Regression.ipynb

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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>rentals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1/1/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1/2/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1/3/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1/4/2011</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1/5/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant    dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  1/1/2011       1   0     1        0        6           0   \n",
       "1        2  1/2/2011       1   0     1        0        0           0   \n",
       "2        3  1/3/2011       1   0     1        0        1           1   \n",
       "3        4  1/4/2011       1   0     1        0        2           1   \n",
       "4        5  1/5/2011       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  rentals  \n",
       "0           2  0.344167  0.363625  0.805833   0.160446      331  \n",
       "1           2  0.363478  0.353739  0.696087   0.248539      131  \n",
       "2           1  0.196364  0.189405  0.437273   0.248309      120  \n",
       "3           1  0.200000  0.212122  0.590435   0.160296      108  \n",
       "4           1  0.226957  0.229270  0.436957   0.186900       82  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "bike_data = pd.read_csv(r'daily-bike-share.csv')\n",
    "bike_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data consists of the following columns:\n",
    "\n",
    "instant: A unique row identifier\n",
    "dteday: The date on which the data was observed; in this case, the data was collected daily, so there's one row per date.\n",
    "season: A numerically encoded value indicating the season (1:winter, 2:spring, 3:summer, 4:fall)\n",
    "yr: The year of the study in which the observation was made (the study took place over two years: year 0 represents 2011, and year 1 represents 2012)\n",
    "mnth: The calendar month in which the observation was made (1:January ... 12:December)\n",
    "holiday: A binary value indicating whether or not the observation was made on a public holiday)\n",
    "weekday: The day of the week on which the observation was made (0:Sunday ... 6:Saturday)\n",
    "workingday: A binary value indicating whether or not the day is a working day (not a weekend or holiday)\n",
    "weathersit: A categorical value indicating the weather situation (1:clear, 2:mist/cloud, 3:light rain/snow, 4:heavy rain/hail/snow/fog)\n",
    "temp: The temperature in celsius (normalized)\n",
    "atemp: The apparent (\"feels-like\") temperature in celsius (normalized)\n",
    "hum: The humidity level (normalized)\n",
    "windspeed: The windspeed (normalized)\n",
    "rentals: The number of bicycle rentals recorded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>rentals</th>\n",
       "      <th>day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1/1/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1/2/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1/3/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1/4/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1/5/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>1/6/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.204348</td>\n",
       "      <td>0.233209</td>\n",
       "      <td>0.518261</td>\n",
       "      <td>0.089565</td>\n",
       "      <td>88</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1/7/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.196522</td>\n",
       "      <td>0.208839</td>\n",
       "      <td>0.498696</td>\n",
       "      <td>0.168726</td>\n",
       "      <td>148</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1/8/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.165000</td>\n",
       "      <td>0.162254</td>\n",
       "      <td>0.535833</td>\n",
       "      <td>0.266804</td>\n",
       "      <td>68</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1/9/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.138333</td>\n",
       "      <td>0.116175</td>\n",
       "      <td>0.434167</td>\n",
       "      <td>0.361950</td>\n",
       "      <td>54</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1/10/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.150833</td>\n",
       "      <td>0.150888</td>\n",
       "      <td>0.482917</td>\n",
       "      <td>0.223267</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>1/11/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.169091</td>\n",
       "      <td>0.191464</td>\n",
       "      <td>0.686364</td>\n",
       "      <td>0.122132</td>\n",
       "      <td>43</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>1/12/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.172727</td>\n",
       "      <td>0.160473</td>\n",
       "      <td>0.599545</td>\n",
       "      <td>0.304627</td>\n",
       "      <td>25</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>1/13/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.165000</td>\n",
       "      <td>0.150883</td>\n",
       "      <td>0.470417</td>\n",
       "      <td>0.301000</td>\n",
       "      <td>38</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>1/14/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.160870</td>\n",
       "      <td>0.188413</td>\n",
       "      <td>0.537826</td>\n",
       "      <td>0.126548</td>\n",
       "      <td>54</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1/15/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.233333</td>\n",
       "      <td>0.248112</td>\n",
       "      <td>0.498750</td>\n",
       "      <td>0.157963</td>\n",
       "      <td>222</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>1/16/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.231667</td>\n",
       "      <td>0.234217</td>\n",
       "      <td>0.483750</td>\n",
       "      <td>0.188433</td>\n",
       "      <td>251</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>1/17/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.175833</td>\n",
       "      <td>0.176771</td>\n",
       "      <td>0.537500</td>\n",
       "      <td>0.194017</td>\n",
       "      <td>117</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>1/18/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.216667</td>\n",
       "      <td>0.232333</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.146775</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>1/19/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.292174</td>\n",
       "      <td>0.298422</td>\n",
       "      <td>0.741739</td>\n",
       "      <td>0.208317</td>\n",
       "      <td>78</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1/20/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.261667</td>\n",
       "      <td>0.255050</td>\n",
       "      <td>0.538333</td>\n",
       "      <td>0.195904</td>\n",
       "      <td>83</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>1/21/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.177500</td>\n",
       "      <td>0.157833</td>\n",
       "      <td>0.457083</td>\n",
       "      <td>0.353242</td>\n",
       "      <td>75</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1/22/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.171970</td>\n",
       "      <td>93</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1/23/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.096522</td>\n",
       "      <td>0.098839</td>\n",
       "      <td>0.436522</td>\n",
       "      <td>0.246600</td>\n",
       "      <td>150</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1/24/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.097391</td>\n",
       "      <td>0.117930</td>\n",
       "      <td>0.491739</td>\n",
       "      <td>0.158330</td>\n",
       "      <td>86</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1/25/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.223478</td>\n",
       "      <td>0.234526</td>\n",
       "      <td>0.616957</td>\n",
       "      <td>0.129796</td>\n",
       "      <td>186</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1/26/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.217500</td>\n",
       "      <td>0.203600</td>\n",
       "      <td>0.862500</td>\n",
       "      <td>0.293850</td>\n",
       "      <td>34</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1/27/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.195000</td>\n",
       "      <td>0.219700</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.113837</td>\n",
       "      <td>15</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1/28/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.203478</td>\n",
       "      <td>0.223317</td>\n",
       "      <td>0.793043</td>\n",
       "      <td>0.123300</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>1/29/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196522</td>\n",
       "      <td>0.212126</td>\n",
       "      <td>0.651739</td>\n",
       "      <td>0.145365</td>\n",
       "      <td>123</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>1/30/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.216522</td>\n",
       "      <td>0.250322</td>\n",
       "      <td>0.722174</td>\n",
       "      <td>0.073983</td>\n",
       "      <td>140</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>1/31/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.180833</td>\n",
       "      <td>0.186250</td>\n",
       "      <td>0.603750</td>\n",
       "      <td>0.187192</td>\n",
       "      <td>42</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>2/1/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.192174</td>\n",
       "      <td>0.234530</td>\n",
       "      <td>0.829565</td>\n",
       "      <td>0.053213</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>2/2/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.254417</td>\n",
       "      <td>0.775417</td>\n",
       "      <td>0.264308</td>\n",
       "      <td>72</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>2/3/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.186957</td>\n",
       "      <td>0.177878</td>\n",
       "      <td>0.437826</td>\n",
       "      <td>0.277752</td>\n",
       "      <td>61</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>2/4/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.211304</td>\n",
       "      <td>0.228587</td>\n",
       "      <td>0.585217</td>\n",
       "      <td>0.127839</td>\n",
       "      <td>88</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    instant     dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0         1   1/1/2011       1   0     1        0        6           0   \n",
       "1         2   1/2/2011       1   0     1        0        0           0   \n",
       "2         3   1/3/2011       1   0     1        0        1           1   \n",
       "3         4   1/4/2011       1   0     1        0        2           1   \n",
       "4         5   1/5/2011       1   0     1        0        3           1   \n",
       "5         6   1/6/2011       1   0     1        0        4           1   \n",
       "6         7   1/7/2011       1   0     1        0        5           1   \n",
       "7         8   1/8/2011       1   0     1        0        6           0   \n",
       "8         9   1/9/2011       1   0     1        0        0           0   \n",
       "9        10  1/10/2011       1   0     1        0        1           1   \n",
       "10       11  1/11/2011       1   0     1        0        2           1   \n",
       "11       12  1/12/2011       1   0     1        0        3           1   \n",
       "12       13  1/13/2011       1   0     1        0        4           1   \n",
       "13       14  1/14/2011       1   0     1        0        5           1   \n",
       "14       15  1/15/2011       1   0     1        0        6           0   \n",
       "15       16  1/16/2011       1   0     1        0        0           0   \n",
       "16       17  1/17/2011       1   0     1        1        1           0   \n",
       "17       18  1/18/2011       1   0     1        0        2           1   \n",
       "18       19  1/19/2011       1   0     1        0        3           1   \n",
       "19       20  1/20/2011       1   0     1        0        4           1   \n",
       "20       21  1/21/2011       1   0     1        0        5           1   \n",
       "21       22  1/22/2011       1   0     1        0        6           0   \n",
       "22       23  1/23/2011       1   0     1        0        0           0   \n",
       "23       24  1/24/2011       1   0     1        0        1           1   \n",
       "24       25  1/25/2011       1   0     1        0        2           1   \n",
       "25       26  1/26/2011       1   0     1        0        3           1   \n",
       "26       27  1/27/2011       1   0     1        0        4           1   \n",
       "27       28  1/28/2011       1   0     1        0        5           1   \n",
       "28       29  1/29/2011       1   0     1        0        6           0   \n",
       "29       30  1/30/2011       1   0     1        0        0           0   \n",
       "30       31  1/31/2011       1   0     1        0        1           1   \n",
       "31       32   2/1/2011       1   0     2        0        2           1   \n",
       "32       33   2/2/2011       1   0     2        0        3           1   \n",
       "33       34   2/3/2011       1   0     2        0        4           1   \n",
       "34       35   2/4/2011       1   0     2        0        5           1   \n",
       "\n",
       "    weathersit      temp     atemp       hum  windspeed  rentals  day  \n",
       "0            2  0.344167  0.363625  0.805833   0.160446      331    1  \n",
       "1            2  0.363478  0.353739  0.696087   0.248539      131    2  \n",
       "2            1  0.196364  0.189405  0.437273   0.248309      120    3  \n",
       "3            1  0.200000  0.212122  0.590435   0.160296      108    4  \n",
       "4            1  0.226957  0.229270  0.436957   0.186900       82    5  \n",
       "5            1  0.204348  0.233209  0.518261   0.089565       88    6  \n",
       "6            2  0.196522  0.208839  0.498696   0.168726      148    7  \n",
       "7            2  0.165000  0.162254  0.535833   0.266804       68    8  \n",
       "8            1  0.138333  0.116175  0.434167   0.361950       54    9  \n",
       "9            1  0.150833  0.150888  0.482917   0.223267       41   10  \n",
       "10           2  0.169091  0.191464  0.686364   0.122132       43   11  \n",
       "11           1  0.172727  0.160473  0.599545   0.304627       25   12  \n",
       "12           1  0.165000  0.150883  0.470417   0.301000       38   13  \n",
       "13           1  0.160870  0.188413  0.537826   0.126548       54   14  \n",
       "14           2  0.233333  0.248112  0.498750   0.157963      222   15  \n",
       "15           1  0.231667  0.234217  0.483750   0.188433      251   16  \n",
       "16           2  0.175833  0.176771  0.537500   0.194017      117   17  \n",
       "17           2  0.216667  0.232333  0.861667   0.146775        9   18  \n",
       "18           2  0.292174  0.298422  0.741739   0.208317       78   19  \n",
       "19           2  0.261667  0.255050  0.538333   0.195904       83   20  \n",
       "20           1  0.177500  0.157833  0.457083   0.353242       75   21  \n",
       "21           1  0.059130  0.079070  0.400000   0.171970       93   22  \n",
       "22           1  0.096522  0.098839  0.436522   0.246600      150   23  \n",
       "23           1  0.097391  0.117930  0.491739   0.158330       86   24  \n",
       "24           2  0.223478  0.234526  0.616957   0.129796      186   25  \n",
       "25           3  0.217500  0.203600  0.862500   0.293850       34   26  \n",
       "26           1  0.195000  0.219700  0.687500   0.113837       15   27  \n",
       "27           2  0.203478  0.223317  0.793043   0.123300       38   28  \n",
       "28           1  0.196522  0.212126  0.651739   0.145365      123   29  \n",
       "29           1  0.216522  0.250322  0.722174   0.073983      140   30  \n",
       "30           2  0.180833  0.186250  0.603750   0.187192       42   31  \n",
       "31           2  0.192174  0.234530  0.829565   0.053213       47    1  \n",
       "32           2  0.260000  0.254417  0.775417   0.264308       72    2  \n",
       "33           1  0.186957  0.177878  0.437826   0.277752       61    3  \n",
       "34           2  0.211304  0.228587  0.585217   0.127839       88    4  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Adding days of month from Date column\n",
    "\n",
    "bike_data['day']= pd.DatetimeIndex(bike_data['dteday']).day\n",
    "\n",
    "bike_data.head(35)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>rentals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             temp       atemp         hum   windspeed      rentals\n",
       "count  731.000000  731.000000  731.000000  731.000000   731.000000\n",
       "mean     0.495385    0.474354    0.627894    0.190486   848.176471\n",
       "std      0.183051    0.162961    0.142429    0.077498   686.622488\n",
       "min      0.059130    0.079070    0.000000    0.022392     2.000000\n",
       "25%      0.337083    0.337842    0.520000    0.134950   315.500000\n",
       "50%      0.498333    0.486733    0.626667    0.180975   713.000000\n",
       "75%      0.655417    0.608602    0.730209    0.233214  1096.000000\n",
       "max      0.861667    0.840896    0.972500    0.507463  3410.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numeric_features = ['temp', 'atemp', 'hum', 'windspeed']\n",
    "bike_data[numeric_features + ['rentals']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This ensures plots are displayed inline in the Jupyter notebook\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mkrti\\AppData\\Local\\Temp\\ipykernel_19408\\1467276304.py:22: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Label of the graph is rentals\n",
    "label = bike_data['rentals']\n",
    "\n",
    "fig, ax=plt.subplots(2, 1, figsize=(9,12))\n",
    "\n",
    "# Plot the histogram   \n",
    "ax[0].hist(label, bins=100)\n",
    "ax[0].set_ylabel('Frequency')\n",
    "\n",
    "# Add lines for the mean, median, and mode\n",
    "ax[0].axvline(label.mean(), color='magenta', linestyle='dashed', linewidth=2)\n",
    "ax[0].axvline(label.median(), color='cyan', linestyle='dashed', linewidth=2)\n",
    "\n",
    "# Plot the boxplot   \n",
    "ax[1].boxplot(label, vert=False)\n",
    "ax[1].set_xlabel('Rentals')\n",
    "\n",
    "# Add a title to the Figure\n",
    "fig.suptitle('Rental Distribution')\n",
    "\n",
    "# Show the figure\n",
    "fig.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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yS/JGvAgAgNhGQAfgiCHNVgQAQGxjiQsAAABgEAI6AAAAYBCWuABwxBr9uJx8SESLAACIbQR0AI7435IOSOok6ZuIFgEAENtY4gIAAAAYhIAOAAAAGISADgAAABiENegAHNdtxpJG79s3d0wzdnL2Gnsu0fY8AADRgzPoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBeBcXAI449YNAuzWlCAAASOIMOgAAAGAUAjoAAABgEAI6AAAAYBDWoANwRKGkEklpTS2aFYGmAACIQgR0AI6YL+mApE4K48ByahEBHQAASSxxAQAAAIxCQAcAAAAMQkAHAAAADEJABwAAAAxCQAcAAAAMQkAHAAAADMLbLAJnqduMJS3dQlQ59fXaUDJMmfKpuKRSmfK1YFcAAJiDM+gAAACAQTiDDsARgyUdldRO0vs2azZ2+U7pFQn6LqlK49Upcs0BABBFCOgAHPHKKde72ay5a+zW0HUCOgAA32OJCwAAAGAQAjoAAABgEAI6AAAAYBDWoANwxDBJhyV1DKOm6E/91a7cq6Ot/NLcCDUGAECUIaADcMT/k3RAUonsH1hyvmulzDKfUvwcigAAqMUSFwAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIGEF9Dlz5uiyyy5TSkqKOnTooPHjx2vnzp11xpw8eVJTp05V27ZtlZycrAkTJujw4cOONg0AAADEqrAC+tq1azV16lR9+OGHWrFihQKBgPLz81VeXh4ac/fdd+uvf/2r/vKXv2jt2rU6ePCgrrnmGscbBwAAAGJRWG8+vHTp0jq3Fy5cqA4dOmjLli0aNGiQSkpKtGDBAhUVFWnYsGGSpBdffFG9e/fWhx9+qH/7t39zrnMAAAAgBp3Vp4OUlJRIktLT0yVJW7ZsUSAQ0IgRI0JjevXqpS5dumjDhg0EdCCGPSCpTFKypEds1vx+4C4lVcWpIqFac3Rx5JoDACCKNDmgB4NB3XXXXRo4cKD69OkjSTp06JASEhLUunXrOmM7duyoQ4cONfg4fr9ffr8/dLu0tFSSFAgEFBcXF7qOc1vtHDBxLng9VljjW/o5NNbv2fY1+ZTr/9fma/L6pV+Hrj8Y6H3G8S0xDyL1euHsmHxMQPNiLkCKnnlgtz+XZVnhpYsf3H777XrnnXe0fv16de7cWZJUVFSkyZMn1wnckpSbm6uhQ4fqN7/5Tb3HKSgoUGFhYb3tRUVFSkpKakprAAAAgHEqKio0ceJElZSUKDU1tdFxTTqDfscdd+jtt9/WunXrQuFckjIyMlRVVaXjx4/XOYt++PBhZWRkNPhYM2fO1LRp00K3S0tLlZ2drfz8fPl8Pq1YsUIjR45UfHx8U1pFjAgEAsbOhT4Fy8Iav6NgVNiP1VjN6fYdbk1z9dWY0+2/VkvMg6a8Xog8k48JaF7MBUjRMw9qV4qcSVgB3bIs3XnnnVq8eLHWrFmjnJycOvdfeumlio+P18qVKzVhwgRJ0s6dO/X1119rwIABDT6m1+uV1+uttz0+Pj70Ap96Hec2E+eCv8YV1vjT9d/YYzVWc7p9h1tztn0VS6qR5DlDX6dqX+aVJ+hSjdsK6/vanPOgKa8Xmo+JxwS0DOYCJPPngd3ewgroU6dOVVFRkd58802lpKSE1pWnpaXJ5/MpLS1NU6ZM0bRp05Senq7U1FTdeeedGjBgAH8gCsS4yyQdkNRJ9g8sb700UJllPhUnV0pPRa43AACiSVgB/ZlnnpEkDRkypM72F198UTfffLMk6be//a3cbrcmTJggv9+vUaNG6emnn3akWQAAACDWhb3E5UwSExM1b948zZs3r8lNAQAAAOeqsD5JFAAAAEBkEdABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDhPU+6ADQmJWSqvX9QWWUzZobr98oT9ClGrelVRoSsd4AAIgmBHQAjrigCTVfti13vA8AAKIdS1wAAAAAgxDQAQAAAIOwxAWAI4okVUhKCqNm3GdZ8gU8qoyviVBXAABEHwI6zkndZixpcPu+uWOauRNzNPaa2HWPpAOSOsn+gWXm6l7KLPOpOLnyrPb9z5rj+3u61+tcnkcAgLPHEhcAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCB8UBEAR2Sc8vWozZpvk/2hr5nyRaItAACiDgEdgCM2n3K9m82acZPeD13fJz59EwAAiSUuAAAAgFEI6AAAAIBBCOgAAACAQViDDsARt0n6TlJ6GDWPLO2jtJMJKkmskuZGqDEAAKIMAR2AI5ZIOiCpk+wfWIbu6aDMMp+Kkysj1xgAAFGGJS4AAACAQQjoAAAAgEFY4gLY0G3GkhZ9LCf3DwAAzMYZdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAILyLCwBH3CDpH5LaSPqLzZq3LjyotJPxKkkM6Db1iFxzAABEEQI6AEf81ynX7Qb0OUO/CF0noAMA8D2WuAAAAAAGIaADAAAABiGgAwAAAAZhDToAR/SSdFBSVhg1K+cPVocyr44k+6W5EWoMAIAowxl0AI4ok3Tih692JVV5lFIVr6QqT4S6AgAg+hDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAg/A+6ADQTLrNWNLg9n1zxzRzJwAAk3EGHQAAADAIZ9ABOOJZSZWSfJLusFlz36gdSqx262RcUC/ossg1BwBAFCGgA3DE/zrlut2Avuq8I5FoBQCAqMYSFwAAAMAgBHQAAADAICxxAeCILZKqJCWEUdPnUKoSatyq8gQj1BUAANGHgA7AEVdLOiCpk+wfWOa/1k+ZZT4VJ1dKCyPWGgAAUYUlLgAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEH4JFEAjvhckiXJJelfbNaM+Pe1csklS5Y+1ZWRaw4AgChCQAfQZN1mLDmr+nJvjUOdmOVsXxcAwLmNJS4AAACAQQjoAAAAgEFY4gLAEaVX5CiYGCf3yWqlrt9rq2bKphylVMXpREJ1hLsDACB6ENABOKI0L0c1aT55SiptB/R//3uOMst8Kk6ujHB3AABED5a4AAAAAAYhoAMAAAAGIaADAAAABiGgAwAAAAYhoAMAAAAGIaADAAAABiGgAwAAAAYhoAMAAAAG4YOKADgi4UCpao6flKe8ynbNjoxSFVec1LGkKmXKF8HuAACIHmGfQV+3bp3Gjh2rrKwsuVwuvfHGG3Xuv/nmm+VyuepcrrzySqf6BWCoDn/crMxnPlCHP262XXPLhM265qYPdMsE+zUAAMS6sAN6eXm5LrnkEs2bN6/RMVdeeaWKi4tDlz/96U9n1SQAAABwrgh7icvo0aM1evTo047xer3KyMhoclMAAADAuSoia9DXrFmjDh06qE2bNho2bJgefvhhtW3btsGxfr9ffr8/dLu0tFSSFAgEFBcXF7qOc1vtHHBqLng91mn3Y3e8yaLtudj53tqdB+F+f5vyWE7iGBc+p48JiF7MBUjRMw/s9ueyLKvJv31cLpcWL16s8ePHh7YtWrRISUlJysnJ0Z49e/SrX/1KycnJ2rBhgzweT73HKCgoUGFhYb3tRUVFSkpKamprAJrZ7NxclXq9SvX7dd+mTbZqcmfnylvqlT/Vr0332asBACBaVVRUaOLEiSopKVFqamqj4xwP6P/syy+/VI8ePfTuu+9q+PDh9e5v6Ax6dna2jh49Kp/PpxUrVmjkyJGKj49vapuIAYFAwNG50KdgmQNdmW1HwagGt0fquX95z3BVp/kUV1Kp7o+utFWz9snhyjjh06GUSrU9dub/0LM7D5ryHJv79bKzbzTO6WMCohdzAVL0zIPS0lK1a9fujAE94m+z2L17d7Vr1067d+9uMKB7vV55vd562+Pj40Mv8KnXcW5zai74a1wOdGO2xl6nSD1365SvdvdRe3rAshrvtyFnmgdNeY7N/XrZ2TfOjN8PqMVcgGT+PLDbW8Q/qOibb77RsWPHlJmZGeldAQAAAFEv7DPoZWVl2r17d+j23r17tXXrVqWnpys9PV2FhYWaMGGCMjIytGfPHt1zzz0677zzNGoU/4ULAAAAnEnYAX3z5s0aOnRo6Pa0adMkSZMmTdIzzzyjbdu26aWXXtLx