Commits

Hernan Rojas committed 1178464

pandas 0.11 update

  • Participants
  • Parent commits c2460a9

Comments (0)

Files changed (12)

 Lessons
 -------
 
-* [Lesson 1 V2](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/01%2520-%2520Lesson.ipynb)
-* [Lesson 2 V2](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/02%2520-%2520Lesson.ipynb)
-* [03 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/03%2520-%2520Lesson.ipynb)
-* [04 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/04%2520-%2520Lesson.ipynb)
-* [05 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/05%2520-%2520Lesson.ipynb)
-* [06 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/06%2520-%2520Lesson.ipynb)
-* [07 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/07%2520-%2520Lesson.ipynb)
-* [08 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/08%2520-%2520Lesson.ipynb)
-* [09 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/09%2520-%2520Lesson.ipynb)
-* [10 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/10%2520-%2520Lesson.ipynb)
-* [11 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons/11%2520-%2520Lesson.ipynb)
+* [01 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C01%2520-%2520Lesson.ipynb)
+* [02 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C02%2520-%2520Lesson.ipynb)
+* [03 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C03%2520-%2520Lesson.ipynb)
+* [04 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C04%2520-%2520Lesson.ipynb)
+* [05 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C05%2520-%2520Lesson.ipynb)
+* [06 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C06%2520-%2520Lesson.ipynb)
+* [07 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C07%2520-%2520Lesson.ipynb)
+* [08 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C08%2520-%2520Lesson.ipynb)
+* [09 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C09%2520-%2520Lesson.ipynb)
+* [10 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C10%2520-%2520Lesson.ipynb)
+* [11 - Lesson](http://nbviewer.ipython.org/urls/bitbucket.org/hrojas/learn-pandas/raw/master/lessons%255C11%2520-%2520Lesson.ipynb)

File lessons/01 - Lesson.ipynb

 {
  "metadata": {
-  "name": "Lesson 1 V2"
+  "name": "01 - Lesson"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "Pandas version 0.10.1\n"
+        "Pandas version 0.11.0\n"
        ]
       }
      ],
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "Location = r'C:\\Users\\David\\.xy\\startups\\births1880.csv'\n",
+      "Location = r'C:\\Users\\hdrojas\\.xy\\startups\\births1880.csv'\n",
       "df = read_csv(Location)"
      ],
      "language": "python",
        "stream": "stdout",
        "text": [
         "Names     object\n",
-        "Births     int64\n"
+        "Births     int64\n",
+        "dtype: object\n"
        ]
       }
      ],
       },
       {
        "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAD9CAYAAADQ4VJrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAD9CAYAAADQ4VJrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYRwK1LYhBBCuBUpbEIIIdzK/wOfDtU3W+HmjAAAAABJRU5ErkJggg==\n"
       }
      ],
      "prompt_number": 19

File lessons/02 - Lesson.ipynb

 {
  "metadata": {
-  "name": "Lesson 2 V2"
+  "name": "02 - Lesson"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "Pandas version 0.10.1\n"
+        "Pandas version 0.11.0\n"
        ]
       }
      ],
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "Location = r'C:\\Users\\David\\.xy\\startups\\births1880.txt'\n",
+      "Location = r'C:\\Users\\hdrojas\\.xy\\startups\\births1880.txt'\n",
       "df = read_csv(Location)"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [
       {
+       "html": [
+        "<pre>\n",
+        "&ltclass 'pandas.core.frame.DataFrame'&gt\n",
+        "Int64Index: 999 entries, 0 to 998\n",
+        "Data columns (total 2 columns):\n",
+        "Mary    999  non-null values\n",
+        "968     999  non-null values\n",
+        "dtypes: int64(1), object(1)\n",
+        "</pre>"
+       ],
        "output_type": "pyout",
        "prompt_number": 17,
        "text": [
         "<class 'pandas.core.frame.DataFrame'>\n",
         "Int64Index: 999 entries, 0 to 998\n",
-        "Data columns:\n",
+        "Data columns (total 2 columns):\n",
         "Mary    999  non-null values\n",
         "968     999  non-null values\n",
         "dtypes: int64(1), object(1)"
      "metadata": {},
      "outputs": [
       {
+       "html": [
+        "<pre>\n",
+        "&ltclass 'pandas.core.frame.DataFrame'&gt\n",
+        "Int64Index: 1000 entries, 0 to 999\n",
+        "Data columns (total 2 columns):\n",
+        "0    1000  non-null values\n",
+        "1    1000  non-null values\n",
+        "dtypes: int64(1), object(1)\n",
+        "</pre>"
+       ],
        "output_type": "pyout",
        "prompt_number": 19,
        "text": [
         "<class 'pandas.core.frame.DataFrame'>\n",
         "Int64Index: 1000 entries, 0 to 999\n",
-        "Data columns:\n",
+        "Data columns (total 2 columns):\n",
         "0    1000  non-null values\n",
         "1    1000  non-null values\n",
         "dtypes: int64(1), object(1)"
         "count     1000\n",
         "unique       5\n",
         "top        Bob\n",
-        "freq       206\n"
+        "freq       206\n",
+        "dtype: object\n"
        ]
       }
      ],
        "output_type": "pyout",
        "prompt_number": 29,
        "text": [
-        "106817.0"
+        "106817"
        ]
       }
      ],
       },
       {
        "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAdkAAAEMCAYAAACItMyeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nK3cn5Q0CAAAAAElFTkSuQmCC\n"
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAdAAAAEMCAYAAAB0oedUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
       }
      ],
      "prompt_number": 30

File lessons/03 - Lesson.ipynb

      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 1
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Pandas version: 0.11.0\n"
+       ]
+      }
+     ],
+     "prompt_number": 2
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 3
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "html": [
+        "<pre>\n",
+        "&ltclass 'pandas.core.frame.DataFrame'&gt\n",
+        "Int64Index: 836 entries, 0 to 835\n",
+        "Data columns (total 4 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: datetime64[ns](1), int64(2), object(1)\n",
+        "</pre>"
+       ],
+       "output_type": "pyout",
+       "prompt_number": 4,
+       "text": [
+        "<class 'pandas.core.frame.DataFrame'>\n",
+        "Int64Index: 836 entries, 0 to 835\n",
+        "Data columns (total 4 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: datetime64[ns](1), int64(2), object(1)"
+       ]
+      }
+     ],
+     "prompt_number": 4
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Done\n"
+       ]
+      }
+     ],
+     "prompt_number": 5
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 6
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 7
     },
     {
      "cell_type": "markdown",
      "collapsed": false,
      "input": [
       "# Location of file\n",
-      "Location = r'C:\\Users\\David\\.xy\\startups\\Lesson3.xlsx'\n",
+      "Location = r'C:\\Users\\hdrojas\\.xy\\startups\\Lesson3.xlsx'\n",
