diff --git a/tutorial2/.ipynb_checkpoints/Numpy and Pandas-checkpoint.ipynb b/tutorial2/.ipynb_checkpoints/Numpy and Pandas-checkpoint.ipynb index 3099133..8335fee 100644 --- a/tutorial2/.ipynb_checkpoints/Numpy and Pandas-checkpoint.ipynb +++ b/tutorial2/.ipynb_checkpoints/Numpy and Pandas-checkpoint.ipynb @@ -555,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": { "colab": {}, "colab_type": "code", @@ -568,7 +568,7 @@ "array([2.4601e+04, 3.5000e+00])" ] }, - "execution_count": 24, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -580,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "colab": {}, "colab_type": "code", @@ -594,7 +594,7 @@ "array([7.0000e+00, 2.4601e+04, 3.5000e+00])" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -618,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": { "colab": {}, "colab_type": "code", @@ -632,7 +632,7 @@ "26667.5" ] }, - "execution_count": 25, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -646,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": { "colab": {}, "colab_type": "code", @@ -660,7 +660,7 @@ "4444.583333333333" ] }, - "execution_count": 26, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -671,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": { "colab": {}, "colab_type": "code", @@ -685,7 +685,7 @@ "4444.583333333333" ] }, - "execution_count": 27, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -697,7 +697,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": { "colab": {}, "colab_type": "code", @@ -711,7 +711,7 @@ "array([ 49. , 24614. , 2004.5])" ] }, - "execution_count": 28, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -724,7 +724,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": { "colab": {}, "colab_type": "code", @@ -740,7 +740,7 @@ " [4.0020e+03, 7.0000e+00]])" ] }, - "execution_count": 29, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -765,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": { "colab": {}, "colab_type": "code", @@ -790,7 +790,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": { "colab": {}, "colab_type": "code", @@ -804,7 +804,7 @@ "pandas.core.frame.DataFrame" ] }, - "execution_count": 31, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -816,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 28, "metadata": { "colab": {}, "colab_type": "code", @@ -979,7 +979,7 @@ "4 14.0 8 -1 25 3 1.0 0.75 34.384843 " ] }, - "execution_count": 32, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -991,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 29, "metadata": { "colab": {}, "colab_type": "code", @@ -1016,7 +1016,7 @@ "Name: name, Length: 77, dtype: object" ] }, - "execution_count": 33, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1030,7 +1030,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 30, "metadata": { "colab": {}, "colab_type": "code", @@ -1044,7 +1044,7 @@ "pandas.core.series.Series" ] }, - "execution_count": 34, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1065,7 +1065,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "metadata": { "colab": {}, "colab_type": "code", @@ -1079,7 +1079,7 @@ "14.597402597402597" ] }, - "execution_count": 35, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1092,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 32, "metadata": { "colab": {}, "colab_type": "code", @@ -1112,7 +1112,7 @@ " 9. , 16. , 15. , 21. , 15. , 16. , 21. , 13. , 17. , 17. , 16. ])" ] }, - "execution_count": 36, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1125,7 +1125,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 33, "metadata": { "colab": {}, "colab_type": "code", @@ -1139,7 +1139,7 @@ "RangeIndex(start=0, stop=77, step=1)" ] }, - "execution_count": 37, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1164,7 +1164,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 34, "metadata": { "colab": {}, "colab_type": "code", @@ -1194,7 +1194,7 @@ "Name: 0, dtype: object" ] }, - "execution_count": 38, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1208,7 +1208,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 35, "metadata": { "colab": {}, "colab_type": "code", @@ -1330,7 +1330,7 @@ "3 8.0 0 330 25 3 1.0 0.50 93.704912 " ] }, - "execution_count": 39, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1342,7 +1342,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 36, "metadata": { "colab": {}, "colab_type": "code", @@ -1372,7 +1372,7 @@ "Name: 0, dtype: object" ] }, - "execution_count": 40, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1387,7 +1387,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 37, "metadata": { "colab": {}, "colab_type": "code", @@ -1466,7 +1466,7 @@ "0 280 25 3 1.0 0.33 68.402973 " ] }, - "execution_count": 41, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1482,7 +1482,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 38, "metadata": { "colab": {}, "colab_type": "code", @@ -1507,7 +1507,7 @@ "Name: protein, Length: 77, dtype: bool" ] }, - "execution_count": 42, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1519,7 +1519,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 39, "metadata": { "colab": {}, "colab_type": "code", @@ -1821,7 +1821,7 @@ "67 53.131324 " ] }, - "execution_count": 43, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1846,7 +1846,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 40, "metadata": { "colab": {}, "colab_type": "code", @@ -1871,7 +1871,7 @@ "Name: name, Length: 77, dtype: object" ] }, - "execution_count": 44, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1890,7 +1890,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 41, "metadata": { "colab": {}, "colab_type": "code", @@ -2053,7 +2053,7 @@ "4 14.0 8 -1 25 3 1.0 0.75 34.384843 " ] }, - "execution_count": 45, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -2066,7 +2066,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 42, "metadata": { "colab": {}, "colab_type": "code", @@ -2236,7 +2236,7 @@ "4 34.384843 " ] }, - "execution_count": 46, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -2249,7 +2249,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 43, "metadata": { "colab": {}, "colab_type": "code", @@ -2266,7 +2266,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -2431,7 +2431,7 @@ "4 34.384843 " ] }, - "execution_count": 49, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -2456,7 +2456,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 45, "metadata": { "colab": {}, "colab_type": "code", @@ -2470,7 +2470,7 @@ "array(['N', 'Q', 'K', 'R', 'G', 'P', 'A'], dtype=object)" ] }, - "execution_count": 50, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -2483,7 +2483,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 46, "metadata": { "colab": {}, "colab_type": "code", @@ -2494,10 +2494,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 51, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2511,7 +2511,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 47, "metadata": { "colab": {}, "colab_type": "code", @@ -2522,10 +2522,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 52, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -2537,7 +2537,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 48, "metadata": { "colab": {}, "colab_type": "code", @@ -2559,7 +2559,7 @@ "Name: calories, dtype: float64" ] }, - "execution_count": 53, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -2571,7 +2571,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 49, "metadata": { "colab": {}, "colab_type": "code", @@ -2661,7 +2661,7 @@ "R 115.000000 4" ] }, - "execution_count": 54, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2694,7 +2694,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -2703,7 +2703,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2888,7 +2888,7 @@ "4 NaN " ] }, - "execution_count": 56, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2908,9 +2908,17 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Matplotlib is building the font cache; this may take a moment.