48eVlZWl/Px8PfTQQw0uYwEAAABQV9gBfciQITrd35UuWxb7f3wHAAAARErE16ADAAAAsI+ADgAAABiEgA4AAAAYJOLvgw7g3JD63l4FE+PkPlltu+YPl+1VSlWcTiRU69e6MILdAQAQPQjoAByRun5v2DULcn+sIaADAPA9lrgAAAAABiGgAwAAAAZhiQsARwQTPJLLJVmW3FU1tmpa+T1yySVLjX+2AgAA5xoCOgBHHPw/g1WT5pOnpFKd56yyVfPuHwYrs8yn4uRK6bcRbhAAgCjBEhcAAADAIAR0AAAAwCAEdAAAAMAgrEHHWes2Y0mD2/fNHdPMndTVWF/nimh7/nb69XosPZor9SlYJn+Nq8XnGAAAkcAZdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAILyLCwBHtP/jZsnjlmqCtmtumbBZCTVuVXns1wAAEOsI6AAc4T1QGnbNjozwawAAiHUscQEAAAAMQkAHAAAADMISFwCOqOjVQVa8W65AUElfHLFVM2x3ByVWu3UyLqhV59mrAQAg1hHQATjiu5/2UU2aT56SSiXNWWWrZvayPsos86k4uVIDzrNXAwBArGOJCwAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBDeZhFA1Oo2Y0lLtwAAgOM4gw4AAAAYhIAOwBEuf41cJwNy+Wts11Qk1OhEQkAVCfZrAACIdSxxAeCITo+vDbtm+C3h1wAAEOs4gw4AAAAYhIAOAAAAGISADgAAABiENegAHPGP0b0UTIqXuyKgNu98Yatm5upeSjsZr5LEgOYMtVcDAECs4ww6AEeU981S2WVdVN43y3bNuM+ydP22Lhr3mf0aAABiHQEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAInyQKwBG+L44o6EuQu7LKds3qHkeUdjJBJYn2awAAiHUEdESVPgXL5K9x1dm2b+6YFuoGp2q7eEfYNb+6MvwaAABiHUtcAAAAAIMQ0AEAAACDENABAAAAg7AGHYAjiu8YqJoUrzwn/Mp86n1bNW+9NFDty7z6NtmvcZPs1QAAEOsI6AAcUZPiVU2aL6ya9mVeZZaFVwMAQKxjiQsAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBA+qAiAI9r87QsFEzxyV9XYrpkz9Av5Ah5VxtuvAQAg1hHQATii1ScHw65568LwawAAiHUscQEAAAAMQkAHAAAADMISFwCOCLRrJcvtkitoKf5oua2a7sdayRN0qcZt6cu29moAAIh1BHQAjjh8S3/VpPnkKalU5zmrbNW8sqi/Mst8Kk6u1ICp9mrwvW4zljS4fd/cMc3cCQDAaSxxAQAAAAxCQAcAAAAMQkAHAAAADEJABwAAAAxCQAcAAAAMQkAHAAAADEJABwAAAAxCQAcAAAAMQkAHAAAADMIniQJwRMZT70sul2RZtmvGTXpfnqBLNW77NQAAxDoCOgBHxJ3wh13zbXL4NQAAxDqWuAAAAAAGCTugr1u3TmPHjlVWVpZcLpfeeOONOvdblqUHHnhAmZmZ8vl8GjFihHbt2uVUvwAAAEBMCzugl5eX65JLLtG8efMavP/RRx/V73//ez377LPauHGjWrVqpVGjRunkyZNn3SwAc53IzVbpFTk6kZttu+aGrdmasilHN2y1XwMAQKwLew366NGjNXr06AbvsyxLTzzxhO6//35dffXVkqQ//vGP6tixo9544w1df/31Z9ctAGOVDO+pmjSfPCWVStm031bNL97vqcwyn4qTK/WnvvZqAACIdY6uQd+7d68OHTqkESNGhLalpaWpf//+2rBhg5O7AgAAAGKSo+/icujQIUlSx44d62zv2LFj6L5/5vf75ff/+E4OpaWlkqRAIKC4uLjQdZjL62n4LfKc/L7VPpa3gbfja2w/jfWFyHCd8tXua+9y/fjVTk3t97+heXC2WnIeNeVnpTl+7kxW+zzPleeLxjEXIEXPPLDbn8uywnjT4n8udrm0ePFijR8/XpL0wQcfaODAgTp48KAyMzND46699lq5XC69+uqr9R6joKBAhYWF9bYXFRUpKSmpqa0BaGZT8vN1zOdT28pKLVi+3FZN/pR8+Y75VNm2UssX2KsBACBaVVRUaOLEiSopKVFqamqj4xw9g56RkSFJOnz4cJ2AfvjwYfXt27fBmpkzZ2ratGmh26WlpcrOzlZ+fr58Pp9WrFihkSNHKj4+3slW4aA+Bcsa3L6jYJRjNYFAQCtWrNCvN7vlD7ps1TS2D0RGyRBJPqmkSrpnk8dWTf8qySf7NV63pYf6BRucB9HsdD8rjWnKz52pmvJcao8J/H4AcwFS9MyD2pUiZ+JoQM/JyVFGRoZWrlwZCuSlpaXauHGjbr/99gZrvF6vvF5vve3x8fGhF/jU6zCPv6bhoHS671lTaiTJH3TVq22sprF9IDKsU77afe1r///OssL7fjU0D6JZU45vTf0ZMtHZPBd+P6AWcwGS+fPAbm9hB/SysjLt3r07dHvv3r3aunWr0tPT1aVLF9111116+OGH1bNnT+Xk5OjXv/61srKyQstgAAAAADQu7IC+efNmDR06NHS7dnnKpEmTtHDhQt1zzz0qLy/XrbfequPHj+uKK67Q0qVLlZiY6FzXAAAAQIwKO6APGTJEp/u7UpfLpQcffFAPPvjgWTUGAAAAnIscXYMO4NwVd7Rc7pPVcpf5zzz4B3vTy3XCW62jrezXAAAQ6wjoAByRMX9j2DUTbwi/BgCAWOfoJ4kCAAAAODsEdAAAAMAgBHQAAADAIKxBB+CIb6/rq2CrBLnLq9T+1a22ap74a1+lVyTou6Qq3TXWXg0AALGOgA7AEf7u6apJ88lTUmm7pv/X6cos86k42X4NAACxjiUuAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBB+KAiAI5I3rRfwcQ4uU9W265ZdMl+pfjjdMJrvwYAgFhHQAfgiNYrd4Vd87srwq8BACDWscQFAAAAMAgBHQAAADAIAR0AAAAwCGvQATjim5nDVJPmk6ekUp3nrLJVs2HeMGWW+VScXKkBU+3VAAAQ6ziDDgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGIRPEgXgiHavbpXlcctVE7Rdc/fYrUqodqsqzn4NAACxjoAOwBGJX34Xds2HXcKviUXdZixp0f3smzsmrPGnq2lp4T5Hk8XScwEQHpa4AAAAAAYhoAMAAAAGYYkLAEec7J4eWoNud7nLv32dHlqDznIXAAC+R0AH4Iij1/VVTZpPnpJKdZ6zylbNb//aV5llPhUnV2rAVHs1AADEOpa4AAAAAAYhoAMAAAAGIaADAAAABiGgAwAAAAYhoAMAAAAGIaADAAAABiGgAwAAAAYhoAMAAAAGIaADAAAABuGTRAE4wu6nh56KTw8FAKA+zqADAAAABiGgAwAAAAYhoAMAAAAGYQ16jOs2Y0mD2/fNHdPMndjTWL9ej6VHc8OrQfM6Pryngolxcp+sVuuVu2zV/Of6nkrxx+mEt1q/u8JeDZzHz1B0ibbjOoDwEdABOKIsN1s1aT55SiptB/TrP8lWZplPxcmVBHQAAH7AEhcAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCB8UBEAR3i//E7BVglyl1fZrtnY5TulVyTouyT7NQAAxDoCOgBHtH91a9g1d40NvwYAgFjHEhcAAADAIAR0AAAAwCAEdAAAAMAgrEEH4IhDt/RXMNkrd5lfGfM32qop+lN/tSv36mgrvybeYK8GAIBYR0AH4Ijqdq1Uk+aTJ9H+YSXnu1bKLPMpxc+hCACAWixxAQAAAAzCaSvU0W3Gkkbv2zd3TDN2AsBkpztWNKQpx4/G9sGxCECs4ww6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEN5mEYAj0lbukpUQJ1dVte2a3w/cpaSqOFUk2K8BACDWEdABOCJl0/6wa/7UN/waAABiHUtcAAAAAIMQ0AEAAACDsMQFgCOqU7ySyyVZluJO+G3VtC/zyhN0qcZt6dtkezUAAMQ6AjoARxy6Y6Bq0nzylFSq85xVtmreemmgMst8Kk6u1ICp9moAAIh1LHEBAAAADOJ4QC8oKJDL5apz6dWrl9O7AQAAAGJSRJa4XHTRRXr33Xd/3EkcK2kAAAAAOyKSnOPi4pSRkRGJhwYAAABiWkTWoO/atUtZWVnq3r27brzxRn399deR2A0AAAAQcxw/g96/f38tXLhQF1xwgYqLi1VYWKi8vDzt2LFDKSkp9cb7/X75/T++vVppaakkKRAIhJbGBAIBp9s8Z3g9VoPbG3tNGxvflJrTfd9Ot58Gx7utOl9hHtcpX+1+f12uH7/aqWEenJmTP3dOcrKvQCAQerx/ftymHI9M1ZTX5VzU2FzAuSVa5oHd/lyWZUX0iH38+HF17dpVjz/+uKZMmVLv/oKCAhUWFtbbXlRUpKSkpEi2BsBBU/LzdcznU9vKSi1YvtxWTf6UfPmO+VTZtlLLF9irAQAgWlVUVGjixIkqKSlRampqo+Mi/tebrVu31vnnn6/du3c3eP/MmTM1bdq00O3S0lJlZ2crPz9fPp9PK1as0MiRIxUfHx/pVqNWn4JlLd1CxHndlh7qF9SvN7vlD7rOXIBmVzJEkk8qqZLu2eSxVdO/SvLJfg3zIHrtKBjV6H1NOYaFOxdOt39Thfu6RONzdEIgECArIGrmQe1KkTOJeEAvKyvTnj17dNNNNzV4v9frldfrrbc9Pj4+9AKfeh31+WvOnaDiD7rOqecbTaxTvtr9HtX+/51lhTePmQfR53TH8LP5XtqdC9H4OyTc1yUan6OTyAqQzJ8HdntzPKBPnz5dY8eOVdeuXXXw4EHNmjVLHo9HN9xwg9O7AmCQjvM3ynK75AraXzV34/Ub5Qm6VMOacgAAQhwP6N98841uuOEGHTt2TO3bt9cVV1yhDz/8UO3bt3d6VwAMEn+0POyaL9uGXwMAQKxzPKAvWrTI6YcEAAAAzhkReR90AAAAAE0T8T8SBXBuKL8kS8EEj9xVNWr1yUFbNeM+y5Iv4FFlfI3eutBeDQAAsY6ADsAR/7iql2rSfPKUVNoO6DNX91JmmU/FyZUEdAAAfsASFwAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIHxQEQBHeE7463y149tkf52vAACAgA7AIZlPvR92zbhJ4dcgOnWbsaSlW3DM6Z7LvrljmrETALGKJS4AAACAQQjoAAAAgEEI6AAAAIBBWIMOwBHHftpHQV+C3JVVart4h62aR5b2UdrJBJUkVulXV9qrAQAg1hHQATiislcH1aT55CmptF0zdE8HZZb5VJxsvwYAgFjHEhcAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCB8UBEAR7TaelDBpHi5KwK2a9668KDSTsarJNF+DQAAsY6ADsARbd75IuyaOUPDrwEAINaxxAUAAAAwCAEdAAAAMAhLXFpItxlLwq7ZN3dMBDoBgHNbY8fj5jjmNuV3QXPsh983QMsioANwxIFpg1WT6pWn1K9Oj6+1VbNy/mB1KPPqSLJfw2+xVwMAQKxjiQsAR1hej6zEeFlej+2apCqPUqrilVRlvwYAgFhHQAcAAAAMQkAHAAAADEJABwAAAAxCQAcAAAAMQkAHAAAADEJABwAAAAxCQAcAAAAMQkAHAAAADMIniQJwRPriHbLi3XIFgrZr7hu1Q4nVbp2Ms18DAECsI6ADcETSF0fCrll1Xvg1AADEOpa4AAAAAAYhoAMAAAAGYYkLAEf4O6VKHrdUE5T3QKmtmj6HUpVQ41aVJ6gdGfZqAACIdQR0AI749mf9VJPmk6ekUp3nrLJVM/+1fsos86k4uVIDptqrAQAg1rHEBQAAADAIAR0AAAAwCEtcoki3GUtaugUAiEpNOX42V020Cfc57ps7JuzHOl1NuJqyDyefI9AUnEEHAAAADEJABwAAAAxCQAcAAAAMQkAHAAAADEJABwAAAAxCQAcAAAAMwtssAnBE1v9dK7lckmXZrhnx72vlkkuW7NcAABDrCOgAHOGuqgm7ptwbfg0AALGOJS4AAACAQQjoAAAAgEFY4gLAEaVX5CiYGCf3yWqlrt9rq2bKphylVMXpREK1FuTaqwEAINYR0AE4ojQvRzVpPnlKKm0H9H//e44yy3wqTq4koAMA8AOWuAAAAAAGIaADAAAABiGgAwAAAAYhoAMAAAAGIaADAAAABuFdXBrQbcaSBrfvmzummTsBAMCexn53xfpjeT2WHs115rFMcLq+yCHhieY8xxl0AAAAwCAEdAAAAMAgLHEB4IiEA6WqOX5SnvIq2zU7MkpVXHFSx5Ls1wAAEOsI6AAc0eGPm8OuuWVC+DUAAMQ6lrgAAAAABiGgAwAAAAYhoAMAAAAGYQ06AEcc+Vk/1bRKkKe8yvZ69Pmv9VPbigQdS6piPToAAD8goANwRFWnVNWk+eQpqbRd0+dQqjLLfCpOtl8DAECsY4kLAAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYJCIBfR58+apW7duSkxMVP/+/bVp06ZI7QoAAACIGREJ6K+++qqmTZumWbNm6aOPPtIll1yiUaNG6ciRI5HYHQAAABAzIhLQH3/8cd1yyy2aPHmyLrzwQj377LNKSkrSCy+8EIndAQAAADHD8fdBr6qq0pYtWzRz5szQNrfbrREjRmjDhg31xvv9fvn9/tDtkpISSdJ3332nxMREVVRU6NixY4qPj3e61UbFVZc3uP3YsWMR3wcaFhe0VFERVFzArZqgq6XbQUNKSyVXQCqttD2/y1SqUgVUJns1zAPUYi7EtsZ+3zZ0nKidC41lheb4fdtc+cDJ/cSaQCBQLzM2R54L14kTJyRJlmWdfqDlsAMHDliSrA8++KDO9l/+8pdWbm5uvfGzZs2yJHHhwoULFy5cuHDhck5c9u/ff9o83eKfJDpz5kxNmzYtdDsYDOq7775T27ZtdeLECWVnZ2v//v1KTU1twS7R0kpLS5kLYB4ghLmAWswFSNEzDyzL0okTJ5SVlXXacY4H9Hbt2snj8ejw4cN1th8+fFgZGRn1xnu9Xnm93jrbWrduLUlyub7/b8vU1FSjX2w0H+YCJOYBfsRcQC3mAqTomAdpaWlnHOP4H4kmJCTo0ksv1cqVK0PbgsGgVq5cqQEDBji9OwAAACCmRGSJy7Rp0zRp0iT169dPubm5euKJJ1ReXq7JkydHYncAAABAzIhIQL/uuuv07bff6oEHHtChQ4fUt29fLV26VB07dgzrcbxer2bNmlVvCQzOPcwFSMwD/Ii5gFrMBUixNw9clnWm93kBAAAA0Fwi8kFFAAAAAJqGgA4AAAAYhIAOAAAAGISADgAAABikxQP6vHnz1K1bNyUmJqp///7atGnTacf/5S9/Ua9evZSYmKh/+Zd/0d/+9rdm6hSRFM48+PTTTzVhwgR169ZNLpdLTzzxRPM1iogLZy7Mnz9feXl5atOmjdq0aaMRI0ac8RiC6BHOXHj99dfVr18/tW7dWq1atVLfvn313//9383YLSIp3KxQa9GiRXK5XBo/fnxkG0SzCGceLFy4UC6Xq84lMTGxGbs9Oy0a0F999VVNmzZNs2bN0kcffaRLLrlEo0aN0pEjRxoc/8EHH+iGG27QlClT9PHHH2v8+PEaP368duzY0cydw0nhzoOKigp1795dc+fObfDTaRG9wp0La9as0Q033KDVq1drw4YNys7OVn5+vg4cONDMncNp4c6F9PR03XfffdqwYYO2bdumyZMna/LkyVq2bFkzdw6nhTsXau3bt0/Tp09XXl5eM3WKSGrKPEhNTVVxcXHo8tVXXzVjx2fJakG5ubnW1KlTQ7dramqsrKwsa86cOQ2Ov/baa60xY8bU2da/f3/rtttui2ifiKxw58Gpunbtav32t7+NYHdoTmczFyzLsqqrq62UlBTrpZdeilSLaCZnOxcsy7J+8pOfWPfff38k2kMzaspcqK6uti6//HLrD3/4gzVp0iTr6quvboZOEUnhzoMXX3zRSktLa6bunNdiZ9Crqqq0ZcsWjRgxIrTN7XZrxIgR2rBhQ4M1GzZsqDNekkaNGtXoeJivKfMAscmJuVBRUaFAIKD09PRItYlmcLZzwbIsrVy5Ujt37tSgQYMi2SoirKlz4cEHH1SHDh00ZcqU5mgTEdbUeVBWVqauXbsqOztbV199tT799NPmaNcRLRbQjx49qpqamnqfLtqxY0cdOnSowZpDhw6FNR7ma8o8QGxyYi7ce++9ysrKqvcPeUSXps6FkpISJScnKyEhQWPGjNGTTz6pkSNHRrpdRFBT5sL69eu1YMECzZ8/vzlaRDNoyjy44IIL9MILL+jNN9/Uyy+/rGAwqMsvv1zffPNNc7R81uJaugEAcMLcuXO1aNEirVmzJqr+EAjOSUlJ0datW1VWVqaVK1dq2rRp6t69u4YMGdLSraGZnDhxQjfddJPmz5+vdu3atXQ7aEEDBgzQgAEDQrcvv/xy9e7dW88995weeuihFuzMnhYL6O3atZPH49Hhw4frbD98+HCjf/iXkZER1niYrynzALHpbObCY489prlz5+rdd9/VxRdfHMk20QyaOhfcbrfOO+88SVLfvn31+eefa86cOQT0KBbuXNizZ4/27dunsWPHhrYFg0FJUlxcnHbu3KkePXpEtmk4zomsEB8fr5/85CfavXt3JFp0XIstcUlISNCll16qlStXhrYFg0GtXLmyzr94TjVgwIA64yVpxYoVjY6H+ZoyDxCbmjoXHn30UT300ENaunSp+vXr1xytIsKcOi4Eg0H5/f5ItIhmEu5c6NWrl7Zv366tW7eGLuPGjdPQoUO1detWZWdnN2f7cIgTx4Samhpt375dmZmZkWrTWS35F6qLFi2yvF6vtXDhQuuzzz6zbr31Vqt169bWoUOHLMuyrJtuusmaMWNGaPz7779vxcXFWY899pj1+eefW7NmzbLi4+Ot7du3t9RTgAPCnQd+v9/6+OOPrY8//tjKzMy0pk+fbn388cfWrl27WuopwCHhzoW5c+daCQkJ1v/8z/9YxcXFocuJEyda6inAIeHOhUceecRavny5tWfPHuuzzz6zHnvsMSsuLs6aP39+Sz0FOCTcufDPeBeX2BDuPCgsLLSWLVtm7dmzx9qyZYt1/fXXW4mJidann37aUk8hLC0a0C3Lsp588kmrS5cuVkJCgpWbm2t9+OGHofsGDx5sTZo0qc74P//5z9b5559vJSQkWBdddJG1ZMmSZu4YkRDOPNi7d68lqd5l8ODBzd84HBfOXOjatWuDc2HWrFnN3zgcF85cuO+++6zzzjvPSkxMtNq0aWMNGDDAWrRoUQt0jUgINyucioAeO8KZB3fddVdobMeOHa2rrrrK+uijj1qg66ZxWZZltdTZewAAAAB1tegniQIAAACoi4AOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABjk/wNdYXkfq2RWEwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a histogram for each numeric feature\n",
    "for col in numeric_features:\n",
    "    fig = plt.figure(figsize=(9, 6))\n",
    "    ax = fig.gca()\n",
    "    feature = bike_data[col]\n",
    "    feature.hist(bins=100, ax = ax)\n",
    "    ax.axvline(feature.mean(), color='magenta', linestyle='dashed', linewidth=2)\n",
    "    ax.axvline(feature.median(), color='cyan', linestyle='dashed', linewidth=2)\n",
    "    ax.set_title(col)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# plot a bar plot for each categorical feature count\n",
    "categorical_features = ['season','mnth','holiday','weekday','workingday','weathersit', 'day']\n",
    "\n",
    "for col in categorical_features:\n",
    "    counts = bike_data[col].value_counts().sort_index()\n",
    "    fig = plt.figure(figsize=(9, 6))\n",
    "    ax = fig.gca()\n",
    "    counts.plot.bar(ax = ax, color='steelblue')\n",
    "    ax.set_title(col + ' counts')\n",
    "    ax.set_xlabel(col) \n",
    "    ax.set_ylabel(\"Frequency\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jjz8WXnvtNaFq1apCkyZNhKKiIkEQylN5DAaDMHbsWJu///XXXy3PL76fPb0eY8eOFYKDg4XffvvN8tgbb7xh2c9OnToJK1euFN566y2hdu3aQvXq1YVz5865fM7Zs2cLAIStW7e63K64uFhITEwUEhIShNLSUsvjAwYMEBo3blxh+6KiIgGA8Mwzz1geM5vNQqdOnSzvW/E9bp+eJAiC8N577wkxMTE213706NE2r00kB0caiDwwYcIEm58///xzmM1m/POf/8TFixct/0wmE5o1a4bt27fbbF+1alWb4eXQ0FB06tQJv//+u6TXt+6ZE3sdb7nlFgiC4LLHLSYmBkD5sLjYgyfFTTfdhHbt2uHjjz+2PFZWVobPPvsMAwcOtOxPTEwMioqKsHnzZsnPLbI+pkuXLqGgoAC33norDh486PZvBUHA2rVrMXDgQAiCYHMN+vXrh4KCggrPM2rUKISEhFh+7ty5MwRBwJgxY2y269y5M/74448K6SXJycno0KGD5ecGDRpg8ODB+Oabb2Sld4jWrl2Ltm3bWtIYrIm9ips2bYLJZMKwYcMsvwsJCcG//vUvXLlyBTt37rT5uyFDhqBWrVoOX8/Te9ieJ9fPkS1btqCkpARPPvmkTVrIuHHjEB0dXSE9SOp7aseOHRAEwe3rX7t2DaGhoQ5/Fx4e7jYV8JZbbsFnn32GMWPGYNCgQXjmmWewb98+GAwGTJ8+3WbbuXPnorS01G2aoOjJJ5/E5s2b8eGHH+KOO+5AWVkZSkpKbLYRqwaNHj0an376KT744APEx8fj3nvvxYkTJyzbXblyBQDQsWNHrFixAkOGDMGLL76I2bNnY+/evdi6dWuF1//666+xadMmvP7662jQoAGKiopsfi8+p8lkwsaNG/HPf/4TTz31FJYuXYrMzEysWrUKQHmv+z//+U98+OGHeP311/H777/ju+++wwMPPGB5b4rn2ZPrsWrVKrz//vv4v//7PzRr1qzCfhoMBmzduhXDhw/HxIkT8cUXX+DSpUt48803nT7nrl27MGvWLPzzn/9Ez549nW4HAJMmTcLRo0exePFiVKnydx2aa9euOZz4L07+tj6m5cuX48iRIw5HPe3VrVsXnTp1woIFC7Bu3TpMmTIFK1euxDPPPOP2b4kcYfUkIg8kJCTY/Hz8+HEIgmDzhWTNunEKAPXq1aswvFy9enUcPnxY0uufPn0azz//PL788ktcunTJ5ncFBQVO/+6BBx7Ae++9h0ceeQTPPPMMevXqhXvvvRf33Xef24oaDzzwAP7973/j7NmzqFu3Lnbs2IELFy7ggQcesGzz2GOP4ZNPPsEdd9yBunXrom/fvvjnP/+J/v37uz2mDRs24KWXXkJ6erpNXrGUdSb+/PNP5Ofn491338W7777rcJsLFy7Y/NygQQObn41GIwCgfv36FR43m80oKChAjRo1LI87utY33XQTrl69ij///BOxsbEV0jtq1aqF4OBgh/uXmZmJIUOGODnCcqdOnUKzZs0qXCsxveHUqVM2j9vfp65+J/cetufJ9XNEPJbmzZvbPB4aGorGjRtXOFZP31P2IiIiKjTERdevX1eUG960aVMMHjwYn3/+OcrKyhAcHIyTJ0/itddew5tvvomqVatKep4WLVpY0kxGjRqFvn37YuDAgfj+++8t5+D+++9HlSpVbMqxDh482FJKVewAEI/DOhAFgOHDh2P69OnYu3cvevfubfM7cX7THXfcgcGDByMpKQlVq1bFpEmTbJ7zn//8p829ev/99+PBBx/E3r178cgjjwAor4h07do1PPXUU3jqqacAACNHjkSTJk3w+eefW86J0uvx3XffYezYsejXrx9efvllm9+JfzNw4ECbc9+lSxckJCRg7969Dp/z119/xT333IOkpCS89957DrcRvfbaa1i6dClmz56NO++8s8LrO5pDcf36dZv9KywsxPTp0/H0009X+Hyyt2fPHtx1113Yt2+fJZXr7rvvRnR0NGbNmoUxY8YgMTHR5XMQ2WPQQOQB+y8os9kMg8GAr7/+2mGj0L4x4KzhKKUHtKysDH369EFeXh6mTZuGFi1aICoqCmfPnsVDDz3kcgQhIiICu3btwvbt27Fx40akpqbi448/Rs+ePfHtt9863S+gPGiYPn06Pv30Uzz55JP45JNPYDQabQKCuLg4pKen45tvvsHXX3+Nr7/+GsuWLcOoUaMqTNa19t1332HQoEHo3r073nrrLcTHxyMkJATLli2z9Eq6Ih7zyJEjMXr0aIfbtGnTxuZnZ8fqybWxtnfv3gqTx7OyslRfFM0VVw1bT+9ha55ePzWodd1E8fHxKCsrw4ULFxAXF2d5vKSkBLm5uTblReWoX78+SkpKUFRUhOjoaDz//POoW7cuevToYcn3F/Pf//zzT5w8eRINGjRwGdTfd999ePTRR/Hbb7+hefPm+P3335GamlohgI6NjUW3bt1s5hiJx2E/cVY8ZvtOCXtNmjTBzTffjJUrV1qCBmfPGRwcjBo1atg8p9FoxPr163H69GmcPHkSDRs2RMOGDXHLLbegVq1altFRJdfj0KFDGDRoEJKSkvDZZ5/Z9PK72k/x+B0d+x9//IG+ffvCaDRi06ZNqFatmtNzs3z5ckybNg0TJkzAc889V+H38fHx2L59OwRBsAl4xbUfxP37z3/+g5KSEjzwwAOWe0Sc53Tp0iWcPHkSderUQWhoKN555x3Url27wtyPQYMGYebMmdi7dy+DBpKNQQORipo0aQJBEJCQkICbbrpJled01kN75MgR/Pbbb/jwww9tJj5LTQkKCgpCr169LHXRX3nlFTz77LPYvn17hR5FawkJCejUqRM+/vhjTJo0CZ9//jnuvvvuCsProaGhGDhwIAYOHAiz2YzHHnsM77zzDmbMmOG0Pv3atWsRHh6Ob775xub5li1bVmFbR+elVq1aqFatGsrKylweg5qOHz9e4bHffvsNkZGRqFWrFsLCwipcE7GWuyNNmjRxO4m6YcOGOHz4MMxms00jUqwG1LBhQzmHUOH1ld7Dnl4/R8RjOXbsGBo3bmx5vKSkBFlZWV6/zuLaKD/++KNND/GPP/4Is9mseO2U33//HeHh4ZYg7PTp0zhx4oTNMYrEqjqXLl2yNJ4dEdNYxFHG8+fPA4DDNLnS0lKbVLsOHTpg6dKlOHv2rM12586dAwCn6W32r2/dYy6m7dk/Z0lJCS5evOjwORs0aGAZ/cvPz8eBAwdsRt7kXo/MzEz0798fcXFx2LRpk8Og19l+AuXHbz9pODc3F3379kVxcTG2bt1qqUjkyPr16/HII4/g3nvvdZrm1K5dO7z33nv45ZdfbBry33//vc0xnz59GpcuXXJYlemVV17BK6+8gp9++gnt2rXD+fPnnV53AJKqeBHZ45wGIhXde++9CA4OxqxZsyr0bAqCoGglzqioKACoULVG7FG1fh1BECSVNXVUDUX8YnJWatDaAw88gH379uGDDz7AxYsXbVKTAFQ4zqCgIEsPv6vnDw4OhsFgsPmyO3nypMOVg6OiohyekyFDhmDt2rUOG95//vmnu0OTLS0tzSZf/48//sD69evRt29fBAcHo3r16ujdu7fNP+uFquwNGTIEhw4dwrp16yr8TrzWd955J3Jycmzmlty4cQOLFi1C1apVcdtttyk+Hk/uYU+vnyO9e/dGaGgo/vvf/9rsz/vvv4+CggIMGDDA/UE5ILXkas+ePREbG4slS5bYPL5kyRJERkbavP7Fixfx66+/2izK5uieO3ToEL788kv07dvXEvS99NJLWLdunc2/2bNnAwCmTp2KdevWWT4L7FPsgPLG4EcffYSIiAhLw7Np06YICgrCxx9/bHPuzpw5g++++w4333yz5bHBgwcjLCwMy5YtsxmlFNNu+vTpA6D8PnPU875//34cOXLEpme7R48eiIuLw8qVKy2pNkB5z7s4UurK9OnTcePGDUyePNnymJzrkZOTYznH33zzjdPAp3nz5mjbti3Wr19vU9b422+/xR9//GGzn0VFRbjzzjtx9uxZbNq0yWkaH1A+32Ho0KHo3r07Vq5c6XSUaPDgwQgJCcFbb71leUwQBLz99tuoW7cubrnlFgDlCwTa3yPvvPMOAOChhx7CunXrLOmGN910E86fP48dO3bYvJa4yrT1tSeSiiMNRCpq0qQJXnrpJUyfPh0nT57E3XffjWrVqiErKwvr1q3D+PHjLfm6cp4zJiYGb7/9NqpVq4aoqCh07twZLVq0QJMmTfDUU0/h7NmziI6Oxtq1a92mEQDAiy++iF27dmHAgAFo2LAhLly4gLfeegv16tWzqdXvjDih8amnnkJsbGyF3t5HHnkEeXl56NmzJ+rVq4dTp05h0aJFaNeuncsylwMGDMAbb7yB/v37Y/jw4bhw4QLefPNNNG3atEJOeocOHbBlyxa88cYbqFOnDhISEtC5c2fMnTsX27dvR+fOnTFu3DgkJiYiLy8PBw8exJYtW5yWj1QqKSkJ/fr1w7/+9S+EhYVZvvhnzZql6PmefvppfPbZZ7j//vsxZswYdOjQAXl5efjyyy/x9ttvo23bthg/fjzeeecdPPTQQzhw4AAaNWqEzz77DHv27MGCBQtcpkq448k9rMb1s1erVi1Mnz4ds2bNQv/+/TFo0CAcO3YMb731Fjp27Oi0Tr07o0aNws6dO92mLUVERGD27NlISUnB/fffj379+uG7777DihUr8PLLL9uUr128eDFmzZqF7du3W9YIeOCBBxAREYFbbrkFcXFxOHr0KN59911ERkZi7ty5lr919L4TRxU6duxos3L2o48+isLCQnTv3h1169ZFTk4OVq5ciV9//RWvv/66pTe9Vq1aGDNmDN577z3LvKXLly/jrbfewrVr12wmYptMJjz77LN4/vnn0b9/f9x99904dOgQli5dimHDhlnWi7ly5Qrq16+PBx54AK1atUJUVBSOHDmCZcuWwWg0YsaMGZbnDAsLw2uvvYbRo0eje/fuePDBB3H69GksXLgQt956q81q1HPnzkVGRgY6d+6MKlWq4IsvvsC3336Ll156yWYlbTnXo3///vj9998xdepU7N69G7t377b8rnbt2jbBwPz589GnTx9069YNjz76KAoKCvDGG2/gpptuwsSJEy3bjRgxAvv378eYMWPwyy+/2Ky3ULVqVct1OnXqFAYNGgSDwYD77rsPn376qc21bdOmjaUjpV69enjyySfx2muvobS0FB07dsQXX3yB7777DitXrrR0ELVv3x7t27e3eR4xTalVq1Y298ikSZOwbNkyDBw4EI8//jgaNmyInTt3YvXq1ejTp4/D9xqRW74r1EQUOMRylc5Klq5du1bo1q2bEBUVJURFRQktWrQQUlJShGPHjlm2ue2224RWrVpV+FtHZSzXr18vJCYmClWqVLEpv3r06FGhd+/eQtWqVYWaNWsK48aNEw4dOlShRKt9ydWtW7cKgwcPFurUqSOEhoYKderUEYYNG2ZThtCdrl27CgCERx55pMLvPvvsM6Fv375CXFycEBoaKjRo0EB49NFHhezsbLfP+/777wvNmjUTwsLChBYtWgjLli1zuKL1r7/+KnTv3l2IiIiwlBIUnT9/XkhJSRHq168vhISECCaTSejVq5fw7rvvWrZxVs5SLPn5ww8/2Dzu6JoDEFJSUoQVK1ZY9vnmm292uBKtHLm5ucKkSZOEunXrCqGhoUK9evWE0aNH25SRPX/+vPDwww8LNWvWFEJDQ4XWrVtXKMvrqhyjGvewo3vV0+tnX3JVtHjxYqFFixZCSEiIULt2bWHixInCpUuXbLaR856SWnJV9O677wrNmzcXQkNDhSZNmgjz58+vUIZUPE7r679w4UKhU6dOQmxsrFClShUhPj5eGDlypM2KwM44u0dXr14t9O7dW6hdu7ZQpUoVoXr16kLv3r2F9evXV3iO0tJSYdGiRUK7du2EqlWrClWrVhVuv/12Ydu2bRW2NZvNwqJFi4SbbrpJCAkJEerXry8899xzNiWJi4uLhSeeeEJo06aNEB0dLYSEhAgNGzYUxo4dW+GaWe9v27ZthbCwMKF27drCpEmTLGWBRRs2bBA6deokVKtWTYiMjBS6dOkifPLJJ07PjZTrAatSo/b/brvttgrPuXnzZqFLly5CeHi4EBsbKzz44IMVPrMaNmzo9Dmt7zHx2jn798ILL9g8b1lZmfDKK68IDRs2FEJDQ4VWrVrZlFR2xtV7/NdffxXuu+8+y+dgw4YNhaeeespS6pZILoMgKJwdRkRUyRkMBqSkpGDx4sX+3hUiIiKv4pwGIiIiIiJyiUEDERERERG5xKCBiIiIiIhcYvUkIiKFOCWMiIgqC440EBERERGRSwwaiIiIiIjIJaYnSWA2m3Hu3DlUq1YNBoPB37tDRERERKQKQRBw+fJl1KlTx+nK5QCDBknOnTuH+vXr+3s3iIiIiIi84o8//kC9evWc/p5BgwTVqlUDUH4yo6Oj/bw3RERERETqKCwsRP369S3tXWcYNEggpiRFR0czaCAiIiKigOMuBZ8ToYmIiIiIyCUGDURERERE5BKDBiIiIiIicsmvQcOSJUvQpk0by1yB5ORkfP3115bf9+jRAwaDwebfhAkTbJ7j9OnTGDBgACIjIxEXF4enn34aN27csNlmx44daN++PcLCwtC0aVMsX77cF4dHRERERBQQ/DoRul69epg7dy6aNWsGQRDw4YcfYvDgwfjpp5/QqlUrAMC4cePw4osvWv4mMjLS8v9lZWUYMGAATCYT9u7di+zsbIwaNQohISF45ZVXAABZWVkYMGAAJkyYgJUrV2Lr1q145JFHEB8fj379+vn2gImIiIiIdMggCILg752wFhsbi9deew1jx45Fjx490K5dOyxYsMDhtl9//TXuuusunDt3DrVr1wYAvP3225g2bRr+/PNPhIaGYtq0adi4cSMyMjIsfzd06FDk5+cjNTVV0j4VFhbCaDSioKCA1ZOIiIiIKGBIbedqZk5DWVkZ1qxZg6KiIiQnJ1seX7lyJWrWrImkpCRMnz4dV69etfwuLS0NrVu3tgQMANCvXz8UFhbi559/tmzTu3dvm9fq168f0tLSnO5LcXExCgsLbf4REREREVVWfl+n4ciRI0hOTsb169dRtWpVrFu3DomJiQCA4cOHo2HDhqhTpw4OHz6MadOm4dixY/j8888BADk5OTYBAwDLzzk5OS63KSwsxLVr1xAREVFhn+bMmYNZs2apfqxERERERHrk96ChefPmSE9PR0FBAT777DOMHj0aO3fuRGJiIsaPH2/ZrnXr1oiPj0evXr2QmZmJJk2aeG2fpk+fjilTplh+FlfKIyIiIiKqjPyenhQaGoqmTZuiQ4cOmDNnDtq2bYuFCxc63LZz584AgBMnTgAATCYTzp8/b7ON+LPJZHK5TXR0tMNRBgAICwuzVHTiKtBEREREVNn5PWiwZzabUVxc7PB36enpAID4+HgAQHJyMo4cOYILFy5Yttm8eTOio6MtKU7JycnYunWrzfNs3rzZZt4EERERERE559f0pOnTp+OOO+5AgwYNcPnyZaxatQo7duzAN998g8zMTKxatQp33nknatSogcOHD2Py5Mno3r072rRpAwDo27cvEhMT8eCDD+LVV19FTk4OnnvuOaSkpCAsLAwAMGHCBCxevBhTp07FmDFjsG3bNnzyySfYuHGjPw+diIiIiEg3/Bo0XLhwAaNGjUJ2djaMRiPatGmDb775Bn369MEff/yBLVu2YMGCBSgqKkL9+vUxZMgQPPfcc5a/Dw4OxoYNGzBx4kQkJycjKioKo0ePtlnXISEhARs3bsTkyZOxcOFC1KtXD++99x7XaCAiIiIikkhz6zRoEddpICKiQFFmFrA/Kw8XLl9HXLVwdEqIRXCQwd+7RUR+IrWd6/fqSUREROQbqRnZmPXVUWQXXLc8Fm8MxwsDE9E/Kd6Pe0ZEWqe5idBERESkvtSMbExccdAmYACAnILrmLjiIFIzsv20Z0SkBwwaiIiIAlyZWcCsr47CUT6y+Nisr46izMyMZSJyjEEDERFRgNuflVdhhMGaACC74Dr2Z+X5bqeISFcYNBAREQW4C5edBwxKtiOiyodBAxERUYCLqxau6nZEVPkwaCAiIgpwnRJiEW8Mh7PCqgaUV1HqlBDry90iIh1h0EBERBTggoMMeGFgIgBUCBzEn18YmMj1GojIKQYNRERElUD/pHgsGdkeJqNtCpLJGI4lI9tznQYicomLuxEREVUS/ZPi0SfRxBWhiUg2Bg1ERESVSHCQAclNavh7N4hIZ5ieRERERERELjFoICIiIiIilxg0EBERERGRS5zTQERERAGvzCxwAjiRBxg0EBERUUBLzcjGrK+OIrvguuWxeGM4XhiYyFKzRBIxPYmIiIgCVmpGNiauOGgTMABATsF1TFxxEKkZ2X7aMyJ9YdBAREREAanMLGDWV0chOPid+Nisr46izOxoCyKyxqCBiIicKjMLSMvMxfr0s0jLzGXjinRlf1ZehREGawKA7ILr2J+V57udItIpzmkgIiKHmAdOenfhsvOAQcl2RJUZRxqIiKgC5oFTIIirFq7qdkSVGYMGIiKywTxwChSdEmIRbwyHs8KqBpSPnnVKiPXlbhHpEoMGIiKywTxwChTBQQa8MDARACoEDuLPLwxM5HoNRBIwaCAiIhvMA6dA0j8pHktGtofJaJuCZDKGY8nI9pyfQyQRJ0ITEZEN5oFToOmfFI8+iSauCE3kAQYNRERkQ8wDzym47nBegwHlvbTMAyc9CQ4yILlJDX/vBpFuMT2JiIhsMA+ciIjsMWggIqIKmAdORETWmJ5EREQOMQ+ciIhEDBqIiMgp5oETERHAoIGIiMitMrPAEZe/8FwQVU4MGoiIiFxIzcjGrK+O2ix4F28MxwsDEyvd3A6eC6LKixOhiYiInEjNyMbEFQcrrJCdU3AdE1ccRGpGtp/2zPd4LogqNwYNREREDpSZBcz66qjDtSrEx2Z9dRRlZkdbBBaeCyJi0EBEROTA/qy8Cr3q1gQA2QXXsT8rz3c75Sc8F0TEoIGIiMiBC5edN5KVbKdnPBdExKCBiIjIgbhq4e43krGdnvFcEBGDBiIiIgc6JcQi3hgOZ8VEDSivHNQpIdaXu+UXPBdExKCBiIjIgeAgA14YmAgAFRrL4s8vDEysFGsU8FwQEYMGIiIiJ/onxWPJyPYwGW3TbkzGcCwZ2b5SrU3Ac0FUuRkEQWB9NDcKCwthNBpRUFCA6Ohof+8OERH5GFdB/hvPBVFgkdrO5YrQREREbgQHGZDcpIa/d0MTeC7KMXiiyoZBAxEREZEMqRnZmPXVUZu1K+KN4XhhYCLTtChgcU4DERERkUSpGdmYuOJghcXucgquY+KKg0jNyPbTnhF5F4MGIiIiIgnKzAJmfXUUjiaDio/N+uooysycLkqBh0EDERGRxpSZBaRl5mJ9+lmkZeayEaoR+7PyKowwWBMAZBdcx/6sPN/tFJGPcE4DERGRhjBfXrsuXHYeMCjZjkhPONJARESkEcyX17a4auHuN5KxHZGeMGggIiLSAObLa1+nhFjEG8MrrIotMqB8VKhTQqwvd4vIJxg0EBERaQDz5bUvOMiAFwYmAkCFwEH8+YWBiVyvgQKSX4OGJUuWoE2bNoiOjkZ0dDSSk5Px9ddfW35//fp1pKSkoEaNGqhatSqGDBmC8+fP2zzH6dOnMWDAAERGRiIuLg5PP/00bty4YbPNjh070L59e4SFhaFp06ZYvny5Lw6PiIhIMubL60P/pHgsGdkeJqNtCpLJGI4lI9tz3gkFLL9OhK5Xrx7mzp2LZs2aQRAEfPjhhxg8eDB++ukntGrVCpMnT8bGjRvx6aefwmg0YtKkSbj33nuxZ88eAEBZWRkGDBgAk8mEvXv3Ijs7G6NGjUJISAheeeUVAEBWVhYGDBiACRMmYOXKldi6dSseeeQRxMfHo1+/fv48fCIiIgvmy+tH/6R49Ek0cUVoqlQMgiBoKjkyNjYWr732Gu677z7UqlULq1atwn333QcA+PXXX9GyZUukpaWhS5cu+Prrr3HXXXfh3LlzqF27NgDg7bffxrRp0/Dnn38iNDQU06ZNw8aNG5GRkWF5jaFDhyI/Px+pqamS9qmwsBBGoxEFBQWIjo5W/6CJiKjSKzML6DZvG3IKrjuc12BAeW/27mk92TglItVIbedqZk5DWVkZ1qxZg6KiIiQnJ+PAgQMoLS1F7969Ldu0aNECDRo0QFpaGgAgLS0NrVu3tgQMANCvXz8UFhbi559/tmxj/RziNuJzOFJcXIzCwkKbf0RERN7EfHki0jK/Bw1HjhxB1apVERYWhgkTJmDdunVITExETk4OQkNDERMTY7N97dq1kZOTAwDIycmxCRjE34u/c7VNYWEhrl275nCf5syZA6PRaPlXv359NQ6ViIjIJb3ny3NROqLA5ffF3Zo3b4709HQUFBTgs88+w+jRo7Fz506/7tP06dMxZcoUy8+FhYUMHIiIyCf0mi/PRemIApvfg4bQ0FA0bdoUANChQwf88MMPWLhwIR544AGUlJQgPz/fZrTh/PnzMJlMAACTyYT9+/fbPJ9YXcl6G/uKS+fPn0d0dDQiIiIc7lNYWBjCwsJUOT4iIiK5goMMSG5Sw9+7IZm4KJ39uIK4KJ0eRkmIyDW/pyfZM5vNKC4uRocOHRASEoKtW7dafnfs2DGcPn0aycnJAIDk5GQcOXIEFy5csGyzefNmREdHIzEx0bKN9XOI24jPQURERMpxUTqiysGvIw3Tp0/HHXfcgQYNGuDy5ctYtWoVduzYgW+++QZGoxFjx47FlClTEBsbi+joaDz++ONITk5Gly5dAAB9+/ZFYmIiHnzwQbz66qvIycnBc889h5SUFMtIwYQJE7B48WJMnToVY8aMwbZt2/DJJ59g48aN/jx0IiKigCBnUTo9jZ4QkS2/Bg0XLlzAqFGjkJ2dDaPRiDZt2uCbb75Bnz59AADz589HUFAQhgwZguLiYvTr1w9vvfWW5e+Dg4OxYcMGTJw4EcnJyYiKisLo0aPx4osvWrZJSEjAxo0bMXnyZCxcuBD16tXDe++9xzUaiIiIVMBF6YgqB82t06BFXKeBiIjIsbTMXAxbus/tdqvHdeFIA5EG6W6dBiIiItKfTgmxiDeGV1hbQmRAeRWlTgmxvtwtIlIZgwYiIiJSjIvSEVUODBqIiIjII3pflI6I3PP7Og1ERESkf3pdlI6IpGHQQERERKrQ26J0RCQd05OIiIiIiMgljjQQERFRpVBmFpg+RaQQgwYiIiIK+AZ1akY2Zn111Gb16nhjOF4YmMiJ2kQSMGggIiKq5AK9QZ2akY2JKw7CfjXbnILrmLjiICs8EUnAOQ1ERESVmNigtg4YgL8b1KkZ2X7aM3WUmQXM+upohYABgOWxWV8dRZnZ0RZEJGLQQEREVElpvUFdZhaQlpmL9elnkZaZq2g/9mflVQiIrAkAsguuY39Wngd7ShT4mJ5ERERUSclpUPu6lKpaKVMXLjs/PiXbEVVWHGkgIiJdUqMXurLTaoNazZSpuGrh7jeSsR1RZcWRBiIi0p1An7jrK1psULtLmTKgPGWqT6JJUnWnTgmxiDeGI6fgusPnNAAwGcurRRGRcxxpICIiXVHaC82RiXLW58EsCDBFh8FZ09uA8mDMlw1qtecgBAcZ8MLARACocJzizy8MTAyo8rJE3sCRBiIi0g2lvdAcmSjn6DzERIZYzp31efVXg9obKVP9k+KxZGT7CsduqoT3AJFSDBqIiEg3lEzcZY3+cs7OQ8HVUgCAMTIE+X/9P+C/BrW3Uqb6J8WjT6IpoBewI/ImBg1ERKQbcnuh1c6P1ysp5yEiJBhvjm2Pi0XFfm1Qe3MOQnCQwedVoIgCBec0EBGRbsjthWaN/nJSz0NQkAGD29VFcpMafguiOAeBSJsYNBARkW6IvdBSJ+5qtaSor+ntPIhzEExG2yDRZAyvNOlkRFrD9CQiItINsRd64oqDkibuarGkqD/o8TxwDgKRtnCkgYiIdEVOL7TckYlApdfzIM5B8HfKFBFxpIGIiHRIai+03JGJQMXzQESeMgiCUDlXt5GhsLAQRqMRBQUFiI6O9vfuEBGRTFynoRzPAxHZk9rOZdAgAYMGIiL9KzMLzI8Hz4M9ng+q7KS2c5meRERElQJr9JdTeh4CsXHNkRci6Rg0EBERkUuB2LjmSuFE8rB6EhERETklNq7tF4cTG9epGdl+2jPl3K2QDZSvFF5mZgY3kYhBAxERETkUqI1rrhROJB+DBiIiInIoUBvXelshm0gLGDQQERGRQ4HauNbjCtlE/saggYiIiBwK1Ma1uxWyASAmIgRmQdBd6hWRtzBoICIi8lCZWUBaZi7Wp59FWmZuwDQ03TWuDSivotQpIdaXu+UxcYVsAE6PLf9aKUa89z26zdumy8neRGrj4m4ScHE3IiJyRu/lSN2tvyBWTwJgMyFa3ELPpUkdXTt7gXCcRK5wRWgVMWggIiJHnNX610tDU2rAo/fAyJUys4B9mblIWXUQ+ddKHW5jAGAyhmP3tJ66X9COyB5XhCYiIvIid+VIDSgvR9on0aRKQ1PtFZnlLG7WPykefRJNAbciNFCeqhQUZHAaMAC2VaK4qjhVVgwaiIiIFJBTjtTThqbaPf1KAp7gIENANpjLzAL2nPhT0rZ6qxJFpCZOhCYiIlLAV+VIvbEic6CuvyBXakY2us3bhsXbMyVtr7cqUURqYtBARESkgC/KkXprReZAXX9BDmfBmCN6rRJFpCYGDURERAp4Wo5USplWb40IBOr6C1K5Csbsidf3hYGJATGHg0gpzmkgIiJSQKz1P3HFQRjguByps4am1DkK3hoREAOenILrDhvOYrWgQO1ZdxeMWTMFSJUoIk9xpIGIiEih/knxWDKyPUxG2x55kzHcablVOXMUvDUi4GpxM/HnGQNaYn9WXsAtWAdID7Im3d4Uu6f1ZMBABI40EBEReUROOVK5VYu8OSIgBjz2Ix4mYzgGtY3H7I2/BOS6DID0IKtr05qVNiVJ7RK/pH8MGoiIiDwktRyp3DKtnqRASeEo4LlUVIKUVdLWb9Arf6Rn6akRHsiL+ZFyDBqIiIh8RMkcBVcjAmo04qwDnjKzgG7ztvlswTq51Gp4ezsYs9/PS0XFuhm5kbPoH1UuDBqIiIh8RMkchTKzAGNEKKb2a468ohLEVg2DKdo7PdW+XLBOLrV7v70VjDnaT0e02Aj39SrnpC8MGoiIiHxEblqMq4ayNxptWl2/wVu933Lmo3iyn45osRGu5aCR/I/Vk4iIiHxEStUiMSDwxkrQ7mhx/QZvLXAnEtOzBrera5lHInW/rNfZKLlhlrz2g0hrK29rNWgkbeBIAxERkQ9JSYvxV5qIFicIa7H329EIUGxUCPKKShU9n1Ya4VoMGkk7GDQQERH5mLu0GH81lL09QdielHkKWuv9dpaCpDRgALTTCK/si/6Ra0xPIiIi8gNXaTH+bCi7WrDuzeHtYYwIVWXBN6npV1rq/XY1AqSEAeVBklYa4XLS56jy8WvQMGfOHHTs2BHVqlVDXFwc7r77bhw7dsxmmx49esBgMNj8mzBhgs02p0+fxoABAxAZGYm4uDg8/fTTuHHjhs02O3bsQPv27REWFoamTZti+fLl3j48IiIiRfzVUBbz9ItvmPGf+9pi5SOdsXBoO6we1wUzBrTE7I1HMWzpPjyxJh3Dlu5Dt3nbFM2tkDNPQez9dtZM9WXD290IkBxabYQrWeWcKge/pift3LkTKSkp6NixI27cuIF///vf6Nu3L44ePYqoqCjLduPGjcOLL75o+TkyMtLy/2VlZRgwYABMJhP27t2L7OxsjBo1CiEhIXjllVcAAFlZWRgwYAAmTJiAlStXYuvWrXjkkUcQHx+Pfv36+e6AiYiIJPBHmoirVKGCayVIWfWTatWL5KZf+TJlyhU1R3bUWmfDG9SuKkWBwSAIglqjbB77888/ERcXh507d6J79+4Aykca2rVrhwULFjj8m6+//hp33XUXzp07h9q1awMA3n77bUybNg1//vknQkNDMW3aNGzcuBEZGRmWvxs6dCjy8/ORmprqdr8KCwthNBpRUFCA6Ohozw+UiIjIDTF9B3DcUFaz19dZnr74WsbIEORfdZyzLwYwu6f1lNyoXJ9+Fk+sSXe73cKh7TC4XV3LPvp7leK0zFwMW7rP7XaxUaHIKyqx/BxvDMeMAYmoHhXKRjhpjtR2rqYmQhcUFAAAYmNte05WrlyJFStWwGQyYeDAgZgxY4ZltCEtLQ2tW7e2BAwA0K9fP0ycOBE///wzbr75ZqSlpaF37942z9mvXz88+eSTDvejuLgYxcXFlp8LCwvVODwiIiLJvL0SNFCeJrQvMxfPrD3iMlXIWcAgbiN3UraS9Cst9H5LHQHa+fTtOHDqEgMECiiaCRrMZjOefPJJdO3aFUlJSZbHhw8fjoYNG6JOnTo4fPgwpk2bhmPHjuHzzz8HAOTk5NgEDAAsP+fk5LjcprCwENeuXUNERITN7+bMmYNZs2apfoxERERyeLOhLHXlYqnkpO4oTb8SJ4/7i9TqUqFVgrj4GQUczQQNKSkpyMjIwO7du20eHz9+vOX/W7dujfj4ePTq1QuZmZlo0qSJV/Zl+vTpmDJliuXnwsJC1K9f3yuvRUREgcXdugNyeaOhLGflYqnkTMr2dWlXNfliBIhIizQRNEyaNAkbNmzArl27UK9ePZfbdu7cGQBw4sQJNGnSBCaTCfv377fZ5vz58wAAk8lk+a/4mPU20dHRFUYZACAsLAxhYWGKj4eIiConLeTdu+ONsqFKJmXrufGthVQpIl/za9AgCAIef/xxrFu3Djt27EBCQoLbv0lPTwcAxMeXf5gkJyfj5ZdfxoULFxAXFwcA2Lx5M6Kjo5GYmGjZZtOmTTbPs3nzZiQnJ6t4NEREVJk5671XWmHIW+SWDTUAiIkMwaWrpaqPCui58e3vVCkiX/Nr0JCSkoJVq1Zh/fr1qFatmmUOgtFoREREBDIzM7Fq1SrceeedqFGjBg4fPozJkyeje/fuaNOmDQCgb9++SExMxIMPPohXX30VOTk5eO6555CSkmIZLZgwYQIWL16MqVOnYsyYMdi2bRs++eQTbNy40W/HTkREgcPdugMGlK870CfR5PcGsZy5B+Kezrm3NQB4ZVSAjW8iffBryVWDwfEH57Jly/DQQw/hjz/+wMiRI5GRkYGioiLUr18f99xzD5577jmbklCnTp3CxIkTsWPHDkRFRWH06NGYO3cuqlT5OybasWMHJk+ejKNHj6JevXqYMWMGHnroIUn7yZKrRETkitRSnKvHdfF7A1nqvgIVU6vUnq/hC3rcZyJf0kXJVXfxSv369bFz5063z9OwYcMK6Uf2evTogZ9++knW/hEREUkhtfdezcXBlHJXuQgAYiJC8OaI9ujSuIZNA1tvowJ6mGNCpBdB/t4BIiIivVOy7oC/iJWLgL/Tj0SGv/7NHdIaXZvW1HWPvDjHxH7+hjjHJDUj2097RqRPDBqIiIg8JPbeu2pix0SGwGwWUGb2W1awhVi5yGS0DWJMxnDNTNj2hLs5JkD5/AwtXAsivfDrnAa94JwGIiJyR+zZBuCynKmW0mMCNd9fT3NMiPxNajuXIw1EREQqcNZ7b09L6THiHIXB7eoiuUmNgAgYAH3NMSHSCwYNREREKumfFI/d03pi5SOdERMR4nAbpsd4n57mmBDpBYMGIiIiFQUHGRBkMCD/WqnTbQQA2QXXsT8rz3c7Vom4m2NiQHmamNxVrIkqMwYNREREKmN6jGfKzALSMnOxPv0s0jJzZY/IuKsQBShfxVrN/dTb61Ll5td1GoiIyP8CdTKsPzE9Rjm11lYQ55h4YxVrNfdTL68rFz9XAg+rJ0nA6klEFKj00gDRmzKzgG7ztjldQM2A8sbr7mk92ZCyIlagsj9n4hlSUg7WG41Xb+ynll9XLn6u6AurJxERkUtc/Mp7fJUeE0i8tbaC2hWi/LUGhF7WnuDnSuBi0EBEVAnppQGiZ4G+gJra9mflVWhoWtPK5HF/7acezg8/VwIb5zQQEVVCchogXPxKuf5J8eiTaGJutwR6mTzur/3Uw/nh50pgY9BARFQJSW1Y5BSyuo+nxPQYck0vk8f9tZ96OD96CGxIOaYnERFVQlIbFrM3/MwcZPIJvayt4K/91MP50UNgQ8oxaCAiqoTcNUBEeUWlnLxIPqGXyeP+2k89nB89BDakHIMGIqJKyFUDxJ4ATl4k39DL5HFn+2mMDMGTvW9Cn0STT19XK+dHD4ENKcd1GiTgOg1EFKhSM7Lx73UZyCsqcbvt6nFdmJtPPqGXhcHKzAIWbzuOZXtOIv9aqeVxb69JoPXzw3Ua9EVqO5dBgwQMGogokK398Q/832eH3W43/59tcU/7ej7YIyJ90Mtia/6g9cCG/ia1ncvqSUREOuGtL2HrHlJXpIxGkP6wcaeMuzUJDChP6+uTaKqU55NVwwIPgwYiIh3w5nB/bNUwVbcj/agMaSTeCoq4JgFVNgwaiIg0zlkKRE7BdUxccdDjFAhTtLTyh1K3I33w9n2lBd4MirgmAVU2rJ5ERKRh7lIgAM8rG4llEl1Rq0ximVlAWmYu1qefRVpmrl8rMqmxL1o6Hjl8cV/5mxgU2Y8GiEGRp2WEfbkmgV7vMwosHGkgItIwX6RAiGUSJ644aHlOkZplErWUCqPGvmjpeOQK9NQab883KDMLMAsCYiJCnM4JMqC8FKqnwbae7zMKLBxpICLSMF+lQHi7/ru3e319vS9aOh4lAj21Rk5QJFdqRja6zduGEe997zJgADwPtvV+n1Fg4UgDEZGG+TIFon9SPPokmlSfNKq019cbE1jV6IEOhKo5vryv/MFbQZGzeSD2TCqMBATCfUaBhUEDEZGGifMNcgquO2w8qJUCIfJGmUQlqTDeSslQIy0nEFJ7fH1f+Zo3giJXjXhr1SOrYMaAlh6PzgXCfUaBhelJREQaJs43AP5OeRCpOd/Am+T2+nozJUONHuhASO0JhPvKFTEocrb3Bsif3O+uES+6dPUGUlb95HHqUCDcZxRYGDQQEWmct+cbeJucXl9vV/VRowc6UFJ79H5fueIuKBIADO1YHxsOn5NcjUhu49zT6lOBcp9R4GB6EhGRDnhrvoEvyEmF8XZKhhppOYGU2iP3vtLT6tFiUGSf5maMDAEAzN9y3PKYlNQ3OY1zNVKHAuk+o8DAoIGISCe8Md/AF6xLuoq9vCL7VBhvp2TI2RdvPoevuWrsS72v9Fj60z4oOnnxKhZs+U3RgnbuGvGOeJI6pMf7jAIb05OIiMjrpKbC+CIlQ420HD2l9oglQoct3Ycn1qRj2NJ96DZvm6ycez2X/hSDorva1MGaH04rTn2zTnmSytPUIT3dZxT4DIIgcFlBNwoLC2E0GlFQUIDo6Gh/7w4RkW65S28pMwvoNm+b25SM3dN6qlJ+1dNUG62n6zgrESruoZSGp3hNnKWNqXlNvCktMxfDlu5zu93qcV1cjrykZmRj5pdHkVPofBRB7XOi9fuM9E1qO5fpSURE5DPuUmF8mZKhRrqXllPG1KrzHyilP9VKfRNTnhZvO24zL8KaAHVTh7R8n1HlwfQkIiLyqzKzgLTMXKxPP4u0zFz0STQxJcMJ+3PlqjqPWqsiB0rpTzVT34KDDGhuqubpLhHpCkcaiIjIb1xNrt09rSdTMqzInYisVmM/UEp/qlmNSBzFcYarNVMg4kgDERH5hbvJtZuP5iC5SQ0MblcXyU1qVOrGl5KJyGo19r2xUJo/qLmgnVqjOER6wqCBiIh8ztuLuAUSpedKrcZ+IK0erVY1okBJ2SKSg+lJRETkc4EyudYXlJ4rNSeVO1sozaTxdRocUWOhxEBJ2SKSg0EDEZHOBEL5RfbUSufJuVKzsa/nVcnteVqNiKs1U2XEoIGISEf0uCqvI+yplc7Tc6VmY5+lP8txtWaqjDingYhIJ/S8Kq89vU6ulVPyVC1qnCuxsc9J5erhas1U2XCkgYhIB9RaqEsr9NhT669RHj2eq8oikFK2iNzhSAMRkQ4EYolHPfXU+nuUR0/nqrLhKA5VFhxpICLSgUCdOKyHnlqtjPLo4VwRUeBi0EBEpAOBPHFY65NrtVQeVuvniogCF9OTiIh0QK8ThwNBoI7yEBHJwaCBiEgHAmlVXr0J5FEeIiKpGDQQEekEJ8P6B0d5iIg4p4GISFc4Gdb35JQ8DYTVuomIHDEIguD9lWl0rrCwEEajEQUFBYiOjvb37hARkR+4W6chUFbr9he9B1x633+qvKS2c2UHDQcPHkRISAhat24NAFi/fj2WLVuGxMREzJw5E6GhoZ7tuQYxaCAiIsB5w1Bcx8H+C1VsMjJ9zDW9B1x633+q3KS2c2XPaXj00Ufx22+/AQB+//13DB06FJGRkfj0008xdepUWc81Z84cdOzYEdWqVUNcXBzuvvtuHDt2zGab69evIyUlBTVq1EDVqlUxZMgQnD9/3mab06dPY8CAAYiMjERcXByefvpp3Lhxw2abHTt2oH379ggLC0PTpk2xfPlyuYdORESVnKOFvNyt4wCUr+NQZubAviP+XjhPiTKzgLTMXKxPP4uFW47rbv+JlJAdNPz2229o164dAODTTz9F9+7dsWrVKixfvhxr166V9Vw7d+5ESkoK9u3bh82bN6O0tBR9+/ZFUVGRZZvJkyfjq6++wqeffoqdO3fi3LlzuPfeey2/Lysrw4ABA1BSUoK9e/fiww8/xPLly/H8889btsnKysKAAQNw++23Iz09HU8++SQeeeQRfPPNN3IPn4iIyEYgrtbtK3oMuFIzstFt3jYMW7oPT6xJx/wtv+lq/4mUkj0RWhAEmM1mAMCWLVtw1113AQDq16+Pixcvynqu1NRUm5+XL1+OuLg4HDhwAN27d0dBQQHef/99rFq1Cj179gQALFu2DC1btsS+ffvQpUsXfPvttzh69Ci2bNmC2rVro127dpg9ezamTZtmSZd6++23kZCQgNdffx0A0LJlS+zevRvz589Hv379KuxXcXExiouLLT8XFhbKOi4iIqo8uI6DclpaOE8KZ2lozmht/4k8IXuk4R//+Adeeukl/O9//8POnTsxYMAAAOW9+bVr1/ZoZwoKCgAAsbHlZesOHDiA0tJS9O7d27JNixYt0KBBA6SlpQEA0tLS0Lp1a5vX7tevHwoLC/Hzzz9btrF+DnEb8TnszZkzB0aj0fKvfv36Hh0XEREpY50GkpaZq8keW67joJyeAq4ys4CZX/4sOWCwpoX9J/KU7JGGBQsWYMSIEfjiiy/w7LPPomnTpgCAzz77DLfccoviHTGbzXjyySfRtWtXJCUlAQBycnIQGhqKmJgYm21r166NnJwcyzb2wYr4s7ttCgsLce3aNURERNj8bvr06ZgyZYrl58LCQgYOREQ+ppfJpeI6DjkF1x02KA0oX0uD6zhUpKeAa/G2E8gpLHa/oQNa2H8iT8kOGtq0aYMjR45UePy1115DcHCw4h1JSUlBRkYGdu/erfg51BIWFoawsDB/7wYRUaXlLA1EnFyqpWpEctZxIFt6CbhSM7Ixf8tvsv9OK/tPpAbVVoQODw9HSEiIor+dNGkSNmzYgO3bt6NevXqWx00mE0pKSpCfn2+z/fnz52EymSzb2FdTEn92t010dHSFUQYiIvIvPU6O5WrdyogBF4AKK25rJeAS70e5tLL/RGqRNNJQvXp1GAzSbvi8POnVIQRBwOOPP45169Zhx44dSEhIsPl9hw4dEBISgq1bt2LIkCEAgGPHjuH06dNITk4GACQnJ+Pll1/GhQsXEBcXBwDYvHkzoqOjkZiYaNlm06ZNNs+9efNmy3MQEZF26G1yrIirdSsjBlz2qWgmBalo3lhgzd396IyS/SfSMklBw4IFC7zy4ikpKVi1ahXWr1+PatWqWeYgGI1GREREwGg0YuzYsZgyZQpiY2MRHR2Nxx9/HMnJyejSpQsAoG/fvkhMTMSDDz6IV199FTk5OXjuueeQkpJiSTGaMGECFi9ejKlTp2LMmDHYtm0bPvnkE2zcuNErx0VERMrpaXKsPXEdB5JHjYDL0RwYU3Q4hnVqgEY1IxUHEXLus8m9m6FRzSifBYxchZp8SfaK0Kq+uJPRi2XLluGhhx4CUL642//93/9h9erVKC4uRr9+/fDWW29ZUo8A4NSpU5g4cSJ27NiBqKgojB49GnPnzkWVKn/HRDt27MDkyZNx9OhR1KtXDzNmzLC8hjtcEZqIyHfSMnMxbOk+t9utHteFDXQCIL0UqqOJ9O4a3lLvx8m9m+GJ3jcpPQTZ9FIogLRPajvXo6Dh+vXrKCkpsXksEBvVDBqIiHynzCyg27xtbifH7p7Wk72qZLlfpKQQiXeLOM9ESsPb3f0o/o0v70dnQZL98RFJIbWdK3sidFFRESZNmoS4uDhERUWhevXqNv+IiIg84c/JsXpYF4JsyZlzYD2RftPh8oa3/d+KFbpSM7IBuL8fDfDtZGc9FgqgwCA7aJg6dSq2bduGJUuWICwsDO+99x5mzZqFOnXq4KOPPvLGPhIRUSXjj2pEqRnZ6DZvG4Yt3Ycn1qRj2NJ96DZvm6XxSNokd26LOJH+ufUZkhveWqqOJadQAJGaZK/T8NVXX+Gjjz5Cjx498PDDD+PWW29F06ZN0bBhQ6xcuRIjRozwxn4SEVEl48tqRHpaF4JsKV04La+oxOnvHFXo0kp1LD0XCiB9kx005OXloXHjxgDK5y+IJVa7deuGiRMnqrt3RERUqfmiGpG7dA8Dynud+ySaOIdCg9wtEOcJ+4a3Fqpj6WkVbQosstOTGjdujKysLABAixYt8MknnwAoH4GIiYlRdeeIiIi8jeke6vHHnBBXcw4cMQCIjZK2GK0WG95ikOTsWA0on5jNVahJbbKDhocffhiHDh0CADzzzDN48803ER4ejsmTJ+Ppp59WfQeJiIi8ieke6vDnnBBncw7siQ3tlwYn6bbhrYdVtCkwebxOw6lTp3DgwAE0bdoUbdq0UWu/NIUlV4mIAhfXhfCcVkqAWq+5cPJiEVbvP42cwmLL763LqYr7DMBmv/VStpTrNJBavLZOw0cffYQHHnjAstqyqKSkBGvWrMGoUaOU7bGGMWggIgpcXBfCM+7WSfDn+XO3cJveG95cEZrU4LWgITg4GNnZ2YiLi7N5PDc3F3FxcSgrK1O2xxrGoIGIKLDpvdfZn/Q+UsOGN1V2Utu5sqsnCYIAg6Him+nMmTMwGo1yn46IiMjvxJx4+15nk456nf3Fm3NCfNGg10JFJCI9kBw03HzzzTAYDDAYDOjVqxeqVPn7T8vKypCVlYX+/ft7ZSeJiIi8TSt1+PXGWyVA9Z46RBRoJAcNd999NwAgPT0d/fr1Q9WqVS2/Cw0NRaNGjTBkyBDVd5CIiMoxjcL72Ossn7t1EsQ5DXIqEXlzsT2+j4iUkRw0vPDCCwCARo0a4YEHHkB4uPZqFxMRBSr2upJWiSVAJ644CAMczwmRUwLUm4vt8X1EpJzikqslJSW4cOECzGazzeMNGjRQZce0hBOhiciftFLOksgVtRrk3ppYzfcRkWNemwh9/PhxjBkzBnv37rV5XJwgHYjVk4iI/MWbva5EalJrTog3JlbzfUTkOdlBw0MPPYQqVapgw4YNiI+Pd1hJiYiI1LE/K89p/XugvMGTXXAd+7PymItPLumlEpE3JlbzfUTkOdlBQ3p6Og4cOIAWLVp4Y3+IiMiKN8tZUuWhp1x+b0ys5vuIyHNBcv8gMTERFy9e9Ma+EBGRHW+Vs6TKQ8zlt+9pFysRpWZk+2nPHBMnVgN/zzcQKZlYDQA1o8JU3Y6oMpIdNMybNw9Tp07Fjh07kJubi8LCQpt/RESkHrHX1VnzyIDyHmM5va5UebjL5QfKc/nLzIpqonikzCwgLTMX69PPIi0z12YfxMX2TEbbYNhkDFc2YVlqfMGMayKnZKcn9e7dGwDQq1cvm8c5EZqISH1ql7MkefRe01+rufxS0qXUXGzv4pViVbfzFr3fbxTYZAcN27dv98Z+EBGRE2Kvq30jy6TRnPRAoad5AM5oMZdfzsJtai22p4c0v0C43yiwyQ4abrvtNm/sBxERuaBmryu5580ViX1Ja41lf5U+9cbkajncjSAEyv1GgU32nAYA+O677zBy5EjccsstOHv2LADgf//7H3bv3q3qzhER0d/EXtfB7eoiuUkNBgxeouV5AHJpbU6MnHQpNXljcrVUqRnZ6DZvG4Yt3Ycn1qRj2NJ96DZvm2UCeiDdbxTYZAcNa9euRb9+/RAREYGDBw+iuLg8/6+goACvvPKK6jtIRETkS/5q2CrlakKxPxvLjvgzXUr1ydUSSKlcpbf7jSov2elJL730Et5++22MGjUKa9assTzetWtXvPTSS6ruHBERka9pcR6AM1InFGtlToy/06V8meYnNRVran9p61758n7jhGxyRHbQcOzYMXTv3r3C40ajEfn5+WrsExERkd/4u2ErlZw8eK3MifH33AJAvcnV7kgdQciTWLHJV/cbJ2STM7LTk0wmE06cOFHh8d27d6Nx48aq7BQREZG/aG0egCNK8uC1MCdGTrqUq7QrPZA6MhAbFaqZ+01vCwGSb8kOGsaNG4cnnngC33//PQwGA86dO4eVK1fiqaeewsSJE72xj0RERD6jtXkAjug5D17K3AJ3k4f1QOrIgMkYoYn7jROyyR3Z6UnPPPMMzGYzevXqhatXr6J79+4ICwvDU089hccff9wb+0hERORTWpoH4Iie5l044ipdKlDKj8pJxQoOMvj9ftPqQoCkHbKDBoPBgGeffRZPP/00Tpw4gStXriAxMRFVq1bFtWvXEBER4Y39JCIi8imtzANwRC/zLlxxNLfAX+s4eIPc1dz9fb/pPRAl75MdNIhCQ0ORmFg+nFZcXIw33ngDr776KnJyclTbOSIiPWClkcDlq0mzcmlhQrE3BFpvt9wRK3/eb4EQiJJ3SQ4aiouLMXPmTGzevBmhoaGYOnUq7r77bixbtgzPPvssgoODMXnyZG/uKxGR5qhRaYRBB8kltxdbLwKxt9vfIwhSBWogSuqRHDQ8//zzeOedd9C7d2/s3bsX999/Px5++GHs27cPb7zxBu6//34EBwd7c1+JiDRFjdxrljckpbQ+70IJX/Z2+zJY1+qIlbVADURJPZKDhk8//RQfffQRBg0ahIyMDLRp0wY3btzAoUOHYDDwBiKiykWN3OtAmfBJ/qOXXmxn7BvuHRpW90lvN4N1xwIxECX1GARBkFQ7KzQ0FFlZWahbty4AICIiAvv370fr1q29uoNaUFhYCKPRiIKCAkRHR/t7d4hIA9IyczFs6T63260e18VhD2OZWUC3educ5m+LjaPd03r6vAHIdCnyBWcN90Ft4/HuriwAjnu7PQ2mnQXraj1/IOBnQOUitZ0reaShrKwMoaGhf/9hlSqoWrWqZ3tJRKRTnuZea3XCJ3tg5WHjShlXo2zv7srC+O4J+PJQtuq93YFUncmb9JBORb4nOWgQBAEPPfQQwsLCAADXr1/HhAkTEBUVZbPd559/ru4eEhFpkKe511qc8Ml0KXkYYCkjpeH+5aFs7Hz6dhw4dUnVgEyrwTqRHkgOGkaPHm3z88iRI1XfGSIivfC00ojWyhuyB1YeBljKSW24Hzh1SfWGuxaDdSK9kBw0LFu2zJv7QUSkK55WGumUEIuYyBDkXy11+hoxkSE+K2/IHljpGGB5xp8Nd60F60R6EuTvHSAi0iux0ojJaNvAMBnDVelp9mVzkz2w0skJsOQoMwtIy8zF+vSzSMvMRZlZUp0S3fFnw10cIXT23jKgPMWMaxEQVaR4RWgiIlJe8nJ/Vp7LUQYAuHS11Gc9++yBlc4bAZYW5kf4alK3PxcR41oERMoxaCAi8pCSSiNa69nnarDSqR1gaWF+hLeCFmeBiD8b7lyLgEgZBg1ERH6gtZ59bzXkArEkqZoBlhbmR3graHEXiDhquBsjQvBw10bok2hSejiS6H1RPG8JxPcrqUfy4m6VGRd3IyK1iYu7uWt4+npxNzV7nLWQcuMtYkMb8GwBMk8XCfSUtxYZlLqAWplZwOJtJ7BsTxbyr/2drqfX+0TPje5Afr+Sa1LbuYomQv/vf/9D165dUadOHZw6dQoAsGDBAqxfv17Z3hIRVTJizz5QccKzP3Or+yfFY/e0nlg9rgsWDm2H1eO6YPe0nooChokrDlZojIq916kZ2Wruts+pNQne32lq3pjU7W70BCgfPSkzC9h8NAcLtvxmEzAA+rxPUjOy0W3eNgxbug9PrEnHsKX70G3eNl0cQ6C/X0kdsoOGJUuWYMqUKbjzzjuRn5+PsrIyAEBMTAwWLFig9v4REQUsb1dfUkqcozG4XV0kN6nhNnCxr/pTcsMsudGoZ2oEWP5OU/NG0CI1ENmXmRsw94meG91ygjyq3GTPaVi0aBGWLl2Ku+++G3PnzrU8/o9//ANPPfWUqjtHRBTo9J5b7SilITYqFHlFJU7/JpDWfFAyCd6avyegn7x4VdJ2coIWqQFG2u8XA2JtEC3MS/EE12ghqWSPNGRlZeHmm2+u8HhYWBiKiopU2SkiospEbs++VjjrXXUVMFjjmg/S0tRmDGiJ/Vl5Dtdv8GRthzKzgNX7T7vdrnpkCHIKr0t+fukBhrT7XOv3idRG9/I9WZrsrfd3ihzph+yRhoSEBKSnp6Nhw4Y2j6empqJly5aq7RgREWmXq95VqbjmQzlXJUAHtY3H7I2/OJycCsCjiav7s/KQU+i+IXjpaikmf5wu+fmljp4kN6mBxdtPuH19rd8nOQXXJG03e+MveG93luYmFks9v1JHpShwyQ4apkyZgpSUFFy/fh2CIGD//v1YvXo15syZg/fee88b+0hERH7gqhKMu95VV7jmQ0WO0tQuFZUgZZXjUqgT/qrcZE9OmVQlPcdSnl9q+d4ujWv4NTVLjUpHqRnZmL3xF8nb+3LtDak6JcTCFB2GnMJil9ut+eE0JvVsqpuRUFKf7PSkRx55BPPmzcNzzz2Hq1evYvjw4ViyZAkWLlyIoUOHynquXbt2YeDAgahTpw4MBgO++OILm98/9NBDMBgMNv/69+9vs01eXh5GjBiB6OhoxMTEYOzYsbhy5YrNNocPH8att96K8PBw1K9fH6+++qrcwyYiqlTcVYJRmqrAVXeds05T65QQi9kbXU9OdUTOxFUlPfhSn1/KJH9/VhBTo9KRmJ4nNR0P0ObE4uAgA4Z1auB2O7lVtCjwyA4aCgsLMWLECBw/fhxXrlxBTk4Ozpw5g7Fjx+LECffDjNaKiorQtm1bvPnmm0636d+/P7Kzsy3/Vq9ebfP7ESNG4Oeff8bmzZuxYcMG7Nq1C+PHj7fZ3759+6Jhw4Y4cOAAXnvtNcycORPvvvuuvAMn0iBP8pmJnJFSCUZqgzM2KsTmZ39XhtILT0ZypJZJFdOI5DbJ3T2/+Ll0rdSMMV0T8FiPxph0e1OsfKRzhepS/qggpkalI0/S85SUsfW2RjWjJG3HeQ2Vm+z0pAEDBmDLli0ICwtDZGQkIiMjAQDHjh1Dr169cObMGcnPdccdd+COO+5wuU1YWBhMJscrQ/7yyy9ITU3FDz/8gH/84x8Ayqs73XnnnfjPf/6DOnXqYOXKlSgpKcEHH3yA0NBQtGrVCunp6XjjjTdsggsiveFCPOQNUivB7Hz6dkmpJTufvh0HTl3SZWUof1KjcebuOVylESl9fkefS6K1B884/HzyZQUxtSodeRLUibTUAPd36V/SB9kjDVWrVsU999yDGzduWB775Zdf0KNHDwwZMkTVnQOAHTt2IC4uDs2bN8fEiRORm5tr+V1aWhpiYmIsAQMA9O7dG0FBQfj+++8t23Tv3h2hoaGWbfr164djx47h0qVLDl+zuLgYhYWFNv+ItETPNcFJ26RWgjlw6pKk1JLQKkG6rAzlb2o0zqQ8h7OefiXP7+xzSZTt4vPJVxXE1FrMTo0Gv5Ya4O5GnQwo75TiPKTKTXbQ8Pnnn6OgoAAjRoyAIAjIyMhAjx49MGzYMCxcuFDVnevfvz8++ugjbN26FfPmzcPOnTtxxx13WBaUy8nJQVxcnM3fVKlSBbGxscjJybFsU7t2bZttxJ/FbezNmTMHRqPR8q9+/fqqHheRJ7gQD3mTnPKLSlJLmFInjdLUIUB+A89+kbqVYzvDFC2vASk1XUeAfz+fthx1/L1vz937wJMGvxYb4FpdoZ60RXZ6UkREBDZu3IgePXrgn//8J3bt2oVRo0bhtddeU33nrCdWt27dGm3atEGTJk2wY8cO9OrVS/XXE02fPh1Tpkyx/FxYWMjAgTSDC/GQN8lNU5CTWsKUOuncVSASHPy/+DMgv4Fnv0jdzEHuqx9ZP7+cdB1/fT6lZmTj/T0nJW3r7n3grqysM87OnxqVnDzlqvQv36MESAwa7NNzgoKC8PHHH6NPnz4YMmQIZsyYYdkmOjpa/b38S+PGjVGzZk2cOHECvXr1gslkwoULF2y2uXHjBvLy8izzIEwmE86fP2+zjfizs7kSYWFhCAsL88IREHmOC/GQNylZoVjKqshi6oqj8qFaK0GpFe4acUDFdRrUauDJbUDK/bzx9eeTOBLijtQyr1LKyo7vnoAvD2W7PX9aCqb1vkK9J7QQuGmdpKAhJiYGBkPFEycIAt5++2288847EAQBBoPBkjrkDWfOnEFubi7i48vfRMnJycjPz8eBAwfQoUMHAMC2bdtgNpvRuXNnyzbPPvssSktLERJSXsVj8+bNaN68OapXr+61fSXyFk5Y879A/nKRWmNfzvGqNflU6msF0rVx14jzZgNPTgNS7ueNrz+fpI6ECJB+f0sJrKb2b+ny/DkLprP/WovjbT8E01I6AQKNlgI3LZMUNGzfvt0rL37lyhWbMq1ZWVlIT09HbGwsYmNjMWvWLAwZMgQmkwmZmZmYOnUqmjZtin79+gEAWrZsif79+2PcuHF4++23UVpaikmTJmHo0KGoU6cOAGD48OGYNWsWxo4di2nTpiEjIwMLFy7E/PnzvXJMRN6mpCeY1FMZvlzUTlNQI6VOSjAQqNfGVSPO2w08qc8vJ13HH/n8Ukc2xnRtJOtecRdYuTp/UuaBPPP5EVWCaXKOo6DSSQoabrvtNq+8+I8//ojbb7/d8rM4j2D06NFYsmQJDh8+jA8//BD5+fmoU6cO+vbti9mzZ9ukDq1cuRKTJk1Cr169EBQUhCFDhuC///2v5fdGoxHffvstUlJS0KFDB9SsWRPPP/88y62SbnmjJ5ikqUxfLmqmKXiaUiclGKhM10aLrD+XXDFA3c8nqSNLUkc2+iQ6Tlt2RWngJmX0I/9qKRZvO4EnejeT/fz+pJcRP1+OggYCgyAIbufwHD58GElJSQgKCsLhw4ddbtumTRvVdk4rCgsLYTQaUVBQ4NU5G0RyBGqvqlaVmQV0m7fN6Ze8OMKze1pPfrnYScvMxbCl+9xut3pclwqNL2fBgHiGl4xsjz6JJl4bjXC1ToPan09yPgPF96+rkZCYiBC8OaI9ujT2TWng9eln8cSadLfbxUSG4MBzfXRz7+rpu8mTz6ZAIrWdK2mkoV27dpbypu3atYPBYICjWMPbcxqI6G+VecKaP7BqlXJKU+qk9gJWCw/R1LXRSy+rN1h/LuUUXkfelWLERoXCZIxQ9TzIHVmSspBd/rVSjHjve581cKWOfuRfLdXN54qc66KF9wkLi8gjKWjIyspCrVq1LP9PRNpQGSes+Qu/XJRTmlInNVBLy8x1uo01X1wbPfWyeou3P5eUppQ4m6tjz1cpbZ0SYhETEYL8a6Vut9XD54qc67L5aI4m3icsLCKPpMXdGjZsaKme1LBhQ5f/iIgCEb9cPKNkITjpDSVplfK9fW24UrtveLKqs7iQ3cqxnRETEeL07wHvL0IXHGTAw10bSdpWD58rUq/L4m0nNPM+4UrY8she3C03Nxc1apT3IPzxxx9YunQprl27hkGDBuHWW29VfQeJiLSAVas8JzelTmpDKblxTaw9eNav14YTKsv5IuXE01G/4CADgoIMLnv4xQbu/M2/oWvTml5LnZnUsxmW7T2J/KuO90VPnytSr8uyPVmaeZ+wsIg8kkYaAODIkSNo1KgR4uLi0KJFC6Snp6Njx46YP38+3n33Xdx+++344osvvLirRET+I365AKjQK8UvF+nE1JXB7eoiuYnrCadSewG7NKnh92vjSe93oEjNyEa3edswbOk+PLEmHcOW7kO3edtU7zlWY9RPagN38fYTXjsOoPz9MPfe1g7vcb19rkieoyEhWPPl+0TJKGhlJTlomDp1Klq3bo1du3ahR48euOuuuzBgwAAUFBTg0qVLePTRRzF37lxv7isRkV/xy8W35ARq/r42lX3Oiy9Ts6QGkx0aVkdaZi7Wp59FWmauTaqR3HQfb6bOiPduvM4/V9xdFwAwhktLcPH1+0RMW1s9rgsWDm2H1eO6YPe0nro5974iqeQqANSsWRPbtm1DmzZtcOXKFURHR+OHH36wrMT866+/okuXLsjPz/fm/voFS64SkTUtVP2oTOSW1pRybdS+hpW5dKM/yhGLQQrgOKVkfPcEfHko2+k9I6UEqz1vl+4NhM8VZ9dFVDWsCq4U33D7PIH4PtEyqe1cyUFDUFCQpewqAFSrVg2HDh1C48aNAQDnz59HnTp1ArLkKoMGIiLfcdR4AqBag8obFY7cNUIDea0IfwVMzq7joLbxeHdXxbx567U9+ifFu23gOsMGrWupGdl45vMjDudpOCt3a/37QH2faJmq6zSIxApKzn4mIiLyhLdLlnpr5ejgIANmDGiJx1b9VOF3estNl8vXqVliUFl8w4z/3NcWMAAXrxQjrlp5StJtr22XNNFWaglWbx1HoOqTaMLML48CqBg0uAsYgMB9nwQCWUHDQw89hLCwMADA9evXMWHCBERFRQEAiouL1d87IiKqNLzVoBd5s8JRakY2Zm/8xeHvTC6CnkBISfFlOWJXQWVykxpIy8yVtdCfdUWvPSf+xOLtmT45Di3w1r0nLuznTmxUCPKK/g4sXL1PSBskBw2jR4+2+XnkyJEVthk1apTne0RERJWOL0qWemtVb2fBjqh/KxOMEaEoMws2+x4oC8H5qhyxlKCy+IZZ0nOJowXWDefkJjXxv32nUHDNec59TGSILsqfuuPNe0/qSMyMu1rBFB2u64C5spEcNCxbtsyb+0FEpJpA6L2tbLzVoLfmjTQaV8GOaNnek1i296RNo8zboyq+5Ita91KDyv/c31bS88VVC3fYcHaXdR0InyLevvekjsSYosM5N0RnJJdcJSLSA1/Viid1+SIv3htpNO6CHWtio2zT4WyXDWDA+6sRq83bJW+lBpUQIKkc66WiEoclYt2Vhrl0tVTXa224C74Az+89rrIcuGSvCE1EpFWB1Htb2fgiL94baTRyghixR3zG+gzkFpW43M7TURV/kLvitxxSz/PFomK3ox4zBrTE7I2uR4fU2BetsB55vXi52OsjelxlOXAxaCCigOCLnHjyHl/kxXujMSM3iBEAlwGDNb01ToG/V/xWW82qYZK369q0psOqSOJEW2NEqKxqSfb0NBHaUQqWFJ7ee84qU3Gys74xaCCigOCLnHjyHl/1TqrdmHEX7HhCT41TuWTPO5J6cv/aztWox/r0s4r2Wa0J3UoomaflboK+K2rce94ceSL/YNBARAHB17XiAU64VpuveifVbMy4CnZciY0KwaWiUq9WG9IqJZV7LhZJK+tuvZ2zUQ8lDWJ/ptUoOV9SJug7ova9562RJ/IPBg1EFBB8WSseCJxymVrjq95JNRszchYJExtlMwa0RMqqnzwaVdFj0Kp03pGa728po0NBBsB6LrC/0mqkni/7e8FsFmSnJHG+AbnDoIGIAoKvasUDnHDtbXrsnbQOdjYfzcEHe066DAj6J8VjSZBB8aiKHoNWT+Ydqfn+lpIKt3hYe1SPCvVrQCb1fJnNwOyNtvdCTESI7NdzdO/pMTAl7zEIgrsCY1RYWAij0YiCggJER0f7e3eIyAmxMQ84bgio0ZgvMwvoNm+b0148sfGye1pPj+vSa/XLWsv7phVSG/Vq5qorvc99dT3TMnMxbOk+t9utHtfFYdCo9vvb2TUa2rEBGtWMVOVceHJupZ4vT8wY0BI1q4U53Dc9BqakjNR2LkcaiChg+CIn3hcTrrX8Za3lfdMSqWlWckdV1K4S5uh6xkaF4qXBSbizjbrX09N5R2q/v+2v0cmLRVi9/zTmb/nNso0n97an7xVvVs8SOzce6prg8D7haCo5wqCBiAKKt3PivT3hWstf1lreNy3yRpqVmkGrs+uZV1SCx1YdxKNnEjD9zkTPd/ovasxLEN/f+zJzkfb7RQDl57hLY+VrCiQ3qYHUjGws2HJctXtbjfeKt6pnuZu7wPLV5AxXhCaigCM2BAa3q4vkJjVU/WLz5oRrX6zWqpSW960yUStolVJd551dWdh0+JyMvXNNrZWCNx/NwVOfHcLi7ZlYvP0ERrz3vUervqt9b6v1fO7Ol1SRocE2P7tbpVtOYEqVC4MGIiIZ1Gr4OKLlL2st71tlolbQ6u56ip5bn6FaIChOQAZQ4f0jtXKP2INvv+9iD76SwEHte1ut55NyvqS4WlKGyb1vwsKh7bB6XBfsntbT5SiHP8pXkz4waCAikkGNho8zWv2yLjML2HPioqRt2ZDwLrWCVqnXKa+oVNVAsE+iCU/2bgajXXUfd73fgPdGu+S+78rMAtIyc7E+/SzSMnMrvJ6a72NxHofJaBsEmozheGv4zZJHItb8cBp3takjaeTV1+WrST84p4GIApo3KsN4a8K1Fr+sHU3mdIUNCe9Sa+VsOddJrUDQ0b0UExGCh7smYFLPppZ9dvae9VYRAjnvOymTm9V+H7uapxUUZMCEvypKuSLnvPiyfLU3scqb+hg0EFHA8malH29MuNbal7WzyZyO6KUhEQjUCFo7JcQiNioUeUUlbrdVIxB0di8VXCvFgi2/obmpKvonxbt8zxbfMEt6LblBjtTF3rb9eh7vfZfldnKzN97H4jwtsSG84fA5xFULR59EE8Z0bYQP9px0+xxSz4tagak/scqbd3CdBgm4TgOR/qhdy95XfLHWhBTu1qOwZ4B2z6k/ebO309Pn3nQ4G4+tct1LHa/SmiNS1jYRV8l29p59svdNNuVQnXG2zoMrcgJkR+zXZ/HG+9jVuhLeOC96bXjr9bPfn6S2cxk0SMCggUhffLUAm7do4cta7sJSj3ZXtzxnINDCdXRnzqajeGdXlsPfqRUISr2XqoUH4/L1Mqf7YjKGQxAE5BQWu9xm97SeACA7oNp0+Bwmrf4Jnsz7tm6Yq3n93TWEjZEhKLha6nJkQ8nnnd5SfPT+2e8vXNyNiCotXyzA5k3eXmtCii1Hc2Rt/+WhbEzt35JfxH/Ry5oW0+9MRNt6MXhufQbyikotj6sZ3EhNi3EWMAB/v2fvahOPDYedV0h6YWAiNh/NUdRYrx4V5lHAANgeq1rvYynrJhis/l/NdCJvrDXiTXr/7Nc6Bg1EFHC0WoVIDn9+WZeZBaxLPyvrb/hF/De9LY51Z5s66JcU77UgVc3J8a4ChvHdEwBAcbCmxueB/bGq8T6W0hC+dLUUk3s3w5of/lC1OIPeBMJnv5YxaCCigCEOpR8/f1nS9nqp9OPrFIH9WXk2vc5S8Yu4nB57O70ZpEqZaOwpA4D16eewPj1bcbB28uJVj17fW4UApL6vGtWMwu5pPXWVTqQ2LVagCyQMGogoIMgpDaqnSj/+yItX2vjnF3E59nbaclWNRy0C4HSug/U2zoK1MrOA1ftPK3ptb1cUkvq+On7+MvZn5VW6QMGa1irQBRou7kZEuudslVhH9FIyEPDO6rdSyG38S1lQzN2CWIGEvZ0VOVukzB8cBWv7s/KQU+j+82NgGxPiHSy0ptYcFUfvE3cL+okWb8/EsKX70G3eNq99NmidNxffJI40EJHOucofd0QvOb7+zIuXk04i5YtYD1WE1MTeTsfsJwZfvFyM2Rt/cft3sVEhGJ3cCPO3HFdlPxwFa1JHfXonmrBgaHtZKUBS0wtdvU/kjNRobbK9r3lr8U1i0EBEOucuf1w06fam6Nq0puaG7n29+q0UctJJ3H0R66WKkFLOrp9WF8fydwlN67kTZWYB7+3Ochmc1ogKRdr0XggOMmDND3+4DMRqR4cBMOB8ofxgTeqoz8mLRbLmf0gNmKW8Txw1hB3R4mR7X9NCBbpAxKCBiHRNag9hs9pVNTPpVOSP1W+lctpbFx2GYZ0aoFHNKLdfxHqrIiSXuwah1no7tTbiIyW4evmeJIRWKc+kdrftzEGtAEBRsNYpIRam6HC3KUqr95/GpJ7NJN2vUgNmqe+T3dN6WhrCe05cxOLtJ5y+thYn2/ua3srF6gGDBiLSNb3mj7trUDzZu5mk5/HmcXnaW6fHKkJSSW0QaqW3U6sjPnKCK3fbiuf64a6N8EX6OeQVlbh8PmvBQQYM6+R+ZeWcwmJJ96ucgFnu+yS5SQ1Otie/YNBARLqmx/xxdw0KoLxH0xQdrijVQk2e9Nb5qmHj65QbuSMo/g6ItD7iIzW4KjMLMEaEYmr/Fsi7UozYqFCYjBHolBCLzUdzKqwEHBsVgnva1UXvRJOke6JRzUhJ+yvlfpUTCCh5n+i1s4T0jUEDEemalvPHnZEyDyOnsBh3tYnHxsPZujkue75o2Pgj5UZvIyh62F93wZWr67z5aI7DUZRLRaX4YM9JdJQYRKp5v8oJBJS8rlqdJf6e40L6wqCBiHRPi/njrkhtUGw4nI1Huyfgy0PZujgue94eBfJXyo3eUkN8ub/OGqGeNE7dXWdjZIikURQALvdBzftVTiCg5HXV6CzR2hwX0j4GDUQUELSUP+6OnJ71Lw9lY+fTt+PAqUvIKbxuScswRoSizCxo8vhE3hwF8mfKjVZTQ5w1zJXur9SGvrjd5qM5FeYSxBvDMahtfIXAV2rjVEoqX/5V56uXi6Moi7edwJofTrvcB6X3q6PzJCcQUPq6nnSWaHWOC2mbQRCEwF1hRyWFhYUwGo0oKChAdHS0v3eHiHSuzCxUyL92ZfW4Lii4VqKpXkE5Pcfe6NFMy8zFsKX73G63elwX1VNuxOvnrkG4e1pPnwV1rs5xn0ST7P2VUypU6krs9q8pABjTtRH6uJhzIPU6KyG+mn0DWc79mpqRjZlf/myzGrUpOsymkhPgOBDw5HWtyR3Fcff544/7l/xLajuXQYMEDBqISG2pGdmY8FeDwp0xXRth2Z6TFRp8zhof3qakcaN27vT69LN4Yk262+0WDm2Hwe3qKn4dZ8SeWkBag9AVR+cGcJ1K42hfXN0fgPQGrLPnE73917butpPD2f0j9Tor5ayBXHLDjP+lncSpvKtoGBuJB5MbWUq/ity9h9/+67zLea/IHd1R8n7yZ8BN2iS1ncv0JCIKKHqZ2Nc/KR6Te9/ktsQjAHyRfk4zlW+UpjWoXUXI3ylCas2jcRSAxUSGALBNu3HW0JRT49/R/tb+a92N4htmpGXmokPD6m5XWJ+29jCiQqvgmbVHVAkYAOf3j7dTvBxNAnd0TRZtO4GHuzayrNFQZhbwzOdHXD73M58fwYHn+shKm5TyPvF05E5vc3LUopfvBi1j0EBEAUNvE/sm9WyK1ftP2aQ2WDMAqB4VYpMjbs+XlW+0VLpTC6V2PZ1H4ywAc5Sj76xRLacykv3+Zv1ZhI/2ncL8Lcct28dGhbq83wCg4NoNPPjBfknHKJWz+0fKdY6JDMGlq6UO5wNIDWrEBrLTa3KtFPO3HMeyvScx997WqBYW4nIuBVB+Hfdl5qJrs5oO35tKGrFqzEXwNODWY+Nbb98NWhXkfhMiIu0TUwXsG1Dil2lqRraf9sy54CADZg5qBQP+ThMRiT/fIzG1xhe9gnIaqN4mTh4FnJ8768mjZWYBaZm5WJ9+FmmZuSgzq9NHLvYMD25XF8lNakhuPLkKwBwR/vr373VHUGK1WrjcXmNxf4+eK8CCrccrBAjuAgZvcnT/SLnOc+5tjbdHtofJaNvINRnDcV/7epJeO65auKRrkn+1FBNXHMSK709Ket603y86fDw1Ixvd5m3DsKX78MSadAxbug/d5m1z+Dkl3rvrDp7Bv9dluJwUPuuro27vbTEQc3anGlDeoHYUcMvZb60QAy09fTdoFYMGItI9V6kCcr5M/UFMc3HU4Fkysj16/1Uq0h1fVOrRWlqDu3NnnaPvqKGz6fA5rwQSUkhZq8ORvKJSdJmz1dLQUdJrvOnwObyzK0v2a/uK/f0j5Tr3T4rH7mk9sXpcFywc2g6TezeDIAj47OAZl69l3UCWek0EAN8dz5V4NBWb5nIasdb37uRPDkkedXRFbsCtZL+1Qkr1La1+N2gR05OISPcWbzshqeyiVhbbsucqzaXMLPg9DUek5jwCtVIc3KUIOUvnyC64jsdW/WTzmC/TFTwJrPKKSiypKH0STYiJdJ4qY39/lJkFPLc+Q/Fr+4Kj+0dKKpg4ipKakY0FW467HcWxbyDLuSZXim9I2s7+80ZOip+zRevckXIccufkaCk1UQ49LGyoJwwaiEjXyswClu2R1muq5Yl9ziZAamnF604JsTBFhyOn0HWpRncBjNr5xc7OndwUICU16pWUu9yflYfj569I3CvnZn11FGaz+3UKrO+P/Vl5yCtynYvvL+7uHymThOVcc/sGcs2oMFn7GxZsQHGZ81eqHhmCLo1t91dqI3bf77my7l1rUoN7OXNy9Nr41troqN4xaCAiXduflYf8a9IaQb5ebEstWlnxevPRHFy/Uebwd3JWoVU6kVNuA11uCpCjHlNXryk3+FG6poGzfc0uuI6paw+53K56ZIhlNWTAv42j2KgQDG5bB8v2nqrwO7UCYKnXfMaAlnioa4Lta8l8WVcBA1A+18L+WKSe/7TMXEVrX8gddZRa1UyvjW9/V1kLNH4NGnbt2oXXXnsNBw4cQHZ2NtatW4e7777b8ntBEPDCCy9g6dKlyM/PR9euXbFkyRI0a9bMsk1eXh4ef/xxfPXVVwgKCsKQIUOwcOFCVK1a1bLN4cOHkZKSgh9++AG1atXC448/jqlTp/ryUInIS6R+ScVEhPgkhcdb/L3itbua/DGRIZhzb2u3i1ApTXFQMjqhpAFj3WPqakE9ALKCHzXXNLB2pdhxECe6dLXUpvdXauOoalgVFBXfUHV/84pK0bdVPDo3ruG1AFjqNa9ZLazCPXbxiuMqZq7ERIYgvEqwzeibq/tSeuNU3pn39qijXhvfcqqs6bEqlK/5NWgoKipC27ZtMWbMGNx7770Vfv/qq6/iv//9Lz788EMkJCRgxowZ6NevH44ePYrw8PIbc8SIEcjOzsbmzZtRWlqKhx9+GOPHj8eqVasAlC9Y0bdvX/Tu3Rtvv/02jhw5gjFjxiAmJgbjx4/36fESaUGgfTBK/ZJ6uGsjTR+nlOui9loHcvbNXapEWJUgmx5tR5SmOCgdnfCkAbP5aI7DBfVyCq5jwoqDiIkMkRz8yE2TUpt1Q1psRLnrxX51SBsEBVVcmMwROaVNtxzNwYyBrbwWAHvSuFVyv+RfLcXKse0R9NecCHfHIrURm9y4JhZvz5S8H/brbaj9ua6FEsdKSE3v3Hw0hyVZJfBr0HDHHXfgjjvucPg7QRCwYMECPPfccxg8eDAA4