVEBUVhWrVqqmlPSJSHxMTE/z888+YM2cOVq9ejTlz5sitd/PmTQCAo6MjRCKR1DGRSIROnTrh/v37uHXrFqytraWOt2rVSuX46tSpAwMDA6kyLS0tmJubIzExUeV2FXn//j1WrFiBI0eO4PHjx0hNTZU6/vLlS5lzXr9+jQ4dOuDFixc4evQoevToIXU8LS0Nd+7cgZWVFZYuXSpzft5suwcPHqjxTqgsUjnxu3nzJqytrfNN+vJUrVoVd+7cUfVSRERUgmVlZaF///5qndnx8OFD2Csz5Y2Iit0PP/yAdevWwc/PD+PHj5dbJzk5GQBgbm4u97iFhQUAICkpSeaYonOUYWxsLLdcS0sL2dnZKrcrz4cPH+Dk5IQbN26gadOmGDFiBKpUqQItLS1ER0dj+/btyMzMlDnv1atXSE5Ohr29vdzZc+/evYMgCIiJiYG3t7fC63+aZBJ9SuWpnpmZmZIHaT8nLS3tsw/8EhFR6SAIAiZMmCCZuqmtrV3opO/q1atSm6Yz6SMqPSpUqAAvLy8kJSVhyZIlcusYGRkByB3dkievPK/exz4dISypjh49ihs3bsDT0xM3btzAhg0bsGjRInh5eaF79+4Kz2vSpAm2bNmCqKgoODs7Iz4+Xup4Xp80b95c6vvkp1+KppES5VE58bO2tsajR49kFnP5VFJSEh48eIBatWqpeikiIipmPj4+kkRPQ0MDv//+e6HaCwwMlPqFRd6n3ERUeowZMwb16tXDb7/9JndrryZNmgAAwsLCIAiC1DFBEHDx4kWpesrIG1RQ98idqh4/fgwA6N27t8yxvPtTZPTo0di6dSvu3buHzp07Iy4uTnLM0NAQ9evXx/3794tkeiqVHyonft26dUN6ejp+/fXXfOv5+PggKysL33zzjaqXIiKiL2zjxo1Se+ktXLiwUO0FBARIJXouLi5qipSISgJNTU0sWbIEmZmZ8PHxkTluY2ODzp07S7Zv+NjWrVsRGRkJZ2dnmef78pO34MuLFy8KF7ya2NraAgDCw8Olyi9cuIBNmzZ99nwPDw9s27YN9+/fh7Ozs1TyN2XKFKSlpWHcuHFyp3Q+efIE0dHRhbsBKvNUfsbv559/xo4dOzBnzhzEx8dj7NixkmM5OTm4e/cuVq9eDX9/f1StWhVTp05VS8BERKR+Bw8exIABA9TW3po1azB58mS1tUdEJV/fvn3Rtm1bREREyD2+YcMGdOjQAePGjcPx48fRoEED3Lt3D8eOHUPVqlWxYcOGAl3P2dkZK1aswPjx4zFw4EDo6+vDxsYGQ4cOVcftyI3/zJkzco9NmTIFvXr1gp2dHfz8/HD37l189dVXePjwIU6cOAE3NzccPHjws9cYOXIkRCIRRo0aBScnJ4SEhMDc3Bzjx4/HlStXsH37dly6dAldu3aFlZUVXr9+jQcPHuCvv/7Cnj17FG5rQQQUIvGrVq0ajh49in79+mHVqlVYtWqV5Ji2tjaA3KF7ExMTHD58GFWqVCl8tEREpBYhISFwdnZWW3tz587FokWL1NYeUblkaKjeesVg2bJl6NSpk9xjdevWxfXr1+Ht7Y0zZ87g5MmTqFq1KkaNGoWFCxdKRsyU9fXXX8PPzw+bNm3CsmXLIBaL4ejoWGSJX1hYGMLCwuQec3NzQ7NmzRAcHIyffvoJYWFhCA0NhYODA3bv3g1zc3OlEj8AGDFihCT569y5M4KDg2FhYQF/f3/06NEDmzZtwokTJ5CSkgIzMzPUqVMHK1asQNeuXdV5u1QGiYRPJ1oX0KtXr7BixQocPnxYaojZysoK/fr1w88//1yuluBOTk6GsbExkpKS5D6gDOQuu3vq1Cn06NFDkiQT+yU/7Bv52C+Kfdo3N2/eRLNmzdTW/tixY/HHH39I7Y1VGvA9o1h57xtlfn4DQEZGBp48eYIaNWpAT09P/YFEReW/T5+hYYnYvJ2ISg5lvy+pPOKXx9LSEitXrsTKlSuRmpqKpKQkGBgY5PtNk4iIitajR4/g5uamtvZ69uyJw4cPl8uEgOiLYlJHREWk0Infx/T19aGvr6/OJomISAmxsbGoU6cOUlJS1NJe8+bNceHCBX5PJyIiKiNKxRydXbt2Yfz48WjRogV0dXUhEong7+8vt66Xl5fUSnQff+U39Llnzx60atUK+vr6qFy5Mnr06IHr168X0R0RERVOUlIS6tSpI/n+ZmlpWaikz8rKCgkJCZJVN69fv86kj4iIqAwp9IhfYGAgTp8+jf/+979ISUmR2Zslj0gkwvnz51W6xrx58/D06VOYmprC0tIST58+/ew5Hh4eMisbaWnJv90lS5Zg7ty5sLGxwYQJE5CSkoK9e/eiffv2OHv2LJycnFSKm4hIXTIyMuDi4iKzTLiqNDU18eTJkwItnU5ERESll8qJX1paGvr164egoCAAUJjw5RGJRKpeCps3b0adOnVga2uLpUuXYvbs2Z89J28Z3M+JiorCwoULYW9vj6tXr8LY2BhA7rK8rVq1gqenJx48eKAwaSQiKgrZ2dlwd3fH/v371dZmZGQkGjRooLb2iIiIqPRQOZuZP38+AgMDYWRkBE9PT7Rs2RJmZmZFssJbUS5Pu23bNmRlZWHu3LmSpA8AHBwcMHLkSGzcuBHBwcFwdXUtshiIiARBwNSpU7F27Vq1tbl06VJMnz6dC7IQERGR6onf/v37oampicDAQLRq1UqdManFxYsXcfXqVWhqaqJevXro2rUrdHV1ZeqFhoYCgNzErlu3bti4cSMuXLjAxI+I1M7X1xdz5sxRW3snT55Ejx49APxvaX4iIiIioBCJX3x8POrUqVMikz4AWLBggdRrS0tLbN++HS4uLlLlUVFRMDAwgIWFhUwbdf5/SeWoqCiF18nMzERmZqbkdXJyMoDcX7rEYrHcc/LKFR0vr9gvirFv5Ctt/bJt2zaMHz9ebe1t3boVw4cPlyr7tE9KS998KewXxcp735TX+yai8kPlxK969eol8rm3Jk2aYPv27XB0dIS5uTlevHiBvXv3YsmSJejduzeuXLmCxo0bS+onJSXBzMxMblt5exEmJSUpvJ6vry+8vb1lygMDA1GxYsV8Y817PpKksV8UY9/I96X6JTw8HJs3b8a4cePQvn37z9b/66+/4Ovrq7brjxo1SmZvvs+N6vE9Ix/7RbHy2jdpaWnFHQIRUZFSOXMbNmwYFi1ahMePH6NWrVrqjKlQPv2lqHbt2pg3bx7Mzc3x7bffYtGiRWpdLGH27NmYPn265HVycjKsra3h6uqqcBN7sViMoKAguLi48Nmbj7BfFGPfyPcl+yUuLg4eHh5ISkrCpk2bMHXqVJkPjcLDw+Hs7Ky2a06fPh2+vr4qLY7F94x87BfFynvf5M3YISIqq1RO/ObMmYPQ0FC4ublhx44daNq0qTrjUjsPDw9MmjQJly5dkio3NjZWOKKX90Pg40VfPqWrqyv32UFtbe3P/uBUpk55xH5RjH0jX1H3iyAImDx5smSfvPfv32PKlCnw8vJCo0aN1HadkSNHYtu2bWpdJIvvGfnYL4qV174pj/dMROWLyonfhAkTYG1tjYiICLRs2RJNmjRBrVq1FG74KxKJsGXLFpUDLSwdHR0YGhrKTOWoU6cOIiIiEBsbK/OcX96zfXnP+hFR+fTnn3/i8OHDktfZ2dk4dOgQDh06VKh2XVxccPz4cbkfHhERERGpk8qJn7+/P0QikWT/vhs3buDGjRsK6xd34hcVFYV3795JPd8HAI6OjoiIiEBgYCBGjhwpdezs2bOSOkRU/sTFxaFu3bpITExUS3sNGzbEpUuXYGhoqJb2iIiIiJSlcuK3bds2dcahFu/fv8eTJ09kpl69e/cOY8eOBQC4u7tLHRs9ejRWrFiBxYsXo0+fPpJpnZGRkdixYwdq1aql1md2iKjkev/+Pdq0aYN79+6ppb2qVasiMjISVatWVUt7RET05YSGhqJz585YuHAhvLy8yvx1qexTOfHz8PBQZxz52rx5M8LDwwEAd+7ckZTl7cHn5uYGNzc3vHnzBo0bN0aLFi3QsGFDmJmZISYmBqdPn8abN2/g4uKCadOmSbVtb28PLy8vzJs3D40aNcKAAQOQmpqKgIAAiMVibNq0qUSuXkpEhZeZmYkePXogODhYbW0+efIEdnZ2amuPiKgkiY6ORo0aNWTKK1asiFq1aqF///748ccfYWBg8EXiyft+Gx0dXaDzPrdo1pMnT4rkmnXr1sWDBw8KdB6RupSKjCY8PBzbt2+XKrt06ZJkoRY7Ozu4ubnBxMQE3333Ha5cuYLjx48jMTER+vr6aNiwIYYPHw5PT09oamrKtD937lzY2dlh9erV2LBhA3R0dNCuXTv4+PigZcuWX+Qeiajo5eTkYOTIkdi9e7fa2uzSpQvOnTuntvaIiEqDWrVqSfYRFQQB8fHxOH36NLy8vHD27FlcvHhR7u9cJUmVKlXw/fffyz1WqVIltGrVCvfv34epqekXjau4rktlX6lI/Pz9/eHv7//ZekZGRli3bp1K1xg2bBiGDRum0rlEVDIJgoCffvoJK1euVHvbIpEIlSpVwp49e9TeNhFRSVe7dm2ZaYiZmZlo27YtIiIiEBYWhs6dOxdPcEoyNTX97FTKevXqfZlgPlKxYsViuS6VfUolfmPGjCn0hYp7cRciKh9WrlyJGTNmqK29o0ePIj09HUOGDJEqFwQBGzdulNnLj4iovNLV1UXnzp1x8+ZNxMfHyxx/8uQJFi9ejMDAQLx+/RomJibo1q0bvL29YWtrK1X3xo0bWLJkCa5evYrXr1+jUqVKqFmzJvr06YNZs2bJTDn9eOqmup6N+/RZuy9xTXnXzZM3xTQyMhLz58/Hvn37kJCQgLp162LBggUYMGCATFsfPnzAunXrsGvXLjx8+BAaGhpo0qQJfvrpJ/Tu3Vst8VLpoVTil99o28dv+rwVPj89JggCEz8iKhIhISFwc3NTW3tbtmyR+bBLEATs27cPx44dQ3Z2NjQ1NdGnTx8MGjRIbdclotItJycHb968Ke4wlFalShW17hkK5CYZoaGhEIlEaNKkidSxv/76C926dUNqaip69eqF2rVrIzo6Grt378bp06cRERGBmjVrAgD++ecftGvXTvK91tbWFomJiYiMjMSmTZswa9YsVKpUCQsXLsTq1asBAD/88IPkWk5OTmq9rzzFcc1PicViuLq64u3bt+jXrx/S0tKwd+9eDBo0CGfOnIGrq6ukbmZmJrp3747Q0FA0bdoUY8eOhVgsxsmTJ9GnTx+sXbtW4VRXKpuUSvwUreAZFRWF5cuXQyQSoV+/fqhfvz7Mzc0RFxeH+/fv49ChQ5KpVrVr11Zr4ERUPp06dQo9e/ZUW3u+vr6YNWtWvnVEIhE2btyIkJAQJCYmwsjICBs2bFBbDERU+r1586ZUzQCIi4sr1IrDjx49koxGCYKAhIQEnD17FjExMfDz84O9vb2krlgsxpAhQ5CTk4Pr169Lba0VHh4OJycnTJ06FcePHwcA7Ny5E5mZmTh69KjMqFRecl2pUiV4eXlJBidUGW1LSEiQe16bNm3QvXt3mXJ1XLOwXr58iZYtWyIkJAQ6OjoAgKFDh6Jr165YtWqVVOLn4+OD0NBQeHl5YcGCBZIBmffv38PZ2Rk//vgj+vXrBysrqy9+H1Q8lEr85K3g+fjxY0ybNg0dOnTAnj17YG5uLlPn9evXGDZsGNavX49r164VPloiKnciIiLQrl07tbX3ww8/YNWqVZ9d0e1TZmZm+P333zF16lSsWbOmVP2CR0Skbo8fP4a3t7dMee/evWU+nDtx4gSio6Pxyy+/yOyn3KFDB/Tp0wdHjhxBcnIyjIyMJMcqVKgg036VKlXUdAe5SaS8e5g6darcxK+k+PXXXyVJH5C7yJitra3U79o5OTnYsGEDateuLZX0AYChoSEWLFiA3r1749ChQxz1K0dUXtxl3rx5yMjIwJ9//qnwP6G5uTn27t0LGxsbzJs3j4sgENFn3bt3Dw4ODmprb/Dgwdi9e7daVpcbNGgQp3cSEQHo1q0bzpw5I3kdFxeH8+fPY8qUKWjXrh3++usvyajflStXAAAPHjyQO0oWGxuLnJwc/Pvvv2jRogUGDBiA1atXw83NDYMGDYKLiws6dOgAGxsbtd5DadxaoVKlSnK306hevToiIiIkrx8+fIh3797ByspKbnKb9wxmabt/KhyVE7/g4GA4ODh89pMXU1NTODg4qHWfLCIqO54/f67WH+aOjo44c+YM9PT01NYmERHlz8zMDO7u7khPT8fYsWOxdOlSbN26FQDw9u1bAPjsVjqpqakAgLZt2yI4OBi+vr4ICAiQTK1s3rw5li9fXuJXCy1KxsbGcsu1tLSQk5MjeZ3X55GRkYiMjFTYXl6fU/mgcuL3/v17yZvqc96+fYvk5GRVL0VEZcibN2/g4OCA169fq6W9atWq4datW2qd/kNEVFBVqlRBXFxccYehtKL6ntmqVSsAuaty5smbvnn8+HF88803SrXj6OgIR0dHpKen46+//sLx48exfv169OzZE3fu3EGtWrXUH3wZktfn/fv3x4EDB4o5GiopVE787O3tcefOHRw9ehR9+vRRWO/o0aN48uSJzJxuIiofUlNT0aFDB/zzzz9qac/Y2BgPHz6Eubk5xGIxTp06JfVMCBFRcdDQ0CjUYillRd6gwMejT61btwaQ+8y2solfngoVKsDJyQlOTk6oVKkSFixYgHPnzkkSP01NTXz48EFN0SunOK5ZUPXr14eRkRGuX78OsVgMbW3t4g6JSgCV1/H9/vvvIQgC3N3dMXv2bDx9+lTq+LNnzzBnzhwMHToUIpEI3333XaGDJaKSTywW4+uvv4ZIJIJIJIKBgUGhk76oqCgIggBBEJCYmCh3MSkiIipeOTk5WLt2LQCgY8eOkvI+ffrAxsYGq1atQlhYmMx5YrEY4eHhktcXL16UO1Msb6bIx4u+mJiYICEhARkZGWq7j88pjmsWlJaWFiZOnIinT59ixowZEIvFMnXu3r1bqkapqfBUHvHz9PTEjRs3sHHjRvj5+cHPzw96enowNTWV+s8gCALGjx8PT09PtQVNRCVHTk4OPD09FW77ooobN26gadOmamuPiIjU6+PtHIDcxUJCQkJw//59WFtbY968eZJjurq6OHDgAL7++ms4OjqiS5cu+OqrrwDkDhRcvHgRVapUkSw0snLlSgQFBaFz586oWbMm9PT0cOPGDZw/fx61a9dG3759JW07Ozvj+vXr6NWrFzp27AgdHR106NABHTp0KLJ7L8w1X716hVGjRsk9ZmNjAx8fH7XF6e3tjRs3bmDNmjU4efIkHB0dUbVqVcTExODOnTu4desWIiIiuEp1OaJy4gcA69evR/fu3bF8+XJEREQgPT0dz58/B5A75aFt27aYMWNGvlNBiah0EQQBc+fOha+vr9raDA4OLtcP6xMRlTafbuegq6sLOzs7TJ8+HbNnz4apqalU/ZYtW+LWrVtYvnw5Tp06hfDwcOjq6qJatWpwc3ODu7u7pO7EiRNhbGyMv/76C2FhYRAEQbJC/A8//ABDQ0NJ3fnz5+Pdu3c4ceIEgoODkZOTg4ULFxZp4leYayYnJ2P79u1yjzVu3FitiZ+uri5Onz6NLVu2YMeOHThw4AAyMzNhbm6OBg0aYMKECWjYsKHarkclX6ESPyB3v5bevXsjNTUVjx49QkpKCgwMDFC7dm3o6+urI0YiKmZr1qzB1KlT1dbegQMH0L9/f7W1R0REX4adnR0EQVDp3GrVqmH16tVYvXp1vvW6deuGbt26KdWmgYEB/vjjjwLHosw9ODk5ya1XlNfM77rR0dEKzwkNDZVbrqmpiW+//RbffvutUtemsk3lxM/Z2Rl6eno4cuQIdHR0oK+vzwVciMqIgIAADB06VG3tbdiwARMmTFBbe0RERERUMCov7hIREYG4uDjo6OioMx4iKgaBgYGSxVhEIlGhkz5vb2/JYiyCIDDpIyIiIipmKo/42djYlOjVjIhIsWvXrkn2WlKHiRMn4rfffoNIJFJbm0RERESkPiqP+PXv3x8PHjzAv//+q854iKgIPHz4UGpEr7BJX9++fSEWiyUjeuvXr2fSR0RERFSCqZz4zZs3D02aNEGfPn1w69YtdcZERIUUExMDHR0dSaJXr169QrXXtm1bpKWlSRK9Q4cOQUur0GtDEREREdEXovJvbt9//z3q1KmDAwcOoFmzZnBwcED9+vUVruQpEomwZcsWlQMlIsXevXuHxo0bS7ZTKawaNWrg77//RuXKldXSHhEREREVL5UTP39/f4hEIslys3fv3sXdu3cV1mfiR6Q+6enpcHJywtWrV9XSXoUKFfDo0SNYWVmppT0iIiIiKllUTvy2bdumzjiIKB9ZWVlYsmQJ3Nzc1Nbmw4cPYW9vr7b2iIiIiKjkUjnx8/DwUGccRPQRQRAwceJE/P7772pr8+rVq2jZsqXa2iMiIiKi0kPlxV2ISL28vb0li7FoaGgUOukLDAyU2kuPSR8RERFR+cVl+YiKycaNGzFx4kS1tbd3714MHjxYbe0RERERUdlR6MQvNTUVx48fx61bt/D27VuIxWK59bi4C5V3t27dQpMmTdTW3tq1a/H999+rrT0iIiIiKrsKlfjt3bsXEydORHJysqQsb5XPjzdzFgSBiR+VO+/evcOFCxcQEhKCNWvWFLq9gQMHYvfu3dDW1lZDdERERERUnqj8jF9ERARGjBiB7OxszJ07F7Vr1wYAbNq0CQsWLEDv3r0hEomgp6eHxYsXY+vWrWoLmqgkev/+PU6dOoWffvoJzZs3R5UqVdC3b1+Vk76xY8ciOzsbgiDgw4cPGDZsmJojJiIios/JyclB48aN0aNHj+IOpUzx8PCAra0tMjIyijsUidDQUIhEInh5eRV3KEVC5cRvxYoVyMnJwe7du+Hj4wMzMzMAub+senl54fDhw7h79y5q1qyJ3377Dd27d1db0EQlQVpaGs6dO4e5c+eibdu2qFy5Mnr27IkVK1bgxo0bktFvZfXs2RMfPnyQLMayefNmaGhw/SUiIio5oqOjJQuRVatWDdnZ2XLr3blzR1KvXr16XzhK9fL398ft27fzTQb++9//QkNDAyKRCOvWrftywZVi8+fPR0xMDH799Vel6v/+++8QiUSYMGHCZ+s2b94cIpEIN27cKGyYZUqhRvxMTU3Rq1cvhXXq1auHgwcP4tWrV1i4cKGql8KuXbswfvx4tGjRArq6uhCJRPD395epJxaLcfDgQYwaNQr169eHvr4+DA0N0bp1a6xfv17uN6ePv4HJ+9q7d6/KcVPZ8uHDB1y8eBHe3t5wcnJC5cqV4eLigiVLluDKlSsKf/gp0rx5c6SkpEgSvRMnTnAaJxERSfz555+wtLTE/v37izsUGVpaWnj58iXOnj0r9/iWLVugpVX61xDMzs6Gt7c3HB0d0apVK4X1tm7dykebCqh27dpwc3PDsmXLkJqa+tn67u7uqFixIvbu3Yv09HSF9W7fvo0bN26gSZMmaNasmTpDLvVU/h/55s0bNGrUSPJaR0cHQO5iL/r6+pJye3t7ODg44PTp0yoHOW/ePDx9+hSmpqawtLTE06dP5dZ7/PgxBgwYAENDQzg7O6N3795ISkrC8ePH8d133+HMmTM4evSo1POHeRo3bix3c+yvvvpK5bipdMvKysLff/+N4OBghISEIDw8PN9vNPLo6emhffv26Ny5M0xNTTFixAhUrFixiCImIqKyIi4uDuPHj0diYiK+/fZbODo6SmZXlQTt2rXDrVu3sHXrVpkpkB8+fMDu3bvRo0cPHDt2rJgiVI9Tp07h2bNnWLBggcI62dnZ8Pf3h6WlJZydnbF7927cuHGDSYcShg8fjoMHDyIgIACenp751jUyMsKAAQOwY8cOHDp0SOEjMHmJ99ixY9Ueb2mn8ohflSpVpH4JNjU1BZCbfH0qOzsbr1+/VvVS2Lx5M6KjoxEfH5/v8K6hoSHWr1+P2NhYHDlyBMuWLcPGjRvx77//okWLFjh+/DgOHDgg99wmTZrAy8tL5ouJX/mRk5ODmzdvYuXKlfjmm29gYmKCNm3aYM6cOQgKClIq6dPW1kbHjh2xYMEChIaG4t27d5LpoOPHj2fSR0REnyUIAiZMmID3798DyH2GXJ3b/6hDhQoVMHjwYBw/fhwJCQlSx44dO4aEhASMHj1a4fmCIGDr1q1o3749jIyMULFiRbRo0ULumhAvX77EwoUL0aZNG5iZmUFXVxd2dnaYNGkS4uLiZOqPGjUKIpEI0dHRWL9+PerXrw89PT3Y2trC29sbOTk5St+nv78/RCIR+vfvr7DO2bNnERMTg6FDh0ru+dNRvzFjxkAkEuHixYty21i8eDFEIhF27twpVX779m0MGTIElpaW0NHRga2tLSZPnow3b95I1cubwTZq1Cg8ePAA/fr1g6mpqaQfAODw4cNwd3dH7dq1UbFiRRgbG6Njx444ePCgwnv7/fff4eDgAD09PVhbW2PmzJnIyMiASCSCk5OTTP33799j4cKFcHBwQIUKFVCpUiV0794d4eHhctvv0aMH9PX1sW3bNoUxfCwvmVNUP+9DB11dXQwbNgwfPnzA2rVr0a1bN1hbW0NXVxdmZmbo168fbt68qdQ1ASi8XwCws7ODnZ2d3FhWrVqFZs2aSWYhduzYUe6HIUlJSViwYAEaNGgAAwMDGBsbo169ehg9ejSeP3+udJyfJaiobdu2gomJieT10qVLBZFIJMycOVOq3j///CNoaWkJ1atXV/VSUnx9fQUAwrZt2wp03p49ewQAwnfffSdV/uTJEwGA4OHhoZb4kpKSBABCUlKSwjofPnwQjhw5Inz48EEt1ywrvnS/5OTkCHfv3hXWrFkj9O3bV6hcubIAoEBfGhoaQuvWrYVZs2YJgYGBQkpKSpHEyveMfOwXxdg38rFfFCvvfaPMz29BEIT09HTh3r17Qnp6epHFsnfvXrk/c/bt21dk11RW3u9N3bp1E65cuSIAEFavXi1V5+uvvxbMzMwEsVgsABDq1q0rdTwnJ0cYOnSoAECwt7cXxo8fL0yePFmoV6+eAED48ccfpeoHBAQI+vr6Qu/evYUpU6YIP/74o+Ds7CwAEGrWrCkkJiZK1ffw8BAACAMGDBBMTU2FUaNGCVOmTBFsbGwEAMKcOXOUutecnBzBxMREqF+/fr71+vXrJwAQbt26JWRnZwvW1tZCpUqVpN4jwcHBAgDh22+/ldtG/fr1BX19feH9+/eSsqNHjwq6urpCxYoVhSFDhgg//fST0LNnTwGAUKdOHeHt27eSunn/Lu3btxeMjY2Fdu3aCdOnTxdGjRolxMTECIIgCHXr1hUaNmwoeHh4CLNmzRLGjh0rVK1aVQAgrFmzRiam+fPnCwAES0tLYfLkycK0adMEOzs7oVevXgIAwdHRUar+mzdvBAcHBwGA0LFjR2HatGnCmDFjhCpVqghaWlrC4cOH5d57p06dBC0tLaV/h6pTp44gEomEJ0+eyBzbv3+/AEBwd3cXBEEQXr16JWhoaAiOjo7Ct99+K/z888/CwIEDBV1dXUFPT0+4evWq1PkhISECAGHhwoVS5fLuN4+tra1ga2srVZaRkSE4OTkJAISmTZsKkydPFiZMmCBYW1sLAIS1a9dK6ubk5AitW7eW/PtNmzZN+PHHH4X+/fsLxsbGQkhIyGf7RNnvSyonfgsWLBA0NDSEu3fvCoIgCM+ePRMqVKggaGhoCMOGDRPWrVsnzJ8/X6hSpYqgoaEhTJ06VdVLSVE18ct7I3waR95/FBcXF2H9+vXCkiVLBH9/f+H58+cqxcfET3VF3S85OTnCv//+K2zcuFEYPHiwYGZmVuBETyQSCU2aNBGmT58uHD9+XOaHTVHhe0Y+9oti7Bv52C+Klfe+KSmJ3+vXr4VKlSoJIpFI5udPpUqVhNevXxfJdZX1ceInCILg4OAgNGrUSHL8xYsXgqampiR5k5f4/fHHHwIAYezYsYJYLJaUZ2ZmSpKK69evS8pfv34tlRDl2b59uwBAWLRokVR5XuJXo0YN4eXLl5Ly+Ph4oVKlSoKhoaGQmZn52XuNjIwUAAjDhg1TWCcuLk7Q1tYWGjZsKCmbPXu2AEDYtWuXpCwnJ0ewtrYWKleuLHPt69evCwCE4cOHS8oSEhIEIyMjoXr16sLTp0+l6ucNZnz//feSsrx/FwDC/Pnz5cb6+PFjmbL3798LDRs2FIyNjYXU1FRJ+cOHDwVNTU3BxsZGSEhIkKqfl9x9mgjlJfNbt26VKo+NjRWsra2FqlWryv1/M23aNAGAEBwcLDfuT+XlAl5eXjLHvv76awGAcO7cOUEQchOwFy9eyNS7e/euYGBgIHTt2lWqXF2J35w5cyQx5uTkSMqTk5OFFi1aCDo6OpKE/Pbt2wIAoW/fvjJtZ2RkyH3vf0rZ70sqP+M3aNAgXL58GQ8fPoSDgwOsra2xYcMGfPvtt9izZw8CAgIA5A7lt2nTBosWLVL1UmqRN3XA1dVV7vGgoCAEBQVJXmtpaWHKlClYvnx5visrZmZmIjMzU/I6b09DsViscDP7vHJFx8urouiXp0+fSvbSCw0NRUxMTIHbqF+/Pjp37gxHR0d06tQJVapUkTr+Jf4d+Z6Rj/2iGPtGPvaLYuW9b0rCfQsfTfEUPlkZWhAEyZTP/KbmfWmjR4/GjBkz8Pfff6N58+bw9/dHdnY2xowZo/CcdevWQV9fH+vWrZNaAEZHRweLFy/G8ePHERAQgObNmwOAwmcbR4wYgcmTJ0seqfjU/PnzYWlpKXltamqKPn36YPv27Xj48CEaNmyY7729ePECAGBubq6wzo4dOyAWizFy5EhJ2ciRI+Hr64stW7ZInkMTiUQYOnQoli1bhpMnT6Jv376S+rt27QKQ+7zbx+0mJyfjt99+g42NjdQ13d3dsWLFCuzduxdr166VOmZhYYF58+bJjbVmzZoyZQYGBhg1ahR+/PFHXLt2DY6OjgCAgIAAZGdn48cff5T6vcfAwADz5s2Du7u7VDsJCQnYt28funTpIjPF19zcHD/99BOmTJmCc+fO4ZtvvpE5Dvyvvz/Hw8MD8+bNg7+/PxYsWCBZu+Ply5cIDAyEnZ0dnJ2dAQC6urqoVq2aTBsODg7o3Lkzzp49C7FYrNbF9XJycrBhwwbUrl1bKj4g97G0vG3vDh06hO+//15yrEKFCjJt6erqQldXV22xqZz4OTg4SCVKQO4/RMeOHfHnn38iOjoaFSpUQIcOHeDm5gZNTc1CB6uqP/74A6dPn4azs7PMA8gVK1bEwoUL0bdvX9SsWRMZGRm4cuUKfv75Z6xatQo6Ojrw9fVV2Lavry+8vb1lygMDAz/7PNen/Ue5CtMvb9++xZ07dyRfqjxbamlpiYYNG6Jhw4b46quvULlyZcmxv/76S+XY1IHvGfnYL4qxb+RjvyhWXvsmLS2tuENAZGQkDh8+rPB4dnY2Dh06hMjISDg4OHzByBQbMWIEZs+eja1bt0oSv9atW6NBgwZy66elpeHOnTuwsrLC0qVLZY7nJeAPHjyQKj906BB+//133LhxA+/evZNaSfvly5dyryVvcZXq1asDABITEz97b3nP0X38e8Cntm7dCg0NDQwdOlRSVq9ePbRs2RKhoaH473//K0m4RowYgWXLlmHXrl2SxC87OxsBAQGwsLBA165dJW1cuXJF8uejR49krpuRkYGEhAQkJCRI1tkAchcrzFtw8VNxcXFYunQpTp8+jadPn8qsXfBxP966dQtA7iI+n5JXdu3aNWRnZyMjI0PuthdRUVEAcv9dP038TExMAEDmWVFFLC0t8fXXX+PEiRMICQmRJHl5HzqMHj1aKtn6559/4Ofnh/DwcMTGxsp8yJOQkCD1AUFhPXz4EO/evYOVlZXcHCE+Ph7A/97j9evXR8OGDbFnzx48f/4cbm5u6NixI5o1a6b2/Ent6+zWrFkTs2bNUnezKjt58iS+//572NraSj5R+ZiZmZnUG9TQ0BC9evVCy5Yt8dVXX2HVqlWYOXOmwv/0s2fPxvTp0yWvk5OTYW1tDVdXVxgZGck9RywWIygoCC4uLly+/yOq9EtCQgIuXLiA0NBQhIaG4uHDhwW+ro2NDZycnODo6AgnJydYW1sXuI2ixveMfOwXxdg38rFfFCvvfZM3Y6c4OTg4oG/fvjh27JjcLYI0NTXRp0+fEpP0Abm/R/Xo0QMBAQHo3bs3Hj16hBkzZiis/+7dOwiCgJiYGLm/FOf5eHn/lStXYsaMGahatSpcXV1RvXp1yejI6tWrpWZefczY2FimLG+EUZktmPKuoWhxtytXruDevXtwcXGBlZWV1DEPDw9cu3YN27Ztwy+//AIg99+3adOmOHnyJBITE1GpUiUEBQXh9evXmD59utQv+W/fvgUA/Pbbb/nGmJqaKpX4KRqdfPv2LVq2bIlnz56hffv26Nq1KypVqgRNTU38888/OHr0qNwZbFWrVpVpS9418uK9dOkSLl26lG+8n8rr34IsgDd27FicOHEC27Ztk0r8NDQ0MGrUKEm9y5cvS467urqiTp06MDAwgEgkwpEjR3Dr1i2F7x9V5fVFZGQkIiMjFdbL6wstLS0EBwfDy8sLhw4dwo8//gggd4R68uTJmDt3rtoSwNK/wUo+zp49i/79+8Pc3BzBwcEFyuYtLCzQo0cP7Ny5E9euXVM4RVTREKy2tvZnf3AqU6c8yq9fEhMTERYWJtli4fbt2wVu38LCAs7OzujcuTOcnZ1Ro0YNuVt8lER8z8jHflGMfSMf+0Wx8to3JeGeRSIRNm7ciJCQECQlJUlN9xSJRDAyMsKGDRuKMUL5xowZg6NHj2Ls2LGoUKGCzDTAj+V9KN68eXNcv379s21nZWXhl19+gZWVFf755x+pREQQBPj5+RX+BhTIu1beL/Kfylu5MygoSOHvEf7+/vD29pY8NjRixAhMnz4dBw4cgKenp2RQYsSIEVLn5fXTnTt3CrTCvKI4tmzZgmfPnmHRokUy02KXLl2Ko0ePyr1+fHw8bG1tpY7Jm02VV//HH3/EihUrlI4X+F//yksyFfnmm29gbm6OgwcP4rfffsOtW7cQFRWFbt26SU2NXbx4MTIzMxEeHo727dtLtXHlyhXJyObniEQiZGVlyT2WlJQk9SFDXl/0799f4W4CnzI1NcW6deuwdu1aPHjwAMHBwVi7di0WLlwIbW1tzJ49W6l2PqfMJn5nzpxB3759YWpqipCQELnzmj8n7xOUkjD9IzsbuHgRePUKsLQEOnYEinH27BeTkpKC8PBwSaJ348aNAi3DDORuPeLk5ARnZ2c4Ozujbt26XzbRCwoC4uIgzpL8FWZmgIsLoK2F/70gKi5RUcD/Lxsvl6EhUKfOl4uHSIEPH4D164HHj4FatYBJkwAFs9pKLTMzM2zcuBFDhgyRKhcEARs3bixRe/nl6dGjBywsLBATE4Phw4crnPEE5M6sql+/Pu7fvy8Z9cpPQkICkpKS0KVLF5nE4Pr16wXeX7cgHBwcoKGhIZmm+LHU1FTs27cPFStWVJjoXrlyBZGRkTh79iy+/vprALnP5/3000/YtWsX3N3dceTIETg4OKBJkyZS57Zu3RqHDh1CRESEWrYWy9turXfv3jLH5G0x0bhxYxw+fBiXL19GixYtpI5dvnxZpn7Lli0hEokQERFR4NjyZmt97pnLj2lpaWHkyJFYvnw59u7dK7nup3v3PX78GCYmJjJJX1paGm7cuKH09SpXrix3nYjo6GgkJiZKJX7169eHkZERrl+/XuDnB0UiEerXr4/69eujd+/esLGxwbFjx7584qdK4vQxkUgkd4+/onDmzBm4ubnBxMQEISEhqF27tkrtXL16FQDk7s3xJR06BEydCnz8zGv16sB//gP061d8cRWFzMxMhISEICwsDCEhIbh69arCT1gUMTIygqOjo2RUr2HDhvku0FOkgoKA/x8t1gYg9YTp7o/+HhjI5I+KR1QUYG//+Xr//svkj4rVzJnAqlW5H4TmmTEDmD4dKMJBn2IxaNAg7Nu3TzLlM2+K56BBg4o7NLm0tLRw7NgxxMTEKLVp+ZQpUzBx4kSMGzcO/v7+0NfXlzr+5MkTiEQi2NnZwczMDBUqVMCNGzeQlpYmmQ747t07TJ48uUjuJ0+lSpXQqFEjXL9+HYIgSH1o/Oeff+L9+/fw8PDA5s2b5Z5/7Ngx9OnTB1u2bJEkfnnP8gUGBuI///kPUlNTZUb7gNxFc/JG59q1ayczvTctLQ23b99GmzZtlLqXvFG78PBwqQRrz549OHXqlEz9IUOGwMfHB6tWrcKwYcMkC7ykpqZi8eLFMvUtLCwk79vly5djxowZMh+y//XXX2jYsKHMlM6//voLlpaWqFPAnzFjx47F8uXLsX79ejx69AhVqlRBnz59ZO7733//lXouNjs7GzNmzJA8a6eMFi1aIDAwEKGhoZL9/D58+CD1uFceLS0tTJw4EcuWLcOMGTOwYsUKmeTv7t27MDMzg5mZGZ48eYL09HSZ52LzRlblLfqiKqUTv7zNH1X1pUZY8pK+ypUrIyQk5LNvoqtXr6Jp06Yy/yCrVq3CpUuX0KBBAzRu3LgoQ87XoUPAgAHAJ4t7ISYmt/zAgdKd/H348AFXr15FSEgIzp8/j8uXLxd4ZTV9fX106NBBMqLXtGnTYl1MSIqcjWULVY9I3fIb6VOlHlERmDkTWL5ctjw7+3/lZSn5+3jKZ2JiYomd4vmxli1bomXLlkrVHT9+PK5cuYLt27fj0qVL6Nq1K6ysrPD69Ws8ePAAf/31F/bs2QM7OztoaGhg0qRJWLlyJRo3boxevXohOTkZp0+fhq2trcyzderm5uYGLy8vXLt2Da1atZKU503zzG/10h49esDc3BzHjh1DfHy8ZMRyxIgROHv2LLy8vKChoSFZ+fNjVatWRUBAAAYOHIjGjRuje/fuqFevHjIyMiQrlrdr1w5nzpxR6j7yFpaZPHkyQkJCYGtri9u3b+PcuXPo168fDh06JFW/bt26mDVrFpYsWYKGDRti4MCB0NLSwqFDh9CwYUPcvXtX5kP19evX4+HDh5g5cyZ27tyJtm3bwtjYGM+fP8fff/+NqKgovHr1Sirxe/z4MZ48eYKJEycqdR+fxti+fXvJM4Xjxo2TWdhm8uTJCAwMRIcOHTBo0CDo6elJVnl3cnJCaGioUteaNm0aAgMD0bNnT7i7u6NixYoICgpCpUqV5D5K5u3tjRs3bmDNmjU4efIkHB0dUbVqVcTExODOnTu4desWIiIiYGZmhlu3bqFv376S9UXyRs+PHDkCTU1NyTN/6qB04rdt2za55YIgYMyYMbC3t1fbMOSnNm/ejPDwcAC5c53zyvL+sdzc3ODm5oYHDx7Azc0NmZmZcHJykmwp8TE7Ozuphz5nzpyJBw8ewNHREdbW1khPT0dERARu3ryJypUrY+fOncX2/Fd2du5I36dJH5BbJhIBP/wA9OlTeqZ9ZmVl4caNGwgJCUFwcDDCw8MLPJVWV1cX7dq1k4zotWzZUuEKVsVNnJU70qeuekRE5c2HD7kjfflZtQpYtKhsTfs0MzPD77//jqlTp2LNmjUlcoqnqkQiEfz9/dGjRw9s2rQJJ06cQEpKCszMzFCnTh2sWLFCaoVLX19fmJiYwN/fH+vXr4e5uTmGDBkCb29vtUyDzI+npyd++eUX7Nq1S5L4PXz4EJcuXUKtWrXQqVMnhedqaWlh+PDhWLlyJXbu3CkZHerbty8MDAyQkpKCzp07S1Ya/VTPnj1x8+ZNLF++HOfOnUNQUBD09fVRvXp1jB49Wmr7h8+pXr06Lly4gJkzZ+LcuXPIyspCs2bNEBgYiOfPn8skfkDu83HVq1fH2rVrJdOMhwwZgqlTp+L48eMyU3pNTExw+fJlrFu3Dvv27cPu3buRk5MDCwsLNG7cGPPnz5daiAb431YW48ePV/pePjZ27FhJ4icvCf/mm29w4MABLFmyBLt27ULFihXh7OyMw4cPw8fHR+nrdO/eHfv27cOiRYuwc+dOmJiYYODAgViyZInc96Curi5Onz6NLVu2YMeOHThw4AAyMzNhbm6OBg0aYMKECZKR1xYtWmDWrFkIDQ2VLPxjYWEBV1dX/PTTT1IfOBTaZ3cEVIJIJBI6duyojqbkytuIU9FX3iaLeZsu5vf16eaLmzZtErp37y5Ur15d0NPTE/T09IS6desKU6dOVWkTd3Vu4B4SIgi5KV7+XyEhBQ7zi8nOzhZu3rwprFq1Svjmm28EIyOjAm+arqWlJbRv316YP3++EBwcXGSb5haFk8N2KfWPeHLYrnzbKe8bKyvCflFM6b75+2/