# Commits

committed 7327077

• Participants
• Parent commits 33019e6

# File lessons/03 - Lesson.ipynb

 {
  "metadata": {
-  "name": "Lesson 3"
+  "name": "03 - Lesson"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
       "**Get Data** - Our data set will consist of an Excel file containing customer counts per date. We will learn how to read in the excel file for processing.  \n",
       "**Prepare Data** - The data is an irregular time series having duplicate dates. We will be challenged in compressing the data and comming up with next years forecasted customer count.  \n",
       "**Analyze Data** - We use graphs to visualize trends and spot outliers. Some built in computatiopnal tools will be used to calculate next years forecasted customer count.  \n",
-      "**Present Data** - The results will be exported to Excel for easy distribution.  \n",
+      "**Present Data** - The results will be graphed.  \n",
       "\n",
       "***NOTE:\n",
       "Make sure you have looked through all previous lessons as the knowledge learned in previous lessons will be\n",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 1
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "Pandas version: 0.10.1\n"
-       ]
-      }
-     ],
-     "prompt_number": 2
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 3
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 4,
-       "text": [
-        "<class 'pandas.core.frame.DataFrame'>\n",
-        "Int64Index: 836 entries, 0 to 835\n",
-        "Data columns:\n",
-        "State            836  non-null values\n",
-        "Status           836  non-null values\n",
-        "CustomerCount    836  non-null values\n",
-        "StatusDate       836  non-null values\n",
-        "dtypes: int64(2), object(2)"
-       ]
-      }
-     ],
-     "prompt_number": 4
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "Done\n"
-       ]
-      }
-     ],
-     "prompt_number": 5
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 6
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 7
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      "collapsed": false,
      "input": [
       "# Location of file\n",
-      "Location = r'C:\\Users\\hdrojas\\.xy\\startups\\Lesson3.xlsx'\n",
+      "Location = r'C:\\Users\\David\\.xy\\startups\\Lesson3.xlsx'\n",
       "\n",
       "# Create ExcelFile object\n",
       "xlsx = ExcelFile(Location)\n",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 8,
-       "text": [
-        "State             object\n",
-        "Status           float64\n",
-        "CustomerCount    float64"
-       ]
-      }
-     ],
-     "prompt_number": 8
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 9,
-       "text": [
-        "<class 'pandas.tseries.index.DatetimeIndex'>\n",
-        "[2009-01-05 00:00:00, ..., 2012-12-31 00:00:00]\n",
-        "Length: 836, Freq: None, Timezone: None"
-       ]
-      }
-     ],
-     "prompt_number": 9
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "Data Types\n",
-        "State            object\n",
-        "Status            int64\n",
-        "CustomerCount     int64\n"
-       ]
-      }
-     ],
-     "prompt_number": 10
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>State</th>\n",
-        "      <th>Status</th>\n",
-        "      <th>CustomerCount</th>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>StatusDate</th>\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>2009-01-05</th>\n",
-        "      <td> NY</td>\n",
-        "      <td> 1</td>\n",
-        "      <td> 590</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-12</th>\n",
-        "      <td> GA</td>\n",
-        "      <td> 2</td>\n",
-        "      <td> 893</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-19</th>\n",
-        "      <td> NY</td>\n",
-        "      <td> 1</td>\n",
-        "      <td> 498</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-26</th>\n",
-        "      <td> GA</td>\n",
-        "      <td> 2</td>\n",
-        "      <td> 953</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-02</th>\n",
-        "      <td> NJ</td>\n",
-        "      <td> 2</td>\n",
-        "      <td> 518</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 11,
-       "text": [
-        "           State  Status  CustomerCount\n",
-        "StatusDate                             \n",
-        "2009-01-05    NY       1            590\n",
-        "2009-01-12    GA       2            893\n",
-        "2009-01-19    NY       1            498\n",
-        "2009-01-26    GA       2            953\n",
-        "2009-02-02    NJ       2            518"
-       ]
-      }
-     ],
-     "prompt_number": 11
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 12,
-       "text": [
-        "array([NY, GA, NJ, fl, TX, FL], dtype=object)"
-       ]
-      }
-     ],
-     "prompt_number": 12
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 13
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 14,
-       "text": [
-        "array([NY, GA, NJ, FL, TX], dtype=object)"
-       ]
-      }
-     ],
-     "prompt_number": 14
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 15
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 16
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 17,
-       "text": [
-        "array([NY, TX, GA, FL], dtype=object)"
-       ]
-      }
-     ],
-     "prompt_number": 17
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 18,
-       "text": [
-        "<matplotlib.axes.AxesSubplot at 0x6422bb0>"
-       ]
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAELCAYAAADTK53JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCnPwDAaDUU/5f9mI4Ko3mUVYAAAAAElFTkSuQmCC\n"
-      }
-     ],
-     "prompt_number": 18
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>State</th>\n",
-        "      <th>Status</th>\n",
-        "      <th>CustomerCount</th>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>StatusDate</th>\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>2009-01-05</th>\n",
-        "      <td> NY</td>\n",
-        "      <td> 1</td>\n",
-        "      <td> 590</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-12</th>\n",
-        "      <td> NY</td>\n",
-        "      <td> 1</td>\n",
-        "      <td> 368</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-12</th>\n",
-        "      <td> NY</td>\n",
-        "      <td> 1</td>\n",
-        "      <td> 103</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-19</th>\n",
-        "      <td> NY</td>\n",
-        "      <td> 1</td>\n",
-        "      <td> 498</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-26</th>\n",
-        "      <td> NY</td>\n",
-        "      <td> 1</td>\n",
-        "      <td> 408</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 19,
-       "text": [
-        "           State  Status  CustomerCount\n",
-        "StatusDate                             \n",
-        "2009-01-05    NY       1            590\n",
-        "2009-01-12    NY       1            368\n",
-        "2009-01-12    NY       1            103\n",
-        "2009-01-19    NY       1            498\n",
-        "2009-01-26    NY       1            408"
-       ]
-      }
-     ],
-     "prompt_number": 19
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "      <th>Status</th>\n",
-        "      <th>CustomerCount</th>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>State</th>\n",
-        "      <th>StatusDate</th>\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th rowspan=\"5\" valign=\"top\">FL</th>\n",
-        "      <th>2009-02-02</th>\n",
-        "      <td> 1</td>\n",
-        "      <td> 385</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-09</th>\n",
-        "      <td> 1</td>\n",
-        "      <td> 125</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-16</th>\n",
-        "      <td> 1</td>\n",
-        "      <td> 378</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-03-02</th>\n",
-        "      <td> 1</td>\n",
-        "      <td> 722</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-05-18</th>\n",
-        "      <td> 1</td>\n",
-        "      <td> 962</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 20,
-       "text": [
-        "                  Status  CustomerCount\n",
-        "State StatusDate                       \n",
-        "FL    2009-02-02       1            385\n",
-        "      2009-02-09       1            125\n",
-        "      2009-02-16       1            378\n",
-        "      2009-03-02       1            722\n",
-        "      2009-05-18       1            962"
-       ]
-      }
-     ],
-     "prompt_number": 20
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "      <th>CustomerCount</th>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>State</th>\n",
-        "      <th>StatusDate</th>\n",
-        "      <th></th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th rowspan=\"5\" valign=\"top\">FL</th>\n",
-        "      <th>2009-02-02</th>\n",
-        "      <td> 385</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-09</th>\n",
-        "      <td> 125</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-16</th>\n",
-        "      <td> 378</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-03-02</th>\n",
-        "      <td> 722</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-05-18</th>\n",
-        "      <td> 962</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 21,
-       "text": [
-        "                  CustomerCount\n",
-        "State StatusDate               \n",
-        "FL    2009-02-02            385\n",
-        "      2009-02-09            125\n",
-        "      2009-02-16            378\n",
-        "      2009-03-02            722\n",
-        "      2009-05-18            962"
-       ]
-      }
-     ],
-     "prompt_number": 21
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 22,
-       "text": [
-        "MultiIndex\n",
-        "[(FL, 2009-02-02 00:00:00), (FL, 2009-02-09 00:00:00), (FL, 2009-02-16 00:00:00), (FL, 2009-03-02 00:00:00), (FL, 2009-05-18 00:00:00), (FL, 2009-06-08 00:00:00), (FL, 2009-06-15 00:00:00), (FL, 2009-06-22 00:00:00), (FL, 2009-07-06 00:00:00), (FL, 2009-07-27 00:00:00), (FL, 2009-08-03 00:00:00), (FL, 2009-09-14 00:00:00), (FL, 2009-09-28 00:00:00), (FL, 2009-10-19 00:00:00), (FL, 2009-11-23 00:00:00), (FL, 2009-11-30 00:00:00), (FL, 2010-01-04 00:00:00), (FL, 2010-01-11 00:00:00), (FL, 2010-02-01 00:00:00), (FL, 2010-02-15 00:00:00), (FL, 2010-03-15 00:00:00), (FL, 2010-03-22 00:00:00), (FL, 2010-04-12 00:00:00), (FL, 2010-04-19 00:00:00), (FL, 2010-04-26 00:00:00), (FL, 2010-05-03 00:00:00), (FL, 2010-05-10 00:00:00), (FL, 2010-05-17 00:00:00), (FL, 2010-06-07 00:00:00), (FL, 2010-06-21 00:00:00), (FL, 2010-06-28 00:00:00), (FL, 2010-07-05 00:00:00), (FL, 2010-08-30 00:00:00), (FL, 2010-10-11 00:00:00), (FL, 2010-10-18 00:00:00), (FL, 2010-10-25 00:00:00), (FL, 2010-11-01 00:00:00), (FL, 2010-11-15 00:00:00), (FL, 2010-11-29 00:00:00), (FL, 2010-12-27 00:00:00), (FL, 2011-01-03 00:00:00), (FL, 2011-01-10 00:00:00), (FL, 2011-01-24 00:00:00), (FL, 2011-02-07 00:00:00), (FL, 2011-03-07 00:00:00), (FL, 2011-03-14 00:00:00), (FL, 2011-03-28 00:00:00), (FL, 2011-04-04 00:00:00), (FL, 2011-04-18 00:00:00), (FL, 2011-04-25 00:00:00), (NY, 2012-10-22 00:00:00), (NY, 2012-11-12 00:00:00), (NY, 2012-11-26 00:00:00), (NY, 2012-12-03 00:00:00), (TX, 2009-01-05 00:00:00), (TX, 2009-01-19 00:00:00), (TX, 2009-03-02 00:00:00), (TX, 2009-03-16 00:00:00), (TX, 2009-04-13 00:00:00), (TX, 2009-04-20 00:00:00), (TX, 2009-06-01 00:00:00), (TX, 2009-08-03 00:00:00), (TX, 2009-08-31 00:00:00), (TX, 2009-09-21 00:00:00), (TX, 2009-12-14 00:00:00), (TX, 2010-01-04 00:00:00), (TX, 2010-02-15 00:00:00), (TX, 2010-04-19 00:00:00), (TX, 2010-05-31 00:00:00), (TX, 2010-06-07 00:00:00), (TX, 2010-06-14 00:00:00), (TX, 2010-06-28 00:00:00), (TX, 2010-07-05 00:00:00), (TX, 2010-08-09 00:00:00), (TX, 2010-08-23 00:00:00), (TX, 2010-09-06 00:00:00), (TX, 2010-10-04 00:00:00), (TX, 2010-11-01 00:00:00), (TX, 2010-11-08 00:00:00), (TX, 2010-12-13 00:00:00), (TX, 2011-01-17 00:00:00), (TX, 2011-02-14 00:00:00), (TX, 2011-02-28 00:00:00), (TX, 2011-03-14 00:00:00), (TX, 2011-05-16 00:00:00), (TX, 2011-06-13 00:00:00), (TX, 2011-09-12 00:00:00), (TX, 2011-09-26 00:00:00), (TX, 2011-10-17 00:00:00), (TX, 2011-11-07 00:00:00), (TX, 2011-11-21 00:00:00), (TX, 2011-12-05 00:00:00), (TX, 2012-01-30 00:00:00), (TX, 2012-03-05 00:00:00), (TX, 2012-03-26 00:00:00), (TX, 2012-06-04 00:00:00), (TX, 2012-07-02 00:00:00), (TX, 2012-07-30 00:00:00), (TX, 2012-10-08 00:00:00), (TX, 2012-11-12 00:00:00)]"
-       ]
-      }
-     ],
-     "prompt_number": 22
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 23,
-       "text": [
-        "Index([FL, GA, NY, TX], dtype=object)"
-       ]
-      }
-     ],
-     "prompt_number": 23
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 24,
-       "text": [
-        "<class 'pandas.tseries.index.DatetimeIndex'>\n",
-        "[2009-01-05 00:00:00, ..., 2012-12-31 00:00:00]\n",
-        "Length: 181, Freq: None, Timezone: None"
-       ]
-      }
-     ],
-     "prompt_number": 24
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 25,
-       "text": [
-        "<matplotlib.axes.AxesSubplot at 0x5a83c70>"
-       ]
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEMCAYAAAAmgtofAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxhhj4GLAGGMMXAwYY4wB+A8HNbg9S1tcRAAAAABJRU5ErkJggg==\n"
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEMCAYAAAAs8rYIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuPFnjDEzxI0/Y4yZof8BGJ+ZlQYPiZcAAAAASUVORK5CYII=\n"
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAENCAYAAAACHGKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4dQIREQynBqBiEiG+weJPnHzLAb6qgAAAABJRU5ErkJggg==\n"
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAENCAYAAAACHGKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMebm/gGspr6+fRFJnQAAAABJRU5ErkJggg==\n"
-      }
-     ],
-     "prompt_number": 25
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 26,
-       "text": [
-        "<matplotlib.axes.AxesSubplot at 0x6402510>"
-       ]
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAENCAYAAAAFcn7UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAENCAYAAAAL98L+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYBAQEBAQ4PH/NL3D5MqFJdgAAAAASUVORK5CYII=\n"
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAENCAYAAAAFcn7UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAgLvKP8H4B0gHB6ZHDEAAAAASUVORK5CYII=\n"
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAENCAYAAAAL98L+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nh8PhcARwx8DhcDgcAf8DvI8pfuKT2DkAAAAASUVORK5CYII=\n"
-      }
-     ],
-     "prompt_number": 26
+     "outputs": []
     },
     {
      "cell_type": "markdown",
       "***StateYearMonth*** - Here we group by State, Year of StatusDate, and Month of StatusDate.  \n",
       "***Daily['Outlier']*** - A boolean (True or False) value letting us know if the value in the CustomerCount column is ouside the acceptable range.  \n",
       "\n",
-      "We will be using the attribute ***transform*** instead of ***apply***. The reason is that transform will keep the shape(# of rows and columns) of the dataframe the same and apply will not. We eliminate anything around two standard deviations from the mean instead of three standard deviations (1.96). The reason is that we have to be aggressive in this data set to get smooth graphs and remove all of the spikes. Note that we run the risk of eliminating good data."