       "\n",
       "# Create ExcelFile object\n",
       "xlsx = ExcelFile(Location)\n",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 8,
+       "text": [
+        "State             object\n",
+        "Status           float64\n",
+        "CustomerCount    float64\n",
+        "dtype: object"
+       ]
+      }
+     ],
+     "prompt_number": 8
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Data Types\n",
+        "State            object\n",
+        "Status            int32\n",
+        "CustomerCount     int32\n",
+        "dtype: object\n"
+       ]
+      }
+     ],
+     "prompt_number": 10
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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> 721</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-01-12</th>\n",
+        "      <td> GA</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>  86</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-01-19</th>\n",
+        "      <td> NY</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 441</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-01-26</th>\n",
+        "      <td> GA</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 992</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-02-02</th>\n",
+        "      <td> NJ</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 614</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            721\n",
+        "2009-01-12    GA       2             86\n",
+        "2009-01-19    NY       1            441\n",
+        "2009-01-26    GA       2            992\n",
+        "2009-02-02    NJ       2            614"
+       ]
+      }
+     ],
+     "prompt_number": 11
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 12,
+       "text": [
+        "array([NY, GA, NJ, fl, TX, FL], dtype=object)"
+       ]
+      }
+     ],
+     "prompt_number": 12
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 13
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 14,
+       "text": [
+        "array([NY, GA, NJ, FL, TX], dtype=object)"
+       ]
+      }
+     ],
+     "prompt_number": 14
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 15
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 16
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 17,
+       "text": [
+        "array([NY, TX, GA, FL], dtype=object)"
+       ]
+      }
+     ],
+     "prompt_number": 17
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 18,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x6cf0b90>"
+       ]
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAELCAYAAADTK53JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/weSeOT2kicY4QAAAABJRU5ErkJggg==\n"
+      }
+     ],
+     "prompt_number": 18
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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> 721</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> 441</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            721\n",
+        "2009-01-12    NY       1            368\n",
+        "2009-01-12    NY       1            103\n",
+        "2009-01-19    NY       1            441\n",
+        "2009-01-26    NY       1            408"
+       ]
+      }
+     ],
+     "prompt_number": 19
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 22,
+       "text": [
+        "MultiIndex\n",
+        "[FL  2009-02-02,     2009-02-09,     2009-02-16,     2009-03-02,     2009-05-18,     2009-06-08,     2009-06-15,     2009-06-22,     2009-07-06,     2009-07-27,     2009-08-03,     2009-09-14,     2009-09-28,     2009-10-19,     2009-11-23,     2009-11-30,     2010-01-04,     2010-01-11,     2010-02-01,     2010-02-15,     2010-03-15,     2010-03-22,     2010-04-12,     2010-04-19,     2010-04-26,     2010-05-03,     2010-05-10,     2010-05-17,     2010-06-07,     2010-06-21,     2010-06-28,     2010-07-05,     2010-08-30,     2010-10-11,     2010-10-18,     2010-10-25,     2010-11-01,     2010-11-15,     2010-11-29,     2010-12-27,     2011-01-03,     2011-01-10,     2011-01-24,     2011-02-07,     2011-03-07,     2011-03-14,     2011-03-28,     2011-04-04,     2011-04-18,     2011-04-25, ..., NY  2012-10-22,     2012-11-12,     2012-11-26,     2012-12-03, TX  2009-01-05,     2009-01-19,     2009-03-02,     2009-03-16,     2009-04-13,     2009-04-20,     2009-06-01,     2009-08-03,     2009-08-31,     2009-09-21,     2009-12-14,     2010-01-04,     2010-02-15,     2010-04-19,     2010-05-31,     2010-06-07,     2010-06-14,     2010-06-28,     2010-07-05,     2010-08-09,     2010-08-23,     2010-09-06,     2010-10-04,     2010-11-01,     2010-11-08,     2010-12-13,     2011-01-17,     2011-02-14,     2011-02-28,     2011-03-14,     2011-05-16,     2011-06-13,     2011-09-12,     2011-09-26,     2011-10-17,     2011-11-07,     2011-11-21,     2011-12-05,     2012-01-30,     2012-03-05,     2012-03-26,     2012-06-04,     2012-07-02,     2012-07-30,     2012-10-08,     2012-11-12]"
+       ]
+      }
+     ],
+     "prompt_number": 22
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 23,
+       "text": [
+        "Index([FL, GA, NY, TX], dtype=object)"
+       ]
+      }
+     ],
+     "prompt_number": 23
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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
     },
     {
      "cell_type": "markdown",
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "Daily.ix['FL'].plot()\n",
-      "Daily.ix['GA'].plot()\n",
-      "Daily.ix['NY'].plot()\n",
-      "Daily.ix['TX'].plot()"
+      "Daily.loc['FL'].plot()\n",
+      "Daily.loc['GA'].plot()\n",
+      "Daily.loc['NY'].plot()\n",
+      "Daily.loc['TX'].plot()"
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 25,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x5850bd0>"
+       ]
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEMCAYAAAAmgtofAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQat9V6r/i+AAAAAASUVORK5CYII=\n"
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEMCAYAAAAs8rYIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAENCAYAAAACHGKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n"
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAENCAYAAAACHGKEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmZSDZQAAAABJRU5ErkJggg==\n"
+      }
+     ],
+     "prompt_number": 25
     },
     {
      "cell_type": "markdown",
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "Daily.ix['FL']['2012':].plot()\n",
-      "Daily.ix['GA']['2012':].plot()\n",
-      "Daily.ix['NY']['2012':].plot()\n",
-      "Daily.ix['TX']['2012':].plot()"
+      "Daily.loc['FL']['2012':].plot()\n",
+      "Daily.loc['GA']['2012':].plot()\n",
+      "Daily.loc['NY']['2012':].plot()\n",
+      "Daily.loc['TX']['2012':].plot()"
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "pyout",
+       "prompt_number": 26,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x6d49530>"
+       ]