\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt" ] @@ -2924,7 +2932,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -3109,7 +3117,7 @@ "4 NaN " ] }, - "execution_count": 58, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -3129,22 +3137,22 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 62, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -3169,22 +3177,22 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 60, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -3210,22 +3218,22 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 63, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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sFTeaReTrwLHAZijt7ihwW2gnw2hR0nBLnHvtBh7oLy4GV9/bz8mLevj2+04sHa+0X1KpKE+lIjVxKQbDlXsWas3eGufaku4VTWQ5aT2I85XhRFVdoarnqep7nJ/zU7fMMDJGGnLI3q27SguCy/39u8Y8MVSSR4YV5YkqUtORK9+BPnlRT2TRnSvPPJYrz1wWW6YZx+5K51QjDZ3IctJ6EEeS+qCILFHVLalbYxgZJg055H1PvRjavuLIntL7SoVoworyuDaGFanxR0n792SCiu4kkWnGkXVWOqcaaehElZPWgziLwrcoLgy/BwYpCtxUVY9N1TLDyBhpuCVWHzWTq+/tD2z3k7QQjWuX/9hgvsCcad0l9ZJ38UlSZCcu9ZB1VjNGPeZtJeFCXOIsCl/HqaAGFaJpDKOF6ZnSxVkr5rH+wdFiLWetmFfTh8WKI3t49ezJPLlzX6nt1bMnl31Qx7ErSo7rHgM4OFxAVDntmgfqIietB1mVj2bVrrSpKEkVkXtV9ZQG2ZMIk6QajSQNqWM9x4z6Vtu/c4C3Xn1/qKw1Tbsq2ZxF+WhW7aoXtUpSfyMi3xGRd5kk1ZgIhElO05A6bt6xhzYp3/D1j+na07t1F7f0bhuT88jFlbACY+zfN5SPlLX6SXKttUh0syofzapdjSCO+6ib4l7Cmz1tJkk1WpJGFo25ve9ZLrplU1kwmH9M157hkULFLKlR9ie1Pe75jcq02miyalcjqPik4JGhvsckqUYr08iiMe5c/gWhq310TK89cbKkRtmf1PY459dDoptV+WhW7WoEcYLXjgT+HljoPV9VT0/PLMNoPPUsGlNJtRI01yEdOb7y7uNZvXhW6DleHuh/oSzVQyX7k8o0K51fL4luVuWjWbUrbeK4j34AXAf8EFMfGS1MvYrGxHGpBM1VQFk659DIc7x87kdP0NXeXppj1aKZFe2vp5y0ni6WrGYjzapdaRJno/mgql6tqj9T1V+4P6lbZhgNph4ug7gulaTRvr7gYwQYylM2B9BQl8dEdrG0MnGeFL4oIp8GfkpxwxkAVX0kqpOIzKeYevuVFJ8w1qnqF0Xkr4HPAH8MnKCqvZ4+FwPvBfLAh1T1J8kuxzBqo1aXQRKXStJoXzf6eFJHjotve6wsgtmdo9Euj4nqYmll4iwKx1AMXjuF8oR4lWIXRoCPqeojIjIV2CgidwOPA2cAX/WeLCJLgLOBpRSrvN0jIotVNY8xIfH75asp1uJ/379zIHbx9mrsCnOpRBWvWeYrlhM0j3vOiiN72PXyYMU5wsZMg4noYmll4iwKfwX8kaoOJRlYVZ8DnnNeD4jIE8BcVb0bQGRM/dg1wE2qOghsFZF+4ATgwSTzGq1BnMIqlYq1+IvErDhiRlnyuSBZZz0KvgQVtalUvCZJ4ZmgyOoVR8wom2OiRN8a9SdORPN3gb9X1eernkRkIXAfcLSq7nXafg78o+s+EpFrgA2qer3z/jrgx6p6S9i4FtHcmgRFk/qJU6wlDvd8dHXpiaGagi9hdgGxi9rUo/BMpTENw0utEc2zKUY1/0RE7nB/Ekw+BbgV+Ii7IISdGtA2ZsUSkQtEpFdEel944YW4ZhjjiKBoUj9xirXEoW/b7sgxKhV8CbPLjS7eN5Svy7VUa0erkEZhIyOYOO6jT1c7uIh0UFwQblDVShHQ24H5nvfzgB3+k1R1HbAOik8K1dpmZJc4hevjFGuJw3KP772aYjb1sOvA8MiYPlFFc+bN6ObA8AhRtFL07URNTNcsQr9uiOP098pQ/ZJUCdgY8PW/DnhCVa+KYcsdwNki0uUEzB0FPJzkYozWIEjq6C/4EqdYi7/PyYvKM4+uXbmgbLO5mmI2bQJd7RLbrq52IddW/t8m6L9RWNGcsD5FO1pPGppGYSMjmqgnhZ+JyK3A7apa2tESkU7gJOA84GfAN0P6r8JJuS0ifU7bJ4Eu4N+BWcBdItKnqm9R1c0icjOwhaJy6UJTHk1cTl8+lyWHH1qmFAoq+OLv45dH+vv0bt3FfU+9yOqjZgampz59+VzmTJtUdo6rAtpzYHhMMZvJne388xlHc3C4EKpo8tq17Q/7uOiWx9hfGP3TntSeK5OsRhXNcSOXJ7XnGM6X2/Glc45jWnfHuJCGxq1TkEZhIyOaqEXhz4HzgRudb+67gUlAjmLMwr+pal9YZ1V9gOB9AoDvh/S5HLi8otVGyxPmMkhaAMb73jvmuvv/K9ANcekPHmP9huJ3ILde8q9+91JofeMDwyN87HuP0pmLdm30TOnigf4XueiWRxkcSadu8dI5h46LD8ok7qCJnJiuWYS6j1T1oKp+WVVXAUcApwLHqeoRqvr+qAXBMGohDZdBnDH7dw6UFgSX+/t3BdY3dl1BIsLgSGU7RxPglX/AdbVLQ+oWZ4Wkv9vxfK3jlTgbzajqME7MgWGkTRougzhjepVIYXjrG+85MMSFN/y6zI0TZmdgArzOHF859zhWL37FmHnSqFucBar53Y7Xax2vxFoUDKORxI0KrseYXjfE8hhRwEU3zbRSvEBc10ZgAjxVls6ZFjpXpUjhNCKJ065JXK07yKKmG0dyYbdhpEyQy+CsFcWo4HOvfYhVV9zLHX3P1jym3w2xaPZU1q5cUNbv5EU9dXHjjAc3yO19z7LqinurvsdxGA/3YaJTMaI5y1hEc2vjfmsNigpOo46xiz8/UqU+Sb5dp/1NvFoaXZM4q/dhohAV0RynyM4ZwBXAKyiqiQRQVT00sqNh1Ikde+q3xxDHDbFo9tQx8Qv1cuNk1Q3SaOlnVu+DEW9P4fPA21X1ibSNMQwXr2xxKJ+n4HugNVlifTHpp+ESZ09hpy0IRiPxyxYHRxRVbcmI3axgvn7DJfRJwXEbAfQ6mVJ/QHmRnUq5jAyjKoJcGd0djYvYrYe/u5paEM3GpJ8GRLuP3u55vR94s+e9ArYoGKnQzIjdeiRfq6YWRFYwX78Rp57CKlX9ZaW2ZmDqo9bljr5nywrVNOKDtB4KHKt1YIwHalIfUUxed1yMNsOoG81wZdRDgRM0hh9L6GZkmag9hZXA64FZIvIPnkOHUkyKZxip0mhXRj0UONXUgjCMLBGlPuoEplBcOKZ6fvYCZ6ZvmmE0lnoocKqpBWEYWSLOnsIRqvq7BtmTCNtTMNJgoqqPjIlDrXsK14iIf+XYA/QCX1XVg7UaaBjVkjQlRRzq4baKquvgJY69tqAYjSTOovBfFKuk3ei8fyewE1gMfI1idTXDaDjegjhAWUGcrEs/IZ781eoTG40mzqLwWlVd7Xn/QxG5T1VXi8jmtAwzjCjCCuIAJeXPRbc+yqpFMzP57dobtR1mb5xzDKPexElzMUtESvmEndcznbdDqVhl1JVdLw+yadvu2JXLkp5fqx3VzBenII4r/cwirnTVi9/eOOcYRr2J86TwMeABEfktxQypRwL/XUQmA99K0zijdpK6H9JyV4SNW+18cQviZFX6GUf+aknqjGZQ8UlBVX8EHAV8xPl5tarepar7VPV/p2qdURNJ6+GmURs5atz+nQNVz5e0IE7WiCN/tSR1RjOIW47zeGChc/6xIoKqrk/NKqMuJI3QTSunfti4fdt21zTfZWuOYe2JC+uuPmoUcaK2LUmd0WjiFNn5NvAqoA/IO80K2KKQcZK6H9JyV4SNu3z+9Mj5qtH610NOmnRhqWUhimOvJakzGkmcJ4UVwBIdz3U7Jyiu+8GfWC7qAzXJ+bXasWj21ND54mQa7X36D2UKpLUrF3DZmmNqsjUrezCG0SziRDR/D/iQqj7XGJPiYxHN8WjkN99qxg16IqiUabQzB0P5se33fHR1WSnNpPYlyZLa6LrGhlEvoiKa40hSZwJbROQnInKH+xNj0vki8jMReUJENovIh532w0TkbhF5yvl3hqfPxSLSLyJPishb4l6gUV96pnSxbP70hn2w+ecLkmL6kZA/3ThS1TCSSkBNMmq0InHcR5+pcuwR4GOq+oiITAU2isjdwN8C/6Gq/yIinwA+AXxcRJYAZwNLgTnAPSKyWFUDvg8accmKeyOJHXEyjWpIauo4UtUwsrIHYxjNJI4k9RfA00CH8/pXwCMx+j2nqo84rweAJ4C5wBpG4xu+Bfyl83oNcJOqDqrqVqAfOCHJxRjlpCUxTdsOdw+iqz34z7OrvY1Pn3404msXYMbkzqrtTCoBNcmo0YrEUR+9H7gAOIyiCmku8BXg1LiTiMhC4LXAQ8Bsd39CVZ8TkVc4p80FNni6bXfa/GNd4NjDggUL/IcnLEH++rQkpknsmdyZo2/bbtrbyj/Cg+zwXsPpy+cy/ZBOPvDtjewfHn1Y7Gpv4wt/fSzzD5vMlK52BgZHSsemdLXXfG1JJaD+8wE2bdtt8lFj3BLHfXQhxW/sDwGo6lOeD/KKiMgU4FbgI6q6V8T//W701IC2MbvgqroOWAfFjea4drQyYa6ZZrk3XHu0oAzmla52YXCk/FfltyPoGlYtmknB9ycwOFLgY9/bxKVvX5ratSWVgLrnZ8VVZxi1EGejeVBVSzmORKSdgA/rIESkg+KCcIOq3uY07xSRw53jhwPPO+3bgfme7vOAHXHmmchEuWaa4d7w2jOYL/6ZeBeEyV25MXaEXQMQ6EYaHFE+e+cWLnnbksy4brLiqjOMWonzpPALEfkk0C0ifwb8d+CHlTpJ8ZHgOuAJVb3Kc+gO4DzgX5x/b/e0f0dErqK40XwU8HDcC5moVHIRNToiNqpG8eTOHP/09qW88TWvKLMj6hrC3EgdbW0cPXcav/z4KZmI9m2mq84w6kmcReETwHuBx4C/A36kql+L0W8VxVoLj4lIn9P2SYqLwc0i8l7gGeCvAVR1s4jcDGyhqFy60JRHlYnjIqrkDqklLsG7d7BvKM/kzlyociivyhtfU/Q8ev3uYdcwuTPHpm27mTNt0hg3knuNzYj2DYqr2HNgmKG8KZGM8U/F4LXATiK/VNVVKdiTCAteK3JH37NjooLj+rJr8YO7fQEODhfoygnSJqXo4+GRAnnPn9falQs4/ojDAufzX4M/gjkoojkL0tqzjp/HzRuLdh0YHkFEmNSesz0FI9NEBa9VuyhsU9X5lc9MF1sURqnm234tEblRUceTOtq4/vwT+JvrHmZoZPR4cW9Ay/YYvPN5nzpOu+aBMXbd+cGT2DeUb5qrKE6kdVe78LW1K1g6Z5q5jYzMUmtEcxCm+skIboEaIHYUsttn8469VUfkRkUdt4nw0NY/jJGh5tqEnITP50Y27xvKB9q1byifONK6f+cAt/Ruo3/nQMVzKxX7iRNp3ZnLMa27GCuRRqGiOHYaRi2E7imIyBlhhwBzlGaAalw/3j5D+ULZN3mAA8MjsfzgUVHH+4fyXPnT/xzTni8o/u8TQX73eklp/TWcoxLmxbmXcSKthwsFHn92D+9c92Aqri6TvRppE/W15+0hP6cBd6ZvmhFFNRJIf5/BEf/2LUTEkZThlbtO6qj8wNnV3saVZx7LlWcuqygjrYeUNqiG8/oHnwl8Yoh7L4PsWrtyQdn7S05bwmfv2pKKNNVkr0YjCH1SUNX3NNIQIxnVSCCj5KIuk9pzsWWUXrnrtj/s56JbHi2Tjboc0pHjK+8+ntWLZwHEksjWKqUNS4zXt233mCyqSe5lkF0fPnVx6X2a0lSTvRqNIG7lNSNjVONiiev+GB7Jc0vvtlI1szi85pVTx8hGXQooS+ccWnofJiP1b5YnkZv6+4Ylxgtqr3QvK23i++2sV6S1f15LwGc0AlsUxinVFMQJ6vO6I2Zwf/+u0jkLDuvmzK+OpqBK4od3ZaNuegvXrRTH9VMPaay/78mLesqu7eRFPYGLXNS9jFPsx2tnvQoVhV1TGkWQDMNLpCRVRNqAE1X1/zXOpPiYJLV6KWqY9DOIoMI1YXJWVzbqBrPFsave0ljXjiBZa9SY1RT7CRuz1oDAqPsxnupQG9kkSpIa+aSgqgUR+QKwMhXLjMSEfSC8tG+oLLI46gPjpX1DPLVzgEkduYp7DFD0w8+Y3Fk27+Yde2ljbOZTVzaa5Fr2HBiO5StPkgm2b9vu2P5377jL5k8vST6D7PITNmYtkdabd+yhTcKzylrNZiNN4riPfioi7wBuszrNzSUsmhaKEcU5gbxS5rbxu2D8Ms1cW2W10R/2DbHqinvL5v1u73YGR6r3b/ulscO+FBEHR/IVs6hGZYJdPn86B4ZHytqD5LZREcpD+QL5CnswLw/Gk/DG5fa+Z7nolk0Vs8oaRlrECV77B+B7wJCI7BWRARHZm7Jdho8gOeL6Dc9wcLhQcjO4KSXcNr9cMUimmS8oXe2jksqTF/WUHT9rxTyuuuc/x8zrXxC62iW2fztIGlvwfd3wfv+oJhPsjMmdY+S1/vdR99S1S0ToahemdrXTmRu7gCrFJ6964NrjXxC62q14j9E4Kj4pqGp1VdCNuhJHTurH79oIk2le/Bev4bULZpRcT3/7+oNs2r6H1UfNpKM9x48f+33kvId05vjKucexevFomQ1/orxKLh8/3R2jBXOqyQS7advuYg6i/OjTwqT2HJt37GFad2eofNTPpPYcXzrntUzr7uTXz7zEZ364Zcw5QTLXagiyxy/nNYy0iVN5TYBzgCNV9bMiMh84XFUtrXUDiSMn9eN3OYTJNE9aNJPNz+0dk9xu3f3/xSVvW1Jx3oIqS+dMK733F9nxu7PiSmNd26vJBBvU5+BInvev76UzV0xYF+fahguFUh6jyZ25wHNqqQvtJchmv5zXMNImjvvoyxQ3mv/Gef8y8KXULDICiYqmdT90Xe+G2+Z3OSyaPZW1K8tLmK5duYAZkztLbhTXFTWYVw4OF/jsXVu45LQlkVG8YQVz3CI7fndWnMhg75jVRDj7+3S1t6FaTMbnuoqSXlvY/avHU0K112kY9aZillQReURVjxORX6vqa522Taq6rCEWRjARJalBskl/PYNK6qP+nQP0bdtdCk7btG035177UFm9Y5epXe1c/74/Kblb/PP654kzlqtOCruWMNtrkd/uOTDMhTc8UmZX0msLu3/1xiSnRtpULUl1GBaRHE4mMxGZBQkc2xOANP8TV4ryjSNP9I8xY3InRzkfZpu27WZ4JM9gPvhXmlT1EuUaGhzJc+ejOxgeybPiyJ7E11KNFNPts+vlwdjRwJXmWTR7aiqLQdz5DSNN4iwKVwPfB2aLyOXAmcD/TNWqcUSaWSvrMXalqOP2NhgpgFsGuSMnDOe1VDDn8+84lgf6X4wd1dszpYuzjp83RuUEMJRXvnb/Vr52/1ZOXtTDt993Ys33KC5Bdp21Yt6Ya7Oso8ZEJ1aRHRF5DXCq8/ZeVX0iVati0mz3US2RuI0YO05Erp/OnPCd9/0JHe250rfoJFG9Sea85e9OZMWRPRXPqwdBdnW1CyBl8tp6/f4MI8vUo8jOIUDOOb8lImjqUagkqOiKt2hMLXNUGrvaMSrR1Z6joz1XKmYTZwyvXUHRuGHc99SLkcfj3D//OWF9gq4jJ21jgveS3mPDaDXiSFIvBf4auJVigZ1viMj3VPV/pW1cWtTL5RMllax1jnpkxKxGxuqP+k0iHw2Lxg1j9VEzQ4/FuX9R0cj+PkHXkdcCaPmiYJHDxkQnztfIdwGvU9XPqOqngRMpxi2MS+pZqCRMQgjUPEc95IlR0s+ugOhcGBv1G1c+6l5z0IIwqaMNfzaNkxf1hLqO4vyOKkUj+/sEXceVZy7jyjNNAmoYXuJsND8NTAIOOu+7gN+mZVDa1LtQSVg0bdAc3mjaOIqhI3omjylWHxUp7Pbz2nL68rksOfzQMgmlWxRm2x/2c9Gtj7J/aLQwTlCRnUqFZXqmdHHjQ7+j4MtVcUhHjs+feSzzDzuEeTO66XvmJX66ZSdvXjKbU5e8MvCa4ybIixON7L/nYYV7ainmUy0mOzWySpxFYRDYLCJ3U5Sl/hnwgIhcDaCqH0rRvrqTRqGSaqJpo9xJQa6TZfOnl9phNOrYVQidvnxuYD+FQDeMW7SloPESr0XJR8+9dgMPeOoWuBRQVr6qZ0xdgts37Rhz/f4Eef5EdH674ri1wu55PTOaVoPVWTayTBz30feBTwI/A34OfAr4MbDR+RlXNCJqNE40bZg7Kcx10r9zIDTq2H/c7fc/btnERbeEu2HqcS96t+4KXBA6c6MJ8iq5g4IS5HkT0QXZVcmtleSeNxKrs2xknTgJ8b4lIp3Aayg+KTypqhXTQorI14HTgOdV9WinbRnwFWAKRbfUOaq61zl2MfBeIA98SFV/UtUVxaDW+r9J5wiKpg1zWSWpD1DpeE7a8JU8GDNvrfciTEF03usXlr79VnLZBR33JqILsyvKrZXknjcSq7NsZJ046qO3Al+luI8gwJEi8neq+uMKXb8JXAOs97RdC/yjqv5CRM4H/gdwiYgsAc4GlgJzgHtEZLGqjq0CXyca4TKoJpo2qj5AmLtkuFBgYc8hDI6U364wdc2LAwe56qdPsvqomYGRxV5c3/fwSJ6nd+0v7Uu47cvmTQvsd+KRh1W8pkoJ7+ZM62bfUPSfQJhbK8k97926i/ueerF0P9LE6iwbWSfOnsJVwBtVtR9ARF4F3EXRhRSKqt4nIgt9za8G7nNe3w38BLgEWAPcpKqDwFYR6QdOAB6MeR2ZpmdKF2etmMf6B8ujaYM+iF23iL8O76LZU0vtUL6ncNbx8zj36w/T1lassuPda+h9+g9lUbzTu9t57/qi1+/qe/sjI4td33e+oAznR/ceTl7Uw69+91LJvmmTcuw5WP7hfeGNvy7z4QdFE3sT3h1xWDdP7txXOj6ju53Trnmgar972H3033Pvfkil+1EPkvwtGEYziLMoPO8uCA7/BTxf5XyPA6cDt1OMfZjvtM8FNnjO2+60tQS7Xh7k5t7tZW03927nw6cuju0W8bd7E+D5axGrCHd98CRmTO4sLSIuv99b7vm7v38XvVt3jfmG7PV9+7nf+RB1XSAHh8des+srX7WoGIvgVogLuv7erbvKFgSA5xw73TncsZJ8eFZyjQXth4Tdj3qR9G/BMBpNnI3mzSLyIxH5WxE5D/gh8CsROUNEzkg43/nAhSKyEZgKuJ9QQaL5wAgoEblARHpFpPeFF15IOH1zqCY6uWdKVymbqDdC121fNHsqy+ZPZ99QfszY7W3Cjj0HYkc0/2TLzjFRwNVEQ/txr7HS9VeKbPafnwT3fgV94IbNG8eeaqlHpLphpEmc//WTgJ3AnwJvAF4ADgPeTnEjOTaq+htVfbOqHg/cyGi8w3ZGnxoA5gE7QsZYp6orVHXFrFnjoxpVtX7k2/ueZdUV93LutQ+x6op7uaPv2cCxD/r2EvYPFaWYjz+7J1ZE87f+39Nj5qgmGtqPe