KOPPkLt2rXxxRdfYOjQofjll1+QmpqKH374Af/4xz8AAIsWLcKdd96J//znP6hTpw5WrlyJkpISfPDBBwgNDUWrVq2Qnp6ON954g0EDVTqBWKva3ZcZUJ6iMalnMye/9T+tXxcpKR85hcVu85k3H82R9HrWjVxPRiek3BvOuFpQD3A/j8A6+FFaKUkt1o1h60aUs3PyaPcE3Nmm/L6zb9xfKirB7I0VRwmGdmwgaaHC9/ecRMeEWPRPivdKAOxJ47Zd/RhFr3mxqFjyquNSG7FdmtRwe+/GRoVgxl2tcDr3KlbvP22z3obanx9amlsll7v0TkDeqGFlptmSq1lZWcjJyUHv3r0tjxmNRnTu3BlpaWkAgLS0NMTExFgCBgDo3bs3goKC8P3331u26d69O0JDQy3b9OvXD8eOHcOlS5ccvnZxcTEKCwtt/hHpnVrl8rxV714pV+UDxccc5RZrhR7KGKqRz5yakY0P9pyU9DzWjVxP1oZwd284YkB5Y0yN9QrE8+FpnrfSO9dZvX2xERVvV8I0NioEbw2/GdPvTLQ8Zr8OxZ1tbEubrh7XBbun9cTEHk0g9S3mzRKXnpQTvWXuVkWvKXcCtZQSsu6OwwDglXtaIyIkCAu2/FahOIHUzw85n+dSSxxrkX1JXvG+7ZNoYklWGTQ7ETonp7xHqnbt2jaP165d2/K7nJwcxMXF2fy+SpUqiI2NtdkmISGhwnOIv6tevXqF154zZw5mzZqlzoEQaYBa5fK02iPurCdJrX3zVkqXv8oYyj0eNVaQnfXVUUnPYd/I9TRgcXZvOGK9oN77EgMcV8Tz4Uma1JO9muHjH/9QNCkWcN7768kcGUdpcvuz8iC1XeXtKjtyCwd4Ot/ksVUHMaZrAib1bCr5fSrl/Ls7jj6JJnSbt03x54eSz3N/z63yhKP71t2Ec61WhfIXzQYN/jR9+nRMmTLF8nNhYSHq16/vxz0i8owa5fI8qXqjNkeNXm99mcn5YlW7uo83vrCUNBQ8zWeWk55j38hVYwKmo3vDWZrNCwMTYYwI9ShosD8flzwYteiYEIvHezXD/qw87DlxEYu3n5D0d1ImFqs5R0buaIraVXbs33t9Ek2SPg/UmG9ScK0U87f8hmV7szDXTTEAa1LOv6vPNU8avJ58nvtrbpU36LUqlL9oNmgwmcon1J0/fx7x8X/fuOfPn0e7du0s21y4cMHm727cuIG8vDzL35tMJpw/f95mG/FncRt7YWFhCAuTN9xIpGWefjBqaWEfV41edxNxlbyW1C9Wb1b3UesLS2lDwdN8Zqn7P7Zrowqvr9YETEcNnX5JyhbUA4Co0GBcLSmvXOTqfJSZBczeKG2UxZGLV4ot+94pIRZrD55xuV8xESF4c0R7dGlcw6e9v3JHU9SssuPJCKia803yr5ZiwoqDeFvlDhRnjXSlnx9a+jz3N71WhfIXzc5pSEhIgMlkwtatf+cYFhYW4vvvv0dycjIAIDk5Gfn5+Thw4IBlm23btsFsNqNz586WbXbt2oXS0r8nrW3evBnNmzd3mJpEFIg8/WD0JK9cTa7y/yesOIgOL23GsKX78MSadAxbug/d5m1TPCfA3Rcr8Heuq9J5Cb78wpJzPI54ks8sdf97Owj6lOaoS2Gfry8+h/iarnqfi0rKML57gtvz4Wmj1NEkZsB5nvvcIa3RtWlNnzf2xOBOyqs6mmehlKdzgrzRg+yrHHilnx9a+TzXAnf3rbN5QZWVX4OGK1euID09Henp6QDKJz+np6fj9OnTMBgMePLJJ/HSSy/hyy+/xJEjRzBq1CjUqVPHspZDy5Yt0b9/f4wbNw779+/Hnj17MGnSJAwdOhR16tQBAAwfPhyhoaEYO3Ysfv75Z3z88cdYuHChTfoRUaDz9INRC0O4Uhq99hVtXDUc3E0AVGPlVneNcV9+YanRUHA2mdBdr6rc47S/Nn0STT6fgNkn0YSYyBCnvzcA+PJQNnY+fbvL8+HJe8LVJGatTUa1DmhcMUC9KjueBsKAd3qQrd9H3iwcofTzwx+f51oroCHyZqdEIPJretKPP/6I22+/3fKz2JAfPXo0li9fjqlTp6KoqAjjx49Hfn4+unXrhtTUVMsaDQCwcuVKTJo0Cb169bIs7vbf//7X8nuj0Yhvv/0WKSkp6NChA2rWrInnn3+e5VapUvE0vUQLQ7hKemydDbVLSWdQa+VWV3nFvixjqFZDQUk+s5zjdHVtdk/r6bMJmPuz8iSVVT1w6pLL8+HJe2LGgJaqT2L2JneTztUumqDGnCBPyvK6svlojsvFAdU4B0o/P3z9ea7VAhoiuRPnKzO/Bg09evSAIDh/mxoMBrz44ot48cUXnW4TGxtrWcjNmTZt2uC7775TvJ9EgcCTD0YtLOyjtNfLvuEgNa9f7ZVb5Vb3UfsLy9+Bn5Tj9GRyptoVrtQKsjxplFZ3UcpTq5NRrQOanMLryLtSjNioUJiMEaoHNmpcI1cNb0988uMZhyWG1S4coeTzw5ef51oqoOGKVgNxrdHsRGgiUp/SD0YtLOzjaWP2wuXrsiYAqr1yq9zqPoG4oqur4/RkcqY3ejJrVpVWDMPdfelJo1TLFVtcBWm+CmjUCoTllOWV6krxDYePqzXR2P7873z6dhw4dUnS54d4T05YcdDpPqrxea63CddaDcS1hEEDUSWj9IPR30O4nRJiERMZ4jJlxJW4auGy0xmkBEodE2L/WgzM8X55Ut1HTVoI/MT9cHScSlNNNh3OxmOrKjZ+POnJTM3Ixswvf3a5jZwgS2mjVKsVW9QK0jwdHVIzELYOaLcczcG69LMO39MxkSG4VnwDxWXKxyQ8LaXs6vxLXZnaF/xRUpq8i0EDEUnmzyHczUdzFAUM1g2HDYfPSfobsYfXXaAEALe9tt1lwABoZyKdvwM/V5Skmmw6fA6TVv/kcDulPZlSFvpScl37J8WjZ4va6PzKFlxycx/7YtRHKbXSTdQIPNwFwgKAO/4qqyt1RDW5SQ0kN6mBfw9IdJpite/3XIx473tJ++hKTuF1pGXmyvoslXv+HQVmAFwutqjWCIAWCmiQuhg0EJEs/hjClbOisDX7xp3UntuLl4tRZhYQHGRwGihtPprjtnGpRmNc7Vx9rebuyk01Sc3IxmOrHAcMIrk9mSU3zPj3ugy3KURKr+uSHSfcBgyAeukhalMr3UTN0SFngbDBAAgC8MGek/hgz0lFAYmze6ZL4xqqTJ6eveFnmw4Hd/so9/w7C8yGdmzgkxEAf8+jIvUxaCAizVNa6z4mMgRzrFZolTopdfbGX/De7izLF7h9A0LKKrI1okKx8+nbEVpFeWVrb1Ud0WLurpxUE7lBpJSezNSMbPx73RGno0bW/nNfW3RtVlPy64vPP3/LcUnbjnGwyJ0WqJFu4o3RIfvUovf3nIR9Rc9sFSfeqjV52v5ey/5rvZm3ht+MO9vUqbC9nPNfcK3E6YjE/C2/Sdo/T0cAtDCPitSl2cXdiIhESr+8wqoE2awS7aomtz1XazxICWJyi0pw4NQl2fss8nTRKr2RUy9dbhDpridTPNdSAgYAuFhULPm1AfkjZWqvbK4WT1Yg3nPiIiauOIDHVv1UoUFvTenCYsFBBnRKiMWmjByXzz398yOqrBHgbL0Md6SEQZNW/4RNhyu+v6We/5yCa27Xr5DC0xEAroEQeBg0EJHmKf3yyiksrtD4kPpl72pxKG/n6qqxaJUeSV24TM55dbc4npRRI3ty70c5QU6QAejQsLqs55fDk0W2lKSbpGZko8NLmzHive/xtYsGvT0l7x0p5/nS1VIs3uZ+xEfKebJe7HD+A+0QG+V8MUBR9ahQt9uYBeCxVRU7BqSe/7yiEo+qQKm5qKRWFyMkZZieRESa50mte0eNDzGdYfmeLMze+IvTv3WWbuHtXN3KXHVEypwLOefVXU/mPjeL81lTmk4hpwFsFoAfTuaha1Pb9Cc15rZ4mu4mN90kNSPbaVlPd5S8d6Se52V7TmJSz2ZOz5+c8ySm+qVl5koaqRrasR7e2vG7pP20T9OSev5jJZYLdkXNEQCtzqMi+TjSQESaJyetyJ6zxkdwkAE1q0n7crVvjIhf3s72xdOeOi1XHfGkp1rq87trXLg7/0B5j/2iYTfDGBHqdF9TM7KR4mBCritKGlNyG8ApK217mVMzstFt3jYMW7oPT6xJx7Cl+9Bt3jZZKWpqpLu5ex8KAIZ2bACg/DrO/FJ+8QJA+XtH6nnOv1bqNP1J6XmS+l4MMkhvdtmnaVmff0cEAHViwpF54Yrk17AXGxXilREAMbga3K4ukpvUYMCgUxxpICJdkFvrXkqvsNIRA2+veaDVqiPempgt9/mlTEQd260RXt54FDmFf88/MEWHYeagVi5Xn3amRlQoXr4nSdFxikGO1BGN/Gullkm7ABzup5yJvWousuXufTh/y29Y88NpDO1YHzmFyoJape+dTgmxMEaEoOCa+x7/b3/OrjBK58l5kvpeTG5SA2sPnpF8L9gHI/2T4tE7MQ6bj15wuP2BU/k4cCpf0nM7MuOuVrpOGVK72hzZ4kgDEemGdQ7xwqHtMLn3TTBA+SQ7T0YMvJmr6+2RDCVc9cBOWHEQL371s0cjD3J7eJ2d/3hjOB7tnoCl3520CRiA8jkuE1YcxKbD52TNY4iNCkHa9F6Kr6m7HmJHBAAzv/wZM790vp9SJ/bKSXdzxH50qU+iCbun9cTk3s0cbl9eoUdapShrQQbgreHK3zvBQQb0aRknadtle09VuKc8OU9S37NdGteQdS/YByMlN8zY+ovjgEENpmj9lj9VY0SOXONIAxHpin250OamqooXK/N0xMBbubpaWb1ZJGVittJ6+IDr9RFc9fA6Ov8dGlZHp1e2uHy9qWsP40pxmaR9MwB45Z7WHpXOFff17ZHt8dSnhyS/tn3Q44g4sfeJ3jc53caTdDdnoz8zBiRizQ9/OHwepQlri4fdjDvbeNbL3bVZLXx28Kykbe3vKU/Ok5z3bP+keLw1/GZMWu28kpSzkdL/pVUsJ6sGvZc/VWvRQXKNIw1EpGv2ow+rx3XB7mk9ZS8OpXTEwFu5ulqqOiKn+o/ckrCpGdnoMmcL8opKnG7jqofX/vz/kJXnduVwqY32mAh187v7J8Vj9t2tVXkua8v2nHQ52qA03c3V6M9jqyo+rlS8MRxvj2zvcG0CueT0lNvfUycvXpX0d87Op5z37J1t6mDxsPYOn8dVx8CpPGn7aG/S7U0sI0OBVv60slab8weONBCR7nm6WJk/qntIyb3VStUROROurb+k3eXIy51XIGU/0n6/KPHZ3HtzRPsKVYw85Y30D3Fir/0ChOJ9U7NqGEzRYThfWCx5kS0pDTE1TO7dzGUlI7k6NKyO2KgQyWtuiPdUakY2FrhZ9Mz+PDl6D8t5z97ZJh5vB1WcH+JqpLRhbKSk47LXrHY1DG5XF81N1RSPzLriz7kElbnanK8xaCAigm9XSVZS0tGflEy4zi647jJtxnvrI0hrqESFBeNqcZnLRnSXxuqfdznlg2tXC8WVkjIUSRgZsQ6oHN1fMZEhllQvKeluSldht3dHkgm7jv9Z4RhiIkMw12q1dmtKG6DicUsNGIDye0rqvSjg7/Pk7j0s9T3bJ9GEamEhfwW75e/1Lo2dj1gO79zQZZloZ8T3jjc6IrxdIMEdLVebCzQMGogo4Gi5goaWc2+dnTel62TM33IczU3VHB6PnEapnHzr5CY1sHj7CbfbjevWGAu3HnfbiFb7XrLOfXenuEyQFDAAfzcKnd1fBX+lbBkjQ2zSt5z1MqvVwBIXdIuNCkXnhFg0qRWF5MY10cVJKp+jBmhsVCheGpzkcr6D3FEr63tK6r04uXczl5W35L6HHR3r2oNnXDa20//Id/u89uyLJqjZEeHuXLw5vD2qR4V69bNYq9XmAhGDBiIKKHJ6vXwdXKhZ+lJt7s6buxKnzjg7HrmNUqn51l0a10CMXcPYXvXIEDzeqxlaxLtO1fBWD6q7sqXi/rubmwGU3zOxUaHIKbiGPccvOq22JN5fESHBeHNse1wsKq5wz1u/Hy5edj8JW45LRSVIzcjBkpHt0bWZ45QvZw3QvKISPLbqIB49k4Dpd1asPCR31Mo+MJR6L5aWmbHup7OYveFnj9/DSgMPJcHc0I4NvPJ5IiWFbdLqgzYTt70xAiF30UFSjkEDEQUMOV/E/hhS12rurdTzJmedDJGz45Ha62cwAG8Okz76EhxkwNx7W7tciXjOva0tVWycpWpIOSeepHlYv3ZO4XXkXSlGbFQoakaF4YlP0iU9B1B+z+QWlWDyJ4ckbZtdcB1BQQYMblfX5neO3g9BBris1CMngHTXoJbS8H9nVxba1oupMGFabipVTGQI5lilRkm9Fxdvz3S7jZT3sC/Wg7DWqKayeRDuSDnv9vePN0ZUtVZtLpCxehIRBQQ5FTTUWB1XCS3m3so5b9aVqsZ2bST5NRwdT6eEWMRGhbr9W0EAqkvYzppY3tR+0rFYpcd+oTj76ldSzsn0z4+g69ytHtWEF1/7npvrYuytjRERGownPvnJZSUpNdhfD2fvB3fFZuROiLavgmW9/sPyPVmSGv7Prc+oUAVH7vvlkt0IjpQVxuVytU9SOw+W78mqcKxK9tVbaTlKPqe8Vc1IS9XmAhlHGogoIEj9It6Xmeu3FCEt5t7KHf0QG7rJTWogOiIU891UnAEcH09wkAGD29XBsj0n3f69ksaJJxM+pZwT+4Yn4FkvqtycfE9YXw8pPfzuRhzkunD5usORDSnyiipWipL7frF/j0tZYVwuV/sk9X6evfEXvLkjE4PbxqNe9UjEVg2DKTocMwa0RMqqn9z+vbfTcpR+TnlrRFUr1eYCGYMGIgoIUr+I036/6LcUIS3m3noy+jGpZ1Os3n/K6SJkro4nNSMb69OlLcJVs2qYpO3sKZ3wqXSkR2nQqaSSlBKOrofUFJNq4VVw+foNVfbj5MWrWLDlN8XHa3995E7UF9/j8zcfQ9emtSylUpeMbI9nPj8iaS6JM1Lew3Ia23lFJVi295TNY/HGcIzvnoAvD2U7vXa+SMsRz7vSKlveGFHVQrW5QMb0JCIKCNK/iKV9gXrrC+2FgYkO98JfubeejH4EBxkwc1ArGCDveMRedamlMf/vk3SvpYw54slIj6uF6JxRq7ypFPbXQ+p9rlbAULtaKFbvP+1RgGR/fVy9r1xZvD3TJq2sT6IJBg/2TOp7uFNCLEzRygJhoPz+endXFp69oyVmDGiJ226qhWrhtn3AvkjLCQ4yYMaAihPTpWI1I/1h0EBEAcFdrq8B5T10UnuhvPWFprXcW6nnzVnPqdzjUdKrfr6w2KtzTeypkeMuJ+j01RyW8d0TKlwPXzfcikrMyClUfrzVI0Mc3ovO7kMpsguuY8KKg/jv1uO4dFV5cCRnFflhnRoofh2gPDj918c/YfbGX7Dztz9x+foNxEaFYGzXRlg9rgt2T+up+LPEeq5JWmauy7kHcucbAe4/U0i7mJ5ERJrgafnT4CADBrWNxzu7spxu88LARHRpXMPvKUJayr1Vo/KInONR0qvu63K0auS4y2mM+6rh/uWhbEzt39Lm/ElJmasuY4Vld64UezZi4epaiPfhvt9zkbLyIPKvydvn/247Lmt7sdztcwNawmSMkPUeblQzStZrOWLflr9UVIoP9pxERw8+S+RWlZMb8LKakb5xpIGI/C41Ixvd5m1zWIlGaq9XakY23nURMIi9rGqkCMnpiXPGUdUef1Fj9EPq8XgyX0Bu2o8nPOm5rhEVKivoLK8kFSL7deRydP6kvB9eGpykenUhpfKvlrq8B4KDDOjatCbmDmntMG3OFUHG21h83pfvScI97evJfg97I1D0tDKRkqpyco+D1Yz0jSMNRORXrurhT1hxsMJCXY56vaSkvFj3sjpbc8DZ6rjia+zPysPmozn4Iv2cTVlMb6/v4Au+Gv3wtLHky3K09ufk+PnLkmr1D25Xx2bBtH2ZuUj7/SKA8sCqS2PbBmZwkAEvDU7CYxIq4tiLjQqVVaLV0fmT8n4ICjKoWl3IE1LuAaXrikjl6rNCCk8nETujtJCD0rUjpExCj40KwYy7WsEUzWpGeseggYj8Rko9fPtKJo7KWkpJebH/IpXTSHZXHlJJqU1fr0YthS8qj8itdGPv5MWrqu+Tq2thfU72HL8oKWjo1aI2gPL7xr4az+LtJxATGYJX7k5C9agwy2v2S4rHo93zXabXOTLjr9SYPSf+lLRvzoI2d+8HbzfC5ZAaeFof054TF7F4+wmPX7tXi1p45NYmDt+vct7T4giPq0UIPSE3uFa68KSU9MZX7mmt6w4V+huDBiLyG7Xy25WWDZXSSJZSP19uzr0/VqPWCk/nCyzY8huam6qqdp5kXQupMZ2h/HmdNQjzr5ZWGFUQX/Ot4dXx3PoMyaMHJmMEkpvUQKeEWKw9eNajuTru3g/2gcXFy8WYvfEXSfupBiXzjcRjKj8/ZyR/3sREhNjMiYiNCsFLg5MqrEYtUvKeFhch9LTMqyNyR/Q8Kb2sZOSW9IlBAxH5jRr57clNanht0TQ5lX6kpgW4SsdSujCYN3hzJERsZMz88menazy4MvPLn1EtPAQXrxR7tG9yr8XFK9L29cLlYsz7Wl5j2vo1XxrcCs9+keFwATmRfQNajQntUlgHFpsOZ6u+8Jsz4jEN7VgfGw6fk33d5fbsvzmiPYIMBkn3vyfvaTEQW7ztBD7Yk4UCCZO3XZ1zJYFVmVnAxcvS7m2lI1W+oMXR20DDoIGI/Eat/HZvLZqmZCTEVSCkJG/YW1+Erp7XFyMh/ZPiUS08BCPe+17W3wkAcgqLbf5Oyb5JvRY9W9TGgVOXLD3rUuRdKZYdDImvOf3zIy6DBevth3asb/OYL3t8UzOykbLKNytYA4Axsnyi+Pwtf1c4knvd+yfF463hN2PS6p/cNrrt5504U3LDjH+vO+LRCvPBQQY80bsZJvVsisXbjtsco73JvZuhWVw1pKw6aHkN630H5AWHUlfmtv4MdfbZ4c+F1Srz6K0vMWggIr/xNL9dDDq81cuqZCTEVSAkN2/YW1+Erp4XgM9GQqT23LuTrWDfpF6LLnO22JQbldLLG6ugdr34mlICBtH8Lcex5oc/bO4HT3p8rRuDNaPCAAMcjub4agVr0X3t62HtwTOq3JN3tqmDxTDgsVUVRxzkflakZmTj3+syXJajlTMxuTx4uAnNTdUqvD9rRIVi9uAk3Nmm/DiXBHkeHEpJvbT2wsBEbD6ao7nGuV5GbwMBgwYi8hul+e2ORg680csqZyREymiGnLxhb30RunteY2SIR72mcqhZdlKAvH2Tei3sG4SuAgagvGFljFAWNCjhKGBS0uPrrsfZumHoyxWsAWDLL+ddFkt4Zu0RVAsPkTw6cGebeLztYaNbboNbTgdE/6R4mM3CX3Nbyu+/3KISzN54FEFB5b/3NB1ITuAXZAAWD2sPwHcdClIprfpEyjBoIKok1EpzUTtdxlljv3pkCC5dLZU1cqB2Xq3UkRCpPZRSG8mxkaGYuvaw6l+ESqpV2W8jpddU6j3SoWF1VXPixX3rlBDr9vU9DVjs99u6wVlmFmCKDlM0X0MJuQGTPSkNYOuGYfENs+J9VcLdIm3510ox4r3vZfV4e/JZ4SolyRk591t56tdPbhvnnqQDyQn8zAJgjAjBU58dcvmZpNZcIzmUVn0iZRg0EFUCaqW5eCtdxtkXuKOhcHe9gWrm1QYHGTBjQEu39fOl9lBKDUL+teYnl2kqSr8I1eohdtVrKuceOXDqkuqTaL/9ORtTPkl3+/qepsaZhfJypzWrhTks0zpzUCuvldN0ROr9YB/QdWhYXVKPs3Ww+p/72qq12y4ZUD6XQWplIbk93kpHZNylJFmTO5/KVz3nclMv036/6LZxrsZcI7k8qfrkLYE8IZtBA1GAUyvNxdt5o46+wP1dkSM1I9tpScnYqBDc064ueieaJO+T1HQsqXntcr8I1fridNZrKvce8cYX+bK9pyo85uj1PS39CgA1q4VhcLu6nu2witydT0cBnZzF4cRgFQZ4FHBJIb6bHr4lAfO3/CZ5/7yZjiI3JUkkZz6Vr3rO5Y+0yT+Xvkhb8lblPKUCfUJ2kL93gIi8R0o6yqyvjqLsr+7eMrOAtMxcrE8/i7TMXJvH5TyPmsRgYnC7ukhuIi1n2VNlZgELtxzHhBUHnX6BvzgwCb0TTbhwufwL3PrYnZ1H4O90rNrRnn+Jyf0i9PSL04DyL0BHvaZK7hGp+zPp9iZI6dFE/g67eX3xWpiMtvtRQ+JEZmf7L54LOWKjQmRt78jFy8UO7zng7wav/f0sZzVpy+tcKbZMmpf6bowKDZb1GiZjOJaMbI9JPZsi3hgu+XWsG9VqUjL5OzYqRHaD2Vc95+JImzvie15JgOLt7wbg7+Nwdn+4+sxSm7P3mBg8pWZke30fvI0jDUQBTE6vVcG1Eqc9JMaI0EqTN5qakS1p/YB/fWxbttG6+pC7nqb+SfGoFhaCEe/LKzcqUlpCVkpp2hgFc0kAZT2kUkvlTu7THPuz8vDmDvcrHst5fcDxaFaHhtVx22vbFZfwlZMGFhMRgjdHtEfHRrEuX9MdA2AzKhZvN8fimc/l5eC7EletvBHpaC6S/VwPcT+k3u+Tbm+Krk1r2ozeKRkRUmMUyzrN5OLlYlmpfTWiQpE2vRdCq8jrm/VVz7n1SJu7c/rCwER0aVxD0eiSt78bfLU+iTuVZUI2gwaiACb1i3PL0Rx8sOek07SSh7s2UvX1tEZsHGw5moP395yU9Df2HWc5Bded5rA7Gqa/WKRskqwnX4RSvmDn3NsaQMXAx928jZyCa5L2wfoekfOFLwYYns7JcHSPOkqN86QhIud9MHdIa3RtWtPla0rhKiXsWM5l1VYcNkZUgdksoMwsOA24xHUtrNMJy8yCxADxJocFDhwFKK542qiWun6BIwYAL9+TJDtgALy35owj7s6rfWeHnMXx7Hnzu0ELK1JXlgnZDBqIApjUL8516Wdd9pCsTz+n6utpiSeNA2uuGnmOepokV1Kyyzn39ItQ6hesnLkkruZ+2KsZFaZof6wDDKBiQ15qI1vqefekISL1NSb3bmbzPM5eM0bGZGCR9T13teSGrL91peDaDYx437ZSkX0jyFGjyNMeYTFA2ZeZi5RVB51WVFKjUa107gJQnpL0yj2tFb8/fd1zbh345RRcQ15RCWKrhsEUre78MW9/N/h7/psWJ2R7g0EQBF+tz6JbhYWFMBqNKCgoQHR0tL93h0iyMrOAbvO2uey1io0KRa6EvObYqBBcKip12fu1e1pPXQ29etI4UGr1uC5IblJD0rUxGcOx8+nbHfbcekqtCh9yz+HKRzpbetaV7I+ziYYzBiRi9sajbs+n3HtUyXlyd22Bv2vfi4t1uXtNR5XEosOroPC6egGBHOIZkJuzr8ZEUfGeAxw3qj2ZeCteOyWdCEpTkhzR2oRapedFr98NcqVl5mLY0n1utxM//7VGajuXIw1EAUxKr9XgdnXwgYSUnHva1cUHe076NW9UTb5e1VYk9jRJ7VEMrRLktVxgT59XyTl0tgq01P1x1aMYFATVe2hd7ZezgMJ+VMQRswCkrDqIJUEVG7hSK4nlFFzD5E8OyToeZ6qGBeNKcZnk7ZXmaavRI+zNdBQlZYnFPVeakuSIv3vO7XlyXvT23aCEL9PK/IlBA1GAc/cFa4wIlRQ09E40oWNCrF/zRtXk61VtRdbD9FrIxVWqzCxg+Z4s2edQjTQFZw15X55Pdz3B/ZPi8ebwmzFp9U8u16KQ0+i2P+60zFyPjsHaI90a4+Mf/5A10VVpnrYaAau3GtVK0ke89X5Vc80Za0pGz7R0XrRIKxOyvY1BA1El4OoLVsoExdioUOQUXIPJGOG1dBlfU5pbqnQFY7GnyWwWsD79rOXcaa1HUQol80B81dPmi/MpdT2K6lFhLu8VTydHSu3dFAQB5wuLnQYDMZEheLxXM7SIr6ZoIra/8rS90aiWGtQ6W9hP65SmPal1XgJ54TOlnRZ6OicMGogqCWdfsO4WuRIA5BaVWNIgxC8YLS1qpYSSHu/JvZuhWVw1pKxyPRnXUU+TAOBaaZlN2UlXk0m1ypN5IM562uR8aUrZ1ls9tOLrSy2tKLUx/e3POYr2V8oCdWIZYFfbzL23NYKDDJZGzzOfH5E18VqPBRCckRqIPdQ1QbMNO2c8WaBTjfOitXka3iC300Jv54SLuxGR00WuHAmUhWrcLQpkLd4YjrdHtscTvW/CnW0cnyvTX9u87eB3MZHlC3fZN8T0di6VzgMxRYc5bZCkZmSj27xtGLZ0H55Yk45hS/eh27xtDs+JnG29RU5pRamN6WV7T2LOJnmLwYnE964xsuLicOJjzt7f4n1tfV16tqgteSE1ZwtnuVrcUOvEQAyouHCdntNMPF2g09PzUhkWPhNJXZBUj+eE1ZMkYPUk0hNPhjrFv80pvI7ZG35GXpHrsoZ6r4jhqgqLAGBM10bok2iSPcxu/buaVcMw5eOfcP6y4wpVcqok+XsYW2qFEGuTe9+EST2bOq2E5Kjn01EVHDnbetP69LN4Yk262+0WDm2Hu9rUcVtFydpbw2/GnW3qyNqfMrOAxdtOYP6W3yr8zv7cuLt/UjOy8e91R5y+7x09v/15l9Nz6u/72RW99QC7o1Z1HyXnxV3lpUD5PpFDa+eE1ZOIKiFPv+jEHpK0zFyXDQd/LlSjZkPDk4mzrlJgrH+3cMtxpwED8Pe57DJnq816DPbXTQuNGDm5665KigLS0nyeXZeBayVliKsWjplfamO1VTkr9oq9s1IXxHpufQb6JcVLPgZ3q5c7OjfO7lm5aWcxkSGYe2/rCgGD1PQXLdzPruhxrpEraq0joOS8VJaFz+TQ6zlh0EAUIDzJV7Wn1YVqvNHQ8GbjIDUj22EPsCN5dmtlWF83AIqurdo9uXJy181CeXpMWmauw9eX8qVpPZfGFV9+wcotrdg/KR5jujaSVKEsr6hU8jFIbeRLOTdK0s7eHNYeXZv9vd6GnLkem4/mqPZZ5U3enBvja3KCXXfknhetfp/4k17PCYMGogAg5wtbSqPRftVeZ3w5AVLNoMieNxoH4jVRyvq6CYIg+9p6I8ASG8xSqyalrLRdudf69b3xZeiLL1glpRV7tawtKWgAgM1H3U+KVtLId3Vu5JQfFoOiLnb7KLXndF9mrqqfVSSNP9cRUDNgCRR6PSecCE0UAOQMdbpSZhawcMtxPLbKfTqFowmQ3uLpJD5/UGMdCPG6OUs/sd7G+tp6a4Kd9WRIKawDBvvX98aXoa++YJ1NLDYZwx0HrzJuy/Xp59zex0ruLVfnRm6w5WjCq9TnSPv9oiqfVSSP+N51dmcJ8N4Eb3dFJ5xNqA9kej0nmg4aZs6cCYPBYPOvRYsWlt9fv34dKSkpqFGjBqpWrYohQ4bg/PnzNs9x+vRpDBgwAJGRkYiLi8PTTz+NGzdu+PpQiLxKjaHO1IxsdHhpM+Zv+Q0F19xPhBzUVnrutack92L+rt5iV57y9bCy+HreDrD6J8XjreE3Q8mlt379Dg2rS65e5Y4/vmD7J8Vj97SeWD2uCxYObYfV47pg97SeDkdxLhY5D/rs5RaVuG0wy7m3pJwbqcFWjahQpyN60gM2aVdca2kZpFygVqTyhF7PiaaDBgBo1aoVsrOzLf92795t+d3kyZPx1Vdf4dNPP8XOnTtx7tw53HvvvZbfl5WVYcCAASgpKcHevXvx4YcfYvny5Xj++ef9cShEXuPpUGdqRjYmrDgoqzb7u7uyfFYSTmoDImWlemXqPC0b6ethZfH11Bp1cuXONnWweFh7RX8rvv6BU5ecfmkqec6hHRt4+CzySS2tKPdecHe/y30+d40PKeWHY6NCkDa9l9s6/u56TqWmAWotLUPv3KVLimlh3hqtlT06Vwno8Zxofk5DlSpVYDKZKjxeUFCA999/H6tWrULPnj0BAMuWLUPLli2xb98+dOnSBd9++y2OHj2KLVu2oHbt2mjXrh1mz56NadOmYebMmQgNDfX14RB5hSf5qp7k3mutYk3+tVLJ8xtcTRJWYz6Au2siPqer1XqlrOhrf22lBlh7Tlz0aIL0nW3i8XZQxcpTMZEhkoLPC5evY3C7ug6rVykxf8tvWPPD6QrXSAtlPS8VlchaSdzd/S7l3gKk37PuqjwZALxyT2uEVnHezyhlkcgZA1qiS+Mafsutr8y0UK0n0CpSqUFv50TzQcPx48dRp04dhIeHIzk5GXPmzEGDBg1w4MABlJaWonfv3pZtW7RogQYNGiAtLQ1dunRBWloaWrdujdq1a1u26devHyZOnIiff/4ZN998s8PXLC4uRnHx38PJhYWF3jtAIhVI+8J23NuoNPdeyZeM0gac1EaSyF0w4yooAJRVKrIndcKs+HqebiMeq9QAa/H2E5b/VzpB2tEXntks2Kx67Yy4n9bP4W59EAAwhldB78TaWHvwbIXf2V8jLZT1TM3IRsoqaaVMpTaYpawEPbl3M0zq2UxW4yMyNBhXS8ps98kAjL81QdL5clbCWDR74y8IUjCRPFD4M4DVSrWeQKpIpRY9nRNNpyd17twZy5cvR2pqKpYsWYKsrCzceuutuHz5MnJychAaGoqYmBibv6lduzZycnIAADk5OTYBg/h78XfOzJkzB0aj0fKvfv366h4YkRe4W9V59sajDlN3PP2SyCm4JimNx5PVfOVMwHWXfuNqkvCEFQfxzOdHVJsPIF6T2tHOh5+lDFHLGca+VFQse76BJxOk7VN0OibEIjbK+Siuoxx78TnuubkuXrmnNQxwnrJUcP2Gw4ABsL1Gmw77f7VVOVWO5DaY3a3y/ETvm2St9zBhxcEKAQMACALwjoxUxP5J8ZgxwPF7VTz3AHSXluEpf69mrtdqPaQtmh5puOOOOyz/36ZNG3Tu3BkNGzbEJ598goiICK+97vTp0zFlyhTLz4WFhQwcSBf6J8XDbBbw2KqfKvzOWU+5p18Sszf+4nJRMkCdcqliI+mZtUcqVOVxxFEwJGWSsKvUGuVD+LavKAi2P0sZopayTXmv9k+ySnGKe6dGqUuxZ99+zQmRlIaxu95qd8Rr9Nz6DL+X9ZQziidlQUF7aqQ2lJkFzPzyZ7fbST1fZWYBszc6Tne0Pve7p/XUVVqGJ7xZLloqf5ZcpcCh6aDBXkxMDG666SacOHECffr0QUlJCfLz821GG86fP2+ZA2EymbB//36b5xCrKzmaJyEKCwtDWJi0OvVEWlL+hf2Lw985ayzJTf2x52pRsv5J8aquIdE/KR7VwkJkpb9YU6MMKiB9dMZZY+F8YTEmrDiIyb2boVHNKEuDyV0g4mgYW0x5EFN7lE5j9DSnWcpiY1IbxmJjeF9mLlJWHZQUJNpzFrgAnh2rnBQTqffJpNubYnIf6SMD1jxNbSi/d9xXd5J6vuTmzuslLUMptdfQUUrJ+iJE9nQVNFy5cgWZmZl48MEH0aFDB4SEhGDr1q0YMmQIAODYsWM4ffo0kpOTAQDJycl4+eWXceHCBcTFxQEANm/ejOjoaCQmSq81TuQtaue4KpnsJiU/Wg77L0Il++TqvHRpUsPtZNvqkSEOe8zUyteVMjojZVRj/pbjlsfc5do7Oiebj+aoMonYmpJzJCUNJzYqBDufvt3lZFprwUEGBAUZFAUMUsk9VrlzJKSO4lWPDMGGw+f80tsu5xxI2VYrufNS+GKOgRYmIIucjeIpGeWiyknTQcNTTz2FgQMHomHDhjh37hxeeOEFBAcHY9iwYTAajRg7diymTJmC2NhYREdH4/HHH0dycjK6dOkCAOjbty8SExPx4IMP4tVXX0VOTg6ee+45pKSkcCSB/M4bkzSVfmE7+zKJiQjBrc1q4IeTl2x6I2OjQlxOVrX+IpS7T+7OS5lZwI0ys8vnctZ4VSNfN8hQPm/AHbmjGo5GaMTzd/LiVazefxo5hfKrFMml5BxJOda8olIcOHVJVsNIScPSAKC6m/tTJOdYlaSYSBnFCzLAZnRQ6WeA0gawnHMgZVu95M77apK81oIovVXrIW3RdNBw5swZDBs2DLm5uahVqxa6deuGffv2oVatWgCA+fPnIygoCEOGDEFxcTH69euHt956y/L3wcHB2LBhAyZOnIjk5GRERUVh9OjRePHFF/11SEQAvJfj6skXtqsvE/sGSU7hdUz+ON3t64gNXqn75O68jO+egE8PnMWV4ooTNq3lXy112HMnJa/XGBmCgqulTht5ZgFIWfUTlgQZXJb2tG7gS2E9QmP+K83MVUNc7YDBk5xmbzWM5DYsxWbPS4OTMHvjL6rlbytNMZEyimc/p17JZ4AnDeBOCbEwRYe5TVGSunieHnLnfTnHQItBlJ6q9ZC2aDpoWLNmjcvfh4eH480338Sbb77pdJuGDRti06ZNau8akWLezHH19Avb2ZeJ/eNpmdJWXq4ZFYYXJEyyNEWHoUPD6rjtte0u03ne2ZUl6XUBxw1UKXm9c+9tDbMZmLT6oMu6+tbXyFGjLTYqRPK+isQRGkcT2b3J05xmbzWM5M63sU6zCAoyqJa/7UmKibNRPGfrNsj9DPC0ARwcZMDMQa2crtEgkrp4ntZz5309x0APQRSRVJouuUoUiLy5Yq/UpekBeLTacaeEWMREum4UV48MgVkQJPWID+1YHwdOXVI1N99ZA1VK+dLqUaEuAwbra+SshKuU9BitMEZU8ah3VepqwHIbRlLu5/va18Oo5IaYMaAldj59u+UYXF3nN4e3hzEiVPL97+lISv+keOye1hOrx3XBwqHtMGNAS8n3lytS5s1IKRHcPykeb49s7/I9PX/Lb5JLhGp5pVtfrJhuTepnMtODSA80PdJAFIi8nePqbrIbAHSbt83rubwCpI9IlJoFVXN6YyJDYDYLKDMLDr+M3eX1St2XnIJrePWbY257wdWYYO5NBoMBfRKdV5Rzx5u9y87uZ+NfDdzPDp6xPPbe7iyb+9jRdb5UVIzZG+Wl8qgxkmI9Wrc+3fE6E/bc3YdqTrK1rli18vuT2JRxvsI2ckskazF33h9zDDgBmQIFgwYiH/NFjquzL+zNR3NUyeXdn5XndgQh/2opDp/Jl7S/Zy9dQ7emtSRtK0X+1VKMeP97l41BV3m9Us99XlGJpNGR6lGhLkuAeoPBAAzv1AArvz/tdttLTuaAyOHNhpH9/Xzy4lUs2PKbpPvY+jo7W8fC3f2vdorJ/7d37+FRVffewL8zSWZyIZkkBJIJRBIuKjRAuBgMV8XwSqGCvZwqWCt9qdZXaD1wtOIFAaOA4vuILeAlIPS0QNSWWiqcqARoC0JpIaFAuCUkYjFBwyUhASYks88fsIfMZPaefZtb8v08j88jk5mdNSt7z/x+e/3WWkZ9BhgdAEeYTbizT1c89fuDXn+utnwnFGvngzXHIFSTKCI1mDQQBVigalw9v7C11vJ6W5VFaRASY4lQ9Lz0xGjd+0V4o3Vio9K/UXIXZauwzZ/cH2m2GLeAF2h/R97I0QhBAHqnxCl+vhF3Vv0ZGInnc6tTwOhXt2s6j7XWshs9kmLUZ4A/AuBQWiLUH4I5xyAUkygiNTingSjAAl3j2uoUsKfyHN747LjqWt7iwzUY/ep2TCvciyeLyjCtcC9Gv7pd8YpISr94R/Xp5tYvRlFT192W0r9RWoKyYCzNFoO8Pl0xNacHnszvJ1nvvWr6UNhtxt3hTIiJgknhaWTUnVUxMJqa0wN5fboGdd17I14nMrJO36jPAC1zScTPA6n5HKG2RKjROMeASDuONBAFgZJSDiM2HvK2qo8vbfdLkCplWr7thM99Auy2aDwyMgsrd1bKPi8xNgp33rj7NjHbjsfGZqlaJckXrXdGff2NxPrvxJgoyQ3IpO5ayt2RN5vhcyUbpV76uByCglypizUibFZv0RrUGhEMGzmSYkQ5l9oRECVLs4biEqFG4xwDIm2YNBAFiVwAYsTGQ1JBvy/d46MVlXJca5HfYG3KYDsskWYsvn8gntggHQQv/d5AV1DT6hSw+aD86iyeS1Uq3eSstv4K9lSeUxXsyc0N8ZxM7snXXUupUoWJ2Xasmj7U55KvSly62qLoeY2OVnxWXhsWwZLWoNaoYNjIEhMjkhClAbDSpVk7yxKhnGNApJ5JEJTch+rcGhoaYLPZUF9fj4SEhGA3hzo4qS938atMSSmEWPetZoRBDAZ2PTMe+6rOY1rhXlXt9mS3RWP+5P6Sm5SlJVixcMq33N7Lnspzin7v/Mn9kRJvRff4aDidAh5a83efr0n2mIysNgkTR362lddize5qn8/XuyLV1n99FdD9Guw3/vbBXD9fSQAnntu+glrP96L1deFCrv98fR54vnfxMwjwPnoR7GVTichYSuNcjjQQhRCjNh7yVb/tyfOuuBH1yr42KXvxO+0DaqW/NyXeiqk5PQAAfz74laLXeK5eVFt/FY//7gDm5PdDZkocUrpYAQGoa3K0C7rUlHklxkRh5UNDcWdvffX8kwalY87XjXhj20nNx1AjmJNb1YysaZ2UHOqbjmmhNNFSO7mZ5TtE5A2TBuq0jJgzYDSjVi5RG/QnxkZhyfcGqq5r1soEoGDLUdybbXfrc7UlJMWHa/DzjdruxotBo1RQLo6EAFBV5nXxyjUcq2lAXWP75EOtTBWrHxlB7ryRul70XkdadjTWGtR2pGBYTaKlZT4Hy3eIyBOTBuqUjJgz4A9GrVyiNui/4DEnwB/Ln7YllfyoqacWR2X8pbbBgcd/dwCJsVGq+6Bgy1HX/yfHReG7OT2QPyDNZ9DlGYCnxClb0tUoUueN1PUyZbAdmw/WaL6O9IystQ1qa+uv4HxTM5K7WGGLsUhu6uf5unANhtUmWlrnc3CJUCJqi0kDdTpa7mwGilGTNdUG/SYAz//xMK40tyLNFoPcrGTJUg7Xa0xQtDKPHDH5aRssP3jHLVi+7YTPEpI9ledUlWBppWSStZzzTdewZnc11uyulg2ovQXmaQnRSIyNQv3la7qSN1tMJCJMZpy/7H2DObnJrVLXS039Va+rXKm5jvSOrEWYTai/0ozXPjmuKnEJt2C47fWR0sWKhZuPqEq0OsvkZiLyLyYN1KkYNWfAX4z6cper3/ZGAHCuqRlzPri+E6wYdL31o6GYt+mQ18DZiCUUTp5txJvbTmDjvtOobXC4Hk+MjQLgHrAnx1lQMDXbFQiG4zrxUgG1VGB+tkHdSI/U37r+ivQqSnL1/HLXixQ115HekbVQvgFgFLXLJntLtDrifA4iCjxu7kadit4NnvzNyI2HxPpt240AXA0x6HI6BURHyu/q7K0liTFRrsBfzoodFXhj20m3hAEA6i9fw8XL1xBnvfm7zzU1o2BLOYoPX1+SNRzXife22ZySRLaLVdn9naQ4i+o2yW1OpnZCvUjpdaRmZM1zU7LmFqdsvwHqN/ULNWJSpOVv4JloGbk5HRF1ThxpoE4lHHY7lZqs6XmnXYkJA9KwcHM5AHUlNmKw+sKfDuN8k/xrvd/Z1ldOI762ydHq9njbO8jjb09FfHSk4r0IQoXnnWAliWyjQ9l7nD+5P7onRGPW+gOSG861f410GY/e68DX65WOrF1ocrRbMjQ5Lkr23NS6qV+o0DLK05a3hKwjzOcgouBh0kBhR89qLeGy2+nEbDucTsEtaBfvtJvNUJw47Ks6j9oGbYGfAPhMGORe6w9iMvPspkOwRh4JaMLgraxDAPB/R2WiR2KM2+RnJcSA2sgENc0WAwCKE4brq1iV495s72VEeq8DJRul+SqbmTLYjlkbStudU0rPzXAsYwO0j/IA1zdAvNDk8PqzcJvPQUShg+VJFFaKD9dg9KvbMa1wL54sKsO0wr0Y/ep2V8mKL+KdTakUw4Tr9fzBnhBYfLgGszaUtguMxDvtvt6vWMrxPwr7JZwIuL7ak2dJk790sUZi1fQhXss63v7RULx437cwY1SW7HnljRhQKw3Mk+OiFJ23aoJkX2VEvq4XKWquI7mymZXTh2LzwRpdSWiwbwBopSfZcQrArA2lij8XiYiU4EgDhQ0jJj2Gw4RAvZO11U6c9CU5zoILTc1+Gz0IdT8c3hOTBqXj3my75AhX2/PKF8/J7EpLdOZP7o9ZG0p9nrdagmQxufQctVM7od5be5SQKpvRc7c93FcEMiLZCeaiDkTU8XCkgcKCr0AaUD7pMdQnBOqZrK1n4qQn8W7xy1OzXf8OV3raPmFAGoCbZR1Tc3ogr0/73Z7F88pukw72vAXUYmAudeYKN54/aVC6ovNWy+jAf+/5QnLUTnxfqQnuv9dui8bPxma1e79aryNv/av1bruaxMVzgrXRE6e1Hl/rKI8o2Is6EFHHw5EGCgtG7ZQsCuUJgVona+udONlW26BrYrYdb5nbT8xWcozE2ChcuHxN8V1qf9H6u32V2HjOr5kwIM11Xn1WXouPyr7C+aabeyPo3XlYyXmrZtTDk/yonXsvCoKAIbck4ZcT+/vtOlJeumVR1c/i321beS3+WHbGrQxQyyaPUvOs9Gwi6WtUVOk5Ha5zOogo9DBpoLDgj1WPQm1CoBh4nDzbqOj5J882Yk/lOVeAoqeUw5PJBDw6JgsTs+1odQqwxVjwy3tvQ11jM1bsqEC9wom2S743EABUJxyxlghcbm7VnWyYTdfru7WSu1O99V81Nyaq3wxWE2Oi8JNRmZg9vh/y+nTF85MH+Ayofe1s7VmOpvS8tcVGqd6Yzlv5m/QeEg5D90LwFngrLd36y9N3Y/8XFxQlLr7K99Tu8SC3W/a7f63SVU4ptZJami0aD95xC97YdsJn+8J1TgcRhR6TIBixRVPH1tDQAJvNhvr6eiQkJAS7OZ3SnspzmFa41+fzNj56Z0glAkrpmYcg3rl0tDjxZFGZYW0yAXhsbBY2H6xxa1esxYzLzU7Z15pNwIppQzBpUDoA94Cwuu4y1n5e1S6gjY40w2w24XJzq9tx2gb9Sna5NgH4//8xGBcuN6te0aitOfn98GT+rV5/tmRrudfdkEWJsVFY+r2BioJOLee23ApiUkG+WhsfvRO5WcntljptSwzadz0zXtfogtwdeQCuURNvcznUJC1K+0bp+5I6nq9kV22/eft7A8DoV7f7TKj0/m2IqONTGudyTgOFhXBZ9UgLvfMQxDuX1XVNql8rF0oIAN75a1W7dvlKGIDrgX5SnNX17wizCblZyegeH436K81e74BfbXG6JQzicQBg5qhMbHz0Trz+g8GKdre2J8YgJd7q45nS7LZozB7fz+vPPi47I5swANd3slayyhWgfhRNbgUxI0vUvr50NSCbIUqd/+J5DcCQOUhq+kbJ+1Iyz0rP8dvyNt/DyI0gOyJ/z1Uh6oxYnkRhIZCrHunZB0LL79Ib5IklJRv+/gWSbswh8CU6yoz/0787Nv+rVsdvltc2GNYzkmICsPVwLZ6bPAAf/+srRa/ZVl6L/BsTmNX+LkD6XNr6rxr8/P0yRccSoGz1GjV7h0jd2a6pv4rHf3cAT97Tz7ASte7x0fisXNn5IZf4yF1PSlcK2/XMeN1zkLSU78m9LyPKAfXON5ArX9Izdybc6ZlLQkTSmDRQ2AjEF2Sgv2yMmocgADh7qdnn80RXrzn9mjAAN4NhveUybe/KKh1NWbO7GsN6JfksZ/Isf5I7l4oP1+CJDeomFyuZnK+0bn9YrySMW7ZDth/fLDmpqn1S7Dd2YX5vd7Wi50slPr6uJ7ULHOgpPdQSoMsldEZMMDZivkEoL+oQDEYszU1E3jFpoLDizy/IYHzZdNSVTZLjopCblWxoucy28lqsURjEAkDBlqOYP3kAZm2QHp361QNDcPbSVXxx/jJ6Jcfi4bxMWCLbV236mqwsx9ffWOko2v4vLhg2iuDLleYWPPfRYUXPlSoLVHI9OVp8l7oBgQ/QlezxoCfgN3oPiVBb1CFY9O5xQ0TyOKeBCMbuAyEeT0k9bUdd2eTuW7vho9IzWLj5sGGB7h/Lzqh6fk39VSTFWSTr4R8bm4VX/ucoCrYcxX/v+QIFW45i3LIdXuch6BkRUvI3VrJ3SCATzItXWhSvvOStlEvp9ZQSp2zeiRHXidp9D3yVO+rZLVvJ8Um9QMzBIerMONJAYcVf5UNG7gOhpo2+SlOCRe9Sp38o/Qp/KFU2/0CJhOhIt7X0lfr60lVMzenRbnTqQpMDszaUKh5V0hOwX2hyuP1bqsbf1yhaKCaYM0dler3ulF5PMMmviGXkHXmlu1ur3UfhcZX7YXT2+Qb+5I+luYnoJiYNFDb8WT5k1JeN2jYatYGT0dLarDMPeG9XooZ9ALRquNqi6XVioN22fKPVKWD0q9tVlTDoCdgLthzFvdl2RZt9yZWZiAlmoEqUlJCabK70eqprdARsgQNAel5U1zgLpuakY8KANFXljhMGpKm6Dmbf3RdzJtzKEQY/UbOoABGpx6SBwoK/a1WN+LLR2kapQCZR4UpIRpp9d1+M6pviCpyG3JIkOfF8woA07D11DrPWH8BFhZu9BVIXawSG9Upq97iWUSU9I0LiseqvNOtKerXe2Rb9ZGQm/lh2xpBEz9cIgJrrKa9P14CuAGTkvKh9VedV9eeovilMGPxI6aIC4bg0N1EoYNJAYcHI8iFvjPiy0dNGz0AmpYsV//VBmer3oYc10oxf3NPPbSLwhAFpiLdGYc+pOgDX74Lf2burK/Axm0whmTAAQKOjFbmLt7XbZE3LqJLS0hYptQ1X8VrxMdka/3l/OIT46Ci3/vU0MduOVdOHYPbGUtU7XRs1MqRkBEDt9RToFYCMmjispswlXPeRCSeBXJqbqDPiROhOoCNscuPvWlUjNkrS28a2GziZTSbUNji8Ps9fHC1O5L6yzTURWNxE7KE1f8eKHZVYsaMCT3140G3t/lCvDb54+Roe99hkTenkW8/nSU1WVuJ8o8NnWdHFK9fw0Oq/uzZqkzJpUDpWTBuq6vfbbdHYuO+0qteYcD3RSEtQv6maluvJ2wZmoU5NmUuggtWO8Hmvh5JFBYhIG440dHAdZZObQNSq6t0Hwsg2BisYv3jlepD9s7FZXnc99iylCZfaYLeyMKVxm5fntb0jvruiDit2VPg8TNc4C5LjLIrbqqRcadIgO35SnYm1n1crOuaDd9yCN7adUNwG8a0v/d5AzSMActfT/MkDYIux4E9lZ8J6XwElZWtmE7BiWmCC1Y7yea8X964g8g8mDR1YR9rkJlC1qnq+bC40OdptFubJbGq/mo43wQ7G3/WSMAA352Ys3HwE8dFR+PqSA8lxUZpWNgoksSwsNysZeyrrFL2mrlF+1aM+3eIUHWdqTjrSbDGK26