+      "We will be using the attribute ***transform*** instead of ***apply***. The reason is that transform will keep the shape(# of rows and columns) of the dataframe the same and apply will not. By looking at the previous graphs, we can realize they are not resembling a gaussian distribution, this means we cannot use summary statistics like the mean and stDev. We use percentiles instead. Note that we run the risk of eliminating good data."
      ]
     },
     {
      "input": [
       "# Calculate Outliers\n",
       "StateYearMonth = Daily.groupby([Daily.index.get_level_values(0), Daily.index.get_level_values(1).year, Daily.index.get_level_values(1).month])\n",
-      "Daily['Outlier'] = StateYearMonth['CustomerCount'].transform( lambda x: abs(x-x.mean()) > 1.60*x.std() )\n",
+      "Daily['Lower'] = StateYearMonth['CustomerCount'].transform( lambda x: x.quantile(q=.25) - (1.5*x.quantile(q=.75)-x.quantile(q=.25)) )\n",
+      "Daily['Upper'] = StateYearMonth['CustomerCount'].transform( lambda x: x.quantile(q=.75) + (1.5*x.quantile(q=.75)-x.quantile(q=.25)) )\n",
+      "Daily['Outlier'] = (Daily['CustomerCount'] < Daily['Lower']) | (Daily['CustomerCount'] > Daily['Upper']) \n",
       "\n",
       "# Remove Ouliers\n",
       "Daily = Daily[Daily['Outlier'] == False]"
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 27
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
-      "The dataframe named ***Daily*** will hold customer counts that have been aggregated per day. The original data (df) has multiple records per day.  We are left with a data set that is indexed by both the state and the StatusDate. The Oulier column should be equal to zero signifying that the record is not an outlier."
+      "The dataframe named ***Daily*** will hold customer counts that have been aggregated per day. The original data (df) has multiple records per day.  We are left with a data set that is indexed by both the state and the StatusDate. The Oulier column should be equal to ***false*** signifying that the record is not an outlier."
      ]
     },
     {
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "      <th>CustomerCount</th>\n",
-        "      <th>Outlier</th>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>State</th>\n",
-        "      <th>StatusDate</th>\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th rowspan=\"5\" valign=\"top\">FL</th>\n",
-        "      <th>2009-02-02</th>\n",
-        "      <td> 385</td>\n",
-        "      <td> 0</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-09</th>\n",
-        "      <td> 125</td>\n",
-        "      <td> 0</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-16</th>\n",
-        "      <td> 378</td>\n",
-        "      <td> 0</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-03-02</th>\n",
-        "      <td> 722</td>\n",
-        "      <td> 0</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-05-18</th>\n",
-        "      <td> 962</td>\n",
-        "      <td> 0</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 28,
-       "text": [
-        "                  CustomerCount  Outlier\n",
-        "State StatusDate                        \n",
-        "FL    2009-02-02            385        0\n",
-        "      2009-02-09            125        0\n",
-        "      2009-02-16            378        0\n",
-        "      2009-03-02            722        0\n",
-        "      2009-05-18            962        0"
-       ]
-      }
-     ],
-     "prompt_number": 28
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>CustomerCount</th>\n",
-        "      <th>Max</th>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>StatusDate</th>\n",
-        "      <th></th>\n",
-        "      <th></th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>2009-01-05</th>\n",
-        "      <td> 1394</td>\n",
-        "      <td> 1608</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-12</th>\n",
-        "      <td>  471</td>\n",
-        "      <td> 1608</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-19</th>\n",
-        "      <td> 1608</td>\n",
-        "      <td> 1608</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-01-26</th>\n",
-        "      <td>  408</td>\n",
-        "      <td> 1608</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2009-02-02</th>\n",
-        "      <td>  385</td>\n",
-        "      <td> 1037</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 29,
-       "text": [
-        "            CustomerCount   Max\n",
-        "StatusDate                     \n",
-        "2009-01-05           1394  1608\n",
-        "2009-01-12            471  1608\n",
-        "2009-01-19           1608  1608\n",
-        "2009-01-26            408  1608\n",
-        "2009-02-02            385  1037"
-       ]
-      }
-     ],
-     "prompt_number": 29
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
-      "As you can see from the ***ALL*** dataframe above, in the month of January 2009, the maximum customer count was 1,585. If we used ***apply***, we would have a dataframe with (Year and Month) as the index and just the *Max* column with the value of 1,585. "
+      "As you can see from the ***ALL*** dataframe above, in the month of January 2009, the maximum customer count was 1,743. If we used ***apply***, we would have a dataframe with (Year and Month) as the index and just the *Max* column with the value of 1,743. "
      ]
     },
     {
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 30
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>BHAG</th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>2011-12-31</th>\n",
-        "      <td> 1000</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2012-12-31</th>\n",
-        "      <td> 2000</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2013-12-31</th>\n",
-        "      <td> 3000</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 31,
-       "text": [
-        "            BHAG\n",
-        "2011-12-31  1000\n",
-        "2012-12-31  2000\n",
-        "2013-12-31  3000"
-       ]
-      }
-     ],
-     "prompt_number": 31
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>BHAG</th>\n",
-        "      <th>CustomerCount</th>\n",
-        "      <th>Max</th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>2012-12-10</th>\n",
-        "      <td>  NaN</td>\n",
-        "      <td>  73</td>\n",
-        "      <td> 633</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2012-12-17</th>\n",
-        "      <td>  NaN</td>\n",
-        "      <td> 138</td>\n",
-        "      <td> 633</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2012-12-31</th>\n",
-        "      <td> 2000</td>\n",
-        "      <td> NaN</td>\n",
-        "      <td> NaN</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2012-12-31</th>\n",
-        "      <td>  NaN</td>\n",
-        "      <td> 633</td>\n",
-        "      <td> 633</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2013-12-31</th>\n",
-        "      <td> 3000</td>\n",
-        "      <td> NaN</td>\n",
-        "      <td> NaN</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 32,
-       "text": [
-        "            BHAG  CustomerCount  Max\n",
-        "2012-12-10   NaN             73  633\n",