41BNnprMEdFNrsE1VeulbB549hTLbanYGSdiouCqr4n4uf8JJOJyCucf9soZlr9inPoDuBsEekSkSOBo4CWqexWjfQziXQxKKnh4IgGFpF59ezJZecJxeylUbWPO3zRz/7oZP/7jpyMuUa/jd73K47sGVMb2o8/0roeBM0bFWldD6yQjpF1QvcUROQiVf28iPw7Aa6cSkFrInIjxSeLmSKyHfg0MEVELnROuQ34hjPWZhG5GdgCjAAXpqk8qgdJI1KDIoujiCtd3LxjD53tOUYCVDodbW0cPWcav/z4KWW2umqbw6dN4nM/+k2ZbLMNYfOOvaxePKvMJ++qjyZ15Lj4tsfK+kzubOefzziGg8N5FvYcUsqw6o0+7u5oL+vjrcEM8O33nRhpV1CkdRBJfy/eeV31UdrRxo2QRBtGtURtNLvpsavKTa2q7wo59MWQ8y8HLq9mrkZTTURq0j5x3AyVEtC55/tlmyuO7Cl9+P3TneWF6PcPF11PV545qhxy+7p9guxyI5ervZZKdsV1t1UTKezOW8sYSbFCOkZWCXUfqeoPnX+/FfTTOBOzRTURqdX0qeRmcMcMWhC6Atw3UXMU6wqMMjgSbl817o+kfdJ2t6U5hmGMd6LcRz8kRAEEoKqnp2JRxqkmIrXaKNYoN0PQmP4EdHHdWtMP6eAD1z9Slhgvyr5q3B9J+yQ9vx6RwhZtbBjR7qN/bZgV44hq1CNJ+vj92S/tG+KpnQNM7syNyZLqH7OA8spDu8rOjxrbfT9n2tjEeIP5ApM7c7HuSdDYQfivpRJJXCxp1Z8wZZAx0YhaFLaq6thCuxOcnildrDhiRlnQ0+uOmBHLfVIputbvz/bPc9KiHno9kcSvO2JGKZAMYMFh3Zz51dEYwLUrF3DZmmMCx/YXpHHrLkMx8ExUOe2aB+IVt4mo2exy6Q8eK4to9tpWD+Le47THMIzxTmiNZhF5RFWPc17fqqrvaKhlMWhGjeb+nQO86d/uG9N+z0dXV1QURX2brqaechzu+ehqZkzujFVn+frzT+Bvrn2IIU9KC3/N4jh2+vvUcs+SUg/lkNU6MFqdams0e3cf/6i+Jo1f+rbtTtQehbeecD0iiMPsijN2mwiP79hDV3u5y8gfbZu0ZrNrQ5ht9SYqgjmtMepR79swskKU+0hDXk9oljupJ+K2u1RyuVzytiU1RxCH2TVjcmfFsfcP5fncj54g78uq6o08hmQ1m702hNk23rGCOUarEfWVb5mI7BWRAeBY5/VeERkQkb2NMjBrLJo9lbUrF5S1rV25ININElhP+MHyesJB0cdB0bbeIjKVYnxdu8IK0nS1l//6h/KQL4RHHkP8ms3eb9kzJneOsVWc9vGMSViNViT0SUFV40tPJhiXrTmGtScurBidPFpzeChWPeGj50zjzg+eVDZu/86BsvfeOsb+IjJTu0Yji7129e8cYGikwPXnn1AWbfymP34lH/j2RvYPhwePu5HHQMnPHhSdffqxc0JrEmx/6QBTusojmqd0tVeUembdt28SVqMViZM62whg0eypkU8H5TWH8xQqOOCGCwUef3YPn71ryxhXhHeeSkVk/JHFUaqfpXMOpVDBM+ja9c51D4Yql7wqqavv7R+jLKpG6jke3DImYTVakfrvbBoBNYcVVaWrPdzlcsnblvDZu7bEdkXEifrt3zlQtiAArH/wGfp3DoSOEceu9RvKXV/+mgTeOeLaGnX/suqWseR2RitiTwopEORW6O5o50vnHMe07o4x9YTnzeiuyhVRKeo3SvXjPn1E1TkOsysO3jni2OplPLllLLmd0WrYohCTJP7tMLfC0jmHBtYT9p7j71PJFeF1J23atrvMvkqqH+81LQs5t9q6CkFzV4pQdvdPFvYcMq7cMvVIbpf1/RNj4mCLQgyS+reriYytJZo2zD5XKeWtB+wqksL6BLX77fLLaf2R1ZXUWEH49z78daBb2S0zHvZPjIlDaETzeKAREc1BEbz+iN2ovkm//SXtE8e+IAVTUJ87P3jSmHrP7lhAmV1+O/1zJCEs4vmWvztxTG2GVqOWvy/DqJaoiGZ7UqhALf7tMLdC1Ad/UldEHPv8SqmwPn3bdoeO5Y/w9dtZSY0VRdjex9O79nPmivmBx1qF8bR/YkwMbFGoQL1lh/V2FdQza+vy+dMjaymnRStHPFfCZK1G1jBJagXqKTtMQ2pZz6I3MyZ3RtZSTotqosRbBZO1GlnDnhRiUC/ZYRxXQVjNg6h549rnHSuoz6ZtuyvWUk6LuFHirYjJWo0sYYtCTOohO6zkKqimTkFc+8LcVt4+zXZl1LIvMd6xms1GVjD3UQOJchXESZpXrasprtvKXBmGYdiTQoMJcxXEiRyuVpWSROFirgzDmNjYohCTekacBrkKqqlTENeupG6hIPu8taH3DeXHzFfNXohhGNnDFoUYNCLi1BvRrAVlMK905IThvNKVE6RNxrhy4tpVa+1hdx4o1m/22hMUBZ1kL8QwjGxhEc0VaHTEaf/OAd767w8wNDI6X2d7Gz/6+5PKNmGrsavaCOuwmsxhUdBB51mErmFkh2prNNc66ddF5HkRedzTtlxENohIn4j0isgJnmMXi0i/iDwpIm9Jy66kBNUk9tcgrif7hvJ05crn68q1sW+oPKisGrvi1h6OWzvaGwUdhWtX0lrGVvvYMBpPmu6jbwLXAOs9bZ8H/klVfywib3Xev0FElgBnA0uBOcA9IrJYVcNLgjWIRss0486Xll1+V9Alb1syJsrZO19QFHTQef5CPZVcSpYkzjCaQ2pPCqp6H/AHfzNwqPN6GrDDeb0GuElVB1V1K9APnEAGaLRMM+58adgVJF297M4tFALKxnW1S2gUdJsUj1dbQGi8FNkxjFak0RvNHwF+IiL/SnFBer3TPhfY4Dlvu9M2BhG5ALgAYMGCBUGn1J2kMs1alTdx56u3fDRIupprE3KSK6vjfEhnjq+cexyrF78iMAp6cmc7XzrntUzr7qyqgJAliTOM5tHoReG/AR9V1VtF5CzgOuBNgAScG7gDrqrrgHVQ3GhOy1A/cSNO6+X2iDtfPSNhg1xS+YLi/1UUVFk6Z1pon2JBoWlVFxBqdmS1YUxkGh3RfB5wm/P6e4y6iLYD3hzJ8xh1LY0bxrvbI8gldeWZx3LlmctC3VRx3FhJXV0WWW0YzaPRTwo7gD8Ffg6cAjzltN8BfEdErqK40XwU8HCDbauZVnB7hLmkotxUcdxYSV1dFlltGM0htUVBRG4E3gDMFJHtwKeB9wNfFJF24CDO3oCqbhaRm4EtwAhwYRaUR1EE7Rs0wu1RS4WzuAS5pCq5qeK4sSqd47+nliTOMBpPaouCqr4r5NDxIedfDlyelj31JCrjaC2Rw5Xw1zFeu3IBl605pi5jNxuToBpGNrCI5oTEiSROI+9PWB3jez66etynm7Y6xYbRWJoS0dyqxIkkjhs5nISwOsZh7eOJRkeNG4YRji0KCWmWXLKV6xibBNUwsoMtCglpllyylesYmwTVMLKD7SlUSbPqBTRCfdQsrAaDYTSGqD0Fq6dQJc2SS9ajjnFWP3xNgmoYzccWhQmGST8Nw4jC9hQmEOM9DYdhGOlji8IEwqSfhmFUwhaFCYRJPw3DqIQtChMIk34ahlEJ22ieAHjVRpZ91DCMKGxRaHGikvcZhmH4MfdRC2NqI8MwkmKLQgtjaiPDMJJii0ILY2ojwzCSYotCC2NqI8MwkmIbzS2OqY0Mw0iCLQoZI41kdZZozjCMuNiikCEsWZ1hGM3G9hQygslHDcPIArYoZASTjxqGkQVsUcgIJh81DCML2KKQEUw+ahhGFkhto1lEvg6cBjyvqkc7bd8FXu2cMh3YrarLnWMXA+8F8sCHVPUnadmWVUw+ahhGs0lTffRN4Bpgvdugqu90X4vIF4A9zuslwNnAUmAOcI+ILFbVfIr2ZRKTjxqG0UxScx+p6n3AH4KOiYgAZwE3Ok1rgJtUdVBVtwL9wAlp2WYYhmEE06w9hZOBnar6lPN+LrDNc3y702YYhmE0kGYtCu9i9CkBQALO0aCOInKBiPSKSO8LL7yQinGGYRgTlYYvCiLSDpwBfNfTvB2Y73k/D9gR1F9V16nqClVdMWvWrPQMNQzDmIA040nhTcBvVHW7p+0O4GwR6RKRI4GjgIebYJthGMaEJk1J6o3AG4CZIrId+LSqXkdRZeR1HaGqm0XkZmALMAJcGEd5tHHjxhdF5Hd1N76+zARebLYRMTA76894sdXsrD9Zt/WIsAOiGui6N+qEiPSq6opm21EJs7P+jBdbzc76M55s9WMRzYZhGEYJWxQMwzCMErYopM+6ZhsQE7Oz/owXW83O+jOebC3D9hQMwzCMEvakYBiGYZSwRcEwDMMoYYtCQkRkkog8LCKbRGSziPyT036YiNwtIk85/87w9LlYRPpF5EkReYun/XgRecw5drWTKDBtOz8jIs+KSJ/z89Zm2umZIycivxaRO533mbqfEXZm9X4+7czRJyK9Tlvm7mmInVm9p9NF5BYR+Y2IPCEiK7N4T2tGVe0nwQ/FPE1TnNcdwEPAicDngU847Z8ArnBeLwE2AV3AkcBvgZxz7GFgpTPmj4G/aICdnwH+MeD8ptjpmf8fgO8AdzrvM3U/I+zM6v18Gpjpa8vcPQ2xM6v39FvA+5zXnRRrwmTuntb6Y08KCdEiLztvO5wfpZj++1tO+7eAv3ReB6YFF5HDgUNV9UEt/qWs9/RJ084wmmIngIjMA94GXOuzJzP3M8LOMJpmZwWbMnVPE9LM3/2hwGrgOgBVHVLV3Yz/ezoGWxSqwHEh9AHPA3er6kPAbFV9DsD59xXO6WFpwec6r/3tadsJ8EEReVREvu553G2ancD/Bi4CvEWqM3c/Q+yE7N1PKH4B+KmIbBSRC5y2LN7TIDshe/f0j4AXgG847sNrRWQy2bynNWGLQhWoal6LZUTnUVz9j444PSwteOx04dUSYuf/AV4FLAeeA77QTDtFxC3ZujFulxB7mmVnpu6nh1WqehzwF8CFIrI64txm2hpkZxbvaTtwHPB/VPW1wD6K7qIwmv37rxpbFGrAeXz8OfDnwE7n0RDn3+ed08LSgm93XvvbU7VTVXc6i0UB+BqjFe6aZecq4HQReRq4CThFRK4ne/cz0M4M3k8AVHWH8+/zwPcdu7J2TwPtzOg93Q5s9zxt30JxkcjcPa0VWxQSIiKzRGS687obJxU4xfTf5zmnnQfc7rwOTAvuPGoOiMiJjvpgradPana6f8AOfwU83kw7VfViVZ2nqgspZtC9V1XPJWP3M8zOrN1PABGZLCJT3dfAmx27MnVPw+zM4j1V1d8D20Tk1U7TqRSzOmfqntaFZu1wj9cf4Fjg18CjFP9YL3Xae4D/AJ5y/j3M0+dTFNUHT+JRGgArnDF+C1yDE2Gesp3fBh5z2u8ADm+mnT6b38CoqidT9zPCzszdT4r+703Oz2bgU1m8pxF2Zu6eOnMsB3odu34AzMjaPa3Hj6W5MAzDMEqY+8gwDMMoYYuCYRiGUcIWBcMwDKOELQqGYRhGCVsUDMMwjBK2KBgthYjkpZhZc5OIPCIir0/Y/5sicmaC838uIs94M12KyA9E5OWofrUgIn8pIpdWOGeWiPzftGwwWhdbFIxW44CqLlfVZcDFwD83YM7dFCOecQIGD486uQ5cBHw56gRVfQF4TkRWpWyL0WLYomC0MocCLwFIkStF5HEp5rJ/p6f9GhHZIiJ34SQ0E5FTReT77kAi8mciclvIPDdRjHIGOAMonSciU0TkP5ynlsdEZI3TPllE7nKeaB732PMvji2Pisi/+icSkcXAoKq+6Lx/lYhsEJFfichlvieUHwDnJL9txkSmvdkGGEad6ZZiZthJFL+xn+K0n0ExInUZMBP4lYjcRzGv/auBY4DZFFMXfB24F/iSiMxyvnW/B/hGyJz/AXxNRHIUF4cLgEucYweBv1LVvSIyE9ggIndQzJe1Q1XfBiAi00TkMIppHV6jquqmKfGxCnjE8/6LwBdV9UYR+YDv3F7gf4XeKcMIwJ4UjFbDdR+9huIH73rH338ScKMWE63tBH4BvI5ijny3fQfFxQAthvp/GzjX+XBeSbEgShB54AHgnUC3qj7tOSbA50TkUeAeimmSZ1NM4/AmEblCRE5W1T3AXoqLyLUicgawP2CuwymmcHZZCXzPef0d37nPA3NCbDaMQGxRMFoWVX2Q4lPBLIJTFpdODWn/BnAu8C7ge6o6EjHGTcC/Azf72s9x5j9ei2nMdwKTVPU/geMpLg7/LCKXOuOfANxKsfBK0EbxAYpPQXGY5JxvGLGxRcFoWUTkNUAO2AXcB7xTioWHZlF8QnjYaT/baT8ceKPb33ly2AH8T+CbFaa7n+Km9o2+9mkU6zAMi8gbgSMc2+YA+1X1euBfgeNEZAowTVV/BHyEorvLzxPAIs/7DcA7nNdn+85dzGiGUcOIhe0pGK2Gu6cAxaeD81Q172war6SYkVOBi1T19077KRS/sf8nRbeSlxuAWaq6JWpSx900ZmPY6f9DKRal76OYZh2KexhXikgBGAb+GzAVuF1EJjm2fzRgvPuAL4iIOHN+BLheRD4G3AXs8Zz7RqfNMGJjWVINIwIRuQb4tape12xbXETki8APVfUeETmE4j6KisjZwLtU1VU43QesUdWXmmmvMb6wJwXDCEFENlIsu/ixZtvi43PAnzivjweucTbTdwPnQzF4DbjKFgQjKfakYBiGYZSwjWbDMAyjhC0KhmEYRglbFAzDMIwStigYhmEYJWxRMAzDMEr8f9yz6pBzQY4XAAAAAElFTkSuQmCC\n", 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" ] @@ -3249,26 +3257,25 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" + "array([[,\n", + " ],\n", + " [,\n", + " ]], dtype=object)" ] }, - "execution_count": 64, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Rwy5IUvd18pcOtOGWHXJS35a9+tB9+7ZsaYxsCtwTeAzwKODYJH9YVdU7UZIVwAqApUuXDrxIzU+/9rnubzWVPWySNFhrgM9V45vArcCSqRNV1cqqWl5Vyycm/MlVadwZ2CRpsD4PPAEgyQOBzYBrh1qRpM7zkKgk9UmSo4E9gCVJ1gBvBg4HDm+/6uO3wIFTD4dK0lQLFtiS7AB8HLgvTRf/yqr6QJK3AC8C1rWTvr6qTl6o9UpSV1XVATOMeu5AC5G06C1kD9vNwKuq6twkWwLnJDm1Hfe+qvK7hiRJkjbAggW2qroKuKq9fVOSi4DtFmr5kiRJ46ov57AlWQY8HDgb2B14WZLnA6toeuF+Os08XsLecX5liCRJw7HgV4km2QI4DnhlVd0IfBi4P7ArTQ/ce6abz0vYJUmSpreggS3JnWjC2lFV9TmAqrqmqm6pqluBjwK7LeQ6JUmSRt2CBbYkAQ4DLqqq9/YM36Znsj8HLliodUqSJI2DhTyHbXfgecB3k5zXDns9cECSXYECVgMvXsB1SpIkjbyFvEr0TCDTjPI71yRJWg9e5KWp/GkqSZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSVKfJDk8ydokd/gN5SR/n6SSLBlGbZIWFwObJPXPEcBeUwcm2QF4EvCTQRckaXEysElSn1TVGcD104x6H/AaoAZbkaTFysAmSQOU5OnAFVV1/hzTrUiyKsmqdevWDag6SV1lYJOkAUlyN+ANwJvmmraqVlbV8qpaPjEx0f/iJHWagU2SBuf+wP2A85OsBrYHzk1y36FWJanzNh12AZI0Lqrqu8B9Ju+3oW15VV07tKIkLQr2sElSnyQ5GjgL2DnJmiQHD7smSYuTPWyS1CdVdcAc45cNqBRJi5w9bJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQsW2JLskOS/k1yU5MIkr2iH3yvJqUkubv/fc6HWKUmSNA4WsoftZuBVVfUg4DHAS5PsAhwCnFZVOwGntfclSZI0TwsW2Krqqqo6t719E3ARsB2wH3BkO9mRwDMWap2SJEnjYNN+LDTJMuDhwNnA1lV1FTShLsl9ZphnBbACYOnSpf0oqzOWHXLSsEvonH4+JqsP3bdvy5YkaRAW/KKDJFsAxwGvrKob5ztfVa2squVVtXxiYmKhy5KkgUtyeJK1SS7oGfYvSb6f5DtJjk+y1TBrlLQ4LGhgS3InmrB2VFV9rh18TZJt2vHbAGsXcp2S1GFHAHtNGXYq8JCqeijwQ+B1gy5K0uKzkFeJBjgMuKiq3tsz6kTgwPb2gcAJC7VOSeqyqjoDuH7KsFOq6ub27jeA7QdemKRFZyHPYdsdeB7w3STntcNeDxwKHJvkYOAnwF8u4DolaTF7IfDp6UaM03m9/eZ5wxoFCxbYqupMIDOM3nOh1iNJoyDJG2i+Dumo6cZX1UpgJcDy5ctrgKVJ6qC+XCUqSZpZkgOBpwJ7VpVhTNKcDGySNEBJ9gJeC/xZVf1y2PVIWhz8LVFJ6pMkRwNnATsnWdOey/tBYEvg1CTnJfnIUIuUtCjYwyZJfVJVB0wz+LCBFyJp0bOHTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJLUJ0kOT7I2yQU9w+6V5NQkF7f/7znMGiUtDgY2SeqfI4C9pgw7BDitqnYCTmvvS9KsDGyS1CdVdQZw/ZTB+wFHtrePBJ4x0KIkLUoGNkkarK2r6iqA9v99ppsoyYokq5KsWrdu3UALlNQ9BjZJ6qCqWllVy6tq+cTExLDLkTRkmw67gC5bdshJwy5B0ui5Jsk2VXVVkm2AtcMuSFL32cMmSYN1InBge