p0jk7PJGXH/MHQHshMiVX8+4H2ibLWUh5v19OFJgcKtnSMwFZJ2dqKaUMwaVBgEoaO8nlvBO5dQWQ8Jg0dVEfb5CZQtapSy2H6Uny4xusSnp6cAjBrQyneurHEppRgL8Uq9zsFALUNDjy0+u+Bao4hPiuvxdwPyhSvPtQ2cfN2B7eLNULRce65PVX131PJHB2loxej+qYoTkJn390Ho/p2M/SubNvgTeo6qam/isd/dwAzR2UiX+UKRsEmNaISyESoo33eE1FoYtLQQfl74nAw6C0f8qX4cA0Wbi5HbUObYydEY+EU92N7JhbDeiWp3vXY1xe43om31N57CneT9hy1krqD2+hoVXS8//rwIBZOGaDp7ymWqXlLZpWOXqTZYhSP1M2ZcJvbOak1ifZGye7ga3ZXY83u6rAbeQhEOYzc36Ijft4TUehh0tBBddRNbrR8OSsJfIoP13hdyrK24fod0LdvDO17u+OcHGfB+aZmxe9B/AJft7sKKfFWyTZJJUmhXg5ki4nChP7dkdcnBRcvN+P85Was3FFp2PHTEqy42uJE/eVrioNvX2VjIs9Rq1angHmbDulK2sRzaNX0oV7/nnK6x0dL1qnPnzzA574N4oo9WkbqpH9vfyTFWVUHx2p21Q7Hkhp/lsP4mqvQUT/viSi0MGnooDryJjdqvpyVTAwUA0M5z246BKdT8FpaoSZhaKtgy1HJNom8JUnDeiUh95VtIbvUaf2Va/jDgTPIH5CK7w/rjVangE0HzmgutUqKjcKMkVnITIl1Bamfldfi/6nYr0DpAjKeo1Yrtp80bAO72RsPYMW0Idj1zHjsrTyHWRuk97cQ7/xfaGrGrA3e69RnbTiAx8Zm4d2/VkmOHrRNBNSM1EmNrtTUX8UTG0rdHlM6KqAmYGVJzU1K5ip05M97IgodJkEQWPngQ0NDA2w2G+rr65GQkBDs5igi7nrrqxxh1zPjFX0hG1mmEChSX7Ziq8W7mLsr6hTV5yf5cbM1sU0rpw9RdBf3zW0nVa2GE2ji+fX6DwajrsmB6rrLWH6jvWo/cNISrNg97x6vo0Pz/nDIsOTJc7feVqeAYQWfGZ6ctR21EhMfb3f+V04fgoItRyXvzot9PH9y/3bPkwvkfV3L4meH0lEBz+tJyp7Kc5hWuFfRMdva+OidnbakxtffQjwH/vL03Ri3bIdhn/dE1LkojXM50hDitAbrRk0cbnUKWLG9Amt3V7kFT2J5RFKcJSQTCTUTA/dUnlN0TH/uziy203PTruQ4C358Zy9kdYtz6+PZ4/ti7edVht0FN5pYgvXQmpvJWGJsFACobnNtgwNvfHbCbadq4Pqd83hrlNvv0MNzt959Vef9Mpojnne+7vzbYiyK6tST4qzY9cx4xZ8Tvkbq1JQRie1QMiogzqtQc2ygc5fUKJ2rsP+LC9zUjIj8jklDCNO75rbeicPFh2swb9Mhr0He9TIF9/KQUJq8qGZiYChNM/Ysoznf1IzlJSdd/27bxw8M7+l1L4VQJc5BmJPfDw1XrmFT6RnFidiKHRVYsaOi3Tl2Z5+uuleZklqu11/BatsJqXJzdP5UdkbR8b6+dBURZhNys5JdxxGXl9USJGp530om2kaYTZgy2K76nO3MJTVq5ipMzenh14UiiIiYNIQoo9bcbhuU1NZfwfmmZiR3scIWY0GrU5AMKqQmBsvx5+RFtSMuar5sR2R2xQoYM1E3JsqMK9echhzLG7GPV04fgs0HpXcNDkXiHemif3yJ+ZP7Y8sh9e33PMf0rjIldxdWbbCqdLI14H5+St35V1OnbuSmXkp3zPZG7rprdQqqzlmj9l4JZ2rnKnBTMyLyJyYNIcjoNbcjzCbUX2nGa58cVxRUiL9fLX9NXpRasej+nHRMkFjTXemXbXXdZSzZd8zn8xJjIhEdFem2HGtbYoAzN78fnv6D/KRqPcQ+fuFPh0N6BSUp4h1pz8m0al7veY5JjagpIXcXNjcrGWkJVtQ2+N6MzwTg0THed9H2Rsn5qXSZ1AtNDq8T9LUk8eKyw1rJvS81ZU8sqblOy6aW3NSMiPzFHOwGUHvqSmt8E0ctPI8pBhXFh93v/qmtadbStlangD2V5/CnsjPYU3kOrRK3aKXafr6pGe/trsa0wr0Y/er2du8hNyvZVUMvJdYSgeXbTkgmAm09cEcGrrZ4X5e/bYDTM1nZLsF6CIChCUO4hWTezrGJ2XbsemY85k/ur/g4c/Jvxa5nxksG1J+V1+Jqi+9RI7stGm/9aCienTQAq6YPhVyMa8LNZVB9EUdRxNd5HgcA5k8egIItRyVvMADXEyyp66st8VpTcj144+t9qSl7SrvRp529pEbJOdDZEysiChyONIQgI9fc1jJqYUQtt9wxlK7/rnTTtBovd1Q/K6/1OeH2crPvzbkSoiMwLfcWyWUtgesTfJd8byAmZtvR6hQUTfYMpQ3bBADx0ZG4dLUl2E1RxfMcizCbMGNUFlbvqlLU/0X/OI3Z4/t6/blUeaCoizUSPxzes91I16RBdqzAEK8jKWqDvFanAFuMBT8ZlYmPyr5yW9pX7WRpX5t6Kdl4zRdf70vp6N/8yf0xY1QWA+Eb/L2pJRGRUkwaQpCRa25r2Sm0uq5J0e/X0jY167/HWiIUBfYiMfkR/98IDVdbsf7vX8oGU9ZIs+v3tq2xlyoneGxsFjYfrNE8miPqYo1Ek6PFkOTjP4b1xNobOyZ7rrwiePn/UODtHBP739d8HLlgWkkAHR8diecnew+SJw1Kx9tmk64gz3tJXhS+m9MD+W0SFTWTpeXoGV1MjI3C0htJsxylpTZMGNrjXAUiCgVMGkKQljpWKWpHLVqdAjbuO62itcrbpvZuppqEwbNkRW9A3lajQ/4O/PUlQY9jVN9uyM1Klrwz2HYOyS8n9seK7Sexdne15mU9xXYZEcyLd8ylAl0AXt/PlWutindmVtPO5DgLLjQ1azr/J2bbMXNUJtbcSILkeLs+lATQvu7e6wnypBLrC03X8N7uatzR5jhG3WDQMrqYGBuFn4zMwuzxfQO6DHRnxbkKRBRsTBpCkJFfrmqDin1V5xVN/PTGV9v03M1UKlhruq/YUYkVOyrdEgO5oPGz8los33ZSV7BvAmCLjUJ0ZIRbHbp4Rzo9McZt12kpyXFRrrbJtdnbz8SdmZUkBGk39vYo2FLuMyGeP3kAZm3Qfv7nD0hTlDR4uz6MKg/UEuSpLScc1ivJ56pNZhMwrFeS7O9VUzqUEm/VfKebpTZEROGLSUOIMurLVe2ohdKAacbIXvjkyFlVbQtEQB/sNd09V6zxFjQ2tzjx3B8P6x4dEHB9o7T1M4fCbDa1C/RbnYKi+v6Xp2a7gj+5QNfbz+RGVaQ2/zOb4TMhnphtx1tm7ee/ntE6I8sD1VJbTrj/iws+l3l1CsD+Ly7IJjCBLB1iqQ0RUXhi0hDCjPhyVTtqoTQQuvdbdsz/zrdUtc3fAX3b1Vv0bvilla9lZ4sP1+C5Px4ydPWjuiYHpub0aPe4r/kVAPCzsVmYNChd1+9Xe54qTYj1nP96RuuMLA9US+0oh5GjIoEsHWKpDRFR+GHSEOKM+HJVM2qhJmBS2zZfx9Zr/uT+rqBGDICCQWqSra8VebSSS8ak/vZd4ywomJqNSYOMKQdRey4oTQj0nP9aR+uCWXuvdpTDyFERI0Y31W7CSERE4cMkCEIoLYjiVytXrsSyZctQW1uLwYMH49e//jVyc3N9vq6hoQE2mw319fVISEgIQEv9Q+kXuhjcAt4DJj3rp0sd2wgbH72zXZAuteFX1zgLzrVZwtIf3nwwxzUC0OoUMPrV7YbO6RATuF3PjPcZmHXmYE7rezdyl2U1bR396nafSbv4N1f7fKVtCJf+IiIi/ZTGuZ0maXj//ffx4x//GG+//TZGjBiB5cuX48MPP8Tx48fRvXt32dd2lKRBDX8GAHLBvB5tg3SRGADVNlzF+UYHkuMsSLPFYFivJIxbtkP1qEdyXBSm5d6ClTsqfT63bRKzp/IcphXuVfN2fDJBXwJHvgUj2VKbtPszyVdKahQtkG0gIiJtmDR4GDFiBO644w6sWLECAOB0OpGRkYGf//znmDdvnuxrO2PSAPg3YPI89ppdldh29Btdx/QcafBFzahH2+BnwoA01Xd3/1R2Bk8WlSlumxJz8m/Fk/n9DD0mhQa1SXsw7/L7GkXTMtpBRESBozTO7RRzGpqbm7F//348++yzrsfMZjPy8/OxZ8+eds93OBxwOG4uO9rQ0BCQdoYaf05W9Dx2Xp+ueGXLEaz+W7VbIG42ATNHZ+Hjf9UYPjFVqoY7KTbKtTKRyLOuW23Nu5pJ4ONuTcFfTtT5fF5mSqziY1J40TK5PFgrEmnZQJKIiMJPp0ga6urq0NraitTUVLfHU1NTcezYsXbPX7JkCRYtWhSo5tENz0/+Fp6+tz9+u6caX5y/jF7JsXg4LxOWSDOG9Uryy8RUqWALgGwApnbSaG5WMpLjohStmjS2XzdFSUOwl5cl/1KbtAdrRSKjVnAiIqLQ1imSBrWeffZZzJ071/XvhoYGZGRkBLFFnYcl0oyZY3q3e9yfm0JJBVu+AjA1d3cjzCa8PDUbT2wolT2m3RaNh/MysXpXVVCW/CRSK5j7WhARUeB0iqQhJSUFEREROHv2rNvjZ8+eRVpaWrvnW61WWK3WQDWPFArFTaHU3N2dNCgdP/v3Rbzz1yqvPzfh+oiJJdIctCU/idQK5r4WREQUOOZgNyAQLBYLhg0bhpKSEtdjTqcTJSUlyMvLC2LLSC0xSJ+a0wN5fbqGXeD87KQBWDV9KJLjLG6P223RbivMiCMraTb3u7NpHs8jCjZxXwvgZlIrYpJLRNRxdJrVk95//3088sgjeOedd5Cbm4vly5fjgw8+wLFjx9rNdfDUWVdPIv9RujJVZ95fgcIL92kgIgpPXD3JwwMPPIBvvvkGL774Impra5GTk4Pi4mKfCQORPygtawrW5FYitUKxfJCIiIzTaUYa9OBIAxERERF1RErj3E4xp4GIiIiIiLRj0kBERERERLKYNBARERERkSwmDUREREREJItJAxERERERyWLSQEREREREspg0EBERERGRLCYNREREREQki0kDERERERHJYtJARERERESymDQQEREREZEsJg1ERERERCSLSQMREREREcmKDHYDwoEgCACAhoaGILeEiIiIiMg4YnwrxrtSmDQocOnSJQBARkZGkFtCRERERGS8S5cuwWazSf7cJPhKKwhOpxNfffUV4uPjYTKZgt0czRoaGpCRkYEvv/wSCQkJwW5OWGNfGod9aRz2pXHYl8ZifxqHfWkc9uV1giDg0qVLSE9Ph9ksPXOBIw0KmM1m9OzZM9jNMExCQkKnvjiMxL40DvvSOOxL47AvjcX+NA770jjsS8iOMIg4EZqIiIiIiGQxaSAiIiIiIllMGjoRq9WKBQsWwGq1BrspYY99aRz2pXHYl8ZhXxqL/Wkc9qVx2JfqcCI0ERERERHJ4kgDERERERHJYtJARERERESymDQQEREREZEsJg1ERERERCSLSUMHsnLlSmRmZiI6OhojRozAvn37JJ975MgRfP/730dmZiZMJhOWL18euIaGCTX9WVhYiDFjxiApKQlJSUnIz8+XfX5no6YvN23ahOHDhyMxMRFxcXHIycnBb3/72wC2NrSp6cu2ioqKYDKZcP/99/u3gWFETV+uW7cOJpPJ7b/o6OgAtjb0qT03L168iFmzZsFut8NqteLWW2/F1q1bA9Ta0KamL++6665256bJZMLkyZMD2OLQpfa8XL58OW677TbExMQgIyMDc+bMwdWrVwPU2hAnUIdQVFQkWCwW4b333hOOHDkiPProo0JiYqJw9uxZr8/ft2+f8NRTTwkbN24U0tLShDfeeCOwDQ5xavtz+vTpwsqVK4XS0lLh6NGjwowZMwSbzSb8+9//DnDLQ4/avtyxY4ewadMmoby8XKioqBCWL18uRERECMXFxQFueehR25eiqqoqoUePHsKYMWOEqVOnBqaxIU5tX65du1ZISEgQampqXP/V1tYGuNWhS21/OhwOYfjw4cKkSZOEXbt2CVVVVcLOnTuFsrKyALc89Kjty3Pnzrmdl4cPHxYiIiKEtWvXBrbhIUhtX65fv16wWq3C+vXrhaqqKuGTTz4R7Ha7MGfOnAC3PDQxaeggcnNzhVmzZrn+3draKqSnpwtLlizx+dpevXoxafCgpz8FQRBaWlqE+Ph44Te/+Y2/mhg29PalIAjCkCFDhBdeeMEfzQsrWvqypaVFGDlypLB69WrhkUceYdJwg9q+XLt2rWCz2QLUuvCjtj/feustoXfv3kJzc3Ogmhg29H5mvvHGG0J8fLzQ2NjoryaGDbV9OWvWLGH8+PFuj82dO1cYNWqUX9sZLlie1AE0Nzdj//79yM/Pdz1mNpuRn5+PPXv2BLFl4cmI/rx8+TKuXbuG5ORkfzUzLOjtS0EQUFJSguPHj2Ps2LH+bGrI09qXL730Erp3746ZM2cGoplhQWtfNjY2olevXsjIyMDUqVNx5MiRQDQ35Gnpz82bNyMvLw+zZs1CamoqsrOzsXjxYrS2tgaq2SHJiO+fNWvW4MEHH0RcXJy/mhkWtPTlyJEjsX//flcJ06lTp7B161ZMmjQpIG0OdZHBbgDpV1dXh9bWVqSmpro9npqaimPHjgWpVeHLiP585plnkJ6e7vZh1Rlp7cv6+nr06NEDDocDERERWLVqFSZMmODv5oY0LX25a9curFmzBmVlZQFoYfjQ0pe33XYb3nvvPQwaNAj19fV4/fXXMXLkSBw5cgQ9e/YMRLNDlpb+PHXqFLZv346HHnoIW7duRUVFBZ544glcu3YNCxYsCESzQ5Le7599+/bh8OHDWLNmjb+aGDa09OX06dNRV1eH0aNHQxAEtLS04PHHH8dzzz0XiCaHPCYNRAZbunQpioqKsHPnTk6U1Cg+Ph5lZWVobGxESUkJ5s6di969e+Ouu+4KdtPCxqVLl/Dwww+jsLAQKSkpwW5O2MvLy0NeXp7r3yNHjkT//v3xzjvvoKCgIIgtC09OpxPdu3fHu+++i4iICAwbNgxnzpzBsmXLOnXSoNeaNWswcOBA5ObmBrspYWnnzp1YvHgxVq1ahREjRqCiogJPPvkkCgoKMH/+/GA3L+iYNHQAKSkpiIiIwNmzZ90eP3v2LNLS0oLUqvClpz9ff/11LF26FNu2bcOgQYP82cywoLUvzWYz+vbtCwDIycnB0aNHsWTJkk6dNKjty8rKSlRXV+O+++5zPeZ0OgEAkZGROH78OPr06ePfRocoIz4zo6KiMGTIEFRUVPijiWFFS3/a7XZERUUhIiLC9Vj//v1RW1uL5uZmWCwWv7Y5VOk5N5uamlBUVISXXnrJn00MG1r6cv78+Xj44Yfx05/+FAAwcOBANDU14bHHHsPzzz8Ps7lzV/V37nffQVgsFgwbNgwlJSWux5xOJ0pKStzujJEyWvvztddeQ0FBAYqLizF8+PBANDXkGXVuOp1OOBwOfzQxbKjty9tvvx2HDh1CWVmZ678pU6bg7rvvRllZGTIyMgLZ/JBixHnZ2tqKQ4cOwW63+6uZYUNLf44aNQoVFRWuRBYATpw4Abvd3mkTBkDfufnhhx/C4XDgRz/6kb+bGRa09OXly5fbJQZiYisIgv8aGy6CPBGbDFJUVCRYrVZh3bp1Qnl5ufDYY48JiYmJriUBH374YWHevHmu5zscDqG0tFQoLS0V7Ha78NRTTwmlpaXCyZMng/UWQora/ly6dKlgsViE3//+925L3126dClYbyFkqO3LxYsXC59++qlQWVkplJeXC6+//roQGRkpFBYWBusthAy1femJqyfdpLYvFy1aJHzyySdCZWWlsH//fuHBBx8UoqOjhSNHjgTrLYQUtf15+vRpIT4+Xpg9e7Zw/Phx4eOPPxa6d+8uvPzyy8F6CyFD63U+evRo4YEHHgh0c0Oa2r5csGCBEB8fL2zcuFE4deqU8Omnnwp9+vQRfvjDHwbrLYQUJg0dyK9//WvhlltuESwWi5Cbmyvs3bvX9bNx48YJjzzyiOvfVVVVAoB2/40bNy7wDQ9RavqzV69eXvtzwYIFgW94CFLTl88//7zQt29fITo6WkhKShLy8vKEoqKiILQ6NKnpS09MGtyp6cv//M//dD03NTVVmDRpknDgwIEgtDp0qT03P//8c2HEiBGC1WoVevfuLbzyyitCS0tLgFsdmtT25bFjxwQAwqeffhrgloY+NX157do1YeHChUKfPn2E6OhoISMjQ3jiiSeECxcuBL7hIcgkCBxvISIiIiIiaZzTQEREREREspg0EBERERGRLCYNREREREQki0kDERERERHJYtJARERERESymDQQEREREZEsJg1ERERERCSLSQMREREREcli0kBERERERLKYNBARkV9VV1fDZDKhrKws2E0hIiKNmDQQEREREZEsJg1ERKRbcXExRo8ejcTERHTt2hXf+c53UFlZCQDIysoCAAwZMgQmkwl33XWX63WrV69G//79ER0djdtvvx2rVq1y/Uwcofjggw8wZswYxMTE4I477sCJEyfwj3/8A8OHD0eXLl3w7W9/G998843rdTNmzMD999+PRYsWoVu3bkhISMDjjz+O5ubmwHQGEVEHxKSBiIh0a2pqwty5c/HPf/4TJSUlMJvN+O53vwun04l9+/YBALZt24aamhps2rQJALB+/Xq8+OKLeOWVV3D06FEsXrwY8+fPx29+8xu3Yy9YsAAvvPACDhw4gMjISEyfPh2//OUv8eabb+Jvf/sbKioq8OKLL7q9pqSkBEePHsXOnTuxceNGbNq0CYsWLQpMZxARdUAmQRCEYDeCiIg6lrq6OnTr1g2HDh1Cly5dkJWVhdLSUuTk5Lie07dvXxQUFGDatGmux15++WVs3boVn3/+Oaqrq5GVlYXVq1dj5syZAICioiJMmzYNJSUlGD9+PABg6dKlWLduHY4dOwbg+kjDn//8Z3z55ZeIjY0FALz99tt4+umnUV9fD7OZ98uIiNTiJycREel28uRJTJs2Db1790ZCQgIyMzMBAKdPn/b6/KamJlRWVmLmzJno0qWL67+XX37ZVdYkGjRokOv/U1NTAQADBw50e+zrr792e83gwYNdCQMA5OXlobGxEV9++aWu90lE1FlFBrsBREQU/u677z706tULhYWFSE9Ph9PpRHZ2tuQ8gsbGRgBAYWEhRowY4faziIgIt39HRUW5/t9kMnl9zOl0GvI+iIjIOyYNRESky7lz53D8+HEUFhZizJgxAIBdu3a5fm6xWAAAra2trsdSU1ORnp6OU6dO4aGHHjK8TQcPHsSVK1cQExMDANi7dy+6dOmCjIwMw38XEVFnwKSBiIh0SUpKQteuXfHuu+/Cbrfj9OnTmDdvnuvn3bt3R0xMDIqLi9GzZ09ER0fDZrNh0aJF+MUvfgGbzYaJEyfC4XDgn//8Jy5cuIC5c+fqalNzczNmzpyJF154AdXV1ViwYAFmz57N+QxERBrx05OIiHQxm80oKirC/v37kZ2djTlz5mDZsmWun0dGRuJXv/oV3nnnHaSnp2Pq1KkAgJ/+9KdYvXo11q5di4EDB2LcuHFYt26da4lWPe655x7069cPY8eOxQMPPIApU6Zg4cKFuo9LRNRZcfUkIiLqUGbMmIGLFy/io48+CnZTiIg6DI40EBERERGRLCYNREREREQki+VJREREREQkiyMNREREREQki0kDERERERHJYtJARERERESymDQQEREREZEsJg1ERERERCSLSQMREREREcli0kBERERERLKYNBARERERkaz/BT/Rdjr7nSiHAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in numeric_features:\n",
    "    fig = plt.figure(figsize=(9, 6))\n",
    "    ax = fig.gca()\n",
    "    feature = bike_data[col]\n",
    "    label = bike_data['rentals']\n",
    "    correlation = feature.corr(label)\n",
    "    plt.scatter(x=feature, y=label)\n",
    "    plt.xlabel(col)\n",
    "    plt.ylabel('Bike Rentals')\n",
    "    ax.set_title('rentals vs ' + col + '- correlation: ' + str(correlation))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VSqVzPJqZkvWnn34SoqOjhY4dOwpOTk7CyJEjdaaH1fjPf/4j9OnTR5BKpa2a0vbzzz8XfH19BQcHB8Hf31/49ttvhbFjxwq+vr7aMpppf5csWdLsOXbs2CEMHz5ccHR0FFxcXIQxY8YIBw8ebFJu+/btgr+/v2Bvby/069dPWLdu3Q2n/U1MTBTWrVsn3HHHHYKDg4MwePDgZutSVVUlJCYmCr169RLs7OwEd3d3YdSoUcKHH36oU+7YsWPC/fffLzg5OQm33Xab8Pzzzwtbt27Va9rfgwcPCgkJCUKnTp2Erl27CtOmTRPq6uqaPWbx4sUCAGHRokUtnvt6Xl5eQmxsbJPtmt/H9Zp7TjSvsRvFf729e/cKgYGBgr29vc7rTZ9zEBH9k40gtGKpXyIiEsWkSZOQkZHR6pYHMQ0aNAg9evRATk6OKNe3sbFBYmJik+5y5mTFihWYOXMmysvLm8ycRURkqTiGhIiI9NLQ0KAdzK+xa9cu/PLLL4iIiBAnKAsgCAI+/vhjhIeHMxkhIqvCMSRERKSXv//+G6NHj8bjjz8OT09PHDp0CKtWrYK7u3uThfHo5mpqavDtt98iNzcXxcXF+Oabb8QOiYjIqJiQEBGRXrp27YrAwEB89NFHOH36NJydnREbG4s333wT3bt3Fzs8s3P69GmMGzcOXbp0wbx583D//feLHRIRkVFxDAkREREREYmGY0iIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiOimysvLYWNjg6VLl7bbOXft2gUbGxvs2rWrxXILFiyAjY0Nzpw5027XNlWTJk1Cx44dxQ6DiMiomJAQEVmoNWvWwMbGBgcOHBA7FLpObW0tFixYcNNEjIjIWjAhISIiMqLa2losXLiQCQkR0f9jQkJERERERKJhQkJEZMWuXr2KV155BYGBgejcuTOcnZ0RGhqK3NzcGx6zbNkyeHl5wdHREeHh4SgpKWlS5tChQ0hISEC3bt3QoUMHDB06FN9+++0txXrmzBk89NBDcHFxQffu3fH888/jypUr2v3h4eEYOHBgs8f269cP0dHRLZ7f29sbcXFx2LVrF4YOHQpHR0cEBARoWzIyMzMREBCADh06IDAwED///LPO8ZrxH3///Tfkcjk6duyIHj16IDk5GSqVCsC1sTg9evQAACxcuBA2NjawsbHBggULdM7V0jmIiCwNExIiIitWXV2Njz76CBEREXjrrbewYMECnD59GtHR0SgqKmpS/rPPPsPbb7+NxMREpKSkoKSkBPfccw+qqqq0ZX777TcEBwfj999/xwsvvIC0tDQ4OztDLpfj66+/bnOsDz30EK5cuYLU1FTcd999ePvtt/H0009r948fPx6//vprkwRp//79+OOPP/D444/f9BqlpaUYN24cxowZg9TUVJw/fx5jxozB+vXrMXPmTDz++ONYuHAhjh49ioceeghqtVrneJVKhejoaHTv3h1Lly5FeHg40tLS8OGHHwIAevTogZUrVwIAHnjgAaxduxZr166FQqFo9TmIiCyOQEREFmn16tUCAGH//v03LNPY2CjU19frbDt//rzg5uYmTJkyRbutrKxMACA4OjoKJ06c0G7/8ccfBQDCzJkztdtGjRolBAQECFeuXNFuU6vVwrBhw4Q77rhDuy03N1cAIOTm5rZYj/nz5wsAhPvvv19n+7PPPisAEH755RdBEAThwoULQocOHYS5c+fqlHvuuecEZ2dn4fLlyy1ex8vLSwAg7N27V7tt27Zt2nofO3ZMu/2DDz5oEvvEiRMFAMKrr76qc97BgwcLgYGB2senT58WAAjz589vEkNrz0FEZEnYQkJEZMWkUins7e0BAGq1GufOnUNjYyOGDh2Kn376qUl5uVyO22+/Xfv47rvvRlBQEL7//nsAwLlz5/DDDz/goYcewqVLl3DmzBmcOXMGZ8+eRXR0NI4cOYK///67TbEmJibqPJ4+fToAaK/duXNnxMfHY+PGjRAEAcC11oYvvvgCcrkczs7ON72Gn58fQkJCtI+DgoIAAPfccw969+7dZPuff/7Z5BzPPPOMzuPQ0NBmy7WkPc5BRGQumJAQEVm5Tz/9FAMGDECHDh3QvXt39OjRA5s3b8bFixeblL3jjjuabLvzzjtRXl4O4FqXJ0EQ8PLLL6NHjx46P/PnzwcAnDp1qk1x/vPaffv2hUQi0V4bACZMmIDjx49DqVQCAHbs2IGqqiqMHz++Vde4PukAriU5ANCrV69mt58/f15ne4cOHbRjRDS6du3apFxL2uMcRETmxFbsAIiISDzr1q3DpEmTIJfLMXv2bLi6ukIqlSI1NRVHjx7V+3yaMRXJyck3HETu4+NzSzFr2NjYNNkWHR0NNzc3rFu3DmFhYVi3bh3c3d0xevToVp1TKpXqtV3TEnOzcvpoj3MQEZkTJiRERFYsIyMDffr0QWZmps4NvqY145+OHDnSZNsff/wBb29vAECfPn0AAHZ2dq1OAlrryJEjkMlk2selpaVQq9XaawPXbubHjRuHNWvW4K233kJWVhaeeuopk7rJby6RIiKyZuyyRURkxTQ36td/0//jjz8iPz+/2fJZWVk6Y0D27duHH3/8ETExMQAAV1dXRERE4IMPPkBFRUWT40+fPt3mWN977z2dx++88w4AaK+tMX78eJw/fx7//ve/cfny5VbNrmVMTk5OAIALFy6IGwgRkYlgCwkRkYX75JNPsHXr1ibbn3/+ecTFxSEzMxMPPPAAYmNjUVZWhlWrVsHPzw+XL19ucoyPjw9GjBiBqVOnor6+HsuXL0f37t0xZ84cbZn33nsPI0aMQEBAAJ566in06dMHVVVVyM/Px4kTJ/DLL7+0qR5lZWW4//77ce+99yI/Px/r1q3DuHHjmqw9MnjwYPj7+2PTpk3o378/hgwZ0qbrGYqjoyP8/PzwxRdf4M4770S3bt3g7+8Pf39/sUMjIhIFExIiIgunWffinyZNmoRJkyahsrISH3zwAbZt2wY/Pz+sW7cOmzZt0i4IeL0JEyZAIpFg+fLlOHXqFO6++268++678PDw0Jbx8/PDgQMHsHDhQqxZswZnz56Fq6srBg8ejFdeeaXN9fjiiy/wyiuv4IUXXoCtrS2mTZuGJUuWNFt2woQJmDNnTqsHsxvbRx99hOnTp2PmzJm4evUq5s+fz4SEiKyWjfDPEXlERERmbsWKFZg5cybKy8ubzJxFRESmhQkJERFZFEEQMHDgQHTv3h25ublih0NERDfBLltERGQRampq8O233yI3NxfFxcX45ptvxA6JiIhagS0kRERkEcrLyyGTydClSxc8++yzeOONN8QOiYiIWoEJCRERERERiYbrkBARERERkWiYkBARERERkWg4qL0V1Go1Tp48iU6dOsHGxkbscIiIiIiITJogCLh06RI8PT0hkbTcBsKEpBVOnjyJXr16iR0GEREREZFZ+euvv9CzZ88WyzAhaYVOnToBuPYLdXFxMdp1GxoasH37dkRFRcHOzs5o1xUL62vZWF/LxvpaNtbXsrG+lk2s+lZXV6NXr17a++iWMCFpBU03LRcXF6MnJE5OTnBxcbGaPxjW13KxvpaN9bVsrK9lY30tm9j1bc1wBw5qJyIiIiIi0TAhISIiIiIi0YiakKxcuRIDBgzQdoUKCQnBli1btPsjIiJgY2Oj8/PMM8/onOP48eOIjY2Fk5MTXF1dMXv2bDQ2NuqU2bVrF4YMGQIHBwf4+PhgzZo1xqgeERERERHdhKhjSHr27Ik333wTd9xxBwRBwKeffor4+Hj8/PPPuOuuuwAATz31FF599VXtMU5OTtr/q1QqxMbGwt3dHXv37kVFRQUmTJgAOzs7LFq0CABQVlaG2NhYPPPMM1i/fj127tyJJ598Eh4eHoiOjjZuhYmIiIiISIeoCcmYMWN0Hr/xxhtYuXIlCgoKtAmJk5MT3N3dmz1++/btOHjwIHbs2AE3NzcMGjQIr732GubOnYsFCxbA3t4eq1atgkwmQ1paGgCgf//+2LNnD5YtW8aEhIiIiIhIZCYzy5ZKpcKmTZtQU1ODkJAQ7fb169dj3bp1cHd3x5gxY/Dyyy9rW0ny8/MREBAANzc3bfno6GhMnToVv/32GwYPHoz8/HyMHj1a51rR0dGYMWPGDWOpr69HfX299nF1dTWAa7MUNDQ0tEd1W0VzLWNeU0ysr2VjfS0b62vZWF/LxvpaNrHqq8/1bARBEAwYy00VFxcjJCQEV65cQceOHbFhwwbcd999AIAPP/wQXl5e8PT0xK+//oq5c+fi7rvvRmZmJgDg6aefxrFjx7Bt2zbt+Wpra+Hs7Izvv/8eMTExuPPOOzF58mSkpKRoy3z//feIjY1FbW0tHB0dm8S0YMECLFy4sMn2DRs26HQZIyIiIiKipmprazFu3DhcvHjxpstmiN5C0q9fPxQVFeHixYvIyMjAxIkTkZeXBz8/Pzz99NPacgEBAfDw8MCoUaNw9OhR9O3b12AxpaSkYNasWdrHmoVdoqKijL4OSU5ODiIjI61mnmzW13KxvpaN9bVsrK9lY30tm1j11fQwag3RExJ7e3v4+PgAAAIDA7F//36sWLECH3zwQZOyQUFBAIDS0lL07dsX7u7u2Ldvn06ZqqoqANCOO3F3d9duu76Mi4tLs60jAODg4AAHB4cm2+3s7ER54Yp1XbGwvpaN9bVsrK9lY30tG+tr2YxdX32uZXLrkKjVap3xG9crKioCAHh4eAAAQkJCUFxcjFOnTmnL5OTkwMXFBX5+ftoyO3fu1DlPTk6OzjgVIiIiIiISh6gtJCkpKYiJiUHv3r1x6dIlbNiwAbt27cK2bdtw9OhR7XiS7t2749dff8XMmTMRFhaGAQMGAACioqLg5+eH8ePHY/HixaisrMRLL72ExMREbQvHM888g3fffRdz5szBlClT8MMPP+DLL7/E5s2bxaw6ERERERFB5ITk1KlTmDBhAioqKtC5c2cMGDAA27ZtQ2RkJP766y/s2LEDy5cvR01NDXr16oWxY8fipZde0h4vlUqRnZ2NqVOnIiQkBM7Ozpg4caLOuiUymQybN2/GzJkzsWLFCvTs2RMfffQRp/wlIiIiIjIBoiYkH3/88Q339erVC3l5eTc9h5eXF77//vsWy0RERODnn3/WOz4iorZQqVTIy8vD7t274ezsjJEjR0IqlYodFhERkUkyuTEkRETmLDMzEz4+PoiMjER6ejoiIyPh4+Ojna6ciIiIdDEhISJqJ5mZmUhISEBAQACUSiU2btwIpVKJgIAAJCQkMCkhIiJqBhMSIqJ2oFKpkJSUhLi4OGRlZSEoKAiOjo4ICgpCVlYW4uLikJycDJVKJXaoREREJoUJCRFRO1AqlSgvL8e8efMgkei+tUokEqSkpKCsrAxKpVKkCImIiEwTExIionZQUVEBAPD39292v2a7phwRERFdw4SEiKgdaBZsLSkpaXa/ZrumHBEREV3DhISIqB2EhobC29sbixYtglqt1tmnVquRmpoKmUyG0NBQkSIkIiIyTUxIiIjagVQqRVpaGrKzsyGXy1FQUIC6ujoUFBRALpcjOzsbS5cu5XokRERE/yDqwohERJZEoVAgIyMDSUlJCAsL026XyWTIyMiAQqEQMToiIiLTxISEiKgdKRQKxMfHIzc3F1u2bEFMTAxXaiciImoBExIionYmlUoRHh6OmpoahIeHMxkhIiJqAceQEBERERGRaJiQEBERERGRaJiQEBERERGRaJiQEBG1M5VKhby8POzevRt5eXlQqVRih0RERGSymJAQEbWjzMxM+Pj4IDIyEunp6YiMjISPjw8yMzPFDo2IiMgkMSEhImonmZmZSEhIQEBAAJRKJTZu3AilUomAgAAkJCQwKSEiImoGExIionagUqmQlJSEuLg4ZGVlISgoCI6OjggKCkJWVhbi4uKQnJzM7ltERET/wISEiAzOGsZUKJVKlJeXY968eZBIdN9aJRIJUlJSUFZWBqVSKVKEREREpokJCREZlLWMqaioqAAA+Pv7N7tfs11TjoiIiK5hQkJEBmNNYyo8PDwAACUlJc3u12zXlCMiIqJrmJAQkUFY25iK0NBQeHt7Y9GiRVCr1Tr71Go1UlNTIZPJEBoaKlKEREREpokJCREZhLWNqZBKpUhLS0N2djbkcjkKCgpQV1eHgoICyOVyZGdnY+nSpZBKpWKHSkREZFJsxQ6AiCyTNY6pUCgUyMjIQFJSEsLCwrTbZTIZMjIyoFAoRIyOiIjINLGFhIgMwlrHVCgUCpSWliInJwezZs1CTk4Ojhw5wmSEiIjoBpiQEJFBWPOYCqlUivDwcISFhSE8PJzdtIiIiFrAhISIDIJjKoiIiKg1OIaEiAyGYyqIiIjoZpiQEJFBKRQKxMfHIzc3F1u2bEFMTAxGjhzJlhEiIiICwISEiIxAM6aipqaGYyqIyKSpVCrk5eVh9+7dcHZ25hcoREbAMSREIrj+Ay8vL89iFgckIjJnmZmZ8PHxQWRkJNLT0xEZGQkfHx9kZmaKHRqRRWNCQmRk/MAjIjI9mZmZSEhIQEBAAJRKJTZu3AilUomAgAAkJCTwPZrIgJiQEBkRP/CIiEyPSqVCUlIS4uLikJWVhaCgIDg6OiIoKAhZWVmIi4tDcnIyW7OJDIQJCZGR8AOPiMg0KZVKlJeXY968eZBIdG+NJBIJUlJSUFZWBqVSKVKERJaNCQmRkfADj4jINFVUVAAA/P39m92v2a4pR0TtiwkJkZHwA4+IyDR5eHgAAEpKSprdr9muKUdE7YsJCZGR8AOPiMg0hYaGwtvbG4sWLYJardbZp1arkZqaCplMhtDQUJEiJLJsTEiIjIQfeEREpkkqlSItLQ3Z2dmQy+UoKChAXV0dCgoKIJfLkZ2djaVLl3I9EiID4cKIREai+cBLSEiAXC7H7NmztR94S5YsQXZ2NjIyMviBR0QkAoVCgYyMDCQlJSEsLEy7XSaTISMjAwqFQsToiCwbExIiI+IHHhGR6VIoFIiPj0dubi62bNmCmJgYrtROZARMSIiMjB94RESmSyqVIjw8HDU1NQgPD+d7M5ERMCEhEgE/8IjMl0qlQl5eHnbv3g1nZ2d+oUBEdIs4qJ2IiKiVMjMz4ePjg8jISKSnpyMyMhI+Pj7IzMwUOzQiIrPFhISIiKgVMjMzkZCQgICAACiVSmzcuBFKpRIBAQFISEhgUkJE1EZMSIiIiG5CpVIhKSkJcXFxyMrKQlBQEBwdHREUFISsrCzExcUhOTkZKpVK7FCJiMwOExIiIqKbUCqVKC8vx7x58yCR6H50SiQSpKSkoKysDEqlUqQIidrm+jFReXl5TKpJFExIiIiIbqKiogIA4O/v3+x+zXZNOSJzwDFRZCqYkBAREd2Eh4cHAKCkpKTZ/ZrtmnJEpo5josiUMCEhIiK6idDQUHh7e2PRokVQq9U6+9RqNVJTUyGTyRAaGipShEStxzFRZGpETUhWrlyJAQMGwMXFBS4uLggJCcGWLVu0+69cuYLExER0794dHTt2xNixY1FVVaVzjuPHjyM2NhZOTk5wdXXF7Nmz0djYqFNm165dGDJkCBwcHODj44M1a9YYo3pERGQhpFIp0tLSkJ2dDblcjoKCAtTV1aGgoAByuRzZ2dlYunQp1yMhs8AxUWRqRE1IevbsiTfffBOFhYU4cOAA7rnnHsTHx+O3334DAMycORPfffcdNm3ahLy8PJw8eRIKhUJ7vEqlQmxsLK5evYq9e/fi008/xZo1a/DKK69oy5SVlSE2NhYjR45EUVERZsyYgSeffBLbtm0zen2JiMh8KRQKZGRkoLi4GGFhYXj00UcRFhaGkpISZGRk6Hw+EZkyjokiUyPqSu1jxozRefzGG29g5cqVKCgoQM+ePfHxxx9jw4YNuOeeewAAq1evRv/+/VFQUIDg4GBs374dBw8exI4dO+Dm5oZBgwbhtddew9y5c7FgwQLY29tj1apVkMlkSEtLAwD0798fe/bswbJlyxAdHW30OhMRkflSKBSIj49Hbm4utmzZgpiYGK7UTmbn+jFRwcHBTfZzTBQZm6gJyfVUKhU2bdqEmpoahISEoLCwEA0NDRg9erS2jK+vL3r37o38/HwEBwcjPz8fAQEBcHNz05aJjo7G1KlT8dtvv2Hw4MHIz8/XOYemzIwZM24YS319Perr67WPq6urAQANDQ1oaGhopxrfnOZaxrymmFhfy8b6WjZrq++wYcNQU1ODYcOGQa1WNxlXYmms7fm19PoGBwfD29sbr7/+Or766ivtWJGGhgao1Wq88cYbkMlkCA4OtsjfgaU/v/8kVn31uZ7oCUlxcTFCQkJw5coVdOzYEV9//TX8/PxQVFQEe3t7dOnSRae8m5sbKisrAQCVlZU6yYhmv2ZfS2Wqq6tRV1cHR0fHJjGlpqZi4cKFTbZv374dTk5Oba5rW+Xk5Bj9mmJifS0b62t5VCoVDh48iPPnz6O4uBh+fn5W02JgDc/v9Vhfy/Hwww9j8eLFCA0NxdixY+Hl5YV33nkHX331FQ4cOIA5c+ZYfPd2S35+m2Ps+tbW1ra6rOgJSb9+/VBUVISLFy8iIyMDEydORF5enqgxpaSkYNasWdrH1dXV6NWrF6KiouDi4mK0OBoaGpCTk4PIyEjY2dkZ7bpiYX0tG+trmb7++mvMnTsX5eXl2m3e3t5466238MADD4gXmIFZy/Orwfpanvvuuw9DhgzB3Llz8cILL2i3y2QyfP755/z7tSBi1VfTw6g1RE9I7O3t4ePjAwAIDAzE/v37sWLFCjz88MO4evUqLly4oNNKUlVVBXd3dwCAu7s79u3bp3M+zSxc15f558xcVVVVcHFxabZ1BAAcHBzg4ODQZLudnZ0oL1yxrisW1teysb6WIzMzE4888gji4uKwdu1anDhxAj179sTixYvxyCOPWMVAb0t+fpvD+lqWhx56CGPHjrXaMVGW/vz+k7Hrq8+1TG4dErVajfr6egQGBsLOzg47d+7U7jt8+DCOHz+OkJAQAEBISAiKi4tx6tQpbZmcnBy4uLjAz89PW+b6c2jKaM5BRET64zoGRJZBKpUiPDwcYWFhCA8Pt5pkhEyLqC0kKSkpiImJQe/evXHp0iVs2LABu3btwrZt29C5c2c88cQTmDVrFrp16wYXFxdMnz4dISEh2hkhoqKi4Ofnh/Hjx2Px4sWorKzESy+9hMTERG0LxzPPPIN3330Xc+bMwZQpU/DDDz/gyy+/xObNm8WsOhGRWdOsY7Bx40ZIJBKdxEOzjsGwYcOgVCoREREhXqBERGTyRE1ITp06hQkTJqCiogKdO3fGgAEDsG3bNkRGRgIAli1bBolEgrFjx6K+vh7R0dF4//33tcdLpVJkZ2dj6tSpCAkJgbOzMyZOnIhXX31VW0Ymk2Hz5s2YOXMmVqxYgZ49e+Kjjz7ilL9ERLeA6xgQEVF7ETUh+fjjj1vc36FDB7z33nt47733bljGy8sL33//fYvniYiIwM8//9ymGImIqCmuY0BERO3F5MaQEBGR6QsNDYW3tzcWLVrUZA0OtVqN1NRUyGQyhIaGihQhERGZCyYkRESkN6lUirS0NGRnZ0Mul6OgoAB1dXUoKCiAXC5HdnY2li5dygGyRER0U6JP+0tEROZJoVAgIyMDSUlJCAsL026XyWRWMeUvERG1DyYkRETUZgqFAvHx8Va7jgEREd06JiRERHRLNOsY1NTUcB0DIiLSG8eQEBERERGRaJiQEBG1M5VKhby8POzevRt5eXlcrZyIiKgFTEiIyOCs6QY9MzMTPj4+iIyMRHp6OiIjI+Hj44PMzEyxQyMiIjJJTEiIyKCs6QY9MzMTCQkJCAgIgFKpxMaNG6FUKhEQEICEhASLrDMREdGtYkJCRAZjTTfoKpUKSUlJiIuLQ1ZWFoKCguDo6IigoCBkZWUhLi4OycnJFt06RJbJmlo4iUgcTEiIyCCs7QZdqVSivLwc8+bNg0Si+9YqkUiQkpKCsrIyKJVKkSIk0p81tXASkXiYkBCRQVjbDXpFRQUAwN/fv9n9mu2ackSmzppaOIlIXExIiMggrO0G3cPDAwBQUlLS7H7Ndk05IlNmbS2c1oxd8sgUMCEhIoO4/ga9uQ88S7tBDw0Nhbe3NxYtWgS1Wq2zT61WIzU1FTKZDKGhoSJFSNR61tbCaa3YJY9MBVdqJyKD0NygT58+HadPn8axY8cAAOnp6fDy8kKPHj0s6gZdKpUiLS0NCQkJkMvlmD17Nurq6lBQUIAlS5YgOzsbGRkZXMWczIK1tXBaI02XvLi4OKxduxYnTpxAz549sXjxYiQkJCAjIwMKhULsMMlKsIWEiAxCKpXiwQcfxIEDB3DlyhWsXLkSn3zyCVauXIkrV67gwIEDSEhIsKgbdIVCgYyMDBQXFyMsLAyPPvoowsLCUFJSwg93MivsgmjZ2CWPTA0TEiIyCJVKhU2bNmHo0KFwdHTE1KlTMWXKFEydOhVOTk4YOnQoMjIyLO4DT6FQoLS0FDk5OZg1axZycnJw5MgRJiNkVtgF0bKxSx6ZGnbZIiKD0Hzgbdy4Ef/617+Qm5uLLVu2ICYmBiNHjsS+ffswbNgwKJVKREREiB1uu5JKpQgPD0dNTQ3Cw8MtphWotrYWhw4danbf5bp67C0+iq63HUBHR4cbnsPX1xdOTk6GCpHaCbsgWjZ2ySNTw4SEiAzi+g+85m7Q+YFnfg4dOoTAwMAWyyy+yTkKCwsxZMiQ9guKDEbTBTEpKQlhYWHa7TKZjF0Qzdz1XfKCg4Ob7GeXPDI2JiREZBD8wLM8vr6+KCwsbHbf4YoLmLWpGOkPBqCfR5cWz0HmQ6FQID4+vkkLJ1tGzNv1XfKysrJ09rFLHomBCQkRGQQ/8CyPk5PTDVs3JMfOwkFZh/7+AzHIq7uRIyNDstQuiNaMXfLI1DAhISKD4AceEZHpYpc8MiVMSIjIYPiBR0Rkutglj0wFExIiMih+4BERmS52ySNTwISEiAyOH3hERER0I1wYkYiIiIiIRMOEhIiIiIiIRMOEhIiIiIiIRMMxJEREbVRbW4tDhw41u+9yXT32Fh9F19sOoKOjww3P4evrCycnJ0OFSEREZPKYkBARtdGhQ4cQGBjYYpnFNzlHYWHhDRcbJCIisgZMSIiI2sjX1xeFhYXN7jtccQGzNhUj/cEA9PPo0uI5iIiIrBkTEiKiNnJycrph64bk2Fk4KOvQ338gBnl1N3JkRESto1KpkJeXh927d8PZ2ZnrRJEoOKidiIiIyAplZmbCx8cHkZGRSE9PR2RkJHx8fJCZmSl2aGRlmJAQERERWZnMzEwkJCQgICAASqUSGzduhFKpREBAABISEpiUkFExISEiIiKyIiqVCklJSYiLi0NWVhaCgoLg6OiIoKAgZGVlIS4uDsnJyVCpVGKHSlaCCQkRERGRFVEqlSgvL8e8efMgkejeCkokEqSkpKCsrAxKpVKkCMnaMCEhIiIisiIVFRUAAH9//2b3a7ZryhEZGhMSIiIiIivi4eEBACgpKWl2v2a7phyRoTEhISIiIrIioaGh8Pb2xqJFi6BWq3X2qdVqpKamQiaTITQ0VKQIydpwHRIiIiKyOrW1tTh06FCz+y7X1WNv8VF0ve0AOjo63PAcvr6+cHJyMlSIBiOVSpGWloaEhATI5XLMnj0bdXV1KCgowJIlS5CdnY2MjAyuR0JGw4SEiIiIrM6hQ4cQGBjYYpnFNzlHYWHhDRdHNXUKhQIZGRlISkpCWFiYdrtMJkNGRgYUCoWI0ZG1YUJCRESkB65sbRl8fX1RWFjY7L7DFRcwa1Mx0h8MQD+PLi2ew5wpFArEx8cjNzcXW7ZsQUxMDF/PJAomJERERK2UmZmJpKQklJeXAwDS09Ph7e2NtLQ0fqNsZpycnG7YuiE5dhYOyjr09x+IQV7djRyZcUmlUoSHh6Ompgbh4eFMRkgUHNRORAZ3/TfKeXl5XGyLzBJXtiYiMgwmJERkUJmZmfDx8UFkZCTS09MRGRkJHx8f3ryRWeHK1kREhsOEhIgMht8ok6XgytZERIbDhISIDILfKJMl4crWRESGw0HtRGQQmm+UN27cCIlEopN4aL5RHjZsGJRKJSIiIsQLlOgGrl+n4tKlSwCAr776CgEBAU3Wqfj111+15X766SftOcx1nQoiImNiQkJEBsFvlMncNbdOxaRJk3Qe/3Odin//+986j815nQoiImMRtctWamoq/vWvf6FTp05wdXWFXC7H4cOHdcpERETAxsZG5+eZZ57RKXP8+HHExsbCyckJrq6umD17NhobG3XK7Nq1C0OGDIGDgwN8fHywZs0aQ1ePyKp5eHgAAEpKSprdr9muKUdkajTrVGh+lixZAhsbG4SFhWHBkrfhOu5NLFjyNsLCwmBjY4MlS5bolC8sLDT7dSqIiIxB1BaSvLw8JCYm4l//+hcaGxsxb948REVF4eDBg3B2dtaWe+qpp/Dqq69qH1/f/K1SqRAbGwt3d3fs3bsXFRUVmDBhAuzs7LBo0SIAQFlZGWJjY/HMM89g/fr12LlzJ5588kl4eHggOjraeBUmsiKhoaHw9vbGokWLkJWVpbNPrVYjNTUVMpkMoaGh4gRIdBP/XKdiyJAh6NOnD5KSkrBg9nMAgAUbuLI1EdGtEjUh2bp1q87jNWvWwNXVFYWFhQgLC9Nud3Jygru7e7Pn2L59Ow4ePIgdO3bAzc0NgwYNwmuvvYa5c+diwYIFsLe3x6pVqyCTyZCWlgYA6N+/P/bs2YNly5YxISEyEKlUirS0NCQkJEAul2P27Nmoq6tDQUEBlixZguzsbGRkZHARLjIrmpWtV2/KRsqG/yJ13HBMfjCOr2MioltgUmNILl68CADo1q2bzvb169dj3bp1cHd3x5gxY/Dyyy9rW0ny8/MREBAANzc3bfno6GhMnToVv/32GwYPHoz8/HyMHj1a55zR0dGYMWNGs3HU19ejvr5e+7i6uhoA0NDQgIaGhluuZ2tprmXMa4rJmuqrUqmwa9cu7N69Gw4ODoiIiLDIG5oxY8bg888/x9y5c3W+ZJDJZPj8888xZswYi32+Nd1GGxsbLbaO17O2+g76VzCci2wx6F9DoVaroVarxQ7JoKzp/RmwvteztT2/rK9xr9saJpOQqNVqzJgxA8OHD9cZBDtu3Dh4eXnB09MTv/76K+bOnYvDhw9r1y+orKzUSUYAaB9XVla2WKa6uhp1dXVwdHTU2ZeamoqFCxc2iXH79u2izJaSk5Nj9GuKydLrm5+fj9WrV+PUqVMAgPT0dLi6umLy5MkICQkRObr25+DggLS0NBw8eBDnz59H165d4efnB6lUiu+//17s8Azmr8sAYIuCggL83fwwGovC+loHS39/1uDzax1YX8Oqra1tdVmTSUgSExNRUlKCPXv26Gx/+umntf8PCAiAh4cHRo0ahaNHj6Jv374GiSUlJQWzZs3SPq6urkavXr0QFRUFFxcXg1yzOQ0NDcjJyUFkZCTs7OyMdl2xWEN9v/76ayxevBj33XcfkpOTUVlZCXd3dyxduhSLFy/G559/jgceeEDsMA3i3nvvtfjn93q/HD8HFB9AcHAwBvbudvMDzBzra9ms4f35enx+LRvraxyaHkatYRIJybRp05CdnY3du3ejZ8+eLZYNCgoCAJSWlqJv375wd3fHvn37dMpUVVUBgHbcibu7u3bb9WVcXFyatI4A177RdXBwaLLdzs5OlBeuWNcVi6XWV6VSYe7cudqFAlUqFb7//nsMHz4cYWFhkMvleOGFFzB27FiL7L6lYanP7z/Z2tpq/2V9LY+11VeDf7+WzVqeXw3W1/DXay1Rp/0VBAHTpk3D119/jR9++AEymeymxxQVFQH431ShISEhKC4u1nZ/Aa41Sbm4uMDPz09bZufOnTrnycnJscjuMWS6NAsFzps3DxKJ7p+eZqHAsrIyKJVKkSIkIiIiMj5RE5LExESsW7cOGzZsQKdOnVBZWYnKykrU1dUBAI4ePYrXXnsNhYWFKC8vx7fffosJEyYgLCwMAwYMAABERUXBz88P48ePxy+//IJt27bhpZdeQmJioraV45lnnsGff/6JOXPm4NChQ3j//ffx5ZdfYubMmaLVnawPFwokIiIiakrUhGTlypW4ePEiIiIi4OHhof354osvAAD29vbYsWMHoqKi4Ovri6SkJIwdOxbfffed9hxSqRTZ2dmQSqUICQnB448/jgkTJuisWyKTybB582bk5ORg4MCBSEtLw0cffcQpf8mouFAgERERUVOijiERBKHF/b169UJeXt5Nz+Pl5XXT2XoiIiLw888/6xUfUXviQoFERERETYnaQkJkTTQLBWZnZ0Mul6OgoEC7UKBcLkd2djaWLl1q0QPaiYiIiP7JJGbZIrIWCoUCGRkZSEpKarJQYEZGBhQKhYjRERGRtVGpVMjLy8Pu3bvh7OyMkSNH8osxMjq2kBAZmUKhQGlpKXJycjBr1izk5OTgyJEjTEaIiMioMjMz4ePjg8jISKSnpyMyMhI+Pj7axaeJjIUJCZEIpFIpwsPDERYWhvDwcH4bRURERpWZmYmEhAQEBARAqVRi48aNUCqVCAgIQEJCApMSMiomJERERERWRKVSISkpSbtQb1BQEBwdHREUFISsrCzExcUhOTkZKpVK7FDJSjAhISIiIrIiXKiXTA0TEiIiIiIrwoV6ydQwISEiIqIbun4Wpry8PHbjsQBcqJdMDRMSIiIiahZnYbJM1y/Uq1ardfZxoV4SAxMSIiIiaoKzMFkuLtRLpoYLIxIREZGOf87CpFKpcPbsWe0sTHK5HMnJyYiPj+dNq5niQr1kSpiQEFG7qa2txaFDh5rdd7muHnuLj6LrbQfQ0dHhhufw9fWFk5OToUIkolbQzMK0ceNGSCQSnXEjmlmYhg0bBqVSiYiICPECpVuiUCgQHx+P3NxcbNmyBTExMVypnUTBhIRIBNcPEnV2draYD4BDhw4hMDCwxTKLb3KOwsJCDBkypP2CIiK9cRYm66FZqLempoYL9ZJomJAQGVlmZiaSkpJQXl4OAEhPT4e3tzfS0tLMvonc19cXhYWFze47XHEBszYVI/3BAPTz6NLiOYhIXNfPwhQcHNxkP2dhIqL2xISEyIg0g0Tj4uKwdu1anDhxAj179sTixYuRkJBg9v12nZycbti6ITl2Fg7KOvT3H4hBXt2NHBkR6eP6WZiysrJ09nEWJjJnltpDwdxxli0iI/nnINGgoCA4OjpqB4nGxcUhOTmZc/wTkeg4CxNZIk5jbbqYkBAZiWaQ6Lx58yCR6P7paQaJlpWVQalUihQhEdH/aGZhKi4uRlhYGB599FGEhYWhpKTE7FtzyfpwGmvTxi5bREbCQaJEZG44CxNZAk5jbfrYQkJkJNcPEm0OB4kSkSnSzMIUFhbGWZgs0PVjKvLy8iyy2zB7KJg+JiRERnL9IFG1Wq2zj4NEichUWcMNq7WyljEV7KFg+piQEBkJB4kSkbmxlhtWa6QZU+Hv748VK1Zg2rRpWLFiBfz9/S1uTAV7KJg+jiEhMiLNINGkpCSEhYVpt8tkMg4SJSKTYunTlFszzZiKwMBAFBcXIzs7W7vPy8sLgYGBFjWmgtNYmz62kBAZmUKhQGlpKXJycjBr1izk5OTgyJEj/GAnIpPBacotm2ZMxYEDBzBgwACdWacGDBiAAwcOWNSYCvZQMH1sISESgWaQaE1NDQeJEpHJ0dywbty4ERKJRCfx0AwCHjZsGJRKJSIiIsQLlNrk77//BgDExMQ0O+tUXFwctmzZoi1nCdhDwbSxhYRIBBwkSkSmjIOALdvp06cBXLtJb27WKblcrlPOUrCHguliQkJkZBwkSkSmjoOALVuPHj0AXPs8am7WR804C005S8JprE0TExIiI+JKsURkDjhNuWW7/fbbAQBbt25tdkzF1q1bdcoRGRrHkBAZCVeKJSJzoRkEnJCQgPj4eERGRuLIkSM4duwYcnJysHnzZmRkZPC9ykxpEs7bbrsNxcXFTcZUBAYG4uzZs0w4yWiYkBAZCQeJEpE5USgUSE5OxrJly3SmhbW1tUVycjL73Zux6xPO2NhYzJw5E0eOHMEdd9zBhJNEwYSEyEg4SJSIzElmZiaWLl2K2NhYbQuJ5oZ16dKlCA4OZlJixq6fder6hJOzTpEYmJAQGcn1g0SDg4Ob7OcgUSIyFc11Mf3+++9x3333Ydq0aexiaiEUCgXi4+ORm5uLLVu2ICYmBiNHjuRzSkbHQe1ERsJBokRkLjRdTOfNm9fstLApKSkWtXCeNeOsU2QKmJAQGQlXiiUic8EupkRkTOyyRWREXCmWiMwBu5haj+sX6nV2dmaXLRIFW0iIjIwrxRKRqWMXU+vAhXrJVDAhIRIB++wSkSljF1PLx4V6yZSwyxYRERE1wS6mlosL9ZKpYQsJERERNYtdTC0TZ1EjU8MWEiIiIrohTRfTmpoadjG1ENY8ixoH8ZsmtpAQERERWZHrZ1G7/gY9Ly8PKpXKYmdR4yB+08UWEiIiIiIroplFbfr06Th9+jSOHTsGAEhPT4eXlxd69OhhcbOoaQbxx8XFYe3atThx4gR69uyJxYsXIyEhgeOiRMYWEiIiIiIrIpVK8eCDD+LAgQO4cuUKVq5ciU8++QQrV67ElStXcODAASQkJFhMV6Z/DuIPCgqCo6OjdhB/XFwckpOToVKpxA7VajEhISIiIrIiKpUKmzZtwtChQ+Ho6IipU6diypQpmDp1KpycnDB06FBkZGRYzA06B/GbPiYkRERERFZEc4P+zjvvNDuL2ttvv21RN+jWPIjfXDAhISIiIrIi19+gN7dQr6XdoF8/iL85ljqI35wwISEiIiKyItZ2g64ZxL9o0SKo1WqdfWq1GqmpqRY3iN/cMCEhIiIisiLWdoMulUqRlpaG7OxsyOVyFBQUoK6uDgUFBZDL5cjOzsbSpUstZhC/OeK0v0RERERWRHODnpCQALlcjtmzZ2tv0JcsWYLs7GxkZGRY1A26QqFARkYGkpKSEBYWpt0uk8k45a8J0Dsh+emnn2BnZ4eAgAAAwDfffIPVq1fDz88PCxYsgL29fbsHSURERETtxxpv0BUKBeLj45Gbm4stW7YgJiaGK7WbCL27bP373//GH3/8AQD4888/8cgjj8DJyQmbNm3CnDlz9DpXamoq/vWvf6FTp05wdXWFXC7H4cOHdcpcuXIFiYmJ6N69Ozp27IixY8eiqqpKp8zx48cRGxsLJycnuLq6Yvbs2WhsbNQps2vXLgwZMgQODg7w8fHBmjVr9K06ERERkcVQKBTNzrJlicmIRnOD+El8eickf/zxBwYNGgQA2LRpE8LCwrBhwwasWbMGX331lV7nysvLQ2JiIgoKCpCTk4OGhgZERUWhpqZGW2bmzJn47rvvsGnTJuTl5eHkyZM6fygqlQqxsbG4evUq9u7di08//RRr1qzBK6+8oi1TVlaG2NhYjBw5EkVFRZgxYwaefPJJbNu2Td/qExEREVkM3qCTKdC7y5YgCNoBUDt27EBcXBwAoFevXjhz5oxe59q6davO4zVr1sDV1RWFhYUICwvDxYsX8fHHH2PDhg245557AACrV69G//79UVBQgODgYGzfvh0HDx7Ejh074ObmhkGDBuG1117D3LlztV3IVq1aBZlMhrS0NABA//79sWfPHixbtgzR0dH6/gqIiIiIiKid6J2QDB06FK+//jpGjx6NvLw8rFy5EsC1Vgg3N7dbCubixYsAgG7dugEACgsL0dDQgNGjR2vL+Pr6onfv3sjPz0dwcDDy8/MREBCgc+3o6GhMnToVv/32GwYPHoz8/Hydc2jKzJgxo9k46uvrUV9fr31cXV0NAGhoaEBDQ8Mt1VEfmmsZ85piYn0tm6YbZWNjo1XUmfW1bNZWX75fWTZre35ZX+NetzX0TkiWL1+Oxx57DFlZWXjxxRfh4+MDAMjIyMCwYcP0PZ2WWq3GjBkzMHz4cO2CPJWVlbC3t0eXLl10yrq5uaGyslJb5p+JkObxzcpUV1ejrq4Ojo6OOvtSU1OxcOHCJjFu374dTk5Oba5jW+Xk5Bj9mmJifS3TX5cBwBYFBQX4u/mp7y0K62vZrK2+Gny/smzW8vxqsL6GVVtb2+qyeickAwYMQHFxcZPtS5YsuaV+h4mJiSgpKcGePXvafI72kpKSglmzZmkfV1dXo1evXoiKioKLi4vR4mhoaEBOTg4iIyNhZ2dntOuKhfW1bL8cPwcUH0BwcDAG9u4mdjgGx/paNmurL9+vLJu1Pb+sr3Foehi1RrutQ9KhQ4c2Hztt2jRkZ2dj9+7d6Nmzp3a7u7s7rl69igsXLui0klRVVcHd3V1bZt++fTrn08zCdX2Zf87MVVVVBRcXlyatIwDg4OAABweHJtvt7OxEeeGKdV2xsL6WydbWVvsv62t5WF/rwPcry2Ytz68G62v467VWq2bZ6tq1K7p169aqH30IgoBp06bh66+/xg8//ACZTKazPzAwEHZ2dti5c6d22+HDh3H8+HGEhIQAAEJCQlBcXIxTp05py+Tk5MDFxQV+fn7aMtefQ1NGcw4iIiIiIhJHq1pIli9fbpCLJyYmYsOGDfjmm2/QqVMn7ZiPzp07w9HREZ07d8YTTzyBWbNmoVu3bnBxccH06dMREhKC4OBgAEBUVBT8/Pwwfvx4LF68GJWVlXjppZeQmJiobeV45pln8O6772LOnDmYMmUKfvjhB3z55ZfYvHmzQepFRERERESt06qEZOLEiQa5uGaGroiICJ3tq1evxqRJkwAAy5Ytg0QiwdixY1FfX4/o6Gi8//772rJSqRTZ2dmYOnUqQkJC4OzsjIkTJ+LVV1/VlpHJZNi8eTNmzpyJFStWoGfPnvjoo4845S8RERERkchuaQzJlStXcPXqVZ1t+gz6FgThpmU6dOiA9957D++9994Ny3h5eeH7779v8TwRERH4+eefWx0bEREREREZnt4rtdfU1GDatGlwdXWFs7MzunbtqvNDRERERETUWnonJHPmzMEPP/yAlStXwsHBAR999BEWLlwIT09PfPbZZ4aIkYiIiIgMQKVSIS8vD7t370ZeXh5UKpXYIZEV0jsh+e677/D+++9j7NixsLW1RWhoKF566SUsWrQI69evN0SMRERERNTOMjMz4ePjg8jISKSnpyMyMhI+Pj7IzMwUOzSyMnqPITl37hz69OkD4Np4kXPnzgEARowYgalTp7ZvdERERGQUtbW1OHToULP7LtfVY2/xUXS97QA6OjZdp0vD19cXTk5OhgqR2lFmZiYSEhIQFxeHtWvX4sSJE+jZsycWL16MhIQEZGRkQKFQiB0mWQm9E5I+ffqgrKwMvXv3hq+vL7788kvcfffd+O6773QWLyQiIiLzcejQIQQGBrZYZvFNzlFYWIghQ4a0X1BkECqVCklJSYiLi0NWVhZUKhXOnj2LoKAgZGVlQS6XIzk5GfHx8ZBKpWKHS1ZA74Rk8uTJ+OWXXxAeHo4XXngBY8aMwbvvvouGhgakp6cbIkYiIiIyMF9fXxQWFja773DFBczaVIz0BwPQz6NLi+cg06dUKlFeXo6NGzdCIpHojBuRSCRISUnBsGHDoFQqmyzNQGQIeickM2fO1P5/9OjROHToEAoLC+Hj44MBAwa0a3BERERkHE5OTjds3ZAcOwsHZR36+w/EIK/uRo6M2ltFRQUAwN/fv9n9mu2ackSGpveg9s8++wz19fXax15eXlAoFPD19eUsW0REREQmzsPDAwBQUlLS7H7Ndk05IkPTOyGZPHkyLl682GT7pUuXMHny5HYJioiIiIgMIzQ0FN7e3li0aBHUarXOPrVajdTUVMhkMoSGhooUIVkbvRMSQRBgY2PTZPuJEyfQuXPndgmKiIiIiAxDKpUiLS0N2dnZkMvlKCgoQF1dHQoKCiCXy5GdnY2lS5dyQDsZTavHkAwePBg2NjawsbHBqFGjYGv7v0NVKhXKyspw7733GiRIIiIiImo/CoUCGRkZSEpKQlhYmHa7TCbjlL9kdK1OSORyOQCgqKgI0dHR6Nixo3afvb09vL29MXbs2HYPkIiIiIjan0KhQHx8PHJzc7FlyxbExMRg5MiRbBkho2t1QjJ//nwAgLe3Nx5++GF06NDBYEERERERkeFJpVKEh4ejpqYG4eHhTEZIFHpP+ztx4kQAwNWrV3Hq1Kkmg6F69+7dPpEREREREZHF0zshOXLkCKZMmYK9e/fqbNcMdr9+cR0iIiIiIqKW6J2QTJo0Cba2tsjOzoaHh0ezM24RERERERG1ht4JSVFREQoLC+Hr62uIeIiIiIiIyIrovQ6Jn58fzpw5Y4hYiIiIiIjIyuidkLz11luYM2cOdu3ahbNnz6K6ulrnh4iIiIiIqLX07rI1evRoAMCoUaN0tnNQOxERERER6UvvhCQ3N9cQcRARERERkRXSOyEJDw83RBxERERERGSF9B5DAgBKpRKPP/44hg0bhr///hsAsHbtWuzZs6ddgyMiIiIiIsumdwvJV199hfHjx+Oxxx7DTz/9hPr6egDAxYsXsWjRInz//fftHiQRERERtV1tbS0OHTrU7L7LdfXYW3wUXW87gI6ODjc8h6+vL5ycnAwVIlkxvROS119/HatWrcKECRPw+eefa7cPHz4cr7/+ersGR0RERES37tChQwgMDGyxzOKbnKOwsBBDhgxpv6CI/p/eCcnhw4cRFhbWZHvnzp1x4cKF9oiJiIiIiNqRr68vCgsLm913uOICZm0qRvqDAejn0aXFcxAZgt4Jibu7O0pLS+Ht7a2zfc+ePejTp097xUVERERE7cTJyemGrRuSY2fhoKxDf/+BGOTV3ciREbVhUPtTTz2F559/Hj/++CNsbGxw8uRJrF+/HsnJyZg6daohYiQiIiIiIguldwvJCy+8ALVajVGjRqG2thZhYWFwcHBAcnIypk+fbogYiYiIiIjIQumdkNjY2ODFF1/E7NmzUVpaisuXL8PPzw8dO3ZEXV0dHB0dDREnERERERFZoDatQwIA9vb28PPzw9133w07Ozukp6dDJpO1Z2xERERERGThWp2Q1NfXIyUlBUOHDsWwYcOQlZUFAFi9ejVkMhmWLVuGmTNnGipOIiIiIiKyQK3usvXKK6/ggw8+wOjRo7F37148+OCDmDx5MgoKCpCeno4HH3wQUqnUkLESEREREZGFaXVCsmnTJnz22We4//77UVJSggEDBqCxsRG//PILbGxsDBkjkdniyrhERERELWt1QnLixAntCp/+/v5wcHDAzJkzmYwQtYAr4xIRERG1rNUJiUqlgr29/f8OtLVFx44dDRIUkaXgyrhERERELWt1QiIIAiZNmgQHh2tdS65cuYJnnnkGzs7OOuUyMzPbN0IiM8aVcYmIiIha1uqEZOLEiTqPH3/88XYPhoiIiIiIrEurE5LVq1cbMg4iIiIiIrJCbV4YkYiIiIiI6Fa1uoWEiIiIiMgccNp988KEhIiIiIgsCqfdNy9MSIiIiIjIonDaffPChISIiLTKztSgpr5R7+OOnq7R/mtrq/9Hi7ODLWS3Od+8IJEe+Hq2Xpx237y0KSFZu3YtVq1ahbKyMuTn58PLywvLly+HTCZDfHx8e8dIRERGUHamBiOX7rqlcyRlFLf52NzkCN7EUbvh65nIfOidkKxcuRKvvPIKZsyYgTfeeAMqlQoA0KVLFyxfvpwJCRGRmdJ8k7z84UHwce2o37F19cjelY+4iBA4tzBItDmlpy5jxhdFbfomm+hG+HomMh96JyTvvPMO/vOf/0Aul+PNN9/Ubh86dCiSk5PbNTgiIjI+H9eO8L+9s17HNDQ0oLIHMMSrK+zs7AwUGZH++HomMn16JyRlZWUYPHhwk+0ODg6oqalpl6CIiEwF+6ATEREZlt6fkjKZDEVFRfDy8tLZvnXrVvTv37/dAiMiEhv7oBMRERme3gnJrFmzkJiYiCtXrkAQBOzbtw8bN25EamoqPvroI73OtXv3bixZsgSFhYWoqKjA119/Dblcrt0/adIkfPrppzrHREdHY+vWrdrH586dw/Tp0/Hdd99BIpFg7NixWLFiBTp2/F9/0V9//RWJiYnYv38/evTogenTp2POnDn6Vp2IrAz7oBMRERme3gnJk08+CUdHR7z00kuora3FuHHj4OnpiRUrVuCRRx7R61w1NTUYOHAgpkyZAoVC0WyZe++9F6tXr9Y+dnDQ/WB/7LHHUFFRgZycHDQ0NGDy5Ml4+umnsWHDBgBAdXU1oqKiMHr0aKxatQrFxcWYMmUKunTpgqefflrP2hORNWIfdCIiIsPROyGprq7GY489hsceewy1tbW4fPkyXF1dAQClpaXw8fFp9bliYmIQExPTYhkHBwe4u7s3u+/333/H1q1bsX//fgwdOhTAtUH39913H5YuXQpPT0+sX78eV69exSeffAJ7e3vcddddKCoqQnp6OhMSIiIiIiKR6Z2QxMbGYseOHXBwcICTkxOcnJwAAIcPH8aoUaNw4sSJdg1w165dcHV1RdeuXXHPPffg9ddfR/fu1xaxyc/PR5cuXbTJCACMHj0aEokEP/74Ix544AHk5+cjLCwM9vb22jLR0dF46623cP78eXTt2rXJNevr61FfX699XF1dDeDaN54NDQ3tWr+WaK5lzGuKydrq29jYqP3XGupsjvW9lZhv5fUs1u/K2up7K8wx5lthjvXl67n1zDHmW2Ft9RXr/kqf6+mdkHTs2BEPPPAAvv32W+3MMb///jvuuecePPTQQ/qerkX33nsvFAoFZDIZjh49innz5iEmJgb5+fmQSqWorKzUts5o2Nraolu3bqisrAQAVFZWQiaT6ZRxc3PT7msuIUlNTcXChQubbN++fbs2ATOmnJwco19TTNZS378uA4AtCgoK8HeJ2NEYnjnWVxPznj17cEy/ISRabXk9t8d128La6gsAp+qAepX+x1XVAYAtvsktQIGj/sc7SAHXNhwnFv79Gve6xmaOz++tsLb6ahj7/qq2trbVZfVOSDIzMzF69Gg89thj+Pzzz/Hbb79h1KhReOyxx5Cenq7v6Vp0/ZiUgIAADBgwAH379sWuXbswatSodr3W9VJSUjBr1izt4+rqavTq1QtRUVFwcXEx2HX/qaGhATk5OYiMjLSKPujWVt9fjp8Dig8gODgYA3t3EzscgzPH+v52shpLiwswYsQI3OWp39/+rbyeb+W6t8La6lt+tgbPL//vLZ1jban+Uzpr5MwYDu/u5jGLGv9+jXNdsZjj83srrK2+Yt1faXoYtYbe76SOjo7YvHkzIiIi8NBDD2H37t2YMGEClixZou+p9NanTx/cdtttKC0txahRo+Du7o5Tp07plGlsbMS5c+e0407c3d1RVVWlU0bz+EZjUxwcHJoMngcAOzs7UW6UxbquWKylvpoWRltbW9bXRLVHzG15PYv1u7K2+tarbACIN4tavcrGqv4WjM3aXs+3whxjvhXWVl8NY99f6XOtViUk/8xwJBIJvvjiC0RGRmLs2LF4+eWXtWUM2YJw4sQJnD17Fh4eHgCAkJAQXLhwAYWFhQgMDAQA/PDDD1Cr1QgKCtKWefHFF9HQ0KD9xeTk5KBfv37NdtcicahUKuTl5WH37t1wdnbGyJEjIZVKxQ6LiKwAZ1EjIhKXpDWFunTpgq5du+r8+Pn54cSJE1i1ahW6du2qLaOPy5cvo6ioCEVFRQCurQJfVFSE48eP4/Lly5g9ezYKCgpQXl6OnTt3Ij4+Hj4+PoiOjgYA9O/fH/feey+eeuop7Nu3D//9738xbdo0PPLII/D09AQAjBs3Dvb29njiiSfw22+/4YsvvsCKFSt0umSRuDIzM+Hj44PIyEikp6cjMjISPj4+yMzMFDs0IiIiIjKwVrWQ5ObmGuTiBw4cwMiRI7WPNUnCxIkTsXLlSvz666/49NNPceHCBXh6eiIqKgqvvfaaTneq9evXY9q0aRg1apR2YcS3335bu79z587Yvn07EhMTERgYiNtuuw2vvPIKp/w1EZmZmUhISEBcXBzWrl2LEydOoGfPnli8eDESEhKQkZFxwzVqiIiIiMj8tSohCQ8PN8jFIyIiIAjCDfdv27btpufo1q2bdhHEGxkwYACUSqXe8ZFhqVQqJCUlIS4uDllZWVCpVDh79iyCgoKQlZUFuVyO5ORkxMfHs/sWERERkYVqVULy66+/wt/fHxKJBL/++muLZQcMGNAugZHlUyqVKC8vx8aNGyGRSKBS/W/uTYlEgpSUFAwbNgxKpRIRERHiBUpEREREBtOqhGTQoEHaNT8GDRoEGxubZls2bGxsdG4qiVpSUVEBAPD39292v2a7phwRERERWZ5WJSRlZWXo0aOH9v9E7UEzW1pJSQmCg4Ob7C8pKdEpR0RERESWp1UJiZeXV7P/J7oVoaGh8Pb2xqJFi5CVlaWzT61WIzU1FTKZDKGhoeIESEREREQG16ppf6939uxZ7f//+usvvPLKK5g9ezYHjZPepFIp0tLSkJ2dDblcjoKCAtTV1aGgoAByuRzZ2dlYunQpB7QTERERWbBWr9ReXFyMMWPG4K+//sIdd9yBzz//HPfeey9qamogkUiwbNkyZGRkQC6XGzBcsjQKhQIZGRlISkpCWFiYdrtMJuOUv0RERERWoNUtJHPmzEFAQAB2796NiIgIxMXFITY2FhcvXsT58+fx73//G2+++aYhYyULpVAoUFpaipycHMyaNQs5OTk4cuQIkxEiIiIiK9DqFpL9+/fjhx9+wIABAzBw4EB8+OGHePbZZyGRXMtppk+f3uzAZKLWkEqlCA8PR01NDcLDw9lNi4iIiMhKtLqF5Ny5c3B3dwcAdOzYEc7Ozujatat2f9euXXHp0qX2j5CIiIiIiCyWXoPabWxsWnxMRERERESkj1Z32QKASZMmwcHBAQBw5coVPPPMM3B2dgYA1NfXt390RERERERk0VqdkEycOFHn8eOPP96kzIQJE249IiIiIiIishqtTkhWr15tyDiIiIjIwMrO1KCmvlHv446ertH+a2urV+cKAICzgy1ktznrfRwRWQf931WIiIjI7JSdqcHIpbtu6RxJGcVtPjY3OYJJCRE1iwkJERGRFdC0jCx/eBB8XDvqd2xdPbJ35SMuIgTOjg56HVt66jJmfFHUppYZIrIOTEiIiIisiI9rR/jf3lmvYxoaGlDZAxji1RV2dnYGioyIrJVe0/4SERERERG1JyYkREREREQkGiYkREREREQkGiYkREREREQkGg5qJyK9cB0DIiIiak9MSIio1biOAREREbU3JiRE1Gpcx4CIiIjaGxMSItIb1zEgIiKi9sJB7UREREREJBomJEREREREJBomJEREREREJBomJEREREREJBomJEREREREJBomJEREREREJBomJEREREREFkilUiEvLw+7d+9GXl4eVCqV2CE1iwkJEREREZGFyczMhI+PDyIjI5Geno7IyEj4+PggMzNT7NCaYEJCRERERGRBMjMzkZCQgICAACiVSmzcuBFKpRIBAQFISEgwuaSECQkRERERkYVQqVRISkpCXFwcsrKyEBQUBEdHRwQFBSErKwtxcXFITk42qe5bTEiIiIiIiCyEUqlEeXk55s2bB4lE91ZfIpEgJSUFZWVlUCqVIkXYFBMSIiIiIiILUVFRAQDw9/dvdr9mu6acKWBCQkRERERkITw8PAAAJSUlze7XbNeUMwVMSIiIiIiILERoaCi8vb2xaNEiqNVqnX1qtRqpqamQyWQIDQ0VKcKmmJAQEREREVkIqVSKtLQ0ZGdnQy6Xo6CgAHV1dSgoKIBcLkd2djaWLl0KqVQqdqhatmIHQERERMZhY1uNsurDkHToqNdxjY2NONl4Er+f+x22tvrdOpRVX4aNbbVexxDRrVEoFMjIyEBSUhLCwsK022UyGTIyMqBQKESMrikmJCbq+pU1nZ2dMXLkSJPKZImIyPzYdfkR8/YtavPx7299v43XHQXgvjZfl4j0p1AoEB8fj9zcXGzZsgUxMTEmez/JhMQEZWZmIikpCeXl5QCA9PR0eHt7Iy0tzeQyWiIiMh8NF4KQFjsOfV31byH5757/YviI4Xq3kBw9dRnPrT+q1zFE1D6kUinCw8NRU1OD8PBwk0xGACYkJkezsmZcXBzWrl2LEydOoGfPnli8eDESEhJMspmNiIjMg9DoAplLP/h176zXcQ0NDSizLUP/bv1hZ2en17HqKxchNJ7W6xgisi4c1G5CzHFlTSIiIiKiW8GExISY48qaRERERES3ggmJCTHHlTWJiIiIiG4FExITYo4raxIRERER3QoOajch16+smZWVpbPPVFfWJCIyZ1yXgyxJ2Zka1NQ36n3c0dM12n/1fT0DgLODLWS3Oet9HJEGExITollZMyEhAXK5HLNnz9aurLlkyRJkZ2cjIyPDZKdsIyIyN1yXgyxF2ZkajFy665bOkZRR3OZjc5MjmJRQm4makOzevRtLlixBYWEhKioq8PXXX0Mul2v3C4KA+fPn4z//+Q8uXLiA4cOHY+XKlbjjjju0Zc6dO4fp06fju+++g0QiwdixY7FixQp07Pi/b7t+/fVXJCYmYv/+/ejRowemT5+OOXPmGLOqrWZuK2sSEZkzrstBlkLTMrL84UHw0fP1XFNXj+xd+YiLCIGzo4Nex5aeuowZXxS1qWWGSEPUhKSmpgYDBw7ElClTmr3RXrx4Md5++218+umnkMlkePnllxEdHY2DBw+iQ4cOAIDHHnsMFRUVyMnJQUNDAyZPnoynn34aGzZsAABUV1cjKioKo0ePxqpVq1BcXIwpU6agS5cuePrpp41a39Yyp5U1iYjMGdflIEvj49oR/rfr/3qu7AEM8eqq9+uZqD2ImpDExMQgJiam2X2CIGD58uV46aWXEB8fDwD47LPP4ObmhqysLDzyyCP4/fffsXXrVuzfvx9Dhw4FALzzzju47777sHTpUnh6emL9+vW4evUqPvnkE9jb2+Ouu+5CUVER0tPTTTYhAcxnZU0iIiIiolthsmNIysrKUFlZidGjR2u3de7cGUFBQcjPz8cjjzyC/Px8dOnSRZuMAMDo0aMhkUjw448/4oEHHkB+fj7CwsJgb2+vLRMdHY233noL58+fR9euXZtcu76+HvX19drH1dXXBh82NDSgoaHBENVtluZaxrymmKytvo2Njdp/zaXOtxLzrTy/Yv2uWN/WY32Nc91bwfq2HutrnOuKxRxjvhVi3V/pcz2TTUgqKysBAG5ubjrb3dzctPsqKyvh6uqqs9/W1hbdunXTKSOTyZqcQ7OvuYQkNTUVCxcubLJ9+/btcHJyamON2i4nJ8fo1xSTtdT3r8sAYIuCggL83fxMzyZHE/OePXtwTL8uylpteX7b47ptwfrqj/U1znXbgvXVH+trnOsamzl+/rYHY99f1dbWtrqsySYkYkpJScGsWbO0j6urq9GrVy9ERUXBxcXFaHE0NDQgJycHkZGRVtGn09rq+8vxc0DxAQQHB2Ng725ih9Mqv52sxtLiAowYMQJ3eer3t3Arz++tXPdWsL6tx/oa57q3gvVtPdbXONcVizl+/raVSqXCrl27tM9vRESE0YYBaHoYtYbJJiTu7u4AgKqqKp2FAKuqqjBo0CBtmVOnTukc19jYiHPnzmmPd3d3R1VVlU4ZzWNNmX9ycHCAg0PTWSbs7OxEuVEW67piMbf6tnXe92Pn67X/dujQ+m8RNMSY910zm5CtrW2bn6O2PL/tcd22YH31x/oa57ptwfrqj/U1znWNzRxjbovMzEwkJSWhvLwcAJCeng5vb2+kpaUZZdZWfX63JpuQyGQyuLu7Y+fOndoEpLq6Gj/++COmTp0KAAgJCcGFCxdQWFiIwMBAAMAPP/wAtVqNoKAgbZkXX3wRDQ0N2l9MTk4O+vXr12x3LSJ9cN53sjRcKJAsCV/PZK0yMzORkJCAuLg4rF27FidOnEDPnj2xePFiJCQkmNxSEqImJJcvX0Zpaan2cVlZGYqKitCtWzf07t0bM2bMwOuvv4477rhDO+2vp6endq2S/v37495778VTTz2FVatWoaGhAdOmTcMjjzwCT09PAMC4ceOwcOFCPPHEE5g7dy5KSkqwYsUKLFu2TIwqk4XhvO9kabhQIFkSvp7JGqlUKiQlJSEuLg5ZWVlQqVQ4e/YsgoKCkJWVBblcjuTkZMTHx5vMLK6iJiQHDhzAyJEjtY814zYmTpyINWvWYM6cOaipqcHTTz+NCxcuYMSIEdi6dat2DRIAWL9+PaZNm4ZRo0ZpF0Z8++23tfs7d+6M7du3IzExEYGBgbjtttvwyiuvmPSUv2R+OO87WQouFEiWhK9nskZKpRLl5eXYuHEjJBIJVCqVdp9EIkFKSgqGDRsGpVKJiIgI8QK9jqgJSUREBARBuOF+GxsbvPrqq3j11VdvWKZbt27aRRBvZMCAAVAqlW2Ok4jIWnChQLIkfD2TNaqoqAAA+Pv7N7tfs11TzhRIxA6AiIiIiIjah2YyqJKS5uc01my/ftIosZnsoHYiIiIiohtp6yyXR0/XaP/Vt0seIM4sl/oIDQ2Ft7c3Fi1ahK+++gp5eXnYvXs3nJ2dER4ejtTUVMhkMoSGhoodqhYTEiIiIiIyK5zl8sakUinS0tIwduxYdO7cGXV1dQCuTfvr6OiIuro6fPXVVyYzoB1gQkJEREREZoazXN6cjY1Ns9ua2y42JiREREREZJY4y2VT10/7q+mytWXLFsTExCA8PBxjx441uWl/OaidiIiIiMhCaKb9nTdvHuzs7BAeHo6wsDCEh4fDzs4OKSkpKCsrM6kZaNlCQkTUAq70TERE5sQcp/1lQkJE1AKu9ExERObk+ml/g4ODm+zntL9ERGaGKz0TEZE5uX7a36ysLJ19arWa0/4SEZkbrvRMRETmRDPtb0JCAuRyOWbPno26ujoUFBRgyZIlyM7ORkZGhskMaAeYkBARERERWRSFQoGMjAwkJSUhLCxMu10mkyEjIwMKhULE6JpiQkJEREREZGEUCgXi4+ORm5urnfZ35MiRJtUyosGEhIiIiIjIAkmlUoSHh6Ompgbh4eEmmYwATEiISE+cBpeIiIjaExMSItILp8ElMk91DSoAQMnfF/U+tqauHgdOA+7HzsPZ0UGvY0tPXdb7ekRkXZiQmCiVSoW8vDzs3r0bzs7OJtvnj6wPp8ElMk9H/z8xeCGzuI1nsMXa0v1tvr6zA285iKh5fHcwQZmZmUhKSkJ5eTkAID09Hd7e3khLSzO5WRHI+nAaXCLzFHWXOwCgr2tHONrp9wXX4YqLSMooRlpCAPp56Pe3D1xLRmS3Oet9HBFZByYkJiYzMxMJCQmIi4vD2rVrceLECfTs2ROLFy9GQkKCSU7VRkREpq+bsz0eubt3m45tbGwEAPTt4Qz/2/VPSIiIWsKExISoVCokJSUhLi4OWVlZUKlUOHv2LIKCgpCVlQW5XI7k5GTEx8ez+xYR0S3imAoiItPAhMSEKJVKlJeXY+PGjZBIJFCpVNp9EokEKSkpGDZsGJRKJSIiIsQLlIjIAnBMBRGRaeC7oQmpqKgAAPj7+ze7X7NdU46IqD1ZW4sBx1SQpeG07NartrYWhw4danbf5bp67C0+iq63HUDHFt6ffX194eTkZKgQW8SExIR4eHgAAEpKShAcHNxkf0lJiU45IqL2ZG0tBhxTQZaG07Jbr0OHDiEwMLDFMotvco7CwkIMGTKk/YLSAxMSExIaGgpvb28sWrQIWVlZOvvUajVSU1Mhk8kQGhoqToBEZNHYYkBk3jgtu/Xy9fVFYWFhs/sOV1zArE3FSH8wAP08urR4DrEwITEhUqkUaWlpSEhIgFwux+zZs1FXV4eCggIsWbIE2dnZyMjI4IB2IjIIthgQmTdOy269nJycbti6ITl2Fg7KOvT3H4hBXt2NHFnrMCExMQqFAhkZGUhKSkJYWJh2u0wm45S/RERERGRxmJCYIIVCgfj4eOTm5mLLli2IiYnhSu1EREREZJEkYgdARERERETWiwmJCcrMzISPjw8iIyORnp6OyMhI+Pj4IDMzU+zQiIiIiIjaFRMSE5OZmYmEhAQEBARAqVRi48aNUCqVCAgIQEJCApMSIiIiIrIoHENiQlQqFZKSkhAXF4esrCyoVCqcPXsWQUFByMrKglwuR3JyMuLj4812PIm5L9xD1sXaFgokIiISAxMSE6JUKlFeXo6NGzdCIpFApVJp90kkEqSkpGDYsGFQKpWIiIgQL9BbYO4L95B1sbaFAomIiMTATzsTUlFRAQDw9/dvdr9mu6acOTL3hXvIunChQCLzxRZOIvPBhMSEeHh4AABKSkoQHBzcZH9JSYlOOXNk7gv3kHXhQoFE5ostnETmg38tJiQ0NBTe3t5YtGgRsrKydPap1WqkpqZCJpMhNDRUnACJiIjMBFs4icwHExITIpVKkZaWhoSEBMjlcsyePRt1dXUoKCjAkiVLkJ2djYyMDLMd0E5ERGQsbOEkMh9MSEyMQqFARkYGkpKSEBYWpt0uk8mQkZEBhUIhYnRERERERO2LCYkJUigUiI+PR25uLrZs2YKYmBiMHDmSLSNEREREZHG4MCIREREREYmGCYkJyszMhI+PDyIjI5Geno7IyEj4+PhwlXYiIiIisjhMSExMZmYmEhISEBAQAKVSiY0bN0KpVCIgIAAJCQlMSoiIiIjIojAhMSEqlQpJSUmIi4tDVlYWgoKC4OjoiKCgIGRlZSEuLg7Jyck6K7gTEREREZkzJiQmRKlUory8HPPmzYNEovvUSCQSpKSkoKysDEqlUqQIiYiIiIjaFxMSE1JRUQEA8Pf3h0qlQl5eHnbv3o28vDyoVCr4+/vrlCMiIiIiMnec9teEeHh4AADeffddfPDBBygvLwcApKenw9vbG08//bROOSIiIiIic8cWEhMSGhqKHj16ICUlBf7+/jqD2v39/TFv3jy4uroiNDRU7FCJiIiIiNoFW0hMjI2Njfb/giDo/EtERMZTW1uLQ4cONbvvcMUF1FeW4vcSR6jPdrnhOXx9feHk5GSgCImILAMTEhOiVCpx6tQppKam4oMPPkBYWJh2n0wmw6JFizBv3jwolUpERESIFygRkRU4dOgQAgMDWywz7tOWz1FYWIghQ4a0Y1RERJaHCYkJ0QxWnzZtGmbPno3c3Fxs2bIFMTExGDlyJGprazFv3jwOaiciMgJfX18UFhY2u+9yXT025+YjdmQIOjo6tHgOIiJqGRMSE6IZrF5SUoLg4GCEh4ejpqYG4eHhkEqlKCkp0SlHRESG4+TkdMPWjYaGBpw/cwohdw+FnZ2dkSMjIrIsJp2QLFiwAAsXLtTZ1q9fP22f3itXriApKQmff/456uvrER0djffffx9ubm7a8sePH8fUqVORm5uLjh07YuLEiUhNTYWtrelVPTQ0FN7e3li0aBGysrJ09qnVaqSmpkImk3FQO4mmruHaopwlf1/U+9iaunocOA24HzsP5xa+UW5O6anLel+PiIiIzIPp3ZX/w1133YUdO3ZoH1+fSMycORObN2/Gpk2b0LlzZ0ybNg0KhQL//e9/AVxb+Tw2Nhbu7u7Yu3cvKioqMGHCBNjZ2WHRokVGr8vNSKVSpKWlISEhAXK5HLNnz0ZdXR0KCgqwZMkSZGdnIyMjA1KpVOxQyUod/f/E4IXM4jaewRZrS/e3+frODib/lkVERER6MvlPd1tbW7i7uzfZfvHiRXz88cfYsGED7rnnHgDA6tWr0b9/fxQUFCA4OBjbt2/HwYMHsWPHDri5uWHQoEF47bXXMHfuXCxYsAD29vbGrs5NKRQKZGRkICkpqcmg9oyMDCgUChGjo+bY2FajrPowJB066nVcY2MjTjaexO/nfte7xa6s+jJsbKv1OqY9RN117W+xr2tHONrplxgfrriIpIxipCUEoJ9HZ72v7exgC9ltznofR0RERKbN5BOSI0eOwNPTEx06dEBISAhSU1PRu3dvFBYWoqGhAaNHj9aW9fX1Re/evZGfn4/g4GDk5+cjICBApwtXdHQ0pk6dit9++w2DBw9u9pr19fWor6/XPq6uvnbj19DQgIaGBgPV9H/GjBmD++67D7t27UJOTg4iIyMREREBqVRqlOuLpbGxUfuvudSzsbERdl1+xLx9bW9xe3/r+206zq7LKDQ2Rhn1d9XJ3gZjB7dtDNOVK1cAAF5dHdDPtW3ToJrL6wIwz9fzrbC2+mrqaA11Bazv+TXH+t5KzLfyehbrd2Vt9b0VYsWsz7VMOiEJCgrCmjVr0K9fP1RUVGDhwoUIDQ1FSUkJKisrYW9vjy5duugc4+bmhsrKSgBAZWWlTjKi2a/ZdyOpqalNxq4AwPbt240+n3xYWBjq6+uxbds2o15XDH9dBgBbFBQU4O8SsaNpnb8uAw0XgvCoez+4OxrvupV1wGcXumDPnj04pl/DjGjM8fm9FayvdcjJyRE7BKOwtufXHOt7tBoAbPH5tv+ip7N+65c1qIFz9cCfX+XATs8ls6vqbABIjf55pHmObuW6bfn7bY/rGptYr+fa2tpWlzXphCQmJkb7/wEDBiAoKAheXl748ssv4ehouLu/lJQUzJo1S/u4uroavXr1QlRUFFxcXAx23X9qaGjQtpBYwywuvxw/BxQfQHBwMAb27iZ2OK3y28lqLC0uwAOhUbjLU7/Xxq08v7+drManJQUYMSJY7+uKxRyf31vB+lo2vj9bNnOs75cHTgC/HcTnf4ozzjR6VDi8uxuvW63m83fEiBFG//xt63XFItbrWdPDqDVMOiH5py5duuDOO+9EaWkpIiMjcfXqVVy4cEGnlaSqqko75sTd3R379u3TOUdVVZV23404ODjAwaHpLEB2dnaifPCIdV1j04yjsLW1NZv6tkfMbXl+rfV3ZU4ssb4trVx+5P9XLj9yyBGSi11ueA5LW7mc78+WyRzrGzPgdkilUqsZ48fP39YTK2Z9rmVWCcnly5dx9OhRjB8/HoGBgbCzs8POnTsxduxYAMDhw4dx/PhxhISEAABCQkLwxhtv4NSpU3B1dQVwrXnOxcUFfn5+otXjei19wF+uq8fe4qPoetuBmy68ZUkf8ERkmrhyOZHp6uZsj0fu7t2mYzVjDPr2cIb/7fonJES3yqQTkuTkZIwZMwZeXl44efIk5s+fD6lUikcffRSdO3fGE088gVmzZqFbt25wcXHB9OnTERISguDgYABAVFQU/Pz8MH78eCxevBiVlZV46aWXkJiY2GwLiBha8wG/+Cbn4Ac8ERkDVy4nIiJDMOmE5MSJE3j00Udx9uxZ9OjRAyNGjEBBQQF69OgBAFi2bBkkEgnGjh2rszCihlQqRXZ2NqZOnYqQkBA4Oztj4sSJePXVV8WqUhMtfcAfrriAWZuKkf5gAPp5dGnxHEREhsaVy4mIyBBMOiH5/PPPW9zfoUMHvPfee3jvvfduWMbLywvff/99e4fWblr6gJccOwsHZR36+w/EIK/uRo6MiIiIyHRZ0zpgls6kExIiIiIiouaIuQ4YcF+br9tWZWdqUFPfqPdxR0/XaP/VNwEDjDNpARMSIiIiIjI7DReCkBY7Dn1d9W8h+e+e/2L4iOF636AfPXUZz60/qtcx7aHsTA1GLt11S+dIyihu87G5yREGTUqYkBARERGR2REaXSBz6Qe/7vrNDNbQ0IAy2zL079Zf7zFv6isXITSe1uuY9qBpGVn+8CD46JmA1dTVI3tXPuIiQuDcwqQjzSk9dRkzvihqU8uMPpiQEBERERGZAR/XjnpPzdzQ0IDKHsAQr64mO+mIROwAiIiIiIjIejEhISIiIiIi0TAhISIiIiIi0TAhISIiIiIi0TAhISIiIiIi0TAhISIiIiIi0TAhISIiIiIi0XAdEmp3ZWdq2rSAztHTNdp/9V05FQCcHWwNuoooEREREbU/JiTUrsrO1GDk0l23dI6kjOI2H5ubHMGkhIiIiMiMMCGhdqVpGVn+8CD4uHbU79i6emTvykdcRAicHR30Orb01GXM+KKoTS0zRERERCQeJiRkED6uHeF/e2e9jmloaEBlD2CIV1fY2dkZKDIiIiIiMiVMSIiIiIjIrNQ1qAAAJX9f1PvYmrp6HDgNuB8736YeGdT+mJAQERERkVk5+v+JwQuZbR13aou1pfvbfH1nB95Ctyf+NomIiIjIrETd5Q4A6OvaEY52Ur2OPVxxEUkZxUhLCEA/D/26lwPizeppY1uNsurDkHTQb4xuY2MjTjaexO/nftd7FtOy6suwsa3W65i2YEJCRERERGalm7M9Hrm7d5uObWy8NgFO3x7Oeo93FZNdlx8xb9+iNh///tb323jdUQDua/N1W4MJCRERERGRiWu4EIS02HHoq+cspo2Njfjvnv9i+IjhereQHD11Gc+tP6rXMW3BhISIiIiIyMQJjS6QufSDX3f9ZzEtsy1D/2799Z7FVH3lIoTG03od0xYSg1+BiIiIiIjoBthCQkTURrW1tTh06FCz+w5XXEB9ZSl+L3GE+myXG57D19cXTk5OBoqQiIjI9DEhMYKyMzVtWkH86Oka7b/69vkDxJsFwppwHnTrdujQIQQGBrZYZtynLZ+jsLAQQ4YMaceoiIiIzAsTEgMrO1ODkUt33dI5kjLaOsc2kJscwaTEgDgPunXz9fVFYWFhs/su19Vjc24+YkeGoGMLCaevr6+hwiMiIjILvJsxME3LyPKHB8FHz1kRaurqkb0rH3ERIW36Bn3GF0Vtapmh1rPGedDpf5ycnG7YutHQ0IDzZ04h5O6heg8iJBIDuyASkViYkBiJj2tHvee6bmhoQGUPYIhXV97QmChrnAediCwTuyASkViYkBARERG7IBKRaJiQEBEREbsgEpFomJBQu7OxrUZZ9WFIOui/kujJxpP4/dzves8qVlZ9GTa21XodQ0RERETiY0JC7c6uy4+Yt29Rm49/f+v7bbzuKAD3tfm6RERERKbI0pcZYEJC7a7hQhDSYsehr56zijU2NuK/e/6L4SOG691CcvTUZTy3/qhexxARERGZA0tfZoAJCbU7odEFMpd+8Ouu/6xiZbZl6N+tv959lNVXLkJoPK3XMURERETmwNKXGWBCQkRERERkwix9mQGJ2AEQEREREZH1YkJCRERERESiYUJCRERERESi4RgSI+C6HEREREREzWNCYgRcl4OsRW1tLQ4dOtTsvsMVF1BfWYrfSxyhPtvlhufw9fWFk5OTgSIkIrqG71dEpoMJiRFwXQ6yFocOHUJgYGCLZcZ92vI5CgsLMWTIkHaMioioKb5fEZkOJiRGwHU5yFr4+vqisLCw2X2X6+qxOTcfsSND0LGFlWJ9fX0NFR4RkRbfr4hMBxMSald1DSoAQMnfF/U+tqauHgdOA+7HzsO5hQ+A5pT+/wqmJC4nJ6cbflvY0NCA82dOIeTuoXon2ERE7Y3vV0SmgwkJtauj/58YvJBZ3MYz2GJt6f42X9/ZgS9pIiIiInPCuzcDs7YWg6i73AEAfV07wtFOqtexhysuIimjGGkJAejnof9Kos4OtpDd5qz3cUREREQkHiYkBmZtLQbdnO3xyN2923RsY2MjAKBvD2f4365/QkJEREQEcBY1c8OExMDYYkBERERkXJxFzbwwITEwthgQERERGRdnUTMvTEjIqKytCdXa6ktERGQKOIuaeWFCQkZlbU2o1lZfIiIiIn1ZVULy3nvvYcmSJaisrMTAgQPxzjvv4O677xY7LKtibU2o1lZfIiIiIn1ZTULyxRdfYNasWVi1ahWCgoKwfPlyREdH4/Dhw3B1dRU7PKthbU2o1lZfIiIiIn1ZTUKSnp6Op556CpMnTwYArFq1Cps3b8Ynn3yCF154QbS4OMaAiIiIiG6Fud9PWkVCcvXqVRQWFiIlJUW7TSKRYPTo0cjPzxcxMo4xICIiIsMz9xtWapm5309aRUJy5swZqFQquLm56Wx3c3Nr9o+zvr4e9fX12sfV1dUArnWxaWhoaNfY+vbtix9//LHZfZfr6rFNuR/Rof9qcYxB37592z0uMWjqYAl1aQ3W17KxvpaN9bVslljfkpISBAUFtVjmZjesP/74IwYPHtyOUYnDEp9fU7yf1OdcNoIgCO12ZRN18uRJ3H777di7dy9CQkK02+fMmYO8vLwmT+CCBQuwcOHCJufZsGEDvxkgIiIis1NfX48TJ040u69BDZy7AnTrANhJbnyOnj17wsHhxje0RNerra3FuHHjcPHiRbi4uLRY1ipaSG677TZIpVJUVVXpbK+qqoK7u3uT8ikpKZg1a5b2cXV1NXr16