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAENCAYAAAAFcn7UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl8TNf7xz+RROwSW0gmpJVNiMS+FI0lthJBq/KlxFIt\n1WqpWvujioQuWm110SqNb0XxtVSJ2EZsibW2IEFENkEWCSEjmef3xzEjITOZ5d47S8779eqr5s69\n53POZOaZM5/7nOfYEBGBw+FwOFZHFVN3gMPhcDjiwAM8h8PhWCk8wHM4HI6VwgM8h8PhWCk8wHM4\nHI6VwgM8h8PhWClaA/z48ePh7OwMPz+/Mse/++47tGjRAq1atcKsWbPUx8PDw+Hp6QkfHx/ExMSo\nj58+fRp+fn7w9PTEtGnTBB4Ch8PhcMpDa4AfN24coqOjyxw7ePAgduzYgfPnz+PixYv4+OOPAQAJ\nCQnYuHEjEhISEB0djSlTpkCVYj958mT89ttvSEpKQlJS0gttcjgcDkd4tAb47t27w8nJqcyxH3/8\nEXPmzIG9vT0AoGHDhgCA7du3IzQ0FPb29nB3d4eHhwfi4+ORmZmJgoICdOzYEQAwZswYbNu2TYyx\ncDgcDqcUdvpekJSUhNjYWMydOxfVqlXDl19+ifbt2yMjIwOdO3dWnyeTyZCeng57e3vIZDL1cVdX\nV6Snp5fbto2NjQFD4HA4HE55RQn0vslaXFyM3NxcxMXF4YsvvsCIESME6ZwKIpLkv7Fjx1qlFh+f\nZWuZSpPrWbaeJvQO8DKZDMOGDQMAdOjQAVWqVMG9e/fg6uqK1NRU9XlpaWmQyWRwdXVFWlpameOu\nrq76ynI4HA5HT/QO8CEhIThw4AAAIDExEQqFAg0aNEBwcDCioqKgUCiQnJyMpKQkdOzYEY0bN0ad\nOnUQHx8PIkJkZCRCQkIEH4i+uLu7W6WWKTT5+Cxfk+tZtp4mtHrwoaGhOHToELKzs+Hm5oZFixZh\n/PjxGD9+PPz8/FC1alX88ccfAABfX1+MGDECvr6+sLOzw6pVq9Se+qpVqxAWFoZHjx5h4MCB6N+/\nv/gjq4DAwECr1DKFJh+f5WtyPcvW04TWAL9hw4Zyj0dGRpZ7fO7cuZg7d+4Lx9u1a4cLFy4Y0D0O\nh8PhGIreWTSmoF69esjNzTV1NzhmipOTE3JyckzdDQ7H7LAhbbdgJcbGxqbcO8KajnM4AH9/cDia\nPgO8Fg2Hw+FYKTzAczgVIJfLrV6T61m2niZ4gOdwOBwrhXvwHIuHvz84lR3uwXM4HE4lgwd4Afjz\nzz/Rvn171K5dGy4uLhg4cCCOHj1qcHsLFy7EW2+9JWAPjSczMxMTJkyAi4sL6tSpgxYtWmDhwoUo\nLCwUVdccXgvuwXM9c9fTBA/wRvL111/jo48+wvz583Hnzh2kpqbivffew44dO0zdNUEoKSlBTk4O\nunTpgqKiIsTFxSE/Px979+7F/fv3cf36dVN3kcPhaILMCE3dMbNuqsnLy6NatWrR5s2by31+7Nix\nNH/+fPXjgwcPkkwmUz+OiIggV1dXql27Nnl7e9P+/ftp9+7dVLVqVbK3t6datWpRQEAAERGlp6fT\n4MGDqV69euTh4UGrV69Wt7NgwQJ6/fXXafTo0VS7dm3y8/OjxMREWrp0KTVq1IiaNm1KMTExZfo9\nfvx4atKkCbm6utL8+fOppKSEiIh+//136tq1K3300UdUv359mj9/Ps2bN49at26t9bU4evQotW/f\nnurWrUsdOnSgY8eOqZ9r1qwZ7du3r0x/R48eTUREycnJZGNjQ+vWraOmTZtSgwYNaMmSJUREGl+L\n5zHX9weHIxWaPgN8Bm8Ex48fx+PHjzF06NByn7exsdFY4/7q1av44YcfcOrUKeTn5yMmJgbu7u7o\n378/5s6di5EjR6KgoABnz54FAIwcORJNmzZFZmYmNm/ejLlz5+LgwYPq9nbu3IkxY8YgNzcXbdq0\nQVBQEAAgIyMDn376Kd555x31uWFhYahatSquX7+Os2fPIiYmBr/++qv6+RMnTqB58+a4c+cO5s2b\nh3379qkriJZHTk4OXnvtNXz44YfIycnB9OnT8dprr6lXHz//OpT3mhw9ehSJiYnYv38/Fi1ahKtX\nr2p8LTgcjm5YRYC3sRHmP33Jzs5GgwYNUKWK5peRNGR32NraoqioCJcuXcKTJ0/QtGlTvPzyy+pr\nSl+XmpqKY8eOYdmyZahatSr8/f0xceJEdaE3AOjRoweCgoJga2uL119/HdnZ2Zg9ezZsbW3x5ptv\n4ubNm8jPz0dWVhZ2796NFStWoHr16mjYsCE+/PBDREVFqdtycXHBe++9hypVqqBatWrIyclBkyZN\nNI7xn3/+gbe3N0aNGoUqVapg5MiR8PHxwd9//63za7JgwQI4ODigdevW8Pf3x7lz58p9LUwB9+C5\nnrnracIqAjyRMP/pS/369XHv3j0olUq9r/Xw8MA333yDhQsXwtnZGaGhocjMzCz33IyMDNSrVw81\na9ZUH2vatGmZnbEaNWqk/nf16tXRoEED9Uy5evXqAIAHDx4gJSUFT548QZMmTeDk5AQnJye8++67\nuHv3rvp6Nze3F8aZkZGhcSwZGRlo2rRpmWPNmjXTuHNXeTRu3Fj97xo1auDBgwc6X8vhcMrHKgK8\nqejSpQscHBywdevWcp+vWbNmmSyT27dvl3k+NDQUhw8fRkpKCmxsbDBr1iwAL1oYLi4uyMnJKRP0\nbt26VWYrRF1xc3ODg4MDsrOzkZubi9zcXNy/f79Mtc/n9fv06YOtW7dqnEm7uroiJSWlzLGUlBT1\nxi41a9bEw4cP1c89/zpowxy2ceTlgrmeuetpggd4I6hbty4WLVqE9957D9u3b0dhYSGePHmC3bt3\nY9asWQgICMCuXbuQm5uL27dv45tvvlFfm5iYiAMHDqCoqAgODg6oVq0abG1tAbDZ7M2bN9UB1c3N\nDV27dsWcOXNQVFSE8+fPY82aNRg9erTefW7SpAn69u2L6dOno6CgAEqlEtevX0dsbKzGa6ZPn478\n/HyMHTsWt27dAgCkp6djxowZuHDhAgYOHIjExERs2LABxcXF2LhxI65cuYJBgwYBAAICAhAVFYXi\n4mKcOnUKW7Zs0TlwP/9acDgc3eEB3kimT5+Or7/+GosXL0ajRo3QtGlTrFq1CkOHDsVbb70Ff39/\n9c3TkSNHqgNbUVER5syZg4YNG6JJkya4d+8ewsPDAQBvvPEGAGaNtG/fHgCrzX/z5k24uLhg2LBh\nWLRoEXr16gWg/Ju52h7/8ccfUCgU8PX1Rb169fDGG2+oZ9XlteXk5IRjx47B3t4enTp1Qp06ddCn\nTx84OjrCw8MD9erVw86dO/HVV1+hQYMG+PLLL7Fz507Uq1cPAPD555/j+vXrcHJywsKFCzFq1Cit\nfS1Nea+F1HAPnuuZu55GtKXejBs3jho1akStWrV64bkvv/ySbGxsKDs7W31s6dKl5OHhQd7e3rRn\nzx718VOnTlGrVq3Iw8ODPvjgA71TfSroJqeSI/b74+DBg6K2bw6aXM+y9TTGTm0XxcbG0pkzZ14I\n8Ldu3aJ+/fqRu7u7OsBfunSJ/P39SaFQUHJyMjVv3pyUSiUREXXo0IHi4+OJiGjAgAG0e/du/TrJ\nAzxHC/z9wansaPoMaLVounfvDicnpxeOT58+HcuXLy9zbPv27QgNDYW9vT3c3d3h4eGB+Ph4ZGZm\noqCgAB07dgQAjBkzBtu2bRPgtweHw+FoJiXFsOw4a0JvD3779u2QyWRo3bp1meMZGRllsjpkMhnS\n09NfOO7q6qpX+hyHY2q4B2+Zer16AadOSadXGnPx4PXak7WwsBBLly7F3r171cdI4K/IsLAwuLu7\nAwAcHR0REBAAJycns0iX45gnql+Zqg+VKkVNqMcqxGqfPxb+cWEhcOOGHDt3Ah06mL4/Qj+Wy+VY\nu3YtAKjjZXlUWA/+5s2bGDx4MC5cuIALFy6gT58+qFGjBgAgLS0Nrq6uiI+Px++//w4AmD17NgCg\nf//++Oyzz9CsWTP07NkTly9fBsCyQQ4dOoSffvrpxc7wut4cDkcA/v0XaNMGWL4cmDnT1L0RH0Hq\nwfv5+SErKwvJyclITk6GTCbDmTNn4OzsjODgYERFRUGhUCA5ORlJSUno2LEjGjdujDp16iA+Ph5E\nhMjISISEhAg2MA7H0tiyhXvDYnPlCvv/c+vvKh1aA3xoaCi6du2KxMREuLm5qWfpKkrbJr6+vhgx\nYgR8fX0xYMAArFq1Sv38qlWrMHHiRHh6esLDwwP9+/cXYSj6IaVHZu0eLh+f7mRmAq+/Dly9Kp2m\nLlib3pUrQKtWzwK8tY1PV7R68Bs2bNB68Y0bN8o8njt3LubOnfvCee3atSuzFJ7DqawcPsz+f/w4\n4ONj2r5YM5cvA/36ATExpu6JabGIPVk5HGth6lRg1y4gKAj4+WdT98Z68fcHvvoKGD4cuH/f1L0R\nH74nK4djBsTGAh9/zGbwHHEoKQGSkoDOnQGlEsjLM3WPTEelDfCW6uGaoyYfn25kZwM3bwLjxgE3\nbgD5+eJr6oo16aWkAA0aALVqAc2ascfWND59qLQBnsORmiNHgC5dgOrVWQrfiROm7pF1cuXKs/sb\nqgBfWeEePIcjETNmAPXqAfPmAZ98AtSpA8yfb+peWR9ff82C+rffAlOmAC1aAO+/b+peiQv34Dkc\nE3PoENCjB/t3ly7chxcLPoN/RqUN8Jbo4ZqrJh9fxeTns8DztOYeOncG4uI0L3iyds9YTL3Ll18M\n8NY0Pn2otAGew5GSY8eA9u0BBwf2uEkToHZtIDHRtP2yRq5cYbYMwGfw3IPncCRgzhzA3h5YtOjZ\nsdBQoH9/YOxY0/XL2rh3D/DwAHJzARsbICOD3dDOyjJ1z8SFe/AcjgmJjQVefbXsMe7DC4/Kf1dV\nUWncmC10evTItP0yFZU2wFuah2vOmnx82iksZNUNO3cue1xbgLd2z1gsvdI3WAGgShVAJgM2bxZH\nTxPcg+dwKgnx8UDr1kDNmmWP+/sD168DBQWm6Zc1Utp/V9GsGfB0T/lKB/fgORyRWbiQWQTLlr34\nXLduzJfv1Uvyblklr70GTJoEDBny7Nj48ezX0ttvm65fYsM9eA7HRJTnv6vgPrywPG/RAJU7k6bS\nBnhL8nDNXZOPTzMKBStJ8Mor5T+vKcBbiycupd7jx0B6OvDyy2WPN2sGnDghvJ42uAfP4VQCTp4E\nvLyAunXLf76iBU8c3UlMZMHd3r7sce7Bmwncg+dYG+HhwJ07wIoVms9p1gzYtw/w9JSuX9bIX38B\nUVHA//5X9viNG0DPntZt0xjkwY8fPx7Ozs7w8/NTH5s5cyZatGgBf39/DBs2DPdLVdMPDw+Hp6cn\nfHx8EFNqK5XTp0/Dz88Pnp6emDZtmhDj4XAsgtjYZ/VnNMF9eGEoL4MGYGmSmZlAcbH0fTI1WgP8\nuHHjEB0dXeZY3759cenSJZw7dw5eXl4IDw8HACQkJGDjxo1ISEhAdHQ0pkyZov5GmTx5Mn777Tck\nJSUhKSnphTZNgaV4uJagycdXPsXFrERBt27azysvwFuDJy61XukaNKWpWhWoW1eO9HTBJTViER58\n9+7d4eTkVOZYUFAQqlRhl3Xq1AlpaWkAgO3btyM0NBT29vZwd3eHh4cH4uPjkZmZiYKCAnR8WmVp\nzJgx2LZtmxhj4XDMin//ZbPHhg21n9e5M5/BC0F5GTQqnJ2t26LRhNZNtytizZo1CA0NBQBkZGSg\nc6mlejKZDOnp6bC3t4dMJlMfd3V1RbqWr9KwsDC4u7sDABwdHREQEIDAwEAAz74VhXgcGBgoaHvm\n9piPz/SP16yRw8MDALSf37VrIK5dA3bvlqN6ddOMz9L1lErg8mU57t4Fynu9W7cORHS0HEqlZY7v\n+cdyuRxr164FAHW8LBeqgOTkZGrVqtULxxcvXkzDhg1TP546dSqtX79e/XjChAm0efNmOnXqFPXp\n00d9PDY2lgYNGlSulg7d4XAshiFDiDZs0O3crl2JDhwQtz/WzM2bRK6ump+fPZvo88+l64/UaIqd\nBqVJrl27Frt27cJ///tf9TFXV1ekpqaqH6elpUEmk8HV1VVt46iOu7q6GiIrKKpvQ2vTMoUmH9+L\nKJXA4cMV32BV8bwPL/Vraul6mvx3FUVFckktGlN8JspD7wAfHR2NL774Atu3b0e1atXUx4ODgxEV\nFQWFQoHk5GQkJSWhY8eOaNy4MerUqYP4+HgQESIjIxESEiLoIDgcc+PSJbY9n4uLbudzH944NGXQ\nqKisHrxWT2TkyJHUpEkTsre3J5lMRr/99ht5eHhQ06ZNKSAggAICAmjy5Mnq85csWULNmzcnb29v\nio6OVh8/deoUtWrVipo3b07vv/++3j8zOBxL4/vvicaP1/38tDSiBg2IlErx+mTNvPMOe801cekS\nkZeXdP2RGk2xky904nBE4M03gYED9dvMo2lT4MABPL0xy9GHV18F/u//gN69y3/+4UOgQQNWullV\nK96a4MXGnsPcPVxL0uTjKwsR22BbU4ExTZT24S3dE5daT1uKJACcPClHzZpsVbEUWKwHz+EYw44d\n1l22FQCSktjimmbN9LuO+/CGkZPDyjFXdL+jMlaV5BYNR1JmzAD++1+2dNwafyoDwK+/AnI5sH69\nftfFxQFTpgBnzojSLavl2DHgww9Z1U5tDBvG9sF94w1p+iUl3KLhmAVnzrANkJOSTN0T8Th0SPf0\nyNK0acMqIj58KHyfrJmK7BkVlXEGX2kDvDl7uJamqauWUgmcPQv07cuKcEmhKQT6amnb4EMbDg5s\na7+TJy3fE5dSr6IUSZWelAGee/CcSkdyMlCnDjB8OFsEZI2kpLCNJ7y8DLue+/D6U9EiJxWVcQbP\nPXiOZGzeDERGsr1JBwxgAd/aiIxkN5I3bTLs+k2bnrXB0Q1PT/Z6VTSLP3MGGDcOOHdOmn5JCffg\nOSbnzBmgbVvA25v5zKUqW1gNhqRHlqZLF77Dkz4UFbH3kS5rByrjDL7SBnhz9nAtTVNXLVWAt7EB\nunc3zqYxx/EBum3woQ2ZjHnxGzborikElurBX7sGuLu/uE1feXr16rEa/aX2KBIN7sFzKhVEzwI8\nwIKgsTdazY3MTODePaBVK+Pa6dyZ1bLhVIyu/jvAJhaVbRbPPXiOJKSlAe3asc2PbWxYsB89GkhI\nMHXPhGPjRpbjb6x//vXXwPXrwA8/CNMva2bxYmb3Pd1YrkIGDgQmTwYGDxa3X1LDPXiOSSltzwCA\nvz+QkYGnGzRYB4amRz6PyofnVIyuOfAqKtsMvtIGeHP1cC1RUxet0vYMANjaAl27AkeOiKcpFLpq\nGeu/q2jbFrh0SS7pgidL9eB1tWhUelIFeO7BcyoVzwd4gN1otRYfPjubBY42bYxvy8EBePll4NQp\n49uyZpRK4OpV/Wfwt26J1ydzg3vwHEmQyVjWzEsvPTt29CjwwQfA6dOm65dQbNsG/PQTEB0tTHsf\nfcQ2qZg9W5j2rJHUVKBTJ2b16cqxY8D06dZngXEPnmMysrLYjbDn9wZu357NwPLzTdItQRHKnlHB\nffiK0SeDRgX34Esxfvx4ODs7w8/PT30sJycHQUFB8PLyQt++fZGXl6d+Ljw8HJ6envDx8UFMTIz6\n+OnTp+Hn5wdPT09MmzZNhGHojzl6uJaqWZHW2bNlb7CqcHBgQf7YMeE1hUQXLaEDPCDH8ePSLXiy\nRA9elxo0z+s1aQLk5rJyEmJiER78uHHjEP3cb86IiAgEBQUhMTERvXv3RkREBAAgISEBGzduREJC\nAqKjozFlyhT1T4bJkyfjt99+Q1JSEpKSkl5o09pQKq1zObShlOe/q7CGfPj791mw6dBBuDYbNgTs\n7KyznINQ6JtBAwBVqgCurta5irpcKtrrLzk5mVq1aqV+7O3tTbdv3yYioszMTPL29iYioqVLl1JE\nRIT6vH79+tHx48cpIyODfHx81Mc3bNhA77zzjl77Cloax44R2dkRXbhg6p6YB8OHE/35Z/nP7d1L\n1K2btP0Rml27iAIDhW93+HCi9euFb9daCAwkionR/7qePdn7zprQFDvt9P1CyMrKgrOzMwDA2dkZ\nWVlZAICMjAx07txZfZ5MJkN6ejrs7e0hk8nUx11dXZGenq6x/bCwMLg/NWsdHR0REBCAwMBAAM9+\n9pj74/T0QNSqBbz5phzffQf06mVe/ZP68dmzgVi8uPzni4vZ848eAfHx5tFffR/HxgaiRw/h22/U\nSI4tW4BRo8xrvOby+Px5OXJzAUC/65s1C0RKiun7b8xjuVyOtWvXAoA6XpZLRd8Mz8/gHR0dyzzv\n5ORERERTp06l9aWmGxMmTKDNmzfTqVOnqE+fPurjsbGxNGjQIL2+hcTg4MGDorX9+edEs2YRvfIK\n0apV4mppQkpNbVo5OUS1ahEVF2u+vmNHIrlcOE2hqUira1eiffuE1zx6lKhdO2Hb1aYnJcbq5eay\n95VSqb/eggVEn35qlLxeelKgKXbqnUXj7OyM27dvAwAyMzPRqFEjAGxmnlrK2EpLS4NMJoOrqyvS\n0tLKHHd1ddVX1qK4cQNo3hz4+We20/u9e6buken491+2atXWVvM5PXpYbn34wkJ2v6VLF+HbbtuW\nZYoUFgrftqVz5QqrSmrIto/Nm7PrKwN6B/jg4GCsW7cOALBu3TqEhISoj0dFRUGhUCA5ORlJSUno\n2LEjGjdujDp16iA+Ph5EhMjISPU1pkT1s0cMbtxgC1VatgTefReIihJPSxNijk8fLW03WFUYcqPV\nXMYXF8d2YapRQ3jNatVY4TIpFjxJ+XoKoafvDdbSej16sLLOYmYoSf16akJrgA8NDUXXrl1x9epV\nuLm54ffff8fs2bOxd+9eeHl54cCBA5j9dCWGr68vRowYAV9fXwwYMACrVq2CzdOv11WrVmHixInw\n9PSEh4cH+vfvL/7ITEhy8rMFPfPmAefPV94NHHQJ8K+8wgLlkyfS9ElIhE+PLAvPhy8ffVIkn6dZ\nM6BWLeDiRWH7ZJZIahRVgJTdEcsjKyoiqlqVSKF4duzrrw+SmxtRfr4okuViLh61jw/RuXMVt+Hn\nRxQfL4ym0GjTCgxkWTRiaUZFEYWECN++Jj2pMFZvyBCizZsN13v7baJvvjGqC3rpiY2m2MlXsgpM\nSgrLsy29AUGbNkCfPsCnn754PhEruDViBDB1qnT9lIIHD9jroctMyxJ9+KIitkF2167iaaj2aOUV\nPMpiyCrW0vTuDezfL1x/zBVei0ZgYmLYnqPPv3mys5kn//ffbEHM48dAVBSwciULhAMHsp/7Z86Y\npt9icPQoq6ly4kTF527cCPz5J7B9u/j9EgopaukQsQnD0aNl6/hUZhQKtnn7/ftsNbQh3LnDNka/\nd48tKLN0eC0aiVDdYH2e+vWBL78E3n4bmD+f+YAbNwJLljA/cdYs/YomWQK6+O8qundnv2SUSnH7\nJCSHDonrvwMsS4T78GW5fh1o2tTw4A4AjRqxNqyh0J02Km2AVy0aEJryArxKa9QoICCAzTxiY4Hd\nu4EBA9jy6UaN2CxfqBuNYo1PHy19AryLC1Cvnu47PJnD+ITa4KMizS5dmE0jJlK+nsbqGWLPlKfX\nq5d4No3Ur6cmKm2AF4vSGTTPY2MDrF0LfPcdy+Etja0tqz/ydGGwVaBPgAcsqz58cTErktatm/ha\nnTszi4bDMCaDpjS9ewMHDhjfjjnDPXiBadcO+PFHoGNH/a9t3x5Ytcqwa82Nx4/ZjDwnB6hWTbdr\n1q5l9dSjokTtmiCcOgWEhUmTaldUxL4ox44FPvlEfD1zZ8wYoGdPYNw449q5f5/tU3D3ru7vUXOF\ne/ASocmD1wUXF+vx4S9cYDex9PngqDJpLOE7/tAh8eyZ53FwYDfvf/wRWL1aGk1d2b0b2LBBWk1j\nM2hU1K3LEh/Etr9MSaUN8GJ4ZLm57Kd7/fqGaQkZ4E3tUZ85o//2dS+9xGysGzcM0xSL8rTEXuD0\nvKarK7B3L7BwIbBpk/h6uvLrr+yXl1R6RIaVCdakJ1a6JPfgrZDkZDZ7N6Q+BmBdM3jVJh/6YGNj\nGT68Usl+aYidQfM8Hh7Arl1svUSp/XRMRkkJcPAgS4OVKvspIwOoWRNwchKmvV69rNyHl2ihlU6Y\nWXf0ZtMm41Ydrl5NNH68cP0xJR06EB05ov91q1YRhYUJ3x8hOXeOyNPTdPqHDxM1aMD2HTAlcXFE\nrVoRvfQS0eXL0mju3Uv06qvCtVdYSFSzJtH9+8K1aQo0xU4+gxcQbRk0umAtM/gnT9jNR39//a+1\nhBWtYtszFdGtG/DHH0BICKtzZCpiYoC+fVmWj1R5+obYM9qoXp0lNZj7r0ZDqbQBXgyPTNMN1srm\nwV++/Kygk760aMHuZWjZE6ZcTTF5XkuKAF/R+AYMAL79lv3/8mXx9cpj714gKAjo1AmIjxdfDzA8\nRVKbnhjpktyDt0KMyaABrGcGr2/+e2mqVGE+vLnO4olMP4NXMXIkEBHB+vLrr9JmHxUUsPssPXpY\n9gweEHfBk6nhefAC4uXFaqkYughDqWRphQUFxi3DNjUffMBm8DNmGHb911+z5eg//CBsv4Tg6lVm\nS6SkmLonz7h8GQgNZTdhf/mFrT8Qm5072d/pwAGWp1+vHqvvUrOmuLqurmyBWbNmwrVZXAw0aAAk\nJbHFhpYIz4MXmZIS9qHXtj1iRVSpAjRuDDzdMMtiMWYGD5h3Jo25zN5L06IFm0G7ubFSGIcOia+p\nsmcANhnx8xO/rkt+PpCXx8YpJHZ27D138KCw7ZoDlTbAC+2RpaezWUD16sZpCWXTmMqjLilhW9jp\nmwNfmjZt2JdldrZummJTWkuqAK/v+KpVA1asYNtEhoaygnb61DXSV091g1WFvjaNIX+/q1dZiY8q\nBkStivSETpe0eA8+PDwcLVu2hJ+fH/7zn/+gqKgIOTk5CAoKgpeXF/r27Yu8vLwy53t6esLHxwcx\n5pDEKzB/38VFAAAgAElEQVTGZtCosHQfPimJFU5zdDS8DTs7VmDL3OqvEEm7gtUQBgxg3vjp02xW\nqsuiMX1JS2PL+0t/iUvhwwu1grU8rLY+vCE5l8nJyfTSSy/R48ePiYhoxIgRtHbtWpo5cyYtW7aM\niIgiIiJo1qxZRER06dIl8vf3J4VCQcnJydS8eXMqKSnROZfTElizhuitt4xv5733iFauNL4dU/Hf\n/xK9/rrx7SxeTDRjhvHtCElyMpGzM5FSaeqeVExJCduxqEEDoshIYdtes4ZoxIiyx27cIGrSRNzX\nZs4cokWLxGm7pIS9Vikp4rQvNppip0Ez+Dp16sDe3h6FhYUoLi5GYWEhXFxcsGPHDowdOxYAMHbs\nWGzbtg0AsH37doSGhsLe3h7u7u7w8PDACV12gbAgjM2gUWHpM3hj/XcV5ujDq+wZQ1cqS0mVKsC0\nacC+fWzPgdGjmYctBKX9dxXu7syeS0sTRqM8xMigUVGlinWuajVoL5N69ephxowZaNq0KapXr45+\n/fohKCgIWVlZcHZ2BgA4Ozsj62nt24yMDHTu3Fl9vUwmQ7qGROewsDC4P71T6ejoiICAAPUO5Spf\nS4jHpT0yIdpLTgbc3OSQy198/nlNbe3l5wOZmeY3Pm2PS2vu3w9ERBjffseOwIUL8qc1881jfBs3\nyuHhAQDi6gk9vtOnAzF9OuDtLcennwJTphiup1QC+/YFIjy87PM2NoCHhxy//QYsXCjO+E6flmPQ\nIMCQ118XPZlMjj//BMLC9G9fiPHp2/7ap0WA3LVldhjyc+DatWvUokULunfvHj158oRCQkIoMjKS\nHB0dy5zn5ORERERTp06l9evXq49PmDCBtmzZovPPDDEQelPcLl2IYmON19qzh6hPH+P7Y4pNqZVK\nIkdHoqwsYdrt3p0oJka7phSotDw8iM6fl1ZTSP73P6JGjYg+/5youNgwvTNniLy8yn9uyRLdbTV9\nx6dQEDk4ED16pNdleuklJRG5uAhjM1n0ptunTp1C165dUb9+fdjZ2WHYsGE4fvw4GjdujNtPc/wy\nMzPRqFEjAICrqytSU1PV16elpcHV1dUQacFQfSsKhTaLRh8toSwaoceni9bNmywP+umf3Wi02TRS\njy8j49m+ulJpCs3Qoezm6/79zI4o9ZHUWa88e0aFPjda9R3fjRusdruhddt10WvenN3gv3rVMA19\n9aTAoADv4+ODuLg4PHr0CESEffv2wdfXF4MHD8a6desAAOvWrUNISAgAIDg4GFFRUVAoFEhOTkZS\nUhI6WsOuFk8pLGT5uU2aGN+WJXvwQvnvKnr0MB8f/vBh9oVTxcITi2Uy5ssPGMA2mNm8Wb/rtQX4\nDh2Af/8VbtvJ0oiZQaPCxsb6fHiD3q7+/v4YM2YM2rdvj9atWwMAJk2ahNmzZ2Pv3r3w8vLCgQMH\nMHv2bACAr68vRowYAV9fXwwYMACrVq2CjYnvVJX2yIwlOZndZNL04ddHy8kJePSIfWkYg5Dj01VL\n6ADftSubcRYVadaUArlcLnl6pJjjs7UFZs8G/v6b/f/tt4Ho6Ir1Hj1iM3RNk9PatVmqsC4F0PQd\nn7Hb9OmqJ1S6pJTvT20YPB/55JNPcOnSJVy4cAHr1q2Dvb096tWrh3379iExMRExMTFwLJUMPXfu\nXFy7dg1XrlxBv379BOm8uSBUBg3AZhEuLkBmpjDtSYnQAb52bTZrO3lSuDYNxRxXsBpLx44sZ16h\nYEH+zBnt5x8+zCqE1q2r+Ryx8uHFzKApTa9egFzOMoKsAQv/wWk4QnpkFS1y0ldLCJtGao+aiM22\nhQzwgGabRsrxtWoViNRUVgZAKqQaX+3awLp1wLJlgejXD/jqK82bd2izZ1ToGuD1Hd/Nm8aVAdFV\nz8WF3UM6d85wLX30xKbSBnghEXIGD1imD6/qr9D3zs3Bhz9yhNlFdgYlFVsG//kP25lpyxagf//y\nf0HqEuANKR2sC1lZrE6TFFhTdclKG+CF9MgqCvD6agkR4KX2qFX2jNC3Vrp1Y5siFxe/qCkV//2v\nXHJ7RmoPVy6X46WX2Jdply7sb7lz57Pns7LYLLqi3IgWLdi52uoIqfT0wdgAr4+eEPXhLd6D5zxD\nqDo0KizRgxfaf1fRoAHL/DD2J7MxnDtnff67JuzsgM8+A/76C3jvPeD994HHj9mMNjCw4l8xtrYs\nm0bIWXxREfDggXD7sFZEYCCrg6RQSKMnJrwevJEQsZ2LMjK033zSh8hIYM8eYP16YdqTgiFDgLfe\nAl5/Xfi2J08GPD2B6dOFb7si7t9ntlN2tmXX6DeE3FzgnXdYiqKzMzBsGDBlSsXXzZv37ItCCFJT\nmbdf0S5fQtKuHfDNNyw11hLg9eBF4s4dViJYqOAOWKYHL9YMHgB69jRdbvLRo8yWqGzBHWAz5o0b\n2Rfr6dOArslvQmfSSOm/qxBjGz9TUGkDvFAemS72jLV78Fu3ylFQIKxNVZrevVmKXumfzFKNLzYW\naNpUGq3SmMKDLw8bG2DcOPYLpnlz3drq1IndsNWUjaNNrzxu32a/IIxB39fT2But3IO3EoTOoAEs\nbwZ/7Zo4N1hV1K/PtkM8flyc9rURGws8XctXqdFnBW+jRmz2n5gojHZWlvEBXl+6d2e/Sh8+lFZX\naLgHbySLF7M3QXi4cG2qfP3bt1mesrkTHg7cu8dyqMVi3jz2/yVLxNN4nsJCFqzu3AFq1JBO1xr4\nz3/Yjk9hYca3tXQp26dYyM+YLnTvznbGsoR1mdyDFwmhM2gAy1vNevaseP67iqAgloctJcePs5Wb\nPLjrj5A+vBAWjSFYgw9faQO8UB6ZLhaNIVrG2jRSeoBHj8pFD/BdurDl6qr8ainGpypPYAo/1Vw8\neEOpaMGTPnpCWDSGjM+YujTcg7cSxPDgAcvx4fPygJwc5pGLiYMD+8ks5YzKGuvPSEVAAPPghfCw\nTZFFA7AvqcRE9v62VLgHbwQKBfPIHzwA7O2FbXvGDFZ++OOPhW1XaORy5o9LsUH2t98CFy8Cq1eL\nr1VUxG7uZmQAdeqIr2eNdOkCREQYX4XTxwf43/8AX19h+qUP/fuztQBDh0qvrQ/cgxeBW7fYTFvo\n4A5YzgxezPz35+nbF4iJYTehxebkSRZYeHA3HKHq0pgii0aFpdelqbQBXgiPTFd7xpo9+DNngBo1\npNHy8WFlXJOSxB9faXuGe/CGoe1Gq656jx8zm8fYMgWGjs/QG61S/v1OndL8XKUN8EIgRgaNCkua\nwYvtv6uwsXk2ixeb2FhpN/iwRlQB3phfXHfusFRVU+2kFRDAsnjM9bNIVEGFT0M3ec3NzaXhw4eT\nj48PtWjRguLi4ig7O5v69OlDnp6eFBQURLm5uerzly5dSh4eHuTt7U179uzRa+NYc+WTT9hGw2KQ\nmEjUvLk4bQvFgwdE1auzDZGl4s8/iYKDxdV48oSodm2ie/fE1bF2lEq2yfetW4a3ceIEUdu2wvXJ\nEIYOJVq/3rR90ERiIlHTpgJvug0A06ZNw8CBA3H58mWcP38ePj4+iIiIQFBQEBITE9G7d29EREQA\nABISErBx40YkJCQgOjoaU6ZMgVLbOmYLQawMGoDdYM3IkMZvNpSLF1l5WDHuQWiiTx92Y1eMfT9V\nnD0LNGvGbrJyDMfGxvh8+Nu3TZNBUxqhtvETg1On2N66mjAowN+/fx+HDx/G+PHjAQB2dnaoW7cu\nduzYgbFjxwIAxo4di23btgEAtm/fjtDQUNjb28Pd3R0eHh44ceKEIdKCIYRHpqtFY4hWrVoscN6/\nr3+/DNXUlxs3AA8Paf3Ghg2Z5k8/iaf5vD3DPXjD0RTgddUT6garMeNT3WjVZ7Il1d/v5ElWnlkT\nBu1Rk5ycjIYNG2LcuHE4d+4c2rVrh2+++QZZWVlwfvrXcHZ2RlZWFgAgIyMDnTt3Vl8vk8mQrqH2\nZ1hYGNyf7s3l6OiIgIAA9fZXqhfNXB5fvSp/utpU+/kq9G3f0VGObduAsDDzGO/zjw8ckJfxRqXS\nDwoKxMmT4rV/6FAgRo82/u/HH8vh4ADExxt+fVwc0Lixacfz6quBePIE2LBBDhcX83h95XI51q5d\ni927gf793aERQ3yfkydPkp2dHZ04cYKIiKZNm0bz588nR0fHMuc5OTkREdHUqVNpfSkTa8KECbRl\ny5YX2jWwOyYhN5eoVi3mM4pFr15Ee/eK176xTJpEtGqV9Lr79xN16iRO2yUlRE5ORBkZ4rRf2cjP\nJ6pZk6ioyLDrp04l+uYbYftkCKNGEf38s6l7UZYnT1gMys0V2IOXyWSQyWTo8PS3weuvv44zZ86g\ncePGuH37NgAgMzMTjRo1AgC4uroiNTVVfX1aWhpchd68U2JU9oxYFRQB88+kuXmTedVS88orwKVL\nbEMKobl4ke0i1aSJ8G1XRmrXZvepzp837HpT5sCXpl8/YPduU/eiLJcvsxjh6Kj5HIMCfOPGjeHm\n5obEp/VA9+3bh5YtW2Lw4MFYt24dAGDdunUICQkBAAQHByMqKgoKhQLJyclISkpCx4o2dxSZ539+\n64s+N1gN1TImwBs7Pl1Q7XQvhVZpHBwAX1+5KGULDh16MT1S6vGZQlNMvfIWPOmqJ1SZAmPHN2AA\ny4d//FgaPV2oyH8HDPTgAeC7777DqFGjoFAo0Lx5c/z+++8oKSnBiBEj8Ntvv8Hd3R1//fUXAMDX\n1xcjRoyAr68v7OzssGrVKtiIOfWVADEzaFS4uDAdc0SpZCt5mzVjucpS064dqy45fLiw7cbGAsHB\nwrZZ2encmWU+vfee/teaqpLk8zRoAPj5sQmAuZQP1iXA81o0BjJlCksRfP998TQ2bWKbH2/aJJ6G\nody+zTbCMEVwB5iVMngw+wIUaq5AxGaLJ06YxnqyVi5dAkJC2ApkfXF0ZH/jevWE75e+RESwfWG/\n+87UPWF06MD2jX3lFV6LRnCkmsGbqwevsmdMRcuWrCDY9evCtZmYyPbX5cFdWHx82ERAVepZVx4/\nBh49Mr5MgVAMGgT8/bd5rE0pKgISEoA2bbSfV2kDPPfgjaN0gDeFR33okFzwTUAOHSq/PDD34I3D\n1pbNNkv78LroZWWxMgVC/EITYnwtW7L/X7okjZ42zp9n60Eq2oym0gZ4YygpYf6z2DPYJk3Yrk7m\nMGN4HlPP4AHh69IcOMBqznOEx5AVreaSQaPCxobN4nfuNHVPdPPfAe7BG0RqKssMkMI+qV+fWQfm\ntmz+3XeZBz9liun6kJUFeHuz/WDtDE4XYFy/zv6mV6+a32ttDfz9N/D998CePbpfs2MH8Msv5hFQ\nVezZA3z+OXDkiGn7MW4c+9J85x32mHvwAiKF/67CXH14c5jBOzuzPghR9WLBAuCDD3hwFwtVqqQ+\nJajMbQYPsBTaCxfYpMKU6DqDr7QB3hiPTN8ywcZoqYqO6Yu1e/Aqzb59jffhL1wA9u0DPvpIu5aU\nWJMHDzAvvX599gtJVz0hA7xQ46tWjdWmqWjRk5iv54MHLAa1alXxuZU2wBtDZZ/BEwEpKeaRbRIU\nZLwPP28eMHs2W3XJEQ99d3gyh0qS5WFqH/7MGRbcq1at+FzuwRvA6NEssDwtnCkqc+cCNWuyIGQu\nmDoHvjSPHrHZYVoaULeu/tcfOwaEhrKZZbVqwveP84yVK1lq308/6Xb+G28Ar78OvPmmuP3Sl8xM\ntj/snTvSlspW8fXXbJL5/ffPjnEPXkDE3MnpecxxBm+qGjTlUb0629z54EH9ryViX6ALFvDgLgX6\nZtKYowcPMNvU09N0N1p19d+BShzgjfHI9LVojNEyNMCL6QE+f4PV1B61oemSMTHs18iYMbprSYW1\nefAA4O/PVrM+fKibnpAWjdDjq8imEfP15AFeRAoLWRVDFxdp9MxxBp+SYvoMmtIYsuBJqWSz988/\nNz7FkqMbDg7M2tO2SXRpzHUGDzxb1So1OTnMGvL21u187sHrSUICMHTos2wAsbl1i9WaKFVt2eRM\nnsxu8hhSPEoMlEr2RXjsmO6/rDZtYrVFTp403YbOlZGPPmKz8lmztJ/36BGrQ/P4sbgluQ2FCJDJ\nmDUo1abzAPvVuXQpK95WGu7BC4SUGTQA+zBkZemXPyw25pADX5oqVfSbxRcXA59+yj4oPLhLi66Z\nNKrZuzkGd8B0q1r1sWeAShzgDfXIDAnwxvhxVauymQzbGlAazYowNw8e0C/A//EH++Ls29cwLSmw\nRg8eYDdajx8HDh7Urie0PSPG+LQFeLFez5MntW+y/TyVNsAbipQZNCpGjGD/5eVJq1se5pQDX5qg\nIFZLpqRE+3mPHwOffQaEh5vv7NCaadaMvYcqSrE1lzrw2ujdm91PkPJzeeqUfjN47sHryZAhLP99\n2DDpNJVK5l0eOsRqYZjyjZ+Vxfz3u3dN1wdN+PkBv/7KbABNfPMN+yLYsUO6fnHKMmQIW0vyxhua\nz/nlF1aC4tdfpeuXIbz2GsvCkiJXPzOTvcfv3n1xciKKB19SUoI2bdpg8ODBAICcnBwEBQXBy8sL\nffv2RV6pr7bw8HB4enrCx8cHMUKWAJQYqT14gPnE33zDNk3o3p3NoE2FufnvpakoXbKggN1YXbJE\nuj5xXkSXfHhzzqApjZQ+vMqe0eeXp1EB/ttvv4Wvr696+72IiAgEBQUhMTERvXv3RkREBAAgISEB\nGzduREJCAqKjozFlyhQoTXzX0BCPjMgwi0YIP87GBli4kFVv7NEDuHJFfM3yKC/Am4tHXVFdmhUr\ngD592CzIWC2xsVYPHmABfs8e7XpClykQa3yDBrG6NM9bg2Lo6XuDFTAiwKelpWHXrl2YOHGi+qfB\njh07MPbp+v2xY8di27ZtAIDt27cjNDQU9vb2cHd3h4eHB04IUQJQYu7eZbm8hiyJF4oPP2SBvmdP\nVpNCasx5Bt+9O3D2LJCf/+Jz9+6xpfKffSZ9vzhlad+elWdWKDSfYykzeDc3li6pb617Q5A0wH/0\n0Uf44osvUKVUnllWVhacn/5VnJ2dkZWVBQDIyMiATCZTnyeTyZCenm6otCAEBgbqfY2h9owhWtoY\nNw744Qegf3/g8GFpNFWUV6ZALC1tlKdZowbz38ubPEVEMM+3eXNhtMRGak0p9WrXBjw9A3H+vOZz\nhA7wYo6vPJtGaD0i/TNoAMCgNXw7d+5Eo0aN0KZNG40/RWxsbNTWjabnyyMsLAzuT6eIjo6OCAgI\nUL9YKi1TPf7nHzlq1gQA0/dn2DDgxg05Bg8GNmwIxIAB0uifOQO89prpx6/pcfPmwN69gQgOfva8\nh0cg1qwBfvlFDrncvPpbWR937gxERsrx4EH5z9++Ddy6ZRl/r0GDAvH220C/fuLpJScDNjZyJCYC\nLi6BkMvlWLt2LQCo42W5kAHMmTOHZDIZubu7U+PGjalGjRo0evRo8vb2pszMTCIiysjIIG9vbyIi\nCg8Pp/DwcPX1/fr1o7i4uBfaNbA7BnHw4EG9r1m8mGjWLGm0dOXYMaJGjYiioqTRbNGC6MIFabS0\noUnzzBkiL6+yxyZNIvrkE+G1xERqTan1Zs48SKNHa36+dm2i3Fzh9MQcX3Ex+wwmJ4unt3Ej0ZAh\nmp/XFDsNsmiWLl2K1NRUJCcnIyoqCr169UJkZCSCg4Oxbt06AMC6desQEhICAAgODkZUVBQUCgWS\nk5ORlJSEjh07GiJtUkyRQVMRXbqwG4vTpwOrV4urRWRelSTLw9+f1QpSZRolJQH/+1/FS+M50uLr\nq9m3Lixk/rwp73Xpg60tMHCguNk0hvjvAIyfMsvlcho8eDAREWVnZ1Pv3r3J09OTgoKCKLfUV/CS\nJUuoefPm5O3tTdHR0Xp9C5kLPXsSxcSYuhflk5hI5O5OtHy5eBpZWUT164vXvlCEhhKtXs3+PXIk\n++XFMS9KSojq1CG6e/fF527cIGraVPo+GcPmzUT9+onX/quvEu3Zo/l5TbHTrCKquQf4Zs2Irl0z\ndS80k5pK5ONDNGcOkVIpfPvx8UTt2gnfrtD8/jvRG28QnT1L1LgxUUGBqXvEKY/evYn++efF48eP\nE3XoIH1/jOH+faJatcR5rxUXM8sqO1vzOZpiZ6UtVaC6gaErT56wlWRNm4qvZSgyGRAby1a7hoTI\nBS9QpilFUqrx6aoZFATs3w/MmcNKAteqJZ6WWEitaQo9TQuexChTIPb46tRh+f379gmvd/Uq27Ws\nXj39r620AV5fbt1iO7mYYosufWjYkC3Fv3mTLaF+8kS4ts05B740rq5skczly8CkSabuDUcTnTqV\nH+CzssxzL9aKEKtGvCHpkSp4LRod2buXFag6cMDUPdGNR4/Yfpa2tsDGjWxrO2OZMoXdHJs61fi2\nxOann1igf1pFg2OG3LnDaqnn5JQt27xoEbvJunix6fpmCNevs70bMjKELUM9dSpbPT9jhuZzeD14\nIzHHDBptVK8ObN3KNuweOJDVYTEWS5nBA8C77/Lgbu40agTUr//i5jmWUEmyPJo3ZzbK6dPCtmtw\nBg0qcYDX1yMzpkywqTzcqlWB9evZ9l69erHl+sZgKR68JWuZStNUeuXZNGJYNFKNT7WqVSg9hQK4\neBFo29aw6yttgNcXS5vBq7C1BX78kRXZevVVwNAKEZaQA8+xPDp3fnGHJ0upQ1MeQleXvHiRTSwN\nTRTgHryOtG/P6r9oqzVu7kREsDrbe/fqX5Plzh2gRQsgO1ucvnEqJydOsBvh//777JiHB/DPP7pv\nLG1OFBezL6fz59k9IGP5+Wf2C+f337Wfxz14IzHFTk5CM3s28MknbCZ/8aJ+16akWI7/zrEc/P3Z\nauMHD54ds9QsGgCws2NFAP/5R5j2jPHfgUoc4PXxyPLygKIiloIotpZQaNJ8913giy/YdmO6bH6s\nQtsNVnMan6VrmUrTVHoODkDr1s9uTD58yFJ769QRR08KBg0C1q4VRs+YFEmgEgd4fUhOZv67tezh\nGRoKrFnD3oj79+t2jSVl0HAsi9ILnlT+uyV/1vr1Y5bTo0fGtVNYyH7d+Psb0YjAq2qNwsy6o2bL\nFqLgYFP3QnjkcqKGDYm2bq343ClTiFauFL9PnMrHhg1EISHs38eOEXXsaNr+CEGPHuWXYdCHI0d0\nLw2iKXZWqhm8Ugls2MBuhOiDpWbQVMSrr7LtxiZPBv74Q/u5fAbPEQvVDJ7IsjNoSjN4sPGrWk+d\nMs5/ByqZRTNnDvCf/wA7dujnyRkb4M3Zw23Xjq3OnTcP+O47zedxD15aKosHD7DUWyIgNVW8RU5S\nj69RIzl27mTjMhRjb7AClSjAf/stC+zffw+sWqXftdaQQaONFi3Y1n8rVwKff/7im5LnwHPExMbm\n2YInS86gKY2bG7uBrG1bwooQIsBXijz4v/5iG2IcPcoKhjVtyvbt9PHR7Xpvb7bs39dX8K6ZFbdv\nA337skVRX3317EbX3bvsteI58ByxCA9nK60LC4GWLS2j3lFFfPghy7ybN0//a/PyWHXYvDyWelkR\nlTYP/uBB9mbZtYvNQKtWBSZOZKs7daGkpPLkgDduDBw6xGZSEyeysQPcf+eIj8qHt5YZPGDcqtbT\np4GAAN2CuzasOsCfOwe8+Sarpti69bPj77wD/P67vMziCk1ERrKfSTVqGN4PS/JwnZyAmBhWHvnN\nN1n+f0UB3pLGZ+5aptI0tV779iy1MDXVOjx4uVyOHj1Yyeo7d/S/Xgh7BjAwwKempqJnz55o2bIl\nWrVqhZUrVwIAcnJyEBQUBC8vL/Tt2xd5eXnqa8LDw+Hp6QkfHx/ExMQY3/MKSEkBXnuNee49e5Z9\nzs2N5Zb++af2Nh4+ZD+vvvxSvH6aI7VqQX2DKDgYuHSJ++8ccaldm5XPOHPGOrJoAOYWBAUx90Bf\nhArwBiWeZ2Zm0tmzZ4mIqKCggLy8vCghIYFmzpxJy5YtIyKiiIgImjVrFhERXbp0ifz9/UmhUFBy\ncjI1b96cSkpKdM7l1Jd794i8vYm+/VbzOTExRK1ba9/absECtr9nZeXJE6KwMKIqVbS/lhyOELz9\nNhHAtr+zFtauJRo+XP/rmjZl+yzriqbYKUhEHTJkCO3du5e8vb3p9u3bRMS+BLy9vYmIaOnSpRQR\nEaE+v1+/fnT8+HGdO6kPDx8SdelC9Mkn2s8rKSHy8mKLCcojLY2oXj2imzeN7pJFU1JCFB5OdOmS\nqXvCsXZ+/ZWoWjVx9hM2FVlZRHXrEhUV6XeNo6N+r4Om2GmkhQ/cvHkTZ8+eRadOnZCVlQXnp7+v\nnJ2dkZWVBQDIyMhA586d1dfIZDKka6hbGxYWBvenhq+joyMCAgIQGBgI4JmPpunx/v1yfPop4OER\niPBw7efHxsoRFAQsWADs2/fi8/PnA/37y5GcDDRrppu+pseqY4Zeb8jj57WNaW/2bOsen7X//SxF\nr2pVOZo0AWxsrGt8LVoEIjYWsLPT7fqHDwPRvj1w6JD29teuXQsA6nhZLrp/R7xIQUEBtW3blrY+\nXevu6OhY5nknJyciIpo6dSqtX79efXzChAm0ZcsWnb+FdEGpZD/x+vYlUigqPv/gwYOUk8O+KZ/+\n6FBz+jRR48bC/VQ8ePCgMA2ZqSYfn+VrmotecbG0emJRWm/JEqJp03S/dsECojlz9NPTFDsNjqgK\nhYL69u1LK1asUB/z9vamzMxMIiLKyMhQWzTh4eEUHh6uPq9fv34UFxencyd1YcECVrchP1+/6yZO\nZH8AFUolUWAg0U8/GdwVDofDUXPuHNHLL+tuuQwcyOpf6YOm2GlQFg0RYcKECfD19cWHH36oPh4c\nHIx169YBANatW4eQkBD18aioKCgUCiQnJyMpKQkdO3Y0RLpcfvmFbU33zz/sbrw+TJ7MNmhW1afZ\nsYMt7JkwQbDucTicSoyfHyuBfOVKxecSCZhBwxrUn8OHD5ONjQ35+/tTQEAABQQE0O7duyk7O5t6\n97uZxycAACAASURBVO5Nnp6eFBQURLm5ueprlixZQs2bNydvb2+Kjo7W61tIG9u2ETVpQpSUpN91\npX9Cde7M2ikqIvL0JNLQPYOx9p/4fHyWr8n1xNWbPJlo+fKKr7t5k8jZWf8bzZpip0E3Wbt16wal\nUlnuc/v27Sv3+Ny5czF37lxD5DRy7Bhbcbl7N9vmy1CmTGH1aVJSWFGxfv2E6yOHw+EMHsy2zJw5\nU/t5qtm7UPXwLbYWzeXLQGAgsG4d2yLLGB4/ZvVpiouB2FigVSvj2uNwOJzSPH7MFnAlJwP16mk+\nb/Zstmr+//5Pv/atqhZNejowYADbes7Y4A4A1aoBH3wAjB3LgzuHwxGeatXYhDQ6WvM5CgVzIzp1\nEk7X4gJ8Xh4L7u++C4wZY3g7pfNUAVaSYMUK4/qmq5YUSKnJx2f5mlxPfL2Kio/NmMFKggQFCdcP\niwrwjx8DISHsm3DWLGHbtuQ9IDkcjvnz2mvAnj3l7yi3fj2b3f/xB1BFwKhsMR68UgmMHMnSiKKi\nAFtbiTvH4XA4RtK+PfD110CPHs+OnTvH9mA4cIClVBqCRXvwRKx4/p07rHwvD+4cDscSed6myckB\nhg1ju6kZGty1YREBfvlytgPTtm3sZoUQcA/XMrVMoWnt4+N60ukNGvRsM26lEhg9mpXkDg0Vpx9G\nFxsTmz/+YLsvHT0KODqaujccDodjOG3bskSRa9eYG/HwIZvAioVZe/DR0Sx1US5nG0NzOByOpTNx\nItua8OxZ4NQpYbYo1OTBm+0M/tQplga5dSsP7hwOx3oYPBh44w22/7HY+8+apQd/7Rp7EVavBl55\nRRwN7uFappYpNK19fFxPWr1Bg9j+s126iN8PswvwWVlsderChcCQIabuDYfD4QiLrS3g6yuNltl5\n8O3aEV57DfjsM1P3hsPhcCwDi8mDb9OGzd45HA6HYxxmF+B//FGasgHcw7VMLVNoWvv4uJ7l62nC\n7AK8nUR5Pf/++680QhJrmUKTj8/yNbmeZetpQtIAHx0dDR8fH3h6emLZsmVSSr9AXl6eVWqZQpOP\nz/I1uZ5l62lCsgBfUlKCqVOnIjo6GgkJCdiwYQMuX74slTyHw+FUOiQL8CdOnICHhwfc3d1hb2+P\nkSNHYvv27VLJv8DNmzetUssUmnx8lq/J9SxbTxOSpUlu3rwZe/bswerVqwEA69evR3x8PL777rtn\nneFF2TkcDscgTFqqQJfgbUYp+RwOh2PxSGbRuLq6IjU1Vf04NTUVMplMKnkOh8OpdEgW4Nu3b4+k\npCTcvHkTCoUCGzduRHBwsFTyHA6HU+mQzKKxs7PD999/j379+qGkpAQTJkxAC4nLRBIR9/k5HE6l\nwaxq0QjNuXPnsGbNGrRs2RJvvfUWqlevLqpeXFwcatWqhVatWomqU1qvbdu2qFq1quhahYWFqFGj\nhug6KmJiYlCjRg0EBASgVq1akulKxZ07d3Ds2DF4e3tLNtEpKiqCnZ0dbG1tJZnsXL58GfHx8Rg4\ncCAaNWokqpaK7du3Iz09HR06dECHDh2sRstQrDLAK5VKfPrpp/j7778xYcIEREdHQyaTqTN4hCYh\nIQHTp0/Hw4cPYWNjgzfffBMjR45E/fr1RdHbsmULvvrqK1SrVg0ymQwjRozAoEGDRNG6e/cuZsyY\ngZKSErz00ktYvHixKDoqEhMT8fHHH+POnTuQyWQoKirC1q1bYSfSEucHDx5g+fLlqF+/Pnr06IE2\nbdqIolOaZcuWYe3atejWrRt2796Nv/76C127dhVVc/HixTh69ChefvllLF26FHXr1hVNq6ioCDNm\nzMCRI0fg4+MDOzs7DBgwAKNGjRJNMy0tDZMmTcKDBw8QFBSEyMhI/Pjjj+jdu7dFaxkNWSE5OTm0\nYsUKun79OhER3b59mzw8POjWrVuCaz1+/JjefPNNWrp0KRER/fPPPzRp0iRKTEwUXIuI6MCBAzRg\nwAA6fPgwKRQKWr16NQUHB4uiFRcXR76+vjRv3jy6desWeXl50R9//EFEREqlUnC9oqIiWr58OX32\n2WfqYx07dqQ9e/aIorlp0yby8vKiadOm0axZs2jYsGEUFxcnqMbznD9/nkaPHk0JCQlERBQeHk4h\nISGi6d2+fZv69OlDI0aMoBs3btDQoUNpypQpRCTO35CIva6TJk1SP16zZg199NFHVFRUJIoeEdHW\nrVtp+fLl6scrV66k4cOHW7yWsVhNgD937hxlZmYSEZFCoaCMjAwiYgGYiGjYsGF05coVwd7UqnaJ\niC5fvkwFBQXqx61bt6bDhw8LokNU9oOYnp5Ox48fVz+Wy+U0adIkUigUgn9gL126RPv27VM//vPP\nP6lr166CahAR5eXlEREbZ2JiIhUVFanHMnfuXPrqq68E1yQiWr58uXp8OTk5NGfOHPrzzz8F18nL\ny6MnT54QEdGdO3fKTDTu3r1L3bp1U78GQpOVlUVbt25VP05LS6NmzZrRvXv3BNW5c+eO+t/5+fl0\n5coV9eOff/6Z3n33XSIS9ktF9RknYp+L0n3YsGEDzZ8/XzBNKbWExOyKjelLXl4ehgwZgrZt22LX\nrl149OgR7O3t0aRJEwCAg4MD8vLycPnyZTg6OhrtO+7cuRO9e/fGzz//rD7m7e2NWrVqQaFQoKio\nCG5ubqhfv74gef1Lly5Fz5491Y9dXFzQqVMn9ePCwkIkJibC3t7e6LGdO3cOUVFRuH//PgDAzc0N\n3bp1AxGhpKQETk5OaN++PQBmgxnL3r174eHhgR9//BF5eXmwsbHBSy+9hKpVq6rHcvToUfj5+Rmt\nBQApKSm4deuW+vG4cePQpUsXKJVKODk5ITExEba2tgCEWZPx+PFjjBo1CoMHD8a5c+cAAA0bNoSb\nm5v6nGPHjqFOnTqCWSYFBQVYs2YNUlJSAABOTk5q60ChUMDe3h7+/v6oWbOmIH/DlJQU9OvXD927\nd0dhYSEAoHbt2vD29la3X/oekRC+f1xcHJydnREUFKQ+5uLigoYNG6r/bmlpaep6MMZoSqklBhYf\n4FNTU9GrVy8sW7YMFy9exJUrV144JzY2Fq1bt4azszOKioqQlZVlkNaNGzewZMkSyGQyXL16Vf2h\nVf2hq1atitzcXDx48AAvv/wybGxsoFAoDNJSKpVYsWIFjhw5gmvXriE8PBwAUFxcXKa4/8WLF9G9\ne3eDNEoTGRmJNm3aYOXKlTh79iwA9kF1cHAAANja2iIhIUF9o7VKFePeOpmZmfjnn3/Qpk0bpKWl\n4eLFiwCg9tpVX5b29vbqL5WioiKDtIgICxYsgJeXF8aNG6c+3qBBA/V4iAjVq1dX3ww09oP65MkT\n/P3331AoFHBzc8OJEyeQm5ur1iopKQEAXLt2Da+++qr6uuLiYoM1T58+jZYtW2LWrFk4fPiwerJT\nu3ZtAOz9mZ2djcLCQtjY2Bj9NwSAX375BT4+PujUqRMWPt3IQRXYVe/RI0eOqL+kVeM2lMLCQhw+\nfBhLly5FnTp18Pvvv5fRVLFv3z688cYbAIDs7Gyz1xILiwzw+/fvR0JCAgA2e3777bcxdepUFBQU\n4MiRI+oPkurNlJ+fjw4dOmD9+vVo3bo1jh49qrNW6T/myy+/jPXr12PhwoVo0KAB/ve//wFgwU71\nZlZltjg4OGDevHlYs2YNnjx5orNeUVERlEolqlSpgsDAQPz111/Yt28fli1bhoKCAtjZ2UGpVKoD\nUG5uLl577TVcu3YNb7/9NpKSknTWUqEKQidPnkT//v0RGxuL9PR0AGVTS3fv3o2hQ4eq/61vxbyS\nkhJkZGQAAOrVq4fp06dj06ZNsLe3R2xsLG7fvq3WrFq1Ku7fv48mTZpAqVTi448/xuLFiw0K8gUF\nBcjPz8fBgwdRtWpVREZGAngWTKtUqYKcnBxcvnxZfbOzvImCLqh+Idjb2+OVV17Bxo0bERYWhuPH\nj+P8+fMAyn55pKamIiAgAIcOHcLAgQNx9epVg3RVmpGRkfjqq68QHx9f7hg2b96MHj16wMHBAYcO\nHUJycrLeOpmZmerX7t1338WiRYswe/Zs7N69G5cvX0aVKlVQUlICW1tbPH78GDY2Nhg+fDj++OMP\nDB8+HImJiXrpFRcXIzExUZ3JNXz4cEyYMAHz58/HF198gYKCgjJfVsXFxWjSpAleeuklzJ49G336\n9EF+fr7ZaUmCKXwhQ7l16xb5+/tTYGAg9e7dm1avXk25ubnq53ft2kVjx46lAwcOlPHCgoODycbG\nhkJDQ+nEiRM66/3yyy8UEBBAs2bNoi1btpR5bteuXTRp0iT1DUCVx7pixQry8PCgLl26UFhYGOXn\n5+ukVVxcTBMnTqQ33niD/u///k99XDWOkSNH0qhRo4iI3WNQ4efnRwMGDKD27dvTF198ofPYoqOj\nKTw8XH0zWHUD7Ny5czRq1Cjatm0bFRcXq/VUN5NXrlxJgYGBNHToULp//77OeqtWrSJ/f38aOHAg\nbdq0ibKzs9XPnThxgkaPHk07d+4sM7a1a9eSo6MjvfLKK/T222+XuaYi4uLiKDExUX1vROWhbt68\nmdq1a6f+e5WUlKj7MHLkSLp48SL16dOHZsyYoddNwVu3blFQUBB1796dZs6cSefOnSvz/MyZM+mz\nzz5T++9KpZKePHlCHh4e1LZtW+rduzdt3rxZZz0ioqtXr9LixYvpwIEDVFJSon6vPH78mCZOnEgr\nV66knJwcInr2/pw5cyYtXbqUxo4dS61bt1bf7NWF06dPU+vWrWnQoEE0ZswYevToUZnnP/30U3r9\n9deJ6NnrmpeXRy4uLtSyZUsaMGAAnTlzRq8xbtmyhRo2bEjBwcE0dOhQ9XhUDBkyhGbNmkVEpH6/\nZmdnk42NDXl6etIHH3yg8/tGSi2psKgAHxMTQzNmzCAior1799LHH3+svrmhYsaMGbRkyRIiInrw\n4AEREX3zzTe0YcMGvbROnDhB7dq1o7i4ONq8eTN16tSJdu/erX7+zp079MUXX9D7779f5rr333+f\nWrduTRcvXtRZq6SkhD7//HMaM2YMpaSkUI8ePWjRokVlbuzcv3+f6tSpQ6dOnSIiFiBUN8xmzJih\n1xtr4cKF5OXlRR999BENGzaMfvjhhzLPL1++nD788EO6cOGC+tjdu3fJxsbmhddBF7Kzs2nAgAF0\n4cIF2rVrF02bNo1mzpxZ5pzPP//8/9s797ia8u6Pr2N4HmYmg0c8z8zPZQyNmi6KolC6SHdJiq6K\nIRFRajRGjMKU5PZgjAjJPZSUcUmSStJliOSuyCWlu5zO5/dHr/19zul6TsoYc97/0Nl7f9fe3733\n+q7v+q61Nry8vEQWr/bt2wd9fX1kZWWx3zjF0RxVVVVwd3fHgAED4OrqCnNzc5HtfD4ftra2jRbF\nDh48CB6PBy0tLezbt0+i6wOAkJAQeHt7o7KyEj/++COmT5/O7hUAZGVlwc7ODidOnGC/1dTUwNDQ\nEL/88ovE8n7//Xf07dsXXl5emDBhAgIDA/HixQu2nTN2hBfJgXqDoGfPntiyZYtE8gQCAZycnLBt\n2zYAgK2tLdzc3FBZWcn2KSoqgrq6OjN6+Hw+7ty5g8GDByMmJkbia6yoqICTkxOLbHJxccGyZctE\n3q28vDwMHDiQvSsVFRXIysqCvb19o0H2Q5H1PvngFXxRURGzpFavXo2JEycCAKqrq3H58mWYmJiI\nWOXPnj2Dvb09TExM0L9/f5GHvjW4URkATp48CR8fH/Z3REQEvvnmG5H9r169Cj8/PwQFBcHX1xfP\nnz9ng4qk2NvbY8eOHQCA3NxcODg4IDIyEjU1NUwJrV27Fjo6OsjOzsamTZsAAPfv3xc5/5ZW8QUC\nAaqrqzFr1iw8ePAAQL2isLOzw+HDh9l+BQUFcHZ2RnR0NF69eoWbN2+iuroaUVFRIu0J91dDhC3x\nxMREjB49GkC9gs7MzISVlRWio6PZPs+fP4e7uztCQ0NhbGyMtLQ0EQu6rq6uVeUOAPn5+dDT02N/\na2trIyQkRMTaTE1NhaKiImu/rq4Ohw8fxo8//ijSljjyOMzMzFi0ypMnTxAcHAxnZ2eRfbZv344f\nfvgBXl5eLIxQOBqrpf5syLp16xAeHg6g3hjx8fHBkiVLRPbx9vbGunXr8Pr1a6a4oqKiRIwBzrIX\nB1dXV/YMlJSUwMDAAFFRUSL9dPz4cYwePRpLly5tU/RTw1mhuro6Tp48CaA+qsvHxwcbNmwQOe+V\nK1fC0NAQ9vb2IiG2H5KsP4sP1gcfGRlJKioqNH/+fLKxsSEiohkzZlBhYSFdu3aNunbtSvLy8qSr\nq0tHjhxhx129epX2799PPXv2pEuXLlHv3r3Fkufv708//PADxcTEEFH9gtTFixfZdnt7e+rduzcF\nBwez3xQUFOjy5csUEBBA1dXVJCsrS5999lmrsgoLC8nb25vCwsKYX1ZNTY0qKyupsrKS5OXlaezY\nsZSSkkIFBQXMZ+vi4kIXL14kExMTVqht4MCBJBAImM+zqcXB06dPU35+PvF4POratStdv36dzpw5\nQ0REmpqaZGxsTPv27aOamhoiqi8MZ2lpSf7+/jRw4EDavXs3de3alfnfOf8rF3HSVF86OjrSsmXL\niIhIW1ubamtrKSYmhjp16kRDhgwhY2NjOnToEFvjkJWVpYyMDFq5ciUpKCiQhoYGi77g8/nUqVOn\nZhcFhX26PB6PZGVl2VpEcHAwnT17li3iAqCRI0eSlZUVqaqqkqamJiUmJpK1tTVL4hL2zTdFUlIS\nTZgwgfz8/NjzoqenRzt27CAiov/85z9kampKb968oVOnTrHjZGRkKCQkhNLT02n69OlEVB/lJRAI\nCECz/UlElJaWRllZWWx9qaioiOLi4oiIaNiwYWRlZUU5OTl09epVdoyXlxcdPXqUFBQUaPHixVRT\nU0OTJk2iXr16EZ/PJwDNJpDt3buXTE1NadmyZZSamkpERJ9//jm9ffuWqqurqUePHjR16lTau3ev\nyDrVy5cv6fLly5STk0N2dnbNXk9T/Pzzz6Snp0e+vr504MABIiKaNGkSXb9+nQQCASkoKJCysjI9\nfvyY7ty5w44rLS2l8+fPU//+/dkz9yHJ+lP5kweYRtTV1WHv3r0YM2YMLl26BAD45ptvEBYWBgAI\nCAjAjBkzANRbpBEREfD19cWbN29QXV2N3bt348yZM2LLS01NhZqaGlxcXLBnzx4MGzaMHa+iooKN\nGzeyfRMTEzFu3Dhm+c2bNw/jx49HYWGh2PK2bNmCwYMHw9fXF4sWLYKVlRWePXuGQ4cOYcGCBcjI\nyABQ77s0MjJi8fSZmZkwMDBgPkBxSE5Ohp6eHnR0dDB+/HjMnTsXQL07wtDQkFnZ9+7dg7u7O7Oo\nX758CRUVFWhpaYm4GVojPz8fI0eOhLOzM7Kzs6GmpsZmQdu2bcOUKVPYvleuXMHs2bNx//59CAQC\nREVFwcLCAgUFBWyf1mKKr1y5AgMDA4wdOxbe3t5ITU1FUVERbG1tkZqayixLT09PeHp6suNu3LgB\nNTU1qKur49y5cyJttmS1v337FoGBgVBWVkZERAR2796NHj164O3bt3jx4gUsLCyYFf/y5UsEBgZi\n586dAOpnolOmTGGzNHGuD6ifkTo6OkJJSQlOTk4YPnw4AODhw4cYPXo0e16Ki4vxyy+/MPdkbW0t\nPDw8ICsrK5F7sqysDI6Ojhg3bhzOnz8PHx8fzJo1C8XFxdizZw8cHR1FZo1KSkrMZZecnAxzc3Nc\nuHBBbHkA8PTpU9jY2MDR0RE5OTmIiIjAqFGjUFZWhpiYGHh6euL8+fMAgMePH0NXVxd5eXkA6vNA\nvL298fjx4w9O1ofAB6fgASA9PV2kE/fs2QMXFxcAwN27d2FgYIDffvsNABATE9NoKiwJqampbPAA\nAF9fX8yePRsAkJCQgH//+99sITc3Nxfz5s1jbpiGi0ytUVtbC39/f+bbLigogLu7O5KSklBaWgp3\nd3ds3ryZXfuiRYvYguvbt29FkmFam1pzLg+unx49egRZWVkUFBTg9evXmD59OtauXQsAqKysxPTp\n0xEfHw+gXjklJCSwtsR1j9y4cUPEjXPt2jUoKyujpqYGBQUFsLW1ZRmApaWl0NPTY30r7I7h8/mt\nyrtw4QLU1NRw4MABvHjxAsuWLWMuCl9fX/j6+qKoqAhAvTIcMGAAc9eFh4c3UrTiKNvKykocPHiQ\ntQsAxsbGTInv3r0bOjo67N4sXLiQ+bobul/EcY3U1NRg3bp18Pb2Zr/Jy8tj7969AIDAwECRZz8o\nKIgp+KqqqkaKVlx3TGhoKFtgvHHjBiZOnMgGXltbW2zZsgUPHz4EAPz4448Sr281pKysTGTdgxvU\n8vLyUFRUhMDAQCxevJglZ1lZWTFXiiRutPct60Pgg1TwnF+Se+m8vLxEUoPPnTsHNTU1zJo1C/36\n9RN5WSWlvLwcVVVV7AU8efIk3N3d2cswZ84cTJ8+HQcOHICjoyOmTZvWJjncw1FYWCjin9bV1WUz\nld9//x2LFi2Cg4MDrl27Bi0tLRFFy7UjzoNWU1PDIha4a7O3t0dKSgoEAgGSk5MxdOhQtoBpYWEh\nsgDIIYmPtrq6mg1CdXV1uHTpEuzs7Nj2jIwMDBgwAOHh4XB2doaFhUWjNZLW/NDcM1FeXi5yvvv3\n72fp4g8ePMCkSZOwa9cu1tdOTk549uzZO10fANZGbW0tamtrYW9vLxIZYmtrC2dnZxY11DD6SlIl\nkZ2dLWJIBAcHY926dQDqLUwdHR02y/zpp5/g5+fXqA1xr5E7N27hlDtuzJgxbCaXnJwMT09PTJky\nBQEBARgwYIBEAQXNIRxt9vz5cwwbNoz19a1bt9hs2dHREcOGDWtT2RHu2Xkfsj4U/lQF35qy4h6w\n2bNnN4rcuHfvHg4dOsSmT+IgziLW3LlzmRUE1D/ssbGxsLW1hbe3t0QKoSV5AoEA5eXlsLS0FHlB\niouLsWjRIpiYmLAXWRya6kfh30pLSzFkyBCRh3Xt2rWYNm0avv76a9jb20sU9iiOojp16hQcHBxE\nrONz584hODgY8+fPFxnoWqOqqor9n2tPuH+TkpJgbW3N9jt9+jTmzp0LCwsLKCoqwtnZWeTeiWOx\nc+03tS/3G7fozVFeXo6DBw/CycmpUQRLW2j4DBkZGYmUU0hOToaFhQW0tLQwfPhw3LhxQ+y2he93\nc/2Rl5cHfX19kRlWaWkptmzZAk9PT5GSBG2hKbk3b96Eqalpo9+PHj2K0NBQsZ+bhn3XkbI+VP4U\nBV9YWChSC6Ph9Lwh2traKC4uRm5uLivqJSnCNzc+Pr5RjDP38pubm7MXNicnh70EksREN3yQMjMz\nm1QueXl5zKcKgL0sb968EVGgktS3aErx8vl85ObmwtjYuNG2srIykVjo1mQJBIImZTR1nLOzMytO\nlpCQ0OTgKM6gu2rVKqxYsUIk4oSDO5dffvkFCxYsENlWW1uLyMjIRrOg1hA+T+EwwIbcunULqqqq\nAOoHZs4fLkxz/dWSzOa219bWQl9fn4WScs9kVVWVxGF6L1++ZC6t/Pz8Roqau5/x8fHMDZSbm9tu\nNZbi4+OZJc3J4v49deoUZs6cCQCIjo5GYmKixO0L93lOTk6zyr49ZH3I/ClRNE5OTnT8+HGqqKig\n77//npycnGjNmjVE1DgyIzc3l0pLS2n58uVkb29PXbt2bZNMHo9Hz549I09PT1q9ejU9ePBApN5I\np06dSCAQUI8ePej27dssqoIrNSBOzXWuPS6SJTU1lVxdXenAgQMikQbc9ry8PBo5ciSlpaXR2LFj\n6dixYyQQCKhz584sGxAt1O0WTgkHQMHBwZSeni6yjai+T58+fUrq6ur06tUrcnJyooiICCKqj+yQ\nl5dn6fMtpehz2zt16kTXr18nf39/+uOPP9g1cdfPya6rq6POnTvTtGnTaOHChSxTVfj8W4oc4aJZ\nxowZQxcvXmwyM5M736dPn5KVlRXx+XwKDQ2ljIwM6tKlC02bNo3GjRsnUh6gNbjIkoSEBLKxsaFj\nx46x6xEmPz+fxowZQ5s3byZ1dfVGGdJcxnFLJQG4NjmZL168EOk/4XOqra2lPn36ULdu3SgwMJB8\nfX2JiKhbt26krKxMRK2XOuDa/Ne//kUPHjwgOTk5mjx5MssMb8ijR4+orq6OAgMDycHBgSoqKlps\nvynQRF2frVu30vr160V+4+5lUlISvXnzhmbMmEHBwcFteuc7depEt2/fJlNTU1q9erVIDaL2lvVB\n875GEj6fz0bRY8eOwdjYGIsXL8bChQuRkZGB4cOHM+tcePRNTk5Gjx49sGjRIolizBuO2EVFRVi8\neDG+/fbbZo/JyckBj8eDurp6o+QfSeX98ccf4PF4Lc44goKCwOPxoKenJ3HyUFM4OzszH2xDi3rO\nnDn4+uuvoaWlBS8vL4mmnsL3o6qqCqdOncK4cePg4OAAOzs7tpDY0FKVlZVF//79sX379rZeEsPX\n1xcLFixolBnMLZBOnDgRtra2LHJH2NoXZ1YiTFpaGuTk5ODi4gJNTU3Y2dkxa1l4QXbNmjXg8XiY\nPn06K03dVi5evAg5OTlYWlrCwcGhyX1OnDgBGRkZ6OjoYOrUqcjPzxe7/YYLyfn5+QgMDESvXr1a\ntFrNzMzQtWtX+Pn5iVRMFQdhF1dNTY3Imsn27duxefNmkfeGO0dzc3MMGjRIomSshu9fSUmJyLPZ\nkHeR9VeiwxW8QCBochru5uYGNTU15OTkAKhXiIMGDWLTT+6Y+/fvs6QccWmYsMRFBJw9exYjRoxg\nYZANFdLjx48RGBgo0UAi3EZFRQWOHz/OFg4nT57MMimbirgJCgrC+vXrm22vKVncdoFAgKysLPj7\n+7N1iOjoaCxdurRRghAALFiwADY2NiIhbm2JCpg7dy6GDBmC9PR0APX9q6ury0JFub5/8uQJj7w+\nvgAAE71JREFUwsLCRPpSkvWLuro6FBUVYfny5UhJScGLFy+go6OD+Pj4Rgr5yZMnrBTFuyz4cfco\nMDAQv/76K4D6aB1XV1d2n4T77OjRo7h48SL7W5zoH+H3gc/no7y8HF5eXnBxccHp06dRU1MDTU1N\nBAQENJIXERGBsWPHivj2xbmHwvucOXMGmpqaCA4OBp/PR3BwMMzMzACIJqdx5xgVFdWk66k1eQ3v\nUV5eHvr06YNDhw6huroa4eHhcHJyEpHFcezYsRZdY8I0lMO5fp8/fw4tLS0W7dOci1USWX9FOkzB\nP336VGRh7O7du3ByckJISAjS09NRVFSEUaNGITk5mXXwxIkTJaqnIsyFCxdELIRz585BW1sblpaW\n8PDwwNatWwHUx9F7e3uzh7m96jcfPnwYw4cPh76+PszNzXHmzBkUFxejW7duzNLiHuTm/OQtIawc\nubr3r169gpeXF2xsbJCeno6jR48yf2JDGcKhfeJG4nD7cor2ypUrKCoqwjfffMP82qWlpfDy8mIl\nJJrqz7dv37bazwsXLsTKlSsB/C9SpaamBm5ubmwWtHXrVkydOlXkWrh+S0tLk+j6uO3cv4cOHWKL\n2nZ2dizfoKysDHv27IGhoSEbxBrOfpozYpqTyV0bh5OTE0aOHMkG3+vXr2PAgAEshJRrW5KIo4cP\nHyIuLg6vX79mctPT09kgKYySkhKrg8NFQUkaXQSg0ezq7NmzsLKywrZt2/Dw4UNkZGTA09MT8+fP\nR3V1NRQVFUVySCQ1OBoOXBoaGvj++++xZ88e5OXlYd68eY3WDLg+bcv1/RVpdwXP5/Px008/YdCg\nQcjMzAQApKSkQFVVFeHh4YiMjMS3336LkpISLFu2DK6uruzltLGxweXLlyWW+ezZM/B4PKiqquLR\no0cQCATw9/dHamoqnj9/DiMjIwwePBhPnz5FdnY23NzcWCSCpAr+7NmzuHfvHvu7qqoKO3bsQL9+\n/dhC1/bt2+Hi4oLCwkIEBASw1PnmojGaO4fq6mqRKKGKigosWLAAw4cPx48//siUbFhYGCZNmoQd\nO3ZAUVGxxfIMrSmilhQtF13k7+/PvkIkEAiQkZEBJSUldr8bXp84JCYmomfPnrh16xasra3x+++/\nA6j/gpWrqyvi4uKYKyYsLIy9oA3bl/TF5V74iIgIuLq64vLly0hKSoKpqSmL/T548CDGjh3b5gV+\nYUMHqP8C0IgRI7BixQocOXIEz549w5gxY5CRkcEsTTMzs0alIThausa6ujr4+Phg4MCBmDRpkkiB\nrPj4eNja2rJ9uUHmwIED0NTUhJubG7S0tCT++Aifz8e+fftEZo+7d++GqqoqwsLCsHLlSigoKKCu\nrg58Ph9jx46Fh4cHzMzMJJ5xFRYWIisrC5WVlUzBJyUlYdKkSbh37x5iYmLQu3dvJCYmwsfHB15e\nXkhISEBxcTFmzpzJ8kL+LrSrgo+Pj4esrCyWLFkikqgUFhaGc+fOIS0tDRoaGpg3bx6AegvUwMAA\nBgYGMDU1xdSpUyWaLglbYbNmzYKRkRFLCikvL0d8fDy+++47bN26FW5ubiwDNigoCHPnzpV4alZc\nXIwvv/wS+vr6bAovEAiQlpaGvn37shfy4cOH8PX1xYEDBwAAPB6vUcZkaxQWFqJHjx4wMDBAVVUV\n3rx5gxkzZiAgIAAlJSVwcXHB6NGjmcKOjo6Gk5MTBg0a9E6fC2xN0XIuEmVlZRw/fhxAvQITtqAl\nhVPStra2sLS0xP79++Ho6Mi2+/v7Y86cOXjz5g2io6MxduzYJmPaW6LhwFxTU4MNGzawCJG6ujr4\n+vpi9erVuH79Onx9faGvr4+YmBiMHz8enp6emDdvnkj1UnFk6urqIiYmhinTiIgIzJw5E48ePcKq\nVasgJyeH2tpa+Pn5wdraGrGxsbhw4QI0NDTaFH+9bds2TJ48mT0X+fn5+Oqrr3D8+HHs3r0bnp6e\nIgqcewdOnjyJNWvWSNyv3L2LjIyEh4cHYmNjAdTXbBFOgJo0aRLLpL5//z68vLzQpUsXsRU8n8+H\nn58f5OXlYWFhgQkTJuDnn38GUP9srly5EsHBwRgxYgRWr14NoN7lumXLFpiYmEBJSanNA/RfmXZV\n8KmpqeDxeOzvhIQEZGdnIywsDP/4xz9gaWnJknoqKipQV1eH8PBwzJs3j/nKxOHkyZOQk5NjGYSv\nX7/GzJkzsXfvXkydOpX52FesWIFdu3YBADZs2IBPPvkEKSkpKCkpaVNRsJKSEpiZmWHPnj3Q0tLC\nzp072YsUFBQkkgQ1Y8YM5hZqa6U5IyMjaGhoYPPmzQDqs1EfP34MExMTTJ06Fbq6uiIFpl6+fImh\nQ4cy/7iksxNxFK2bmxvq6uqwa9cuDB06tJGMtri8uGOKi4vRvXt3HDp0CPPmzcPu3bsBAJcuXcJX\nX33FFmuF1xHEobmBOSUlBZaWlsynnZSUhClTpiAuLg51dXUIDQ2Fk5MTsrKyEBUVJVLuoCW4ipYj\nR45EeHg4qqqqmIJfsGABjh07Bl9fX4waNYqVhygpKYG+vj4mT54MGxsbHDx4UKJrBOoteysrK+aC\n4RZFw8PDYWVlhdzcXJiammLDhg0oKSlBZmYmZs6c2eTMqzViYmIwcuRIFgZbVlaGVatW4YcffsCb\nN28wZ84ckf5KTU2FgYEBc+NUVlaKXUo7Li4Offr0gZ+fH168eIGqqipcunQJMjIyOH/+PKKjo6Gg\noICZM2cyH/zLly/ZAFlYWCi2rI+NdnfRWFlZYfLkycyVcPr0ady5c0dkcaioqAguLi5stJeUK1eu\ngMfjYcSIEYiJiUFlZSWCgoLg5uaGffv2sexJe3t7BAcHIy4uDu7u7li2bNk7J2Y4Ojpi3bp1SE9P\nx/fff4+AgADU1taioKAAWlpacHNzQ3R0NL777jtWIrWhv7cpHj16BE9PTzYAvnz5Ep6envjvf/8L\nc3NzZpUHBASwUrdbtmxB3759RRSeh4cHmzlIiqSK9l37UhhuoFy+fDnU1NRw/vx5fPfdd8jKyoK3\ntzccHR1FygZLMpA0NTBz7oJ169aJDGI6OjqwsbFh/V1WVobNmzdDXl4eERERYsm7c+cOTExMmjzX\nVatW4ZNPPhGJ0uKyVSMjI2FpacnWWCS9TqD+uwFcZquwO05RUREnT55EZmYmPDw8MGHCBCgpKbWp\nNDJQv+bB4/EgJyeH0NBQ5ObmsizQ48ePsxkoF0Sxc+fORtUuxaWh4cgthoeEhGDUqFEoKSmBqakp\ndu7ciZqaGmRlZWHkyJESJQp+rLS7gi8pKcGnn37K6rlw7Nu3D3Jycpg9ezZUVFSaTKmWBHd3d8jL\ny+Pw4cNwcnJCZmYmAgMDkZ2dDVtbW8THxyM3Nxc+Pj749