-        "2012-12-17   NaN            138  633\n",
-        "2012-12-31  2000            NaN  NaN\n",
-        "2012-12-31   NaN            633  633\n",
-        "2013-12-31  3000            NaN  NaN"
-       ]
-      }
-     ],
-     "prompt_number": 32
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 33,
-       "text": [
-        "<matplotlib.legend.Legend at 0x5a19050>"
-       ]
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAEwCAYAAABrKQ92AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXl4FFUW9//tbBDWJCwJJkgUghAWQZiIItoMi+wiCIoK\nBtDXB34qLuOu76DvjETGlXFwdAaYACoIDoujxIjQrMomAhqQAAmSkIQliUD2pO/vj6JCQrqrbqdv\nV1fdPp/nqQfSVV11T1d11bfP+dYpG2OMgSAIgiAIghBGkL8HQBAEQRAEIRsksAiCIAiCIARDAosg\nCIIgCEIwJLAIgiAIgiAEQwKLIAiCIAhCMCSwCIIgCIIgBKMpsMrLy3HzzTejT58+SExMxIsvvggA\nKCwsxLBhw9C1a1cMHz4cxcXFte+ZN28eEhIS0K1bN6Snp9e+vm/fPvTq1QsJCQmYM2eOj8IhCIIg\nCILwP5oCq2nTpti8eTN++uknHDx4EJs3b8b27duRkpKCYcOG4ejRoxgyZAhSUlIAABkZGVi5ciUy\nMjKQlpaG2bNnQ22zNWvWLCxatAiZmZnIzMxEWlqa76MjCIIgCILwB4yTkpIS1r9/f/bzzz+zG264\ngeXn5zPGGMvLy2M33HADY4yxN954g6WkpNS+584772Tff/89O336NOvWrVvt65999hl79NFH660f\nAE000UQTTTTRRJNlJi10PVhOpxN9+vRBdHQ0Bg8ejB49eqCgoADR0dEAgOjoaBQUFAAATp8+jbi4\nuNr3xsXFITc3t8HrsbGxyM3NbbAtxph005///Ge/j4FipNgCNUaZYwuEGGWOLRBilDm238t/15NP\n+ib3oKAg/PTTT8jJycHWrVuxefPmevNtNhtsNpvuhgiCIAiCIKxO3sU83L7kdt3luO8ibN26NUaP\nHo19+/YhOjoa+fn5yoby8tC+fXsASmbq1KlTte/JyclBXFwcYmNjkZOTU+/12NhY7mCsTHZ2tr+H\n4HNkjlHm2FRkjlHm2FRkjlHm2FRkjlHG2I6eP4qBiwfinsR7dJfVFFjnzp2rvUOwrKwM3377Lfr2\n7Ytx48YhNTUVAJCamorx48cDAMaNG4cVK1agsrISWVlZyMzMRFJSEmJiYtCqVSvs2rULjDEsW7as\n9j2y06dPH38PwefIHKPMsanIHKPMsanIHKPMsanIHKNsse3J3YM7/nMHXh70Ml65/RXd5W2MMeZu\n5qFDh/DQQw/B6XTC6XRi6tSpePbZZ1FYWIjJkyfjt99+Q3x8PD7//HNEREQAAN544w0sXrwYISEh\neP/993HnnXcCUNo0JCcno6ysDKNGjcKCBQvqD8Rmg8ZQCIIgCIIg/ELasTRMXTMVi8ctxtgbxgLQ\n1y2aAstI3A00KioKRUVFfhgR4Q2RkZEoLCz09zAIgiAIwiuWHliKZ799FmvuXYNbO95a+7qewDJ9\nJ/eioiK/3y1Ak+eTLKLY4XD4ewg+R+YYZY5NReYYZY5NReYYrR4bYwzzd8zHq5tfheMhRz1xxUOI\nj8ZFEARBEARhSZzMiWfSn8G3x7/Fjhk7ENcqTv9NV2H6EiF5s6wJ7TeCIAjCilRUVyB5XTJyLuRg\n/X3rERke6XI5y5cICYIgCIIgjOBCxQWM/nQ0yqvLkf5gultxxQMJLILQwOoeAh5kjlHm2FRkjlHm\n2FRkjtFqsRVcKoD9P3Z0ieqC1ZNWIzw03Kv1kcAiCIIgCCKgOVZ4DLcuvhV33XAXPhz9IYKDgr1e\nJ3mwCJ9A+40gCIKwAntP78XYz8Zi7h1z8Wj/R7nfRx4sHxIfH49mzZqhZcuWiIqKwpgxY2ofCZSc\nnIxXX3213vLZ2dkICgqC0+ms9/rcuXMRFBSE3bt3N9jG3r17MWbMGERFRSEyMhI9evTAK6+8Utth\nnyAIgiCIxpF+PB0jPxmJD0d/6JG44oEElhfYbDb873//w8WLF5GXl4fo6Gg8/vjjtfN4HoLNGMPS\npUvRq1cvLF26tN68nTt3YvDgwRg0aBB+/fVXFBUVIS0tDSEhIThw4IBPYiLqYzUPQWOQOUaZY1OR\nOUaZY1OROUazx/bJwU8wdc1UrLl3DcZ3E//4PhJYgmjSpAkmTpyIjIwMAOAuj23btg0XLlzA+++/\njxUrVqCqqqp23nPPPYcZM2bg+eefR7t27QAAHTt2xNy5c3HHHXeID4IgCIIgAoB3vn8HL373Ir6b\n9h1uu/Y2n2xDikajttf0M0V6sD83zi+kCqnS0lKsXLkSt9xyizImTg9Samoq7r77btjtdoSHh+PL\nL7/EhAkTUFJSgh9++AFvvPFGo8ZFiMFut/t7CD5H5hhljk1F5hhljk1F5hjNGJuTOfHct8/h68yv\nsX3Gdlzb+lqfbUsKgdVYceT1dhnD+PHjERISgpKSErRv3x5paWm189566y188MEHtcs7nc56ZcPS\n0lKsXr0aq1atAgBMnDgRS5cuxYQJE1BUVASn04mYmJja5Z977jn861//QlVVFV588UW8/PLLBkVK\nEARBENamsqYSM9bNwImiE9g+YzuiwqN8uj0qEXqBzWbDunXrUFRUhIqKCvz973/HHXfcgYKCAths\nNjz77LMoKiqqnQ4ePFgvq7VmzRqEhoZiyJAhAIBJkyZhw4YNOH/+PCIjIxEUFIS8vLza5efPn4+i\noiLcfffdqKmpMTzeQMTsHgIRyByjzLGpyByjzLGpyByjmWK7VHkJYz8biwsVF7Bx2kafiyuABJYw\nbDYb7r77bgQHB2P79u0AGvqwrv47NTUVFy9eRFxcHDp06ICJEyeiqqoKn3zyCZo3b46bb74ZX3zx\nRYNtqQ9UJgiCIAhCmzMlZzA4dTCubX0t/nvvf9EstJkh2yWB5SWq0GGMYd26dSguLkZiYqKuAMrN\nzcWmTZvw1Vdf4cCBA7XT888/X3s34fz587F48WK8+eabOHPmDAAgJycH2dnZXHcoEt5jRg+BaGSO\nUebYVGSOUebYVGSO0QyxnSg6gYGLB2Jkl5H4eMzHCAkyzhklhQfLn4wdOxbBwcGw2WyIj49Hamoq\nunfv7rZNg/rasmXL0LdvXwwdOrTe/CeeeALvvPMOMjIyMHDgQGzatAmvvfYaUlJSAABxcXEYP358\nbTsIgiAIgiAa8mPejxj72Vi8MugVzPrDLMO3T53cCZ8gy35zOBym+BXmS2SOUebYVGSOUebYVGSO\n0Z+xbTyxEfd/cT/+OeafmNB9gk+2oXedowwWQRAEQRDSsOLnFXhiwxNYNWkV7oj3X89IymARPoH2\nG0EQBGE07/3wHt7a+RY2PLABvaJ7+XRblMEiCIIgCEJqGGN44bsXsP7X9dgxYwc6RXTy95DoLkKC\n0MJMfVx8hcwxyhybiswxyhybiswxGhVbVU0VktclY+vJrdg+fbspxBVAGSyCIAiCICzKpcpLmLRq\nEoJtwdg4dSOahzX395BqIQ8W4RNovxEEQRC+5GzJWYz+dDR6tu+Jj8Z8hNDgUEO3r3edoxIhQRAE\nQRCWIqsoC7ctuQ3DOg/DonGLDBdXPJDAIggNZPZHqMgco8yxqcgco8yxqcgco69iO5B/AIOWDMJj\nf3gMf/3jX037ZBMSWD4mOTkZr776KgDlYOvYsaPhY/DXdgmCIAhCJJuzNmPYsmF458538PjN5n6i\nCQksQdjtdkRFRaGysrLe6+4emeOKoKAgREdHo6ampva1qqoqtG/fHkFBxu8qEmbmeJaWr5E5Rplj\nU5E5RpljU5E5RtGxrfplFe5dfS9W3rMSk3tMFrpuX0ACSwDZ2dnYvXs32rdvj/Xr1zeY74nZOyoq\nChs2bKj9e8OGDYiKimp0CrS6urpR7yMIgiAIs/DB7g/w5DdPIn1qOgZfN9jfw+GCBJYAli5diqFD\nh2Lq1KlITU31al1Tp07F0qVL66172rRp9UTakiVLkJiYiFatWqFz5874+OOPa+c5HA7ExcVh/vz5\n6NChA2bOnNlAnC1YsAA9evTA6dOnUVFRgT/96U/o1KkTYmJiMGvWLJSXl6OkpAQjR47E6dOn0bJl\nS7Rq1Qr5+fnYvXs3+vfvj9atWyMmJgbPPPOMV/GaHZn9ESoyxyhzbCoyxyhzbCoyxygiNsYYXt70\nMhbsWoDt07ejT0wf7wdmEFIILJvN+8kbli5dinvvvReTJ0/GN998gzNnzjR6XXfddRe2bt2KCxcu\noKioCNu3b8ddd91Vb5no6Gh89dVXuHDhApYsWYKnnnoK+/fvr51fUFCAoqIi/Pbbb/joo4/qibPX\nX38dS5cuxdatW3HNNdfghRdewLFjx3DgwAEcO3YMubm5eP3119G8eXOkpaXhmmuuwcWLF3HhwgXE\nxMRgzpw5eOqpp/D777/jxIkTmDzZ/GlagiAIwnpUO6sxc/1MfHv8W+yYsQPXRV7n7yF5hBQCizHv\np8ayfft25ObmYty4cUhISEBiYiI+/fTTRq+vadOmGDt2LFasWIGVK1firrvuQtOmTestM2rUKFx3\nnXKg3X777Rg+fDi2bdtWOz8oKAivvfYaQkNDa9/LGMPTTz+NjRs3YvPmzWjTpg0YY/jXv/6Fd955\nBxEREWjRogVefPFFrFixovY9VxMWFobMzEycO3cOzZo1w80339zoWK2AzP4IFZljlDk2FZljlDk2\nFZlj9Ca20qpSjF8xHvmX8rHpoU1o17yduIEZhBQCy5+kpqZi+PDhaNmyJQBg0qRJXpUJbTYbpk2b\nhtTUVCxbtqxBeRBQfFkDBgxAmzZtEBkZia+//hrnz5+vnd+uXTuEhYXVe09xcTH+/e9/44UXXqgd\n69mzZ1FaWop+/fohMjISkZGRGDlyJM6dO+d2fIsWLcLRo0fRvXt3JCUl4auvvmp0rARBEARxNedL\nz2PI0iFo26wt1t23Di3CWvh7SI2CBJYXlJWV4fPPP8emTZvQoUMHdOjQAW+//TYOHDiAgwcP1i7n\nqUF90KBByM/Px5kzZzBw4MB68yoqKjBx4kQ899xzOHPmDIqKijBq1Kh6IszV9iIjI/G///0P06dP\nx86dOwEAbdu2RXh4ODIyMlBUVISioiIUFxfjwoULbtfTpUsXfPrppzh79iyef/553HPPPSgrK/Mo\nPishsz9CReYYZY5NReYYZY5NReYYGxPbyeKTGLh4IO7odAeW3LXElA1EeSGB5QVr165FSEgIDh8+\njAMHDuDAgQM4fPgwBg0aVGtUZ4w16pExX375pcs7EisrK1FZWYm2bdsiKCgIGzZsQHp6Otc6b7/9\ndnzyySeYMGEC9uzZg6CgIDzyyCN48skncfbsWQBAbm5u7fqio6Nx/vz5WsEFAMuXL69dtnXr1rDZ\nbH5pIUGYl++/B/77X9dTbq6/R0cQhFk5WHAQAxcPxKz+s5AyNMW0DUR5oYc9e8HSpUsxY8YMxMXF\n1Xv9sccew5w5c/Dmm2826IOldcDUnZeYmOhyXsuWLbFgwQJMnjwZFRUVGDt2bAMTvKttqK8NHToU\nixcvxtixY5GWloY333wTr7/+OgYMGIBz584hNjYWs2fPxvDhw9GtWzdMmTIF119/PZxOJ3755Rd8\n8803eOaZZ1BaWor4+HisWLECTZo04fzErIfqIVi1CnBXOR09Grj2WuPGJBrRHpAJE4C+fYGrrIM4\nehQYMwZISRG6OU1k9reoyByjzLGpyByjJ7Ftyd6CSasmYcHIBbiv532+G5SB0MOeCZ8g035jDAgJ\nAR55pOEdpz/8AEyZAjz3nH/GZkbatgWOHFH+rctbbwF5ecDbb/tnXARBmJMvMr7ArK9m4bOJn2HI\n9UP8PRxu6GHPBOEFDocDaq/Wf/4T+PDD+tOIEUCdxvuWRLQHpLpaEaRXExJi/Gcls79FReYYZY5N\nReYYeWL7cM+HeCLtCXzz4DeWElc8UImQIHSoqADcVUGDgwFqll+fmhrlc7makBD6rAiCUGCM4f86\n/i9W/LwC26Zvw/WR1/t7SMIxfYkwKioKRUVFfhgR4Q2RkZEoLCz09zCEUFgIdO4MuDoM//xnpWw4\nd67hwzIt4eHKZxYeXv/1f/4T+Okn5V+CIAKXamc1Zn01C/vz9uPrB75G++bt/T2kRqFXIjR9BkuW\nizRhXfQyWFVVxo7H7FAGiyAId5RWlWLKF1NQXl0OR7LDsj2ueCAPlo+Rub6uInOMDodDU2D5w1ck\nGqM8WMHB5MHyBTLHKHNsKjLHeHVshWWFGLZsGFqGtcSXU76UWlwBOgLr1KlTGDx4MHr06IGePXti\nwYIFAIC5c+ciLi4Offv2Rd++fbFhw4ba98ybNw8JCQno1q1bvf5M+/btQ69evZCQkIA5c+b4KByC\nEE9FBXBVY/xa/CEazIzTqdx16ao1GmWwCCJwOfX7Kdy2+DbcEncLlt69FGHBbk6qEqHpwcrPz0d+\nfj769OmDS5cuoV+/fli7di0+//xztGzZEk8//XS95TMyMnD//fdjz549yM3NxdChQ5GZmQmbzYak\npCR88MEHSEpKwqhRo/DEE09gxIgRVwYi0W39hFwcPAjcfz/w888N5731FpCfr/xLKOXSZs1cl00/\n+wxYv175lyCIwOGXM79g5CcjMefmOXjm1mf8PRxheNWmISYmBn369AEAtGjRAt27d0fu5VbMrla6\nbt06TJkyBaGhoYiPj0eXLl2wa9cu5OXl4eLFi0hKSgIATJs2DWvXrm10UARhJHoeLMpgXcGd/wqg\nDBZBBCLbf9uOPy79I+YNmSeVuOKB2+SenZ2N/fv3Y8CAAdixYwf+/ve/Y+nSpejfvz/efvttRERE\n4PTp0xgwYEDte+Li4pCbm4vQ0NB63c5jY2NrhVpdkpOTER8fDwCIiIhAnz59ajvBqrVcq/2tvmaW\n8fji76tj9fd4RP4NAKGhdpSXO+BwNJwfHGxHdbV5xuvv/de/vx0hIa7nHz4MVFcbG9/VMZrh8xb9\nt+zfP9p/1v17+2/b8X7B+3gu9jnEFsbWxmmW8TXmeHQ4HMjOzgYXjIOLFy+yfv36sTVr1jDGGCso\nKGBOp5M5nU728ssvsxkzZjDGGHvsscfY8uXLa983c+ZMtnr1arZ37142dOjQ2te3bt3KxowZU28b\nnEMRzoULjP3jH4wtWHBl+s9/GHM6xax/8+bNYlZkYmSOcfPmzey77xiz213P/+ADxmbNMnZMohG5\n/4qLGWvVyvW8desYGztW2Ka4kPnYVJE5RpljU5E1xo/2fsSiZkWxPbl7/D0Un6GnW4L0BFhVVRUm\nTpyIBx98EOPHjwcAtG/fvvYZew8//DB2794NQMlMnTp1qva9OTk5iIuLQ2xsLHJycuq9HhsbCzPw\n/ffKs9GOHr0yPfIIUFIiZv2qApYZmWO02+3SlwhF7j93dxAC/ikRynxsqsgco8yxqcgWI2MMrzle\nw5s73sSuv+xC/2v6+3tIfkNTYDHGMHPmTCQmJuLJJ5+sfT0vL6/2/2vWrEGvXr0AAOPGjcOKFStQ\nWVmJrKwsZGZmIikpCTExMWjVqhV27doFxhiWLVtWK9b8TVkZ0KcP8Pe/X5latlR8NwQBaHuwZGjT\nIJLqavJgEUSgUuOswayvZmHdr+uwY8YOdInq4u8h+RVNgbVjxw4sX74cmzdvrteS4fnnn0fv3r1x\n4403YsuWLXj33XcBAImJiZg8eTISExMxcuRILFy4ELbLT8dduHAhHn74YSQkJKBLly717iD0J2Vl\nDTtON2kClJeLWX/d2q2syByjw+GQvk2DyP1XU2OuDJbMx6aKzDHKHJuKLDGWVZXhnlX34FjhMTiS\nHYhpESNNbI1F0+R+2223wel0Nnh95MiRbt/z0ksv4aWXXmrwer9+/XDo0KFGDNG3uBJYTZtSBou4\nguwlQpFoZbDosyIIOSkqK8K4FePQsVVHrLxnZUD0uOJB14MlO+4yWKIElmz1dVfIHKPdbkdlpdwC\nS+T+M1sGS+ZjU0XmGGWOTcXqMeZcyMGgJYPQ/5r+WD5heT1xZfXYvIUElo9LhIT10ctgka/oCuTB\nIojAIeNsBgYuHoiHbnwI7wx/B0G2gJcU9Qj4T8PXGaxAqEHLHKPqwZI5g0UeLGsjc4wyx6Zi1Rh3\nntqJwamD8ZfBf8GzA5+t9VvXxaqxiYK70aiskAeL0EN2gSUSPQ8WZbAIwvqs/3U9Zq6fiWV3L8OI\nLua4Yc2MUAaLPFheI3OMah8sd3cRytCmwUgPltGflczHporMMcocm4rVYvz3j//Go/97FF/d/5Wu\nuLJabKKhDBZ5sAgdKiqAFi1cz6MMVn3Ig0UQcsIYw1+3/RWL9y/GluQt6Nqmq7+HZHoog+XjEmEg\n1KBljtHhcEh/FyF5sKyNzDHKHJuKFWKscdbgsQ2PYXXGauyYsYNbXFkhNl9CGSwflwgJ60MeLH4o\ng0VYnaVLgeJi7WX++EegZ09jxuNvyqvL8eB/H0RhWSG2JG9B66at/T0ky0ACy8clwkCoQcsco91u\nxyefyN2mwSgPlj/EqMzHporMMRodW2UlkJwMPPaY+2UOHlSeWfvBB2K2aeb9V1xejPErxiO6RTQ2\nPLABTULcnAjdYObYjIAEVhnQrFn91yiDRdSFMlj8UAaLsDLV1cp3fcEC98t89BGwd69xY/IXpy+e\nxojlI2CPt+O9Ee9Rj6tGEPCfGHmwvEfmGOlZhJ5BHizjkTlGo2OrrnZ//Ko0aaJkukRhxv135NwR\n3LroVkzpOQXvj3i/0eLKjLEZCWWw6C5CQgetDJYMbRpEQhkswspoHb8qslc4fsj5AeNXjEfK0BQk\n90n293AsDWWwqA+W18gcIz2L0DP0PFj0LELxWDnGDz8EgoJcT9dea3xsWsevimiBZab999XRrzD2\ns7FYNG6REHFlptj8AQks6uRO6EAeLH70Mlj0WRF1yc8HXnlFOW7qTqWlyjyj4SkRhoXJeX1Ysn8J\nZq6fiS+nfInRXUf7ezhSQALLxyXCQKhByxyjL55FuHgxMHGi6+mdd7wfs6eQB8vaWDnGqipFsFyd\nvWrSRJm3ebPD0PEEogeLMYZ52+bhtS2vwZHswIC4AcLW7e/Y/A15sKgPFqGDnsDyVDR8+SWQkADc\nfHP913/9FVi9Gnj66caN0wyQB4vwhKoqIDS04es2m/K60cdLTU1gebCczIkn056EI9uBnTN34pqW\n1/h7SFJBAsvHJcJAqEHLHKPeswgbk8GqrgYGDQLGjq3/+p49wH//27hxeoNRHqygy/lyp/PK/32N\nzMemipVjrK52LbAA5fVbbrEbPp5A8WBVVFdg2tppKLhUgK3TtyKiaYTwbVj52BRBQJcIa2qU6eov\nuEy/UAjvEV0idHcSDw1VftFbGb27sMizRtTFXQYLUH7UGP19CBQP1u/lv2PEJyNQ46xB2oNpPhFX\nRIALLDV7ZbPVf508WJ4hc4x6zyJsjHHbnQjxl8AyyoMFGF8mlPnYVLFyjHoCi/pgiSfvYh7u+M8d\nSGyXiJX3rETTkKY+25aVj00RkMAKb/g6ZbCIuojOYLkTIYGQwSIfFlEXs2WwZPdgHT1/FAMXD8Sk\nxEn4YOQHCA7SCZbwioD2YLkTWOTB8gyZY1Q9WDKXCI3yYAHGCyyZj00VK8dYVeX+eAkNBfr1sxs6\nHpk9WLtzd+OuFXfhL4P/gpk3zTRkm1Y+NkVAAstNBos6uRMqRgksf/xiFw2PB4syWISK2TJY/hBY\nRrAhcwOmrZ2GxeMWY+wNY/XfQAiBSoQ+LhEGQg1a5hh5nkXoqWAwWwbLaA+WkSZ3mY9NFSvHqHUX\nYVgYsGOHw/DxGG1y9/X+W3pgKZLXJWPdfesMF1dWPjZFQBksH5cICWvjdConXZFtGtz5PGTxYJmp\nREiYG60Mlpn7YIk0ufsKxhj+tvNv+Meef8DxkAPd23X395ACDhJYPi4RBkINWuYYb73VjrCwhnea\nqpAHqz56FyjyYInHyjHqlQh797YbOh7eDFZlJcCY+/OCJ/hi/zmZE8+kP4Nvj3+LHTN2IK5VnPBt\n8GDlY1MEJLDoLkJCAy3/FdD4Ng1mElgi0btAkQeLqIuewDI6U8QjsIKClDFrtW/xJxXVFUhel4yc\nCznYNn0bIsMj/T2kgIU8WD4uEQZCDVrmGDdtcmieREVnsNRfxkYi2oOll8EiD5ZYrByjnsDas8dh\n6Hh4BBYg1oclcv9dqLiA0Z+ORnl1OdIfTPe7uLLysSkCEliUwSI0qKrS/pXaWIHlSoSoD7q1cqdz\n8mARnmBFDxZgTh9WwaUC2P9jR5eoLlg9aTXCQ11c3AhDIYFFHiyvkTnGm26yuzW4A2IbjQL+KROS\nB8vaWDlGrT5YYWFAt252Q8fDm8ES+SNcxP47VngMty6+FXfdcBc+HP2haRqIWvnYFAF5sCiDRWig\n58EKClLuNPTE8Kp1ElcFlqvj0gpUVwPNmrmfTxks//LAA8CpU67n/elPwLhxxo5Hr02DGT1YgLmu\nEXtP78XYz8Zi7h1z8Wj/R/09HKIOlMFycSELCVEuliIuBIFQg5Y5xh07tD1YNpvnZT2tk7g/misa\n6cEy+mHPMh+bKp7EuGoVMHcu8Je/1J+6dgV27/bZEN2i58E6cMBh6His5sFKP56OkZ+MxIejPzSl\nuAqE758WlMFykylQy4QtWhg7JsJcVFfr3ymkigaeE7O6TjOVCEVCHizzUlWlZFsHD26Ybd21Czhz\nxj9j0vJgmfFZhIA5PFifHPwET6c/jTX3rsFt197m38EQLgl4gdW2ret5agrYW4EVCDVomWPs0cOu\nK7A8vTNO63Ey5MESi8zHpgpvjGVlQPPmrkvZTZv65/Fgehmszp3tho7HKh6sd75/B+/98B6+m/Yd\nerbvKWYgPiAQvn9aBLzAcpfBom7uBKDvwQI8L3uZzeQuEspgmZeSEvf+OLMKLPJg1cfJnHju2+fw\ndebX2DFjBzq27mj8IAhuyIOlUyL0lkCoQcsc49692h4swHOBZbYSodEeLCMFlszHpgpvjKWl1hNY\nhw87DB2PmT1YlTWVmLZmGr7P+R7bZ2y3hLgKhO+fFpTB0hBYlMEiqqrcP4dQRbTA8re3wxt4MlhW\n7vNlZUr5n6JFAAAgAElEQVRLlRKhK0S2pvEErTYNoaHAxYvGjsesHqyLFRdxz6p70DSkKTZO3Ug9\nriwCCSwflwh9UYP+7Tdg0iTXmYDgYODzz4H4eOGbdYvMdfYuXew4ckR7GU+zMuTBErY5XWQ+NlV4\nY9QrEfrjB6Vem4a4OLvh4zGbB+tMyRmM+mQU+nboiw9Hf4iQIOtctgPh+6eFdfaUDzCiROgLTpxQ\nLmQff9xw3qOPAidPGiuwZIbneWOeZLCcziutHVxBHizCV1ixRGj0mMzmwTpeeBwjPhmBKT2n4DX7\na7CJeLo0YRgB7cEqLfV9idAXNehLl4CYGKBfv4ZT27aKcDQSmevshw6J9WDpncBl92AZLbBkPjZV\neGMsKXFfIjSjwAoNBY4dcxg6HjN5sH7M+xGDlgzC0wOexuuDX7ekuAqE758WlMGyoAfr0iXznShl\nRe9ZhIBnviIzCiyR6MVndKNR4gpmy2Axpp/BMvpYMYsHa+OJjbj/i/vxzzH/xITuE3y3IcKnBHQG\ny6oerJIS9/25wsONP1HKXGfv2FG/D5bIDJY/OrmTB8va8MaoJbD8YYmoqbnygHNXhIUB7dvbDR2T\nGTxYK35egfu/uB+rJq2yvLgKhO+fFpTBsqAH69Il9wKraVPjS4QyU1Eh9i5CLYM7IH8Gyx8eLMYa\n3o3WtKn+fpUNvRKh0Rl7rewVEJh9sN774T28tfMtfDftO/SK7iV+A4ShaGawTp06hcGDB6NHjx7o\n2bMnFixYAAAoLCzEsGHD0LVrVwwfPhzFxcW175k3bx4SEhLQrVs3pKen176+b98+9OrVCwkJCZgz\nZ46PwvEMI0qEvvJgmalEKHOd/ehRsR4svUfq+EJgbdgAvPWW6+n77+X3YH30keJNjItTpmuuAZKS\njBuDr7FqHyytFg2A8l347TeHYeMB/COwHA4HGGN4fuPz+GjfR9gxY4c04krmawMPmgIrNDQU7777\nLn755Rf88MMP+Mc//oHDhw8jJSUFw4YNw9GjRzFkyBCkpKQAADIyMrBy5UpkZGQgLS0Ns2fPBmMM\nADBr1iwsWrQImZmZyMzMRFpamu+j08Gqndy1Mlj+KBHKDI8Hy5M2Df7wYL38MnDwIJCfX3/asgV4\n912x2+LxYBmdwcrJAV55BbhwQZmOHvXPc/f8jdkEllaLBkDJYBl9rPA+U1Rkdq3aWY3kdcnYenIr\ntk/fjk4RncSsmPA7modSTEwMYmJiAAAtWrRA9+7dkZubi/Xr12PLli0AgIceegh2ux0pKSlYt24d\npkyZgtDQUMTHx6NLly7YtWsXOnXqhIsXLyLp8s/GadOmYe3atRgxYkS97SUnJyP+cn+BiIgI9OnT\np7aGqyphkX+XlADh4a7nnzvnwKFDAOC77Tf275IS4NIlBxyOhvObNrWjrMzY8djtdlN9PiL/jo5W\nPFhaywcHA7t2OXD+vP76One2IyTE/fzQUDuqqsTGU1YGDBniQKdO9edHRgI//CB2/9XUKJ+Hu/kh\nIXbU1Bi7P1etAoKDr3xfmjcHiotdf3+s+Dfv/jtyBOjXz/X8vXsduHQJMPJ8V1SkHO/u5mdmApGR\nxo0HAKqrtY9f9e/cXMdlK4Z327vt9tvwTt47KDpchD/f8We0adbG0Hjpb8/+Vv+fnZ0NLhgnWVlZ\n7Nprr2UXLlxgERERta87nc7avx977DG2fPny2nkzZ85kq1evZnv37mVDhw6tfX3r1q1szJgx9dbv\nwVCE4HQyZrMxVlPjev6TTzL29tuGDomb6dMZW7TI9bzXXmPs1VeNHY/MPPooYwsXai/Tty9je/fy\nre/ECcbi493PnzaNsSVLuIfHRadOynav5ptvGBsyROy27HbGNm1yP/+JJxh77z2x29RjyhTGli27\n8ndVFWNBQco5IJCYPZuxDz5wPa+sjLGwMGPHc+oUY9dc437+unWMjR1r3HgYU47Pd9/VX+6ttxh7\n6invt3fk7BHW8Z2OrLK60vuVEYajp1s0S4Qqly5dwsSJE/H++++jZcuW9ebZbDZL9ucoL1fSvEFu\nPgGrerD8USL0RYxm4eRJfQ+WJ20a9DxKvigRuiuFh4ejXrZTBGb0YBUVAZGR9ccQGipPKZ13/+nd\nRVhVpdwQYBR6JvfQUCA/32HYeADjPVglVSVoktMEocEaH4SFkfnawIOuwKqqqsLEiRMxdepUjB8/\nHgAQHR2N/Px8AEBeXh7at28PAIiNjcWpU6dq35uTk4O4uDjExsYiJyen3uuxsbFCA/EULf8VYO5+\nUlptGuguQrFUVoq/i9BoD5aewBKJGe8ivFpgAcr3p6TE2HH4G627CG02sc0zeeC5i9DMHiwhAquy\nBE2Dm3q/IsKUaAosxhhmzpyJxMREPPnkk7Wvjxs3DqmpqQCA1NTUWuE1btw4rFixApWVlcjKykJm\nZiaSkpIQExODVq1aYdeuXWCMYdmyZbXv8Rd6AkvULxS1hisSvTYN1AdLHBERxvbB8oXAKi/XFlgi\n959eGwqjG43a7XYUFgJRUfVfb94clz1H1od3/2llsADjzx08Aqt5c7th4wH0j18VUY1GS6pKcE3v\na7xfkUmR+drAg6ZW37FjB5YvX47evXujb9++AJQ2DC+88AImT56MRYsWIT4+Hp9//jkAIDExEZMn\nT0ZiYiJCQkKwcOHC2vLhwoULkZycjLKyMowaNaqBwd1ojBJYvsBsJUKZEf0sQqMFVk2NMrm6kPni\nWNHLAFAGy3+YUWDpNd2VvQ9WSWUJmoe6OZkTlkfzULrtttvgdDpdztu4caPL11966SW89NJLDV7v\n168fDim35ZkCnhKhKA+WaBVvthKhL2I0C3l5DjRpYtdcxtM2DVq/kMPCxAos9Th3ZZOs68EStf/0\n4jNaYG3e7EBxsb2BwJIpg8W7/7RKhIDxzZX12jSEhgKFhQ6od+oZgdECq7SqFJeOSnIgukDmawMP\nXCZ3GeHJYJk1E2S2EqHM8PbBMmujUa3j3BceLLNlsMrKFNF6tY+OMlgNMbr3H3mwlBJh0xDyYMkK\nCSw3mN2DZaYSocy/UMLDre3B4hFYRnuwjLxo9uzZMHsFyJXBktmDpfbJMgrDPViVJehyUxfvV2RS\nZL428EACyw1m7eTOmP6jcuguQnHwPIvQkzYN/hBYTd38QFYzBCJN5zwZLCNN7q78V0BgZrD0SoRm\nE1ihoQHgwaoqQfMw8mDJCgksN4gqEYruA1JZqfzCcnfR5z1JVlcDDz8M3Hef9rRunf66ZO51Ulgo\n9lmEPAJL5EVF6zi32ZTjJT3dIWx7ZvNgbdrkaHAHISBXBktEHyzAfAIrLEx5YoWR+ENgFfxc4P2K\nTIrM1wYeOA4lObHqXYRa/iuAv0RYWAisWgV89JH7ZS5eVETYH/6gPCA3EKmuFn8XoZGNRvWO8/Bw\nsce52TxYFy9SBgtQMt8lJdoCy2jfKXmwLvfBIg+WtJDAcoNZPVha5UGAv0RYUqJceO67T3u5kyeB\nxx8HvvjC/TIy19mDgsR6sIw2ubvrgaUSHg7cdJNd2PbMlsGKjbUjK6vh6zJlsHi+f5WVymevdewZ\nbYvgedgzY3bDxgP4pw/WoAGDvF+RSZH52sADlQjdYNa78bRaNAD849Zbj8orrwA//wysXcs/Rpmo\nqODLYHnSpsEsJndA/J2EegLS6Eaj5MFS0CsPAubrgxUQHizqgyU1JLDcYNZnEeqVCHlPknqZsLrr\n+/hjJYt14YLrZXhivHABeOQRIDn5yvToo8qJ38yUlBjvwTJaYG3f7hC2PbNlsH76ySH9XYQ83z+9\n8iBgTg9WZaXDsPEA/vFgndh/wvsVmZRA92CRwHKDmT1YWsKINyPBm8ECgDvuAEaMAFz0j+Xm+HEg\nPR2w269MX38NnDD5uaWqythnEfqq0ag7AsGD5crkHogZLL0fVGYTWMHBgNNpbMbTaA9WaVUpebAk\nJqA9WC1bup8v6mRjZBd34IowZMx1924V3gyWyvz5QI8ewAMPALfcUn8eT4xlZUBsrJK5Ulm0SDHb\nmxXGgKoqfQ+WJ60HamrMZ3Lv3t0ubHtmy2CFh1MfLICvRGg2k7vNBjRpYkdVFZ8vSgT+6IM1cOhA\n71dkUsiDFaBYOYOlJbCCgvi8C55ksADFx/L++8CwYUCHDsDlR1Ny4+oE36YNcP68Z+sxEvVkq3fC\nNXuJ0F0fLMA/HiwjBZaWB0sWgcUDb4nQTJ3cAd88/FwLf5QIm4Xq7BjCspDAcoOZPVh6mSeei6an\nGSwAmDQJyM4GfvwROHz4yjZ4YnT1eZtdYFVUACEhDt3lzC6w9DJYe/c6hG2PJ4NlZMnn5EnXHiyZ\nSoQ83z8rlggBwGZzGGp05xVYainfzaN6uSmpLMGhXeZ5Rq9oyIMVoFi1k7teBgvgO1F6msFSadtW\nyWC1beuZOLJiBquiQv8CAFhbYIk+zs3mwbp0yXUGS6YSIQ9mvItQr00DYPydhLweLJtNzNhKqkrQ\nNJQ8WLIS0B4sIzq5G+3BAvhOlI3JYNWlbVvg3DkgLo7fA2JkBuv8eeBf/9L/hdmpE9CnDxAT03Be\nfj7QooVdd1uetmnQ82CJvKCUlwMREe7nh4cD8fF2IdtyOhXfWpDGzzajBVZ5uWsPlkwZLJ7vH2+J\n0EhPpF6bBgBo3txueAaL1++l+rC0SvB6lFSWYPgfhzd+BSYn0D1YJLDcoH7xeVPGRnHpkvYFE+Ar\nEZaU6K9HC1Vg8VJW5jqDdfRo48egxc6diol+0iT3yzidwPr1wGuvuRd6vXvrb8vMjUbLypSMoztE\nerB4fv0b6cFyOoHiYspgAXwlQrOZ3AHxd9Xq4cn53lsbiZM5UV5djvBQjQsRYWlMJB2MRU9gAVe+\nQN4ILIfDIVTFX7qk3I2nBW8GS289WtQVWDwxGp3BKi8HbrwReOMN79ajeAjsmstYuUQYHg788osD\nejHywPPr30gP1sWLQFiYA6Gh9gbzZMpg8X7/rGhyr6pyoLLSbsh4AGMFVmlVKcJDw7F1y1ZpMz2i\nr39WgzxYGpixm7uoEmFJiXclwjZtxGSwfCmwvEnde4InosGMAktUCYYng2VkibCoyP13JdAyWFZs\nNAqY14MFeC+wqIu7/JDA0kDEnYS+eBahnsDiLRE2xuSuUjeDZUYPlt4z+Hjhic3qGazoaLuQbfFm\nsIwUWB062F3OCwtTjMpGP4rFF/B+/6x4F2FkpHk9WN42Gy2pKkHzsOZSZ3hkjo0HElgamLEXFo85\n3UiTOy8yZ7A8FVhaJ3BfdHI3qg+WGTNYrvxXKoGUxbJqBsvsHixvxF9pVSllsCSHBJYGIk44Rj+L\nEPBtmwaVqz1YerjKYEVFKXctMdb4cbhDlMDiic3sJne9DNbx4w4h2+L59W/kw54LC4GaGofb+bL4\nsHi/f2br5M7TpqG01Jx9sAAxJcJmoc2k7hUlc2w8kMDSwIwZLB5h5KtGo3URkcEKC1PG6u4h0t5g\ndAbLkzYNZhNYMnuwtB6HFUgZLN4SodEmd57jRVoP1uUSISEvJLA0sKoHy+gMVmM9WICSxfJFmVCU\nwLK6B0vPi9a0KdCqlV3ItszowUpMtLudL0sGS2QfLLOVCKOjJfZgXTa5y+xTkjk2HqhNgwZm7OYu\nkwcLuOLDuv76xo/FFeXlingzAjMLLJ4MltU9WMXFioC/mpwcIDra/fsCLYNlRYElsweLMljyE5AZ\nLPULq/flFuFJEF2DFlUi9DaDpbZpYKzxHix1PWbOYPHE5kmbhpoaYzu58wis06cdQrbFc3ES3Wj0\n2DHg2muB/v0bTqtXA4w53L5XlgyWzM8iLC6W24PVPLS51D4lmWPjISAzWDzZK8B8HizGzJPBatZM\nuVjyXqD0Mlii0bt7TiRWz2CJ9GAZ3Wg0JQV46imlG78rtM7vgZTB4ikRmrGTu5EeLJ5HPdWFPFiE\nHiSwNDCbB6u8XDkh6f3C0hNYlZVKD6CwMO/Go5YJeT1YRgos8mAp8AissDC7kG3x/PoXWSL87Tfg\nv/8FMjPdL6O1/2TJYHnz/auLGTu5d+xoN6xEqP5AsNn4licPlj4yx8ZDQJYIeQWW2Tq585b1mjbV\nLhF6m71S8cSH5e4z96XAEtFolAeRdxGqGSBRWR6j+2AZaXKfPx94+GHlGGoMgZTBMmOJkKdNQ1iY\ncRksT587K8SDRX2wpIYElgYiMlgia9A8dxACSmxaJ0pvH5Oj0rYtcPasd3142rRR+hWJxqx9sHju\nUhJl7OXxGoaHA0VFDu83Bt9ksFatUh7Y7Wr69FPg6ae136+1/2TJYPEco2a9i1DveDlzxjgPVmME\nlrfPIqQ+WHJDJUINzObB4s086Z0ovTW4q6gZrI4d9ZfVMrn/8IP3Y7kas3Zy57nTTi0Tejt+nuM8\nPFzcMc6TwfK00egXXwBxccCttzac98ILQEyMZ2OsS6BlsPQEVmioIjJ49qMIzObB8qQHFiDQgyXB\n45oI15DA0kDELzqRNWjeDJbRJcKpU+26yxptcreqBwsQ58PiKZOGhwM1NXbvNwbfZLDOnFHKgEOH\nNm5Meh4sT1qNmBW9Y5Qx99+/uthsV0SD3rIi4BFYnTsb58HypAcWQB4sHmSOjQcqEWpgtgwWb+aJ\np0QoMoOlR02NcjJ1Zao3u8DiwZM744wUWLy93szswTp7Fmjf3rtxuSNQMlhlZcq5jOfuOCON7rx9\nsMxcIqQ+WIQWJLA0sKoHSy/zJjqDpRej+uvZ1d05ZhdYvvBgmUlghYYCTqdDyPZ8lcHyRmAFggfr\niSccmDoVbqfp0/kzUkb6sHgEVk6OvB4s6oMlP1Qi1KBpU+D3330/HpW+fYGTJ93Pr6wE7rtPfz16\nWQmjM1ju/FeA+QUWD6JN7qKajfIc52pZqKxM/2KnB68Hi1dgOZ3KDRCNvUtQD1kyWJ076z+14JFH\n+NZlNoEVCB6sahj07CjCcEwlsNq2df16WBjw44/eGVrrYsY+WDU1wMGDQEGBdipf6+G1KnolQtEZ\nLL0YtfwfrVop8ysrve/LdfU2jfRg8YoGT0zu3sJ7nLdoYUdZmbIvvIEnAxAUpIg6p1O/ZFVYqIzJ\nG+EXCH2w5syxC1uXkQKLp01D9+52nDhh3Hj84cHqa+/b+JWYnED3YJlKYB054vr1O+5QhIcVBRYv\nxcVA69buRaYnGH0XoR5aGSybTfn1XVgobv8C5s5gGSmweD4DPUHOC+/dZ2qZUE9Qnz0LtGvn/bjc\nIUsGSyRGdnMnDxZ5sGTHVB6stm1dTy1bijPiAub0YBUViXs4sdF3EfJ6sNzhizIhebD4j3PGHEK+\nX7wXKF4flrf+K0DfgyWDwBLpczHa5K53vGRlkQfLysgcGw+mEljuCA9XsiCiMGMn98JCIDJSzLqM\nuotQFUZOp/ZyWhksQBGWIgUWY8qJjzJY/D8kRAgsTzNYevg6gyVLiVAkZvNgBQeLfXSUFv7wYDUL\nNaAfBuE3TFUidEezZtbNYPHWoAsLxWaw9DxYIozDYWFKJqxvX7vmckZnsCorlRM370NbteDZf560\naeARIaI6ufM+LqhdO7uhGSxeQSoig6W1/2QpEYr0uZhNYN14ox1ZWcaMx1MPVpMmyo+AAwcazgsL\nA7p1036uYWlVKZqHUR8smbGEwPJFBqt1a/3ljPRgiRZYencRiigRAlfKhFrZN70MlmiBZaT/CrB+\nBkvU8wgpg2V9zCawzOzB6txZ8c5Om9Zw3pEjwOHDwPXXu35vZY0SVFiwwDt7CNNhiRKhvzJYIk42\nvDVokQLLqBIhoAis9HSH5jJGZ7BECqxA8GCVlASmB6tJE+VzFvXwaX8h0udipMmd5y7CI0fM68Hq\n1QvYv1/JYF09deminRRQ/VeA3D4lmWPjwRIZrGbN/OPBMjKDJdLkrpaY3N0KL8rkDigCS69XWCBk\nsHgv0mYUWGb1YJ05A9x+u/fjcofNdiWLxZPR5uXDD4G//U17mdatgT17PLugG4HZOrmL+i7w4KkH\nSwu9Mj/dQRgYaGawZsyYgejoaPTq1av2tblz5yIuLg59+/ZF3759sWHDhtp58+bNQ0JCArp164b0\n9PTa1/ft24devXohISEBc+bM8XiQ/jK5W9WDpTaPdPdLVHQGq0MHu+YyVs5g+eJZhDyNRo0UWNde\na7wHi7dE6EsPFuAbH9ahQ0ByMrBxo/spKwu4cEHM9qzowWKM73jp399uaAZL1EOu9UqbdTNYMvuU\nZI6NB02BNX36dKSlpdV7zWaz4emnn8b+/fuxf/9+jBw5EgCQkZGBlStXIiMjA2lpaZg9ezYYYwCA\nWbNmYdGiRcjMzERmZmaDderhT5O7Fe8iBLTLhKIzWHq9sEpLrSuwePBEYPE2GhXVyZ23D5bRGSyj\nTO56+MKHVVoKXHut4r9xN7VqBVy8KHa7IjBKYKliRssEDpjbg6WFrsCiDFZAoHk4DRo0CNnZ2Q1e\nV4VTXdatW4cpU6YgNDQU8fHx6NKlC3bt2oVOnTrh4sWLSEpKAgBMmzYNa9euxYgRIxqsIzk5GfHx\n8QCAiIgI9OnTB3a7HeHhwOHDDjgcVxSxWtttzN9lZUBmpv76Tp4EKiq82576mt7ymZkOdO0KAN7H\nBwA2mwObNgH33NNwfkmJ8nmWl3v/ebZta8ePPyqfpbvly8qAggL3n3ebNsCJE2L3b2WlmPWpr2kt\nHxwMFBfzba+62o6QEO3th4YCBw440K6dd+M/dgyIi9Nf/vx5B37+GV5/XocPAyEh+suHhAA7dzqQ\nk6O9vtOnlTscGzseFa3917y5HZcuef99q/t3aanSv0nr8wwKUr6f06d7v72rY/VmfU2b2lFeLvbz\ncPX3d985Lotx7eUPHwYqK/XPnyL+/vFHvuOX5++SEgf27AEGDXI9f/vW7ag+Xl1vnq/j88ff6mtm\nGY+IeBwOh0td5BKmQ1ZWFuvZs2ft33PnzmWdOnVivXv3ZjNmzGBFRUWMMcYee+wxtnz58trlZs6c\nyVavXs327t3Lhg4dWvv61q1b2ZgxYxpsR2sob7/N2FNP6Y2Un0GDGNuyRX+548cZi4/3blubN2/m\nWu7WWxnbts27bdXluusYO3bM9bxOnRg7cULMdj7+mLGRIzdrLvP884zNm+d+/qFDjCUmihkPY4xt\n3szY7beLWtdm3WX272fsxhv51nfddcpxpcXUqYz95z9869Ni5kxl/+hx332bNfcPL++/z9jjj+sv\n16OHss+1qK5mLCRE+dcb9PbfbbcxtnWrd9u4mtGjGVu/XnuZm29mbOdOMdvjPcfw8OqrjM2dK2x1\nbikuZqxlS/3l/vWvzdzfLW/58ktl34lgxAjGvv7a/fwNmRvY8GXDGWNi95/ZkDk2xrR1C2OMBfHJ\nsCvMmjULWVlZ+Omnn9ChQwc888wznq7CY/zpwfI2Xa4qYD1EmtwB7VS/aA9WaKhdcxkrm9x59p9Z\n7yLk7YN1ww3GerB4TO7nzwMREd57YvT2ny88WHqeQ0D5/okqEfKeY3gwyuTOY3AHgFtvldeDpTYZ\nFbn/zIbMsfHgscBq3749bDYbbDYbHn74YezevRsAEBsbi1OnTtUul5OTg7i4OMTGxiInJ6fe67Gx\nsR5t059tGqzYBwswlweLx+ReWKgYX0XAKyxE4akHy6hGo2btg8XzeRnhvwJ858HSE1gtW5IHi0dg\n6QkVkRjpwSqtKq01uRPy4rHAysvLq/3/mjVrau8wHDduHFasWIHKykpkZWUhMzMTSUlJiImJQatW\nrbBr1y4wxrBs2TKMHz/eo21a+S7CurVbdzAm3uTurtloTY3yxRclQNq2BX77zaG5jF4GKyxM+axF\nXXD80QfLym0acnLM1wdLVJNRvf3niwyW3vEOiBVYPMcoL0YJLN4M1r595u2DpYXejSp1Te4i95/Z