oWoqKib/kLbU0NDA3JychAZGWkVg55ZX8vG+lo21teysb6WjfW1bGLVV9PDqDWsIiGxt7dHYGAgdu7cCblcDgBQq9XYuXMnpk2b1qS8g4NDs98A2NnZifLCFeu6YmF9LRvra9lYX8vG+lo21teyGbu++lzLKhISAJg1axYmTpyIoUOH4u6778by5ctRU1OjnXWLiIiIiIiMz2oSkocffhinT5/GK6+8gsrKSgwaNAhbt25tMtCdiIiIiIiMx2oSEgCYNm1as120iIiIiIhIHC3MpUBERERERGRYTEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0TEiIiIiIiEg0tmIHYA4EQQAAVFdXG/W6DQ0NqK2tRXV1Nezs7Ix6bTGwvpaN9bVsrK9lY30tG+tr2cSqr+a+WXMf3RImJK1w6dIlAECvXr1EjoSIiIiIyHxcunQJnTt3brGMjdCatMXKqdVqnDx5Ep06dYKNjY3RrltdXY1evXrhr7/+gouLi9GuKxbW17KxvpaN9bVsrK9lY30tm1j1FQQBly5dgqenJySSlkeJsIWkFSQSCXr27Cna9V1cXKziD0aD9bVsrK9lY30tG+tr2VhfyyZGfW/WMqLBQe1ERERERCQaJiRERERERCQaJiQmzMHBAfPnz4eDg4PYoRgF62vZWF/LxvpaNtbXsrG+ls0c6stB7UREREREJBq2kBARERERkWiYkBARERERkWiYkBARERERkWiYkBARERERkWiYkJio3bt3Y8yYMfD09ISNjQ2ysrLEDslgUlNT8a9//QudOnWCq6sr5HI5Dh8+LHZYBrNy5UoMGDBAu0BRSEgItmzZInZYRvPmm2/CxsYGM2bMEDsUg1iwYAFsbGx0fnx9fcUOy6D+/vtvPP744+jevTscHR0REBCAAwcOiB2WQXh7ezd5fm1sbJCYmCh2aAahUqnw8ssvQyaTwdHREX379sVrr70GS54P59KlS5gxYwa8vLzg6OiIYcOGYf/+/WKH1S5udm8hCAJeeeUVeHh4wNHREaNHj8aRI0fECbYd3Ky+mZmZiIqKQvfu3WFjY4OioiJR4mwvLdW3oaEBc+fORUBAAJydneHp6YkJEybg5MmT4gV8HSYkJqqmpgYDBw7Ee++9J3YoBpeXl4fExEQUFBQgJycHDQ0NiIqKQk1NjdihGUTPnj3x5ptvorCwEAcOHMA999yD+Ph4/Pbbb2KHZnD79+/HBx98gAEDBogdikHdddddqKio0P7s2bNH7JAM5vz58xg+fDjs7OywZcsWHDx4EGlpaejatavYoRnE/v37dZ7bnJwcAMCDDz4ocmSG8dZbb2HlypV499138fvvv+Ott97C4sWL8c4774gdmsE8+eSTyMnJwdq1a1FcXIyoqCiMHj0af//9t9ih3bKb3VssXrwYb7/9NlatWoUff/wRzs7OiI6OxpUrV4wcafu4WX1ramowYsQIvPXWW0aOzDBaqm9tbS1++uknvPzyy/jpp5+QmZmJw4cP4/777xch0mYIZPIACF9//bXYYRjNqVOnBABCXl6e2KEYTdeuXYWPPvpI7DAM6tKlS8Idd9wh5OTkCOHh4cLzzz8vdkgGMX/+fGHgwIFih2E0c+fOFUaMGCF2GKJ5/vnnhb59+wpqtVrsUAwiNjZWmDJlis42hUIhPPbYYyJFZFi1tbWCVCoVsrOzdbYPGTJEePHFF0WKyjD+eW+hVqsFd3d3YcmSJdptFy5cEBwcHISNGzeKEGH7auleqqysTAAg/Pzzz0aNyZBac++4b98+AYBw7Ngx4wTVAraQkMm5ePEiAKBbt24iR2J4KpUKn3/+OWpqahASEiJ2OAaVmJiI2NhYjB49WuxQDO7IkSPw9PREnz598Nhjj+H48eNih2Qw3377LYYOHYoHH3wQrq6uGDx4MP7zn/+IHZZRXL16FevWrcOUKVNgY2MjdjgGMWzYMOzcuRN//PEHAOCXX37Bnj17EBMTI3JkhtHY2AiVSoUOHTrobHd0dLTolk4AKCsrQ2Vlpc57dOfOnREUFIT8/HwRIyNDuXjxImxsbNClSxexQ4Gt2AEQXU+tVmPGjBkYPnw4/P39xQ7HYIqLixESEoIrV66gY8eO+Prrr+Hn5yd2WAbz+eef46effrKYftgtCQoKwpo1a9CvXz9UVFRg4cKFCA0NRUlJCTp16iR2eO3uzz//xMqVKzFr1izMmzcP+/fvx3PPPQd7e3tMnDhR7PAMKisrCxcuXMCkSZPEDsVgXnjhBVRXV8PX1xdSqRQqlQpvvPEGHnvsMbFDM4hOnTohJCQEr732Gvr37w83Nzds3LgR+fn58PHxETs8g6qsrAQAuLm56Wx3c3PT7iPLceXKFcydOxePPvooXFxcxA6HCQmZlsTERJSUlFj8N1H9+vVDUVERLl68iIyMDEycOBF5eXkWmZT89ddfeP7555GTk9PkW0dLdP03xwMGDEBQUBC8vLzw5Zdf4oknnhAxMsNQq9UYOnQoFi1aBAAYPHgwSkpKsGrVKotPSD7++GPExMTA09NT7FAM5ssvv8T69euxYcMG3HXXXSgqKsKMGTPg6elpsc/v2rVrMWXKFNx+++2QSqUYMmQIHn30URQWFoodGlG7aGhowEMPPQRBELBy5UqxwwHAQe1kQqZNm4bs7Gzk5uaiZ8+eYodjUPb29vDx8UFgYCBSU1MxcOBArFixQuywDKKwsBCnTp3CkCFDYGtrC1tbW+Tl5eHtt9+Gra0tVCqV2CEaVJcuXXDnnXeitLRU7FAMwsPDo0ki3b9/f4vupgYAx44dw44dO/Dkk0+KHYpBzZ49Gy+88AIeeeQRBAQEYPz48Zg5cyZSU1PFDs1g+vbti7y8PFy+fBl//fUX9u3bh4aGBvTp00fs0AzK3d0dAFBVVaWzvaqqSruPzJ8mGTl27BhycnJMonUEYEJCJkAQBEybNg1ff/01fvjhB8hkMrFDMjq1Wo36+nqxwzCIUaNGobi4GEVFRdqfoUOH4rHHHkNRURGkUqnYIRrU5cuXcfToUXh4eIgdikEMHz68yTTdf/zxB7y8vESKyDhWr14NV1dXxMbGih2KQdXW1kIi0b1VkEqlUKvVIkVkPM7OzvDw8MD58+exbds2xMfHix2SQclkMri7u2Pnzp3abdXV1fjxxx8tfoyjtdAkI0eOHMGOHTvQvXt3sUPSYpctE3X58mWdb1TLyspQVFSEbt26oXfv3iJG1v4SExOxYcMGfPPNN+jUqZO2r2rnzp3h6OgocnTtLyUlBTExMejduzcuXbqEDRs2YNeuXdi2bZvYoRlEp06dmowHcnZ2Rvfu3S1ynFBycjLGjBkDLy8vnDx5EvPnz4dUKsWjjz4qdmgGMXPmTAwbNgyLFi3CQw89hH379uHDDz/Ehx9+KHZoBqNWq7F69WpMnDgRtraW/TE6ZswYvPHGG+jduzfuuusu/Pzzz0hPT8eUKVPEDs1gtm3bBkEQ0K9fP5SWlmL27Nnw9fXF5MmTxQ7tlt3s3mLGjBl4/fXXcccdd0Amk+Hll1+Gp6cn5HK5eEHfgpvV99y5czh+/Lh2LQ7Nlyvu7u5m2SrUUn09PDyQkJCAn376CdnZ2VCpVNr7rW7dusHe3l6ssK8ReZYvuoHc3FwBQJOfiRMnih1au2uungCE1atXix2aQUyZMkXw8vIS7O3thR49egijRo0Stm/fLnZYRmXJ0/4+/PDDgoeHh2Bvby/cfvvtwsMPPyyUlpaKHZZBfffdd4K/v7/g4OAg+Pr6Ch9++KHYIRnUtm3bBADC4cOHxQ7F4Kqrq4Xnn39e6N27t9ChQwehT58+wosvvijU19eLHZrBfPHFF0KfPn0Ee3t7wd3dXUhMTBQuXLggdljt4mb3Fmq1Wnj55ZcFNzc3wcHBQRg1apRZv85vVt/Vq1c3u3/+/Pmixt1WLdVXM7Vxcz+5ublihy7YCIIFL7dKREREREQmjWNIiIiIiIhINExIiIiIiIhINExIiIiIiIhINExIiIiIiIhINExIiIiIiIhINExIiIiIiIhINExIiIiIiIhINExIiIjIKtjY2CArK0vsMIiI6B+YkBARkUVZsGABBg0aJHYYRETUSkxIiIiIiIhINExIiIhINBEREZg+fTpmzJiBrl27ws3NDf/5z39QU1ODyZMno1OnTvDx8cGWLVsAALt27YKNjQ127tyJoUOHwsnJCcOGDcPhw4cBAGvWrMHChQvxyy+/wMbGBjY2Nvi/du7fld4+juP46+RHQgxINotJ/AEmJ6UTE+IMstgMJiMDmf0PWKwysNgMStLJP2A8kmx+DYd7c9+69c09fL9XuR+P6frRu8/nMz676trd3f1Y7/7+PjMzM2lvb8/Q0FCOjo6KODYA/yBIACjU3t5eent7c3FxkdXV1aysrGR+fj5jY2O5urrK5ORklpaW8vT09DGzvr6enZ2dXF5eprm5OcvLy0mSarWatbW1DA8Pp16vp16vp1qtfsxtbW1lYWEh19fXmZqayuLiYh4eHv74mQH4W+n9/f296E0A8P80Pj6eRqORs7OzJEmj0Uh3d3dmZ2ezv7+fJLm9vc3AwEDOz8/z8vKScrmc09PTTExMJEmOj48zPT2d5+fntLW1ZXNzM4eHh6nVap/WKpVK2djYyPb2dpLk8fExnZ2dOTk5SaVS+XOHBuATX0gAKNTo6OjHdVNTU3p6ejIyMvLxrL+/P0lyd3f35czAwMC/3n9nrY6OjnR1dX1rDoDfR5AAUKiWlpZP96VS6dOzUqmUJHl7e/ty5qv3/2Wt78wB8PsIEgB+lNbW1jQajaK3AcA3CRIAfpTBwcHc3NykVqvl/v4+r6+vRW8JgF8QJAD8KHNzc6lUKimXy+nr68vBwUHRWwLgF/xlCwAAKIwvJAAAQGEECQAAUBhBAgAAFEaQAAAAhREkAABAYQQJAABQGEECAAAURpAAAACFESQAAEBhBAkAAFAYQQIAABRGkAAAAIX5C4q8RpucklkgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6devk7u7uGJLVs2dP2e12vfbaa059Z8+eLYvFoh49eji2HTRokAICAjR37lwtWrRImZmZGjly5GUf69L9GYah1157TW5uburSpctl+1utVnXv3l0rV650GhqUmZmp9957Tx07dpS3t7ckOT78X+6D/28FBASoefPmevfddx0hTLp4davU1NQ/3F66OI+lZcuWeuedd5wec/fu3Vq3bp169uzpaGvYsKFOnz6tb7/91tF25MgRffTRR5fd99atWx1zQCTpp59+0sqVK9W9e3dZrVZZrVb17dtXH374oXbv3l1s+0svQ9uzZ0/9+uuviouLc7SdO3dO//nPf0r0PIvMmzfPafnVV1+VJMe/hSIDBgzQyZMn9Y9//KPY1duuJCgoSDfeeKNmz56t/Px8dejQQdLFoHLo0CHFxcWpXbt2TmcY7rnnHv3yyy968803i+0vNzfXMWSuKBAZl1xW+PTp01q4cGGx7by8vEr0b+j3REdHy9vbW1OmTFF+fn6x9Ze7RPBvZWdnO74kKBISEiIXF5crXq65NMcAgPKDMyQAKpw1a9Y4znRkZWXpvffe04EDB/T00087Ptzfcccd6tSpk5555hmlp6fr1ltv1bp167Ry5Uo9+eSTjm+BX3zxRe3cuVOfffaZqlWrphYtWujZZ5/VxIkT1a9fP6cP5VWqVNGnn36qgQMHKjQ0VGvWrNGqVas0YcIEp8niv/Xiiy8qMTFRHTt21OOPPy5XV1e98cYbysvL07Rp0xz9WrZsKavVqpdfflmnT5+WzWZz3HficqZMmaI+ffqoQ4cOeuihh3Ty5Em99tprat68uVNIuZLp06erR48eCgsL0yOPPOK47K+Pj48mTZrk6Hfvvffqqaee0l133aUnnnjCcRnYW265xSl4FGnevLmio6OdLvsrSZMnT3b0eemll7Rx40aFhoZq8ODBatq0qU6cOKGvv/5a69ev14kTJyRJgwcP1muvvaYHH3xQO3bsUJ06dbR48WJ5enqW6DkWSUtL05133qnbb79dW7du1ZIlS9S/f/9i9x5p1aqVmjdv7phw3rp16xI/Rnh4uP73v/8pJCTEMTejdevW8vLy0v79+9W/f3+n/gMGDNAHH3ygIUOGaOPGjerQoYPsdrv27t2rDz74QGvXrlXbtm3VvXt3ubu764477nAEpTfffFO+vr46cuSI0z7btGmj+fPn68UXX1RwcLB8fX0dk+RLwtvbW/Pnz9eAAQPUunVr3Xvvvapdu7YOHz6sVatWqUOHDsWC/m9t2LBBw4cP1913361bbrlFBQUFWrx4sSOI/p7SHgMAygnzLvAFAFfX5S77W6VKFaNly5bG/PnznS5lahgXL186cuRIIyAgwHBzczNuvvlmY/r06Y5+O3bsMFxdXZ0u5WsYhlFQUGDcdtttRkBAgHHy5EnDMC5e3tTLy8s4dOiQ0b17d8PT09Pw8/MznnvuOcNutzttr99c9tcwDOPrr782oqOjjapVqxqenp5Gp06djC1bthR7jm+++aZx0003GVartUSXP/3f//5nNG7c2LDZbEbz5s2Njz/+2Ojbt6/RuHFjR5+iy/5Onz79svtYv3690aFDB8PDw8Pw9vY27rjjDuO7774r1m/dunVG8+bNDXd3d6NRo0bGkiVLfveyv8OGDTOWLFli3HzzzYbNZjNatWp12eeSmZlpDBs2zKhXr57h5uZm+Pv7G126dDH+85//OPX78ccfjTvvvNPw9PQ0brjhBuOf//yn8emnn5bqsr/fffed0a9fP6NatWpGjRo1jOHDhxu5ubmX3WbatGmGJGPKlClX3PdvzZs3z5BkDB061Km9a9euhiTjs88+K7bNhQsXjJdfftlo1qyZYbPZjBo1ahht2rQxJk+ebJw+fdrR7+OPPzZatGhhVKlSxWjQoIHx8ssvG2+//bYhyUhLS3P0y8jIMHr16mVUq1bNkOS4BHDR8fPll186Pf7GjRsv+zpu3LjRiI6ONnx8fIwqVaoYDRs2NAYNGuR0Oeei4+K3fvjhB+Phhx82GjZsaFSpUsWoWbOm0alTJ2P9+vVO/X572V/DKP0xAKDssxhGCW4hDAC4okGDBikuLq7EZx7M1LJlS9WuXVuJiYmmPL7FYtGwYcP+8Fv0smzu3LkaOXKk0tPTi12VCgBQOswhAYAKKj8/v9g4/aSkJO3atUtRUVHmFFUBGIah//73v4qMjCSMAMBVwBwSAKigfvnlF3Xt2lUPPPCAAgICtHfvXi1YsED+/v4aMmSI2eWVOzk5Ofr444+1ceNGpaamauXKlWaXBAAVAoEEACqoGjVqqE2bNnrrrbd09OhReXl5qVevXnrppZdUq1Yts8srd44ePar+/furevXqmjBhgu68806zSwKACoE5JAAAAABMwxwSAAAAAKYhkAAAAAAwDYEEAAAAgGkIJAAAAABMQyABAAAAYBoCCQAAAADTEEgAAAAAmIZAAgAVSHp6uiwWi2bMmHHV9pmUlCSLxaKkpKQr9ps0aZIsFouOHTt21R67PFq0aJEsFou++uors0txaNCggQYNGmR2GQBwWQQSADBZWfwAiz/2+uuva9GiRWaX8ad89913mjRpktLT080uBQDkanYBAACUR6+//rpuuOGGcnHmYd++fXJx+b/vIL/77jtNnjxZUVFRatCggXmFAYA4QwIAQLmUk5NT4r42m01ubm7XsBoA+PMIJABQDly4cEHPPvus2rRpIx8fH3l5eSk8PFwbN2783W1mz56twMBAeXh4KDIyUrt37y7WZ+/everXr59q1qypKlWqqG3btvr444//Uq3Hjh3TPffcI29vb9WqVUv//Oc/df78ecf6yMhI3XrrrZfdtlGjRoqOjv7dfY8aNUq1atWSYRiOthEjRshiseiVV15xtGVmZspisWj+/PmOtry8PD333HMKDg6WzWZTvXr1NG7cOOXl5Tk9xsKFC9W5c2f5+vrKZrOpadOmTvuRLs7J2LNnj5KTk2WxWGSxWBQVFeXUJy8vT6NGjVLt2rXl5eWlu+66S0ePHi32nNasWaPw8HB5eXmpWrVq6tWrl/bs2ePUZ9CgQapataoOHTqknj17qlq1arr//vslSQcOHFDfvn3l7++vKlWqqG7durr33nt1+vRpp3qLzuQsWrRId999tySpU6dOjvr/aI4QAFwrDNkCgHIgOztbb731lu677z4NHjxYZ86c0X//+19FR0friy++UMuWLZ36v/vuuzpz5oyGDRum8+fPa+7cuercubNSU1Pl5+cnSdqzZ486dOigG2+8UU8//bS8vLz0wQcfKCYmRh9++KHuuuuuP1XrPffcowYNGmjq1Knatm2bXnnlFZ08eVLvvvuuJGnAgAEaPHiwdu/erebNmzu2+/LLL7V//35NnDjxd/cdHh6u2bNna8+ePY5tU1JS5OLiopSUFD3xxBOONkmKiIiQJBUWFurOO+/U5s2b9dhjj6lJkyZKTU3V7NmztX//fq1YscLxGPPnz1ezZs105513ytXVVZ988okef/xxFRYWatiwYZKkOXPmaMSIEapataqeeeYZSXK8rkVGjBihGjVq6LnnnlN6errmzJmj4cOH6/3333f0Wbx4sQYOHKjo6Gi9/PLLOnfunObPn6+OHTvqm2++cRpOVVBQoOjoaHXs2FEzZsyQp6enLly4oOjoaOXl5WnEiBHy9/fXL7/8ooSEBJ06dUo+Pj7FXsOIiAg98cQTeuWVVzRhwgQ1adJEkhx/AsB1ZwAATLVw4UJDkvHll1/+bp+CggIjLy/Pqe3kyZOGn5+f8fDDDzva0tLSDEmGh4eH8fPPPzvat2/fbkgyRo4c6Wjr0qWLERISYpw/f97RVlhYaLRv3964+eabHW0bN240JBkbN2684vN47rnnDEnGnXfe6dT++OOPG5KMXbt2GYZhGKdOnTKqVKliPPXUU079nnjiCcPLy8s4e/bs7z5GVlaWIcl4/fXXHftycXEx7r77bsPPz89pXzVr1jQKCwsNwzCMxYsXGy4uLkZKSorT/hYsWGBIMj7//HNH27lz54o9bnR0tHHTTTc5tTVr1syIjIws1rfo/ezatavj8Q3DMEaOHGlYrVbj1KlThmEYxpkzZ4zq1asbgwcPdto+IyPD8PHxcWofOHCgIcl4+umnnfp+8803hiRj+fLlxV+sSwQGBhoDBw50LC9fvrxE7ykAXA8M2QKAcsBqtcrd3V3SxW/7T5w4oYKCArVt21Zff/11sf4xMTG68cYbHct/+9vfFBoaqtWrV0uSTpw4oQ0bNuiee+7RmTNndOzYMR07dkzHjx9XdHS0Dhw4oF9++eVP1Vp0FqHIiBEjJMnx2D4+PurTp4+WLVvmGHplt9v1/vvvKyYmRl5eXr+779q1a6tx48batGmTJOnzzz+X1WrV2LFjlZmZqQMHDki6eIakY8eOslgskqTly5erSZMmaty4seO5Hjt2TJ07d5Ykp6FvHh4ejr+fPn1ax44dU2RkpH744QenYVB/5LHHHnM8vnTx7I7dbtePP/4oSUpMTNSpU6d03333OdVktVoVGhp62eF4Q4cOdVouOgOydu1anTt3rsS1AUBZQiABgHLinXfeUYsWLVSlShXVqlVLtWvX1qpVqy77Ifnmm28u1nbLLbc4LvN68OBBGYahf/3rX6pdu7bTz3PPPSdJysrK+lN1/vaxGzZsKBcXF6dLzD744IM6fPiwY2jV+vXrlZmZqQEDBvzh/sPDwx3bpaSkqG3btmrbtq1q1qyplJQUZWdna9euXQoPD3dsc+DAAe3Zs6fYc73llluKPdfPP/9cXbt2lZeXl6pXr67atWtrwoQJklSqQFK/fn2n5Ro1akiSTp486ahJkjp37lysrnXr1hV7/V1dXVW3bl2ntqCgII0aNUpvvfWWbrjhBkVHR2vevHmlqhMAzMYcEgAoB5YsWaJBgwYpJiZGY8eOla+vr6xWq6ZOnapDhw6Ven+FhYWSpDFjxvzuJPLg4OC/VHORS88SFImOjpafn5+WLFmiiIgILVmyRP7+/uratesf7q9jx45688039cMPPyglJUXh4eGyWCzq2LGjUlJSFBAQoMLCQqdAUlhYqJCQEM2aNeuy+6xXr54k6dChQ+rSpYsaN26sWbNmqV69enJ3d9fq1as1e/Zsx+tWElar9bLtRWeFiva1ePFi+fv7F+vn6ur8K9pmszldurfIzJkzNWjQIK1cuVLr1q3TE0884Zi/89sAAwBlEYEEAMqBuLg43XTTTYqPj3f6gF90NuO3ir59v9T+/fsdk6RvuukmSZKbm1uJQkBpHDhwQEFBQY7lgwcPqrCw0GmCttVqVf/+/bVo0SK9/PLLWrFihQYPHvy7H+IvVRQ0EhMT9eWXX+rpp5+WdHGy9vz58xUQECAvLy+1adPGsU3Dhg21a9cudenS5bIBqcgnn3yivLw8ffzxx05nOC43fOpK+ymJhg0bSpJ8fX3/8nsQEhKikJAQTZw4UVu2bFGHDh20YMECvfjii5ft/1drB4CriSFbAFAOFH1QNy653O327du1devWy/ZfsWKF0xyQL774Qtu3b1ePHj0kXfwQHBUVpTfeeENHjhwptv3lLk9bUvPmzXNafvXVVyXJ8dhFBgwYoJMnT+of//iHzp49qwceeKBE+w8KCtKNN96o2bNnKz8/Xx06dJB0MagcOnRIcXFxateundMZhnvuuUe//PKL3nzzzWL7y83NddzT43Kv8+nTp7Vw4cJi23l5eenUqVMlqvlyoqOj5e3trSlTpig/P7/Y+pK8B9nZ2SooKHBqCwkJkYuLS7HLGV+qaJ7OX6kfAK4WzpAAQBnx9ttv69NPPy3W/s9//lO9e/dWfHy87rrrLvXq1UtpaWlasGCBmjZtqrNnzxbbJjg4WB07dtTQoUOVl5enOXPmqFatWho3bpyjz7x589SxY0eFhIRo8ODBuummm5SZmamtW7fq559/1q5du/7U80hLS9Odd96p22+/XVu3btWSJUvUv3//YvceadWqlZo3b+6YcN66desSP0Z4eLj+97//KSQkxDE3o3Xr1vLy8tL+/fvVv39/p/4DBgzQBx98oCFDhmjjxo3q0KGD7Ha79u7dqw8++EBr165V27Zt1b17d7m7u+uOO+5wBKU333xTvr6+xYJbmzZtNH/+fL344osKDg6Wr6+vY5J8SXh7e2v+/PkaMGCAWrdurXvvvVe1a9fW4cOHtWrVKnXo0EGvvfbaFfexYcMGDR8+XHfffbduueUWFRQUaPHixbJarerbt+/vbteyZUtZrVa9/PLLOn36tGw2m+PeKwBw3Zl6jS8AgOMysb/389NPPxmFhYXGlClTjMDAQMNmsxmtWrUyEhISjIEDBxqBgYGOfRVd9nf69OnGzJkzjXr16hk2m80IDw93XHb3UocOHTIefPBBw9/f33BzczNuvPFGo3fv3kZcXJyjT2kv+/vdd98Z/fr1M6pVq2bUqFHDGD58uJGbm3vZbaZNm2ZIMqZMmVKq12zevHmGJGPo0KFO7V27djUkGZ999lmxbS5cuGC8/PLLRrNmzQybzWbUqFHDaNOmjTF58mTj9OnTjn4ff/yx0aJFC6NKlSpGgwYNjJdfftl4++23DUlGWlqao19GRobRq1cvo1q1aoYkxyWAf+8yzr/3Om7cuNGIjo42fHx8jCpVqhgNGzY0Bg0aZHz11VeOPgMHDjS8vLyKPacffvjBePjhh42GDRsaVapUMWrWrGl06tTJWL9+vVO/31721zAM48033zRuuukmw2q1cglgAKayGMYl56UBALiO5s6dq5EjRyo9Pb3YVakAAJUDgQQAYArDMHTrrbeqVq1al500DgCoHJhDAgC4rnJycvTxxx9r48aNSk1N1cqVK80uCQBgIs6QAACuq/T0dAUFBal69ep6/PHH9e9//9vskgAAJiKQAAAAADAN9yEBAAAAYBoCCQAAAADTMKm9BAoLC/Xrr7+qWrVqslgsZpcDAAAAlGmGYejMmTMKCAiQi8uVz4EQSErg119/Vb169cwuAwAAAChXfvrpJ9WtW/eKfQgkJVCtWjVJF19Qb29vk6vB1Zafn69169ape/fucnNzM7scAKXA8QuUXxy/FVt2drbq1avn+Bx9JQSSEigapuXt7U0gqYDy8/Pl6ekpb29v/kMEyhmOX6D84vitHEoy3YFJ7QAAAABMQyABAAAAYBpTA8n8+fPVokULx1CosLAwrVmzxrE+KipKFovF6WfIkCFO+zh8+LB69eolT09P+fr6auzYsSooKHDqk5SUpNatW8tmsyk4OFiLFi26Hk8PAAAAwB8wdQ5J3bp19dJLL+nmm2+WYRh655131KdPH33zzTdq1qyZJGnw4MF6/vnnHdt4eno6/m6329WrVy/5+/try5YtOnLkiB588EG5ublpypQpkqS0tDT16tVLQ4YM0dKlS/XZZ5/p0UcfVZ06dRQdHX19nzAAAAAAJ6YGkjvuuMNp+d///rfmz5+vbdu2OQKJp6en/P39L7v9unXr9N1332n9+vXy8/NTy5Yt9cILL+ipp57SpEmT5O7urgULFigoKEgzZ86UJDVp0kSbN2/W7NmzCSQAAACAycrMVbbsdruWL1+unJwchYWFOdqXLl2qJUuWyN/fX3fccYf+9a9/Oc6SbN26VSEhIfLz83P0j46O1tChQ7Vnzx61atVKW7duVdeuXZ0eKzo6Wk8++eTv1pKXl6e8vDzHcnZ2tqSLV4PIz8+/Gk8XZUjRe8p7C5Q/HL9A+cXxW7GV5n01PZCkpqYqLCxM58+fV9WqVfXRRx+padOmkqT+/fsrMDBQAQEB+vbbb/XUU09p3759io+PlyRlZGQ4hRFJjuWMjIwr9snOzlZubq48PDyK1TR16lRNnjy5WPu6deuchoyhYklMTDS7BAB/EscvUH5x/FZM586dK3Ff0wNJo0aNtHPnTp0+fVpxcXEaOHCgkpOT1bRpUz322GOOfiEhIapTp466dOmiQ4cOqWHDhtespvHjx2vUqFGO5aIbu3Tv3p37kFRA+fn5SkxMVLdu3bgOOlDOcPwC5RfHb8VWNMKoJEwPJO7u7goODpYktWnTRl9++aXmzp2rN954o1jf0NBQSdLBgwfVsGFD+fv764svvnDqk5mZKUmOeSf+/v6Otkv7eHt7X/bsiCTZbDbZbLZi7W5ubhwwFRjvL1B+cfwC5RfHb8VUmve0zN2HpLCw0Gn+xqV27twpSapTp44kKSwsTKmpqcrKynL0SUxMlLe3t2PYV1hYmD777DOn/SQmJjrNUwEAAABgDlPPkIwfP149evRQ/fr1debMGb333ntKSkrS2rVrdejQIb333nvq2bOnatWqpW+//VYjR45URESEWrRoIUnq3r27mjZtqgEDBmjatGnKyMjQxIkTNWzYMMcZjiFDhui1117TuHHj9PDDD2vDhg364IMPtGrVKjOfOgAAAACZHEiysrL04IMP6siRI/Lx8VGLFi20du1adevWTT/99JPWr1+vOXPmKCcnR/Xq1VPfvn01ceJEx/ZWq1UJCQkaOnSowsLC5OXlpYEDBzrdtyQoKEirVq3SyJEjNXfuXNWtW1dvvfUWl/wFAAAAygBTA8l///vf311Xr149JScn/+E+AgMDtXr16iv2iYqK0jfffFPq+lDx2e12JScna9OmTfLy8lKnTp1ktVrNLgsAAKDSKHNzSIDrJT4+XsHBwerWrZtmzZqlbt26KTg42HFZaQAAAFx7BBJUSvHx8erXr59CQkKUkpKiZcuWKSUlRSEhIerXrx+hBAAA4DohkKDSsdvtGj16tHr37q0VK1YoNDRUHh4eCg0N1YoVK9S7d2+NGTNGdrvd7FIBAAAqPAIJKp2UlBSlp6drwoQJcnFxPgRcXFw0fvx4paWlKSUlxaQKAQAAKg8CCSqdI0eOSJKaN29+2fVF7UX9AAAAcO0QSFDpFN1Yc/fu3ZddX9Re1A8AAADXDoEElU54eLgaNGigKVOmqLCw0GldYWGhpk6dqqCgIIWHh5tUIQAAQOVBIEGlY7VaNXPmTCUkJCgmJkbbtm1Tbm6utm3bppiYGCUkJGjGjBncjwQAAOA6MPXGiIBZYmNjFRcXp9GjRysiIsLRHhQUpLi4OMXGxppYHQAAQOVBIEGlFRsbqz59+mjjxo1as2aNevTowZ3aAQAArjMCCSo1q9WqyMhI5eTkKDIykjACAABwnTGHBAAAAIBpCCQAAAAATEMgAQAAAGAaAgkqNbvdruTkZG3atEnJycmy2+1mlwQAAFCpEEhQacXHxys4OFjdunXTrFmz1K1bNwUHBys+Pt7s0gAAACoNAgkqpfj4ePXr108hISFKSUnRsmXLlJKSopCQEPXr149QAgAAcJ0QSFDp2O12jR49Wr1799aKFSsUGhoqDw8PhYaGasWKFerdu7fGjBnD8C0AAIDrgECCSiclJUXp6emaMGGCDMNwmkNiGIbGjx+vtLQ0paSkmF0qAABAhUcgQaVz5MgRSdKhQ4cuO4fkhx9+cOoHAACAa4dAgkqnTp06kqQHHnjgsnNIHnjgAad+AAAAuHZczS4AuN7at28vV1dX1apVS/Hx8TIMQ8ePH1doaKji4+NVt25dHT9+XO3btze7VAAAgAqPMySodLZs2aKCggJlZWUpNjZW27ZtU25urrZt26bY2FhlZWWpoKBAW7ZsMbtUAACACo9AgkqnaG7I4sWLlZqaqoiICN13332KiIjQ7t27tXjxYqd+AAAAuHYIJKh0iuaGNGzYUAcPHlRiYqJGjRqlxMREHThwQDfddJNTPwAAAFw7BBJUOuHh4WrQoIGmTJkii8WiyMhIRUREKDIyUhaLRVOnTlVQUJDCw8PNLhUAAKDCI5Cg0rFarZo5c6YSEhIUExPjNIckJiZGCQkJmjFjhqxWq9mlAgAAVHhcZQuVUmxsrOLi4jR69GhFREQ42oOCghQXF6fY2FgTqwMAAKg8CCSotGJjY9WnTx9t3LhRa9asUY8ePdSpUyfOjAAAAFxHDNkCAAAAYBoCCSqt+Ph4BQcHq1u3bpo1a5a6deum4OBgxcfHm10agBKw2+1KTk7Wpk2blJycLLvdbnZJAIA/gUCCSik+Pl79+vVTSEiIUlJStGzZMqWkpCgkJET9+vUjlABlHF8oAEDFQSBBpWO32zV69Gj17t1bK1asUGhoqDw8PBQaGqoVK1aod+/eGjNmDN+2AmUUXygAQMVCIEGlk5KSovT0dE2YMEEuLs6HgIuLi8aPH6+0tDSlpKSYVCGA38MXCgBQ8RBIUOkcOXJEktS8efPLri9qL+oHoOzgCwUAqHgIJKh06tSpI0navXv3ZdcXtRf1A1B28IUCAFQ8BBJUOuHh4WrQoIGmTJmiwsJCp3WFhYWaOnWqgoKCFB4eblKFAH4PXygAQMVDIEGlY7VaNXPmTCUkJCgmJkbbtm1Tbm6utm3bppiYGCUkJGjGjBncIBEog/hCAQAqHu7UjkopNjZWcXFxGj16tCIiIhztQUFBiouLU2xsrInVAfg9RV8o9OvXTzExMRo7dqzjC4Xp06crISFBcXFxfKEAAOUIgQSVVmxsrPr06aONGzdqzZo16tGjhzp16sQHGaCM4wsFAKhYCCSo1KxWqyIjI5WTk6PIyEjCCFBO8IUCAFQczCEBAAAAYBoCCQCg3ImPj1dwcLC6deumWbNmqVu3bgoODuYu7QBQDhFIAADlSnx8vPr166eQkBClpKRo2bJlSklJUUhIiPr160coAYByhkACACg37Ha7Ro8erd69e2vFihUKDQ2Vh4eHQkNDtWLFCvXu3VtjxoyR3W43u1QAQAkRSFCp2e12JScna9OmTUpOTuZDDFDGpaSkKD09XRMmTJCLi/OvMBcXF40fP15paWlKSUkxqUIAQGkRSFBpMQYdKH+OHDkiSWrevPll1xe1F/UDAJR9BBJUSoxBB8qnOnXqSJJ279592fVF7UX9AABlH4EElQ5j0IHyKzw8XA0aNNCUKVNUWFjotK6wsFBTp05VUFCQwsPDTaoQAFBapgaS+fPnq0WLFvL29pa3t7fCwsK0Zs0ax/rz589r2LBhqlWrlqpWraq+ffsqMzPTaR+HDx9Wr1695OnpKV9fX40dO1YFBQVOfZKSktS6dWvZbDYFBwdr0aJF1+PpoYxiDDpQflmtVs2cOVMJCQmKiYnRtm3blJubq23btikmJkYJCQmaMWMGN0gEgHLE1EBSt25dvfTSS9qxY4e++uorde7cWX369NGePXskSSNHjtQnn3yi5cuXKzk5Wb/++qtiY2Md29vtdvXq1UsXLlzQli1b9M4772jRokV69tlnHX3S0tLUq1cvderUSTt37tSTTz6pRx99VGvXrr3uzxdlA2PQgfItNjZWcXFxSk1NVUREhO677z5FRERo9+7diouLc/o9AQAoB4wypkaNGsZbb71lnDp1ynBzczOWL1/uWPf9998bkoytW7cahmEYq1evNlxcXIyMjAxHn/nz5xve3t5GXl6eYRiGMW7cOKNZs2ZOj/H3v//diI6OLnFNp0+fNiQZp0+f/itPDWXExo0bnf4dXbhwwVixYoVx4cIFwzAMY8uWLYYkY+PGjSZWCeCPFBQUGImJicaoUaOMxMREo6CgwOySAJTCb3//omIpzednV1PT0CXsdruWL1+unJwchYWFaceOHcrPz1fXrl0dfRo3bqz69etr69atateunbZu3aqQkBD5+fk5+kRHR2vo0KHas2ePWrVqpa1btzrto6jPk08++bu15OXlKS8vz7GcnZ0tScrPz1d+fv5VesYwS7t27dSgQQO9+OKL+vDDDx1zRfLz81VYWKh///vfCgoKUrt27Xi/gTKuffv2ysnJUfv27VVYWFhsXgmAsqvodyy/ayum0ryvpgeS1NRUhYWF6fz586patao++ugjNW3aVDt37pS7u7uqV6/u1N/Pz08ZGRmSpIyMDKcwUrS+aN2V+mRnZys3N1ceHh7Fapo6daomT55crH3dunXy9PT8088VZcff//53TZs2TR07dlSrVq1ks9m0atUqffPNN9qxY4fGjRvHsD6gHElMTDS7BAB/EsdvxXTu3LkS9zU9kDRq1Eg7d+7U6dOnFRcXp4EDByo5OdnUmsaPH69Ro0Y5lrOzs1WvXj11795d3t7eJlaGq6Vnz57Kz8/XK6+8oq+++srR7urqqpEjR+qFF14wsToAJZWfn6/ExER169ZNbm5uZpcDoBQ4fiu2ohFGJWF6IHF3d1dwcLAkqU2bNvryyy81d+5c/f3vf9eFCxd06tQpp7MkmZmZ8vf3lyT5+/vriy++cNpf0VW4Lu3z2ytzZWZmytvb+7JnRyTJZrPJZrMVa3dzc+OAqSDi4+M1e/Zs9erVS927d9f+/ft1yy23aN26dZo9e7Y6dOjAxFigHOH/Z6D84vitmErznpa5+5AUFhYqLy9Pbdq0kZubmz777DPHun379unw4cMKCwuTJIWFhSk1NVVZWVmOPomJifL29lbTpk0dfS7dR1Gfon2g8rn0PiQrV67UkCFD1LVrVw0ZMkQrV67kPiQAAADXkalnSMaPH68ePXqofv36OnPmjN577z0lJSVp7dq18vHx0SOPPKJRo0apZs2a8vb21ogRIxQWFqZ27dpJkrp3766mTZtqwIABmjZtmjIyMjRx4kQNGzbMcYZjyJAheu211zRu3Dg9/PDD2rBhgz744AOtWrXKzKcOExXdh2TZsmVycXFxCh5F9yFp3769UlJSFBUVZV6hAAAAlYCpgSQrK0sPPvigjhw5Ih8fH7Vo0UJr165Vt27dJEmzZ8+Wi4uL+vbtq7y8PEVHR+v11193bG+1WpWQkKChQ4cqLCxMXl5eGjhwoJ5//nlHn6CgIK1atUojR47U3LlzVbduXb311luKjo6+7s8XZQP3IQEAACg7TA0k//3vf6+4vkqVKpo3b57mzZv3u30CAwO1evXqK+4nKipK33zzzZ+qERVPnTp1JEm7d+92nG271O7du536AQAA4Nopc3NIgGstPDxcDRo00JQpU4rds6CwsFBTp05VUFCQwsPDTaoQAACg8iCQoNKxWq2aOXOmEhISFBMTo23btik3N1fbtm1TTEyMEhISNGPGDFmtVrNLBQAAqPBMv+wvYIbY2FjFxcVp9OjRioiIcLQHBQUpLi6OS/4CAABcJwQSVFqxsbHq06ePNm7cqDVr1qhHjx7q1KkTZ0YAAACuIwIJKjWr1arIyEjl5OQoMjKSMAIAAHCdMYcEAAAAgGkIJKjU7Ha7kpOTtWnTJiUnJ3N3dgAAgOuMQIJKKz4+XsHBwerWrZtmzZqlbt26KTg4WPHx8WaXBgAAUGkQSFApxcfHq1+/fsrMzHRqz8zMVL9+/QglAAAA1wmT2lHp2O12DR06VIZhqHPnzoqOjtb+/ft1yy23aO3atVq1apWGDh2qPn36MMkdAADgGiOQoNJJSkpSVlaWGjdurD179mjVqlWOdQ0aNFDjxo21d+9eJSUlqUuXLiZWCgAAUPExZAuVTlJSkiRp3759CgkJUUpKipYtW6aUlBSFhIRo3759Tv0AAABw7RBIUOkUFhZKktq1a6cPP/xQ58+f15dffqnz58/rww8/VGhoqFM/AAAAXDsM2UKlU7NmTUnSr7/+qptvvlk//vijJGnWrFkKDAws1g8AAADXDoEElY6/v78kOYLIpS5tK+oHAACAa4chW6h0Sho0CCQAAADXHoEElU5BQYEkyWq1ql69ek7r6tev77jUb1E/AAAAXDsM2UKls3TpUkkX70dy6623asyYMTpw4IBuvvlmJSYm6vDhw45+0dHRZpYKAABQ4RFIUOmcOXNGkjR+/HgtW7ZMCQkJjnVBQUF6+umn9dJLLzn6AQAA4NphyBYqnfDwcEnS6tWrtX//fiUmJmrUqFFKTEzUvn37tHr1aqd+AAAAuHYIJKh0hg8fLhcXF+3atUuxsbGy2Wy67bbbZLPZFBsbq2+//VYuLi4aPny42aUCAABUeAzZQqXj7u6u0aNHa/r06Vq9erXTkK2iCe2jR4+Wu7u7WSUCAABUGgQSVErTpk2TdPFmiL81duxYx3oAAABcWwzZQqU1bdo0nTlzRkOGDFHLli01ZMgQnTlzhjACAABwHRFIUGnFx8eradOmWrBggXbu3KkFCxaoadOmio+PN7s0AACASoNAgkopPj5e/fr1U2ZmplN7Zmam+vXrRygBAAC4TggkqHTsdruGDh0qwzDUpUsXpaSkaNmyZUpJSVGXLl1kGIaGDh0qu91udqkAAAAVHoEElU5SUpKysrLUsWNHrVy5UqGhofLw8FBoaKhWrlypDh06KCsrS0lJSWaXCgAAUOERSFDpFAWNyZMny8XF+RBwcXHRpEmTnPoBAADg2iGQAAAAADANgQSVTlRUlCTpueeeU35+vpKTk7Vp0yYlJycrPz9fkydPduoHAACAa4cbI6LSiYqKUu3atbV582b5+PgoNzdX0sWbJHp4eCg3N1e+vr4EEqCMs9vtji8UvLy81KlTJ1mtVrPLAgCUEmdIUOlYrVYNGjRIkpSXl+e0rmh54MCBfLAByrD4+HgFBwerW7dumjVrlrp166bg4GAu2Q0A5RCBBJWO3W7X8uXL1bBhw2LrLBaLGjZsqLi4OC77C5RRRfcRCgkJcbpsd0hICPcRAoByiCFbqHRSUlKUnp4uSerVq5duuukm7du3T40aNdIPP/ygVatWOfoxbAsoW+x2u0aPHq3evXtrxYoVstvtOn78uEJDQ7VixQrFxMRozJgx6tOnD2c5AaCcIJCg0vnll18kSa1atdLu3bsdAWTdunUKDAxUq1at9M033zj6ASg7ir5QWLZsmQzDKDaHZPz48Wrfvj1fKABAOcKQLVQ6R48elSR98803atGihdOQjxYtWuibb75x6geg7Dhy5Igk6dChQ5edQ/LDDz849QMAlH0EElQ6tWrVkiT5+voqPj7e6U7t8fHx8vX1deoHoOyoU6eOJOmBBx647BySBx54wKkfAKDsY8gWKp3jx49LungG5K677lK3bt104MAB/fjjj0pMTHScGSnqB6DsaN++vVxdXVWrVi3Fx8fLMAzHHJL4+HjVrVtXx48fV/v27c0uFQBQQgQSVDq1a9eWJDVo0ECffvqpEhISHOtcXV3VoEEDpaWlOfoBKDu2bNmigoICZWVlKTY2VmPHjlVubq62bdum6dOnKysrS4ZhaMuWLcwhAYBygkCCSufGG2+UJKWlpcnX11cRERE6ceKEatasqU2bNiktLc2pH4Cyo2huyOLFizVx4kRFREQ41gUFBWnx4sV64IEHmEMCAOUIgQSVTtGQD3d3dx07dkxxcXGOdVarVZ6enrpw4QJDPoAyqGhuSMOGDXXw4EFt3LhRa9asUY8ePdSpUyd98cUXTv0AAGUfk9pR6RQN+Th37lyxdYZh6Ny5cyooKNCWLVtMqA7AlYSHh6tBgwaaMmWKLBaLIiMjFRERocjISFksFk2dOlVBQUEKDw83u1QAQAlxhgSVzqX3FyksLHRad+ky9yEByh6r1aqZM2eqX79+6tOnT7GLUqxatUpxcXHcFBEAyhECCSqdjIwMx98tFosMw7js8qX9AJQdsbGxGjNmjGbPnl3sohRjxoxRbGysidUBAEqLQIJK59IbHvbo0UPjx4/Xzz//rLp162rq1KlavXp1sX4Ayo74+HjNmDFDvXr1Uvfu3bV//37dcsstWrdunWbMmKF27doRSgCgHCGQoNLZsWOH4+8Wi0Vff/21Dhw4oJtvvlkWi+Wy/QCUDXa7XaNHj1bv3r21YsUK2e12rV69Wj179tSwYcMUExOjMWPGqE+fPgzbAoBygkCCSqdoMnutWrX06aefatWqVY51VqtVtWrV0vHjxy876R2AuVJSUpSenq5ly5bJxcVFdrvdsc7FxUXjx49X+/btlZKSwn1IAKCc4CpbqHQaNGgg6eKd2C83qb3oDu1F/QCUHUX3F2nevPll1xe1cx8SACg/TA0kU6dO1W233aZq1arJ19dXMTEx2rdvn1OfqKgoWSwWp58hQ4Y49Tl8+LB69eolT09P+fr6auzYsSooKHDqk5SUpNatW8tmsyk4OFiLFi261k8PZdQDDzzg+PulQ7R+u3xpPwBlQ9H9RXbv3i273a7k5GRt2rRJycnJstvt2r17t1M/AEDZZ+qQreTkZA0bNky33XabCgoKNGHCBHXv3l3fffedvLy8HP0GDx6s559/3rHs6enp+LvdblevXr3k7++vLVu26MiRI3rwwQfl5uamKVOmSLp4R+5evXppyJAhWrp0qT777DM9+uijqlOnjqKjo6/fE0aZcOm48itd9pfx50DZU3QfkhEjRujo0aP68ccfJUmzZs1SYGCgateuzX1IAKCcMTWQfPrpp07LixYtkq+vr3bs2KGIiAhHu6enp/z9/S+7j3Xr1um7777T+vXr5efnp5YtW+qFF17QU089pUmTJsnd3V0LFixQUFCQZs6cKUlq0qSJNm/erNmzZxNIKqGUlJQS9+vevfs1rgZAaVitVt19992aPn26/Pz8NH/+fNlsNuXl5WnSpEn66quvNHbsWL5QAIBypExNaj99+rQkqWbNmk7tS5cu1ZIlS+Tv76877rhD//rXvxxnSbZu3aqQkBD5+fk5+kdHR2vo0KHas2ePWrVqpa1bt6pr165O+4yOjtaTTz552Try8vKUl5fnWM7OzpYk5efnKz8//y8/T5ir6D285ZZblJubq59++smxrn79+rLZbDpw4ADvN1AG2e12LV++XK1bt9bx48c1dOhQx7oGDRqodevWiouL0/PPP08oAcq4ot+x/K6tmErzvpaZQFJYWKgnn3xSHTp0cJqs2L9/fwUGBiogIEDffvutnnrqKe3bt0/x8fGSLt687tIwIsmxXHRju9/rk52drdzcXHl4eDitmzp1qiZPnlysxnXr1jkNF0P5lJmZKUm6cOGCZs2apb179+rkyZOqUaOGGjdurDFjxjj6Fd2TBEDZkJqaqvT0dHXs2FFr1651WpeTk6OOHTtqyZIlmjFjhkJCQkyqEkBpJCYmml0CroHSXK20zASSYcOGaffu3dq8ebNT+2OPPeb4e0hIiOrUqaMuXbro0KFDatiw4TWpZfz48Ro1apRjOTs7W/Xq1VP37t3l7e19TR4T18+pU6e0aNEipaena+HChRozZowyMzPl5+enGTNmOMakR0VFqWfPniZXC+BSRWeslyxZol69emnMmDHKyMiQv7+/ZsyYoSVLlkiSAgMDOX6BMi4/P1+JiYnq1q2b3NzczC4HV1nR/9clUSYCyfDhw5WQkKBNmzapbt26V+wbGhoqSTp48KAaNmwof39/ffHFF059ir4BL5p34u/v72i7tI+3t3exsyOSZLPZZLPZirW7ublxwFQAgYGBki5eUWvjxo1OZ0E8PT1lsVhkGIYCAwN5v4EyJiAgQJLUsWNHffzxx44bI3bo0EERERGKiIjQ559/roCAAI5foJzg81XFVJr31NTL/hqGoeHDh+ujjz7Shg0bFBQU9Ifb7Ny5U9L/XdIxLCxMqampysrKcvRJTEyUt7e3mjZt6ujz2WefOe0nMTFRYWFhV+mZoDwpukpPmzZtLjuUr02bNlylByinfnspbwBA2WdqIBk2bJiWLFmi9957T9WqVVNGRoYyMjKUm5srSTp06JBeeOEF7dixQ+np6fr444/14IMPKiIiQi1atJAkde/eXU2bNtWAAQO0a9curV27VhMnTtSwYcMcZzmGDBmiH374QePGjdPevXv1+uuv64MPPtDIkSNNe+4wj9Vq1cyZM7Vjxw41b95cc+fO1fDhwzV37lw1a9ZMO3bs0IwZM5gQC5RBRV8+ff7554qJidG2bduUm5urbdu2KSYmRp9//rlTPwBA2WcxDMMw7cF/55ushQsXatCgQfrpp5/0wAMPaPfu3crJyVG9evV01113aeLEiU5zOX788UcNHTpUSUlJ8vLy0sCBA/XSSy/J1fX/RqQlJSVp5MiR+u6771S3bl3961//0qBBg0pUZ3Z2tnx8fHT69GnmkJQh586d0969e//09hs2bNDs2bP166+/OtpuvPFGPfnkk+rcufOf3m/jxo25+AFwjSQlJalTp06aOnWq3njjDaWnpzvWBQUFafDgwZowYYI2btyoqKgo0+oE8Mfy8/O1evVq9ezZkyFbFVBpPj+bGkjKCwJJ2fT111+rTZs2ZpdRzI4dO9S6dWuzywAqJLvdruDgYIWEhOjDDz9UcnKy1qxZox49eigyMlJ9+/bV7t27