/tA4IQh1iJpkTCwSVKfJDkaOAvYOcmaJAcDhwJPSnIx8KT2viTNykOiktQnVXXADKP2HGghkhY9e9gkSZI6bsEC2wzf6P2WJFckOa/922eh1idJkjQuFrKH7Qju+I3eAO+rql3bv5MXcH2SJEljYcEC2wzf6C1JkqSNNIhz2F6W5DvtIdMZf+TYb/WWJEmaXr8D24eB+wO7AlcB75lpQr/VW5IkaXp9DWxVdU1V3VJVtwIfBXbr5/okSZJGUV+/h23y51fau38OXDDb9JIkqb/6+bOLqw/dt2/LHncLFtjab/TeA1iSZA3wZmCPJLsCBawGXrxQ65MkSRoXCxbYZvhG78MWavmSJEnjyl86kCRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkgYsyf9NcmGSC5IcneQuw65JUrcZ2CRpgJJsB7wcWF5VDwE2AfYfblWSus7AJkmDtylw1ySbAncDrhxyPZI6rq+/JSqNMn+PTxuiqq5I8m7gJ8CvgFOq6pSp0yVZAawAWLp06WCLlNQ59rBJ0gAluSewH3A/YFtg8yTPnTpdVa2squVVtXxiYmLQZUrqGAObJA3WE4EfV9W6qvod8Dngj4dck6SOM7BJ0mD9BHhMkrslCbAncNGQa5LUcQY2SRqgqjob+CxwLvBdmv3wyqEWJanzvOhAkgasqt4MvHnYdUhaPOxhkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkiSp4/weNknS0C075KRhlyB1mj1skiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR13IIFtiSHJ1mb5IKeYfdKcmqSi9v/91yo9UmSJI2LhexhOwLYa8qwQ4DTqmon4LT2viRJktbDggW2qjoDuH7K4P2AI9vbRwLPWKj1SdJilmSrJJ9N8v0kFyV57LBrktRd/f5pqq2r6iqAqroqyX1mmjDJCmAFwNKlS/tcliQN3QeAL1XVXyTZDLjbsAuS1F2dueigqlZW1fKqWj4xMTHsciSpb5LcHXgccBhAVf22qm4YblWSuqzfge2aJNsAtP/X9nl9krQY/CGwDviPJN9O8rEkm/dOkGRFklVJVq1bt244VUrqjH4HthOBA9vbBwIn9Hl9krQYbAo8AvhwVT0c+AVTLsryqIOkXgv5tR5HA2cBOydZk+Rg4FDgSUkuBp7U3pekcbcGWFNVZ7f3P0sT4CRpWgt20UFVHTDDqD0Xah2SNAqq6uoklyfZuap+QLOf/N6w65LUXf2+SlSSNL2/BY5qrxC9FHjBkOuR1GEGNkkagqo6D1g+7DokLQ6LPrAtO+SkYZcgSZLUV535HjZJkiRNz8AmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeq4Rf89bNJc/K4+SdJiZw+bJElSxxnYJEmSOs7AJkmS1HEGNkmSpI4zsEmSJHWcgU2SJKnjDGySJEkd5/ewSR20WL87bvWh+w67BEkaSfawSdIQJNkkybeT/Oewa5HUfQY2SRqOVwAXDbsISYuDgU2SBizJ9sC+wMeGXYukxcFz2CRp8N4PvAbYcqYJkqwAVgAsXbp0QGVJ3dWvc3sXy7m39rBJ0gAleSqwtqrOmW26qlpZVcuravnExMSAqpPUVQY2SRqs3YGnJ1kNHAM8Icknh1uSpK4zsEnSAFXV66pq+6paBuwPfKWqnjvksiR1nIFNkiSp47zoQJKGpKpOB04fchmSFgF72CRJkjrOwCZJktRxBjZJkqSOG8g5bO3l6zcBtwA3V9XyQaxXkiRpFAzyooPHV9W1A1yfJEnSSPCQqCRJUscNKrAVcEqSc9rfx7uDJCuSrEqyat26dQMqS5IkqfsGFdh2r6pHAHsDL03yuKkT+Lt5kiRJ0xtIYKuqK9v/a4Hjgd0GsV5JkqRR0PfAlmTzJFtO3gaeDFzQ7/VKkiSNikFcJbo1cHySyfV9qqq+NID1SpIkjYS+B7aquhR4WL/XI0mSNKr8Wg9JkqSOM7BJkiR1nIFNkiSp4wxskiRJHWdgk6QBS7JDkv9OclGSC5O8Ytg1Seq2Qf74uySpcTPwqqo6t/2eynOSnFpV3xt2YZK6yR42SRqwqrqqqs5tb98EXARsN9yqJHWZgU2ShijJMuDhwNnDrURSl3lIVJKGJMkWwHHAK6vqxinjVgArAJYuXbpey112yEkLVeLtrD50374sV6OjX9ue7GGTpKFIcieasHZUVX1u6viqWllVy6tq+cTExOALlNQpBjZJGrA0P658GHBRVb132PVI6j4DmyQN3u7A84AnJDmv/dtn2EVJ6i7PYZOkAauqM4EMuw5Ji4c9bJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSZIkdZzfwyZJksZWP3//dCF/f9ceNkmSpI4zsEmSJHWcgU2SJKnjDGySJEkdZ2CTJEnqOAObJElSxxnYJEmSOs7AJkmS1HEGNkmSpI4bSGBLsleSHyS5JMkhg1inJHWV+0RJ66vvgS3JJsCHgL2BXYADkuzS7/VKUhe5T5S0IQbRw7YbcElVXVpVvwWOAfYbwHolqYvcJ0pab4P48fftgMt77q8BHj11oiQrgBXt3Z8n+cEAauu1BLh2wOscFts6mobe1vzTek2+Y5/K6LrFsk+8g/V4foe+LfaJ7Vp8htq29dwnwiz7xUEEtkwzrO4woGolsLL/5UwvyaqqWj6s9Q+SbR1N49TWRW5R7BM3xqhui7Zr8Rmltg3ikOgaYIee+9sDVw5gvZLURe4TJa23QQS2bwE7Jblfks2A/YETB7BeSeoi94mS1lvfD4lW1c1JXgZ8GdgEOLyqLuz3ejfAojz0sIFs62gap7YuWoton7gxRnVbtF2Lz8i0LVV3OHVCkiRJHeIvHUiSJHWcgU2SJKnjDGySJEkdZ2CTJEnqOAObJElSxw3ilw46J8lTgGfQ/ERM0Xxp5QlV9aWhFtYn49LecWnnpHFrr7prVLdF27W4jGq7Jo3d13okeT/wQODjNN84Ds03jT8fuLiqXjGs2vphXNo7Lu2cNG7tVXeN6rZouxaXUW1Xr3EMbD+sqgdOMzzAD6tqpyGU1Tfj0t5xaeekcWuvumtUt0XbtbiMart6jeM5bL9Osts0wx8F/HrQxQzAuLR3XNo5adzaq+4a1W3Rdi0uo9qu3xvHc9gOAj6cZEtu6zbdAbixHTdqDmI82nsQ49HOSQcxXu1Vdx3EaG6LB2G7FpODGM12/d7YHRKdlOS+NCcmBlhTVVcPuaS+Gpf2jks7J41be9Vdo7ot2q7FZVTbBePZwzZ5THtHbruSZJMk19SIptdxae+4tHPSuLVX3TWq26LtWlxGtV2Txq6HLcmTgX8DLgauaAdvDzwA+JuqOmVYtfXDuLR3XNo5adzaq+4a1W3Rdi0uo9quXuMY2C4C9q6q1VOG3w84uaoeNJTC+mRc2jsu7Zw0bu1Vd43qtmi7FpdRbVevcbxKdFNuOyGx1xXAnQZcyyCMS3vHpZ2Txq296q5R3RZt1+Iyqu36vXE8h+1w4FtJjgEub4ftAOwPHDa0qvpnXNo7Lu2cNG7tVXeN6rZouxaXUW3X743dIVGAJLsAT6fnShLgxKr63lAL65MkDwL2Y8Tb6/M62u1Vd43qa29UX2M+X4vTWAY2SZKkxWTszmFLco8khyb5fpLr2r+L2mFbDbu+hZZkr57b90jysSTfSfKpJFsPs7aF5PM6ms+rum9UX3uj+hrz+Vq8xi6wAccCPwX2qKp7V9W9gccDNwCfGWpl/fHOntvvAa4GngZ8C/j3oVTUHz6vo/m8qvtG9bU3qq8xn69FauwOiSb5QVXtvL7jFqsk51bVI9rb51XVrj3jbnd/MfN5Hc3nVd03qq+9UX2N+XwtXuN4lehlSV4DHFlV1wC03aUHcduVJaPkPkn+juYEzLsnSc+3Po9SD6vP62g+r+q+UX3tjeprzOdrkRqJRqynvwLuDbBHTSQAACAASURBVHw1yU+TXA+cDtwLeNYwC+uTjwJbAlsARwJL4Pe/t3beEOtaaFOf15/SPK/3xudV6qdR3aeO6mtsVPeVo/p8/d7YHRIFSLIbUFX1rSQPBvYCLqqqk4dcWl9Mae8uNO39/qi2d1KST1TV84Zdx6Ak+XhVPX/YdWj8jOo+dVz2naO6rxy1feLYBbYkbwb2pjkcfCqwG/BV4InAl6vqHUMsb8FN095H03yaGqn2JjlxmsFPAL4CUFVPH2xF/TVu7VV3jeo+dVT3naO67xjVdvUax8D2XWBX4M40V5FsX1U3JrkrcHZVPXSoBS6wcWlvknOB7wEfA4rmPIajab7lmqr66vCqW3hJvg1cyJi0V901qvuYEW7XSO4rx2GfOI7nsN1cVbdU1S+BH1XVjQBV9Svg1uGW1hfj0t7lwDnAG4CfVdXpwK+q6quj8EKdxiMZr/aqu0Z1HzOq7RrVfeXI7xPH8SrR3ya5W/sifOTkwCT3YHG/CGcyFu2tqluB9yX5TPv/GkZ4+x639qrTRnUfM5LtGtV9x6i2q9c4HhK9c1X9ZprhS4Btquq7Qyirb8atvZOS7AvsXlWvH3YtgzBu7VV3jOo+ZlTbNdWo7jtGsV1jF9gkSZIWm3E8h02SJGlRMbBJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUscZ2CRJkjrOwCZJktRxBjZJkqSOM7BpvSX5SJI3bsT8L07y/oWsadiSnJ7kr9vbz0lyyrBrWihJvpnkwcOuQ5LG2VgEtiT7Jzk7yS+SrG1v/02SLMCyj0jy9oWoc7GoqpdU1T9uyLxJNgP+AfiX9v6yJJXk5+3f6iSHLGS9g1ZVR1XVk4ddxwJ6N/C2YRchSeNs5ANbklcBH6AJCPcFtgZeAuwObDbE0sbVfsD3q+qKKcO3qqotgAOANyXZa/ClaQYnAo9Pss2wC5GkcTXSgS3JPWh6Bv6mqj5bVTdV49tV9Zyq+k073Z2TvDvJT5Jc0x7yu2s7bo8ka5K8qu2duyrJC9pxK4DnAK9pe4e+0A5/UHuI7IYkFyZ5em9NST6eZF2Sy5L8Q5Jpn4ckb0ny2SSfTnJTknOTPKxn/LZJjmuX9eMkL58y77Htum5q61jeM/4RSb7djvtMu463t+MOSnLmlFoqyQPa20f0TDvj4zODvYGvzjSyqs4CLgQekuRDSd4zpY4vJHnlXG1ox78oySVJrk9yYpJt2+FJ8r623p8l+U6Sh7Tj7prkPe1z87MkZ/ZsC49J8vX2eT0/yR4zPG+/f/xmW9c0852e5F1pDkH+LMkJSe7VM/4zSa5ux52RnsOU7XPykSSnto/HV5Ps2I6b7MXcdMq6Jg/h3j/JV5Jcl+TaJEcl2arnOfk1cA4wSr2GkrSojHRgAx4L3Bk4YY7p/gl4ILAr8ABgO+BNPePvC9yjHX4w8KEk96yqlcBRwD9X1RZV9bQkdwK+AJwC3Af4W+CoJDu3y/p/7bL+EPgz4PnAbAFnP+AzwL2ATwGfT3KnNuR9ATi/rWtP4JVJntIz79OBY4CtaHpJPgi/Pyx5PHBEu9yjgT+f4zGazbSPzwzT/i/gB9ONaMPN7sCDgW8DRwIHTAbaJEto2nn0XG1I8gTgXcCzgG2Ay2geC2iCx+NonvOtgL8CrmvHvRt4JPDH7XJfA9yaZDvgJODt7fC/B45LMjHHYzPbuqbzfOCFwLbAzcC/9oz7IrATzXZ1Ls221+s5wD8CS4Dzphk/k9A8VtsCDwJ2AN4yZZqLgIchSRqKUQ9sS4Brq+rmyQE9PSS/SvK4JAFeBPzfqrq+qm4C3gns37Oc3wFvq6rfVdXJwM+BnZneY4AtgEOr6rdV9RXgP2mCxyY0b9iva3v7VgPvAZ43SxvOaXsHfwe8F7hLu45HARNV9bZ2PZcCH51S95lVdXJV3QJ8gtvecB8DbAr8a9umzwHfnKWGuazP47MVcNM0w68Frgc+BhxSVadV1TeBn9GENNq2nV5V18yjDc8BDq+qc9ue1NcBj02yrK13S+CPgFTVRVV1VRsMXwi8oqquqKpbqurr7fzPBU5uH89bq+pUYBWwzzwemzusa5bpP1FVF1TVL4A3As9qtxuq6vB2u/kNTaB6WJpe5EknVdUZ7fg3tO3dYY76qKpLqurUqvpNVa2j2c7+bMpkN9E8d5KkIdh07kkWteuAJUk2nQxtVfXHAEnW0ATWCeBuwDm57RqEAJv0Lqc39AG/pAll09kWuLyqbu0ZdhlN79MSmvPmLptm3Ewun7xRVbe2dW8LFLBtkht6pt0E+FrP/aun1HyX9rDYtsAVVVXTrWcDrM/j81OaADPVkinLmHQkTVg6tf3/gXb4XG3YlqYXCoCq+nmS64DtquorST4IfAhYmuR4mh6zu7R/P5qmjh2Bv0zytJ5hdwL+e4Z2Tq532nVV1Y0zzNLbhsvadSxJci3wDuAvabbZye1rCU2ovd28bXuvbx+Ha2arMcl9aHry/pTmufkDmuep15bADUiShmLUe9jOAn5Dc1hxJtcCvwIeXFVbtX/3aE+An4+acv9KYIfc/ry0pcAV7bp+R/PmP3XcTH7fQ9Iuc/t2HZcDP+6peauq2rKq5urxAbgK2C653VWyvT0xv6AJsZPrve88ljlf36E5PDhfnwT2S3Pu3oOAz7fD52rDlfQ8zkk2B+5N+1hX1b9W1SNpDr8+EHg1zfPza+D+09RxOU3vV+/jvXlVHTpXA2ZY10x627CUZnu5Fng2zXb8RJrDz8smmzbdvEm2oDl0eyXN8wk9zynNYexJ76LZjh9aVXenCcZTr6B+EM3hd0nSEIx0YKuqG4C3Av+W5C+SbJHkD5LsCmzeTnMrzaHE97U9DSTZbsq5YLO5huZ8tEln07xBvqY912wP4GnAMe2hyWOBdyTZsj0p/O9oQslMHpnkmW3P2CtpAug3aA7/3Zjkte2J8pskeUiSR82j5rOAW4CXJdk0yX7Abj3jzwcenGTXJHfhjuczbYyTuePhthlV1RrgWzSHdI+rql+1o+Zqw6eAF7RtuDPNYe6zq2p1kkcleXR7vuEvaELaLe22cDjw3jQXdGyS5LHt/J8EnpbkKe3wu6S54GL72eqfaV2zzPLcJLskuRvNBTOfbbebLWme++togtc7p5l3nyR/0p7f949tey9vD3Ne0S57kyQv5PahdEuaw9g3tOfq3S5Qtu1/JE0vpyRpCEY6sAFU1T/ThKLXAGtpAta/A68Fvt5O9lrgEuAbSW4E/ouZz8Ga6jBgl/a8uM9X1W9pTvbfm6Zn5N+A51fV99vp/5bmjftS4EyaYHH4LMs/gea8t5/SnOv2zPacrVtoguCuwI/bdX2MpvdlVm2Nz6S5QOAGmh6V/6QJBFTVD2nCwn8BF7d1LpQvAH+U9orNeTqS5mKFT0wOmEcbTqM5B+w4mt64+3Pb+X13pwnpP6U57HgdzcUG0Bwa/S5NSLye5oKUP6iqy2l6uF4PrKPpcXs1c7+GZlvXdD5BcyHF1TSHZyev/P14O/8VwPdoQvtUnwLe3Nb9SJrz+Ca9qK33Opqevq/3jHsr8AiaQ6snAZ+bstyn05w7eOUsdUuS+ii3PwVIXZLkLcADquq5A1jX2cBHquo/BrCuFcAuVfXKeU7/OJoermVTzg2cOt3A2tAPSU4HPllVH9uAeY8A1lTVP/ShrrOBg6vqgoVetiRpfkb9ogPNIMmf0Xy9xrU0PTEPBb40iHW3X4cyL+2hxFcAH5sa1obZhnFSVY8edg2SNO4MbONrZ5rz6baguSryL+b4uomBS/Igmq/OOJ/pv6uu822QJGkheEhUkiSp40b+ogNJkqTFrpOHRJcsWVLLli0bdhmS+uicc865tqrm+mkvSRIdDWzLli1j1apVwy5DUh8luWzuqSRJ4CFRSZKkzjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjuvkLx1owy075KS+LXv1ofv2bdmSJGlm9rBJkiR1nIFNkiSp4wxskiRJHWdgkyRJ6jgDmyRJUsfNGdiS7JDkv5NclOTCJK9oh98ryalJLm7/33OG+fdK8oMklyQ5ZKEbIEmSNOrm08N2M/CqqnoQ8BjgpUl2AQ4BTquqnYDT2vu3k2QT4EPA3sAuwAHtvJIkSZqnOQNbVV1VVee2t28CLgK2A/YDjmwnOxJ4xjSz7wZcUlWXVtVvgWPa+SRJkjRP63UOW5JlwMOBs4Gtq+oqaEIdcJ9pZtkOuLzn/pp22HTLXpFkVZJV69atW5+yJEmSRtq8A1uSLYDjgFdW1Y3znW2aYTXdhFW1sqqWV9XyiYmJ+ZYlSZI08uYV2JLciSasHVVVn2sHX5Nkm3b8NsDaaWZdA+zQc3974MoNL1eSJGn8zOcq0QCHARdV1Xt7Rp0IHNjePhA4YZrZvwXslOR+STYD9m/nkyRJ0jzNp4dtd+B5wBOSnNf+7QMcCjwpycXAk9r7JNk2yckAVXUz8DLgyzQXKxxbVRf2oR2SJEkja9O5JqiqM5n+XDSAPaeZ/kpgn577JwMnb2iBkiRJ485fOpAkSeo4A5skSVLHGdgkSZI6zsAmSZLUcXNedCBNWnbISX1b9upD9+3bsiVJWuzsYZMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6bs7fEk1yOPBUYG1VPaQd9mlg53aSrYAbqmrXaeZdDdwE3ALcXFXLF6huSZKksTGfH38/Avgg8PHJAVX1V5O3k7wH+Nks8z++qq7d0AIlSZLG3ZyBrarOSLJsunFJAjwLeMLCliVJkqRJG3sO258C11TVxTOML+CUJOckWTHbgpKsSLIqyap169ZtZFmSJEmjY2MD2wHA0bOM372qHgHsDbw0yeNmmrCqVlbV8qpaPjExsZFlSZIkjY4NDmxJNgWeCXx6pmmq6sr2/1rgeGC3DV