\nkDk2HjQPpylTpmDLli04d+4cOnbsiNdeew0OhwM//fQTbDYbrrvuOnz00UcAgMTEREyePBmJiYkI\nCQnBwoULYbt8i8jChQuRnJyMsrIyjBo1yqXBXQsrPyqHh5IS5QvZpIm4dbo7UZaUKJ+n3t07vPD0\nweIpmahlwlatvB+Tme8iNKPACgvT34c88JZYeAQWZbD8Q9OmSqPMjz9uOK95c+D++8WcO3gFVkiI\npH2w6rRpIORF83D67LPPGrw2Y8YMt8u/9NJLeOmllxq83q9fPxw6dKgRw1PwV6PRkBD+fi3u4KlB\niy4PAu5LhCIfkwMoWbfSUrvmZ8Tzi14VWNdd5/2YyIOlwHuc9+ljh4edU1zCe4EyMoNlVg+WSIEl\n0ucycCCwaxewd2/DecuXA0OGADEx3m+nqorvWLHbjfVg+aNNg8w+JZlj48FkfYRdI8ojosJ74VEb\ndlZU+Lbjsi8ElrsSoUiDO6B8Lq1bKyZ9dxdEngtOVJQ4o7vRGSxPHvZsdKNRI/tgVVfzZWF5SqqU\nwfIPN9wAXC5KNGDzZiXTKUpgmdGDZZjJvaoEkU0FekIIU+KxB8sfiMxgOZ3Kgc9bjvO2TMhTgxZ9\nByGgXDhefBG45Zb608SJYspwdWnWzKFpdPckgyUCMz+L0OhGozw/JI4dE+PB8iSDxWNyt7IHy0iB\nZZTPpXVrcd3neQXW9987DCsRGprBomcRBgSWyWCJEljqxZfXR2BEN3fRBncAmD8fOH7c9bwOHcRu\nq3Vr7TsJPfFgiUAGD5aI490TD5aIY1ykB0vEY3J4EJ3BUm8i0fsB17KleGHna1q3FuPVAzzzYFVW\nKlYNUb5Rd4j2YFEnd8ISAkukyZ33oqPibasGf3mw2rc35gIFAJ07202VwSorEydYRXqwGONrZcBT\nIvzhB2DlSu1lzp/nO9ZvvdWON94A7r1Xe7mXXwZ693Y/X6QHS1QGy2gPltoiRE8MmNWDpUWrVuIy\nWLxtGv74RzuCgsSKH60x+SODJbNPSebYeLCEwBKZwfJUYBlxJ6EvBJaR6PXC4s1gHTsmZjz+yGDx\ntOA9y2cAACAASURBVGlQxZXexZdHYC1dqnzmt9zifpn33lP2jR433aT4brRiWLwY2LFDW2DxZrB4\nPi+rZrB4yoOAeT1YWvgjgwVcKZkbIbBEebBCQ7WvGyVVVxqNEvJiCYHlzwyWtyVCh8Ohq+KtLrBK\nSx04d86uMZ8vg7Vrl5jxiGw0yrP/eDNYvCdwHoGVnQ3MmgWMHau/Pj127nRg4kS75jL79wPFxdrr\nEe3BEiGw9Paf6AyWPwQWzzEqglatjBdYDocDYWF2Q3xYokuEWsdVSWX9PliyZnpkjo0HSwgstUzn\ndAJBXtryjS4R8lBUBHTu7Ntt+BLyYPEJLN4TOE8n95MngcvPRTcEnuyFKA9WVZUiPkT7El3hiwwW\nz/lF5KNyjEK0yZ1XzISFAdu2KY9Ocsf11wPXXOPdmKiTOyEaSwgsm+1K40yeX4daGF0i5PVgGXEx\n8RU332yHu5tFqqsVYaz3a9WsAotn//G2aeA9getlsBhTBFanTvrr4oEnxogIZZtaiPJgnTunHA/e\n/pgCjPdg8fyYAKzpwWrdGqjzIA+v4M1g2e12jBkDpKS4X6aoCEhIANau9W5M1AdLPDLHxoMlBBZw\nxYdlNYHFg9VLhFoeLPXz1vMdmVVg8eBJiVCEwCosVJYR3W5DCyMzWKKajPJAHix+WrUCfv1VzLo8\n8WAtWaI9f8sW4JVXvB+T0Q97pgyW/FiiDxYgzofVmBKhtx4sPawusH77zX0fLN4LjlkFlsg+WKIE\nVna2uOwVwBdjRIS+wOLNYOmZ3EU2GTW6D5anAkvEA86N7IPlDw+WHpGRShbLW/zVpkHmXlEyx8aD\npQSWkb2BVCiDpY+WB4vXk9K6tbJvRDTYNDqDZbMpk9OpvRxPiwZAX2AZ7b8ClP2jZ3L3JIOlJUiN\nzmCJFli8zzm12Yx51qkoRAos3jYNPERG6h+bPPirTQMhL5YRWKJaNZjRg+WLTu5GMnq0+z5YvJ4U\nm03cL1GjPVgAX+sBTzJYWidnkf4rgC9GnourKA+WyAyWXmzh4cr3m7dRrB68xzsgrkxoxT5Ynniw\n9BB13jBKYDmZE+XV5QgPVS5EMvuUZI6NB8t4sPxVIhTVyb2mxnUJrKpKWb/I5wMaTevWio+lslI5\nsdSF9xc9cKVMGB3t3Xh4n8EnEp4yoVlLhDxERIjNYOkJLKMyWEFBV368tWzp/fo88YmqAksv1vPn\nGx5b7dr5vrP51firD5YezZsr5x5X5x9PEN0Hy53AKq0qRXhoOIJslslvEI3EMnvYXxksb9s0qDXo\n//f/lFuJe/asP/XtC/Tvb/zJUiRbtzrceqg8+UUvyodltAcLMFZgiS4R8sQoMoOll+0T2WSUJzaR\nRndPBZZeeXL7duXRVlefN+qeC43yufgjg8UTm83G9wNAD9EeLHff4ZLK+k1GZfYpyRwbD5TB0kGU\nBysrC/jgAyA52ft1mRH1TsKrn3PYmAyWtxjtwQL4WjWIajQqukTIQ4sWyueqJRJFebCMzGABYo3u\nnhzvPCXC48eB++5TOvf7G9EZLJGd2dUyoTfC3KgSYUkV+a8CBcsILFEZLE9OgID3JUK1Bn36tPiH\nLJsFu92O+HigX7+GvYtqapQLBA9RUeIElqhO7p54sPQEFu8vZKMFFk+MNtuVTt5t2rheRpQHS2QG\niyc2kRks0R6snBwgNlZ7GaN8Li1aKOdP3ps1tBDpwQLE+LCMElilVaX1HvQss09J5th4sIzA4slg\nlZcDc+dqZ5x27AAmTODfrqhO7qdPe99p2MysX+9eFPD6IqycwRJZItQqL1y4oByP7kSOL1EzGO62\nLdKDZdSDygHxGSye5z8C/AKrZ0/vxyWCoKArHei1uqrzINKDBSjjESGwjOiDRXcQBg5SebD27gVW\nrwauvdb9NGUKMHky/3a9LRGqNei8PHkFlsPhQHCwImpcTbwduc0osMzmwVL9VyI9e7wx6vlcRGaw\nRJUIzezB4nlcTk4OEBenvYyRPhdRZULeNg28sYlo1WBUH6y6PbAAuX1KMsfGg1QZrEOHgMGDgaee\nErfdJk2UE743lJUpJ14rt2IwgjZtFM+JN9TUiO2xw4voNg1aAsto/5WK3sWVNwOgJUYrKpTvircZ\nEk8wswcrN1dfYBmJqOcRVlV5d8ff1VipREgZrMDBMhksnkajBw8CvXuL3a63JUK73Y68PMV/ZeU7\nBbUQVWcXkcGqqFD2majPWqQHS4TJ3RctGnhj1OvmLiKDde6cUmIzcv+RB4sf1YfnLaI9WKJKhKIE\nllabhqszWDL7lGSOjQfLCKzwcL4MVq9eYrcr4i5C2f1XohAhsPzhvwLEm9wrK5WL0NVTVpbxXdxV\n9Lq5i/BgGe2/AsRnsEQJrPJy5fM2+vPQQlSJULQHS0SJULQHS6tNA2WwAgPLCCy9DBZj5hRYDodD\n6jsIAXF1djMKLN7YeNs08Agstd9Qs2YNp7//Xfwxzhuj3sVVRAZL9GNyzOzB0hNY6g8zPQ+jkT4X\nUb2weNs0eOLB8jaDZaQHi/pgBQaW8WDpmdx/+005UYq+u0pEJ3fKYPEhQmD5o4s7INbkLsrnIhq9\nEqEnHiyZM1iiPFhm818B5s5gmalEqOvBCqMMViBgqQyWVonQF9krQIwHS3aBJdKDVVioZCMbi+gM\nlmgPlsjmiqLgjVGvROhJBsvdZyW6yaiVPVg8/ivAWJ+LKPHPeyOKJx4sESVCfzQaldmnJHNsPFhG\nYOllsA4e9I3AEuHBkrlFg0iaNFFOTN48ANfsHixRHg9/wJPBElEitHoGS9SjcnhaNBiNJyb3oiJF\nvNpsDad//1uskBaVwTKkDxZ1cg8YLCOweDJYou8gBLwvEaoeLJkFlsg6u7dlQpFd3AHP+mCJatNg\nNJ54sPQyWCJM7uTBUuAVWGbtg6Xe1e10up7Gj9dfh1U9WOqNKq6y8Vd3cpfZpyRzbDxYRmDpZbDM\nWiIEyIPlCSIEllkzWGYVWLzw9MGiDJb8HizeEqF6TnaVwRLdssZsHqygIPfHOd1FGDhYRmBpZbAq\nKpQGld27i9+utyVC1YMl812EIuvsZhNY5MG6Ak8fLG8bjYo2uZMHSyyelAhF/Ojlja1VK+WzdDob\nvy3R3093vbCoD1bgYMLTvWu0MlhHjgDXX6+IIdF4WyK8dEn5khnZmdrKqEb3xuKvDBZvmwYre7B4\n+mDx9vnavt31I6syMqybwWJMEVi8GSy9R+WY0YPlaQbr/vt9Ox6V4GBFsP7+u5LNagyiv5/uemFR\nBitwkCKD5SuDO+B9BmvtWgeuuUbeLu6A2Dp7VJS5Mlgin0Uo0uMhEpF9sHguUMOHA+++C9xzT8Np\n2TLlx5IojPRglZcr5wveZ2+qGSxXPp3qaiWbx5P5NroPFk8GizHg55+9Py97Epu3ZULR3093Rnd6\nFmHgYMLTvWu0Go36yuAOeO/BOn+e/FeeYLYSIS9WLhHyomawGHP9g4E3vpYtgUmTxI+vsYjKYHni\nvwKUTF5oqOuyYkGB8sggo5+pqQevyf3kSWU/G/n8VW+7uYv+froVWJX1G40S8mKZ073Wo3IOHQJm\nz/bNdr3NYEVH26UXWKI9WCdO6C/32GPA4cMNX8/JUTIkoiAP1hWaNlWyM+7u1DRjGwojPVie+K9U\n1CzW1e/j9V8B5uyDJeqmI09i8/Z5hIYJLOqDFTCY8HTvGq0Mlq9LhN54sOgOQs9o0wbYs0d7maoq\npY/OunWuT4g9e/pmbFpYuU2DJ6hGd1cCy6rxicxgNUZgrV4NREfXf33PHvP5r4ArJUJ3WUwVX93V\nrYW3JUJfeLDcZbCok3tgYBkPlmoYvDpLUFionBw7dfLNdr0tEe7a5ZBeYBndB+v4ceXic+edwJAh\nDaerL1beINqDZbYMD+DZ/tMyupsxPp7YmjdXxJE3TxAAGiewpk8HNm8GVqyoPx0/Dtx7L986jPS5\nqB4zvXOiKIHlqQfLmxKhoR6sUPJgBQKW+b1ps10xurdoceX1Q4eUjIWvTOQhIcqtv65+nR85otwl\no3VhPXGCr6EeocAjsDIygMREY8bDi5VLhJ6g5cGxanzBwcrFsDElvrp46sECgFdfbfz2/IV6DGh5\nHQ8dAp57zrgxAeYrEbpr03B1o1FCXix1OlRbNdQVWGq3YF9hs13xYV395fvuO6BzZ+CVV7Teb/dJ\nfy4zYXQfLCMFFm9svG0azChAPPW5WCmDxRtbixZKJtwbgeWtQGssRvtc1DKhu0yxyL6EnsQmokQo\nOoN1dZuGyhpFcYUFh9W+JrNPSebYeDDh6d49rlo1HDoE9Onj2+2qZcLmV/3o+PFH4I9/BG680bfb\nDyR4BNbhw0p50EwEegZLbfDI26LAbLRsqWSjtTJQgwcDTz/tfn5jSoRWpE0b4K673MdaWam02jD6\nbt7ISOXmgMZihAeLemAFFpY63btqNnroEDB1qm+36+5Own37gEcf1X6vw+GQXsWLjLF1a+WOrqoq\n97eoZ2QATz0lZHO68MbGK7DMluEBPNt/7rq5mzF7BfDHtnq18mgad5w7B8yda06BZfQ55osvgPx8\n7WVE+SA9ic0KHqyre2ABcl8jZI6NB0sJrKszWE6nmGZ2eri6k7C8HDh61LflyUAkKEg5URYWuj5J\n19QAv/4KdOtm/Ni04DW5+6NHl0jcmdytnp276SZlcgdjwDPPKMIiJsb1Mo3xYFmR2Fj+FhJGYjYP\nFmWwCEudEq/OYGVnKxdjXz+GxlUG6+BBoGtX/QtmIKh30TGqZUJXAis7G2jXrr4Pz5d40gfLqm0a\nPNl/HTsqWZyXX67/OmPGP+KGB1HHps0G/OEPSvuEsWNdL+OvDJbM5xhPPVjHjgGpqQ3nBQUBEyY0\ntHnUxRCBVdWwySjtP3kx4enePc2aAf/7H5CVpfzty/5XdXHVqmHfPqBfP99vOxDR8mGZ8Q5CIHA8\nWE88Acya5XqeGUuEIklKAnbvdi+w/GVyJxS6dQPsdmDTpobztm1TfqDfc4/79xvmwaI7CAMGTUvq\njBkzEB0djV51VExhYSGGDRuGrl27Yvjw4SiuUy+YN28eEhIS0K1bN6Snp9e+vm/fPvTq1QsJCQmY\nM2dOowd7//2KTyI9XZny84H/838avTpuXJUIeQVWIPQBER2jmQSWyD5YZhVYnuw/m025cLiazCiw\nRB6bqsByhz89WLLiSWwREUoD4tTUhtO997p+8kNdDPNghTb0YMmKzLHxoCmwpk+fjrS0tHqvpaSk\nYNiwYTh69CiGDBmClJQUAEBGRgZWrlyJjIwMpKWlYfbs2WCXO/fNmjULixYtQmZmJjIzMxusk5fp\n05WHwdad7rqrUavyCFclQspg+Q4zCSxeeNs0mFGEEHyoJUJ3DUkDxYNlRbp3V/oWuoMx8TdquOqD\nRRmswEJTYA0aNAiRkZH1Xlu/fj0eeughAMBDDz2EtWvXAgDWrVuHKVOmIDQ0FPHx8ejSpQt27dqF\nvLw8XLx4EUlJSQCAadOm1b7HKlxdIiwvV4zWPAb3QKhBi44xKsq9wDp82FiBJfJZhKJ/IYtC5mNU\nZGwxMUo7h2PHXM8nD5Z4RMXWvbt2BksVVyIbVrvqg+Uqg0X7T148Pt0XFBQg+rL7ODo6GgUFBQCA\n06dPY8CAAbXLxcXFITc3F6GhoYir81Ct2NhY5Lq5Hzo5ORnx8fEAgIiICPTp06d2B6mpRn/83aQJ\n8P33DjAG3H67HT/+CHTo4MCuXf4Zj+x/t20L/POfDmzcqDwsGwAKCpT5hw4pjVvNNF4AyM93XBZP\n7pc/dQq46SZzjJf+btzfSUl27N4N5OY2nH/iBNCrl7Hjieoehb/t/BsKflbOw9E9lXMz/V3/79x9\nRTjw8xN48IvlsAWxBvNP/3QOTjyDqWtShW3/yE/DsK86BjvWpNfOv9DhAm6MudE0xzP97dnf6v+z\ns7PBg40x7SdwZWdnY+zYsTh06BAAIDIyEkV17oWNiopCYWEhHn/8cQwYMAAPPPAAAODhhx/GyJEj\nER8fjxdeeAHffvstAGDbtm2YP38+vvzyy/oDsdmgMxS/MWsWsGRJw9fefVf/vY4A6AMiOsb8fODy\n4dKAyEhgzBhhm9KFN7YnnwTi45V/3TF9OnD77cq/ZkLmY1R0bH/7m9LM8v33G8574AFg1CjlX6PI\nvZCLf6z6B7r3l/NxEYf3HhYW25N3TsDLS75Bu2tKGsyrKAvG/zd4Mv79w2dCtgUAn71zE1q3Kceo\nhzLqvT4gbgAS2iTU/k3fP+uip1s8zmBFR0cjPz8fMTExyMvLQ/vL92bHxsbi1KlTtcvl5OQgLi4O\nsbGxyKnTXjcnJwexZmyiosGHHyoTYQwxMb5vHisaK7dpIPhJSlLOBa7ahOzbB0ycaOx4YlvFYnjn\n4bDfaDd2wwbhKHIIi21Zb6A7JmCkiydv/P478EwYMPVGcSeew7HKcTL1RjLrBiqaHixXjBs3DqmX\nG42kpqZi/OUnGY8bNw4rVqxAZWUlsrKykJmZiaSkJMTExKBVq1bYtWsXGGNYtmxZ7XsCAZnVu4rM\nMfLGxuvBMqPJnfYfP7fcomSvmzVrOD30EDBokNDNcUH7jw8tH5YvfvyEubiL0BW0/+RF85CaMmUK\ntmzZgnPnzqFjx454/fXX8cILL2Dy5MlYtGgR4uPj8fnnnwMAEhMTMXnyZCQmJiIkJAQLFy6E7bJj\ncOHChUhOTkZZWRlGjRqFESNG+D4ygjAQK7dpIPgJCwOefdbfoyAaQ/fuSpbRFb64wzcsTHmAOBG4\naGawPvvsM5w+fRqVlZU4deoUpk+fjqioKGzcuBFHjx5Feno6Iuq0UX/ppZdw7NgxHDlyBHfWeRpv\nv379cOjQIRw7dgwLFizwXTQmpK45TlZkjpE3Nt42DWYUWLT/rI3MMYqMrVs39xksX9zh66pNgyto\n/8mLxyVCgiAaQhksgjA3aonQlSfZVyXCq9s0EIEFCSwfEwg1aJljFOnBMmujUdp/1kbmGEXG1r69\nIq7Onm04jzxYvkHm2HgggUUQArByo1GCCARsNvdGd195sHgEFiEvJLB8TCDUoGWOkTc2K7dpoP1n\nbWSOUXRs/foBw4YpjzSqO/XqpTxBQiS8Aov2n7yY8HRPENaDPFgEYX7eew94803X80JDxW6LMliE\nbid3ozBzJ3eC0OPdd4GTJ5UTuDsGDgTmz1f+JQhCbtasAZYuVf4l5ERPt1CJkCAEwNumwYwmd4Ig\nxEMZLIIElo8JhBq0zDF64sGyqsmd9p+1kTlGK8dGfbDkjo0HE57uCcJ6hIQA330HJCe7X+bECXMK\nLIIgxEN9sAjyYBGEAM6eBb76SnuZ0FBg0iTlxEsQhNzs3An86U/Kv4Sc6OkW+j1NEAJo1047e0UQ\nRGBBHiyCPFg+JhBq0DLHKHNsKjLHKHNsKjLHaOXYqA+W3LHxQAKLIAiCIARDGSyCPFgEQRAEIZgT\nJ4ChQ5V/CTmhPlgEQRAEYTCUwSJIYPmYQKhByxyjzLGpyByjzLGpyByjlWOjPlhyx8YDCSyCIAiC\nEAz1wSLIg0UQBEEQgikpAdq3V/4l5IQ8WARBEARhMOTBIkhg+ZhAqEHLHKPMsanIHKPMsanIHKOV\nYwsJUR7w7nRqL2flGPWQOTYeSGARBEEQhGBsNvJhBTrkwSIIgiAIH9CyJXD6tPIvIR/kwSIIgiAI\nP8DbqoGQExJYPiYQatAyxyhzbCoyxyhzbCoyx2j12HhKhFaPUQuZY+OBBBZBEARB+AC6kzCwIQ8W\nQRAEQfiALl2AtDTlX0I+yINFEARBEH6AMliBDQksHxMINWiZY5Q5NhWZY5Q5NhWZY7R6bDwCy+ox\naiFzbDyQwCIIgiAIH0AZrMCGPFgEQRAE4QNuuw1ISVH+JeSDPFgEQRAE4QeoD1ZgQwLLxwRCDVrm\nGGWOTUXmGGWOTUXmGK0eW5MmwF//Cjz44JXpP/+pv4zVY9RC5th4CPH3AAiCIAhCRlJSgJ9/rv9a\n167+GQthPOTBIgiCIAiC8BDyYBEEQRAEQRgMCSwfEwg1aJljlDk2FZljlDk2FZljlDk2FZljlDk2\nHkhgEQRBEARBCIY8WARBEARBEB5CHiyCIAiCIAiDIYHlYwKhBi1zjDLHpiJzjDLHpiJzjDLHpiJz\njDLHxgMJLB/z008/+XsIPkfmGGWOTUXmGGWOTUXmGGWOTUXmGGWOjQcSWD6muLjY30PwOTLHKHNs\nKjLHKHNsKjLHKHNsKjLHKHNsPDRaYMXHx6N3797o27cvkpKSAACFhYUYNmwYunbtiuHDh9f7cOfN\nm4eEhAR069YN6enp3o+cIAiCIAjCpDRaYNlsNjgcDuzfvx+7d+8GAKSkpGDYsGE4evQohgwZgpSU\nFABARkYGVq5ciYyMDKSlpWH27NlwOp1iIjA52dnZ/h6Cz5E5RpljU5E5RpljU5E5RpljU5E5Rplj\n44I1kvj4eHbu3Ll6r91www0sPz+fMcZYXl4eu+GGGxhjjL3xxhssJSWldrk777yTff/99/XeC4Am\nmmiiiSaaaKLJMpMWjX7Ys81mw9ChQxEcHIxHH30UjzzyCAoKChAdHQ0AiI6ORkFBAQDg9OnTGDBg\nQO174+LikJubW2991AOLIAiCIAhZaLTA2rFjBzp06ICzZ89i2LBh6NatW735NpsNNpvN7fu15hEE\nQRAEQViZRnuwOnToAABo164d7r77buzevRvR0dHIz88HAOTl5aF9+/YAgNjYWJw6dar2vTk5OYiN\njfVm3ARBEARBEKalUQKrtLQUFy9eBACUlJQgPT0dvXr1wrhx45CamgoASE1Nxfjx4wEA48aNw4oV\nK1BZWYmsrCxkZmbW3nlIEARBEAQhG40qERYUFODuu+8GAFRXV+OBBx7A8OHD0f//b+9co6K6rjj+\nvwzEMCAGUR5qBATEBWgUtBiEEUUgttD6hKZKEtTgI1GjJqEaeaQG0mhstCpZyxIlVgERUDS21ERF\nwQdiIGnkIRiQdKkYCCrPGZiZ3Q90rgzUFoQwdy7n9wXn3jtn7TN/977n7nvOPlOnIiQkBJ999hns\n7OyQlpYGAHBxcUFISAhcXFxgaGiIhIQE9opQDyEiphuDwWAwGD1AMJs9M4RLTk4OHB0dYWNjA4lE\nomtzGL3k7t27GDVqlK7NYDwleXl5cHBwwMiRI2FoaCiqB52mpiZs374dFhYWkMlkmDJliq5N6nfO\nnTsHa2trODg4YMiQIaLSj/G/kcTGxsbq2gh9pqmpCdHR0SguLoapqSk/70wM1NXVYenSpfj8889R\nUlKCM2fOIDg4WNdm9StNTU34/e9/j2+//RampqawtrbWtUn9RkVFBebOnYucnBxMmDABNjY2ogvu\njY2NOHXqFBwcHGBo+NRrdgRJSUkJli1bhvT0dBQWFuLcuXMICgoCII5FQunp6QgNDcXYsWMhl8tx\n4sQJ2NnZYcyYMbo2rV8oLi5GREQETpw4gX/+85/IysrCokWLRKGdhubmZrz33nu4fPky2tvb4eDg\noGuTBAXbKqcPVFVVYcaMGVAoFDA1NUVsbCy++OILABBFIdWSkhIoFAqUlJQgISEB+fn5OHr0KJRK\npa5N6xdqa2sxZ84ctLW1gYiwefNmnDp1CoD+66dSqfDVV1/BwcEBbm5uyM3NhUKhAMdxoimJkpub\nCycnJ4SFhSE/P180/QKAH3/8EXv27IGfnx+uX7+OnTt3Ijs7G999951obtBVVVVISEjArl27EBkZ\nCWdnZ1RWVurarH6hrq4OBw4cgK+vL/Lz87Fv3z7cu3cPDQ0NAMRRlujYsWOYPn065HI5RowYgV27\nduHGjRu6NktQiOuRb4C5efMmAgMDsX37dgDAo0ePsGnTJgQFBcHAQH/Hrmq1GgYGBpBIJBg5ciRq\nampgbW2NqKgoJCcnw8PDA46Ojro2s8+0trbCzc0Ne/fuBQA4ODhg3bp1CA4O1mv9iAgSiQSLFi3C\nypUrkZGRgdzcXOTl5cHPz080N2ilUonMzExcunQJhw8fhqurKywsLHRtVr9gYWGBJUuWwNvbGwBg\naWmJwMBANDc369iyp6e6uhocx2Hs2LEAgPDwcEilUqjVapibm6O8vByTJ08GoP/zPS0sLBAdHY1h\nw4YBAD744ANYWFggLy8Pv/zlL/W6bxrkcjmOHDmCSZMm4eHDhygpKYGzs7OuzRIU+nsX0QE3b97E\n/v37cf36dQAdAf7YsWP8eQsLCzx48IDfIkifsiB/+9vf4OTkhCtXrvCDCyICEaG+vh4AsHDhQhga\nGvJZOn17CquursYPP/zAf66rq0NFRQWfkVu0aBHs7OwQHR0NQH/10wTv4cOHw8DAAAEBAXjuuedw\n5coVvvivSqXSpblPRVf9pk2bBi8vL7zxxhuorKzE2bNn9UqzznTWDwAkEolWcWaFQoHc3Fw899xz\nAPTL94gIMTExGD9+PMLDw/njI0aMgFQq5a8xNjbmp1jo2wCkq34cx2HYsGFob29HUlISysvLMW/e\nPGzcuBF//vOfAeiXhkB3/1u6dCkmTZqEu3fvYsmSJcjIyMDWrVuRmpoKQL/i588FG2D1kKysLMyY\nMQPFxcVYsWIFkpOTERQUBBcXF7z22muIiIjA6dOnsXv3bpw6dQotLS16kwUpKChAUlISrKysEB8f\nzx/39vYGx3HIzs7mB1krV67EX/7yFwD6EwSfFODd3d1BRPj444/5Y3v37kVGRgYaGhr0Xj+JRAK1\nWo1hw4ZBJpOhpqaG3zdUX/oGPFk/U1NTAIBUKsWrr76K5ORkVFVV6crMp+ZJ+nWeU/avf/0LVlZW\nfEFnffE9oGOeXENDA86fP49nnnkGf/3rXwGAf7AxMDBAfX09SktL4eXlBQAoKyvTmb295Un6AYCR\nkRHmzZuH06dPIywsDPv378eOHTsA6I+GT/I/jf1lZWUICQnBd999Bw8PD8TFxeHhw4d6FWN+vejW\nfgAAECZJREFULtgv8H8gIqjVauTl5eHgwYPYvXs3YmJicO3aNRw9ehSZmZlYvnw5xo0bh3379sHX\n1xcuLi5ob28X9BMKEUEulwMA7O3tERsbi7y8PPzwww9ITk7mr1u1ahWuXLmCL7/8EkBHyQ3NvDN9\n4UkBHgB27dqFHTt24NGjRwCAcePGwdPTs9tWTkKjJ/p1fs0yZ84cTJkyBbm5uQgKCsJHH32kM9t7\ny5P0U6lUvI+FhYXByMgIFy5cAAAUFRXpzN6e0FP9NNTX12PatGloa2vD2rVrkZiYqBO7e0p+fj4q\nKirQ1NQEMzMzvPvuu/Dy8sKKFSuwe/duKJVKGBoa8lmOyspKODk5oaKiAv7+/khMTERbW5uOe/Fk\neqKfpm+arCMAODo6Ys6cOWhpaRl4o5+SJ/lfe3s7AGD27Nl49dVXYWlpiQULFsDNzQ0lJSW6NFk4\n9GBf50HJ1atXqby8nBobG4mIaM2aNfTmm28SEVFrayulpqbS8uXLqaSkROt7muNCZteuXfTiiy/S\nsmXL6ObNm1rn0tPTadKkSdTS0kJqtZqIiNLS0uiVV16hxYsXk62tLUVHR+vC7F7RVb+7d+8SUUf/\nPDw8qL29nb82IiKCwsLC6MaNG3TmzBmaOXMmNTQ06MTuntAT/VpbW/ljmr6+8cYbNHToUFqyZAnV\n1tYOqM29paf6qVQqUiqVRERUXl5Ozs7ONH78eFq8eDG1trby/4eFRG/009i/efNmsre3Jx8fH4qI\niKD6+voBt7sntLS00Jo1a8jW1paWLVtGwcHBWueVSiWFhobS1q1biehx/44ePUocx5GXlxcdOXJk\nwO3uDb31P4VCQS0tLXTgwAFyd3enuLi4gTa51/TG/zqTnZ1NQUFB9OjRo4E1WKCwAVYXugaIoKAg\nIiLKycmhJUuWUGlpKRER3bx5k7Zu3UopKSlERFRZWUmvvfYa2dvb05kzZ4iIBBncCwoKyM/Pjyoq\nKuj999+npUuX0unTp7WuCQgIoJiYGK1jDx48oKSkJCosLBxAa3tPbwO85js7d+6k+fPn08SJEyk1\nNZWIxKXfnTt3KDAwkK5evcof6xochcDT3qA137O0tBT0Dfpp9YuIiKCgoCAqKirijwlRv4qKCpo9\nezb/WSaT0c6dO7UGHFevXiU3NzdSKBRE1NGPY8eO0XvvvafVlhD79zT6tbW10R//+EcKCgqi69ev\nD7DFveNp4idRh6a/+93vaOrUqZSZmUlEwoyfAw0bYHWha4Dw8fGhPXv2UGlpKcXGxlJUVBR/7vXX\nX6dPP/2UiIjKysr4G7PQ6ByoUlJSaNasWUTU4QAff/wxRUZGamXiysrKyMXFhfLy8mjz5s1048aN\nbu0JMfgRPV2A1zxt3bt3b2CN7SF91a+4uLhbe5qsj9B4Gv0ePHhADQ0NlJWVpdWWUPrYF/0iIyPp\nzp07dOfOHa32hOR/nbM4t27dotDQUCovLyciovz8fJo7dy4VFBQQ0eObbnR0NLm4uND06dPp3Llz\nWu11zi4Lgb7qV11drZXREZp+nXka/1MoFHThwgXavn37gNsrdNgcLADl5eX8vzmOw8iRI1FRUQEA\n2LFjB7Kzs9HU1IRZs2ahpKQEhw4dAgAMGzaMfw/v7OyM0NBQABBUnaj4+Hhs2rQJJ0+eBNCx8mrs\n2LH49ttvwXEcAgMDoVQqcfXqVf47zs7OaGpqgr+/PwwNDeHq6sqfIyIYGBgIagLj/9Pvq6++4uuz\nEBE8PT2xYMECTJkyBTNmzEBBQQEA8CuYxKafi4sLf06lUvElOIRCX/Tz8vJCYWEhhg4dil//+tcA\nHusnhD72VT8jIyOMGjWKr8SvVCoF438FBQXw9/fHihUr8M477yA/P59feFBfXw+1Wo1f/OIXcHZ2\nxpEjRwB06FtSUoIvvvgCJiYmiIuLw6xZs/g21Wq1oArG9od+Y8eOhZmZGYDH/icE/TT0xf9efPFF\nXLp0CTKZDO+88w4A/Vyh/HMhHJV1QE8ChKenJxwcHJCWlgaZTIbw8HDs27cP3t7eOHv2LB/UOyOE\nAFFQUIApU6bg1q1bmDBhAvbt24ekpCSMHDkSlpaWuHTpEgDAzc0NNjY2+P777wF01PKKioqCu7s7\nbt26hT/84Q9a7Qpp5Ut/BPht27bBz88PwOOVdWLWTwiDDg39od8HH3yA2bNna7UrJv22bdum1a4Q\n+gYAFy5cwKpVq7BixQpkZmZCKpUiKysLVlZWsLOzw/Hjx1FbWwsA2LBhA44fP466ujoAHb/NmjVr\ncO3aNcyePZsvBwMIZ3Xrz6Wf2Pyv6wCZ/lODj/EfdJg90yk5OTnk7u5OqampVFtbS9HR0bR582Yi\nIoqMjKTIyEiqqakhIqLbt2+Tra0t3b9/n4iI7t+/T9euXdOZ7T3hxIkT/PwwIqLDhw/T2rVriYjo\n0KFDtGHDBvr73/9ORESFhYXk6enJp63r6ur477W3twsynd0b/aqrq8nW1paf2J2UlESJiYl8W2q1\nWnDzBZh+TD8i4emn+Z0bGxu1XsmmpKTQwoULiagjXs6fP58OHjxIbW1tRET0yiuv8PGzM0J7HahB\nrPppELv/CYVBtxch/Wfp+ogRI2Bra4uFCxdCKpXi/v37yM3NRUhICJycnJCcnAyJRAJXV1cMHz4c\nRUVFeOmllyCVSmFiYoLRo0cDeJyyFwqa/o0ZMwb29vZ49tlnwXEczpw5g9bWVgQEBMDKygr19fX4\n8MMP4erqioSEBLi6usLX1xcSiYQv/qdSqWBoaCiorFVf9PP394eJiQkmT54Md3d3AB36SSQSwfSR\n6cf0E6J+ra2tMDIy4rdaGjJkCBwdHfnY9/DhQ+Tn5yM4OBgjRoyAubk5zp8/j8TERMTHx2PUqFEI\nDQ3VKmLMcZygYicgXv00iN3/hIYw8s0DQGtrK4yNjfkAYWpqil/96lf8+TFjxoDjOLS2tsLW1har\nVq3CyZMncfz4cVRWVsLDw0OrnokGIaTsqVO9I81fTapXrVbzfdZsI2JtbY3XX38dHMfh8OHDMDY2\nRlxcHIyMjLTaFVKqtz/0Gz58OH+95jdj+g0MTD/91e/DDz9Ee3s7IiMjMWTIEL6PmkK2BgYGuHz5\nMkaPHg1jY2MAQEBAAGbNmoX09HTY2NjA19dXq00h3ZDFrh8gbv8TNAOWK9Mh8fHx9P7775NcLu92\nTpO+/eijj2j9+vVa59ra2ig5OZnOnz8/EGb2GrVa3S393PWzJnXr7+9Ply5dIiLSWiqsSeETCWfV\nVVeYfkw/ISJ2/TSv7y5evEh+fn70zTffdLtG07+33nqLLly4QO3t7fSnP/2pWzkCtVotuP6JXT8N\nYvU/fUBY+dl+RrOayNvbGxcvXvyv2y9onlju3buHBQsWQKlU4pNPPsHXX38NIyMjvPzyy/D19QUR\nCWp1hEql4lPspaWlSExMhFwu75Zy5zgO9fX1MDY2hrGxMUJCQrB161b89NNPICIYGRnx1eqF9MQF\nMP0Aph/TT3doshM+Pj6YOnUqDh48iMbGxm7XERGqqqqQkJAAT09P1NTUwM3NTes8x3GC6t9g0E/M\n/qc36GJUpwsiIyNp/fr13Sp0aybo/eY3v6HQ0FByd3end999V2u0L9QJfK2trfTZZ5/RtGnTSCaT\n0dq1a/lCkp1trqqqIo7jyNXVlfbu3asrc/sE04/pJzTErJ9KpaKamhqKjY2lK1euUG1tLc2cOZOy\ns7O76XH37l3iOI5efvnlbjXzhIyY9euKGP1PHxDtAEtsAaJr+lmpVNLy5ctp4sSJRETU3NxMUVFR\nFBMTwxe106R/i4qKaMuWLdTc3PzE9oQG04/pJyTErt+GDRto27ZtRET8aj+5XE6rVq2i+Ph4IiL6\n9NNP6be//S2/uozocT/y8/P5Y0IspCl2/boiNv/TV0SzinDjxo0oKCiATCbDjz/+CFNTUxgZGSE9\nPR0PHjxAYGAg5HI5srKy4OPjw09iVKlUMDMzw9y5c7Fu3TpYWlpCrVZrTXwUAprUdUVFBb9S5dln\nn8X+/fsRFhYGCwsLKBQKFBcXQ6lU8sUlOY6DtbU1/Pz8YGRkBKVSKcjVO0w/ph/TT3cYGxtj/fr1\nmDdvHt5++22Ym5tj/PjxMDExQU5ODoYMGYLQ0FAcPnwYBgYGmDhxIgwMDMBxHDiO01pVLcRVZWLX\nT+z+p6+IZoAlxgCxceNGXLt2DTNnzkR5eTlWr16N1NRUnD59Go6OjpDJZLh9+zYuXryI4OBg2NjY\noKysDAUFBXB3d+erB2vQzBMQQt+6wvRj+gFMP11ARLCzs0NRURH+8Y9/YPHixcjIyMD8+fNhb2+P\noqIiFBYWIiAgAGZmZkhISEBwcDBMTEy69UVIA4/Boh8gTv8TBTrNn/UTmpRnaGgozZs3j1JSUigs\nLIw/HxMTQ6tXryaFQkEnT54kHx+f/1r0TmhcvHiRzM3NqaGhgVavXk379+8nIqKZM2eSt7c3yeVy\n+v7778nDw4MuX75MRB2p+q57ewkdph/TT4gMNv1++uknMjMzo7S0NHrzzTfp888/JyKivLw8Gj16\nNN//qqoqXZnaKwabfmLzPzEgqgGWmAKEpk/z58+nlStXElHHTu7Tp0+nt956izw8PPjNNWNiYsjH\nx0dntvYVph/TT2gMJv2IHs8pio2NJXd3dzp37hy5urrSN998Q2+//TaFhYVplWkQ+sTnwaSfGP1P\nLIhigEUk3gBRV1dHQ4cOpaqqKtqzZw9FRUUREVFCQgJJpVK6ffs2NTc3U2lpqdb39A2mH9NPSAw2\n/Trz/PPPU2ZmJh04cIBkMhlt2bJF1yb1msGmn9j8TywI54V5H9HUIImJiUFtbS0ePnyITZs2Yd26\ndXjmmWdw6NAhvPDCC/z1Qn/HzHEcVCoVLCwssHbtWixcuBASiQRyuRyVlZWorq6Gp6cnmpubIZVK\nMWHCBL7qsD7C9GP6CYnBph/QMccIALZv344tW7YgPDwcX375JeLi4gBAr+ogDTb9xOZ/okHXI7z+\nRLOsNiUlhSZMmEBERAqFgj8v9KW1/wsnJycKDw+n+Ph4srKyoh07dujapH6H6affMP30H01mw8/P\nj9LS0oioQzehlV3oLYNBPzH7n74iqgEWkfgChMbujIwMcnJyIiKi+vp6/rzYnIbpp98w/fSfhoYG\nCg4O7rbdjT4y2PQTm//pO6J5RaiB4zg0NjZCKpVi3LhxADrSp0JaPtwbDAwMQERYsGABnn/+eRw7\ndgzm5uZQKpUgIsFtz9BXmH76DdNP//n666/xwgsvYPLkybo2pc8MNv3E5n/6jii3whZTgAAeO42J\niQnvNGLexZzpp98w/fQbX19f+Pr66tqMfmOw6Sc2/9NnOCIiXRvB+P/k5OTg7NmziI2NFd1T12CA\n6affMP30G6YfQxewARaDwWAwGAxGP8NezDIYDAaDwWD0M2yAxWAwGAwGg9HPsAEWg8FgMBgMRj/D\nBlgMBoPBYDAY/QwbYDEYDAaDwWD0M2yAxWAwGAwGg9HP/BvxSe8BPscHRAAAAABJRU5ErkJggg==\n"
-      }
-     ],
-     "prompt_number": 33
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>BHAG</th>\n",
-        "      <th>CustomerCount</th>\n",
-        "      <th>Max</th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>2009</th>\n",
-        "      <td>  NaN</td>\n",
-        "      <td> 2486</td>\n",
-        "      <td> 2486</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2010</th>\n",
-        "      <td>  NaN</td>\n",
-        "      <td> 2595</td>\n",
-        "      <td> 2595</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2011</th>\n",
-        "      <td> 1000</td>\n",
-        "      <td> 2604</td>\n",
-        "      <td> 2604</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2012</th>\n",
-        "      <td> 2000</td>\n",
-        "      <td> 2367</td>\n",
-        "      <td> 2367</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2013</th>\n",
-        "      <td> 3000</td>\n",
-        "      <td>  NaN</td>\n",
-        "      <td>  NaN</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 34,
-       "text": [
-        "      BHAG  CustomerCount   Max\n",
-        "2009   NaN           2486  2486\n",
-        "2010   NaN           2595  2595\n",
-        "2011  1000           2604  2604\n",
-        "2012  2000           2367  2367\n",
-        "2013  3000            NaN   NaN"
-       ]
-      }
-     ],
-     "prompt_number": 34
+     "outputs": []
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>BHAG</th>\n",
-        "      <th>CustomerCount</th>\n",
-        "      <th>Max</th>\n",
-        "      <th>YR_PCT_Change</th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>2009</th>\n",
-        "      <td>  NaN</td>\n",
-        "      <td> 2486</td>\n",
-        "      <td> 2486</td>\n",
-        "      <td>      NaN</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2010</th>\n",
-        "      <td>  NaN</td>\n",
-        "      <td> 2595</td>\n",
-        "      <td> 2595</td>\n",
-        "      <td> 0.043846</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2011</th>\n",
-        "      <td> 1000</td>\n",
-        "      <td> 2604</td>\n",
-        "      <td> 2604</td>\n",
-        "      <td> 0.003468</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2012</th>\n",
-        "      <td> 2000</td>\n",
-        "      <td> 2367</td>\n",
-        "      <td> 2367</td>\n",
-        "      <td>-0.091014</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2013</th>\n",
-        "      <td> 3000</td>\n",
-        "      <td>  NaN</td>\n",
-        "      <td>  NaN</td>\n",
-        "      <td>      NaN</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "output_type": "pyout",
-       "prompt_number": 35,
-       "text": [
-        "      BHAG  CustomerCount   Max  YR_PCT_Change\n",
-        "2009   NaN           2486  2486            NaN\n",
-        "2010   NaN           2595  2595       0.043846\n",
-        "2011  1000           2604  2604       0.003468\n",
-        "2012  2000           2367  2367      -0.091014\n",
-        "2013  3000            NaN   NaN            NaN"
-       ]
-      }
-     ],
-     "prompt_number": 35
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 36,
-       "text": [
-        "2151.5702764976959"
-       ]
-      }
-     ],
-     "prompt_number": 36
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "pyout",
-       "prompt_number": 37,
-       "text": [
-        "<matplotlib.text.Text at 0x69e3890>"
-       ]
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFICAYAAACMWIDaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njBtYjDHGGGOd7H/CJQF+IuWyhwAAAABJRU5ErkJggg==\n"
-      },
-      {
-       "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAABJIAAAJHCAYAAADLzny5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAR8fH7y9vUlISMjxuLe3ty