Plots_cheat_sheet.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Untitled7.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyN6OFtIzNvOq11xvysO0N1V"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":2,"metadata":{"id":"1MwnxgGbBRgS","executionInfo":{"status":"ok","timestamp":1658888427548,"user_tz":300,"elapsed":751,"user":{"displayName":"azizmch","userId":"17215799231939470175"}}},"outputs":[],"source":["import seaborn as sns\n","import numpy as np\n","import pandas as pd\n"]},{"cell_type":"code","source":["iris_data=sns.load_dataset(\"iris\")"],"metadata":{"id":"gWuZVG9UBcd0","executionInfo":{"status":"ok","timestamp":1658888429824,"user_tz":300,"elapsed":668,"user":{"displayName":"azizmch","userId":"17215799231939470175"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["iris_data"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"M3_6aQCUBoCj","executionInfo":{"status":"ok","timestamp":1658888432396,"user_tz":300,"elapsed":110,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"3aabe396-dca1-46cc-b661-fbaff712d961"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["     sepal_length  sepal_width  petal_length  petal_width    species\n","0             5.1          3.5           1.4          0.2     setosa\n","1             4.9          3.0           1.4          0.2     setosa\n","2             4.7          3.2           1.3          0.2     setosa\n","3             4.6          3.1           1.5          0.2     setosa\n","4             5.0          3.6           1.4          0.2     setosa\n","..            ...          ...           ...          ...        ...\n","145           6.7          3.0           5.2          2.3  virginica\n","146           6.3          2.5           5.0          1.9  virginica\n","147           6.5          3.0           5.2          2.0  virginica\n","148           6.2          3.4           5.4          2.3  virginica\n","149           5.9          3.0           5.1          1.8  virginica\n","\n","[150 rows x 5 columns]"],"text/html":["\n","  <div id=\"df-c3022a53-2401-4b20-bbcd-ea88a6e6362d\">\n","    <div class=\"colab-df-container\">\n","      <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","        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<td>setosa</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5.0</td>\n","      <td>3.6</td>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","      <td>setosa</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>145</th>\n","      <td>6.7</td>\n","      <td>3.0</td>\n","      <td>5.2</td>\n","      <td>2.3</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>146</th>\n","      <td>6.3</td>\n","      <td>2.5</td>\n","      <td>5.0</td>\n","      <td>1.9</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>147</th>\n","      <td>6.5</td>\n","      <td>3.0</td>\n","      <td>5.2</td>\n","      <td>2.0</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>148</th>\n","      <td>6.2</td>\n","      <td>3.4</td>\n","      <td>5.4</td>\n","      <td>2.3</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>149</th>\n","      <td>5.9</td>\n","      <td>3.0</td>\n","      <td>5.1</td>\n","      <td>1.8</td>\n","      <td>virginica</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>150 rows × 5 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c3022a53-2401-4b20-bbcd-ea88a6e6362d')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 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"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["len(iris_data)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XCQzcnuCBprd","executionInfo":{"status":"ok","timestamp":1658888436329,"user_tz":300,"elapsed":123,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"722014b2-caba-400f-e6f8-645aab4c884a"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["150"]},"metadata":{},"execution_count":5}]},{"cell_type":"code","source":["from seaborn.utils import get_dataset_names\n","get_dataset_names"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"d8ihPjdjBwzn","executionInfo":{"status":"ok","timestamp":1658888461600,"user_tz":300,"elapsed":102,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"c9252323-e1d6-4681-fd07-6dfd7a64f991"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<function 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2.4  virginica\n","141           6.9          3.1           5.1          2.3  virginica\n","142           5.8          2.7           5.1          1.9  virginica\n","143           6.8          3.2           5.9          2.3  virginica\n","144           6.7          3.3           5.7          2.5  virginica"],"text/html":["\n","  <div id=\"df-46355996-6407-4466-a593-1a322bd1c185\">\n","    <div class=\"colab-df-container\">\n","      <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>sepal_length</th>\n","      <th>sepal_width</th>\n","      <th>petal_length</th>\n","      <th>petal_width</th>\n","      <th>species</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>135</th>\n","      <td>7.7</td>\n","      <td>3.0</td>\n","      <td>6.1</td>\n","      <td>2.3</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>136</th>\n","      <td>6.3</td>\n","      <td>3.4</td>\n","      <td>5.6</td>\n","      <td>2.4</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>137</th>\n","      <td>6.4</td>\n","      <td>3.1</td>\n","      <td>5.5</td>\n","      <td>1.8</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>138</th>\n","      <td>6.0</td>\n","      <td>3.0</td>\n","      <td>4.8</td>\n","      <td>1.8</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>139</th>\n","      <td>6.9</td>\n","      <td>3.1</td>\n","      <td>5.4</td>\n","      <td>2.1</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>140</th>\n","      <td>6.7</td>\n","      <td>3.1</td>\n","      <td>5.6</td>\n","      <td>2.4</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>141</th>\n","      <td>6.9</td>\n","      <td>3.1</td>\n","      <td>5.1</td>\n","      <td>2.3</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>142</th>\n","      <td>5.8</td>\n","      <td>2.7</td>\n","      <td>5.1</td>\n","      <td>1.9</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>143</th>\n","      <td>6.8</td>\n","      <td>3.2</td>\n","      <td>5.9</td>\n","      <td>2.3</td>\n","      <td>virginica</td>\n","    </tr>\n","    <tr>\n","      <th>144</th>\n","      <td>6.7</td>\n","      <td>3.3</td>\n","      <td>5.7</td>\n","      <td>2.5</td>\n","      <td>virginica</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-46355996-6407-4466-a593-1a322bd1c185')\"\n","              title=\"Convert this dataframe to an 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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":10}]},{"cell_type":"markdown","source":["**Scatter Plot**"],"metadata":{"id":"FsGugW2tdgHY"}},{"cell_type":"code","source":["sns.scatterplot(x = \"sepal_length\", y = \"sepal_width\", data = iris_data, hue = \"species\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"swx03UG3C06p","executionInfo":{"status":"ok","timestamp":1658888515590,"user_tz":300,"elapsed":264,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"d745dc1d-8bc1-4b40-91b0-3576311ca762"},"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f09500c9c50>"]},"metadata":{},"execution_count":11},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Histogram Plot**"],"metadata":{"id":"vpe9NRfcdsLN"}},{"cell_type":"code","source":["sns.histplot(x = \"species\", y = \"sepal_width\", data = iris_data)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"qOnSROr7EpoY","executionInfo":{"status":"ok","timestamp":1658888566630,"user_tz":300,"elapsed":369,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"36abc373-f145-4204-8861-41bdf01a1b45"},"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f094ffee890>"]},"metadata":{},"execution_count":12},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Box