2fJEnSuNqYHrYnAt+vqjXTjUyyeZItJ28DTwYu2Ij1SZIkjaU5A1uSo4GzgJ2TrElycDtqf6YcDk2ybZKT27tbA2cmOR/4JnBSVX1p4UqXJEkaD/O5SvSAGYYfNM2wK4F92tuXAg/byPqkjbbskJP6stzVh+7bl+VKkjSVv3QgSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcXP+0oE0CP36NQJJkkaBPWySJEkdZ2CTJEnqOAObJElSxxnYJEmSOs7AJkmS1HFzBrYkhydZm+SCnmFvSXJFkvPav31mmHevJD9IckmSQxaycEmSpHExnx62I4C9phn+vqratf07eerIJJsAHwL2BnYBDkiyy8YUK0mSNI7mDGxVdQZw/QYsezfgkqq6tKp+CxwD7LcBy5EkSRprG3MO28uSfKc9ZHrPacZvB1zec39NO2xaSVYkWZVk1bp16zaiLEmSpNGyoYHtw8D9gV2Bq4D3TDNNphlWMy2wqlZW1fKqWj4xMbGBZUmSJI2eDQpsVXVNVd1SVbcCH6U5/DnVGmCHnvvbA1duyPokSZLG2QYFtiTb9Nz9c+CCaSb7FrBTkvsl2QzYHzhxQ9YnSZI0zub88fckRwN7AEuSrAHeDOyRZFeaQ5yrgRe3024LfKyq9qmqm5O8DPgysAlweFVd2JdWSJIkjbA5A1tVHTDN4MNmmPZKYJ+e+ycDd/jKD0mSJM2fv3QgSZLUcQY2SZKkjjOwSZIkdZyBTZIkqePmvOhAC2/ZIScNuwRJkrSI2MMmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcf7SgbSB+vmLFasP3bdvy5YkLT72sEmSJHXcnIEtyeFJ1ia5oGfYvyT5fpLvJDk+yVYzzLs6yXeTnJdk1UIWLkmSNC7m08N2BLDXlGGnAg+pqocCPwReN8v8j6+qXatq+YaVKEmSNN7mDGxVdQZw/ZRhp1TVze3dbwDb96E2SZIksTDnsL0Q+OIM4wo4Jck5SVbMtpAkK5KsSrJq3bp1C1CWJEnSaNiowJbkDcDNwFEzTLJ7VT0C2Bt4aZLHzbSsqlpZVcuravnExMTGlCVJkjRSNjiwJTkQeCrwnKqq6aapqivb/2uB44HdNnR9kiRJ42qDAluSvYDXAk+vql/OMM3mSbacvA08GbhgumklSZI0s/l8rcfRwFnAzknWJDkY+CCwJXBq+5UdH2mn3TbJye2sWwNnJjkf+CZwUlV9qS+tkCRJGmFz/tJBVR0wzeDDZpj2SmCf9valwMM2qjpJkiT5SweSJEldZ2CTJEnqOAObJElSxxnYJEmSOs7AJkmS1HEGNkmSpI4zsEmSJHWcgU2SJKnjDGySJEkdN+cvHYyzZYecNOwSJEmS7GGTJEnqOgObJElSxxnYJEmSOs7AJkmS1HEGNkmSpI6bM7AlOTzJ2iQX9Ay7V5JTk1zc/r/nDPPuleQHSS5JcshCFi5JkjQu5tPDdgSw15RhhwCnVdVOwGnt/dtJsgnwIWBvYBfggCS7bFS1kiRJY2jOwFZVZwDXTxm8H3Bke/tI4BnTzLobcElVXVpVvwWOaeeTJEnSetjQc9i2rqqrANr/95lmmu2Ay3vur2mHTSvJiiSrkqxat27dBpYlSZI0evp50UGmGVYzTVxVK6tqeVUtn5iY6GNZkiRJi8uGBrZrkmwD0P5fO800a4Adeu5vD1y5geuTJEkaWxsa2E4EDmxvHwicMM003wJ2SnK/JJsB+7fzSZIkaT3M52s9jgbOAnZOsibJwcChwJOSXAw8qb1Pkm2TnAxQVTcDLwO+DFwEHFtVF/anGZIkSaNr07kmqKoDZhi15zTTXgns03P/ZODkDa5OkiRJ/tKBJElS1xnYJEmSOs7AJkmS1HEGNkmSpI4zsEmSJHWcgU2SJKnjDGySJEkdZ2CTJEnqOAObJElSxxnYJEmSOs7AJkmS1HEGNkmSpI4zsEmSJHWcgU2SJKnjNh12AZLuaNkhJ/Vt2asP3bdvy5Yk9Yc9bJIkSR23wYEtyc5Jzuv5uzHJK6dMs0eSn/VM86aNL1mSJGm8bPAh0ar6AbArQJJNgCuA46eZ9GtV9dQNXY8kSdK4W6hDonsCP6qqyxZoeZIkSWotVGDbHzh6hnGPTXJ+ki8mefBMC0iyIsmqJKvWrVu3QGVJkiQtfhsd2JJsBjwd+Mw0o88FdqyqhwH/D/j8TMupqpVVtbyqlk9MTGxsWZIkSSNjIXrY9gbOraprpo6oqhur6uft7ZOBOyVZsgDrlCRJGhsLEdgOYIbDoUnumyTt7d3a9V23AOuUJEkaGxv1xblJ7gY8CXhxz7CXAFTVR4C/AP5PkpuBXwH7V1VtzDolSZLGzUYFtqr6JXDvKcM+0nP7g8AHN2YdkiRJ485fOpAkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeMMbJIkSR1nYJMkSeo4A5skSVLHGdgkSZI6zsAmSZLUcQY2SZKkjjOwSZIkdZyBTZIkqeM2KrAlWZ3ku0nOS7JqmvFJ8q9JLknynSSP2Jj1SZIkjaNNF2AZj6+qa2cYtzewU/v3aODD7X9JkiTNU78Pie4HfLwa3wC2SrJNn9cpSZI0UjY2sBVwSpJzkqyYZvx2wOU999e0w+4gyYokq5KsWrdu3UaWJUmSNDo2NrDtXlWPoDn0+dIkj5syPtPMU9MtqKpWVtXyqlo+MTGxkWVJkiSNjo0KbFV1Zft/LXA8sNuUSdYAO/Tc3x64cmPWKUmSNG42OLAl2TzJlpO3gScDF0yZ7ETg+e3Voo8BflZVV21wtZIkSWNoY64S3Ro4Psnkcj5VVV9K8hKAqvoIcDKwD3AJ8EvgBRtXriRJ0vjZ4MBWVZcCD5tm+Ed6bhfw0g1dhyRJkvylA0mSpM4zsEmSJHWcgU2SJKnjDGySJEkdZ2CTJEnqOAObJElSxxnYJEmSOs7AJkmS1HEGNkmSpI4zsEmSJHWcgU2SJKnjDGySJEkdZ2CTJEn6/+3dW6wdZRnG8f/DwQtDBS0IhpaDEQx4gWIpKpKgRgTRYoxRvICUxOCJiNHENJh4STDxLApWIAGjIRoUa8BTohC5QIGmHEo5RTEUgRTEIgjRxteLtWq32919WGu3M9/a/1+yktkz0zXPm++ib+b7Zk3P2bBJkiT13H5dBxjXUetu7DqCJEnSHuUdNkmSpJ4buWFLsjLJb5NsSbI5yUUznHNaku1JNg0/XxgvriRJ0tIzzpToDuCzVbUxyTLgziS/rqr7pp33u6p6zxjXkSRJWtJGvsNWVY9X1cbh9t+BLcDhixVMkiRJA4uyhi3JUcAbgN/PcPjNSe5K8vMkr5vlOy5IckeSO7Zt27YYsSRJkibC2A1bkgOA64FPV9Wz0w5vBI6sqhOAbwI37O57qmp9Va2qqlWHHHLIuLEkSZImxlgNW5L9GTRr36+qH08/XlXPVtVzw+2bgP2THDzONSVJkpaacZ4SDXAVsKWqvrKbcw4bnkeS1cPrPT3qNSVJkpaicZ4SPQU4F7gnyabhvouBIwCq6grgA8DHk+wAXgDOqaoa45qSJElLzsgNW1XdCmSOcy4DLhv1GpIkSfJNB5IkSb1nwyZJktRzNmySJEk9Z8MmSZLUczZskiRJPWfDJkmS1HM2bJIkST1nwyZJktRzNmySJEk9N86rqSQ16Kh1N+6x737k0rP22HdL0lLmHTZJkqSes2GTJEnqORs2SZKknrNhkyRJ6jkbNkmSpJ4bq2FLckaSB5I8nGTdDMeT5BvD43cnOXGc60mSJC1FIzdsSfYFvgWcCRwPfDjJ8dNOOxM4Zvi5ALh81OtJkiQtVePcYVsNPFxVf6yqfwLXAWdPO+ds4NoauA04KMmrxrimJEnSkjPOD+ceDjw65e+twMnzOOdw4PHpX5bkAgZ34QCeS/LAGNkOBp4a4993rfX80H4NreeHDmrIFxd0+pF7KIYkTZxxGrbMsK9GOGews2o9sH6MPLsumtxRVasW47u60Hp+aL+G1vPDZNQgSRoYZ0p0K7Byyt8rgL+McI4kSZJmMU7DdjtwTJKjk7wEOAfYMO2cDcB5w6dF3wRsr6r/mw6VJEnS7o08JVpVO5JcCPwS2Be4uqo2J/nY8PgVwE3Au4GHgX8A548feV4WZWq1Q63nh/ZraD0/TEYNkiQgVTMuKZMkSVJP+KYDSZKknrNhkyRJ6jkbNkmSpJ6zYZMkSeo5GzZJkqSeG+dNB72Q5F3A+xi88qoY/DDvT6vqF50GW4DWa2g9P7RfQ+v5JUmza/pnPZJ8DTgWuJbBWxVg8DaF84CHquqirrLNV+s1tJ4f2q+h9fySpLm13rA9WFXHzrA/wINVdUwHsRak9Rpazw/t19B6fknS3Fpfw/ZiktUz7D8JeHFvhxlR6zW0nh/ar6H1/JKkObS+hm0tcHmSZeyaCloJPDs81oK1tF3DWtrOD+3XsJa280uS5tD0lOhOSQ5jsNg6wNaqeqLjSAvWeg2t54f2a2g9vyRp91q/w7Zznc6R7Ho6bt8kT1ZDnWjrNbSeH9qvofX8kqTZNX2HLcnpwLeBh4DHhrtXAK8BPlFVv+oq23y1XkPr+aH9GlrPL0maW+sN2xbgzKp6ZNr+o4Gbquq4ToItQOs1tJ4f2q+h9fySpLm1/pTofuxaZD3VY8D+eznLqFqvofX80H4NreeXJM2h9TVsVwO3J7kOeHS4byVwDnBVZ6kWpvUaWs8P7dfQen5J0hyanhIFSHI8sIYpT8cBG6rqvk6DLUCS44CzabQGx6B7kzAGkqTda75hkyRJmnRNr2FLcmCSS5Pcn+Tp4WfLcN9BXeebjyRnTNk+MMmVSe5O8oMkh3aZbT4cg+5NwhhIkmbXdMMG/BB4BjitqpZX1XLgbcDfgB91mmz+Lpmy/WXgCeC9wO3AdzpJtDCOQfcmYQwkSbNoeko0yQNV9dqFHuuTJBur6sTh9qaqev2UY//zdx85Bt2bhDGQJM2u9adE/5zkc8A1VfUkwHAKay27npbru1cm+QyDheIvS5Ipv07fwh1Qx6B7kzAGkqRZtPCf0Ww+BCwHbknyTJJngJuH+z7YZbAF+C6wDDgAuAY4GP77XshNHeaar+lj8FcGY/AKHIO9ZRLGQJI0i6anRGeS5HtVdW7XOcaR5NqqOq/rHKNIciqwGrin1VciJXkrgxrubaGGJCcD91fV9iQvBdYBJwKbgUuqanunASVJY2u6YUuyYYbdbwd+A1BVa/ZuooVrvYYkf6iq1cPtjwCfBG4ATgd+VlWXdplvPmao4ULgJzRSQ5LNwAlVtSPJeuB54HrgHcP97+80oCRpbK2vYVsB3AdcCRSDNUgnMXjSrxUrGdwJabWGqa8++ihwelVtS/Il4Dag183O0PQa3tlYDftU1Y7h9qqdD1AAtyZpYUpXkjSHxepphgAAAOhJREFU1tewrQLuBD4PbK+qm4EXquqWqrql02Tz90barmGfJC9PspzBHdttAFX1PLBj9n/aG63XcG+S84fbdyVZBZDkWOBf3cWSJC2WpqdEd0qyAvgq8CSwpqqO6DjSgrVaQ5JHgH8zuDNYwFuq6okkBwC39v0nMaD9GpIcCHwdOBV4isH6tUeHn09V1V0dxpMkLYKJaNh2SnIWcEpVXdx1llFNQg0Aw8Xvh1bVn7rOMqrWakiyDHg1g6UOW3f+xIckqX0T1bBJkiRNotbXsEmSJE08GzZJkqSes2GTJEnqORs2SZKknvsPV3Ry6hs37TYAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -3292,7 +3299,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -3305,13 +3312,13 @@ "Name: Body Mass (g), dtype: object" ] }, - "execution_count": 65, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3337,7 +3344,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -3348,7 +3355,7 @@ " 'Gentoo penguin (Pygoscelis papua)'], dtype=object)" ] }, - "execution_count": 66, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -3359,22 +3366,22 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 67, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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/qG5X6vVyzrMvYHbQHT0RPZKQCSGE6PaW7tpdp56aPxRixZ69EbvempxcQmbNojkNbCssItxCuvX79mGvt2qywuejyO2JRJiiE5GETAghRLc3pk+fOrXUbEoxolfb98A8kKHpPRskVplJSWH3nRzSs0eDIrVOu53UuNh2j1F0LpKQCSGE6PZ+OfNIJvXrR7zTSaLLRWZyMo+e94uIXe/EkSM4f/JEYh0OkmJiSIqJ4Y0rLwvbblK/ftx+9FHEOOwkxcQQ73TyxpWXYZNaY92e1CETQghxUAiZJiv3ZuMLBpnYty+xtSr+R8qGffsoqKhkTJ/eLdqMfWt+AdmlpYzsnUF6QkIEIxQdqak6ZLLKUgghxEHBZhhMzurXodccmZEB4RdWNjAkvSdD0nu2f0Ci05J7oEIIIYQQUSZ3yIQQQogIWJ2dw6/f/5B95RWcNGoE/++0U3Dau8+P3Uqfn9999DHztm6jf2oqD/3iLIamp0c7rC6r+3wyhBBCiE5iV3Exxz3yOOU+HwB7SkrIr6jkhUsvinJk7eeCF17ix23b8QaDbC0o5KiHH2P13XdGtNhudyZDlkIIIUQ7+2r9BgJmqPqxJxDgvRUrw9Yh6yoqfX6+27IVb9WWUKbWBEMhvt+yNcqRdV2SkAkhhBDtzGmzY9SrOdadSlfYjIb11DTgtNk6Pphuovt8OoQQQohO4szxY0mKicFRlYTFORz85tijwxaG7SpiHA6uPnQ6cQ6rdIjTZiMjMYHjhg+PcmRdl8whE0IIIdpZSmwsP//mVzwwZy7ZZaWcMnoUF02ZHO2w2tVD55zF2D59+H7LVgalpXHn8cd0SG237koKwwohhBBCdICmCsPKkKUQQgghRJTJkKUQQnRjbr+fj1evpdLv49jhwxjUo0e0Q2qz/IoKvli3Hq3hlDGjmr21UJnXyyer1+ILBjlh5AiyUlMiGmcwFOLjNWspqKhkxuBBjOnTO6LX01rz7abNbCkoYEyfPhwxeFBErxfOqr3ZLNyxk16JCZw+dky3WtQQCZKQCSFEN1Xh83H4f/5HdmkpptYopfjkhms5fNDAaIfWaruKiznswYeryi1o7v7kM3769S8ZkJbWZLvCykoOffAhit0etNbYDINvbr2J8X0zIxJnMBTixMefYtXebMyqqUHPX3IhZ40fF5HrAdz+3ge8vmQZpjZRSvGro2fyx5NOjNj1mvLW0uXc9Pa7ABhKMW1Afz694VpJypog74wQQnRTzyxYyK7iYir9fjyBAG6/n1uqfkh2Vfd++gUlHg9uvx+3P0CZx8MfPvk8bLv/fPsd+8orqPT7cQcClPt83PHehxGL84NVq1m1N7v6vfcEAtz0VuTe+4378nh18dKq6wVx+wM88O1c8sorInbNA9Fac/M771a/7kq/n8U7d/HFuvUdHktXIgmZEEJ0UzllZfiqCnfuV1BRGaVo2sfeqrt9+4W0Jru0tFntAqFQnWP7ysvbPb798isqCZlmnWNlXm/ECsPmV1TgqFcDzGGzU1jZ8d/voGniDdT93GmsGMWBSUImhBDd1LHDhlbXiQJw2W0cPWxIFCNqu5NHj6rzmuIcDk4ePSpsu1kjR9ZpF+Owc8LIyNXMmjF4UJ2aY3bDYGr/rIjVIRvduzdW2lMjxm5nUI+mh3IjwWGzMS6zD7Zar1VrzaEDB3Z4LF2JJGRCCNFNnTR6FH85ZRaxDgc2Q3H0sKE8fv650Q6rTX519FFcOn0qDpuBwzC4eOpkfnPs0WHbXThlEr86ZiYuuw27YXDq6NH884zTIhbnhL6ZPH3heSS6XBhKMblfP96++oqIXS8tPo5PbriOPkmJKGBgWhpf3nwDMY7o1AV7/9qrGN83E6UUyTExvHDJRYzqnRGVWLoKqUMmhBDdnNYarTVGN5pQvf9nV0vvOEXjvTBNs1tfrymdKZbOoKk6ZLLKUgghujmlVLfZsme/1r6eaLwXHZ2QdKYEqDPF0tnJOyWEEKJZvIEAZr2J6s3hCwYbTHCPpGAohL/eYoa2Cpkm3kCgXfsUnYc/GGyw6KOjyR0yIYQQTcqvqOCcZ15g+Z49GIbBP04/lVuOOiJsu3KvlwtffIXvN29BKcWvjzmav5wyK2J3qEzT5I73P+T5hYtAa04fN4YXL70Yl71tP+oe/PY7/vrFl5imZvqA/rx7zVWkxce1U9QimvzBIFe/9iYfrloNwBWHTOORc8+Jyp09uUMmhBCiSZe//Dors/cS0ppAKMSfPvuC7zdvCdvu9vc+5Mdt2whpTdA0efSHeby7YmXE4nxi/gJeW7yUkGkS0pov12/kz59/2aY+v1q/gb9/NZtAyOpz6e49XPvGW+0UsYi2v37xFZ+vW09Ia0Ja8+bS5Tw6b35UYpGETAghRJMW7dpJIFQz5OgNBvlpx86w7X7YshVfsGYYyB0IMLcZiVxrzdm4CXetYUVvIMCcjZva1OeP27bX6dMfCrFg+/Y29Sk6j283bcZT6/vrDgT4ZkPbPjOtJQmZEEKIJvWMj6/zOMZhp3diYth2fZKT6jx22W30T01t19hq65+WWqc4qqEUWW28XmZyMrH1SkdkJIR/7aJr6JeSglFrCN1hM+ifFrnPaFMkIRNCCNGkZy+6gDing3ink3ink7F9+nDx1Mlh2z163i9IdLmIdzpJcDoZkJbGLUfOiFic98w6gV4JCSS4XCQ4nSTHxvLAWWe0qc8rD5nG8F7pJLis1xDvdPLURee3U8Qi2u4/6wxS42JJcDpJcDnpGZ/An06aFZVYpA6ZEEKIsHYUFrFg+3aSY2OZNXIE9nrb9BxIdmkp32/ZSqzDwayRI4l1RrZQabnXy9cbNhE0Qxw3fDg9E+LDNwrDHwzy1YaNVHh9zBgyKKJ3+UTHK6ys5JuNm7AZBieOHEFSTEzErtVUHTJJyIQQQgghOkBTCVnEhiyVUllKqblKqfVKqbVKqdurjt+vlNqglFqllPpAKZVSq83dSqktSqmNSqno3DMUQgghhOhgkaxDFgR+o7VeppRKBJYqpWYDs4G7tdZBpdS/gLuB3yulRgMXAmOATOAbpdRwrXV0K7UJIUSEePwB/jn7G5bv2cuEvpncfeLxxDmd0Q6rAa01ry5ewvsrV9MzIZ57TjyBgbU2rX5n2QreWLqMlLg47j7hOIb1Sm9Wv1+uW89zC38mxm7n18cezaR+/doc6+Kdu3joux8IhELcMOMwjhvRvA3E1+Xm8q/Z31Lh83HptKmcPWFcm2PZW1LK//vqa7JLyzh1zGiuO/zQbrdjwoGYpskT8xfw9YaN9EtJ5t6TZtE7SRZDNCViCZnWOgfIqfq6XCm1Huirtf661tMWAvt3uj0TeFNr7QO2K6W2ANOBnyIVoxBCRItpmpz61DMs370HbzDIvK3bmLd1G9/ednOn227mwW+/4x+z5+D2+zGU4tM161hy56/pm5LMk/N+5J5PP8cdCKCU4tM1a1n021/VSdga88HKVVzz+lvVJQc+X7eeb2+7hQl9M1sd5+Kduzjp8aeqy1R8s3ETr11xKSePHtVku815+cx8+FEqfX408N3mLZR6PFx56PRWx1JYWclh/3mIoko3Ia2Zv20bO4uKuO/0U1vdZ1fy2w8/5qWfF+MOBLAbBp+vXc/yu35LSmxstEPrtDrkX71SaiAwCfi53qmrgS+qvu4L7K51bk/VMSGE6HY25eezcu9evFVb/HiDQdbk5LIud1+UI2vowW+/w+33A2Bqjdvv550VKwD495y51QmQrjr32uLwc3v/MXtO3fpP/gCPt7Eg5/++/6FOzTBPIMA/Z88J2+7FnxdVJ2Ng1aL61zfftimWj1evodLnJ1Q1T9vtD/DYvPl05XnbzRUyTZ5ZsLD6exE0Tcp9Pr5Ytz7KkXVuEU/IlFIJwHvAHVrrslrH78Ea1nxt/6FGmjf45CqlrldKLVFKLcnPz49EyEIIEXHBkIlq5L+9UCf8gW3Wi0lrTcjUVefMBs8NNmPfysb2tgyG2rbfZWPXbU4sgZDZ4IdNW/feDJm6QZ9m5/vWRkxjiWdH7mfaFUU0IVNKObCSsde01u/XOn4FcBpwia75ru0Bsmo17wdk1+9Ta/201nqq1npqenrz5ikIIURnMzKjFwN7pOGsKh/htNnon5rC6N4ZUY6soasPnU5creKoLruds8dbc6yuP/zwOudinU7OnzwpbJ+3HnVE3XYOB9ccfmib4rxhxuF1irjGORzc1ow9Ny+ZNqVOLHFOBzcdcXibYjllzCicNlv1nLE4h4NLpk4+KOaQ2QyDcydNrP5eGErhsNk4ceTIKEfWuUWs7IWyPnUvAUVa6ztqHT8J+A8wU2udX+v4GOB1rHljmcAcYFhTk/ql7IUQoisrdrv53YefsDI7m3GZfbj/zDM65abVpmny4Lff8f7KVaTFx/OP009lfNVcL601j/4wjzeWLicpJoa/nXoy0wb0b1a/L/+8mKcX/ITLbuePs07gmOHD2hzr1+s38s/Z3xAImdx61BFcMCV8cgiwYPsO/vL5l1T6/Fw2fSo3zDiszcnTxn15/P6jT8gtL+fkUaO4Z9bxza7f1tUFQiH+74uv+HrDRvqmpHD/maczJL1ntMOKuqjUIVNKHQHMA1YD++9T/gH4H+ACCquOLdRa31jV5h6seWVBrCHOL2iCJGRCCCGE6CqaSsgiucpyPo3PC/u8iTb3AfdFKiYhhBBCiM4oknXIhBBChLE1v4DN+fkMS09vtyGdvSWlrMnJITM5mXGZfdqlz47m9vtZtHMXhlIcOnAATnvNjytvIMDPO3YCcMjAAcQ4IrsdU1O01izZtZtit4fJWf3aZasmcXCShEwIIaLkqfkLuPuTz3DYbARCIf7faSdz85HhJ6E35ct167nk5VexG1af1xx2CPe3cYPtjpZbVs7Mhx+h2O1BA/1Skvnul7eQHBtLYWUlMx9+lLzyCgB6JsTzw+23RSURMk2TC158mbmbtmAzDEDz+U3XMyUrK2xbIerrXNUHhRDiILGvvJy7Pv4UTyBAmdeLJxDgnk8+J7u0tNV9mqbJpS+/httf0+fzC39mYdXdpK7izg8/Iru0jHKfjwqfj20Fhfy/r2YDcO9nX7C7uIRyn49yn4+9JaXc8+lnUYnz3ZWrmLtpC5V+P2VeL2VeH1e88npUYhFdnyRkQggRBXtKSnDa6664c9rt7ClpfUJW6vXiD9VdmG4ogx2FRa3uMxo25xfUqR/mD4XYsC8PsFYu1n6N/lCIjVXnOtrOwiK8tQrRgjVcLERrSEImhBBRMKRnz+riqvuFTJOhPVs/jywlNpa0uLpb04RMs8vNIzt04ABias0Zi3U4OGzQQAAOGzSQWEfNuRiHvfpcR5vQty+uWvPXDKUY3ad3VGIRXZ8kZEIIEQUpsbG8ceVlxDudxDmdxDudvHbFpW2qQ6aU4qPrr6VHfBxxTgcuu437zzqdMV0sSbjvtFOZ0j8Ll92O02bjmGFDufO4YwD446wTmDF4EC67HZfdzuEDB/Lnk2dFJc4TR43gtqOOwGmzEedwkJWawutXXBaVWETXF7E6ZB1B6pAJIbo6byBAblk5vZMS2221YCAUIru0lB7x8SS4XO3SZ0fTWpNTVobNMMhITGxwbl95BRpN78TEqFe/L/F4KPV46ZeSXDW5X4jGRaUOmRBCiPBiHA4G9khr1z4dNhsD0tq3z46mlCIzOfmA53onJTZ6LhpSYmNJiY0N/0QhmiCpvBBCCCFElMkdMiGEaKOVe7O56tU32FNSwrjMPrx02cX0S0mJdlgtUub1ct3rbzF38xZS4mJ57LxfcMLIEdEOq8X+9/0P3D9nLiFTc/Wh0/m/U07C6EbDiO8sX8G1r7+FPxQi0eXis5uuY1r/5u0dKjq37vMpFUKIKCisrGTWY0+yft8+yn0+ft6xk5MffxqzVtmGruDyV17jqw0bKPf52F1cwgUvvMy63Nxoh9UibyxZxl+/+IqCikqK3W6emPcjD377XbTDajdb8vO5/JXXq8t+lPt8HPe/xwkGg1GOTLQHSciEEKINlu7aQ+2lUSGt2Vtayt7SsqjF1BrfbtyML1hT38vUmrmbtkQxopZ7b+Uq3P6aumDuQIB3V6yMYkTt693lqxocC5gmy/ZkRyEa0d4kIRNCiDZIjHERqnc3LGiaJMZ0rdWNsU5nncc2wyA5NiZK0bROalwsRr0Vl6lxrS8j0tn0SGj8tWQkJXRwJCISJCETQog2OGRAfw4fNJD4qoQmzunktqOO6HKr7v595mnEOhworEKsWSnJ/GLChGiH1SJ/OPF4El0uHIaBzTCIdzr5++mnRjusdnPV9Gn0qJdgTs3q1+VX1AqL1CETQog2Cpkmry9ZxvbCQiZl9eP0sWOiHVKrzN+2ne82baZHfDyXT59GvMsZvlEns6ekhLeWrSAYCnHOhPEM65Ue7ZDalT8Y5PZ3P2Bzfj6HDx7E/516crRDEi3QVB0ySciEEEIIITpAUwmZDFkKIYQQQkSZ1CETQnQLszds5NtNm+mdlMQ1hx3SZbcMam955RW8+PMiyr1eTh07hjkbN/L5ug1kJifxxPnn0jOhc04IX5+7j7eWLcdmGFw6bQqDevSIdkjdltaaN5ctZ+XebIanp3P59KnYbbZoh3XQkSFLIUSX99gP8/nTZ1/gDgSIsdvJSk1l4W9uJ87Z9eZAtae88gqm3f8fij0eAqEQhlKYtf7Pd9lt7PjLvaR0spWIS3btZtbjT+LxBzCUIs7pZN4dtzEio1e0Q+uWbnrrHd5evhK330+cw8GMIYP46Lpror5HaHckQ5ZCiG5La829VckYgDcYJLu0lI9Wr4lyZNH3/E8Lq5MxoE4yBuALhvj713OiEVqT/vTZF7j9ATRWXbcKv59/zu58cXYHuWXlvLF0GW6/H7Bqty3YtoPle/ZGObKDjyRkQoguTWuNP1S3UrmpNZU+f5Qi6jzKfL7qZOxASjyeDoqm+cq83jqPtdaUdsI4u4NKnw+7UXd40mYYVPp8UYro4CUJmRCiSzMMg+OGD8dlr/mhohQcM2xoFKPqHE4bO4ZYh6PJ51xxSKOjJ1F14eRJxNWKO87h4ILJk6IYUfc1IC2VjMREbFXDk0opnDYbE/r1jXJkBx9JyIQQXd6rl1/CaWPG0CM+jhG90vno+msZkt4z2mFF3eGDBvL8JRcyMC2V9IR4Lp4ymT6JiSjAabPxv3PPZsbgwdEOs4FbjjqCO48/lozERDKTk7jvtFO4YIokZJFgt9n4+pYbOWLIYNLi4pjcry9zbruJpJiutUtDdyCT+oUQQgghOoBM6hdCCCGE6MQkIRNCNJtpmmwvLGRnUTFd+e56Z1Lu9bJh3z7KvV601uwsKmZ7YSFaa/LKK/h87Tp2FxdH7Pq5ZeVsyssLO/k/EAqxKS+PfeXlEYulO8qvqGDjvjx8wWD4J4uDmhSGFUI0S7nXyylPPsPanFy01swYPIj3rr0Kl13+G2mtT9es5YpXXscwFMGQydD0nmwpKECh6BEfz56Skurn3nD4YTx07tntdm2tNb/54COeX7gIu2GQFhfH7FtvbHSj6h2FRZzw2BMUu60SGtcdfij3n3WG1KkK429ffs0Dc+bitNmIczr56pYbGJmREe2wRCcld8iEEM1y18efsjo7B08ggDcYZMH2HfxLakO1WrHbzRWvvo47EKDC58cbDLImJxdvIIgnEKiTjAE8teAnFu/a1W7X/3j1Wl5etARfMEil38/e0lIuffm1Rp978UuvkF1aRqXfjz8U4sWfF/Pp2nXtFkt39MOWrTz03ff4QyEq/H7yKyo497mXoh2W6MQkIRNCNMvS3XvqDLt4AgEW79odxYi6tm2FhdiNlv0XPH/Ltna7/urs7OpioGDVblufu6/R527Yl1enqKwnEGBNdk67xdIdrc7OIWTWvGca63suQ/3iQCQhE0I0y8iMDBy19rdz2e2M7i3DL62VlZKKP9j0vK36pg3o327XH5Lek9haW0sprJpUjemfWvd4rMPB4J6yt2RThvTs0SDh7pOUJMO84oAkIRNCNMv9Z51OVkoKiS4XCS4nw3ul88dZJ0Q7rC6rV2IC/z3nLGIdDpJiYnDZbWQmJ5HgcpLgcpFcrw7U6WNGc8SQ9qsZdsGkiRw/YjhxTuv6KXGxvHzZJY0+95XLLyElNpakmBjiHA5OGDmC8yZOaLdYuqNZo0Zy7sQJ1d/fpBgXb1x5WbTDEp2Y1CETQjSbLxhk6e492JRiSlY/7DZb+EaiSbuKi9lWUMjgnj3ok5TEst17CGnNlKx+rMnOYd7WbUztn9Wuydh+WmtWZedQ5vEwvm8mybGxB3xuqcfDqr3ZJMfGMi6zj9zpaaZ1ubkUVFQytk8f0uI71ybuouM1VYdMEjIhhBBCiA4ghWGFEEIIIToxKSAkhBCdUInHw6/e+5Blu/cwvFc6D597NpnJyWHbuf1+fv/RJ8zbuo3+qak89IuzWzUBf+XebH77wUfkV1Ry0qiRLNq5k6W79+Cy23nw7DO5bLr1S75pmtw/5zveWracpBgX951+KjMGDwKsIdFHvp/HS4sWE+908tdTTuKY4cOqzz3z4088vWAhLruNe086kZNGj2pxnPV9smYtf//6G4KhELcceQRXHjq9We2+37yFez/7ggqfn0unTeFXx8xs1rDsst17+N2Hn1BQWclZ48fyx1kntHkof3thIXe89yE7Cos4Ysgg/n3mGcS7nOEbii5NhiyFEKKTMU2Tw//7P9bn7sMfCmE3DPokJbHyrjuJdTqabHvG088yb8s2vMEghlKkxMay6u476REf3+zr7ywqYur9/6HCZ5XFUFhlG2r7+PprOGHkCP782Zc8+sM83IEAAHEOB9/dfivjMvvwwJy5/GP2N7j91rlYh4Mvb76B6QP689T8Bfzhk8+q28U6HHx43dUcNXRIs+Osb/aGjVzwwst4asXy33PO4vJDpjXZbunu3Zz46JM1r8Hp5M7jjuGuE45rst3W/AIOefAhKqvKh8Q6HFw2fSoP/6L1BXyL3W7G/ePfFLs9mFoTY7dz2KCBfH7T9a3uU3QeMmQphBBdyM7iYjbn5eOv2s4oaJqUeDws3bOnyXaVPj/fbtqCt6penKk1gVCI77dsbdH1P12zrs5WSo392v7ID/MAePHnRdWJDFg1yt5bsRKAZ39aWJ2M7T/3xpJlADz1408N2r2wcFGL4qzvuZ8WVidjAO5AgCd/XBC23ZtLl9eJxe3389xPC8O2+2Tt2urvEViv4bXFS1sYdV3ztm7DHwxV133zBoPM27qNMq+3Tf2Kzk8SMiGE6GTshq1OIVYAjcYZZijMZjQcYtMQtl19TrsNQzX942H/lll2W93n2QwDl926nqPedRXgctirr1H/XIyjbbNonI1s49Wcrb1cdjtGveFJpy18O4dhw1avXf3X3FIOm63RBLilRYRF1yPfYSGE6GT6pSRz3IhhxDqs4ckYu50RvXoxuV/fJtvFOBxcecg04qraOW02eiUkcGzVvK3mOmfCeBJczuokoH7SoYA/zZoFwD0nnlB9PUMp4p1OLplmjcjcO+uE6teglCLe5eK6ww4F4I+1z2ENE9561JEtirO+Xx0zk7haQ7qxDgf3NKNW3jWHHUK808n+VxnncDSrxt55kyYS73JWvz9xTge/O+6YVsW+39FDh9I7MbE6iY5zOLh02hTinDKHrLuTOWRCCNEJBUIhHvl+Hot27mR079789rhjmvVD2TRNnl6wkO82b2FQjzR+f8JxpDRRX+xAcsrK+Pc337KvrJzTxo5m6a7dfLR6LcmxMTxx/nlMH1iza8Ana9by1rLlpMTG8ptjj2ZQj5pFBF+t38Cri5eS4HLyq2NmMrxXr+pzczdt5sWfFxHjcPDLmUcxpk/vFsdZ34o9e3ls3nwCoRDXHnZos+u3bc7L57/ffU+518fFUydzcjMXGOwtKeX+Od+SV17BWePHcv7kSW0JH7Bqvv3rm2/ZVlDIzKFDuGHGYRhyh6xbkDpkQgghhBBRJpP6hRBCCCE6MalDJoTodvzBIJ+sWUeJx82RQwbXGSbraKFQiF++9wEr9mZz5ODB/PPM0yJ+zeV79rBk1276Jidz0qiRBxzu8gWDfLJmLaUeDzOHDmFoenrEYxNCNE4SMiFEt+ILBjn2f4+xMS+/eqXiW1ddzgkjR0Qlnv5/+j+KPB7AKiL64apVbLj3DxG73gsLf+Y3H3wMWJPsjxk+lLevuqJBkVNvIMDMhx9la0EhptYo4N1rrqwu3CqE6FgyZCmE6FbeWracDXl5VPr9eAIBPIEAN771TlRief6nn6uTsf12Fpcwf8v2iFwvGArxq/c/rH7dlX4/czdtabQO2auLl7I5v6D6fXIHAtz01rsRiUsIEZ4kZEKIbmVfeQW+QLDOsSK3OyqxrM3NbfT4mpyciFyvwu/HNOsu1DKUYl95eYPn7isvx1urGCpAobsyInEJIcKThEwI0a3MGDyoTjFQh2Fw2MCBUYnlkimTGz1+1vgxEbleckwM/dPS6hQ5DZkm0/r3b/DcI4cMrq4DBlbNsiMGN69EhBCi/UlCJoToVg4fNJAHzz6TOIcDQymmDejPK5dfEpVYJvfP4tfHHl3n2D9OP5XezdgkvDWUUnx247WM6NULVbWP5WtXXNro5uJHDR3CP888jdiq9+mQgQN4/pILIxKXECI8qUMmhOiWtNaYWmPrJAU1PX4/sR1YbT1kms167Z3tfRKiO2uqDpmsshRCdEtKqQZb/kRTRyZjQLMTrM72PglxsJJfiYQQ3ZJpmviCwfBP7ABa6wYT6DsrXzBIe4+c+INBQqbZrn1Ggmma+DvJZyYavIFAu3/vRfPJHTIhRLfz9PwF/O7jTwmEQkzu14/3r7uK9ISEqMQyf9t2Lnj+JUo8HjISE3n/2quYGGaT8GjIKSvj7GeeZ3V2Dk6bjYd+cRZXHDK9TX1W+Hxc9OIrzN20GaUUdx53DPeedGKDmmidwX1fzeZf38zBNDUzhw3lzSsvIzEmJtphdYhVe7M5+9nnyS0rJzk2lreuvIwjhw6JdlgHHblDJoToVuZv285dn3yGLxjE1JoVe/dy6UuvRiWWwspKzn7meYrcbkytySkr49Qnn+mUd8sueP4l1mTnYGqNNxjkV+9/xOKdu9rU5y/f/YB5W7cR0pqgafLw9z/w3spV7RRx+/lg5Wr+M/c7AiGTkNb8uG07t77zfrTD6hC+YJBTnnya7NIyTK0pdrs559kXyK+oiHZoBx1JyIQQ3cpP23fUGXYKmiaLdrUtsWit9bn76pSgAPCHQmwvLIpKPE1ZvmcvoVrDVabWLNyxs019/rBla51hY7c/wNxNm9vUZyTM3bwZt78mSfYFg/ywtWEx3e5oZ1FRg6F9wzBYm9N4DT0ROZKQCSG6ld6Jibhq1dcC6BEXH5VYMhITCYRCdY4FQqGoDZ82JSU2ts5ju2HQOymxTX3Wb++y2chKTW1Tn5GQlZJSp3YdQO/EpChF07F6xic0+hlt6/detJwkZEKIbuXCKZMY26c3CU4n8U4ncQ4Hz1x0flRiGdYrnesOP5S4WrHcc+IJ9EyIToLYlGcuOp9Yh4N4p5MEl5PJWf04e/y4NvX52