lvtH8/feXCbyI8T2jWEntm19/Ve4t+uuvhbtOSdnAnUoed3d3oUqVKkJKSkpxh1IiBAUFCQCEmTNnFqodsVgs1KhRQ+jcubOaIiu/inwD9y/J398f/v7+n63n5OQks+Hp53h6esLT01PFyIrWq1fqrfclCIKA+/fvS0b0QkNDFa6GpYiGhgaaN28uGdFr3749DAwMiijiosWZnkREhaPs8gBfaBkBKocWL16MQ4cO4bfffsPMmTOLO5wvJj4+HiYmJlKPzyQmJkpm+Lm5uRWq/Z07dyI6Ohr79+8vVDukvFKR+JVXyu4+ocY9JwtMEAQ8fvxYkuiFhISotGl648aN4eTkBH19fUybNk1mKkBppezMnDI0g4eISK1q1VJvPaKCqlGjBrZv3670BuNlxe7du7FixQo4OzvDysoKr169wpkzZxAXF4dRo0ahbdu2hWpfJBJh06ZNaN68uZoips9h4leCdeyYu3pnTIz85/xEotzjHTt+2biePXuGkJAQSbL3/PnzArdRv359yYieo6MjTE1NIRaLcerUKbkbrpZWLi6QXr0zv3pERCRj0qTc1Tvz229bUzO3HlFRGTx4cHGH8MW1a9cOzZs3x7lz5/D27Vtoamqifv36mD9/Piap4T/cx2tu0JfBxK8E09TM3bJhwIDcJO/j5C9vvZnVq4t+YZfY2FipRE+VbTlq1aol2TDdyclJ7gpIZZG2kv/DlK1HRFTe6Ojkbtkgb1XPPNOnl62FXYhKglatWsls7E6lG3/dLOH69cvdskHePn6rVxfNVg5v3rxBaGioJNG7f/9+gduwtraWJHqdO3eGjY2N+gMtDTjXk0o6Q0P11iMqAnlbNXy6j5+mZtncx4+IqCgw8SsF+vXL3bLh4sXchVwsLXOnd6prpC8pKUmyYXpwcDBu375d4EVyzM3NpRK9WrVqFds2GCWKi0vu5uxxcRBn5e7nHheXm+e5uPz/SF/eC6LiUKdO7ubs+e3TZ2jIzdup2Pn55W7ZsH597kIutWrlTu/kSB8RkXKUTvycnZ3zPX7nzp1864hEIpw/f175yEiKpibg5KSetlJTUxEeHi5J9P7++2/k5OQUqA0TExM4OTlJEr369esz0VPk/5M6bQA9PIo3FCK5mNRRKaGjk7t/bUlQ0A9IiYiKirLfj5RO/D63s31SUlK+dZgUFJ+MjAxcuXIFwcHBCA4OxtWrVyEWiwvUhpGRETp16iRJ9Bo1agQNDY0iipiIiKhkylvaXiwWo0KFCsUcDRERJL/Xa35mOqDSid/ChQsLFxF9MWKxGNeuXZNsr3Dp0iVkZmYWqI2KFSuiQ4cOkkSvWbNm0NLizGAiIirftLW1oauri6SkJBgaGvKDbSIqVoIgICkpCbq6utDW1s63LhO/MiA7Oxs3b96UJHoXL15EampqgdrQ0dFBu3btJIleq1atoMMHJ4iIiGSYmpoiJiYGL168gLGxMbS1tZkAEtEXJQgCxGIxkpKSkJKSgmrVqn32HA7hlEI5OTm4e/euJNG7cOECkpKSCtSGlpYWWrVqJVmQpW3btpyyQkREpAQjIyMAQEJCAmJiYoo5GiIqz3R1dVGtWjXJ96X8MPErBQRBwMOHDyWLsYSGhiIhIaFAbWhoaKBZs2aSRK9Dhw4wMDAoooiJiIjKNiMjIxgZGUEsFiM7v93liYiKiKam5mend36MiV8psHz5cvz8888FPq9Ro0aSRK9Tp06oVKmS+oMjIiIqx7S1tQv0ixcRUXFh4lcKtG3bVql69erVkyR6jo6OqFq1ahFHRkREREREpQETv1KgdevWqFChAtLT06XKa9asKUn0nJycYGVlVUwREhERERFRScbErxTQ0dFBhw4dcO/ePcmqm507d4adnV1xh0ZERERERKUAE79S4sCBA9wviIiIiIiIVMLEr5RQZolWIiIiIiIieTSKOwAiIiIiIiIqWkqN+D179kwtF7OxsVFLO0RERERERKQ8pRI/Ozu7Qj9bJhKJkJWVVag2iIiIiIiIqOCUSvxsbGy4qAgREREREVEppVTiFx0dXcRhEBERERERUVHh4i5ERERERERlHBM/IiIiIiKiMo6JHxERERERURlX6MRv586d6N69OywtLaGrqwtNTU25X1pa3CueiIiIiIioOKicjWVnZ6Nv3744efIkBEH4bH1l6hAREREREZH6qTzit379epw4cQKdOnXCo0eP0L59e4hEIojFYvz3v//F4cOH0aZNG1SoUAGbN29GTk6OykHu2rUL48ePR4sWLaCrqwuRSAR/f3+F9ZOTkzF9+nTY2tpCV1cXtra2mD59OpKTkxWes2fPHrRq1Qr6+vqoXLkyevTogevXr6scMxERERERUUmhcuK3e/duaGpqYtu2bahZs6akXFNTE3Z2dujTpw8uX74MT09PfPvttwgKClI5yHnz5uGPP/7A06dPYWlpmW/d1NRUODo64tdff0XdunUxbdo0NGjQAL/++iscHR2Rmpoqc86SJUswbNgwvH79GhMmTMCgQYNw6dIltG/fHqGhoSrHTUREREREVBKonPg9ePAAdnZ2sLOzAwDJBu/Z2dlS9fz8/GBgYIDly5erHOTmzZsRHR2N+Ph4TJgwId+6fn5++OeffzBz5kwEBgZi6dKlOH36NBYsWIB//vkHfn5+UvWjoqKwcOFC2Nvb4/bt21i5ciV+//13XL58GVpaWvD09ERWVpbKsRMRERERERU3lRO/Dx8+oEqVKpLXFStWBAC8fftWqp6uri7s7e3x999/q3opdO3aFba2tp+tJwgCNm/eDAMDAyxYsEDq2OzZs1G5cmVs2bJF6nnDbdu2ISsrC3PnzoWxsbGk3MHBASNHjsTjx48RHByscuxERERERETFTeXEr1q1aoiLi5O8trGxAQDcunVLpu6LFy+Qlpam6qWUFhUVhZcvX6J9+/bQ19eXOqanp4dOnTohJiYGjx49kpTnTeV0dXWVaa9bt24AgAsXLhRd0EREREREREVM5VU9HRwccPbsWYjFYmhra6Nz587YvHkzFi5ciJYtW0pGzxYvXozY2Fg0bdpUbUErEhUVBQCoU6eO3ON55VFRUVJ/NzAwgIWFRb71FcnMzERmZqbkdd4CMmKxGGKxWO45eeWKjpdX7BfF2DfysV8UY9/Ix35RrLz3TXm9byIqP1RO/Hr16oVjx47h3Llz+Prrr9G/f394e3sjIiIC1atXR7169RAXF4cXL15AJBJhxowZ6oxbrqSkJACQmrL5MSMjI6l6eX83MzNTuv6nfH194e3tLVMeGBgomf6qSGEWvCnL2C+KsW/kY78oxr6Rj/2iWHntmy8xM4mIqDipnPgNGDAAenp6sLa2BgDo6OggKCgIHh4eCA0NlTzTV7lyZfzyyy9wd3dXT8QlzOzZszF9+nTJ6+TkZFhbW8PV1VWSOH5KLBYjKCgILi4u0NbW/lKhlnjsF8XYN/KxXxRj38jHflGsvPdNfls+ERGVBSonfsbGxhg2bJhUmbW1NYKDg/Hq1Ss8ffoUFSpUgIODA7S0VL5MgWMCFI/Q5X1T/3hE0NjYuED1P6WrqwtdXV2Zcm1t7c/+4FSmTnnEflGMfSMf+0Ux9o187BfFymvflMd7JqLypUgyMktLy8/ut1cUPvdMnrxnAOvUqYOIiAjExsbKPOf3uWcGiYiIiIiISgOVV/WsWbMmhgwZolRdd3d31KpVS9VLKa1OnTqwsrLCpUuXZDZqz8jIQFhYGKysrFC7dm1JuaOjI4DcZ/I+dfbsWak6REREREREpZHKiV90dDRevnypVN3Y2FhER0ereimliUQieHp6IiUlBT4+PlLHfH198e7dO3h6eko2mweA0aNHQ0tLC4sXL5aa8hkZGYkdO3agVq1acHZ2LvLYiYiIiIiIisoXefguIyOjUM/5bd68GeHh4QCAO3fuSMry9uBzc3ODm5sbAGDmzJk4duwY/Pz8cPPmTTRv3hy3bt3C6dOn0aRJE8ycOVOqbXt7e3h5eWHevHlo1KgRBgwYgNTUVAQEBEAsFmPTpk1f7BlFIiIiIiKiolDkGU1CQgLu3bsHc3NzldsIDw/H9u3bpcouXbqES5cuAQDs7OwkiZ++vj5CQ0Ph7e2NAwcOIDQ0FBYWFpg2bRoWLlwos7E7AMydOxd2dnZYvXo1NmzYAB0dHbRr1w4+Pj5o2bKlynETERERERGVBEonftu3b5dJvu7cuZPvNMj09HTcu3cPKSkpGDBggMpB+vv7w9/fX+n6xsbGWLVqFVatWqX0OcOGDZNZpZSIiIiIiKgsUDrxi46OlkytBHKfp0tKSpIqU8TZ2RlLly5VJT4iIiIiIiIqJKUTv1GjRsHJyQkAIAgCnJ2d0bBhQ6xZs0ZufZFIhAoVKqBGjRowNTVVS7BERERERERUcEonfra2trC1tZW87tSpExo3bsytDoiIiIiIiEo4lRd3UWaKJxERERERERU/ta3q+e+//+Lff//F+/fvYWhoCHt7e9jb26ureSIiIiIiIlJRoRO/33//HcuWLcPTp09ljtnZ2WHWrFkYN25cYS9DREREREREKipU4jd69Gjs2LEDgiBAV1cX1tbWMDc3x+vXr/H8+XM