deDAAc5yAmUcgaRiK83n5zIxqR34Mxo3bqwdO3b85f3sO3JKo5anatbdIWpUp/pVqQvAtVE05LJfv37q27evxo4dq9tuu002m019+/ZVQkKC4uLiCCMAUI4QSFBueXp6XpUzES4/HpctJVdNmt+qloG1rkJlAK6l2NhYxcXFafTo0YqIiHC0BwUFKS4uTrGxsSZWBwAoLQIJAKDciY2NVZ8+fbRx40bHkK1OnTpxZgQAyiECCQCgXLJarYqMjFROTo4iIyMJIwBQTpl62V8AAAAAlRuBBAAAAIBpGLIFACiXLly4oFdffVUbNmzQwYMHNWLECLm7u5tdFgCglDhDAgAod8aNGycvLy+NGTNGq1ev1pgxY+Tl5aVx48aZXRoAoJQIJACAcmXcuHGaPn26CgsLndoLCws1ffp0QgkAlDMEEgBAuXHhwgXNnDlTktSjRw+lpKRo2bJlSklJUY8ePSRJM2fO1IULF8wsEwBQCgQSAEC58eqrr6qwsFAtWrTQxx9/rNDQUHl4eCg0NFQff/yxQkJCVFhYqFdffdXsUgEAJUQgAQCUG5s3b5YkTZkyRS4uzr/CXFxc9OKLLzr1AwCUfQQSAEC5UbVqVUlSWlqa7Ha7kpOTtWnTJiUnJ8tutys9Pd2pHwCg7OOyvwCAcmPAgAFasmSJxo8fr+nTp+vw4cOSpFmzZql+/fo6ceKEox8AoHwgkAAAyo0uXbrIw8NDZ8+e1YULFzR27Fg1aNBA6enpmjt3ri5cuCAPDw916dLF7FIBACVEIAEAlCtVq1ZVbm6u8vPzNX36dEe7xWKRJFWrVs2s0gAAfwJzSAAA5UZKSoqOHj2q+++/3xFAilgsFvXv319ZWVlKSUkxqUIAQGlxhgQAUG4cOXJEkrR06VL17t1b3bt31/79+3XLLbdo3bp1eu+995z6AQDKPgIJAKDc8PX1lSR17NhRK1eulN1u1+rVq9WzZ08NGzZMERER+vzzzx39AABlH0O2AADl0uUu+/vbYVwAgLKPMyQAgHIjKytL0sUbH/r4+Cg3N1fSxcv+enh4OJaL+gEAyj7OkAAAyo06depI0mXPhFgsFkd7UT8AQNlHIAEAlBvt27eXq6urfH19dfLkSSUmJmrUqFFKTEzUiRMn5OvrK1dXV7Vv397sUgEAJUQgAQCUG1u2bFFBQYEyMzN19913y2az6bbbbpPNZtPdd9+tzMxMFRQUaMuWLWaXCgAoIQIJAKDcKLqc75IlS/Ttt98qIiJC9913nyIiIpSamqolS5Y49QMAlH0EEgBAuVE0N+Snn3667DySw4cPO/UDAJR9BBIAQLkRHh4uX19fjR8/Xs2bN1dKSoqWLVumlJQUNW/eXBMmTJCvr6/Cw8PNLhUAUEIEEgBAuWIYRrG/X9oGAChfCCQAgHIjJSVFR48e1dSpU7V7926nOSR79uzRlClTlJWVpZSUFLNLBQCUEIEEAFBuFE1WHz58uA4ePOh02d8DBw5o+PDhTv0AAGUfgQQAUG4UTVbfvXu3rFarIiMjFRERocjISFmtVu3evdupHwCg7COQAADKjfDwcDVo0EBTpkxRYWGh07rCwkJNnTpVQUFBTGoHgHLE1ewCAAAoKavVqpkzZ6pfv37q06ePunXrpgMHDujHH39UYmKiVq1apbi4OFmtVrNLBQCUEIEEAFCuxMbGasyYMZo9e7YSEhIc7a6urhozZoxiY2NNrA4AUFoEEgBAuRIfH68ZM2aoV69ejjMkN998sxITEzVjxgy1a9eOUAIA5QiBBABQbtjtdo0ePVq9e/fWihUrZLfbtXr1avXs2VPDhw9XTEyMxowZoz59+jBsCwDKCSa1AwDKjZSUFKWnp2vChAlycXH+Febi4qLx48crLS2N+5AAQDlCIAEAlBtF9xdp3rz5ZdcXtXMfEgAoPwgkAIBy49L7kFwO9yEBgPKHQAIAKDe4DwkAVDwEEgBAuVF0H5KEhATFxMRo27Ztys3N1bZt2xQTE6OEhATNmDGDCe0AUI5wlS0AQLkSGxuruLg4jR49WhEREY72oKAgxcXFcclfAChnCCQAgHInNjZWffr00caNG7VmzRr16NFDnTp14swIAJRDBBIAQLlktVoVGRmpnJwcRUZGEkYAoJxiDgkAAAAA0xBIAAAAAJiGQAIAAADANAQSAAAAAKYpdSD5+uuvlZqa6lheuXKlYmJiNGHCBF24cOGqFgcAAACgYit1IPnHP/6h/fv3S5J++OEH3XvvvfL09NTy5cs1bty4Uu1r6tSpuu2221StWjX5+voqJiZG+/btc+pz/vx5DRs2TLVq1VLVqlXVt29fZWZmOvU5fPiwevXqJU9PT/n6+mrs2LEqKChw6pOUlKTWrVvLZrMpODhYixYtKu1TBwAAAHCVlTqQ7N+/Xy1btpQkLV++XBEREXrvvfe0aNEiffjhh6XaV3JysoYNG6Zt27YpMTFR+fn56t69u3Jychx9Ro4cqU8++UTLly9XcnKyfv31V6ebXtntdvXq1UsXLlzQli1b9M4772jRokV69tlnHX3S0tLUq1cvderUSTt37tSTTz6pRx99VGvXri3t0wcAAABwFZX6PiSGYaiwsFCStH79evXu3VuSVK9ePR07dqxU+/r000+dlhctWiRfX1/t2LFDEREROn36tP773//qvffeU+fOnSVJCxcuVJMmTbRt2za1a9dO69at03fffaf169fLz89PLVu21AsvvKCnnnpKkyZNkru7uxYsWKCgoCDNnDlTktSkSRNt3rxZs2fPVnR0dGlfAgAAAABXSakDSdu2bfXiiy+qa9euSk5O1vz58yVdPAvh5+f3l4o5ffq0JKlmzZqSpB07dig/P19du3Z19GncuLHq16+vrVu3ql27dtq6datCQkKcHjs6OlpDhw7Vnj171KpVK23dutVpH0V9nnzyycvWkZeXp7y8PMdydna2JCk/P1/5+fl/6Tmi7Cka3ldQUMD7C5QzRccsxy5Q/nD8VmyleV9LHUjmzJmj+++/XytWrNAzzzyj4OBgSVJcXJzat29f2t05FBYW6sknn1SHDh3UvHlzSVJGRobc3d1VvXp1p75+fn7KyMhw9PltECpa/qM+2dnZys3NlYeHh9O6qVOnavLkycVqXLdunTw9Pf/0c0TZ9NNZSXLVtm3b9Mtus6sB8GckJiaaXQKAP4njt2I6d+5cifuWOpC0aNHC6SpbRaZPny6r1Vra3TkMGzZMu3fv1ubNm//0Pq6W8ePHa9SoUY7l7Oxs1atXT927d5e3t7eJleFa2HX4hJT6ldq1a6db69c0uxwApZCfn6/ExER169ZNbm5uZpcDoBQ4fiu2ohFGJVHqQPJ7qlSp8qe3HT58uBISErRp0ybVrVvX0e7v768LFy7o1KlTTmdJMjMz5e/v7+jzxRdfOO2v6Cpcl/b57ZW5MjMz5e3tXezsiCTZbDbZbLZi7W5ubhwwFZCrq6vjT95foHzi/2eg/OL4rZhK856W6CpbNWrUUM2aNUv0UxqGYWj48OH66KOPtGHDBgUFBTmtb9Omjdzc3PTZZ5852vbt26fDhw8rLCxMkhQWFqbU1FRlZWU5+iQmJsrb21tNmzZ19Ll0H0V9ivYBAAAAwBwlOkMyZ86ca/Lgw4YN03vvvaeVK1eqWrVqjjkfPj4+8vDwkI+Pjx555BGNGjVKNWvWlLe3t0aMGKGwsDC1a9dOktS9e3c1bdpUAwYM0LRp05SRkaGJEydq2LBhjrMcQ4YM0WuvvaZx48bp4Ycf1oYNG/TBBx9o1apV1+R5AQAAACiZEgWSgQMHXpMHL7pCV1RUlFP7woULNWjQIEnS7Nmz5eLior59+yovL0/R0dF6/fXXHX2tVqsSEhI0dOhQhYWFycvLSwMHDtTzzz/v6BMUFKRVq1Zp5MiRmjt3rurWrau33nqLS/4CAAAAJvtLc0jOnz+vCxcuOLWVZtK3YRh/2KdKlSqaN2+e5s2b97t9AgMDtXr16ivuJyoqSt98802JawMAAABw7ZX6Tu05OTkaPny4fH195eXlpRo1ajj9AAAAAEBJlTqQjBs3Ths2bND8+fNls9n01ltvafLkyQoICNC77757LWoEAAAAUEGVesjWJ598onfffVdRUVF66KGHFB4eruDgYAUGBmrp0qW6//77r0WdAAAAACqgUp8hOXHihG666SZJF+eLnDhxQpLUsWNHbdq06epWBwAAAKBCK3Uguemmm5SWliZJaty4sT744ANJF8+cXHrzQgAAAAD4I6UOJA899JB27dolSXr66ac1b948ValSRSNHjtTYsWOveoEAAAAAKq5SzyEZOXKk4+9du3bV3r17tWPHDgUHB6tFixZXtTgAAAAAFVupz5C8++67ysvLcywHBgYqNjZWjRs35ipbAAAAAErlTw3ZOn36dLH2M2fO6KGHHroqRQEAAACoHEodSAzDkMViKdb+888/y8fH56oUBQAAAKByKPEcklatWslischisahLly5ydf2/Te12u9LS0nT77bdfkyIBAAAAVEwlDiQxMTGSpJ07dyo6OlpVq1Z1rHN3d1eDBg3Ut2/fq14gAAAAgIqrxIHkueeekyQ1aNBAf//731WlSpVrVhQAAACAyqHUl/0dOHCgJOnChQvKyspSYWGh0/r69etfncoAABXWuXPntHfv3r+8n7O5edqSekg1bvhKVT1sf3l/jRs3lqen51/eDwCg5EodSA4cOKCHH35YW7ZscWovmuxut9uvWnEAgIpp7969atOmzVXb37SrtJ8dO3aodevWV2lvAICSKHUgGTRokFxdXZWQkKA6depc9opbAABcSePGjbVjx46/vJ99R05p1PJUzbo7RI3qVL8qdQEArq9SB5KdO3dqx44d/KcNAPjTPD09r8qZCJcfj8uWkqsmzW9Vy8BaV6EyAMD1Vur7kDRt2lTHjh27FrUAAAAAqGRKHUhefvlljRs3TklJSTp+/Liys7OdfgAAAACgpEo9ZKtr166SpC5duji1M6kdAAAAQGmVOpBs3LjxWtQBAAAAoBIqdSCJjIy8FnUAAAAAqIRKPYdEklJSUvTAAw+offv2+uWXXyRJixcv1ubNm69qcQAAAAAqtlIHkg8//FDR0dHy8PDQ119/rby8PEnS6dOnNWXKlKteIAAAAICKq9SB5MUXX9SCBQv05ptvys3NzdHeoUMHff3111e1OAAAAAAVW6kDyb59+xQREVGs3cfHR6dOnboaNQEAAACoJEodSPz9/XXw4MFi7Zs3b9ZNN910VYoCAAAAUDmUOpAMHjxY//znP7V9+3ZZLBb9+uuvWrp0qcaMGaOhQ4deixoBAAAAVFClvuzv008/rcLCQnXp0kXnzp1TRESEbDabxowZoxEjRlyLGgEAAABUUKUOJBaLRc8884zGjh2rgwcP6uzZs2ratKmqVq2q3NxceXh4XIs6AQAAAFRAf+o+JJLk7u6upk2b6m9/+5vc3Nw0a9YsBQUFXc3aAAAAAFRwJQ4keXl5Gj9+vNq2bav27dtrxYoVkqSFCxcqKChIs2fP1siRI69VnQAAAAAqoBIP2Xr22Wf1xhtvqGvXrtqyZYvuvvtuPfTQQ9q2bZtmzZqlu+++W1ar9VrWCgAAAKCCKXEgWb58ud59913deeed2r17t1q0aKGCggLt2rVLFovlWtYIAAAAoIIq8ZCtn3/+WW3atJEkNW/eXDabTSNHjiSMAAAAAPjTShxI7Ha73N3dHcuurq6qWrXqNSkKAAAAQOVQ4iFbhmFo0KBBstlskqTz589ryJAh8vLycuoXHx9/dSsEAAAAUGGVOJAMHDjQafmBBx646sUAAAAAqFxKHEgWLlx4LesAAAAAUAn96RsjAgAAAMBfRSABAAAAYBoCCQAAAADTEEgAAAAAmIZAAgAAAMA0fyqQLF68WB06dFBAQIB+/PFHSdKcOXO0cuXKq1ocAAAAgIqt1IFk/vz5GjVqlHr27KlTp07JbrdLkqpXr645c+Zc7foAAAAAVGClDiSvvvqq3nzzTT3zzDOyWq2O9rZt2yo1NfWqFgcAAACgYit1IElLS1OrVq2KtdtsNuXk5FyVogAAAABUDqUOJEFBQdq5c2ex9k8//VRNmjS5GjUBAAAAqCRKHUhGjRqlYcOG6f3335dhGPriiy/073//W+PHj9e4ceNKta9NmzbpjjvuUEBAgCwWi1asWOG0ftCgQbJYLE4/t99+u1OfEydO6P7775e3t7eqV6+uRx55RGfPnnXq8+233yo8PFxVqlRRvXr1NG3atNI+bQAAAADXgGtpN3j00Ufl4eGhiRMn6ty5c+rfv78CAgI0d+5c3XvvvaXaV05Ojm699VY9/PDDio2NvWyf22+/XQsXLnQs22w2p/X333+/jhw5osTEROXn5+uhhx7SY489pvfee0+SlJ2dre7du6tr165asGCBUlNT9fDDD6t69ep67LHHSvnsAQAAAFxNpQ4k2dnZuv/++3X//ffr3LlzOnv2rHx9fSVJBw8eVHBwcIn31aNHD/Xo0eOKfWw2m/z9/S+77vvvv9enn36qL7/8Um3btpV0cdJ9z549NWPGDAUEBGjp0qW6cOGC3n77bbm7u6tZs2bauXOnZs2aRSABAAAATFbqQNKrVy+tX79eNptNnp6e8vT0lCTt27dPXbp00c8//3xVC0xKSpKvr69q1Kihzp0768UXX1StWrUkSVu3blX16tUdYUSSunbtKhcXF23fvl133XWXtm7dqoiICLm7uzv6REdH6+WXX9bJkydVo0aNYo+Zl5envLw8x3J2drYkKT8/X/n5+Vf1+cF8BQUFjj95f4HyheMXKL+KjlmO3YqpNO9rqQNJ1apVddddd+njjz+Wq+vFzb///nt17txZ99xzT2l3d0W33367YmNjFRQUpEOHDmnChAnq0aOHtm7dKqvVqoyMDMfZmSKurq6qWbOmMjIyJEkZGRkKCgpy6uPn5+dYd7lAMnXqVE2ePLlY+7p16xwBDBXHT2clyVXbtm3TL7vNrgZAaXD8AuVfYmKi2SXgGjh37lyJ+5Y6kMTHx6tr1666//779b///U979uxRly5ddP/992vWrFml3d0VXTonJSQkRC1atFDDhg2VlJSkLl26XNXHutT48eM1atQox3J2drbq1aun7t27y9vb+5o9Lsyx6/AJKfUrtWvXTrfWr2l2OQBKgeMXKL/y8/OVmJiobt26yc3NzexycJUVjTAqiVIHEg8PD61atUpRUVG65557tGnTJj344IOaPn16aXdVajfddJNuuOEGHTx4UF26dJG/v7+ysrKc+hQUFOjEiROOeSf+/v7KzMx06lO0/HtzU2w2W7HJ85Lk5ubGAVMBFZ3pc3V15f0FyhmOX6D84/NVxVSa97REl/3Nzs52+nFxcdH777+v7du3q2/fvvrXv/7lWHct/fzzzzp+/Ljq1KkjSQoLC9OpU6e0Y8cOR58NGzaosLBQoaGhjj6bNm1yGseWmJioRo0aXXa4FgAAAIDrp0SBpHr16qpRo4bTT9OmTfXzzz9rwYIFqlGjhqNPaZw9e1Y7d+503GgxLS1NO3fu1OHDh3X27FmNHTtW27ZtU3p6uj777DP16dNHwcHBio6OliQ1adJEt99+uwYPHqwvvvhCn3/+uYYPH657771XAQEBkqT+/fvL3d1djzzyiPbs2aP3339fc+fOdRqSBQAAAMAcJRqytXHjxmvy4F999ZU6derkWC4KCQMHDtT8+fP17bff6p133tGpU6cUEBCg7t2764UXXnAaTrV06VINHz5cXbp0kYuLi/r27atXXnnFsd7Hx0fr1q3TsGHD1KZNG91www169tlnueQvAAAAUAaUKJBERkZekwePioqSYRi/u37t2rV/uI+aNWs6boL4e1q0aKGUlJRS1wcAAADg2ipRIPn222/VvHlzubi46Ntvv71i3xYtWlyVwgAAAABUfCUKJC1btnTc86Nly5ayWCyXPbNhsVhkt9uvepEAAAAAKqYSBZK0tDTVrl3b8XcAAAAAuBpKFEgCAwMv+3cAAAAA+CtKfWPE48ePq1atWpKkn376SW+++aZyc3N15513Kjw8/KoXCAAAAKDiKtF9SCQpNTVVDRo0kK+vrxo3bqydO3fqtttu0+zZs/Wf//xHnTp10ooVK65hqQAAAAAqmhIHknHjxikkJESbNm1SVFSUevfurV69eun06dM6efKk/vGPf+ill166lrUCAAAAqGBKPGTryy+/1IYNG9SiRQvdeuut+s9//qPHH39cLi4XM82IESPUrl27a1YoAAAAgIqnxGdITpw4IX9/f0lS1apV5eXlpRo1ajjW16hRQ2fOnLn6FQIAAACosEocSKSL9xm50jIAAAAAlEaprrI1aNAg2Ww2SdL58+c1ZMgQeXl5SZLy8vKufnUAAAAAKrQSB5KBAwc6LT/wwAPF+jz44IN/vSIAAAAAlUaJA8nChQuvZR0AAAAAKqFSzSEBAAAAgKuJQAIAAADANAQSAAAAAKYhkAAAAAAwDYEEAAAA15XdbldycrI2bdqk5ORk2e12s0uCiQgkAAAAuG7i4+MVHBysbt26adasWerWrZuCg4MVHx9vdmkwCYEEAAAA10V8fLz69eunkJAQpaSkaNmyZUpJSVFISIj69etHKKmkCCQAAAC45ux2u0aPHq3evXtrxYoVCg0NlYeHh0JDQ7VixQr17t1bY8aMYfhWJUQgAQAAwDWXkpKi9PR0TZgwQS4uzh9BXVxcNH78eKWlpSklJcWkCmEWAgkAAACuuSNHjkiSmjdvftn1Re1F/VB5uJpdACqntGM5yskrMLsMSdKhozmOP11dy8Yh4WVzVdANXmaXAQDAVVOnTh1J0u7du9WuXbti63fv3u3UD5VH2fj0hUol7ViOOs1IMruMYkbHpZpdgpONY6IIJQCACiM8PFwNGjTQlClTtGLFCqd1hYWFmjp1qoKCghQeHm5OgTANgQTXXdGZkTl/b6lg36omVyPl5OYpIWmrekeFycvDZnY5Oph1Vk++v7PMnEECAOBqsFqtmjlzpvr166eYmBiNHTtWubm52rZtm6ZPn66EhATFxcXJarWaXSquMwIJTBPsW1XNb/Qxuwzl5+cro7bUOrCG3NzczC4HAIAKKzY2VnFxcRo9erQiIiIc7UFBQYqLi1NsbKyJ1cEsBBIAAABcN7GxserTp482btyoNWvWqEePHurUqRNnRioxAgkAAACuK6vVqsjISOXk5CgyMpIwUslx2V8AAAAApiGQAAAAADANgQQAAACAaQgkAAAAAExDIAEAAABgGgIJAAAAANMQSAAAAACYhkACAAAAwDQEEgAAAACmIZAAAAAAMA2BBAAAAIBpCCQAAAAATEMgAQAAAGAaAgkAAAAA0xBIAAAAAJiGQAIAAADANAQSAAAAAKYhkAAAAAAwDYEEAAAAgGkIJAAAAABMY2og2bRpk+644w4FBATIYrFoxYoVTusNw9Czzz6rOnXqyMPDQ127dtWBAwec+pw4cUL333+/vL29Vb16dT3yyCM6e/asU59vv/1W4eHhqlKliurVq6dp06Zd66cGAAAAoARMDSQ5OTm69dZbNW/evMuunzZtml555RUtWLBA27dvl5eXl6Kjo3X+/HlHn/vvv1979uxRYmKiEhIStGnTJj322GOO9dnZ2erevbsCAwO1Y8cOTZ8+XZMmTdJ//vOfa/78AAAAAFyZq5kP3qNHD/Xo0eOy6wzD0Jw5czRx4kT16dNHkvTuu+/Kz89PK1as0L333qvvv/9en376qb788ku1bdtWkvTqq6+qZ8+emjFjhgICArR06VJduHBBb7/9ttzd3dWsWTPt3LlTs2bNcgouAAAAAK4/UwPJlaSlpSkjI0Ndu3Z1tPn4+Cg0NFRbt27Vvffeq61bt6p69eqOMCJJXbt2lYuLi7Zv36677rpLW7duVUREhNzd3R19oqOj9fLLL+vkyZOqUaNGscfOy8tTXl6eYzk7O1uSlJ+fr/z8/GvxdCuVgoICx59l4fUsqqEs1CKVvdcHKMs4XoDyq6z9/sXVVZr3tcwGkoyMDEmSn5+fU7ufn59jXUZGhnx9fZ3Wu7q6qmbNmk59goKCiu2jaN3lAsnUqVM1efLkYu3r1q2Tp6fnn3xGKPLTWUly1ebNm/VjVbOr+T+JiYlmlyCp7L4+QFlUdLxs27ZNv+w2uxoAf0ZZ+f2Lq+vcuXMl7ltmA4mZxo8fr1GjRjmWs7OzVa9ePXXv3l3e3t4mVlYx7Pk1WzNSt6ljx45qFmD+65mfn6/ExER169ZNbm5uZpdT5l4foCzbdfiElPqV2rVrp1vr1zS7HAClUNZ+/+LqKhphVBJlNpD4+/tLkjIzM1WnTh1He2Zmplq2bOnok5WV5bRdQUGBTpw44dje399fmZmZTn2Klov6/JbNZpPNZivW7ubmxgFzFbi6ujr+LEuvZ1l5f8vq6wOURRwvQPlXVn7/4uoqzXtaZu9DEhQUJH9/f3322WeOtuzsbG3fvl1hYWGSpLCwMJ06dUo7duxw9NmwYYMKCwsVGhrq6LNp0yancWyJiYlq1KjRZYdrAQAAALh+TA0kZ8+e1c6dO7Vz505JFyey79y5U4cPH5bFYtGTTz6pF198UR9//LFSU1P14IMPKiAgQDExMZKkJk2a6Pbbb9fgwYP1xRdf6PPPP9fw4cN17733KiAgQJLUv39/ubu765FHHtGePXv0/vvva+7cuU5DsgAAAACYw9QhW1999ZU6derkWC4KCQMHDtSiRYs0btw45eTk6LHHHtOpU6fUsWNHffrpp6pSpYpjm6VLl2r48OHq0qWLXFxc1LdvX73yyiuO9T4+Plq3bp2GDRumNm3a6IYbbtCzzz7LJX8BAACAMsDUQBIVFSXDMH53vcVi0fPPP6/nn3/+d/vUrFlT77333hUfp0WLFkpJSfnTdQIAAAC4NsrsHBIAAAAAFR+BBAAAAIBpCCQAAAAATEMgAQAAAGAaAgkAAAAA05TZO7UDAMqmtGM5yskrMLsMSdKhozmOP4vu2m42L5urgm7wMrsMACg3ysb/3gCAciHtWI46zUgyu4xiRselml2Ck41jogglAFBCBBIAQIkVnRmZ8/eWCvatanI1Uk5unhKStqp3VJi8PGxml6ODWWf15Ps7y8wZJAAoDwgkAIBSC/atquY3+phdhvLz85VRW2odWENubm5mlwMA+BOY1A4AAADANAQSAAAAAKYhkAAAAAAwDYEEAAAAgGmY1A5TWFyzlZa9Ty5VzL9KT0FBgX4t+FXfn/i+TNzHIC37rCyu2WaXAQAAcF2Y/+kLlZJb9e2a8MUUs8tw8vqnr5tdgoNb9S6SeppdBgAAwDVHIIEp8k+Famav/mpYBu5jUFBQoM83f64OHTuUiTMkh7LO6omlh8wuAwAA4Low/9MXKiWjwFtB3o3UtFbZuI9BmmuamtRsUibuY1B4/rSMgqNmlwEAAHBdMKkdAAAAgGkIJAAAAABMQyABAAAAYBoCCQAAAADTEEgAAAAAmIZAAgAAAMA0BBIAAAAApiGQAAAAADANgQQAAACAaQgkAAAAAExDIAEAAABgGgIJAAAAANMQSAAAAACYhkACAAAAwDQEEgAAAACmIZAAAAAAMA2BBAAAAIBpCCQAAAAATEMgAQAAAGAaAgkAAAAA0xBIAAAAAJiGQAIAAADANAQSAAAAAKYhkAAAAAAwDYEEAAAAgGkIJAAAAABMQyABAAAAYBoCCQAAAADTEEgAAAAAmIZAAgAAAMA0BBIAAAAApnE1uwAAQPlicc1WWvY+uVSpanYpKigo0K8Fv+r7E9/L1dX8X2lp2Wdlcc02uwwAKFfM/9/7CiZNmqTJkyc7tTVq1Eh79+6VJJ0/f16jR4/W//73P+Xl5Sk6Olqvv/66/Pz8HP0PHz6soUOHauPGjapataoGDhyoqVOnlolfXABQHrlV364JX0wxuwwnr3/6utklOLhV7yKpp9llAEC5UeY/lTdr1kzr1693LF8aJEaOHKlVq1Zp+fLl8vHx0fDhwxUbG6vPP/9ckmS329WrVy/5+/try5YtOnLkiB588EG5ublpypSy9csUAMqL/FOhmtmrvxr6lo0zJJ9v/lwdOnYoE180Hco6qyeWHjK7DAAoV8z/3/sPuLq6yt/fv1j76dOn9d///lfvvfeeOnfuLElauHChmjRpom3btqldu3Zat26dvvvuO61fv15+fn5q2bKlXnjhBT311FOaNGmS3N3dr/fTAYByzyjwVpB3IzWt5WN2KcrPz1eaa5qa1GwiNzc3s8tR4fnTMgqOml0GAJQrZT6QHDhwQAEBAapSpYrCwsI0depU1a9fXzt27FB+fr66du3q6Nu4cWPVr19fW7duVbt27bR161aFhIQ4DeGKjo7W0KFDtWfPHrVq1eqyj5mXl6e8vDzHcnb2xfHA+fn5ys/Pv0bPtPIoKChw/FkWXs+iGspCLVLZe32AS5W1f58cv0D5VdaOX1xdpXlfy3QgCQ0N1aJFi9SoUSMdOXJEkydPVnh4uHbv3q2MjAy5u7urevXqTtv4+fkpIyNDkpSRkeEURorWF637PVOnTi02d0WS1q1bJ09Pz7/4rPDTWUly1ebNm/Wj+SM+HBITE80uQVLZfX0Aqez+++T4BcqvsnL84uo6d+5cifuW6UDSo0cPx99btGih0NBQBQYG6oMPPpCHh8c1e9zx48dr1KhRjuXs7GzVq1dP3bt3l7e39zV73Mpiz6/ZmpG6TR07dlSzAPNfz/z8fCUmJqpbt25lYshHWXt9gEuVtX+fHL9A+VXWjl9cXUUjjEqiTAeS36pevbpuueUWHTx4UN26ddOFCxd06tQpp7MkmZmZjjkn/v7++uKLL5z2kZmZ6Vj3e2w2m2w2W7F2Nzc3DpiroGjiqaura5l6PcvK+1tWXx9AKrv/Pjl+gfKrrBy/uLpK856Wqxsjnj17VocOHVKdOnXUpk0bubm56bPPPnOs37dvnw4fPqywsDBJUlhYmFJTU5WVleXok5iYKG9vbzVt2vS61w8AAADAWZk+QzJmzBjdcccdCgwM1K+//qrnnntOVqtV9913n3x8fPTII49o1KhRqlmzpry9vTVixAiFhYWpXbt2kqTu3buradOmGjBggKZNm6aMjAxNnDhRw4YNu+wZEAAAAADXV5kOJD///LPuu+8+HT9+XLVr11bHjh21bds21a5dW5I0e/Zsubi4qG/fvk43RixitVqVkJCgoUOHKiwsTF5eXho4cKCef/55s54SAAAAgEuU6UDyv//974rrq1Sponnz5mnevHm/2ycwMFCrV6++2qUBAAAAuArKdCBBxZSbb5ck7f7ltMmVXJSTm6evjkr+P56Ul4f5Q/kOZp01uwQAAIDrhkCC6+7Q///A/XR8qsmVXMpViw9+aXYRTrxsHJ4AAKDi4xMPrrvuzS5ecrmhb1V5uFlNrkbad+S0Rselama/EDWq42N2OZIuhpGgG7zMLgMAAOCaI5Dguqvp5a57/1bf7DIcCgoKJEkNa3up+Y1lI5AAAABUFuXqPiQAAAAAKhYCCQAAAADTEEgAAAAAmIZAAgAAAMA0BBIAAAAApiGQAAAAADANgQQAAACAaQgkAAAAAExDIAEAAABgGgIJAAAAANMQSAAAAACYxtXsAgAAAFB+nDt3Tnv37v3L+zmbm6ctqYdU44avVNXD9pf317hxY3l6ev7l/eD6I5AAAACgxPbu3as2bdpctf1Nu0r72bFjh1q3bn2V9obriUACAACAEmvcuLF27Njxl/ez78gpjVqeqll3h6hRnepXpS6UTwQSAAAAlJinp+dVORPh8uNx2VJy1aT5rWoZWOsqVIbyikntAAAAAExDIAEAAABgGgIJAAAAANMQSAAAAACYhkACAAAAwDQEEgAAAACm4bK/AIASy823S5J2/3La5EouysnN01dHJf8fT8rrKtzp+a86mHXW7BIAoNwhkAAASuzQ///A/XR8qsmVXMpViw9+aXYRTrxs/HoFgJLif0wAQIl1b+YvSWroW1UeblaTq5H2HTmt0XGpmtkvRI3q+JhdjqSLYSToBi+zywCAcoNAAgAosZpe7rr3b/XNLsOhoKBAktSwtpea31g2AglQlqUdy1FOXoHZZUiSDh3Ncfzp6lo2PpLyhYI5ysa7DwAAgGsq7ViOOs1IMruMYkbHlaUhoNLGMVGEkuuMQAIAAFAJFJ0ZmfP3lgr2rWpyNRcvSpGQtFW9o8LKzEUpnnx/Z5k5g1SZEEgAAAAqkWDfqmViiGN+fr4yakutA2vIzc3N7HJgIu5DAgAAAMA0BBIAAAAApiGQAAAAADANgQQAAACAaQgkAAAAAEzDVbYAAAAqCYtrttKy98mlivmX/S0oKNCvBb/q+xPfl4kbI6Zln5XFNdvsMiol8999AAAAXBdu1bdrwhdTzC7Dyeufvm52CQ5u1btI6ml2GZUOgQQAAKCSyD8Vqpm9+qthGbgxYkFBgT7f/Lk6dOxQJs6QHMo6qyeWHjK7jErJ/HcfAAAA14VR4K0g70ZqWqts3BgxzTVNTWo2KRM3Riw8f1pGwVGzy6iUmNQOAAAAwDQEEgAAAACmIZAAAAAAMA2BBAAAAIBpCCQAAAAATMNVtgAAACqB3Hy7JGn3L6dNruSinNw8fXVU8v/xpLw8bGaXo4NZZ80uodIikAAAAFQCh/7/B+6n41NNruRSrlp88Euzi3DiZePj8fXGKw4AAFAJdG/mL0lq6FtVHm5Wk6uR9h05rdFxqZrZL0SN6ph/XxTpYhgJusHL7DIqnUoVSObNm6fp06crIyNDt956q1599VX97W9/M7ssAACAa66ml7vu/Vt9s8twKCgokCQ1rO2l5jeWjUACc1SaSe3vv/++Ro0apeeee05ff/21br31VkVHRysrK8vs0gAAAIBKq9KcIZk1a5YGDx6shx56SJK0YMECrVq1Sm+//baefvppk6vDn3Hu3Dnt3bv3L+9n35FTyss4qO93e6jwePW/vL/GjRvL09PzL+8HqMg4fgEARSpFILlw4YJ27Nih8ePHO9pcXFzUtWtXbd261cTK8Ffs3btXbdq0uWr76//O1dnPjh071Lp166uzM6CC4vgFyi++UMDVVikCybFjx2S32+Xn5+fU7ufnd9kDKi8vT3l5eY7l7OxsSVJ+fr7y8/OvbbEosYYNG2r79u1/eT9nc/O0NuVLRYffpqpX4bKDDRs25N8J8Ac4foHya/fu3QoNDb1q+7taXyhs375drVq1ujo7w19Wmv9LK0UgKa2pU6dq8uTJxdrXrVtH8q6g2oc01JlTJ3Tm1F/f15EjR/76TgCUGMcvcH3l5eVp5syZf3k/+YXSifNSzSqS21WY1Zyens4xXIacO3euxH0rRSC54YYbZLValZmZ6dSemZkpf3//Yv3Hjx+vUaNGOZazs7NVr149de/eXd7e3te8Xlxf+fn5SkxMVLdu3eTm5mZ2OQBKgeMXKL84fiu2ohFGJVEpAom7u7vatGmjzz77TDExMZKkwsJCffbZZxo+fHix/jabTTZb8VP/bm5uHDAVGO8vUH5x/ALlF8dvxVSa97RSBBJJGjVqlAYOHKi2bdvqb3/7m+bMmaOcnBzHVbcAAAAAXH+VJpD8/e9/19GjR/Xss88qIyNDLVu21KefflpsojsAAACA66fSBBJJGj58+GWHaAEAAAAwR6W5UzsAAACAsodAAgAAAMA0BBIAAAAApiGQAAAAADANgQQAAACAaQgkAAAAAExDIAEAAABgGgIJAAAAANMQSAAAAACYhkACAAAAwDQEEgAAAACmIZAAAAAAMA2BBAAAAIBpXM0uoDwwDEOSlJ2dbXIluBby8/N17tw5ZWdny83NzexyAJQCxy9QfnH8VmxFn5uLPkdfCYGkBM6cOSNJqlevnsmVAAAAAOXHmTNn5OPjc8U+FqMksaWSKyws1K+//qpq1arJYrGYXQ6usuzsbNWrV08//fSTvL29zS4HQClw/ALlF8dvxWYYhs6cOaOAgAC5uFx5lghnSErAxcVFdevWNbsMXGPe3t78hwiUUxy/QPnF8Vtx/dGZkSJMagcAAABgGgIJAAAAANMQSFDp2Ww2Pffcc7LZbGaXAqCUOH6B8ovjF0WY1A4AAADANJwhAQAAAGAaAgkAAAAA0xBIAAAAAJiGQAIAAADANAQSVGqbNm3SHXfcoYCAAFksFq1YscLskgCUwNSpU3XbbbepWrVq8vX1VUxMjPbt22d2WQBKYP78+WrRooXjhohhYWFas2aN2WXBRAQSVGo5OTm69dZbNW/ePLNLAVAKycnJGjZsmLZt26bExETl5+ere/fuysnJMbs0AH+gbt26eumll7Rjxw599dVX6ty5s/r06aM9e/aYXRpMwmV/gf/PYrHoo48+UkxMjNmlACilo0ePytfXV8nJyYqIiDC7HAClVLNmTU2fPl2PPPKI2aXABK5mFwAAwF91+vRpSRc/1AAoP+x2u5YvX66cnByFhYWZXQ5MQiABAJRrhYWFevLJJ9WhQwc1b97c7HIAlEBqaqrCwsJ0/vx5Va1aVR999JGaNm1qdlkwCYEEAFCuDRs2TLt379bmzZvNLgVACTVq1Eg7d+7U6dOnFRcXp4EDByo5OZlQUkkRSAAA5dbw4cOVkJCgTZs2qW7dumaXA6CE3N3dFRwcLElq06aNvvzyS82dO1dvvPGGyZXBDAQSAEC5YxiGRowYoY8++khJSUkKCgoyuyQAf0FhYaHy8vLMLgMmIZCgUjt79qwOHjzoWE5LS9POnTtVs2ZN1a9f38TKAFzJsGHD9N5772nlypWqVq2aMjIyJEk+Pj7y8PAwuToAVzJ+/Hj16NFD9evX15kzZ/Tee+8pKSlJa9euNbs0mITL/qJSS0pKUqdOnYq1Dxw4UIsWLbr+BQEoEYvFctn2hQsXatCgQde3GACl8sgjj+izzz7TkSNH5OPjoxYtWuipp55St27dzC4NJiGQAAAAADANd2oHAAAAYBoCCQAAAADTEEgAAAAAmIZAAgAAAMA0BBIAAAAApiGQAAAAADANgQQAAACAaQgkAIByKSoqSk8++eR1f9xBgwYpJibmuj8uAFRUBBIAQJmWlJQki8WiU6dOmV2KJGnu3LlatGiRY9msYAQAFYWr2QUAAFBWXLhwQe7u7lfs4+Pjc52qAYDKgTMkAIBSSUhIUPXq1WW32yVJO3fulMVi0dNPP+3o8+ijj+qBBx6QJG3evFnh4eHy8PBQvXr19MQTTygnJ8fRd/HixWrbtq2qVasmf39/9e/fX1lZWZKk9PR0derUSZJUo0YNWSwWDRo0yLFtYWGhxo0bp5o1a8rf31+TJk1yqvXUqVN69NFHVbt2bXl7e6tz587atWuXY/2kSZPUsmVLvfXWWwoKClKVKlUkSXFxcQoJCZGHh4dq1aqlrl27Omq+dMjWoEGDlJycrLlz58pischisSg9Pf2vv8gAUIkQSAAApRIeHq4zZ87om2++kSQlJyfrhhtuUFJSkqNPcnKyoqKidOjQId1+++3q27evvv32W73//vvavHmzhg8f7uibn5+vF154Qbt27dKKFSuUnp7uCB316tXThx9+KEnat2+fjhw5orlz5zq2feedd+Tl5aXt27dr2rRpev7555WYmOhYf/fddysrK0tr1qzRjh071Lp1a3Xp0kUnTpxw9Dl48KA+/PBDxcfHa+fOnTpy5Ijuu+8+Pfzww/r++++VlJSk2NhYGYZR7LWYO3euwsLCNHjwYB05ckRHjhxRvXr1rsrrDACVhcW43P+wAABcQZs2bXTfffdpzJgxuuuuu3Tbbbdp8uTJOn78uE6fPq26detq//79evnll2W1WvXGG284tt28ebMiIyOVk5PjOCNxqa+++kq33Xabzpw5o6pVqyopKUmdOnXSyZMnVb16dUe/qKgo2e12paSkONr+9re/qXPnznrppZe0efNm9erVS1lZWbLZbI4+wcHBGjdunB577DFNmjRJU6ZM0S+//KLatWtLkr7++mu1adNG6enpCgwMLFbfoEGDdOrUKa1YscJRR8uWLTVnzpy/+KoCQOXEGRIAQKlFRkYqKSlJhmEoJSVFsbGxatKkiTZv3qzk5GQFBATo5ptv1q5du7Ro0SJVrVrV8RMdHa3CwkKlpaVJknbs2KE77rhD9evXV7Vq1RQZGSlJOnz48B/W0aJFC6flOnXqOIZ77dq1S2fPnlWtWrWcHj8tLU2HDh1ybBMYGOgII5J06623qkuXLgoJCdHdd9+tN998UydPnvzLrxkA4PKY1A4AKLWoqCi9/fbb2rVrl9zc3NS4cWNFRUUpKSlJJ0+edISKs2fP6h//+IeeeOKJYvuoX7++cnJyFB0drejoaC1dulS1a9fW4cOHFR0drQsXLvxhHW5ubk7LFotFhYWFjseuU6eO01CyIpeeafHy8nJaZ7ValZiYqC1btmjdunV69dVX9cwzz2j79u0KCgr6w5oAAKVDIAEAlFrRPJLZs2c7wkdUVJReeuklnTx5UqNHj5YktW7dWt99952Cg4Mvu5/U1FQdP35cL730kmPuxVdffeXUp+iqV0WT6EuqdevWysjIkKurqxo0aFCqbS0Wizp06KAOHTro2WefVWBgoD766CONGjWqWF93d/dS1wYA+D8M2QIAlFqNGjXUokULLV26VFFRUZKkiIgIff3119q/f78jpDz11FPasmWLhg8frp07d+rAgQNauXKlY1J7/fr15e7urldffVU//PCDPv74Y73wwgtOjxUYGCiLxaKEhAQdPXpUZ8+eLVGNXbt2VVhYmGJiYrRu3Tqlp6dry5YteuaZZ4qFnktt375dU6ZM0VdffaXDhw8rPj5eR48eVZMmTS7bv0GDBtq+fbvS09N17NgxxxkaAEDJEEgAAH9KZGSk7Ha7I5DUrFlTTZs2lb+/vxo1aiTp4hyP5ORk7d+/X+Hh4WrVqpWeffZZBQQESJJq166tRYsWafny5WratKleeuklzZgxw+lxbrzxRk2ePFlPP/20/Pz8nK7QdSUWi0WrV69WRESEHnroId1yyy2699579eOPP8rPz+93t/P29tamTZvUs2dP3XLLLZo4caJmzpypHj16XLb/mDFjZLVa1bRpU8eQMwBAyXGVLQAAAACm4QwJAAAAANMQSAAAAACYhkACAAAAwDQEEgAAAACmIZAAAAAAMA2BBAAAAIBpCCQAAAAATEMgAQAAAGAaAgkAAAAA0xBIAAAAAJiGQAIAAADANAQSAAAAAKb5f/1U00my4KH8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a boxplot for the label by each categorical feature\n",
    "for col in categorical_features:\n",
    "    fig = plt.figure(figsize=(9, 6))\n",
    "    ax = fig.gca()\n",
    "    bike_data.boxplot(column = 'rentals', by = col, ax = ax)\n",
    "    ax.set_title('Label by ' + col)\n",
    "    ax.set_ylabel(\"Bike Rentals\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features:\n",
      "[[1.        1.        0.        6.        0.        2.        0.344167\n",
      "  0.363625  0.805833  0.160446 ]\n",
      " [1.        1.        0.        0.        0.        2.        0.363478\n",
      "  0.353739  0.696087  0.248539 ]\n",
      " [1.        1.        0.        1.        1.        1.        0.196364\n",
      "  0.189405  0.437273  0.248309 ]\n",
      " [1.        1.        0.        2.        1.        1.        0.2\n",
      "  0.212122  0.590435  0.160296 ]\n",
      " [1.        1.        0.        3.        1.        1.        0.226957\n",
      "  0.22927   0.436957  0.1869   ]\n",
      " [1.        1.        0.        4.        1.        1.        0.204348\n",
      "  0.233209  0.518261  0.0895652]\n",
      " [1.        1.        0.        5.        1.        2.        0.196522\n",
      "  0.208839  0.498696  0.168726 ]\n",
      " [1.        1.        0.        6.        0.        2.        0.165\n",
      "  0.162254  0.535833  0.266804 ]\n",
      " [1.        1.        0.        0.        0.        1.        0.138333\n",
      "  0.116175  0.434167  0.36195  ]\n",
      " [1.        1.        0.        1.        1.        1.        0.150833\n",
      "  0.150888  0.482917  0.223267 ]]\n",
      "\n",
      "Labels:\n",
      "[331 131 120 108  82  88 148  68  54  41]\n"
     ]
    }
   ],
   "source": [
    "# Separate features and labels\n",
    "X, y = bike_data[['season','mnth', 'holiday','weekday','workingday','weathersit','temp', 'atemp', 'hum', 'windspeed']].values, bike_data['rentals'].values\n",
    "print('Features:',X[:10], '\\nLabels:', y[:10], sep='\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Set: 511 rows\n",
      "Test Set: 220 rows\n"
     ]
    }
   ],
   "source": [
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Split data 70%-30% into training set and test set\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=0)\n",
    "\n",
    "print ('Training Set: %d rows\\nTest Set: %d rows' % (X_train.shape[0], X_test.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LinearRegression()\n"
     ]
    }
   ],
   "source": [
    "# Train the model\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# Fit a linear regression model on the training set\n",
    "model = LinearRegression().fit(X_train, y_train)\n",
    "print (model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted labels:  [1896. 1184. 1007.  -28.  314.  385.  475.  590. 1476.  -22.]\n",
      "Actual labels   :  [2418  754  222   47  244  145  240  555 3252   38]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "predictions = model.predict(X_test)\n",
    "np.set_printoptions(suppress=True)\n",
    "print('Predicted labels: ', np.round(predictions)[:10])\n",
    "print('Actual labels   : ' ,y_test[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "plt.scatter(y_test, predictions)\n",
    "plt.xlabel('Actual Labels')\n",
    "plt.ylabel('Predicted Labels')\n",
    "plt.title('Daily Bike Share Predictions')\n",
    "# overlay the regression line\n",
    "z = np.polyfit(y_test, predictions, 1)\n",
    "p = np.poly1d(z)\n",
    "plt.plot(y_test,p(y_test), color='magenta')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 201972.55947035615\n",
      "RMSE: 449.4135728595167\n",
      "R2: 0.6040454736919185\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "\n",
    "mse = mean_squared_error(y_test, predictions)\n",
    "print(\"MSE:\", mse)\n",
    "\n",
    "rmse = np.sqrt(mse)\n",
    "print(\"RMSE:\", rmse)\n",
    "\n",
    "r2 = r2_score(y_test, predictions)\n",
    "print(\"R2:\", r2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}