ttv2+1jylFRUWwKuHHjRnTv3h2LFi1C\nZWUl9u/fD2VlZcyYMUNiqz0yMhI8Hg+6urrsWA8PDyxduhSbNm1idecdHBwQERHB6toYGhoyK/Dc\nuXPo37//O9WmllTRdkR9jn79+iEqKgo7d+6Etrb2Oz8rQPMDc2FhIYyNjbFy5UrExsbCyMiIKQqg\nPhFm6dKlErkuCgoKoKuri4SEBJw+fRqbNm2Cv78/YmNjkZ2dDRMTE2bc7NixA9ra2qwUgLa2NjZt\n2iRRYp0w27Ztg4eHBztfznJdvHgx1qxZw/YTrvXfVubMmQNNTU0cPXoUysrKiI+PR0hICJYsWYLy\n8nKEhITA2tqafZDm1KlTbZZlbW3N3GnCi9z/93//h/Pnz+PatWuYP38+JkyYAFVVVbEH44+dDomi\n8ff3ZwuLtbW1TAncvXsXx48fb5dqbCUlJejevTtu3ryJxYsXQ1FRkS0gRUZGYsyYMRL5S8Vlz549\nmDJlCmxsbKCgoICdO3fCwsICrq6uiImJwdKlS1mImzjRI8KYmppCWVkZ27dvR3BwMG7cuIGFCxci\nOTkZZmZmuHHjBg4fPgxHR0f2sQfhBbyCgoJ2veaOULQtwT0n+/fvx9ChQwG0nuUsLs0NzHw+Hzdu\n3MDkyZNhaGjYqHpmW2TW1tZi27Zt6NevH1RUVLBo0SLo6urC1tYWa9euxYULF6CtrQ19fX2YmJgg\nJSWFHZuWliZR+Y2GcNEjoaGhIr/b2NhIXOWxNV69egUZGRk8ffoUsbGxmDVrFtTV1eHk5MQK+JWU\nlLC1mvaQxfnsORero6OjSAx7e84qPwY6LEyyf//+7CMSbbVGWmPJkiUwMjICAOzatQu+vr7MXRIW\nFtYhfrfS0lL07NmTLRgB9S9VQkIC+Hw+4uLiYGxsLPI1JnG5evUqunfvjgcPHsDMzAyWlpZYvHgx\n3r59i9DQUNjY2ACof2mEywu0d8hXRyra1uAGRH19fRw6dIjJe9eZQsOBedeuXbCwsICDgwPu3Lkj\nkqcgbnmB1rh58yaqqqpYHsb27duxcOFCAPWLvML3sKnY8bYSFxcHdXV1rFixAidOnIChoSEmTJgg\nUVlrcfHz84O2tjaAer/6/PnzISMjAxUVFYnzV1rjp59+gqampshvpqamEn8G8O9Ehyn4/fv3o0uX\nLh3VPKNfv36sBjdnvbbXi9Icnp6eIp8lE6asrOydBhZLS0v4+PigoqICbm5umDx5Murq6nDz5k3M\nmTMH9+7dY9cnSTy7pHSUohWHsrIymJubS1SLvjWaGphv377dqCBYRw5ejo6OjRLbOkpmcnIy+wIa\n95m9jqJ///5sUbiurg6JiYkiCWDtLev8+fN48uQJDA0NYWdnJ3FY59+JDs1k3bBhQ7taJk0RGRn5\nXgYSYbjSuh2h7IqLiyEjI4ObN28CAEuS+jMSMzpC0YpDQkICli5d2u6Kr6WBuSN4+/Yt7t27h02b\nNjHXhfA3Z98HHW3sAO/PmAPqY/Z5PB40NDT+djHtbaHp73W1E/Pnz+/I5omIaNq0aaxAE4/Ha7FY\nVnsRHh5OPXv27JC2e/XqRQsXLiRra2u6fv06DR48mIj+V4xKIBC0WLyqPcnIyCAVFRUaNmzYe5HH\nMW7cOBo3bly7t3vv3j2qqalpVOQMLRR0exc6d+5M5eXllJOTQ0FBQeyaOkpeU7wPOVOnTqXnz5+/\nl3fQ1taWysrKyMnJif75z392mJyPBR7QRKk3KWLRkcrWyMiIIiIiqFevXu9NoX/slJSUdNjALA4A\nWq2gKUVKeyJV8FL+drzPWdCfKVOKFOkT9wEjbv1yKZLxZyhaqXKX8mcgteClSJEi5SNFalZIkSJF\nykeKVMFLkSJFykeKVMFLkSJFykeKVMFLkSJFykeKVMFL+UsTGBhIioqKpKKiQqqqqnTlyhXasGED\nVVdXt3rs+vXrxdqvKS5cuEBffPEFqamp0dChQ0lHR4diY2NbPS4xMZFSUlLaJFOKFEnp0ExWKVI6\nkpSUFIqNjaXMzEzq0qULvXr1impqamj9+vXk4OBA3bp1a/H4DRs2kKOjY6v7NYe2tjbFxMQQEVF2\ndjZZWlpSt27dSE9Pr9ljEhISSEZGhjQ1NdskU4oUSZBa8FL+shQVFVHv3r2pS5cuRFRf5uHIkSP0\n5MkT0tXVJX19fSIimjNnDqmrq5OioiItX76ciIg2btzYaL/PP/+ctX3kyBFycXEhIqLDhw+TkpIS\nDRs2rNkSCioqKrRs2TLavHkzERHFxMTQqFGjSE1NjcaPH0/Pnz+nBw8e0K+//kqhoaGkqqpKycnJ\n9OLFC7K2tiYNDQ3S0NCgy5cvd0RXSfm78qdVwZEi5R2pqKjAsGHDICcnB3d3dyQmJgIABg4ciOLi\nYrYfV66Xz+dj3Lhx7GMXDff7/PPP2f+PHDkCFxcXAICSkhIr//z69WsA9QXRzMzMRM4nMzMT8vLy\nACBSl/+3336Dl5cXgPoPqYSEhLBt06ZNY1/xevjwITteipT2QOqikfKX5bPPPqOMjAxKSkqihIQE\nsrW1pdWrVxNRfd0XjoMHD9Jvv/1GfD6fnj59Srm5uaSoqNhq+1wbo0ePJmdnZ7KxsSErK6tW9yci\nevz4MdnY2FBRURHV1tbSoEGDmtzv7NmzdPPmTfZ3eXk5VVVV0aeffipGD0iR0jJSBS/lL02nTp1I\nR0eHdHR0SElJicLDw4nof1UU79+/TyEhIXT16lX64osvyMXFhWpqappsS7gKovDi69atW+nKlSsU\nGxtLw4cPp4yMjCaPz8zMJAUFBSIi8vDwIG9vbzIzM6PExETmGmoIAEpLS6N//OMfkl66FCmtIvXB\nS/nLcvv2bcrPz2d/Z2Zm0sCBA0lGRobKysqIiKisrIw+++wz6t69Oz179ozi4uLY/sL7ERH17duX\nbt26RQKBgI4dO8Z+v3v3LmloaNCKFStIVlaWCgoKGp1LTk4OBQQE0Ny5c5ncL7/8koiIDTqczPLy\ncva3oaEhbdy4kf2dlZXV1u6QIqURUgteyl+WiooK8vDwoNLSUurcuTMNGTKEtm/fTpGRkWRkZERf\nffUVnTt3jlRVVWno0KHUr18/GjNmDDt+1qxZIvutWbOGzMzMSFZWlkaMGEGVlZVEROTj40P5+fkE\ngAwMDEhZWZkuXLhASUlJpKamRlVVVdSnTx/atGkT6erqEhHR8uXLacqUKdSzZ0/S09Ojhw8fEhGR\nubk5WVtb04kTJ2jz5s20ceNGmjt3LqmoqBCfzycdHR3asmXL++9MKR8l0mJjUqRIkfKRInXRSJEi\nRcpHilTBS5EiRcpHilTBS5EiRcpHilTBS5EiRcpHilTBS5EiRcpHyv8DmaKZhYQ3GYAAAAAASUVO\nRK5CYII=\n"
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAENCAYAAAAL98L+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRJQQHYOIiIiIiBL/D6vwVxRxYnBEAAAAAElFTkSuQmCC\n"
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAENCAYAAAAFcn7UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKP8PEQpS+yb4rgMAAAAASUVORK5CYII=\n"
+      },
+      {
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAENCAYAAAAL98L+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERERDT4Lxy21xko6aSQAAAAAElFTkSuQmCC\n"
+      }
+     ],
+     "prompt_number": 26
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 27
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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>Lower</th>\n",
+        "      <th>Upper</th>\n",
+        "      <th>Outlier</th>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>State</th>\n",
+        "      <th>StatusDate</th>\n",
+        "      <th></th>\n",
+        "      <th></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> -69</td>\n",
+        "      <td>  702</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-02-09</th>\n",
+        "      <td> 125</td>\n",
+        "      <td> -69</td>\n",
+        "      <td>  702</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-02-16</th>\n",
+        "      <td> 378</td>\n",
+        "      <td> -69</td>\n",
+        "      <td>  702</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-03-02</th>\n",
+        "      <td> 722</td>\n",
+        "      <td> 361</td>\n",
+        "      <td> 1083</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-05-18</th>\n",
+        "      <td> 962</td>\n",
+        "      <td> 481</td>\n",
+        "      <td> 1443</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "output_type": "pyout",
+       "prompt_number": 28,
+       "text": [
+        "                  CustomerCount  Lower  Upper Outlier\n",
+        "State StatusDate                                     \n",
+        "FL    2009-02-02            385    -69    702   False\n",
+        "      2009-02-09            125    -69    702   False\n",
+        "      2009-02-16            378    -69    702   False\n",
+        "      2009-03-02            722    361   1083   False\n",
+        "      2009-05-18            962    481   1443   False"
+       ]
+      }
+     ],
+     "prompt_number": 28
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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> 1525</td>\n",
+        "      <td> 1551</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-01-12</th>\n",
+        "      <td>  471</td>\n",
+        "      <td> 1551</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-01-19</th>\n",
+        "      <td> 1551</td>\n",
+        "      <td> 1551</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-01-26</th>\n",
+        "      <td>  408</td>\n",
+        "      <td> 1551</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2009-02-02</th>\n",
+        "      <td>  385</td>\n",
+        "      <td>  977</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "output_type": "pyout",
+       "prompt_number": 29,
+       "text": [
+        "            CustomerCount   Max\n",
+        "StatusDate                     \n",
+        "2009-01-05           1525  1551\n",
+        "2009-01-12            471  1551\n",
+        "2009-01-19           1551  1551\n",
+        "2009-01-26            408  1551\n",
+        "2009-02-02            385   977"
+       ]
+      }
+     ],
+     "prompt_number": 29
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 30
     },
     {
      "cell_type": "code",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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
     },
     {
      "cell_type": "markdown",
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "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",