8efIEEyZMwOXLl7Ft2zZ1xUxEREREREQFoKHqiXv27MH27dtRsWJF+Pn5IT4+Hv/++y8uXryIf//9F/Hx8fDz84O+vj527NiBgIAAdcZNRERERERESlI58du0aRNEIhEOHjyIGTNmwMDAQOq4gYEBZsyYgQMHDkAQBGzatKnQwRIREREREVHBqZz43bp1CzVr1oSrq2u+9VxdXVG7dm3cvHlT1UsRERERERFRIaic+GVkZKBSpUpK1TUyMkJmZqaqlyIiIiIiIqJCUDnxs7Gxwd27d5GQkJBvvfj4eERGRsLGxkbVSxEREREREVEhqJz49e7dG5mZmRg8eDDi4+Pl1omLi8PgwYPx4cMH9OnTR+UgiYiIiIiISHVKb+fg7OyMRo0aYfXq1QCAWbNmYe/evQgNDYWtrS0GDhyIBg0awMzMDHFxcbh37x7279+PjIwMWFtb4+effy6qeyAiIiIiIqJ8KJ34hYaGIisrS/LaxMQEwcHBcHd3x99//42dO3dCJBJJjguCAABo2bIl9uzZAxMTEzWGTURERERERMoq1AbutWvXxrVr13D+/HkEBgbi33//RUpKCgwMDGBvb49u3brB2dlZXbESERERERGRCgqV+OXp0qULunTpoo6miIiIiIiISM1UXtyFiIiIiIiISgcmfkRERERERGVcgaZ6Xrp0CZqamipdSCQSSS0OQ0RERERERF9GgRK/vJU6iYiIiIiIqPQoUOLXsGFDrFmzpqhiISIiIiIioiJQoMTP2NgYjo6ORRULERERERERFQEu7kJERERERFTGMfEjIiIiIiIq45j4ERERERERlXFM/IiIiIiIiMo4pRO/nJwchIWFFWUsauPv7w+RSJTvV5cuXST1vby8FNbT09MrxjshIiIiIiIqvAKt6llaNGnSBAsXLpR77MCBA4iMjES3bt1kjnl4eMDOzk6qTEurTHYRERERERGVI2Uyq2nSpAmaNGkiU/7hwwesW7cOWlpa8PDwkDk+atQoODk5FX2AREREREREX1C5esbv8OHDePPmDb755huYm5sXdzhERERERERfRJkc8VNky5YtAABPT0+5xy9evIirV69CU1MT9erVQ9euXaGrq/slQyQiIiIiIlK7cpP4PX36FOfPn0e1atXQvXt3uXUWLFgg9drS0hLbt2+Hi4uLwnYzMzORmZkpeZ2cnAwAEIvFEIvFcs/JK1d0vLxivyjGvpGP/aIY+0Y+9oti5b1vyut9E1H5IRIEQSjuIL4ELy8veHt7Y968efjll1+kjh05cgTJyclwdHSEubk5Xrx4gb1792LJkiUQBAFXrlxB48aN8233U3v27EHFihWL5F6IiIhIvdLS0jB06FAkJSXByMiouMMhIlK7cpH45eTkoEaNGnj+/DkeP36MGjVqKHXepk2b8O2332LAgAHYv3+/3DryRvysra2RkJCg8AeHWCxGUFAQXFxcoK2tXfAbKqPYL4qxb+RjvyjGvpGP/aJYee+b5ORkmJqaMvEjojKrXEz1DAoKwrNnz9ClSxelkz4gd3uHSZMm4dKlSwrr6Orqyn0OUFtb+7M/OJWpUx6xXxRj38jHflGMfSMf+0Wx8to35fGeiah8KReren5uURdFdHR0YGhoiLS0tKIIi4iIiIiI6Iso84nfmzdvcPToUZiYmKBv374FOjcqKgrv3r2T2dSdiIiIiIioNCnzid/OnTvx4cMHDB8+XO6UzPfv3+P27dsy5e/evcPYsWMBAO7u7kUeJxERERERUVEp88/4fW6a55s3b9C4cWO0aNECDRs2hJmZGWJiYnD69Gm8efMGLi4umDZt2pcM+f/au/ewqOr8D+DvAwwgVyFUQLmYt9QoMhbbRRnCINRCNC1MyxvutqtbSi1Ppo+AXUgKy93WfCrFu+alNDVCTBAhwyzB0EhsFe/ZGjiCAgN8f3/4m1nHmREGZxg98349D8/G93zPOZ/z2e8c/Mz3XIiIiIiIiMxK1oXfgQMHUF5ejvDwcISEhBjs4+3tjRkzZuDbb7/F9u3bUVNTA1dXV4SEhGDixIlISkqCvb19B0dORERERERkPrIu/MLDw9Ha2yo8PDzwwQcfdFBEREREREREHU/29/gRERERERHZOhZ+REREREREMsfCj4iIiIiISOZY+BEREREREckcCz8iIiIiIiKZY+FHREREREQkcyz8iIiIiIiIZI6FHxERERERkcyx8CMiIiIiIpI5Fn5EREREREQyx8KPiIiIiIhI5lj4ERERERERyRwLPyIiIiIiIplj4UdERERERCRzLPyIiIiIiIhkjoUfERERERGRzLHwIyIiIiIikjkWfkRERERERDLHwo+IiIiIiEjmWPgRERERERHJHAs/IiIiIiIimWPhR0REREREJHMs/IiIiIiIiGSOhR8REREREZHMsfAjIiIiIiKSORZ+REREREREMsfCj4iIiIiISOZkWfgFBwdDkiSDPy+88IJef5VKheTkZAQFBcHJyQlBQUFITk6GSqWyQvRERERERETm5WDtACzF09MTs2bN0msPCwvT+b2urg5KpRKlpaWIiYnB+PHjUVZWhvfeew/5+fkoKiqCq6trB0VNctbcDOzbB5w/D/j5AUOHAvb21o6KiIiIiGyBbAu/zp07Iy0trdV+mZmZKC0tRUpKChYuXKhtT01NxYIFC5CZmYn09HQLRkq24LPPgJdeAs6c+V9bjx7A4sXAmDHWi4uIiIiIbIMsL/VsKyEEPvnkE7i5uWH+/Pk6y+bMmQMvLy8sW7YMQggrRUhy8NlnwNixukUfAJw9e739s8+sExcRERER2Q7ZFn4NDQ1YuXIl3nrrLXz44YcoKyvT61NZWYlz584hIiJC73JOZ2dnREZG4uzZszh+/HhHhU0y09x8fabP0HcHmrZZs673IyIiIiKyFNle6nnhwgVMnjxZpy0uLg6rV6+Gj48PgOuFHwD06dPH4DY07ZWVlUb7NDQ0oKGhQfu75oEwarUaarXa4DqadmPLbZUc81JUBFy6BHTqZLzPf/8LFBYCQ4YY7yPH3JgD82Icc2MY82KcrefGVo+biGyHLAu/qVOnQqlUYuDAgXBycsLRo0eRnp6OnJwcxMfHo7i4GJIk4fLlywCuPwjGEA8PDwDQ9jMkIyPD4D2Au3btgouLyy3jzMvLa+sh2RS55WX9+tb7qFTAl1+23k9uuTEX5sU45sYw5sU4W83N1atXrR0CEZFFybLwu/l+vcGDB2PHjh1QKpUoKirCl19+iZEjR5plX3PmzEFycrL2d5VKhYCAAMTGxmoLx5up1Wrk5eUhJiYGCoXCLHHIgRzzUlQEtGWo7dzZ+oyf3HJjDsyLccyNYcyLcbaeG77CiYjkTpaFnyF2dnaYMmUKioqKUFxcjJEjR2pn+ozN6Gn+CBibEQQAJycnODk56bUrFIpW/3C2pY8tklNeIiOBe+65/iAXQ/f5SdL1p3tGRrbt1Q5yyo05MS/GMTeGMS/G2WpubPGYici2yPbhLoZo7u3TXM5x4z18hrR2DyBRa+ztr7+yAbhe5N1I8/v77/N9fkRERERkWTZV+JWUlAAAgoODAVwv6Pz9/VFcXIy6ujqdvvX19SgsLIS/vz969+7d0aGSjIwZA2zeDHTvrtveo8f1dr7Hj4iIiIgsTXaF39GjR1FTU6PXXlRUhEWLFsHJyQlj/v9f2pIkISkpCbW1tViwYIFO/4yMDFRXVyMpKQnSzVM1RCYaMwY4eRLIzwfWrbv+vydOsOgjIiIioo4hu3v8Nm7ciMzMTAwbNgzBwcFwcnJCeXk5du3aBTs7OyxduhSBgYHa/ikpKfjiiy+QmZmJQ4cO4eGHH0ZZWRlycnIQGhqKlJQUKx4NyYm9PRAVZe0oiIiIiMgWya7we/TRR/HTTz/hhx9+wN69e1FfX49u3brhmWeewezZsxEeHq7T39XVFQUFBUhPT8fmzZtRUFAAX19fzJ49G6mpqXovdiciIiIiIrrbyK7wUyqVUCqVJq3j6emJRYsWYdGiRRaKioiIiIiIyHpkd48fERERERER6WLhR0REREREJHMs/IiIiIiIiGSOhR8REREREZHMsfAjIiIiIiKSORZ+REREREREMsfCj4iIiIiISOZk9x4/axNCAABUKpXRPmq1GlevXoVKpYJCoeio0O54zItxzI1hzItxzI1hzItxtp4bzd9tzd9xIiK5YeFnZleuXAEABAQEWDkSIiIiMtWVK1fg6elp7TCIiMxOEvxqy6xaWlpw7tw5uLu7Q5Ikg31UKhUCAgJw+vRpeHh4dHCEdy7mxTjmxjDmxTjmxjDmxThbz40QAleuXIG/vz/s7HgnDBHJD2f8zMzOzg49evRoU18PDw+b/OPaGubFOObGMObFOObGMObFOFvODWf6iEjO+JUWERERERGRzLHwIyIiIiIikjkWflbg5OSE1NRUODk5WTuUOwrzYhxzYxjzYhxzYxjzYhxzQ0Qkb3y4CxERERERkcxxxo+IiIiIiEjmWPgRERERERHJHAs/IiIiIiIimWPhR0REREREJHMs/MxoxYoVkCTplj/Dhg3T9k9LSzPaz9nZ2YpH0n5r1qzBX/7yF4SFhcHJyQmSJGHFihVG+6tUKiQnJyMoKAhOTk4ICgpCcnIyVCqV0XXWrVuH8PBwuLq6wsvLCyNGjMDBgwctcDTm09a8qNVqbNmyBZMnT0b//v3h6uoKd3d3DB48GEuWLEFzc7PeOidPnrzlmNuwYUMHHGH7mTJm2vuZkfOYAdDqeUeSJJw+fVrb/24eM2fPnsX777+P2NhYBAYGwtHREb6+vnjqqadQUlJicB1bOM+YkhdbPM8QERHgYO0A5CQ0NBSpqakGl23evBlHjhzB448/rrds0qRJCA4O1mlzcLg7/6+ZN28eqqqq4OPjAz8/P1RVVRntW1dXB6VSidLSUsTExGD8+PEoKyvDe++9h/z8fBQVFcHV1VVnnbfeegtz585FYGAgXnjhBdTW1mLDhg2IiIhAbm4uoqKiLHyE7dPWvPzyyy8YO3Ys3N3dER0djfj4eFy+fBnbt2/HjBkz8NVXX2Hbtm2QJElv3QcffBAJCQl67ffff7+5D8esTBkzGqZ8ZuQ+ZgAYPe8cP34ca9euRf/+/REQEKC3/G4cM//617+wcOFC9OrVCzExMejatSsqKyuxdetWbN26FevXr8fTTz+t7W8r5xlT8mKL5xkiIgIgyOIaGhrEPffcIxwcHMSFCxe07ampqQKAyM/Pt15wZpaXlydOnjwphBAiIyNDABDZ2dkG+86fP18AECkpKQbb58+fr9N+7Ngx4eDgIPr27Stqamq07eXl5cLFxUX06tVLqNVq8x6QmbQ1L2fOnBFLliwRdXV1Ou21tbUiLCxMABAbN27UWXbixAkBQEyaNMlS4VuUKWPG1M+MLYyZW5k5c6YAILKysnTa7+Yxs2XLFlFYWKjXXlhYKBQKhfD29hb19fXadls5z5iSF1s8zxARkRC81LMDfP7557h06RKeeOIJdOvWzdrhWNRjjz2GoKCgVvsJIfDJJ5/Azc0N8+fP11k2Z84ceHl5YdmyZRA3vGYyOzsbTU1NmDt3Ljw9PbXtAwcOxPPPP49ffvkFe/bsMd/BmFFb89K9e3f89a9/hYuLi067q6srkpOTAQB79+61SIzW0tbctIctjBlj6uvrsXbtWjg6OuK5554zY2TWNWbMGAwdOlSvfejQoXj00Ufx+++/48cffwRgW+cZU/Jii+cZIiLiPX4dYtmyZQCApKQkg8v37duHzMxMZGVlYefOnWhoaOjI8KyisrIS586dQ0REhN5lVs7OzoiMjMTZs2dx/PhxbXtBQQEAIDY2Vm97mkto5fyPFYVCAcD4JY3nzp3Dhx9+iIyMDKxcuRJnzpzpyPA6VFs/M7Y8Zj777DNUV1cjPj4eXbp0MdhHbmPm5s8IzzPXtXbuMKWv3MYMEZEtuTtvJLuLVFVV4euvv0b37t0RFxdnsM/N30T7+flh5cqViImJ6YgQraKyshIA0KdPH4PLNe2VlZU6/+3m5gZfX99b9per5cuXAzD8D1IAyMvLQ15envZ3BwcHvPjii3jnnXdgZyev73ja+pmx5THT2hdOgLzGzKlTp7B79274+voiJCQEAM8zgOG83ArPM0RE8sWztIVlZ2ejpaUFU6ZMgb29vc6y0NBQrFy5EidPnsS1a9dQWVmJ119/HTU1NYiPj0dZWZmVora8y5cvA4DOpVQ38vDw0Omn+W9T+svJRx99hJycHERHR2PEiBE6y1xcXJCamorS0lKoVCpcvHgRX3zxBfr06YNFixZh7ty5Vora/Ez9zNjqmDlx4gTy8/MRGBho8AskuY0ZtVqN5557Dg0NDcjMzNSea239PGMsL8bwPENEJG8s/CyopaUF2dnZkCQJU6dO1VuekJCA559/HkFBQXB2dkbv3r0xb948LF68GPX19XjjjTesEDXdaXbu3ImZM2ciKCgIa9as0VvetWtXpKWl4cEHH4S7uzu6dOmCJ598Env27ME999yDRYsWobq62gqRmx8/M22zfPlyCCEwZcoUg7MwchozLS0tmDp1KgoLCzF9+nRZ3c94O0zNC88zRETyx8LPgvLy8nDq1ClER0ejZ8+ebV5v0qRJcHBwQHFxsQWjsy7NN+rGvjnXvF/rxm/ePT09TeovB7m5uXjqqafQrVs37NmzB35+fm1e19fXFyNGjEBjYyO+++47C0ZpfcY+M7Y4ZlpaWrBixQrY2dkZ/MLpVu62MSOEwPTp07FmzRpMnDgRS5cu1Vluq+eZ1vJyM55niIhsAws/C2rLPTaGODo6wt3dHVevXrVEWHeE1u6VMXRvTp8+fVBbW4sLFy60qf/d7quvvkJCQgJ8fHyQn5+Pe++91+Rt+Pj4AICsxxJg/DNja2MGuD5uzpw5g5iYGAQGBpq8/t0yZlpaWjBt2jQsX74c48eP1xa7N7LF80xb8nIjnmeIiGwHCz8LuXTpErZt2wZvb2+MHj3apHUrKytRXV2t94JqOenTpw/8/f1RXFyMuro6nWX19fUoLCyEv78/evfurW1XKpUAgF27dultLzc3V6fP3U7zjzEvLy/k5+fr5MEUBw4cAABZjyXA+GfGlsaMRnu/cNK4G8ZMS0sLkpKSkJ2djWeeeQarV682eP+arZ1n2poXDZ5niIhsCws/C1m9ejUaGxsxceJEODk56S2/cuUKDh8+rNdeXV2NadOmAQDGjx9v8TitRZIkJCUloba2FgsWLNBZlpGRgerqaiQlJUGSJG37lClT4ODggDfffFPnUqwjR45g1apV6NWrF6KjozvsGCzl5n+MtTa7cODAAajVar32RYsWobi4GAMGDMCDDz5oqXA7THs+M7YyZjR+++03bN++HT4+PoiPjzfa724eM5oZrezsbIwbNw5r1qwxWtzY0nnGlLwAPM8QEdkiSdz45loym5CQEJSXl+Pw4cMGH6F98uRJ9OzZE2FhYQgJCUHXrl1x9uxZ5OTk4NKlS4iJicGOHTvg6Ohohejb75NPPkFRUREA4Mcff8QPP/yAiIgI7TfJCQkJSEhIAADU1dVhyJAhKC0tRUxMDB5++GGUlZUhJycHoaGhKCoq0nv31ptvvol58+YhMDAQY8eORV1dHdavX49r164hNzcXjz76aIceb1u1NS8VFRUIDQ1FQ0MDEhMT0a9fP71tBQcHY/Lkydrfo6KiUFFRAaVSiYCAAFy7dg379+/HoUOH4OXlhd27d2PQoEEdcpzt0dbctPczI/cxc6OsrCy88sorSE5ORlZWltFt381jJi0tDenp6XBzc8NLL71k8H1zCQkJCA0NBWA75xlT8mKL5xkiIgIgyOxKSkoEABEeHm60z+XLl8WMGTPEww8/LHx8fISDg4Pw9PQUQ4YMEUuXLhVNTU0dGLH5TJo0SQAw+pOamqrTv6amRsyePVsEBAQIhUIhAgICxOzZs0VNTY3RfaxZs0aEhYWJTp06CU9PTxEXFycOHDhg4SO7PW3NS35+/i37ARBKpVJn2x9//LGIi4sTPXr0EM7OzsLZ2Vn069dPvPTSS+L06dMdf7AmamtubuczI+cxc6P+/fsLAOLo0aO33PbdPGZaywsAkZ2drbOOLZxnTMmLLZ5niIhICM74ERERERERyRzv8SMiIiIiIpI5Fn5EREREREQyx8KPiIiIiIhI5lj4ERERERERyRwLPyIiIiIiIplj4UdERERERCRzLPyIiIiIiIhkjoUfERERERGRzLHwIyI9kydPhiRJWLFihU57WloaJElCWlqaRfdfUFAASZIQFRWlt0ySJEiSZLZ9RUVFQZIkFBQUmG2b5vDII4/Ax8cHtbW11g7F7P7zn/9AoVBg4sSJ1g6FiIjIZrDwI7IRISEhkCQJnTp1gkqlsnY4d7yCggKkpaVZpSDctGkTSkpKkJycDDc3tw7fv6Xde++9ePbZZ7Fu3TocOnTI2uEQERHZBBZ+RDagtLQU5eXlAID6+nps3rzZyhG1X79+/dCvXz+zbS8wMBD9+vWDi4uLTntBQQHS09M7vPBraWnB3Llz4eHhgZkzZ3bovjvSnDlzIITAa6+9Zu1QiIiIbAILPyIbsHr1agBA586ddX6/G1VUVKCiosJs21u1ahUqKioQHh5utm3ejtzcXFRWVmL06NHw8PCwdjgWc99992Hw4MHIzc3F8ePHrR0OERGR7LHwI5K55uZmrF+/HgDwwQcfwN7eHnv37sWpU6esHBkZ8tFHHwEAxo8fb+VILC8xMRFCCCxbtszaoRAREckeCz8imdu9ezfOnz8PX19fJCYmIjo6GkIIrF271qz7KS8vh5+fHyRJwhtvvKHTnpqaij/+8Y/w8/ODo6Mj/Pz8MGbMGHzzzTcm78fYw12Cg4MhSRJOnjyJb7/9FsOHD4eXlxdcXV0xdOhQ7Nmzx+D2DD3cRZIkpKenAwDS09O1+5QkCZMnT0ZNTQ06deoEhUKBX3/91WisTzzxBCRJwr///e82HVtdXR127twJZ2dnREdHt3r869atQ3h4ONzc3ODt7Y2EhATtJb03uzE/ubm5iIqKgqenJzw8PBATE4N9+/YZXO/G/Bw+fBijRo2Cj48PPDw88Nhjj+HgwYPavvv27UNcXBy8vb3h7u6OkSNH3nJ29oknngAAfPrpp23KDxEREbUfCz8imVu1ahUA4JlnnoG9vT0mTJgAwLyXex44cABKpRK//vorFi9ejHnz5mmXzZo1CwsWLEBFRQW8vLwQEhKCpqYmfP7554iMjMS6devMFgcA7NixA5GRkfjuu+/Qq1cvKBQKFBUV4fHHH2/z/XoREREICAgAAAQEBCAiIkL707dvX3Tu3BmjR49GU1OT0QL6119/RW5uLhwdHds8e7d//36o1Wo89NBDUCgUt+ybmZmJCRMm4PTp0+jfvz+ampqwbds2hIeHo6ioyOh6GzZswPDhw/Hjjz+ib9++cHR0xO7duxEVFYVNmzYZXa+kpASPPPIICgsLERwcDDs7O3z99deIjo7GkSNHsGnTJkRHR+PQoUPo2bMnWlpa8OWXXyIyMtJocdy7d294e3vjxIkTOHPmTJtyRERERO0kiEi2rly5IlxcXAQAceDAASGEECqVSnTq1EkAEAcPHjS43qRJkwQAkZ2drdOempoqAIjU1FRtW35+vnB3dxf29vZ6/YUQYtOmTeLw4cM6bS0tLWLr1q3Czc1NeHh4CJVKpbM8Pz9fABBKpVJvewCEoVNXUFCQACAUCoXIyMgQTU1NQgghGhsbxYQJEwQAMXjwYL31lEqlACDy8/NbPdYb5eXlCQDigQceMLg8KytLABBjx441uNyQ9PR0AUDMnDnTaB/N8SsUCpGVlSWam5uFEELU1dVpjzMoKEhcvXpVZz1NfhwcHERycrJobGwUQgihVqtFSkqKACA8PDzEuXPndNbT5EehUIjk5GTR0NAghBCivr5ejBo1SgAQUVFRonPnzjrxVFdXi/DwcAFApKSkGD2e2NhYAUCsX7++zXkiIiIi03HGj0jGtmzZgqtXr6J37974wx/+AABwd3fXXmJ3u7N+O3fuxPDhw9HQ0IBPP/0UkydP1uszduxYhISE6LRJkoRRo0Zh1qxZUKlU2L59+23FcaO4uDi8+uqrsLe3BwAoFAq8//77cHJyQklJCaqrq82yn2HDhiE4OBiHDx9GaWmp3vKVK1cCgMGcGFNVVQUA8PPza7Xv8OHDkZycDDu766dxFxcXLF++HL6+vqiqqsKGDRsMrjdw4EBkZWVpZxQdHBywcOFCDBo0CCqVCkuXLjW43v333493330Xjo6OAAAnJydkZmYCuP4EVKVSqRNP586dsWDBAgDAV199ZfQ4NMeqOXYiIiKyDBZ+RDKmKeyeffZZnXbN5Z7r169HU1NTu7b96aefYvTo0bCzs8MXX3yBp556ymjfU6dO4e2338bTTz+N6OhoDBkyBEOGDNHe21VWVtauGAxJSkrSa/Px8UFwcDCA6y8PNwdJkjBp0iQA/yvyNEpLS3H48GH4+voiLi6uzdv873//CwDw9vZute+MGTP02hwdHbXHn5uba3C9v/3tb7dsN7belClT9O6t7Nu3r/Y1GNOmTdNb56GHHgJw65xrjvW3334z2oeIiIhuHws/Ipk6e/Ys8vPzAegXfpoHn1y8eBG7du0yedtbt27Fs88+CxcXF+Tm5uLxxx832nflypXo168f5syZg02bNiE/Px/FxcUoLi5GZWUlAOD33383OQZjevXqZbC9a9euAIDa2lqz7UtTDK1bt06ngNYUghMnTtTOPLZFfX09gOuzaa3p37//LduPHTtm1vWM5dXHx8fo8i5dugC4dc47deoEALh27ZrRPkRERHT7WPgRydTatWvR0tKCQYMG6b3w3NHREePGjQPQvss9T5w4gZaWFnh7e6Nnz55G+/3yyy+YPn066uvr8fLLL+PQoUNQqVRoaWmBEAIff/wxAECtVpscgzGurq4G2zWXIAohzLavoKAgREdH4+LFi8jJyQEANDU1aR9YY8plnsD/Zr9qampa7aspZG/WrVs3AMCVK1fMut7NL7jX0MwCGlpu6OmrN9MU/ZoCkoiIiCyDhR+RTGkKuh9++EHndQSaH8374rZt2waVSmXStl988UWMGzcOJ06cwLBhw4w+tXHjxo1Qq9VITEzEu+++i9DQULi7u2sLgtOnT9/GEd4Zpk6dCuB/s3w5OTm4ePEiwsLCMHDgQJO2pSnK2jIDauzSyIsXLwK4fi+nOdezFM2xamYHiYiIyDJY+BHJ0KFDh1BeXg5JktCtWzejP46Ojrh27Rq2bNli0vbt7e2xbt06jBo1Cj///DOGDRumvT/tRidPngQA/OlPfzK4HXPe22dubZmtAoAxY8agc+fO2L59O37//XesWLECgOmzfQAQGhoKAPjpp59a7Wusj6a9b9++Zl3PUo4ePQoAGDRoUIful4iIyNaw8COSIc1sX2RkJC5cuGD05+WXX9bpbwoHBwds3LgRI0aMwJEjR/DYY4/pPTFTc/+WoRnBiooKsz7N09zaeu+Zs7Mzxo8fj8bGRnzwwQfYsWOHSe/uu9GQIUMAQOel6MYsWbJEr62xsRHLli0DAMTGxrZ5vRvbja1nCXV1dfjpp5/g7OyMsLCwDtsvERGRLWLhRyQzzc3NWL9+PQDgueeeu2XfiRMnArj+OP72XHbp6OiILVu2ICYmBmVlZYiNjcXly5e1yzWFzJIlS3ReeXDs2DGMGzdO+2qAO9G9994LAPjmm29affKp5nLP119/HY2NjYiPj2/Tkzlv1qdPH/Ts2RNVVVWtvtB8586dWLx4sfaexWvXrmH69Ok4d+4cAgICkJiYaHC98vJypKSkaO+rbGpqwmuvvYbvv/8e7u7ueOGFF0yOu73279+P5uZmREVF3dFjgYiISA5Y+BHJTF5eHi5cuABnZ2eMHTv2ln0HDBiAhx56CEIIrF27tl37c3Z2xtatW6FUKnHw4EEMHz5c+xTHhIQEPPLII6iurkZYWBgGDBiAkJAQ3Hfffbh06RLmzZvXrn12hNjYWHh5eaGoqAiBgYEYMmQIoqKi8Pbbb+v1DQsLwwMPPKAtENtzmaeGpojUvOrCmDfeeAOzZs2Cv78/wsPD4evri1WrVsHZ2Rlr1qwx+jCW119/He+++y78/PwQHh4OPz8/ZGRkwM7ODh999BH8/f3bHbupNMeoOWYiIiKyHBZ+RDKjuWzzySefhKenZ6v9NbN+t/MydxcXF+zYsQMRERHYv38/Ro4ciatXr8LBwQG5ubn4+9//jm7duuH48eOoqanBtGnT8P3336N79+7t3qeleXh4YNeuXdoX1O/fvx979+5FRUWFwf6aYs/Ud/fdbOrUqXBwcGi1EE9JScHatWsREBCAI0eOQJIkxMfHo6SkBJGRkUbXS0xMRE5ODgYOHIiKigrU19cjOjoa+fn5RmcJLUGtVmPLli3o0qULRo0a1WH7JSIislWSMOezzYmIbNSrr76KhQsX4pVXXsE777xzW9v685//jI8//hj79u3TXi6roXnojKmn7uDgYFRVVeHEiRPal9lbU3Z2NqZOnYrMzEz84x//sHY4REREssfCj4joNqnVagQFBeH8+fM4cuQIBgwYcFvbO3/+PHr37o2IiAjs2rVLZ5kcCr/m5mbcd999aGhowLFjx+Ds7GzVeIiIiGyBg7UDICK62/3zn//E+fPnoVQqb7voAwA/Pz+sWrUK5eXlqK2thZubmxmivHOcPXsWEyZMgFKpZNFHRETUQTjjR0TUDhcuXEBiYiIuXbqE8vJy2NnZobCwEBERERbdrxxm/IiIiKjj8eEuRETtUF9fj7179+Lnn3/GwIEDsXHjRosXfURERETtxRk/IiIiIiIimeOMHxERERERkcyx8CMiIiIiIpI5Fn5EREREREQyx8KPiIiIiIhI5lj4ERERERERyRwLPyIiIiIiIplj4UdERERERCRzLPyIiIiIiIhkjoUfERERERGRzP0fSx1tSFWlx8YAAAAASUVORK5CYII=","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot_with_linear_regression('Alkalinity (ppm)', 'Total Hardness (ppm)')"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" ***  Lake Michigan  ***\n","slope = 0.012 Alkalinity (ppm) / Total Hardness (ppm)\n","intercept = 116.85 Total Hardness (ppm)\n","r = 0.02\n"," \n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":[" ***  North Lake  ***\n","slope = 1.075 Alkalinity (ppm) / Total Hardness (ppm)\n","intercept = -10.0 Total Hardness (ppm)\n","r = 0.76\n"," \n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["scatter_plot_with_linear_regression_by_lake('Alkalinity (ppm)', 'Total Hardness (ppm)')"]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.14"}},"nbformat":4,"nbformat_minor":0}