Plot**"],"metadata":{"id":"ZGs7w_Fvd2ZW"}},{"cell_type":"code","source":["sns.boxplot(x = \"species\", y = \"sepal_width\", data = iris_data)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"id":"EWzI9aptEzDQ","executionInfo":{"status":"ok","timestamp":1658888606506,"user_tz":300,"elapsed":814,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"0bbcacce-5511-46cb-f8f8-bb6dc8ad1f80"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f094ff8a950>"]},"metadata":{},"execution_count":13},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Bar Plot**"],"metadata":{"id":"TBhycKE0d8eC"}},{"cell_type":"code","source":["sns.barplot(x = \"species\", y = \"sepal_width\", data = iris_data)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":296},"id":"iuocG4ckd08j","executionInfo":{"status":"ok","timestamp":1658888632476,"user_tz":300,"elapsed":367,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"6686ab98-d4f2-48ed-efed-9a2485ecdd3d"},"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f094fa4ee10>"]},"metadata":{},"execution_count":14},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Distribution Plot - Distplot**"],"metadata":{"id":"pgvqh4-4eLT-"}},{"cell_type":"code","source":["from warnings import filterwarnings\n","filterwarnings(\"ignore\")\n","sns.FacetGrid(iris_data, hue=\"species\", height = 5).map(sns.distplot, \"petal_width\").add_legend()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":386},"id":"hfmJ-6rjd7Yx","executionInfo":{"status":"ok","timestamp":1658888693678,"user_tz":300,"elapsed":939,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"0c1a38c0-f6a3-475a-8c2c-45505949df7d"},"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 0x7f094f9a26d0>"]},"metadata":{},"execution_count":15},{"output_type":"display_data","data":{"text/plain":["<Figure size 444.75x360 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAbAAAAFgCAYAAADacCwFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd3hd1Znv8e+rLkuWbBX3blzBYGxjm5pCCZc6GcjQAoEUJiSZlJkkN5NJJmQmc5NMD0kIIQmYEgKhhl4MoYTiAgZ3G/duy5Js2ZLV3/vH3jJCVjmydcqWfp/n0aOjffbZ+z0Ho5/W2muvZe6OiIhI1KQluwAREZGjoQATEZFIUoCJiEgkKcBERCSSFGAiIhJJGckuIBbnn3++P/vss8kuQ0QkFpbsAvqKSLTA9u7dm+wSREQkxcQtwMzsDjPbY2bLW237DzNbbWZLzexRMxsQr/OLiEjvFs8W2Dzg/DbbXgBOcPcTgbXAP8bx/CIi0ovFLcDc/VWgos225929MfzxLWBEvM4vIiK9WzKvgX0WeKajJ83sRjNbbGaLy8rKEliWiIhEQVICzMz+CWgEft/RPu5+u7vPcvdZpaWliStOREQiIeHD6M3seuAi4GzXTMIiInKUEhpgZnY+8G3gI+5ek8hzi4hI7xLPYfR/AN4EJpnZNjP7HPALoD/wgpm9a2a3xev8IiLSu8WtBebuV7Wz+XfxOp+IiPQtkZiJQ0REpC0FmIiIRJICTEREIkkBJiIikRSJ5VRSzX0Lthyx7eo5o5JQiYhI36UWmIiIRJICTEREIkkBJiIikaQAExGRSFKAiYhIJCnAREQkkhRgIiISSQowERGJJAWYiIhEkgJMREQiSQEmIiKRpAATEZFIUoCJiEgkKcBERCSSFGAiIhJJCjAREYkkBZiIiESSAkxERCJJASYiIpGkABMRkUhSgImISCQpwEREJJIUYCIiEkkKMBERiSQFmIiIRJICTEREIkkBJiIikaQAExGRSFKAiYhIJCnAREQkkhRgIiISSQowERGJJAWYiIhEkgJMREQiSQEmIiKRpAATEZFIiluAmdkdZrbHzJa32lZkZi+Y2fvh94HxOr+IiPRu8WyBzQPOb7PtO8CL7j4BeDH8WUREpNviFmDu/ipQ0WbzpcBd4eO7gL+K1/lFRKR3S/Q1sMHuvjN8vAsY3NGOZnajmS02s8VlZWWJqU5ERCIjaYM43N0B7+T52919lrvPKi0tTWBlIiISBYkOsN1mNhQg/L4nwecXEZFeItEB9jjwmfDxZ4A/Jfj8IiLSS8RzGP0fgDeBSWa2zcw+B/wEONfM3gfOCX8WERHptox4Hdjdr+rgqbPjdU4REek7NBOHiIhEkgJMREQiSQEmIiKRpAATEZFIUoCJiEgkKcBERCSSFGAiIhJJCjAREYkkBZiIiESSAkxERCJJASYiIpGkABMRkUhSgImISCQpwEREJJIUYCIiEkkKMBERiSQFmIiIRJICTEREIkkBJiIikaQAExGRSFKAiYhIJCnAREQkkhRgIiISSQowERGJJAWYiIhEkgJMREQiSQEmIiKRpAATEZFIUoCJiEgkKcBERCSSFGAiIhJJCjAREYkkBZiIiESSAkxERCJJASYiIpGkABMRkUhSgImISCQpwEREJJIUYCIiEkkKMBERiSQFmIiIRFJSAszMvmFmK8xsuZn9wcxyklGHiIhEV8IDzMyGA18FZrn7CUA6cGWi6xARkWhLVhdiBpBrZhlAP2BHkuoQEZGISniAuft24D+BLcBOYL+7P5/oOkREJNqS0YU4ELgUGAsMA/LM7NPt7HejmS02s8VlZWWJLlNERFJcMroQzwE2unuZuzcAjwCntd3J3W9391nuPqu0tDThRYqISGpLRoBtAeaaWT8zM+BsYFUS6hARkQhLxjWwBcBDwDvAsrCG2xNdh4iIRFtGMk7q7j8AfpCMc4uISO+gmThERCSSFGAiIhJJCjAREYkkBZiIiESSAkxERCJJASYiIpGkABMRkUhSgImISCQpwEREJJIUYCIiEkkKMBERiSQFmIiIRJICTEREIkkBJiIikaQAExGRSFKAiYhIJCnAREQkkhRgIiISSQowERGJJAWYiIhEkgJMREQiSQEmIiKRpAATEZFIUoCJiEgkKcBERCSSFGAiIhJJCjAREYmkmALMzB4xswvNTIEnIiIpIdZAuhW4GnjfzH5iZpPiWJOIiEiXYgowd5/v7tcAM4BNwHwze8PMbjCzzHgWKCIi0p6YuwTNrBi4Hvg8sAT4GUGgvRCXykRERDqREctOZvYoMAm4B7jY3XeGTz1gZovjVZyIiEhHYgow4Dfu/nTrDWaW7e517j4rDnWJiEiSmNnTwNXuvi/ZtXQm1i7EH7Wz7c2eLERERFKDu1+Q6uEFXQSYmQ0xs5lArpmdbGYzwq+PAv0SUqGIiBzBzPLM7Ckze8/MlpvZFWa2ycz+3cyWmdlCMzsu3LfUzB42s0Xh1+nh9nwzuzPcf6mZXRZu32RmJeHjT4fHetfMfm1m6eHXvPC8y8zsG8n4DLrqQvwEwcCNEcB/t9p+APhunGoSEZGunQ/scPcLAcysEPgpsN/dp5nZdcD/AhcRDLr7H3f/i5mNAp4DpgDfb9k/PMbA1icwsynAFcDp7t5gZrcC1wArgOHufkK434D4v90jdRpg7n4XcJeZXebuDyeoJhER6doy4L/M7KfAk+7+mpkB/CF8/g/A/4SPzwGmhs8DFJhZfrj9ypaN7l7Z5hxnAzOBReFrc4E9wBPAODP7OfAU8HzPvrXYdBpgZvZpd78XGGNmf9/2eXf/73ZeJiIicebua81sBnAB8CMze7Hlqda7hd/TgLnuXtv6GK0CrSMG3OXu/3jEE2YnEfTSfRH4G+Cz3X4Tx6irQRx54fd8oH87XyIikgRmNgyoCRsZ/0FwXy4EXX4t31sG2z0P/F2r104PH74AfLnV9g91IQIvApeb2aDw+SIzGx1eH0sLe+a+1+rcCdVVF+Kvw+8/TEw5IiISo2nAf5hZM9AA3AQ8BAw0s6VAHXBVuO9XgV+G2zOAVwlaTj8Kty8HmoAfAo+0nMDdV5rZ94Dnw7lwGwgC7xBwZ6v5cY9ooSWCuXvXO5n9O8EbPQQ8C5wIfCNM/ribNWuWL16cOvdL37dgyxHbrp4zKgmViEgK6rJfLm4nNtsEzHL3vcmqIZFivQ/sPHevIhjNsgk4DvhWvIoSERHpSqwB1tLVeCHwoLvvP5aTmtkAM3vIzFab2SozO/VYjiciIuDuY/pK6wtin0rqSTNbTdCFeJOZlQK1XbymMz8DnnX3y80sC90ULSIi3RTrcirfAU4j6FttAKqBS4/mhOHNdmcBvwuPXR+FKUtERCS1xNoCA5hMcD9Y69fcfRTnHAuUEYxgOQl4G/iau1e33snMbgRuBBg1SgMkRETkw2JqgZnZPcB/AmcAp4RfRzsLfQbBPQO/cveTCVpz32m7k7vf7u6z3H1WaWnpUZ5KRER6q1hbYLOAqR7LmPuubQO2ufuC8OeHaCfARER6kzHfeerGnjzepp9ceHtPHs/Mrgeed/cdPXnceIp1FOJyYEhPnNDddwFbzWxSuOlsYGVPHFtERI7a9cCwZBfRHbG2wEqAlWa2kODubgDc/ZKjPO/fAb8PRyBuAG44yuOIiEgHzCwP+CPBiiLpwL8C6whWF8kH9hIE1+kEPW2/N7NDwKkEA/f+kyAnFgE3uXudmf0EuARoJGixfdPMLiaYUioLKAeucffd8X5/sQbYzT15Und/l6O/hiYiIrFpb8mVZ4BL3b3MzK4A/s3dP2tmXwG+6e6LzSwHmAecHU4afDfBLVT3AJ8EJru7t1pG5S8EkwW7mX0e+DbwD/F+czEFmLu/YmajgQnuPt/M+hGkuYiIpK4PLbkCVAInAC+EM9GnAzvbed0kYKO7rw1/votgDsRfENwD/DszezI8JgQtvAfMbChBK2xjfN7Oh8U6CvELBIMtfh1uGg48Fq+iRETk2IUBNIMgyH4EXAascPfp4dc0dz+vG8drBGYT5MFFBHPjAvwc+EW4MObfAjk9+DY6FOsgji8T9JFWAbj7+8CgeBUlIiLHrp0lV+YApS3T95lZppkdH+5+gA+WyVpDcN/vceHP1wKvhItgFrr708A3gJPC5wuB7eHjz8TzPbUW6zWwOnevb1n8LLyZuSeG1IuI9Ak9Pew9Ru0tudII3BJeD8sA/hdYQXDN67ZWgzhuAB4Mf98vAm4DioA/hdfIDGhZ6PjmcN9K4CWCCSviLtYAe8XMvgvkmtm5wJcIlpQWEZEU5e7PAc+189RZ7ez7MPBwq00vAie32W0nQRdi29f+CfjT0Vd6dGLtQvwOwfRPywj6N58mGDIpIiKSFLGOQmw2s8eAx9y9LM41iYiIdKnTFpgFbjazvQQX9daYWZmZ/XNiyhMREWlfV12I3yAYfXiKuxe5exHBKJbTzewbca9ORESkA10F2LXAVe5++KY0d98AfBq4Lp6FiYiIdKarAMtsb3nq8DpYZnxKEhER6VpXgzjqj/I5ERFp7ebCHl1OhZv3J/y+MjP7F+BVd5/fzdd9lGCexYt6sp6uAuwkM6tqrx4SNFWIiIgkjgUzVpi7N7d9zt0TMoDPzDLCaas61WkXorunu3tBO1/93V1diCIiKcrMfmJmX271881m9k0z+5aZLTKzpWb2w/C5MWa2Jpx1fjkw0szmmdlyM1vWMmgv3HZ5+PgUM3vDzN4zs4Vm1t/McszszvA1S8zsY+3UVWRmj4Xnf8vMTmxV3z1m9jpwTyzvMdYbmUVEJFoeAP6m1c9/QzAhxQSC2TSmAzPNrGVWjgnAre5+PMEakMPd/YRwgt47Wx84XMvxAeBr7n4ScA5wiGDeXA9fcxVwVzjtVGs/BJa4+4nAd4G7Wz03FTjH3a+K5Q3GOpWUiIhEiLsvMbNB4YS+pQRLqUwDzgOWhLvlEwTXFmCzu78Vbt8AjDOznwNPAc+3OfwkYKe7LwrPVQVgZmcQzEyPu682s83AxDavPYNgVnzc/SUzKzazgvC5x939UKzvUQEmItJ7PQhcDgwhaDGNBn7s7r9uvZOZjQGqW35290ozOwn4BPBFgtbbZxNQb3XXu3xAXYjdVNvQxIKN5Rys6/L6oohIsj0AXEkQYg8STOz72XBZFMxsuJkdsTSWmZUAaeEEv98jWFOstTXAUDM7Jdy/fzhr/WvANeG2icCocN/WWu/zUWBvSwuuu9QC66b/en4Nf3p3B2t2HeC6U8ckuxwRiYokDHt39xVm1h/Y7u47gZ1mNgV4M1we6yDBxBRNbV46HLjTzFoaOf/Y5rj1ZnYF8HMzyyW4/nUOcCvwKzNbRrBsy/XuXteyFFfoZuAOM1sK1HAM64eZe+ov6zVr1ixfvHhxssvA3Zn9/16k7EAdaQb/dMFUcrPSAbh6zqgkVyciKcK63kV6groQu2FLRQ1lB+qYNryQZoetlTXJLklEpM9SgHXDyh1BN+2ccUUAbN8X82AZERHpYQqwbthYHgyQGV6YS0FOBuUH65JckYhI36UA64ZNe6spyc8mOzOd4vxs9h7UdJAiIsmiAOuGTXtrGFvSD4DivCy1wEREkkgB1g2byqsZU5wHQEl+NtX1TdQ2tB19KiIiiaD7wGJU29DEngN1jCoKWmBFeVkAlFfXM3xAbjJLE5EImHbXtB5dTmXZZ5Z1+76ycFqpW9z98m6+7mnganff18k+R7XUyrFQgMVoT1XQXTikMIeGJmdAv2Ay/qpDDQowEYkEd99BMCvHh3S1fIm7XxDDsROy1Epr6kKM0e4DtQAMLggmVi7ICQJs/6GGpNUkItKRTpZTWR7+fL2ZPW5mLwEvmlk/M/ujma00s0fNbIGZzQr33WRmJeGyK6vM7DdmtsLMng9n4ohlqZUxZvaamb0Tfp12rO9RARaj3VUfDrD8nAzSDKpqFWAikpLaW05lQZt9ZgCXu/tHgC8Ble4+Ffg+MLOD404Afhkuu7KPcGb5Fp0stbIHONfdZwBXALccw3sD1IUYs91hF+LggmwA0szIz86g6pAm9RWR1NPBcipb2+z2grtXhI/PAH4WvnZ5OFdheza6+7vh47eBMW2e72iplTzgF2Y2nWDuxbbLrHSbAixGu6tqycpIozD3g4WoC3Iz1QITkVTWdjmVtrq1fEmo9f1DTUCsgwC+AewGTiLo/as9inN/iLoQY7S7qpbBBdm0nlW5ICeTKl0DE5HU1XY5lc68TtjlaGZTCRa/PBodLbVSSNAyawauBdKP8viHqQUWoz1VdQzq/+GVsQtyM9mw92CSKhKRKDmaYe/Hqu1yKuHClR25FbjLzFYCq4EVwP6jOGdnS608bGbXAc9ydK2/D1GAxai8uu7wTcwt8rMzqG1oprGpOUlViYh0zt2ntXq8CTghfDwPmNdq11rg0+5ea2bjgfnA5nDfMeE+e1teH27/z1aPr2/1eBEwt00p7wMntvr5/x7VG2pFARajiup6Zo4e+KFt+dnBx1ddr9k4RCTy+gF/NrNMgjXNvuTuKT3hqwIsBs3NTmVNw+HZN1rkZwdduNV1GokoItHm7geAWcmuozs0iCMG+w810NTsFOVlf2h7XtgCO6gAExFJOAVYDCpqglZ0cZsWWEuAqQUmIpJ4CrAYVFQHAXZkF6JaYCIiyaIAi0H5wfYDLDsjjfQ0UwtMRCQJkhZgZpZuZkvM7Mlk1RCrjlpgFk4nVV2nUYgiIomWzBbY14BVSTx/zCqqg5lT2gYYQF52uroQRUSSICkBZmYjgAuB3ybj/N1VXl1PXlY6OZlHznySl5VBdb0CTEQk0ZLVAvtf4NtAh1NYmNmNZrbYzBaXlZUlrrJ2VFbXU5R/ZOsLgoEcaoGJiCRewgPMzC4C9rj7253t5+63u/ssd59VWlqaoOraV15df8Q9YC3ysjM0iENEJAmS0QI7HbjEzDYB9wMfN7N7k1BHzCqq64+4B6xFfnYGDU1OjboRRUQSKuEB5u7/6O4jwskhrwRecvdPJ7qO7qisrmdgv/YDLC+cTqplqL2IiCSG7gOLQUVNPQP7Zbb7XMtsHHsP1rX7vIiIxEdSJ/N195eBl5NZQ1dqG5qobWhmYCddiKAWmIhIoqkF1oXKcB7EjrsQwwCrVgtMRCSRFGBdqKxuAOi4CzGrpQtRLTARkURSgHVhX9gCG9BBCywrI42s9LTD002JiEhiKMC6UFkTtsDy2m+BQTASsVyDOEREEkoB1oWKLq6BQTCQo1wtMBGRhFKAdWFfdUsXYmctsAyNQhQRSTAFWBcqaxrIy0onO+PIiXxb5GVnaBSiiEiCKcC6sK+mvsMBHC3yszOoqK7H3RNUlYiIKMC6UFlT3+kADoC8rHQampyqWs2HKCKSKAqwLlTWNHQ6gANa3cyskYgiIgmjAOtCZU3HE/m2ODydlEYiiogkjAKsC8FM9F10IWo+RBGRhFOAdaKxqZmq2sYuB3FoPkQRkcRTgHVi/6HO50FsoTXBREQSTwHWiQ+mkeq8BZaRlkZBTobmQxQRSSAFWCe6msi3teL8bC1qKSKSQAqwTrS0qIpiCbC8LHUhiogkkAKsE/vCLsTO5kFsUZyfpS5EEZEEUoB14vBqzF1cAwMoysvWKEQRkQRSgHWisqaBzHQjL6vjiXxblIQtsOZmzYcoIpIICrBOtEzka2Zd7lucl0Wzw75w6L2IiMSXAqwTFTHMwtGiOD8b0HyIIiKJogDrxL4YJvJtURxeJ9urkYgiIgmhAOtELBP5tijtH7TAytQCExFJiIxkF5DKKmsaulwLrMVr7+8F4JllOzkYrgt29ZxRXb7uvgVbjtgWy+tERPo6tcA64O4xrcbcIjsjjcx044AWtRQRSQgFWAcO1jXS2OwxD+IwMwpyMg9PACwiIvGlAOvA4Wmk8rJjfk1BbiYHahVgIiKJoADrQMvEvCX5sXUhAvTPyaBKXYgiIgmhAOtAy3D4kvzYW2CFOZlUHWrAXbNxiIjEmwKsAy0zyxd3pwWWm0ljs3OooSleZYmISEgB1oGWGTWKYpjIt0VBTnBXgroRRUTiTwHWgfLqevrnZJCd0fVEvi0KcoIRi1UaiSgiEncKsA6UHayjtBvXvyAYhQgKMBGRRFCAdaD8YF23rn8BFORmYAQzeIiISHwpwDpQfrCe4m7cAwaQkZZGYb/MwwthiohI/CjAOlBeXd/tFhjAwH5Zh2+CFhGR+FGAtaOxqZnKmvrDa3x1R1FeFpUKMBGRuNNs9O2oqKnHvXuzcLQoysviQF0j9Y3Ncaisj1l859G/dtYNPVeHiKQktcDasfdAeBNzN6+BAYfXD9N1MBGR+FKAtWP3gVoABhccXRcioG5EEZE4S3iAmdlIM/uzma00sxVm9rVE19CV3ftbAiyn269tCbAKtcBEROIqGdfAGoF/cPd3zKw/8LaZveDuK5NQS7t2VwXTSB1NgOVlpZOdkUbZgbqeLktERFpJeAvM3Xe6+zvh4wPAKmB4ouvozK6qWorzssjK6P7HY2YMLshhd1VtHCoTEZEWSb0GZmZjgJOBBcmso63dVbVH1fpqMaQgh11VtVpWRUQkjpIWYGaWDzwMfN3dq9p5/kYzW2xmi8vKyhJW130LtrBqZxVNzc59C7Zw34It3T7G4MIcahua2aVWmIhI3CQlwMwskyC8fu/uj7S3j7vf7u6z3H1WaWlpQuurOtRweGLeozEkbL2t3nWgp0oSEZE2Ej6Iw8wM+B2wyt3/O9Hn70pjUzPV9U0U5B79R9MSYGt2HeBjkwb1VGkSi8Za2P4OrJsP+7dBVj4MmgITPwHjPw5psS+PIyKpLRmjEE8HrgWWmdm74bbvuvvTSajlCAfCxSgLc46+BZablU5hbiYrdhzRMyrxtHMpLH8I6qpg4BgoGg/11fDu72HRb4Jtc78EM2+AjO7PsiIiqSXhAebufwEs0eeNVVVtsBTKsXQhAowq6seijRW4O0GjU+LGPWhxrXkKCkcEAXXuD6Hlc2+sgzXPwFu/gme+DQtug3P/FSZf+ME+IhI5momjjX3hYpSFxxhgY0vy2FVVy7bKQz1RlnRmw5+D8Bo+E077OhSN/XAwZWTD8X8Fn30Wrn4Q0jLggWvgD1dC1c7k1S0ix0QB1kbLFFAtcxoerTEleQAs3FhxzDVJJ3YuhVWPw9DpMP0aSO+kU8EMJp4HN70B5/0bbHgZbp0D7z2QsHJFpOcowNqoqK4nPzvjqG5ibm1Q/2wG9MtkwcbyHqpMjnCoEpbeD4UjYfqnwWL8b5aeCad9JQiy0inw6I3w+FehQbc9iESJAqyNipr6w/MZHos0M04dV8zLa8pobtYNzT3Om2HJvdDcBDOu67zl1ZHi8XDD03DG38M7d8G8C6FGLWaRqNB6YG1UVtczujivR451/glDeGb5LpZsrWTm6KIeOaaENr4GFeth+tWQdwz3Caalwzk/gGEnw8OfhzvOh5OugtwBR3c8rUMmkjBqgbXS0NTMvpqGY77+1eJjkweRlZHGo0u298jxJHRoH6x5Ouj+G35Kzxxz6iVw7SNQtQPe/AXU6SZ0kVSnAGtlx75DOFCUd2wjEFsU5GRy0bShPPrOdg6Ew/OlB6x4NOhCnHZ5zw6DH3NGEGK1+2Hhb4Lh9yKSshRgrWypqAFgYA9cA2txw+ljqa5v4jevbeyxY/Zpu1fArveC0YT9inv++CNnw4zPwP6twQ3QmpBZJGUpwFrZXB4EWFEPdSECTBtRyMUnDeO2V9azZEtljx23T2qqh+UPQ/5gGPex+J1nyAkw5RLYtRQ2vRa/84jIMVGAtbK+7CBZ6WnHPAtHWz+85HgG9c/m6t8s4N+eWslzK3YF3ZX667571j4Hhypg2qeCm5HjadxHYdDxsPJPsG9rfM8lIkdFAdbKuj0HKe2fTVoPTy9UlJfFwzedxkcmlnLn65v423ve5rSfvMRf3foG+w/p2lhMqnYGM26MnA3Fx8X/fGbBCMfsfHjvPmhujP85RaRbFGCtrN19gEH9s+Ny7MEFOdx27UyW//ATPPKl0/jehVNYv+cg97y5icam5rics9fwZlj2R8jIDbr2EiUrL2jtHdgJ615M3HlFJCa6Dyy0/1ADu6vqmD5yYFzPk5OZzoxRA5kxaiCji/P4wt2LeXNDOWdOSOyaZ5GyZQFUboSTrg6WR0mkwScE94i9/zwMPQn6D0no6d2dfXX72HZgG7VNwUwhRTlFlOSWUJBVoImipU9TgIXW7TkIwOA4tcDac+7UwUwYlM8ra8uYO66YzPRe2CBefOexvf5QJaz6U9BtOKKH7vnqruP/GsrWBMP353wx7jPYN3szr29/nWc3PcubO96k7FD7K5IXZBUwpWgKU4qnMHPwTGYOnkn/rP5xra2tB9c+2OPH/NTET/X4MaV3UoCF1u0JblwdFC5GmShnTSzld3/ZyPLt+zl5VHxbf5HjzbDknmAo+4lXJm/pk+z+MPF8WPFIMIx/yAlxOY278+ymZ/nlu79kc9VmCrIKOG3YaUwrmcbI/iPJz8qn2ZupqK2grKaMjVUbWVW+ivtW3ce8FfNIszSmFk1l9tDZzBkyh+mDptMvs19cahVJBQqw0JpdB8nJTGNAv54dgdiVcSV5FOdlsXhzpQKsrXXzoWJDOF1USXJrGX06bH4DVj4GpZOPbu7FTmw7sI3vvf493t79NpMGTuKnZ/6Uc0efS2Z61/8e65rqWFq2lIW7FrJw50LuXnE3dyy/g4y0DE4sOZG5Q+cye+hsTiw5MabjiUSFAiy0fPt+pg4t6PERiF0xM04aOYA/r97DwbpG8rP1nwSAXcuDRSiHzei56aKORVo6HP9JWPAr2PgKHHd2jx36uU3PcfMbN2MYPzj1B3zyuE+SnpYe8+uz07M5ZcgpnDLkFL48/cvUNNSwZM8SFuxawMKdC/nVe7/i1vduJTcjl5MHncz0QdM5vvh4phZPpSQ3yX8YiBwD/bYEmpudFTv2c/nMEUk5//HDCnhp9R5W7qhi9lhN+kv5elhyd7C68klJ7Dpsq3QSDD4e1j0fDOfP/uB604MVS4MH3bgm5O68tv01Xt76MsPzh3PZhD9FnqAAABbuSURBVMtwnEfWPQIc/bWgfpn9OH346Zw+/HQA9tft5+3db7Ng5wIW7lrIr979FU5wD+Kg3EFMKprEqIJRjOw/kpH9RzIifwRD8oao+1FSngIM2LC3mur6Jo4fXkhjU+JvLh5SkENxXhYrduxXgO1aHoRX7gA45QuQ3nOzovSIKZfCKz8JJhM+8YqjPoy78/TGp3l799ucWHIiF4+/uFutru4ozC7k46M+zsdHfRyA6oZqVpWvYmX5SlZWrOT9yvdZvHsxhxoPHfG6If2GMCTvg6/B/QYzJG8II/uPZHC/wXGpVyRWCjBgxY79AEwbXsiSLfsSfn4zY+qwAt5YV05tQ1PCz58SGmqCLsNNrwULVM6+8UMtnJSRPwjGnAkbXw2+Fwzr9iHcnec3P8/bu9/m1GGncs6ocxI6HD4vM49ZQ2Yxa8isD9VUUVvB1gNb2XZwG7uqd33o692yd9lft/9DxynJLaEkt4SxhWOZXDQ54SMgRRRgwLJt+8nOSGPCoPykBBjA5CEFvPb+Xt4Ph/P3CY11wf1de1bB1gXBz2PODG5WTuXBBhPOg22LggEdc27qdhfny1tfZsHOBcweMrvT8OrpIeqddUmaGcW5xRTnFjN90PR296lpqGF3zW52Ve9iU9UmlpYt5fXtr7O6YjXPbHyGUf1HMXPwTKYWT41ba1KkNQUYsGTrPo4fVkBGEu/DGlXUj9zMdFbvrEpaDXHnzVC5KQis8nWwb3OwzdKCm4THnx1c90p1WXkw8RPBfWF7VgbXxWL0+vbXeW37a5w86GQ+MeYTkboRuV9mP8YWjmVs4VhOHXYqV02+igfXPkhZTRkry1eyfO9yHl33KC9ueZG5w+Yya/AsMuI9Z6X0aX3+X1dtQxPLtu3n+tPHJLWO9DRj0pD+rNl9gKZmJz0tOr/YulR3IBi5t+UtqD8YBFbhyGBG+ZIJMHAsZCTuBvIeMfoM2PSXYLLf0skxvWThzoW8uOVFTig+gQvHXRip8OpMab9SPtLvI5w14ize3/c+b+54k+c3Pc+inYs4Z/Q5TC6a3Gveq6SWPh9gy7bvp76pmVmjk38P1uQh/Xl36z7e2VLJKWN6wWAOd9j8Oqx6IugeHHwCDD85WEk5Mze+5z7WGUC6kpYOUy+FRb8N7g8rLOx09yV7lvDspmeZNHASlx53KWnW+2ZdMTMmDpzIxIETWb9vPc9vep4H1z7I+MLxXDT+IgqzO/+MRLqrzwfYok0VAMxMgQCbOLg/aQbzV+2OfoA11MLjX4FlD0LJRDjhsmAdr95k0PHBe1v7DJknf5KGDlqRy/cu54n1TzCucByXTbwsadeH4jHtU0fGDxjP3570tyzetZgXt7zIbe/dxnljzmN66XS1xqTH9L4/A7vp7U2VjCvNozg/+V1YOZnpjC3J48VVe5JdyrFpqIX7r4ZlD8GkC4P5A3tbeEEweGPqpdBwiKlb3213lzUVa3j0/UcZ1X8UV0y6ok9dE0qzNGYPnc0XT/oiQ/KG8MT6J3jk/Ueoa6pLdmnSS/TpAGtudt7eUpkS3YctJg8pYN2eg2wur052KUensT4Ir/UvwSU/hwnnBte8equC4TByDsftWklhdcWHnlq3bx0PrX2IoflDuWrKVX12GqeBOQO5bup1fHzUx1lZvpLfLv0tu6t3J7ss6QV68W+Wrq3dc4B9NQ3MSqHuuilDCwCYH9VW2Avfh/UvwiW3wIxrk11NYky5mPr0bGat/ws0B2u7rd+3ngdWP0BJbgnXTLmG7PTkt/CTycw4Y/gZXDv1Wuqa6vjdst+xZM+SZJclEdenA+y1tXsBOOO41JkPrigviwmD8nlpdQT/Ql32ECy4DeZ+CWZcl+xqEicrj3fHzaXo4F4mrJ3Phn0bDofXtVOvJTcjzgNWImRM4RhuPPFGRhaM5In1T/Dk+idp1GrXcpT6dIC9+n4Zxw3KZ9iA1PoFc/aUwSzYUEFVbUOyS4ld2Rp4/Kswci6c+y/JribhthaPZcfAkZStfZr7V/+Botwirp16reYTbEd+Vj7XTLmG04edzjt73mHeinlHzPIhEos+G2C1DU0s3FjBmRNSp/XV4pwpg2hsdl5d2/5Chimn7gA88GnI6gefujO1Z9GIFzN+Pmwc/1AykIkNjVw/8QqFVyfSLI2zR5/NpyZ+ir01e/nN0t+wcf/GZJclEdNnA2zRpgrqGps5a0Jpsks5wsmjBlKcl8UT7+1Idildcw9aXuXr4PI7jmpuwKhraG7imf2rebJmI9P6DWPetm2c+e6jwWcjnZpSPIXPn/h5+mX2496V9/LGjjdwfW4Soz4bYK+uLSMrPY0541JnAEeL9DTj8lkjmL9qD7v21ya7nM4t+HWwUvHHvw9jz0p2NQm3pa6S6zbdz6KabczJG8UlJ32ODcdfxJiNbzB5xVPJLi8SSnJL+Ny0zzG5aDLzN8/nm698k+qGiI7ClYTqkwHm7jy7YhdzxxfTLys178u5ZvZomt25b+GWZJfSsS0L4Pl/gkkXwOlfT3Y1CVXf3Mgdexfx1+vvZnPdPj414EQ+UTCRNEtj5bRL2DxmLtOWPsboDa8nu9RIyE7P5vKJl3POqHOYv2U+Vz91tboUpUt9MsBW7Khia8UhLpw2JNmldGhUcT/OnjyYO1/fSGV1fbLLOdLBMnjw+mDy3b/6FaT1jX9KTd7MY5UruHjdPP5n92ucmj+GR4+7jim5gz7YyYxFc65n95ApnPLWPMa9/+fkFRwhZsZpw0/j9nNvp7K2kqueuooXN7+Y7LIkhaVm8yPOnlq2k/Q047ypqRtgAN/6xCT+z89e5ecvreO4Qfld7n/1nFEJqApoaoAHPwOHKuBzLwSLT/Zy5Y01/GnfCh6sWMq2hv1MzRnMPw87h9PyRrc7NZKnZ/CXs/6OU1//NTMX/Z5+NZWsmHYprmVGujRn6Bz+ePEf+fuX/56vv/x1PnvCZ/nKyV8hM60PDg6STvW5AGtsauaxJds5/bgSBual2Gq/bUwa0p+rZo/izjc2cv1pY5gwKEUWDHz2O8EkvX/9Gxh6YrKrOSoPVizt9Hl3Z3fjQTbUlbO+roLN9ZU044zOGsCnBpzI5JxSdtRX8VD9sg6P0ZyRxRtn3sSMRb9nyoqnKS5bz8JTP8ehvNS77ppqhuQNYd758/jxwh9zx/I7eGPHG/zo9B8xqWhSskuTFNLnAuzlNWXs3F/LDy6emuxSYvK9C6eyaFMFf1i4hevmjmFMSV5yC3rzl8EM7Kd9FU78m+TW0sOqm+rZUB8E1oa6cg42B123gzLymJM3ium5wyjN7N7n72kZvD3nM+wtncCMRfdy/lPfZ+UJF/H+pHNo7ou3G3RDVnoWPzj1B5wx/Az+9c1/5conr+TGk27k89M+r9aYAH0wwO55azOD+mdz9pRoTC6bm5XOHdefwl/98nV++5cNnDqumNljiynJz0r8rN7v3A3PfTdYMfmcmxN77jho8ma21u87HFg7Gw8AkGuZjMsuYnx2MeOyiyhIzznmc20edxplgyYy/e37OfHdh5mwej5rp5zHhuM+QmPmsR+/Nzt71NnMHDSTHy/8Mbe+eyvPbnyWb53yLc4YfkayS5Mk61MB9vbmSl5ZW8Y3z5tIZhJXX+6uEQP78cWzxvPMil28sb6c19eXk52RRlFeFvnZGfTPySA/O5PcrDTOmTKY/jlx+Ot0we3wzLeDVZMv+22wHlbEuDub6/fx5sHNPFS5lE31ldR7E2kYI7IK+Vj+eMZlFzE0s4C0o/3jYNMbHT5VA7wxegalA4YyZdt7nLTkQaa+9yjbSsaycdAEyqd9MpjhXo4wIGcAPz3rp1ww9gL+fdG/c9P8mzhj+Bl8efqXOaHkhGSXJ0nSZwKsudn56TOrKcnP5obTxya7nG7rl53BZTNGcM6UwazeVcXuqjr21dRzsK6RPQfqOFjbyKvvl5GdkcZVs0fxpY+NZ1D/HvjLvrE+mKB3wW3BcPnLfhep1ZPLGg7yVvUW3qrewoKDW9jdeBCAAem5TMsdwvjsYsZmFZGdwGVOygqHUlY4lIEHyhi/ezUj9m5k7J73ObhpEdtHnMz2ESdTXjK+z4zs7I6PjPwIpw07jftW38evl/6aq566itOGncYNJ9zA7CGze+VCodKxPhNgd76xiYWbKvjxX08jLzu6b7swN5M5Y4uP2N7sztRhBdy/cAv3vLWZBxZt5QtnjuXGj4wn/2jf77bF8KevQNmqYILe836U8i2vXQ0HeK9mJ+/UbGNB9VbW15UDUJiew+y8kczNG83cvJEsqN6a5Eqhsn8pi/uXsmTsXEaUb2JkdSXHrX2JSaufpzanPzuGT2fX0BMoGzyJ+uyuR6H2FZnpmXzm+M9w2YTLeGDNA9y98m6+8PwXGNl/JJ887pOcP+Z8RhaMTHaZkgBJ+U1uZucDPwPSgd+6+0/idS535/5FW/m3p1Zy7tTBXHlK7/yHnWbGjFEDmTFqIDd99Dj+6/k13PLSOu5buIWvnTORK2aNJCsjhr9Omxpg46vw1q2wbj70HwZX/xEmfiL+b6Ibmt3Z3rCf9XXlrKstZ2Xtbt6r2cmesIWVYxnMzBvOpQOmMidvFJNzBn2oWzAVAqxFU3ommwdNYPOY08hoOMSQHcsYvu1dRm5exLj1r+EY+waOZM+QKZSVTqCyaAy1uYV9vrsxPyufz037HNdMuYb5W+bzyPuPcMuSW7hlyS2MLxzPmSPO5ORBJ3NS6UkU5x75R59EX8IDzMzSgV8C5wLbgEVm9ri7r+zJ8+w9WMfCjRXcv2grr64t48wJJfzsyr6xnPnYkjx+cfUMPn/mPv7f06v4/mPL+Z8X1nLBtCHMHVfM8cMKGZKfSW5DBRzYCQd2wd61sP0d2PAy1O6DfiXw8e/B7BshpzCu9bo7jTTT5M3UNjdysLmeg011HGiuo7q5nn2NtexpPMjuhgPsaTzIzoYDbK6rpNY/WIZjeGYBM/OGc1LuMKb3G8rE7FIyU7y12J7GzFy2jZ7NttGzseZGiso3MWjXKgbtXs1xa15k0qrnAKjNKWDfgBEc7D+I6vxSqvNKqMvOpz47n7rsfBoyc2lOz+jdi4mGcjJyuGjcRVw07iK2HdjGK9te4c9b/8y9q+5l3op5AJTmljKmcAyjC0Yzqv8oinKKGJgz8PD3fhn9yE7PJjs9m/QI/rvpq5LRApsNrHP3DQBmdj9wKdBjAbZyRxUX3PIaACX5WXz3gsl87oxxpKf1/vBqbfrIATxw41z+sm4v9y/cysNvb+fet4KpqeZnfZPj0tpMFlw4CiaeD5MvDFZSzuyZZWYWVm/he9ufo9GDkGrwZppoPvxzE7FN3jowPZdBmfkMzshnTt4oxh8eKVhM/164YKSnZVBeehzlpcexatrFpDfWMaByCwMrtjCgcjOF+7YzavNCsuprOjxGc1o6TWkZNKdn0pyWgZvxxplforI4eteBYzGi/wiumXIN10y5hrqmOlaWr+S9Pe+xbt86NlVtYv7m+eyr29fpMTLSMshOzyYzLZMrJl3BV07+SoKql+6yRM/8bGaXA+e7++fDn68F5rj7V9rsdyNwY/jjJGBND5y+BNjbA8dJhqjWHtW6QbUnS1Rrb6l7r7ufn+xi+oKUHc3g7rcDt/fkMc1ssbvP6sljJkpUa49q3aDakyWqtUe17ihLRgf5dqD1SIoR4TYREZGYJSPAFgETzGysmWUBVwKPJ6EOERGJsIR3Ibp7o5l9BXiOYBj9He6+IkGn79EuyQSLau1RrRtUe7JEtfao1h1ZCR/EISIi0hN6/00iIiLSKynAREQkknplgJnZ+Wa2xszWmdl32nk+28weCJ9fYGZjEl/lkWKo+3ozKzOzd8OvzyejzrbM7A4z22Nmyzt43szslvB9LTWzGYmusSMx1P5RM9vf6jP/50TX2BEzG2lmfzazlWa2wsy+1s4+KffZx1h3Sn7uZpZjZgvN7L2w9h+2s09K/n7pldy9V30RDAxZD4wDsoD3gKlt9vkScFv4+ErggYjUfT3wi2TX2k7tZwEzgOUdPH8B8AxgwFxgQbJr7kbtHwWeTHadHdQ2FJgRPu4PrG3n30zKffYx1p2Sn3v4OeaHjzOBBcDcNvuk3O+X3vrVG1tgh6eqcvd6oGWqqtYuBe4KHz8EnG3JnyQxlrpTkru/ClR0ssulwN0eeAsYYGZDE1Nd52KoPWW5+053fyd8fABYBQxvs1vKffYx1p2Sws/xYPhjZvjVdiRcKv5+6ZV6Y4ANB1pPNb6NI//nOLyPuzcC+4FkT1cdS90Al4VdQQ+ZWVSm1o/1vaWqU8Muo2fM7PhkF9OesJvqZIIWQWsp/dl3Ujek6OduZulm9i6wB3jB3Tv8zFPo90uv1BsDrDd7Ahjj7icCL/DBX3kSP+8Ao939JODnwGNJrucIZpYPPAx83d2rkl1PrLqoO2U/d3dvcvfpBLMIzTYzLQmdJL0xwGKZqurwPmaWARQC5QmprmNd1u3u5e5eF/74W2Bmgmo7VpGdPszdq1q6jNz9aSDTzEqSXNZhZpZJEAK/d/dH2tklJT/7rupO9c8dwN33AX8G2k7cm4q/X3ql3hhgsUxV9TjwmfDx5cBL7p7sO7q7rLvNtYtLCK4dRMHjwHXhiLi5wH5335nsomJhZkNarl+Y2WyC/2dS4pdRWNfvgFXu/t8d7JZyn30sdafq525mpWY2IHycS7Cu4eo2u6Xi75deKWVnoz9a3sFUVWb2L8Bid3+c4H+ee8xsHcEF/CuTV3Egxrq/amaXAI0EdV+ftIJbMbM/EIwaKzGzbcAPCC5u4+63AU8TjIZbB9QANySn0iPFUPvlwE1m1ggcAq5MoV9GpwPXAsvCazIA3wVGQUp/9rHUnaqf+1DgLgsW5k0D/ujuT6b675feSlNJiYhIJPXGLkQREekDFGAiIhJJCjAREYkkBZiIiESSAkxERCJJASYiIpGkAJPIsmB5mWEx7DfPzC4/hvP8i5md0872j5rZk60en9ZT5xSRrvW6G5mlT7keWA7siOdJ3D2Wtag+ChwE3ohnLSLyAbXAJGWY2RgzW21mvzezVeGM+/3MbKaZvWJmb5vZc2Y2NGzdzAJ+Hy54mGtm/2xmi8xsuZndHssSFmZ2ipk9Ej6+1MwOmVlWuHDhhnD74daUBYuOrjazd4C/bqkb+CLwjbCWM8PDn2Vmb5jZBrXGRHqeAkxSzSTgVnefAlQBXyaYjfxyd58J3AH8m7s/BCwGrnH36e5+iGCxz1Pc/QQgF7gohvMtAaaHj88kaNGdAsyhzRIfZpYD/Aa4mGAi5SEA7r4JuA34n7CW18KXDAXOCOv4SXc/CBHpnLoQJdVsdffXw8f3EsyRdwLwQtigSgc6moz2Y2b2baAfUASsIFiCpkPhHJTrzWwKwaKi/02wSnM68Fqb3ScDG939fQAzuxe4sZPDP+buzcBKMxvcWR0i0n0KMEk1bSfnPACscPdTO3tR2Dq6FZjl7lvN7GYgJ8Zzvgr8H6ABmA/MIwiwb8VedrvqWj3WirwiPUxdiJJqRplZS1hdDbwFlLZsM7PMVqvzHgD6h49bwmpvuFBid645vQZ8HXjT3csIVs+dRNCd2NpqYIyZjQ9/vqrVc61rEZEEUIBJqlkDfNnMVgEDCa9/AT81s/eAd4GW4erzgNvCJTnqCK5PLSdYkmZRN865ABhM0BIDWAosa7t8h7vXEnQZPhUO4tjT6ukngE+2GcQhInGk5VQkZYSj+Z4MB2GIiHRKLTAREYkktcCkzzCzR4GxbTb/X3d/Lhn1iMixUYCJiEgkqQtRREQiSQEmIiKRpAATEZFIUoCJiEgk/X+g3deCcjFRrAAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Pair Plot**"],"metadata":{"id":"GQ-X6irjeplF"}},{"cell_type":"code","source":["sns.pairplot(iris_data, hue=\"species\", height=3)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":885},"id":"wGIkkb6WeKL-","executionInfo":{"status":"ok","timestamp":1658888816954,"user_tz":300,"elapsed":10798,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"526317ec-b1e5-4391-ab82-0c7acaa5dafd"},"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.PairGrid at 0x7f094f9a22d0>"]},"metadata":{},"execution_count":16},{"output_type":"display_data","data":{"text/plain":["<Figure size 948.75x864 with 20 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Cluster Map Plot**"],"metadata":{"id":"k-p87LNKewrA"}},{"cell_type":"code","source":["sns.clustermap(iris_data.drop(\"species\", axis = 1))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":746},"id":"CujWehu3el4b","executionInfo":{"status":"ok","timestamp":1658888898977,"user_tz":300,"elapsed":1248,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"9faf783d-eb49-4fb3-ac42-0afea3b0fbae"},"execution_count":21,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.matrix.ClusterGrid at 0x7f094abfa710>"]},"metadata":{},"execution_count":21},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x720 with 4 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAsgAAALICAYAAABiqwZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde7SkZXnn/e/V3bsbaEAMiBoxKSYiJuGNGnfIQSMgGh1sZaLxQEIMHmYHZxCjJkqHF+loWNMJTqIJRrNfQGRJiI7K6PKMY5huk2hSxEOMEFREbVBbRA4N3XT33tf7R9XuPF3nqn14nl31/azFYtddVXddy9VLfvvuq647MhNJkiRJDWvKLkCSJEmqEgOyJEmSVGBAliRJkgoMyJIkSVKBAVmSJEkqMCBLkiRJBQZkSZIkqcCALEmSJBUYkCVJkqSCdcO8eN+dt1bq2r2pY/5TlF2DJEmSxstQAZn5uWUqQ5IkSaqG4QLy3P5lKkOSJEmqhqECchqQpTbT09MXAIeUXYekvvbU6/WtZRchqfqGPEHet0xlSKvaIfV6fUvZRUjqbXp6ekvZNUhaHWyxkCRJkgpssZAkSZIKbLGQJEmSCmyxkCRJkgoMyJIkSVLBcD3I87ZYSJIkabx5gixJkiQV+CU9SZIkqcATZEmSJKlguIC834AsSZKk8TbkRSG2WEiSJGm82WIhSZIkFRiQJUmSpAIDsiRJklRgQJYkSZIKDMiSJElSgQFZkiRJKnAOsiRJklQw5Any3DKVIUmSJFWDLRaSJElSgSfIkiRJUoE9yJIkSVLBUAE5PUGWJEnSmBv7HuSIOAq4HDgJSOBlmfmP5VYlSZKkqhqyxWJVniC/DfhEZv5GRKwHDiu7IEmSJFXXWH9JLyIeAjwVOAcgM/cCe8usSZIkSdU27ifIxwM/AN4VEY8HbgRenZn3l1uWJEmSqmrNUK+em6vUPxExExH1wj8zLRWvA34eeEdmPhG4H7hgaf6nkyRJ0jgabopFxU6QM3MWmO3xkh3Ajsz8fPPx+zEgS5IkqYex7kHOzO9FxHci4sTM/HfgdOCrZdclSZKk6hr3HmSAVwHXNCdY3Aq8tOR6JEmSVGFjfYIMkJlfBKbLrkOSJEmrw6ruQZakqpqenr4AOKTsOnSQ2vT09Jayi9BB9tTr9a1lFyG1GvsTZEkqySH1en1L2UVIVeYvLKqqIU+Q55erDkmSJKkSJuFLepIkSdLAhgvI87lMZUiSJEnVMFyLxZwtFpIkSRpvQ7ZYGJAlSZI03vySniRJklQwZEC2B1mSJEnjbcgWCwOyJEmSxpsnyJIkSVKBAVmSJEkqGDIgL1cZkiRJUjUYkCVJWkHT09MXAIeUXUdF1Kanp7eUXURF7KnX61vLLkINQwXkeQOyJEmLdUi9Xt9SdhGqFn9RqJYhb9KL5apDkiRJqoQhT5ANyJIkSRpvwwVkT5AlSZI05jxBliRJkgo8QZYkSZIKDMiSJElSwZABec1y1SFJkiRVwlABec4TZEmSJI05T5AlSZKkAnuQJUmSpILhWizmV98JckSsBerA7Zm5qex6JEmSVG1DBuRVeYL8auAm4MiyC5EkSVL1DddiscoCckQcBzwbuAR4bcnlSJIkaRVY1S0WETEDzBSWZjNztvD4rcDrgSNWtDBJkiStWsMF5KzWCXIzDM92ei4iNgE7M/PGiDh1RQuTJEnSqrWqT5D7eDLw3Ig4AzgEODIi3pOZZ5dclyRJkipsuIBMtU6Qe8nMzcBmgOYJ8u8bjiVJktTPUAF5f8VaLCRJkqSlNrYnyEWZeQNwQ8llSJIkaRWYiIAsSZIkDcqALEmSJBUM14McBmRJkiSNtyFPkCVJkqTxNlxA9gRZkiRJY27IFovlKkOSJEmqBr+kJ0mSJBV4gixJkiQVDNmDvFxlSJIkSdUw3AnyclUhSZIkVYQnyJIkSVLBUAF5frmqkCRJkirCE2RJkiSpwB5kSZIkqcATZEmSJKlgyItCJEmSpPE2ZItFLlcdkiRJUiV4gixJkiQVDHnVtCfIkiRJGm+eIEuSJEkFQwZkT5AlSZI03vySniRJklRgi4UkSZJUYIuFJEmSVDDWATkiHg1cDTwcSGA2M99WblWSJEmqsnHvQd4PvC4z/yUijgBujIjrM/OrZRcmSZKkahrrE+TM/C7w3ebP90XETcCjAAOyJEmSOlrVATkiZoCZwtJsZs52eW0NeCLw+eWvTJIkSavVcAE5qxWQm2G4YyAuiojDgQ8Av5eZ9y57YZIkSVq1hjxBnl+uOpZNREzRCMfXZOYHy65HkiRJ1TbWX9KLiACuAG7KzD8rux5JkiRV36ruQR7Ak4HfBv41Ir7YXPvDzPxYiTVJkiSpwobsQV5dLRaZ+Vkgyq5DkiRJq8e4nyBLkiRJQxnrE2RJkiRpWJ4gS5IkSQWeIEuSJEkFYz8HWZIkSRrGqr5JT5IkSVpqQ14U4gmyJEmSxps9yJIkSVLBUAF53oAsSZKkMecJsiRJklTgFAtJkiSpwBNkSZIkqcCALEmSJBUYkCVJkqQCA7IkSZJUMGRAnluuOiRJkqRK8ARZkiRJKhguIM8bkCVJkjTehgrISS5XHZIkSVIl2GIhSZIkFdhiIUmSJBV4gixJkiQVeIIsSZIkFXiCLEmSJBUMFZDnDciSJEkac8MFZFssJEmSNOaGCsj79t4ey1WIJEmSVAVryi5AkiRJqpLI9HY8SZIkaYEnyJIkSVp1ImJtRHwhIj7SfHxeRHw9IjIijlnM3gZkSZIkrUavBm4qPP574OnAtxa78VBf0pMW3PaEZ9ibozY/e8vXyi5BFfSKY3+p7BJUUfV9O8suQRX097d/pu9QiIg4Dng2cAnwWoDM/ELzuUXX4AmyJEmSVpu3Aq8HlmUGsSfIFTM9PX0BcEjZdfTzfh5adgmSJGkMRcQMMFNYms3M2cLzm4CdmXljRJy6HDUYkKvnkHq9vqXsIvq5f8tZF5ddg6pn/9abyy5BFXT2vgfLLkEV9Y85V3YJqqBmGJ7t8ZInA8+NiDNoHCoeGRHvycyzl6oGWywkSZK0amTm5sw8LjNrwIuBzyxlOAZPkCfOUrVw/N9NJyxBNZIkSUsjIs6n0Zf8CODLEfGxzHzFKHsZkCfPkrRw2GIhSZLKlpk3ADc0f/4L4C+WYl8DskaSD+4tuwRV0CHr1pddgiroxx76QNklqKKOvKfy30nXhDIgrzJL0CJRW6JSJEmSxpIBefVZVIvE9PT0lua/FxW0b3jGT476VkmSpEozIE+uRQXtu3/rafYgq839e/eUXYIq6L77NpRdgirLEYCqJse8SZIkSQWeIE+ePc02i1rrE8O0XXz6xCOXtipJkqSKMCBPmHq9vhX+oxe5xcBtF7ZYSJKkMkTEIcA2YAONLPv+zLw4Iq4ApoEAbgHOycxdo3yGAXly7ekQkmuDvnnt0YctaTEaD2vX2LWlduvWzpddgipq/5xXTWskDwJPy8xdETEFfDYiPg68JjPvBYiIPwPOA7aO8gEG5Am1cJJc1OVUWZIkqTIyM4GFk+Gp5j9ZCMcBHArkqJ9hQFZRp1Pljv7uVx6xzKVIkqRJFBEzwExhaTYzZ1tesxa4EXgM8PbM/Hxz/V3AGcBXgdeNWoMBWQd0OlXu5r7zN9mDLGkg33jAL/Wqs31rvWVR7ZpheLbPa+aAJ0TEUcB1EXFSZn4lM1/aDM9/CbwIeNcoNdgwKEmSpFUpM+8G/g54VmFtDvhb4Pmj7mtAliRJ0qoREQ9rnhwTEYcCzwD+PSIe01wL4LnAzaN+hi0WAoa/etoeZEmSVJJHAu9utlKsAd4HfBTYHhFH0hjz9iXglaN+gAFZC4a6evre332mPciSBrIvouwSVFHHrHVkqIaXmV8GntjhqScv1WcYkCdYy6lxrcRSJEmSKsOAPNkOnBoXx7sN0m7xmScdvayFSZIklcWArE76tlvYYiFJksaVAVkLipeE1EqsQ6vYIevWl12CpFXk/txXdglSRyMH5GGnHmhgtTI+tHhJiFdOS5KkSbaYE+Shph5oMBUJp32vnLYHWZIklak55q0O3J6ZmyLiCmCaxpi3W4BzMnPXKHvbYqE2g1w5/cPnnGIPstoctm5D2SWogqYyyy5BFbU+1pZdgla3VwM3AQv32b8mM+8FiIg/A84D+maaTrxJT5IkSatKRBwHPBu4fGGtEI4DOBQY+bdzA7IkSZJWm7cCrwfmi4sR8S7ge8DjgL8cdXNbLCZQ4QuWtQFe09EnH7lx6QuTJEkTLyJmgJnC0mxmzhae3wTszMwbI+LU4nsz86XN3uS/BF4EvGuUGgzIk+mQer2+pc8X8Xp+CfNHLzjVHmS12Z9zZZegCnpgjVdNq7Mp/yJbHTTD8GyPlzwZeG5EnEHjMO/IiHhPZp7dfP9cRPwtjRNmA7KG1+OkuLbCpUiSJPWVmZuBzQDNE+TfB347Ih6TmV9v9iA/F7h51M8wIKvjSfH09PSWXm0W1x9/+HLXJUmSNKgA3h0RRzZ//hLwylE3MyCrl65tFo55Uyd75/aXXYIqaMopb+pi38Hfr5KGlpk3ADc0Hz55qfa1+Ufd7ME2C0mSNIEMyOqoeVnIbWXXIUmStNJssVAvXa+cdsybJEkaVwZkddXryml7kNXJnv17yy5BFbTLMW/q4s7995ddgtSRLRaSJElSgSfIk20PjasY+96c18oWC0mSNK4MyBOsXq9vLfQY97w5r5UtFpIkqUzNK6XrwO2ZuWkp9zYgS5KW1bH7nY+tzg6bmiq7BK1urwZuAo5c6o3tQZYkSdKqEhHHAc8GLl+O/T1BVl+d+pPtQZYkScshImaAmcLSbGbOtrzsrcDrgSOWowYDsgbR1p985zPtQVa7uXmvjZUkLU4zDLcG4gMiYhOwMzNvjIhTl6MGA7LadDgxrpVUiiRJUqsnA8+NiDNo5JUjI+I9mXn2Un2AAVkLt+XVCmsHnRh3u01PkiRppWXmZmAzQPME+feXMhyDAXniLdyW1ycEt105/Ymj7UGWJEnjyYBcPW1htEVtheo4oNOV085BVidr1zgYR+3uWbu27BIkjanMvAG4Yan3NSBXTKcwWmS7gyRJ0vIyIKsvx7xJkqRJYkDWINrGvNliIUmSxpUBWQuKvc+1EuuQNGamsuwKVFXrwv50VZMBWcDBvc8LQbnQWlErpypJkqSVZ0BWL4fU6/Ut09PTW1r7kO1BliRJZYiIQ4BtwAYaWfb9mXlxRDwNeAuwHrgReHlm7h/lMwzIGtRBfcg/esGp9iBLkqQyPAg8LTN3RcQU8NmI+CTwbuD0zLwlIt4E/A5wxSgf4NBSDWIPtllIkqQKyIZdzYdTzX/mgL2ZeUtz/Xrg+aN+hifIY6rTaLaC2jB71ev1rdPT0xcUZzBff/zhoxcnSZLURUTMADOFpdnMnG15zVoabRSPAd4O/BOwLiKmM7MO/Abw6FFrMCCPr7bRbAtGuWyk9QITWywkSdJyaIbh2T6vmQOeEBFHAdcBPwu8GPjziNgAfIrGqfJIDMgaSay3O0fSYKbSOW+Slkdm3h0Rfwc8KzPfAvwqQET8GvDYUfc15aiThZnItZLrkCRJOkhEPKx5ckxEHAo8A7g5Io5trm0A3gC8c9TP8ARZbRbaKTrMQz7g0yceufKFSZIkwSOBdzf7kNcA78vMj0TEpRGxqbn2jsz8zKgfYEDWINr6me/+rafZgyxpIPsiyi5BFbU/R24R1QTLzC8DT+yw/gfAHyzFZ9hioV6eYquFJEmaNAZk9bKueXJ8W8l1SJIkrRhbLDSIPa2j4exBliRJ48qArL5aZyAD/PA5p9iDrDbr1qwtuwRVkGPe1M2+nC+7BKkjWyzUy21lFyBJkrTSPEFWL7dB5zFvn3zkxjLqkSRJWnYGZA2ibcybLRaSJKksEfEs4G3AWuDyzGxrB10MA7JGsuYQ55qq3f55Z5pKGtxU2Omp4TUvCHk7jRv0dgD/HBEfzsyvLtVn+CdTvXjltCRJqpqTga9n5q2ZuRf4W+DMpfwAT5DVVfHK6dY+5OuPP7y0uiRJ0viKiBlgprA0m5mzhcePAr5TeLwD+MWlrMGArEEd1If8oxecag+y2jjmTZK0WM0wPNv3hcvIFgsNYg+2WUiSpGq4HXh04fFxzbUlY0BWX81Wi9vKrkOSJAn4Z+CEiDg+ItYDLwY+vJQfYIuFBnXQddP2IEuSpDJk5v6IOA/4JI0xb1dm5r8t5WcYkDWQ1uum7UFWJ/Ygq5OHsq/sElRRP772iLJL0CqVmR8DPrZc+9tiIUmSJBV4gjyhOl0fPQxbLCRJ0rgyIE+utuujh3Hv7z7TFgtJA1kX82WXoIq6P22/UTXZYiFJkiQVGJAlSZKkAlssdMAwfcmfedLRy1yNJElSZxFxJbAJ2JmZJzXXngC8k0aW2Q/8t8z8p1H2NyBPpj3A4zqsD9yXvGvz8+1BVpv983Nll6AK2p/+ZaWkJXcVcBlwdWHtT4E/ysyPR8QZzcenjrK5AXkC1ev1rdPT01s6nBjXSipJkiRpYJm5LSJqrcvAkc2fHwLcMer+BuTJdtCJ8fT09AXF2/J6ueEZP7lcNUmSpAkWETPATGFpNjNnB3jr7wGfjIi30Pie3a+MWoMBWQe03pbXiy0WkiRpOTTD8CCBuNUrgddk5gci4oXAFcDTR6nBgKyRzN+1q+wSVEFeNa1OnIOsbu6ce6DsEjRefgd4dfPn/wVcPupGBuTVZ8+AbRC1Za5DkiSpSu4ATgFuAJ4GfG3UjQzIq8ygbRADhOgDkyxGuXbaMW+SJKksEXEtjQkVx0TEDuBi4L8Cb4uIdTRyzkz3HXozIE+ohUkWzYdDXzvtVdPqZM/+vWWXoAraPe9/atTZoeumyi5Bq1RmntXlqSctxf4Op5QkSZIKDMiSJElSgX/vpYG09inbgyxJksaVAXmyLUzEqC0s9PjCXq1er5+z8OCelz7dHmRJkjSWDMgTbGEiRsvEi45f2Bv0hj1JkqTVzoCsQR00f/n//D9HlViKJEnS8jEgayCt85d/9IJTbbGQNLApb9NTF+vDGzg1mohYC9SB2zNzU0QE8MfAC4A54B2Z+Rej7G1AFhx8OlwrsQ5JY8hwrG4Mx1qkVwM3AUc2H58DPBp4XGbOR8Sxo25sQNZBp8P2GkuSpKqLiOOAZwOXAK9tLr8S+M3MnAfIzJ2j7m9AVk/dplpcf/zhJVQjSZLGXUTMcPA10bOZOdvysrcCrweOKKz9FPCiiPh14AfA+Zn5tVFqMCCrn45TLexBVifr1vjXpZIGtzfnyi5BFdQMw62B+ICI2ATszMwbI+LUwlMbgD2ZOR0RzwOuBH51lBoMyJIkSVpNngw8NyLOoPG33EdGxHuAHcAHm6+5DnjXqB9gQFarPS19yLVObRa2WEiSpDJk5mZgM0DzBPn3M/PsiNgKnAZ8EzgFuGXUzzAg6yCt49yaYbmtzcIWC0mSVDFbgWsi4jXALuAVo25kQFY/e4DHlV2EVgd7kNXJvlxTdgmSxlRm3gDc0Pz5bhqTLRbN/9dST80T5dvKrkOSJGmleIKsQbT2JduDLEmSxpYBWX219iUDfOcXTrcHWW327N9bdgmqoAeJsktQRX1v7z1llyB1ZIuFJEmSVGBAliRJkgpssRhj3a6JXgrXxUOWY1tJkqS+IuJKYOFGvZOaa28GzgTmgZ3AOZl5xyj7G5DHW8dropfCzY89wx5ktZmbny+7BFXQbev9T406m9rnaEiN7CrgMuDqwtqlmXkRQEScD7wROHeUzW2xkCRJ0qqSmduAu1rW7i083AjkqPv7a70OMmhbxns4dgWqkSRJkyYiZoCZwtJsZs4O+N5LgJcA99C4dnokBmS1GqgtwxYLSZK0HJpheKBA3OG9FwIXRsRm4DxgpLxiQNZIptbPlV2CKmjtGru21O4wW9PVxWFrN5RdgsbXNcDHMCBrEAO0UNRWqBRJkqQlExEnZObXmg/PBG4edS8D8uTp2UIxPT29ZZA+5Pdy9FLXJUmSNJCIuBY4FTgmInbQOCk+IyJOpDHm7VuMOMECDMjjbA/wuBHf27cP+RsnPdMeZEkD+ZGTvNTF1LxtWRpNZp7VYfmKpdrfP5ljql6vbwVuK7sOSZKk1cYTZLVqO3nu1HJhi4UkSRpXBmQdpF6vb52ent7SstzWcmGLhSRJGlcGZHWypyUk10qqQ9IY2DDyXVYad/vSGYCqJgOy2jT7lw/ocKIsSZI0tgzIGkTribI9yJIkaWwZkNVX64kywPdPO8UeZLX7etkFqIqO3W+PhTp7yFTPkftSVxFxJbAJ2JmZJzXXXgBsAX4aODkz66Pu75g3SZIkrTZXAc9qWfsK8Dxg22I39wR5vLW1RuAX7iRJ0iqXmdsiotaydhNARCx6fwPyGOvUGtHvC3eDXDMN8NEjNo5emCRJUhcRMQPMFJZmM3N2JWswIKtV32umwR5kSdLiHRUbyi5BFdQMwysaiFsZkCdYl9PiWgmlSJIkVYYBebK1nRZPT09fMMjcY1ssJEnSuDIg6yCd+pY7scVCkiSVJSKuBU4FjomIHcDFwF3AXwIPAz4aEV/MzGeOsr8BWSPZu8s/Omq3bs3askuQtIrcMXdf2SVolcrMs7o8dd1S7O8cZEmSJKnAY0ANPNqt6Lp4yDJVI0mSVC4DsmDA0W5F9iCrkwf37yu7BFXQznWLH9qvMeUt5KooWywkSZKkAk+QJ0/x+ulaiXVIkiRVkgF5whTHuA0y77hbf7JzkCVJUlki4kpgE7AzM09a6v0NyOqnY3/ync+0B1nt1q6xa0uStCKuAi4Drl6Ozf2vmbpqnh7Xyq5DkiSpKDO30bgYZFl4gqxeDgFu69Rm8YmjbbGQJElLLyJmgJnC0mxmzq5kDQZkDaKtzcIxb+rEm/QkSYvVDMMrGohb2WKhfvZgm4UkSZogBmT11Jx6cVvZdUiSJK0UWywm28JM5NqArzvAMW+SJKksEXEtcCpwTETsAC7OzCuWan8D8gRbmIlcDL8tX8irFV9X9MPn2IOsdvvn58ouQdIqctia9WWXoFUqM89azv0NyGp14At5g1wkIkmSNG4MyOqp2016n3ykLRaSJGk8GZDVT8eb9GyxkCRJ48qArJHk3rIrUBXNzc+XXYIqaCrLrkBVtRe/t6BqcsybenEGsiRJmjieIKurer2+deGLeq29yF41LUmSyhARhwDbgA00suz7M/PiwvN/AbwsMw8f9TMMyBrUQb3Idz7THmS1W7vGv5SSJC27B4GnZeauiJgCPhsRH8/Mz0XENPDQxX6A/zVTP4NeJiJJkrTssmFX8+FU85+MiLXApcDrF/sZniALDr4pr1Z8otNlIpIkSWVqhuEbgccAb8/Mz0fEq4EPZ+Z3I2JR+xuQddBNeT2C8EHXTduDLEmSlkNEzAAzhaXZzJwtviYz54AnRMRRwHUR8VTgBTSun140A7IG0nrd9B2/cpo9yJIG4pg3dbN+zdqyS1AFNcPwbN8XNl57d0T8HXAajdPkrzdPjw+LiK9n5mNGqcEeZEmSJK0aEfGw5skxEXEo8Azgxsx8RGbWMrMGPDBqOAZPkDWATtdNf3j9ESVVI0mSJtwjgXc3+5DXAO/LzI8s5QcYkDWItuumbbGQJEllyMwvA0/s85qRZyCDAVkddDgxrrW+Zu0GrxSWNJh9i/syuSStOAOyOjnoxNgRb5IkaZIYkDWIPa0h+aNHOOZNkiSNJwOy+mod8Qb2IEsanGPe1M09c3vKLkHqyDFvarUHr5WWJEkTzBNkHaRer28ttlN0GvEGjnmTJEnjy4CsftpGvIEtFpIkqRwRcQiwDdhAI8u+PzOXNJcYkDWSuX1250gajGPe1M2hMVV2CVqdHgSelpm7ImIK+GxEfDwzP7dUH2BAVifFqRW1EuuQJEk6SGYmsKv5cKr5z5J+HdiArDbFqRXT09NbOvUhXxcPWfG6JEnS+IuIGWCmsDSbmbMtr1kL3Ag8Bnh7Zn5+KWswIGsQbX3I3/mF0+1BljQQx7ypm/3MlV2CKqgZhmf7vGYOeEJEHAVcFxEnZeZXlqoGG0nVj2PfJElSJWXm3cDfAc9ayn0NyOqp2W5xW9l1SJIkAUTEw5onx0TEocAzgJuX8jNssdAg2q6atgdZkiSV5JHAu5t9yGuA92XmR5byAwzI6qvTVdO7r73YHmS1ednmo8suQRX0gG2m6uKjL39Y2SVoFcrMLwNPXM7PsMVCkiRJKvAEWQfpdrV0q+2ve/YKVCNJkrTyDMhq1fFq6Va2WEiSpHFlQNZo9j5YdgWqoH3Ml12CKmiXzXzqInc9UHYJUkcG5AnWpZ2iVkIpkiRJlWFAnmxt7RSt49wK6weF6e2vevqyFiZJktRNRFwJbAJ2ZuZJzbU3A2cC88BO4JzMvCMifgt4AxDAfcArM/NLvfY3IGtQB4Xp3e++wB5ktZlyMI4kaWVcBVwGXF1YuzQzLwKIiPOBNwLnAt8ETsnMH0XEf6ZxjfUv9trcgKxWbZeCNNVWuA5JkqSOMnNbRNRa1u4tPNwIZHP9HwrrnwOO67e/AVkH6XQpCHRvvZAkSaqKiLgEeAlwD3Bah5e8HPh4v30MyBrUQSfL9iBLkqTlEBEzwExhaTYzZwd5b2ZeCFwYEZuB84ADLaERcRqNgPyUfvsYkCdIh6kVtUHf23qybA+yOrkn95VdgipoH1Nll6CKmvvh/WWXoApqhuGBAnEP1wAfoxmQI+LngMuB/5yZP+z3ZgPyZDnoi3a2TUiSpHERESdk5teaD88Ebm6u/wTwQeC3M/OWQfYyIGvg66WLbLGQJElliYhrgVOBYyJiB42T4jMi4kQaY96+RWOCBTSmWRwN/FVEAOzPzOle+xuQBQNeL120+/LX2mKhNnuZK7sEVdBhGWWXoIpae/TGskvQKpWZZ3VYvqLLa18BvGKY/R1aKkmSJBUYkCfbwmSKWsl1SJIkVYYtFhNsYTJFpy/r9etL3n7uU5evMEmSpBIZkNVNz77k3ddebA+ypIFsyLIrUFXlXr+3oGoyIAs6Xy9dK6EOSZKk0hmQ1fF66WJg7tRusf11z17+wiRJkkpgQNYg2tKCL5QAACAASURBVNotbLGQJElliYgrgU3Azsw8qbn2ZhoXhMwDO4FzMvOOiPgD4Leab10H/DTwsMy8q9v+BmR1U2y7qLU9u/fBlaxF0io2ZQ+ypKV3FXAZcHVh7dLMvAggIs6ncUHIuZl5KXBpc/05wGt6hWMwII+9lvaI2qDvK7ZdeCW1JEmqkszcFhG1lrV7Cw83Ap1+PT8LuLbf/gbk8XegPWIRQbftS3xeNS1JkpZDRMwAM4Wl2cycHfC9lwAvAe4BTmt57jDgWcB5/fYxIKuvTl/iswdZnWyMqbJLUAXZYqFu9n93V9klqIKaYXigQNzhvRcCF0bEZhpBuJhXngP8fb/2CvAmPUmSJI2fa4Dnt6y9mAHaK8CALEmSpDEQEScUHp4J3Fx47iHAKcCHBtnLFgt11eu6aecgS5KkskTEtcCpwDERsYNGK8UZEXEijTFv3wLOLbzl14FPZeb9g+xvQJ5gvQJwU61er5/T6Ql7kCUN6gH/rlJdxHr/cGg0mXlWh+Urerz+Khqj4QZiQJ5sbReAFDneTZIkTSIDsnppG++2wBYLSZI0rgzI6qrTeLcFtlhIkqRxZUDWaI58aNkVqIKmiLJLkLSKrD36sLJLkDqyO16SJEkq8AR5srT2FNf6vaHbpIvtf3T20lUlSZI0hIi4EtgE7MzMk5prb6Yx/3ge2Amck5l3RMRDgSuBnwL2AC/LzK/02t+APEFae4oHnFLRcdLF7k+/0x5kSQPxqml1kw/uK7sErV5XAZcBVxfWLs3MiwAi4nzgjTRmIf8h8MXM/PWIeBzwduD0XpsbkNVvHnJtBUuRJEnqKzO3RUStZe3ewsONwMKv5z8DbG2+5uaIqEXEwzPz+932NyALesxDnp6evqDTSfP2ra9Y7pokSdIEiogZYKawNJuZswO+9xLgJcA9wGnN5S8BzwO2R8TJwE8CxwEGZI2m26g3WywkSdJyaIbhgQJxh/deCFwYEZuB82hcQb0VeFtEfBH4V+ALwFyvfQzIq9gAV0VD7xaJhS/t9XqNNLCN/l+KpCHM3fVg2SVofF0DfAy4uNl68VKAiAjgm8Ctvd7sf81Wt55XRUPvL+ItnA57pbQkSVrtIuKEzPxa8+GZwM3N9aOABzJzL/AKYFtLv3IbA7I66nc6bQ+yJEkqS0RcC5wKHBMRO2i0UpwRESfSGPP2LRoTLAB+Gnh3RCTwb8DL++1vQFY3PU+nd3/oT+1BljSQfV6wqC5ivfeVaTSZeVaH5Su6vPYfgccOs78BWdB+gQjYlyxJkiaUAVkdJ1XYlyxJkiaVAVnddDpVPmD7RS9cwVIkSZJWjgFZHXWbf7xg97svsAdZ0kAOmy+7AlWVPciqKv9kSpIkSQWeIOuAAS8eAWD7q56+zNVIkiSVw4Csor4XjyywxUKSJJUlIq4ENgE7M/Ok5tqbaVwQMg/sBM7JzDuaz50KvBWYAu7MzFN67W9A1mj27S27AlXQFA68VbvD57PsElRRa4/eWHYJWr2uAi4Dri6sXZqZFwFExPnAG4Fzmzfp/RXwrMz8dkQc229zA/IEGaCForZCpUiSJI0sM7dFRK1lrXh99EZg4bfz3wQ+mJnfbr5uZ7/9DciTpWcLRXGsW9+rps996pIWJkmSBBARM8BMYWk2M2cHfO8lwEuAe4DTmsuPBaYi4gbgCOBtmXl15x0aDMjqpmeYfuAdr7IHWW324V+lSxrc/H17yi5BFdQMwwMF4g7vvRC4MCI2A+cBF9PIu08CTgcOBf4xIj6Xmbd028eArKLi5SC1EuuQJElajGuAj9EIyDuAH2bm/cD9EbENeDxgQFZ/xctBvGpakiStJhFxQmZ+rfnwTODm5s8fAi6LiHXAeuAXgT/vtZcBWd30vGp628t/eQVLkSRJ+g8RcS1wKnBMROygcVJ8RkScSGPM27eAcwEy86aI+ATw5eZzl2fmV3rtb0AefyO1TfS9avry19qDrDaHeTmnOtjn9D91se4xjyq7BK1SmXlWh+Urerz+UuDSQfc3II852yYkSZKGY0CeLE9ZqpDsmDdJkjSuDMiTZd2gV0n3s/tDf2qLhdr8gG+XXYIqaUPZBaii5u+6p+wSpI4MyBUxwC13ndSWoRRJkqSJZkCujp4Xc3RiT7EkSdLSMyBPltt6PTnMKfb2i164FPVIkiQNLSKuBDYBOzPzpObapcBzgL3AN4CXZubdzec2Ay8H5oDzM/OTvfY3IE+W2/o8P/Ap9u5Pv9MeZLXZ6P+lqIMHwzlvkpbcVcBlwNWFteuBzZm5PyL+BNgMvCEifgZ4MfCzwI8Dn46Ix2bmXLfNHVoqSZKkVSUztwF3tax9KjP3Nx9+Djiu+fOZwN9m5oOZ+U3g68DJvfb3uEdd9Wq52L71FStcjSRJmgQRMQPMFJZmM3N2yG1eBry3+fOjaATmBTuaa10ZkCdLz+ujaZ+K0bXlwhYLSZK0HJpheNhAfEBEXAjsB64ZdQ8D8gTpd3309PT0lpZT41rXFz+4Z+kKkyRNpDh8Y9klaMxExDk0vrx3emZmc/l24NGFlx3XXOvKHmS1OqRer29pnhzfVnItkiRJA4mIZwGvB56bmQ8Unvow8OKI2BARxwMnAP/Uay9PkNVL15aM7X909gqXIkmS1BAR1wKnAsdExA7gYhpTKzYA10djes7nMvPczPy3iHgf8FUarRf/vdcECzAgq4deLRleNa1OpnCcl9rt84+FusgfedW0RpOZZ3VYvqLH6y8BLhl0f1ssVLQHr6+WJEkTzoCsA5onxreVXYckSVKZbLFQR/2unfaqaUmSNK4MyGq18MW8Wr1eP6fbi+xBVif2IKuTw+ez/4s0maaMIaom/2TqIAtfzOtzoYgkSdLYMiCrm5637tliIUmSxpUBWR31u3XPFgtJklSWiLiSxo15OzPzpObajwHvpTGR6zbghZn5o4h4CPAe4CdoZN+3ZOa7eu1vQJa0ZL6Wu8ouQVW0/vCyK1BFPXfD+rJL0Op1FXAZcHVh7QLg/2Tm1oi4oPn4DcB/B76amc+JiIcB/x4R12Tm3m6bG5AXqd+0hyHUlmAPSZKksZeZ2yKi1rJ8Jo3b9QDeDdxAIyAncEQ0rtc7HLiLxo16XRmQF++Qer2+ZbGbLPWX4pYwuHdkD7IkSVoOETEDzBSWZjNzdoC3Pjwzv9v8+XvAw5s/XwZ8GLgDOAJ4UWbO99rIgDy+liS4d/PAW3/XHmS1uXPugbJLUAWdtPaIsktQReWu+8suQRXUDMODBOJee2RELMyYfCbwReBpwE8B10fE9sy8t9v7DcirW69JE7UVrEOSJKls34+IR2bmdyPikcDO5vpLga2ZmcDXI+KbwOOAf+q2kQF5Fes1aWJ6evqC5ZxlvO3sJy3X1pIkSaP4MPA7wNbmvz/UXP82cDqwPSIeDpwI3NprIwPymOo3pm2xbLGQJElliYhraXwh75iI2AFcTCMYvy8iXg58C1j4wtSbgasi4l+BAN6QmXf22t+ArJGsefKvlV2CKuiX3/qBsktQBZ28e67sElRRa457RNklaJXKzLO6PHV6h9feAQwVXNaMUpQkSZI0rjxBHgPLPdKtk8++Y/NKfpwkSdKKMSCPh2Ud6dbJ3u98yR5ktbm799x1TajDD0xakg4Wx/9U2SVIHdliIUmSJBV4gryK9GilqK1wKZIkSWPLgLy6dGylWOy841F6mP/huisW85GSJEkji4grgU3Azsw8qbn2ZuBMYJ7GJSHnZOYdEfE44F3AzwMXZuZb+u1vQB4PvW7UG0StXq+fM8wb9t15qz3IavMAjvNSJ3bzqYu77yq7Aq1eVwGXAVcX1i7NzIsAIuJ84I3AucBdwPnAfxl0cwPyGFjspSDLeeOeJEnSUsvMbRFRa1m7t/BwI5DN9Z3Azoh49qD7G5AFI5xA/+Mn3rdMpUiSpEkWETPATGFpNjNnB3zvJcBLgHuA00atwYCskU6gbbGQJEnLoRmGBwrEHd57IXBhRGwGzqNxBfXQDMgaSe6+r+wSVEFHMVV2Caqgz2xYW3YJqqhfeFSt7BI0vq4BPsaIAdlvTkiSJGnVi4gTCg/PBG4edS9PkKtjkD7g2lJ92GKvp3bMmyRJKktEXAucChwTETtonBSfEREn0hjz9i0aEyyIiEcAdeBIYD4ifg/4mZYv9R3EgFwRg/QBL/G0iUVdT7331n+yB1lt7veqaXVw4rz/qVEXd99ZdgVapTLzrA7LHU/vMvN7wHHD7G+LhSRJklTgr/VjYMR2idpi9vuH9/3VkB8nSZK0OhiQx8PQ7RJ92jX67meLhSRJGlcG5MnV60uBtb7vntqwlLVoTOxrXFokHWSXzXzqZmp92RVIHRmQJ1SvLwV69bQkSZpkBmR10nfknGPeJEnSuDIgq80gI+f2fudL9iCrjTfpqZPD58uuQFWV3/xG2SVolYqIK4FNwM7MPKm59mYaF4TMAzuBczLzjog4FfgQ8M3m2z+YmW/qtb8BeXXpdrJbW+E6JEmSynQVcBlwdWHt0sy8CCAizgfeSPOyEGB7Zm4adHMD8irS7WTXnmFJkjRJMnNbRNRa1oo3422E0b85bkAeY4u9TroXe5AlSdJyiIgZYKawNJuZswO+9xLgJcA9wGmFp345Ir4E3AH8fmb+W699DMjjbVHXSfey54sfsQdZbW7PB8ouQRVUiyPLLkEVFYdvLLsEVVAzDA8UiDu890LgwojYDJwHXAz8C/CTmbkrIs4A/jdwQq99nE4pSZKkcXMN8HxotF5k5q7mzx8DpiLimF5v9gRZbQZpzfjs5VtWphhJkqQBRMQJmfm15sMzgZub648Avp+ZGREn0zgg/mGvvQzI42Gpp1v0bc2wxUKSJJUlIq4FTgWOiYgdNFopzoiIE2mMefsW/zHB4jeAV0bEfmA38OLM7PkFPgPyGBhlukWfU+Jav8+MdV41rXbrWVt2CaqgfVF2Baqq3HV/2SVolcrMszosd5wgkJmX0RgJNzAD8uTqekrs2DhJkjTJDMjqpO9V039/1f9YoVIkSZJWlgFZbQa5anrP319jD7LaHBa2WKjd4XNlV6Cqyvt3l12C1JEBebz1OgmurWAdkiRJq4YBeYz1Ogm2z1iSJKkzA/IEW8xV1J9922uWuBpJkqTBRMSVwCZgZ2ae1Fy7FHgOsBf4BvDSzLw7ImrATcC/N9/+ucw8t23TAgPyZBv5Kuo9//wBe5DV5u7cW3YJqqDD5kf6PVwTINYbQzSyq2iMbru6sHY9sDkz90fEnwCbgTc0n/tGZj5h0M29anpy7cE+ZEmStApl5jbgrpa1T2Xm/ubDzwHHjbq/v7pNqHq9vrW1D3mYlovPvmPzcpQlSZImXETMADOFpdnMnB1ym5cB7y08Pj4ivgDcC/y/mbm915sNyCoauOXCFgt18sCBX9yl//CAf1epLhzzpk6aYXjYQHxARFwI7AeuaS59F/iJzPxhRDwJ+N8R8bOZeW+3PQzIk611DFytpDokSZIWLSLOofHlvdMzMwEy80HgwebPN0bEN4DHAvVu+xiQJ1jrGDhHv0mSpNUqIp4FvB44JTMfKKw/DLgrM+ci4j8BJwC39trLgKyivldML7AHWZIklSUirgVOBY6JiB3AxTSmVmwAro8I+I9xbk8F3hQR+4B54NzMvKvjxk0GZB0wyBXTC374nFPsQVabbz/4YNklqII+f+ihZZeginrUOzeUXYIq6Mwt/V+TmWd1WL6iy2s/AHxgmBr86oQkSZJU4AnyBFrMDXoLPvnIjUtUjSRJUrUYkCfTyDfoLbDFQpIkjSsDskay5pAouwRV0FSsLbsEVdCPY5+pOrt9yk5PVZN/MiVJkqSCxZwgDzwSbMzVWheWosd3mdWKD0ap9/rjD1/KeiRJkgYWEbcB9wFzwP7MnI6I9wInNl9yFHB3Zj5hlP1HDsjDjAQbZ11+SVh0j+9y6lDz0PXe+Ux7kNVuX86VXYIqaB9ZdgmqqIfO+WdDi3JaZt658CAzX7Twc0T8T+CeUTe2B1mSJEljIxq3hLwQeNqoexiQJ1Nre0ytpDokSZJGkcCnIiKBv87M2cJzvwp8PzO/NurmBuQJ1Noe06+XvFOP8ieOdg6yJElaehExA8wUlmZbAjDAUzLz9og4lsbV0jdn5rbmc2cB1y6mBgOyoP8XLmv1ev2c4oJzkCUNyh5kScNohuHWQNz6mtub/94ZEdcBJwPbImId8DzgSYupwYCsvl+4dFqJJEmqiojYCKzJzPuaP/8a8Kbm008Hbs7MHYv5DAOyBtF2wuxV05IkqSQPB65rfBePdcDfZOYnms+9mEW2VyxsKvXU6YTZFgtJklSGzLwVeHyX585Zis8wIGskh73i2WWXoAo65gufKrsEVdBJ+/1PjTo7+cd+UHYJUkdeNS1JkiQV+Gu9+uo05m37RS8sqRpJkqTlZUDWINquot79/j+2B1nSQPZF2RVI0nAMyDqg00lxU22FS5EkSSqNAVlFbSfF0AjOrWPetl/wX1aqJkmSpBVlQFZfnca82WIhSZLKEhG3AfcBc8D+zJwuPPc64C3AwzLzzlH2NyBPqC7tFLWBN9i3bynL0ZhYF2vLLkEVtMt5Sepi/aH7yy5Bq9tprQE4Ih5N42a9by9mYwPy5Gprp/BKaUmStMr9OfB64EOL2cSArI56fGEPgO2v86IQSZK09CJiBpgpLM1m5mzLyxL4VEQk8NeZORsRZwK3Z+aXmtdQj8yArG46fmFvgT3I6mT3vK03ajflmDdJQ2iG4dZA3OopmXl7RBwLXB8RNwN/SKO9YtEMyCraU2izqJVYhyRJUleZeXvz3zsj4jrgFOB4YOH0+DjgXyLi5Mz83rD7G5B1QHFahf3IkiSpiiJiI7AmM+9r/vxrwJsy89jCa24Dpp1ioTZ9+ohrfd6+p1dIdg6yJEkqycOB65onxeuAv8nMTyzlBxiQx1vXPuJ+J8SdZh8X7f7Qn9qDrDbHrD2s7BJUQRuy7ApUVYc9wjFvGl5m3go8vs9raov5DKdTSpIkSQWeIE+4fuPcutl+0QuXoRpJkqTyGZDVc5xbN7ZYSJKkcWVA1mjWrS+7AlXQPfN7yi5BFbTLG8jVxf5dZVcgdWYPsiRJklTgCfLkWhjjVoPhe5G3/9HZy1OVJElSHxHxGuAVNK6c/lfgpcCDwB8DLwDmgHdk5l+Msr8BeUItjHErjHsbqhfZHmR1si78u3S1e+hc2RWoquYe9C+yNbyIeBRwPvAzmbk7It4HvBgI4NHA4zJzvnkN9UgMyJIkSVpt1gGHRsQ+4DDgDhqnx7+ZmfPQuIZ61M391U0HtVpIkiRVWWbeDrwF+DbwXeCezPwU8FPAiyKiHhEfj4gTRv0MT5AnXGurxaC9yM5BliRJyyEiZoCZwtJsZs4Wnn8ocCZwPHA38L8i4mxgA7AnM6cj4nnAlcCvjlKDAVmtBupF3n3DlfYgq83+tNlU7aa8alrSEJpheLbHS54OfDMzfwAQER8EfgXYAXyw+ZrrgHeNWoMBWQtstZAkSavBt4FfiojDgN3A6UAduBc4DfgmcApwy6gfYEAWcHCrxSBtFtvf8t9WpC5JkqSizPx8RLwf+BdgP/AFGifOhwLXNEfA7aIxBm4kBmR10rfNYven32mLhdo45k2d7Cu7AFXW+iPmyy5Bq1RmXgy0ZpEHgWcvxf5OsVCrPdhmIUmSJpgnyGOgR0tEbdi96vX61sLlIZIkSRPHgDweOrZELCLo7un33u1bR27rkSRJqjQDstosfGGvlwcufZk9yGqz3h5kdfDQ/c55U2e7vr++7BJUQceUXQD2IEuSJEkH8QRZA9+eV7TtRT+3TNVIkiSVy4AsGPD2vCJbLCRJUlki4jbgPmAO2N+8XvoFwBbgp4GTM7M+6v4GZI0kjj227BJUQXvz9rJLUAXtWhNllyBpPJ2WmXcWHn8FeB7w14vd2IA8QZZyHJwkSVKVZOZNABGL/6XcgDxZBhoHN9BV0696+pIWJkmSBBARM8BMYWk2M2dbXpbApyIigb/u8PyiGJDVSf+rpi9/rT3IauOYN3WyIR3zps7WH7a/7BJUQc2w2y/wPiUzb4+IY4HrI+LmzNy2VDUYkAXtF4PUSqpDkiSpr8zGl14yc2dEXAecDBiQtXRaLwbxqmlJklRVEbERWJOZ9zV//jXgTUv5GQZkddL/qulzn7pCpUiSJB3k4cB1zS/jrQP+JjM/ERG/Dvwl8DDgoxHxxcx85igfYEBWm4Gumn7r79qDrDZ37r+/7BJUQd+Z+rGyS5A0RjLzVuDxHdavA65bis/wqmlJkiSpwBNkHWTQa6e3nf2kFahGkiRp5RmQx9so0ykGunbaFgtJkjSuDMiL1+kLbbUS6mizrNMp9u1bsq00Po5c2/cvHzSBphyDrC72PmAMUTX5J3OROn2hrepj0vq0UdRWsBRJkqTKMSBPpq5tFMVw3ytIb3vRzy1LYZIkSf1ExFHA5cBJNK6dfhlwBnAmMA/sBM7JzDtG2d+ArF66Bml7kNXJ/pwruwRVUZRdgKrKq6a1CG8DPpGZvxER64HDgH/LzIsAIuJ84I3AuaNsbkCWJEnSqhERDwGeCpwDkJl7gb0tL9tI42R5JAZktSp+6bAGnVstHPMmSZKWQ0TMADOFpdnMnC08Ph74AfCuiHg8cCPw6sy8PyIuAV4C3AOcNmoNBmQdpPilw0JQbmu1sMVCkiQth2YYnu3xknXAzwOvyszPR8TbgAuAizLzQuDCiNgMnAeMlFcMyOpl4TS5VnIdklaxDY55Uxdz+7zQVyPZAezIzM83H7+fRkAuugb4GCMGZP9kTpahAm+9Xt/aPDm+bflKkiRJGlxmfg/4TkSc2Fw6HfhqRJxQeNmZwM2jfoYnyBNkoX1ihDnNbZeh2IMsSZJK9CrgmuYEi1uBlwKXN0PzPPAtRpxgAQZkDaDTZSj2IKuTfTlfdgmqoF1ry65AVfW9O44suwRV0KMHeE1mfhGYbll+/lLVYECuuD633i2orUApkiRJE8GAXH1dL+tYUPWrrSVJklYTA7KAgU+qD7AHWZIkjSsDshb0Paku2v3uC+xBljSQKce8qYsjNj5YdglSRwbkydQ2lQL7mCVJkgAD8kTqNJWiUx9zr7aL7a96+tIXJkmSVAEGZPXSte3CFgtJklSWiHg18F+BAP6/zHxrRLwXWLg85Cjg7sx8wij7G5C1YKi2i3zg/mUtRpIkqZOIOIlGOD4Z2At8IiI+kpkvKrzmfwL3jPoZBmQBg7ddSJIkleyngc9n5gMAEfF/gecBf9p8HMALgaeN+gEGZPXS6VQZgG0v/+UVLkWSJE2CiJgBZgpLs5k5W3j8FeCSiDga2A2cAdQLz/8q8P3M/NqoNRiQ1VWnU+UFD1z6MnuQ1ebQNVNll6AKumXN3rJLUEW95ETb9dQub8lZYLbr85k3RcSfAJ8C7ge+CMwVXnIWcO1ializmDdLkiRJKy0zr8jMJ2XmU4EfAbcARMQ6Gu0W713M/p4gS5IkaVWJiGMzc2dE/ASNQPxLzaeeDtycmTv+//buPUqyqj70+PfHPIBhRJCXBkKaqwTkcsWlIxFFHIMimjEExYvcRO6A2rJE8CYSCXrFMcR1MWIMygraIqIR8U00oAiuOAxRQVtEGfEVcATGB2AGHObBvH73j3N6cqa6Xl3dPae6+vtZq9dU7XNqn9/q3nP617t+tfdk+jdBniUmupV0JytOfdpUdSVJkjRRny9rkDcDZ2fmw2X7q5hkeQWYIM8mE9pKupP1l59jDbIkaVLW3je/7hDUh/bp4pzMfF6L9qVTEYMJ8mA4tosl2YZ2QhySJEkzngnyYJjbaXZ4Imsad1OO4TJvkiRpUJkgq5mO5RgbrvgrSyw0zoZtm+sOQX1o/hwXTFJzW7c4NtSfTJBnj5abfjQxNI1xSJIk9TUT5Fmi3aYfjdxiWpIkzWYmyGqm42zzLWcdt5NCkSRJ2lFEXAksAR7IzCPLtlcCy4CnAkdn5mjDaw4G7gKWZeYl7fo3QdY43cw2r1t2mjXIGueYeQfUHYL60P45p+4Q1Kee8NTH6g5BM9dVwGXAxyttKyk2DflQi9f8A/CVbjo3QZYkSdKMkpkrImKooe1HABEx7vyI+DPg58C6bvo3QZ6lJruz3s1LDp3CaCRJkgoRMQwMV5pGMnNkEv0tBM4HXgSc181rTJBnr0ntrGeJhSRJmg5lMtxzQtzEMuB9mflos9nlZkyQ1ZN8dH3dIagPPegtRU3sz+51h6A+tfV3WXcImh3+CDglIv4e2AvYFhEbM/OyVi/wt5kkSZIGVmY+b+xxRCwDHm2XHIMJ8qzQot54qMvzmlq++MDJByZJktSDiLgGWAzsGxH3A+8A/hP4ALAfcH1E3JGZL+6lfxPkwbCqw/Fx9cYt1jnuui750QteYQ2ypK6siW11h6A+FfPrjkAzVWae1uLQtR1et6yb/t0EfTCsqjsASZKkQeEM8uzVbLe8oRrikCRJ6ismyLNUs93yxhLmbmqRl7/oD6YnMEmSpJqZIKuZjrXIroOsZjbnxrpDUB9aSHfrjmr22WU3x4b6kzXIqhoruxiqOQ5JkqTaOIOs7cbKLlqscCFJkjQrOIMsSZKkGSUiroyIByJiZZNjb46IjIh9y+d/HhE/iIg7I+KbEXFUp/6dQVYzzVa42MHNSw7dSaFIkiSNcxVwGfDxamNE/D5wAnBvpfnnwPMzc01EvAQYodh+uiUTZI3TbIWLRn5IT5Ik1SUzV0TEUJND7wPeAnyxcu43K8dvBQ7q1L8lFpIkSeobETEcEaOVr+EuX3cSsDozv9/mtNcAX+nUlzPI6s28eXVHoD60iXV1h6A+tPc2l/KS1L3MHKEog+haRCwA3kpRXtHqnBdQJMjHdurPGWRJkiTNdE8GDgG+HxGrKMoobo+IJwJExNOAK4CTMvO3A+MjkAAAF3ZJREFUnTpzBnkwdPpQ3VC3HXWzix7AzScf0W2XkiRJ0yoz7wT2H3teJsmLMvOhiDgY+ALw6sz8aTf9mSAPgE4fqpvgusYdd9EDWPeu0/2QniRJqkVEXAMsBvaNiPuBd2TmR1qcfiGwD/BPEQGwJTMXtevfBFmSNK0WbKs7AvWrTQ9l3SFohsrM0zocH6o8fi3w2on0bw2yJEmSVOEM8vTouNHGBAxNUT9AVzXGQ93UIVuDLEmSBpUJ8jToZqONbk1hoj2mbY1xeb2Odcjr//H11iCriYfrDkB9aL3vVaqFOfPrjkBqztuWJEmSVGGCrEYbmeKyDkmSpJnEEgvtYHR09OLGso5mNckr/uKZOzMsSZKk7SLiSmAJ8EBmHlm2XQScBGwDHgCWZuYvI+LxwCeAgyly30sy86Pt+jdBVjONHzIcGh0dXVo9Yf17zrQGWZI0KVs31R2BZrCrgMuAj1fa3pOZbweIiHMp1j8+CzgbuCszXxYR+wE/iYirM7PlCDRB1jiNHzKchg8KSpIk9SwzV0TEUEPb7ypP9wDGFtpO4HFR7BKyEPhPYEu7/k2Q1Y1xy9atOPVpNYUiSZIGWUQMA8OVppHMHOnyte8CTgceAV5QNl8GfAn4JfA44NTMbLuFkQmyOmq2bJ0lFpIkaTqUyXBXCXGT174NeFtEXAC8EXgH8GLgDuCPgScDN0XELQ0zzjswQZ4dqjPAQ1PRYey911R0owEznzV1h6A+dN8c95pWc3MX1h2BBtjVwJcpEuQzgIszM4H/iIifA4cD3271YhPkWaA6A2w9sSRJGkQRcWhm/qx8ehLw4/LxvcDxwC0RcQBwGHBPu75MkLWDbraZBrjlrON2QjSSJEnjRcQ1wGJg34i4n2Km+KURcRjFMm+/oFjBAuAi4KqIuBMI4PzMfKhd/ybIatRxm2mADVf8lTXIGmcTW+sOQX1oYUbdIahPtV5kS2ovM09r0vyRFuf+EjhhIv27k54kSZJU4QzyLNekpGKoplAkSZL6ggmydiip6GababAGWZIkDS4TZDXquM00wPrLz7EGWVJX5mENsppzq2n1KxNk7cBtpiVJ0mxngqxOxm0zDbDiNcfUEIokSdL0M0GefcaVULQ7udk20+Ayb2ru4W2P1R2C+tAad9JTC3Pm1x2BZqJyreNPV5r+G3AhcCDwMmATcDdwRmY+3Ms1TJBnGUsoJEnSTJaZPwGeDhARc4DVwLUUO+RdkJlbIuLdwAXA+b1cw3WQJUmSNFMdD9ydmb/IzBszc0vZfitwUK+dOoOsrreXrnKZN0mSNB0iYhgYrjSNZOZIi9NfBVzTpP1MdizDmBATZEGX20tXrX/PmdYga5z5MafuENSH3GparczZ07Gh8cpkuFVCvF1EzAf+lKKUotr+NmALcHWvMZggayNweN1BSJIkTdBLgNsz8zdjDRGxFFgCHJ+Z2WvHJsiz3Ojo6MVjH9SbSKnFilOfNp1hSZIkdXIalfKKiDgReAvw/MxcP5mOTZBV1XWphSUWkiSpLhGxB/Ai4PWV5suAXYGbIgLg1sw8q5f+TZAF/7U28lC3L4i995q2YDRzbcrVdYegPjQvrDOVNLUycx2wT0PbU6aqfxNkbV8b2TWRJUmSTJC1o6bbSjfjMm+SJGlQmSBru1bbSjfz0Iufbw2yxtkjHld3COpDa8KtptXcIz+bV3cI6kN71x0A7qQnSZIk7cAEWZIkSaqwxGKG6WVb6Olwwz571B2CJEmapSJiL+AK4EggKbaWfjnwMmATcDdwRmY+3Ev/Jsgzz4S3hZ4OroOsZu6+4666Q1Af+r3dF9QdgvrUgw8urDsE9aGh7k67FLghM08pt5xeANwEXJCZWyLi3RRbUJ/fSwyWWEiSJGnGiIjHA8cBHwHIzE2Z+XBm3piZW8rTbgUO6vUaziAPoJ1RhuFW05IkaTpExDAwXGkaycyRyvNDgAeBj0bEUcB3gTeVm4eMORP4dK8xmCAPpmkvw7DEQpIkTYcyGR5pc8pc4BnAOZl5W0RcCvwN8HaAiHgbsAW4utcYTJDVk1y3oe4QJM0QB6Vr3aq5eXM31h2CZqb7gfsz87by+ecoEmQiYimwBDg+M7PXC1iDLEmSpBkjM38N3BcRh5VNxwN3RcSJwFuAP83M9ZO5hjPIGqebGuablxy6k6KRJEka5xzg6nIFi3uAM4DvALsCN0UEwK2ZeVYvnZsgq5mONczrlp1mDbLGWTBn17pDkDSDrN9k+Y16k5l3AIsamp8yVf1bYiFJkiRVOIOsZiUVQx2OW2IhSZIGlgmyoKGkYtGiRcvaHQdLLCRJ0uAyQe5/GxsS1qEBvaakAbW57gDUt+btsq3uEKSmTJD73Ojo6MXV501mdwfimpIkSf3CBFndaJxRtgZZkiTVJiL2Aq4AjgSSYmvpg4BlwFOBozNztNf+TZDVUeOMMsC6d51uDbLG2XNO2+WzNUvtvy3qDkF9avddLcBRzy4FbsjMU8q1kBcADwMvBz402c5NkGehTqtWSJIk9auIeDxwHLAUIDM3AZsoEmTKTUImxQR5duq0aoUkSVK/OgR4EPhoRBwFfBd4U2aum6oLmCAL6G576aqbTz5iGqORJEmzVUQMA8OVppHMHKk8nws8AzgnM2+LiEuBvwHePlUxmCBrTMftpasePe8ka5A1zoZt1hNqvDVzs+4QJM0gZTI80uaU+4H7M/O28vnnKBLkKeNW05IkSZoxMvPXwH0RcVjZdDxw11RewxlktdWq9GL54gNriEaSJAmAc4CryxUs7gHOiIiTgQ8A+wHXR8QdmfniXjo3QRbARuDwFseall5YYiFJkuqSmXcAixqary2/Js0EWYyOjl7cuJJFZeZ4qOmL5jl0JHVnHq6DrOa2bLXSU/3JLGfmGberXRNDU3Cd3UZHR5e5BJwkSZptTJBnmGa72jWa4qS2aUK+/EV/MIWXkCRJ6h8myGqrVUJuDbKkbi3cVncE6ltWWKhPmSBrTONM8VBNcUiSJNXKBFnA+JnisWTZZd4kSdJsY4KsTlzmTZIk9ZWIeBPwOiCAD2fmP0bEsrLtwfK0t2bml3vp3wR5wLWYAR6adMcu86YmNufWukOQNIPMnWOBuiYuIo6kSISPBjYBN0TEdeXh92XmJZO9hlnO4Bs3A9zlKhdjNclDUx+SJElSz54K3JaZ6wEi4mbg5VN5ARNkNTVWk7xo0aJlzWahXeZNkiRNh4gYBoYrTSOZOVJ5vhJ4V0TsA2wAXgqMAr8F3hgRp5fP35yZa3qJwQRZ3Rg3C/3oBa+wBlnjzIs5dYegPvSYG+lJmoAyGR5pc/xHEfFu4EZgHXAHsBW4HLgIyPLf9wJn9hKDKxCqk41YZiFJkvpIZn4kM5+ZmccBa4CfZuZvMnNrZm4DPkxRo9wTE2S1VZZarKo7DkmSpDERsX/578EU9cefjIgnVU45maIUoyeWWKgb47abtgZZkiTV6PNlDfJm4OzMfDgiPhART6cosVgFvL7Xzk2Q1VGz7aZdB1nN7L7LvLpDUB/aNeuOQP1q4Z6P1R2CZqjMfF6TtldPVf+WWEiSJEkVziCrpVbbTINbTUuSpMFlgqx2mm4zDZZYSJKkwWWCPMu1myWmzfJu29ZunJZ4JEmS6maCrJazxF1uSS1JkjRQTJDVzrjl3cb82zP32cmhSJIkFSJiFbCWYge9LZm5KCKWAa8DHixPe2tmfrmX/k2Q1VKz5d3GuNW0mtmwract7zXgHvU3jaTp8YLMfKih7X2ZeclkO/a2NTtVZ4aHaoxDkiSp75ggD6a2CXB1Ztg6Y0mSNAMlcGNEJPChzBwp298YEacDo8CbM7OntzZNkAfQZBLgDqtabOdW05IkaTpExDAwXGkaqSTAY47NzNURsT9wU0T8GLgcuIgieb4IeC9wZi8xmCCr8YN4Q6Ojo0s7vWjtuUusQdY4m3Nr3SGoD63HvabV3NYtbuir8cpkuDEhbjxndfnvAxFxLXB0Zq4YOx4RHwau6zUGE+RZrvGDeJZcSJKkfhYRewC7ZOba8vEJwN9GxJMy81flaScDK3u9hgmyGrVc2q3q68954k4IRZIkaZwDgGsjAopc9pOZeUNE/HNEPJ2ixGIV8PpeL2CCrB20W9qtyq2m1cy8mFN3COpDj8+oOwT1qZ88uHfdIagPPbnD8cy8BziqSfurpyoGi38kSZKkChNkSZIkqcISi1mu22XdGi1ffOA0RCNJklQ/E2TtNjo6umyiL3KraTXzyJb1dYegPvTIXJd5U3Obwzey1Z9MkGeZJjPGQzWFIkmS1JdMkGefHWaMFy1a9De9rH3sTnqSJGlQmSDPct0u69bIEgtJklSXiFgFrAW2Alsyc1FEHAV8EFhIsQ7yn2fm73rp3wRZPdly75q6Q1Af2nfewrpDUB+aV3cA6lv7xWN1h6CZ7QWZ+VDl+RXAeZl5c0ScCfw18PZeOrY6XpIkSYPgD4EV5eObgFf02pEzyIOvcevooV6Xdqv62mF7TiooSZKkZiJiGBiuNI1k5kjDaQncGBEJfKg8/kPgJOBfgFcCv99zDJkuvzObjCXLvSztVrX23CUOHI1z4udd5k3jLZq3f90hqE/9xWZLLDTes1Zf23F/+og4MDNXR8T+FLPF5wAPAO8H9gG+BJybmfv0EoMlFpIkSZpRMnN1+e8DwLXA0Zn548w8ITOfCVwD3N1r/ybIkiRJmjEiYo+IeNzYY+AEYGU5m0xE7AL8X4oVLXpiDbJaaler/PXnPHEnRyNJkgTAAcC1EQFFLvvJzLwhIt4UEWeX53wB+GivFzBBnn02Aoc3O9Bsl73R0dGlzc5de+4S10GW1JUFvlkpaQpl5j3AUU3aLwUunYprmCDPMqOjoxe32TmvcZe9VudJkiQNLBNktdO4RNx2llhIkqRBZYKsltptQ22JhSRJGlQmyOpJzJ9TdwjqQ+u3uqapmnCvabWweZv16epPJsizU6vSiaGdHIckSVLfMUGehVqVTjQmze2WeVu++MCpD0ySJKkLEfGXwGsptpy+EzgDeBLwKYqd9L4LvDozN/XSvwmy2tmt1ZbU1iBL6tZm3JlezW1JSyw0cRFxIHAucERmboiIzwCvAl4KvC8zPxURHwReA1zeyzUcmZIkSZpp5gK7R8RcYAHwK+CPgc+Vxz8G/NlkOpfGNNYmD0HzUguXeZMkSdMhIoaB4UrTSGaOjD3JzNURcQlwL7ABuJGipOLhzNxSnnY/0HM9qAmytmusTa4ky+NKLSyxkCRJ06FMhkdaHY+IvYGTgEOAh4HPAidOZQwmyGpnbEZ5qOY4NENszq11hyBpBtlsDbJ680Lg55n5IEBEfAF4LrBXRMwtZ5EPAlb3egFHploaHR29uJw5XlVzKJIkSWPuBZ4dEQsiIoDjgbuArwOnlOf8b+CLvV7AGWR1Y9y6ydYgS5KkOmTmbRHxOeB2YAvwPYqSjOuBT0XE35VtH+n1GpHp8juauLXnLnHgaJxjPv1Q3SGoD524+yF1h6A+9ZIN2+oOQX3o+N98OuqOwQRZmqSIGK5+ulYCx4Vac2yoGcdFf7EGWZq84c6naBZyXKgVx4aacVz0ERNkSZIkqcIEWZIkSaowQZYmz5oxNeO4UCuODTXjuOgjfkhPkiRJqnAGWZIkSaowQZYkSZIqTJAlSZKkChNkqYOIWBwR17U5vjQiLpuG6y6NiN+rPF8VEftO9XXUXOP3v815V0XEKZO4zt9GxAubtG8fd+Xj50zVNbVzdLp3dPH6RRHx/hbHVkXEvhGxV0S8YaquqYmbqntFRCyPiEVTHJvjo0cmyFL/Wgp0vOlq2ixlJ3z/M/PCzPxah9MWA8/pcI4GTGaOZua5HU7bC3hDh3M0vZbSv/dqx0ePTJA1ECJij4i4PiK+HxErI+LUiHhmRNwcEd+NiK9GxJPKc5dHxKURcUd57tFl+9ER8a2I+F5EfDMiDushjv0i4vMR8Z3y67ll+7KIuLK89j0RcW7lNW+PiJ9ExL9HxDURcV45y7AIuLqMc/fy9HMi4vaIuDMiDp/0N24WiYihiPhxRFwdET+KiM9FxIJm46TZ9z8iLix/pisjYiQiootrPisivlA+PikiNkTE/IjYLSLuKdu3zypFxIlljLcDLx+LGzgL+MsylueV3R9XjtN7nE3uXZ33jvL/8V5R+G1EnF62fzwiXhQ7vouwT0TcGBE/jIgrgLHxdzHw5DKm95RtC8vxPTbeO45V/Zc67hVNYjihHFO3R8RnI2Jh2b4qIt7Z+Hsgit89N42Nj4j4RRTvODo+epWZfvk147+AVwAfrjx/PPBNYL/y+anAleXj5WPnAscBK8vHewJzy8cvBD5fPl4MXNfm2kuBy8rHnwSOLR8fDPyofLysjGdXYF/gt8A84FnAHcBuwOOAnwHnVeJcVLnOKuCc8vEbgCvq/r7PpC9gCEjgueXzK4G/7jBOqt//J1Qe/zPwsvLxVcApLa45F7infHwJ8B3gucDzgWuqry/HwH3AoRTJz2fGxl05fs6r9HsV8FmKSY4jgP+o+/s7U79qvnd8EPgT4MhybIz1/TNgj+rrgfcDF5aP/6Qcy/uW43plpc/FwCPAQeX4+BblPcmvrsfETr9XVPspf64rgD3K9vMrP/tVNPk9AFwGXFA+PtHxMfmvuUiD4U7gvRHxbuA6YA3FL52byj+O5wC/qpx/DUBmroiIPSNiL4oE9WMRcSjFzWVeD3G8EDii8gf5nmN/+QPXZ+ZjwGMR8QBwAEWy9MXM3AhsjIh/7dD/F8p/v0s5w6gJuS8zv1E+/gTwVtqPk6oXRMRbgAXAE4AfAm1/Xpm5JSLujoinAkcD/0CRWM0Bbmk4/XDg55n5M4CI+AQw3Kb7f8nMbcBdEXFAuzjUVp33jlsoxsMvgMuB4Yg4EFiTmesaJvaOo/w/n5nXR8SaNv1+OzPvB4iIOyiSpH/vMiYVduq9osGzKf7w/UZ5rfkUieyYZr8HjgVOBsjMGxwfk2eCrIGQmT+NiGcALwX+Dvg34IeZeUyrlzR5fhHw9cw8OYq3tZf3EMouwLPLhHe78ib3WKVpK739/xvro9fXz3aNP/e1tB8nAETEbsA/UcwS3RcRyyhmfLuxAngJsBn4GsUs0hyKGanJqI4n3yLtUc33jhXA2RTvNr2NIsE5hfF/PE3UVNxrZrs67hXbuwFuyszTWhyf7O8Bx0cXrEHWQIjiE8TrM/MTwHuAPwL2i4hjyuPzIuK/V15yatl+LPBIZj5C8dbq6vL40h5DuRE4pxLX0zuc/w3gZVHUpC4EllSOraWYmdLUOXhsTAD/C7iV1uOk+v0f+wX3UPlzmkjN7y3A/wG+lZkPAvsAhwErG877MTAUEU8un1d/OToWpkmd947MvI/ibfBDM/Meilm88ygS50YrKMYsEfESYO+y3bExPeq4V4y5FXhuRDylvNYeEfGHHV7zDeB/luefgONj0kyQNSj+B/Dt8u2idwAXUtyY3h0R36eo862uArAxIr5HUQP4mrLt74H/V7b3+hf1ucCiiPhBRNxF8eGqljLzO8CXgB8AX6F4u/eR8vBVwAdjxw/paXJ+ApwdET+i+AXyAVqPk6sov/8UMy4fpkhqv0pRL9qt2yjKacaSnh8Ad2ZZEDimfNdhGLg+ig/pPVA5/K/AybHjh/Q0Neq+d9wG/LR8fAtwIM3f7n4nxQczf0jxtvq9AJn5W4q34ldWPoSlyavjXgFA+Yf0UuCaiPgBRXlFpw9lvxM4ISJWAq8Efg2sdXz0Lhru0dLAi4jlFB94Gq07FoCIWJiZj0bEAookajgzb687rkFTvvV9XWYeWXMomqH67d6h6TET7xURsSuwtfzcwzHA5ZnZ6R1MtWHdiVS/kYg4guKtuY+ZHEuSJuhg4DMRsQuwCXhdzfHMeM4gS12KiDOANzU0fyMzz64jHvWXiLgWOKSh+fzM/God8ah/eO9QlfeKmcEEWZIkSarwQ3qSJElShQmyJEmSVGGCLEmSJFWYIEuSJEkV/x+GOW8NWpDGPwAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Heat Map Plot**"],"metadata":{"id":"py0IeXAefER0"}},{"cell_type":"code","source":["sns.heatmap(iris_data.corr())\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":287},"id":"jzS2tM6WeuOk","executionInfo":{"status":"ok","timestamp":1658888927030,"user_tz":300,"elapsed":493,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"72c28fc0-42df-496f-e466-a0ffd38f76e6"},"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f094aa8d550>"]},"metadata":{},"execution_count":22},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 2 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Violen Plot**"],"metadata":{"id":"mg7XfBNqgdDL"}},{"cell_type":"code","source":["sns.violinplot(x = \"species\", y = \"sepal_width\", data = iris_data)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":296},"id":"3IgMvS9NfDR7","executionInfo":{"status":"ok","timestamp":1658889290894,"user_tz":300,"elapsed":535,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"dfec8809-c8ba-4c57-9904-7e4115f97f8a"},"execution_count":23,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f094a9e13d0>"]},"metadata":{},"execution_count":23},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Scatter Plot (another example)**"],"metadata":{"id":"S5AMLG-9g_KE"}},{"cell_type":"code","source":["plt.scatter(classes, counts)\n","plt.plot(classes, counts, '-o')\n","plt.title(\"Scatter Plot of Fruits\")\n","plt.xlabel(\"Classes\")\n","plt.ylabel(\"Counts\")\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":295},"id":"e5VYejuXgcF3","executionInfo":{"status":"ok","timestamp":1658889430488,"user_tz":300,"elapsed":254,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"f0b7b076-f72b-4f1f-cd3e-c87945e5c94e"},"execution_count":29,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Pie Chart**"],"metadata":{"id":"m-tHh0P4hVoo"}},{"cell_type":"code","source":["plt.pie(counts, labels = classes, autopct='%2.1f%%',\n","        shadow=True, startangle=90)\n","plt.title(\"Pie Chart of Fruits\")\n","plt.xlabel(\"Classes\")\n","plt.ylabel(\"Counts\")\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":278},"id":"T6dWWDrUgio1","executionInfo":{"status":"ok","timestamp":1658889523060,"user_tz":300,"elapsed":163,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"c70726d9-5e91-4b69-9e46-76c5b5106e1b"},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["**Bar Plot (another example)**"],"metadata":{"id":"nOwa71nqhhOG"}},{"cell_type":"code","source":["plt.bar(classes, counts, width=0.5)\n","plt.title(\"Bar Graph of Fruits\")\n","plt.xlabel(\"Classes\")\n","plt.ylabel(\"Counts\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":312},"id":"Ovb5P0yMhU4O","executionInfo":{"status":"ok","timestamp":1658889570534,"user_tz":300,"elapsed":365,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"199100e6-7796-4720-ea6d-e8fa77fd4e5f"},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Counts')"]},"metadata":{},"execution_count":31},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**3D Scatter Plot**"],"metadata":{"id":"pRxnKRtAiETI"}},{"cell_type":"code","source":["import plotly.express as px\n","df = px.data.iris()\n","fig = px.scatter_3d(df, x='sepal_length', y='sepal_width', z='petal_width',\n","              color='species')\n","fig.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":542},"id":"3aLjTc2Ohgad","executionInfo":{"status":"ok","timestamp":1658889705443,"user_tz":300,"elapsed":3623,"user":{"displayName":"azizmch","userId":"17215799231939470175"}},"outputId":"80256afc-3b88-4bb6-a216-a07cb7726560"},"execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n","    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script 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