PnnkuhyWX06nfRPS+WWI2e0U8Tt56YjZzAwLZUEl/V9SnS5ePyCX0Q7rA6RFh/Hn06aRVzV9z7O6eTqQ6czMiMj2qEddKQOmRCi2wmGQny5fgPFbg8zBg9qtDBqR5q/bTtb8wsY3TuDaQMaVs3vLLbk5/PT9p2kxcdx0qiR7VKbbG9JKd9v2UKMw8HJo0YR63SEbxQFHn+AL9dvwBPwc9TQIfRLSYl2SB1qya7drM3JZUjPHhwxRHZsiJSm6pBJQiaEEEII0QGaSshkyFIIIYQQIsqkDpkQotOq3Oth98c5BD0mGUf2IH1a55sQ3pg5GzfxzIKFOG02bj/mKKZkZTWr3c87dvLoD/MImiZXTJ/Gf+d+z7rcfQxMS+Oda66gd1LLJ5pvysvj39/MpdTr4aLJkzhn4oQW9xEN32/ewpM/LsBuGNw28yimd+KhXiHagwxZCiE6JU+ul2V/XEfIa1V4N5wGQ6/oT++ZPaMcWdM+X7uOS19+DU9VrbE4h4PZt97E5Kx+TbZbuGMnpzzxdHW7+mIcdnL+9hdiWrAF0/bCQg554CEq/H601sQ5HPzrzNO59vBDm/+ComD2ho1c8MLL1e9FrMPBlzffIEmZ6PJkyFII0eXkzM0n5KvZbsf0m+z6MDuKETXPP2bPqZNUuQMB/vf9vLDt/vvtdwdMxgC8gSCvL13eolheWbQEd1Uytj+Wf30zp0V9RMO/vvm2znvhCQR4aO73UYxIiMiThEwI0SnpkIZ6N/B1598OkWC9mk5AgzpPjWnOc/zNeE6dPk0Ts94oSLAL7CnZ2HsRMFv22oXoaiQhE0J0ShlH9MRw1vwXZTgN+hyfHsWImufmI2cQV6swbazDwfXNGCK88YgZxDoOXBLCbhhcOHlii2K5YNLEOn3GOR1cf/hhLeojGm5p5D28YcbhUYxIiMiTOWRCiE6rdGM529/ei+mzJvVnntirU25MXd+ri5fwxLwFOGwGd594PLNGjWxWu0/XrOXf38wlpE0unzqVR+fNZ3dJCT0T4vnwuqsZ26dPi2NZuGMnf/rsC8q8Xi6eMpnbZh7ZJd7DN5cu45Ef5mNTBnedcCynjBkd7ZCEaDOpQyaEEEIIEWUyqV8IIYQQohOThEwIIWpZnZ3D7A0byS0rj3YoTdpTUsLX6zeyYd++aIcihGgHUhhWCCEArTW3v/cBry1eit1mI2SavHP1FRwzfFi0Q2vgg5Wrufb1N7HbbARCIW4/+ij+fPKsaIclhGgDuUMmhBDAvK3beH3JMtyBAGVeL5V+Pxe/9CqdbZ6tLxjkmtffrI7TEwjw8Hc/sCY7J9qhCSHaQBIyIYQAthcWNThW5vXiCwajEM2B5VdUNDjmsBnsKGoYvxCi65CETAghgHGZfRoUUc1MTiamidpg0dA7MRGXve5sk0DIZHTv3lGKSAjRHiQhE0IIYHJWP/526kk4bTbinU7SE+L54Nqroh1WA3abjQ+uu5qU2FjinU5cdjuPnncOg3v2iHZoQog2kDpkQghRS5nXS2FlJf1SUnDYbNEO54B8wSDZpaWkJySQ4HJFOxwhRDM0VYdMVlkKIUQtSTExJMXERDuMsFx2O4N6yF0xIbqLiA1ZKqWylFJzlVLrlVJrlVK3Vx0/r+qxqZSaWq/N3UqpLUqpjUopWcMthBBCiINCJO+QBYHfaK2XKaUSgaVKqdnAGuAc4KnaT1ZKjQYuBMYAmcA3SqnhWutQBGMUolsyAyabX9xJ4ZISDKfB4Euy6HVomnUyFICv7oA1b4A9Fo77O0y4Imyf2tTsfD+b7G/yUIai32m9yTrFmkiuteb+OXN55Id5oK0Ntu864bjqPRMveOElPlm9FoDpA/rzzS03YreH/+/n9SVL+eOnX+ANBDh30gQeOOsMnM1o98W69dz+3geUeb2cOHIET5x/HvEuJwBzN23m5rffo9jtZubQITxz8QXNuiO2ZNdurn39LXLKypjavx8vXHIxvRITAFi1N5urX3uT3SXFjM/M5MVLL6ZvSnLYPrcVFHLFq6+zKS+PoT3TeemyixiaHn4DdV+xnw2Pb6NihwdXmoORNw0mYWAcYK3CvOrVN1i8aze9kxJ55qILmD6gf9g+hRDRFbE7ZFrrHK31sqqvy4H1QF+t9Xqt9cZGmpwJvKm19mmttwNbgOmRik+I7mzLS7vIX1BEsDKEvzjApqe3U7qpqvL8nLtgxQvgLYaKbPjsZtg6O2yfe77Yx57P9xGsCBEoC7Lz3Wz2zS8A4PmFP/Ov2XMoqKikoLKSB76dy9M//gTA7e++z8er16IBDfy8cxe/eO7FsNf7bvMWbn3nfXLKyij2eHh18VLu/uSzsO1W7s3mkpdeZXdxCaUeL5+sXst1b7wFwKa8PM597kV2FBVR6vXy1YYNXPrSq2H7zCkr45QnnmZjXh5lXi8/bNnG6U89A0BhZSUnPv4ka3NzKfP6+Gn7Dk564ilM02yyT28gwHGPPs6y3Xso8/pYsXcvxz36BG6/v8l2WmtW/X0TpRsrCHlCuPd6WXnfRgLlAQDOevo5fti6lTKvl015+Zz6xNPsLSkN+xqFENHVIasslVIDgUnAz008rS+wu9bjPVXHhBAtVLi0BDNQs2DH9GsKl5VYD9a9C0FPzZODbtjwXtg+8xcWYfprkgzTb5L3UzEAby1bgTsQqD7n9gd4e/kKAD5cvaZBXz9s3Rb2eh+tWoOnVp+eQIAPV60O2+6bjZsIhGpurHuDQb5cvwGAbzdtqVPawhcM8e3mzWGLvy7cvrPO46Bpsn5fHsVuN0t37aF285DW7C0pZW9pWZN9btiXR6XPXx2PqTXeQID1YbZC8pcE8BX4oF6+V7alkjKvl1XZOQRCNSeVUizYvr3JPoUQ0RfxhEwplQC8B9yhtW7qfyjVyLEG/0sqpa5XSi1RSi3Jz89vrzCF6FZsMXX/aSu7wh5fNdTnSqr7ZMMOMWlh+6xuX90pOBKsVYhpcXF1/gErIDXOGkJLcDZcARjjCD/smBYXi92o+zoSXeGHFpNiXA1WR8Y7ndXnbPX6jLE7qodWm+pT1/vvSGtNnNNJYoyLUL27YUHTJDGm6ZWPybExdRJHsOqJJYV5jbYYG7peMqZNjT3WRozd3uA/Uo3uEosUhDjYRTQhU0o5sJKx17TW74d5+h4gq9bjfkB2/SdprZ/WWk/VWk9Nb8ZcCyEORkMu64/hVKCsZMyRaKfPMVX/XmY9ZM0dwwCbE2JS4ZBfhu1z0AV9MVyG9b+GYSV9A87OBODPJ88i3uXCbhjYDIN4l5O/nnISAI+d/4sGfT1w1hlhr3fDETNIi4vDabNhKEWsw8EDZ4dvd+HkSWQkJlYnJ7EOR/X1zh4/nqzUFGIcDhQQ53DwrzNPC9vn0cOGMi4zk7iqIrFxTgd3nXAcLrudQwb059CBA4hz7j/n5OYjZ5ASG9tkn4N69OCcCeOrk8U4p5PTx45haHrPJtvZY230PTnD+l4AhtMgaUg8ScMTcNrt3DPrhJpYHA7G9O7NcZ1wP04hRF0Rq0OmrF85XwKKtNZ3NHL+O+C3WuslVY/HAK9jzRvLBOYAw5qa1C91yIQ4sPKtlRSuKMEeayPjqJ44EmrdlcpdARs/AkecNaE/vlez+nTneMlfWIQyoNeMHsT0rLkLtL2wkLeXrUAD50+aWKdQ6aIdu/jbV18TrNoI+6TRo5p1vfyKCl5dvBS3z8epY8cwsV/zZjGUeb28vGgJRZWVHD9yBIcPGljzGvx+Xvp5MfkVFcwcOoSZw4Y2q09/MMgri5ewp7iE6QMHcHKt1xAMhXhtyTK2FxYyqV8/zhg3JuxdN7Dusr29fAXrc/cxMiOD8ydNwDCa93tywdJiyre5iUl30vvInihbzfW+XLeen3fspG9KCpdPn9qshRBCiMhrqg5ZJBOyI4B5wGpqZjv8AXABjwDpQAmwQms9q6rNPcDVWCs079Baf9HUNSQhE0IIIURXEZXCsFrr+TQ+LwzggwO0uQ+4L1IxCSGEEEJ0RnIfWwjR7ZR6PDy/cBFFlZWcOHIERw4dEtHrBUIhXl60mG0FhUzOyuKcCeOaNWRpmiZvLlvO2pxcRvXO4OIpk5s1ZKm15sNVa1iyaxeDevTgikOmdeptnrqzjv6sie5LEjIhRLdS5vVyyAMPkVtehj8Y4rF5P/LIuedwybQpEbmeaZqc/tSzLN65C3cgQJzTyU/bt/PA2Wc22U5rzVWvvcmna9fi9geIczr4ct0GXrn8krDJ3F0ff8qzPy3E7Q8Q63Dw1rLlfHnzDQ1WkIrI6ujPmuje5F+vEKJbeXPpcvIqKvAFQ2is+mV3ffxpxK63cOculuzaXV2Hze338/SChRS73U22215YxMdr1uD2728X4PN169mSX9BkuzKvlyfmL6hu5wkEWLFnLz/t2NlkO9H+OvqzJro3SciEEN1Kuc/XoL6XO9B09fu2qPD6GtyZshsGlWEq7pf7fDiMusOMdsOg3Odrsl2l34+t3h00wzCo8HpbELVoDx39WRPdmyRkQohu5cSRI+rMp4qx2zmlmWU2WmNq/ywMpapXMNkNg/6pqWQmJTXZbkSvdBJjXBhVyZWhFAkuJ6MyMpps1zsxkUE9etQpmqsUTJP9KjtcR3/WRPcmCZkQolsZl9mHt666nME9epAWF8fZE8bz1IXnR+x6afFxfHPrTYzvm0lqbCxHDB7MFzdfH3ZyfozDwZxbb2b6gP6kxsYytX8Wc267mdiqoq4HopTii5uv56ihg0mNi2V8Zh9m33ITPeLj2/NliWbo6M+a6N4iVoesI0gdMiGEEEJ0FU3VIZM7ZEIIIYQQUSYJmRDdVDAUYmt+AfvKy6MdClpr9pSUsLOoCLPeRtzh5GRvZtuWZYSCgQbn9pWXszW/gGDogDusNaqwspLNefn4g8EWtavNNE22FxaSXVra6j5Ex9tbUsr2wsIWfw6FiDSpQyZEN7S3pJQTH3uS3PJyQmaIS6ZO4dHzftGsYqXtzR8Mcv7zL/H9lq0opRjdO4PPb7qepJiYJtuZoSDX3X8H7+U5saHp5/Dy9a/uJKP3YLTW3P7eB7z082LsNhu9EhKYfeuN9EtJCRvPfV/N5t/ffIvDZiPB5eSrm29kREbz9vLcr7CyklmPP8X2gkJCWnPqmNG8fNnFUgesEwuZJpe+/BpfrFuPTSkG9+zJVzffQFp8XLRDEwKQO2RCdEtXv/YGO4uKcPv9+IIh3lq2greXr4hKLA9++x0/bN2GNxjEEwiwJieX33/0Sdh2r37wCB/mOfBhx42D7YE4rn/yfgDeW7mK15cswx8K4fb72V1SwpWvvhG2z3lbtvKfud/hD4Wo9PvJK6/g3OdfbPFruu2d99mcl487EMAXDPLluvU8/eNPLe5HdJwn5v/I1+s34AsGcQcCbMrL45fvvR/tsISoJgmZEN3Q6pxcQrUW7FT6/azYszcqsSzauQtPoGa40RcMsnjX7rDtFu/cgZuaFYcBbKyssEoMrNyzt06dr5BpsiYnJ2yfq7JzCJk174sGthUU0tLFTct278Ffa5jUHQiweNeuFvUhOtb+nRT284dCLNu9J4oRCVGXJGRCdEOD0lLrDE/GOR0MS0+PSiyjMjJw2WtmRzgMg5HNGCIc1asXsdT8ADUwGRpjzfkamp5OnNNZfU4BA9PSwvY5uGfd+l0AvZMSWzyUO6xXep3hyRiHPWz9MBFdo3r3JsZR8zm0G0bU/k0I0RhJyITohp6/5CLS4mJJiokhzulkxuBBXD690ZXWEfeHWcczolcvElxOEl0uMlOSeTDMPo8A157/K6bHe4jHT5Ly0cPw8fSV1wNw6bQpHDVkMPFOJ0kxMaTGxfHCJReF7fOkUSM5Z8J44hwOkmJiSHS5eP2Ky1r8mh47/xf0Skgg0eUi3ulkYt++3DbzyBb3IzrO7TOPYnxmJvFO63PYKzGBR8/7RbTDEqKa1CETopsq83pZsWcv8S4nk/v1i8qE/v0CoRBLd+8haJpMzepHjKPp4qf7maEgy1bMweOpZOL4o0hM6ll9TmvN8j17qfD5mNA3k+TY2GbHsyY7h4LKSsZl9ml1QdVKn5/le/bgtNuZktVPJvR3ASHTZOnuPfiDQSZn9atzl1WIjtBUHTJJyIQQQgghOkBTCVmzyl4opVKBTMAD7NBaSwEXIYQQQoh2csCETCmVDNwCXAQ4gXwgBshQSi0EHtdaz+2QKIUQ7UZrzd6v9rHv+0IMl8Gg8/uSMrrpjbCFOBDTNPnP3O95c+lyEmNc/P30Uzls0MBohyVEl9PUpId3gd3AkVrrEVrrI7TWU7XWWcA/gTOVUtd0SJRCiHaz57NcdrydTeVuD+VbKlnzwBbKtlZEOyzRRf3ty6/5x9ffsDY3l4U7dnLak8+wJjt8CRIhRF0HvEOmtT6hiXNLgaURiUgIEVE5c/Ix/TWzDky/Sd78QpKGJEQxKtFVPb9wUZ36Xp5AgPdWrGRsZp8oRiVE19PcOWTjgYG1n6+1lhLHQnRBylZvtaUCZZcVgqJ17La6nx3DMHDYbFGKRoiuK+z/wkqp54HngV8Ap1f9OS3CcQkhIqT/OZkYzqp/+gpsLoPM46RApmidP5x4PHFVZUwMpYh3Ork0SjXvhOjKmnOH7FCt9eiIRyKE6BAZh/fAHmtj37xCbDEGWaf1JrZ30xt9C3Eg1xx2KD3i43l72QqSY2O487hj6Z+aGu2whOhympOQ/aSUGq21XhfxaIQQHaLHpBR6TEqJdhiimzhr/DjOGj8u2mEI0aU1JyF7CSspywV8WNvGaa31+IhGJoQQQghxkGhOQvY8cBmwGpCCsEJ0EZ48HyXryrDH2OgxOaVm3pgQQohOpzkJ2S6t9ccRj0QI0W5KN5Wz+l+bQQMKYno6mfR/o7C5ZPWbEEJ0Rs1JyDYopV4HPsEasgSk7IUQndmmZ3Zi+mpuaHvyfOTOLaDvSRlRjEoIIcSBNCchi8VKxE6sdUwDkpAJ0UkFygN1HuuAxlfsj1I0QgghwgmbkGmtr+qIQIQQ7Sd5VCJFy0vRQQ2A4TRkv0ohhOjEwiZkSqlBwG00rNR/RuTCEkK0xYjrBrHu4S2UrCtH2RQDzs0kbUJytMMSQghxAM0ZsvwQeA5rDpmsshSiC7DH2Rh/9wh0SIMBSqnwjYQQQkRNcxIyr9b6fxGPRAjR7hrsWymEEKJTak5C9rBS6s/A19RdZbksYlEJIcR+2gQzBDZHx1xOa3RIYzSy4XpT54QQoi2ak5CNwyoMeyw1Q5a66rEQQkTOD3+DH/4f6CAMOh7Ofw+cCRG7XP6iIjY+tQPTbxKXGcPYO4cR09MFQOHyEjY8vo2Q1yQ2w8XY3w6TPUCFEO2mOb/mnQ0M1lrP1FofU/VHkjEhRGStfx9+/CeYfusu2c7v4dMbIna5yr0eNj653arfpsGd7WXN/ZsBq47b+ke2EfJY5zz7fKz65ya01hGLRwhxcGlOQrYSSIlwHEIIUde2byDgrnkc8sGOuRG7XPmWSqi9+KEqKTMDJhXbK1G1/7fU4C8JEKwIRSweIcTBpTlDlhlY1foXU3cOmZS9EEJETnIW2FxWIrZfQu+IXc6Z0nCOmuE0UHaFM9lBYzfDbLEyl0wI0T6ak5D9OeJRCCFEfdNuhZUvQnk2aG3dvTrt6YhdLnVcEimjEinZUG7NktWa4dcOQClF0ogE0iYkU7Sy1HqyhqFXZMnkfiFEu1EHmgOhlFI6zASJ5jwnkqZOnaqXLFkSrcsLISIt4IHNn1pDlwOPte6aRZA2NcWrSvGVBEgakkB8VmzNOa0pXl2Gr8hP4qB4EgbERTQWIUT3o5RaqrWe2ti5pu6QzVVKvQd8pLXeVaszJ3AEcAUwF3ixHWMVQogajlgYfV6HXU4ZirSJKY2fU4q08bLbgRAiMppKyE4CrgbeqNo+qQSIAWxYNcn+q7VeEekAhRBCCCG6uwMmZFprL/A48LhSygH0BDxa65IOik0IIYQQ4qDQnEn9aK0DQE6EYxFCCCGEOCjJEiEhhBBCiCiThEwIIYQQIsokIRNCCCGEiLKwCZlS6hyl1GalVKlSqkwpVa6UKuuI4IQQQgghDgbNmdT/b+B0rfX6SAcjhBBCCHEwas6Q5T5JxoQQQgghIueAd8iUUudUfblEKfUW8CF1Nxd/P7KhCSGiwV/qJ29BEYbToPeRPTGcNb+3hfwm5VsrUQYkDomXvRwPwO33s2TXbuw2G9P6Z+Gw2ZrXMOSHvYvADEG/Q8AeE9lAhRCdRlNDlqfX+toNnFjrsQYkIROimynbWsGKv2yw/oUD217bzfSHxuNMcuAvDbD8L+sJlgcBcPV0MvFPo7DHNTPZOEjklJUx86FHKfF40GgG9+jBnNtuJsHlarqhtxReOBxKd1uP49Ph6oXW30KIbu+Av95qra/SWl8FPLv/61rHnuu4EIUQHWXNA1uqkzEA069Z9/BWALa+sgtfkZ+Q1yTkNfHk+tj5/t4oRdp53fHeh+SUlVHu81Hh87MxL59/zZ4TvuHce6FoC/jLrT+lu+HrX0c+YCFEp9Cc8YZHmnlMCNHFhdzBBse8edZMBXeOF0I1x3VQ497r7ajQuozNefkETbP6sS8YZH3uvvANC9ZZQ5b7mQEokOm7QhwsmppDdhhwOJCulKr9a1oS1gbjQohuxpnqxFfgr3MsYVAcAElDEnBne9EB6xaa4VQkDY3v8Bg7u2kDsthWWIAvaGWvsQ4HhwwcEL5hv8Ng9wIIeqzH9hjoe0gEIxVCdCZN3SFzAglYSVtirT9lwLmRD00I0dEm3DMcw6mqHztTHYy+dQgAgy/uR+LAOAyHQjkUySMTyTqzT7RC7bTuP+sMxmVmEutw4LLbOXb4UO44Zmb4hkf+EQYcBbYYKxnrMxWO/3fkAxZCdApKa930E5QaoLXe2UHxtMjUqVP1kiVLoh2GEN2KGTQp31aJ4TRIHFj3DpjWGl+hH2UonKkOlFIH6OXgprVmd0kJdsMgMzm5JQ2hPBt0CJKyQN5fIboVpdRSrfXUxs41pzDso0qp+llbKbAEeEprLZNIhOhGDLtB8vDERs8ppYjpGWa1oEApRf/U1NY0hKS+7R+QEKLTa86k/m1ABfBM1Z8yYB8wvOqxEEIIIYRog+bcIZuktT6q1uNPlFI/aK2PUkqtjVRgQuxXuqmCTU9vJ1AWJGlEAiNuHIQjvjkf3SYUbID3L4HibdBrDJz9GqQ0Y+J1BAQrg2x4ajtlGypwJNkZfu1Akkc2foeKrV/DZzeBtxiGnAinPwvOhI4NWAghRLtrzh2ydKVU//0Pqr7uWfXQ33gTIdqHt8DH6n9twpPrI+gOUby6jLX/2dK2Tn3l8OKRkLscfCWwZyG8NBNCgXaJuaXWPrSV4lVlBN0hPLk+Vt+/GU+er+ET89bCW2dDyTYrIdvwoZVUCiGE6PKac5vhN8B8pdRWQAGDgJuVUvHAS5EMToiSdeV1HuugpmxTBWbAxHC0ctuefSur6j1VTY3UIXAXWnfLeo5oW8AtZAZNSjeU1ynGClC6vpzYXvXmam37GnStOmEhH2z9KvJBCiGEiLiwCZnW+nOl1DBgJFZCtqHWRP6HIhibENhjbQ0WmilDoWxtWH3mSrL2CqzNDIDrAMOEEaRs1mvRwboZmS22kWTTlQSGvW7xUHtshCMUQgjREZp7i2EKMAYYD5yvlLo8ciEJUSNtUjIxGa7q2liG02Dg+X1RRhsSsl7jYPDx4Kgq6eCIh/GXQWJmO0TcMkopBl3Qt3oDb8OhiO3loseklIZPHnOhFeP+DaftcXDigx0XrBBCiIhpTh2yV4AhwApqNk7RWutfRja08KQO2cHB9Jvkfl+Ar8hP8shE0ia0oK7TATsNwapXoHAj9J4Io8+Pas2notWllK4rx5nqpPfRPbE5D/C7kq8clj8H7nwYfAIMPLpD4xRCCNF6TdUha05Cth4YrcM9MQokIRNCCCFEV9FUQtacIcs1QO/2DUkIIYQQQuzXnFWWPYF1SqlFQPVafK31GRGLSgjRZmVbKihcXoo91kbvmT1xJNb6556zDDZ8YNUwm3AlJGRUnypYXMSer/Iw7IpB5/cjcXD0NhD3lwbY90MBIZ9JjykpJA5qeywhb4jc7wrwlwZIGZNE6tikdohUCCHapjlDlo3uiqu1/j4iEbWADFkK0bjCpSWsf2wrpl+j7ApHgp0p/xhjJWVbZ8NbZ0HQY63ajEmBG1ZCYh/2zt7H1pd21+lrwp9GHHArpUjylwZYevdagpUhtKkxHIrRdwwlbXzr5xCG/CbL/rgOb74PHdAYToPBl/Qj87he7Ri5EEI0rk1DllWJ1w7AUfX1YmBZu0YohGhXW1/dhem3ftnSQU2gIkjOd/nWya9/DUE3oK1yH95iWPQIANvf3Nugr83P7eyosOvInp1HoCKIDmkrVL9m66u7wzdsQsGiYnyFfnTAem9Mv8m21/e0R7hCCNEmYRMypdR1wLvAU1WH+gIfRjAmIUQbhbxmncc6qAm5qxZJ+8rqPtkMgrek+nkN+wo1ONYRgpVBqPsyCHnaFkvIY91tq80MmHTCNUtCiINMcyb13wLMwNpUHK31ZkDu7wvRifWYmlJduw2s+m1p+2ubjTkPHHE1T3bEwahzAEgc1nCOVq8ZPSIZ6gH1nJZa7zUoek5PbVOfKWOSULXKmyi7InVs3WNCCBENzUnIfFrr6tLgSik7DTZ6EUJ0JkMv70+vw3tgT7Dh6uFkxI2DSB5etQn5sf+AiVdDbA9I7AunPGEVygXG3zWchMFx1p4cCtIPT2PQ+f2i8hpSRicx7NqBONMc2BNsZBzVk8EXtS2WuMwYxv52KDEZLuzxNnpMSmHUrUPaKWIhhGi95kzq/zdQAlwO3AbcDKzTWt8T8ejCkEn9QgghhOgq2lqH7C4gH1gN3AB83hmSMSGEEEKI7qI5qyxNrfUzWuvztNbnaq2fUUr9GK6dUipLKTVXKbVeKbVWKXV71fE0pdRspdTmqr9Ta7W5Wym1RSm1USk1q20vTXQnwcognlwvZtAM/+QuyAyaeHK91kT2SPGWQtEWCPqafp42oWQnlOdELhYhhBB1NKcwbGP6N+M5QeA3WutlSqlEYKlSajZwJTBHa/1PpdRdWHfgfq+UGg1ciLWJeSbwjVJquNY6Oku8RKex54tctr+1F2VT2JwG4+4eTkL/uPANu4jK3R5W/WMjIZ+JDmkGnptJ1ml92vciix6B2XdadcfsMXDpbOgzqeHzvCXw8nFQsN5KzIadCue+ZbUTQggRMc0ZsmxM2En9WuscrfWyqq/LgfVYJTPOBF6qetpLwFlVX58JvKm19mmttwNbgOmtjE90E+XbKtnxTjY6qDF9JoHyIGsf2BztsNrVmgc3EygLYvpMdFCz8/0cyrZWtN8FclfCN7+HkA8CleAphNdPhsbmj35+C+SvsYrGhnyw9UtY9L/2i0UIIUSjDvhrr1LqnAOdAmJbchGl1EBgEvAzkKG1zgEraVNK7S+h0RdYWKvZnqpj4iBWudtjfeJq8RUHMP0mhrO1v090HmbQxFfor3dUU7nLQ9KQhPa5SN5qMGx1j3kKwV8OrnrbBmUvhlCteAJu2P0THNo+oQghhGhcU+MQpzdx7tPmXkAplQC8B9yhtS5rot5PYyca/AqvlLoeuB6gf//mjJyKriwm3dngmD3OhnJ0j7pRht3AHm8jWFFrZF4pYnq52u8iqYOt4cfa7HHgbGQ7pLThULwN9s8UsMdA+uj2i0UIIUSjDpiQaa2vamvnSikHVjL2mtb6/arD+5RSfarujvUB8qqO7wGyajXvB2Q3EtfTwNNglb1oa4yic0sZnUTGkT3Y90MBymagTc3o24d0q0Keo28fypoHN6OUQoc0vQ5PI2V0O+4dmXU4TL4elj4FNqdVmf+8d6Cx9/C0J+G5Q8FXDpjQYyTM+H37xSKEEKJRYeuQtbpj6yfmS0CR1vqOWsfvBwprTepP01r/Tik1Bngda95YJjAHGNbUpH6pQ3bwqNztwV/iJ75/HM5kR7TDaXf+0gCVu9w4UxzEZ0VowULeWijPhoxxkNC7iWAqraFLmxP6TpcJ/UII0U6aqkMWyYTsCGAeVv2y/eMlf8CaR/Y21krNXcB5Wuuiqjb3AFdjrdC8Q2v9RVPXkIRMCCGEEF1FUwlZk7/6KqUM4FCt9YKWXlRrPZ/G54UBHHeANvcB97X0WkIIIYQQXVmTCZnW2lRKPQgc1kHxiIOEDml2fpBNwZISnEl2Bl+SRcKA7lNbrIGAx6oDtvM7SB4IE6+0ykn4ymDcpXDYbxqf09UEbWp2fZhN/qISHIl2Bl/cj8RBDTcHb9hQW3XJVjwPjng49j4YeHQrXlQ3oE348Z+w5i2ISYET7reGaYUQooM1Zy/LvwKrgPd1pMY3W0mGLLuuzS/sZN+8Aky/9ZGyxRhM/vsYYttzdWFn8vqpsONbCHqxbhzX+qfkiIPDfwcz/9yiLre+uoucbwsw/daMAMNlMOW+0cT2jmm64YL74fu/WjXJAOyxcMX30Hdai67fLXxzFyx+xCrvAVaCet0S6DkyunEJIbqltu5l+WvgHcCvlCpTSpUrpcraNUJx0Nk3v7A6GQMwg5rCZSXRCyiS/JWw7euqZAwaVHMJuK0VkC2U+31NMgZgBkwKlhSHb7jkiZpkDKwisKtebvH1u4Xlz9QkY2B9j9a9E714hBAHrbDLp7TW7bj+XghL/dE5pUAZ3aeURR2GrfGq+HWe0/KVjPXfL2Wo5r2HDa6lrBWVB6P674UywOh+q3iFEJ1f2DtkynKpUureqsdZSimZZCHaJOu03hiuqo+fYQ23pR+S2nSjrsoeY80Zc1TNkTMcgLJ++IN1/Mh7W9xt1hm9a3YrMMDmMkg/LC18w6P+VBMLCpzxMOWGFl+/Wzjinpr3QhnWezH+0ujGJIQ4KDXn1/LHscpWHAv8DagAHgMOwgknor1kndkHZw8nBYtLcCbbGXBWZresL1bttKchfSzsmAupg2DcJbD4CfCVwNhLYPQvWtxl1ql9cCY7KVhcjCPRTv+z+uBKbcadrvGXgisZVr4IzgSYcRf0GN7i63cLh/wS4nvB2rcgroeVoCX1i3ZUQoiDUHMm9S/TWk9WSi3XWk+qOrZSaz2hQyJsgkzqF0IIIURX0dZJ/QGllI2qmchKqXRqCr0KIYQQQog2as6Q5f+AD4AMpdR9wLnAHyMalRDtQWvY/i2UbIfeEyGz0V9K2iToCVG0vAQd0qSOS8ZX7Kdih5uYdBcpYxIPuOem6TcpXFFCyGuSMjqRmJ61yn2E/LDpU/CWWPXBUge3KjZvvo+SdeXYYg16TErBcDTn969uIhSAzZ+CpxgGHAVpQ2vOmSHY/Bm48yFrhpS4EEJ0Cs1ZZfmaUmopNdX1z9Jar49sWEK0g0+uteYG7S8zcezf4ZDb2637QHmAZfesI+AOWZcwNZqa1Y89p6Uy4oaBDZKykDfE8j+vx1vgrz42/u7hJA1NgKAPnj8cijZVrczUcNFnLS7cWrqpgtX/2lT9OCbdyaS/jsLmsrXy1XYhIT+8cCQUrKt5Dy/4CAYfbyVjrxwP2Uus42g4500YcXqUgxZCHOya+ytzHGCren5s5MIRop3kLIO1b1r1tgJu6883vwN/RbtdYtdHOfhLg5heE9NnYgY0OqCtr30mBYuLqdjmbtAu59t8PHm+6ueZPpNNz+ywTq58CQo3WHHuj/3jq1sc26Znd9Tp37PPR+7cgja+4i5i9euQv7bue/jRlda5De9bG6cHGjknhBBR1JyyF38CXgLSgJ7AC0opGbIUnVtFbsN6UoYd3IXtdglvoR8dOvCiGGWAvzTQ4LivyI8O1G0XKAtaX1TkWNss1ebOb3FsgbK619UBja/Yf4BndzMVubWK8FbxFNWc06G653wl4evECSFEhDXnDtlFwDSt9V+01n8GDgUuiWxYQrRR74lgBusecyVBUt92u0Ta+OSaOmCN0CaN7s+ZMjqpTjtlVySPqqq/3P8ocNS6CW04IOuIFseWPDIRZa8ZKjWcBimjk1rcT5fU/wiw15qTZzig36HW11kzqPPfnrJBnykt3kdUCCHaW3MSsh1A7c3xXMDWiEQjRHtJzLTmDcWkAsra0PuyOa2qiH8gvY/uSZ/j0lFVg/kpYxNx9XSAAnucjTF3DMHVo2FdsB6TU+h/dh+UTVmhjUhg+LUDrZODjoHj/gU2l3WLre8hcM5rLY5txPUDSRqWYNWftSsGnNOHtAnJbXvBXUX/I+CEB62CvMqAPpPh3Letc30mw2lPWsVglQEZ463PiRBCRFlz6pB9iFUEdjbWLNgTgPlAHoDW+peRDfHApA6ZaJaQP6JbA2lTg8ZKsAAzaGLYw/+uo02NNnXjz9UazECb4zaDJsqmDrjas1tr6j1sp/dXCCFaoqk6ZM25XfBB1Z/9vmuPoIToMBH+oVt//8jmJGP72x1w70nVPvtLNjeWbqmp97Cd3l8hhGgvzSl78ZJSygmMxLpDtlFrfZDMDhbtTWuNDh3grlAbNHlXKhQAW3S2ZWrt3bOuSgeteXvK3sah4Sh+z6y7Z8HoXb8p2rTiMw6C8iVCHGTC/q+plDoFeApr3pgCBimlbtBafxHp4ET3kvNtPltf3YUZ0CQOjWfsr4fiSGzbD72iFSWsf3w7IU+I2N4xjP3tUGIzqqY8bv8W3j3fWmGXMggu+hTSR7XDKwlPa83O97PZ/XEu2tQkj0rEX+THs8+HLcbGyJsH0WNSSofE0hF0MMjm/3uD3G3DAMgYtJnhf76o5YlZ0RZ441Qo3AwxyVaNsKGzIhDxAax/3yqD4a+A9DFw8WeQ3L/jrn8gWltlW35+2ErKRp4DZ79Sd/GCEKJLa86v6v8BjtFaH621ngkcA/w3smGJ7qZ0YzlbX92N6bfuGFVsq2T9I9va1Kcnz8e6/20jVFWY1ZPrZdU/NqG1hvIcePMM8BQC2qrW/8pxDVdeRkj+z8Xs+XyfVRZDQ+m6cjy5PtAQ8oRY/8g2PPu84TvqInY//g552wdi/Y5nJ3/HIHY9+nbLOtHaKtpauBnQ1k4F75wDJTvbPd5G5a+HDy4Df7l1/YL18PopHXPtcJY/B0set+a96ZC1C8Gcu6IdlRCiHTUnIcvTWm+p9XgbVRP6hWiu0o0VmMGaLVB1CMo2t61Ia8X2SlTtT7AGf0mAYEUIcpfXW1GpwVcKZXvbdM3mKl5Viuk78JavyoDyrZUdEktHKNpkYOqach2mjqF4UwvvjrkLrDph+3dWAOt7mNNBC3f2Lqxb/kKHrKQs6OuY6zdlyxdWEdv9gh7Y+lX04hFCtLvm/I+5Vin1OfA21v+U5wGLlVLnAGit349gfKKbcCY7MOwGpr8mSbEntG2ekSPZ0Wg9T1usAfEZ1t2E2swgxKa16ZrN5erhRNkVOtj4KmatwZnSCecotVJMop+ykiA1/6UEcSW2MJGJSaZOMgbWVkfxvdshwmaIz2hYj8we0zkm/ydnWfXUqj/TChLbr6aeECL6mnOHLAbYB8wEjgbysar2nw6cFrHIRLfSa0Yacf1iMGIMDJeB4TQYcf3ANvWZPCKBtPFJVf0pDKfB0Cv6W5Pm+0yG0eeDI96qOeWIs+p7uRLb5wWF0e+kDFypDis2l4Gyg3IoK06XQeq4pJpisN3AwBuOxGGrwFBuDOXGbqtk0I0tLGhrc8Ksh63vlT0OHAkw/DTIOjwyQdc39CTIOhKcCVUxxMJpz3SOorFH/tFKGB3x1h9XEpz0v2hHJYRoR2HrkHVmUoesazGDJkXLSwlUBEkemUhcn5jwjcLQWlO8qgxfkZ/EQfEkDIyrfRK2fWPNH+s9CfpOa/P1WiLkDVG4vBTTb5I6NolARZDybZW4Uh2kTkjudrXBAnl5FM35CUxIO+EwHL16ta6jnGXW5t/J/WHIrI5NiLQJmz+3trDqeyhkjOu4a4fjK4NNn1p19YbMgsQ+0Y5ICNFCTdUhO2BCppT6ndb630qpR2gwjhDdgrD7SUImhBBCiK6itYVh11f9LRmPEEIIIUQEHTAh01p/UvX3Sx0XjhDtJ+gJseujbNzZPpKHx9Pv5N7VBVpDFRXseuJDKnMVSf0N+t14Noar5UOoFTvd7Pk8Fx3U9D4mndSxHbuB974FhRQsKsaZZCfrjD7E9GznulT+Sph3HxSss/bVPOy3By6YumchLKq6oT7t1sjP/SreDvP/YZU2GXsRjD635lzpbph/H1TmWTW7xl8a2VhaK+iDH/8FucsgYyIccZe1kEAIcdBpasjyExoZqtxPa31GpIJqLhmyFAdiBk2W3bseT64XHdAYToO0icmM/uUQdDDIits+oLKiD6aOwVBeknvsYux/LkQZza+iX7HTzYr/21Bd3sJwKkbdOoQek1Mi9Krq2v15LjvfzbZWrhpgj7Ux5Z9jcKW206pAMwjPTq8q/eC1JtoPPh4ubGQz7l0/wqsnWOUYwHruJV/AgKPaJ5b6SnfDk+PAVw6Y1iT84++HaTdDxT54YoxVx0yHrHNH/Qlm/D4ysbSW1vDysbD3Z+t9s8dC5lS44jvq1nMRQnQXTQ1ZNvWv/gHgwSb+CNFplW2qwJfvQwes3ylMv0nhshL8ZQEqlq6gsjIDU1t3IkwdQ2nhAHzbt7foGnu/3Fen1pjp1+z8ILv9XkQYuz/KqSkjYkLIZ5L/U1H7XWDvIijabCVjAEG3VfuqvJHX+OM/apKx/c+dd1/7xVLfqpchUAlUvf6AG+b9P+vrtW9ZlfZ1qObc/H9ELpbWKtwI2Ytq3regx1rQkL8uunEJIaKiqTlk27XWuzosEiHakQ5pa6Ov2pR1XAeCqAY3f83qfRibq3ah2+rrHqDuWCRos+61tNYNjrVJKNDwTo0yrOP1NVY8tX4duPYUClgrIhu7ntnIuf3JWWfS6PurOmw3CSFE59LUHbIP93+hlHov8qEI0X6ShiVgc9mqP+HKoUgYGIczxUHC5PE4HBWA9QNc4Sc2Lp+YoUNbdI0+x6RjOGuyPsNpkHlCK0s9tELGUT0xnDX/hA27Qc+pqe13gb7TwJUCqur3NpvL2t+xsb0dp99qDQ3u54iDqTe3Xyz1jT6v7lwrRxxMutb6esRZdYu5OuJg/BWRi6W10kdBUlXBV7D+TuxrvcdCiINOU3PIlmutJ9X/ujOROWSiKb5CP1te3oknx0fisHiGXNofe6wNAH92Nlv++y2VJYkkppcx5Ncn4+jZs8XXKFpRwo73s9FBTeYJveh9dM8Oqy+mTc3OD7MpWFSMI8HO4IuzSBwc374XKc+BL26Bgo1Wgjbr4aqK+o1Y+7Y1QR3g8Dth7IXtG0t9exZaG257S2DMhdaE+P13nHKWwde/BnchjDwbZv4ZDFtk42kNdyF8eRvkroCM8XDyoxDX8s+hEKJraG0dsmVa68n1v+5MJCETQgghRFfR2jpkE5RSZVgzcWKrvqbqsdZad+z6fiGEEEKIbqqpOmSd8P6+6PS0toaLfGXWfpK1hre01lTu9BCoDJIwMA6HUWYN1cSmQcYEyFsNlfnQeyLE9Wj+NTd/DnlrrL0IM8a3y8vwFvjw5PqIzXARk163tpe30I8nx0tMupPYjMjXjAqUB6nY6caRaCe+f2zdIVFvifV+x6Ra71tzh0v9Fdb2RI44q9RCO5RZMIMm5dsqQUPi4HgMRzP7NEOQvdhaGJA5FZy1hl21acUZcEOfKc3ei1SbJpXLVhAoLSdhwphWDUdHTNBnvV6UNQzcGTYvF0JEXVN3yIRoGTMEb50JO76z5usYDrjyB0gfjTY16x/dRtGKUpQN0CYT+t1IQuwWa2++hAyriKfhADRc8hX0OzT8NZ87DPYutL6e83s4+m9w1B/b9DJy5uaz9eVdKLuBDpkMviSLzOOsyfr7FhSy+dkdKJuBDpoMPLcv/U7t3abrNaVsSwWr/7UJsBYK9pyeyogbBlpJWe5KePkY64QZsvY3PO+d8MlV8TZ4/nCrzIIZshKdy2a3KTEIVAZZ8dcN+Iv8ADhTHUz88ygcCWH+iwl4rFpc+WusuJ2JcPVPkJxlfS5ePckqDWHYrEn8Vy2AtCFNdqlDIdbf9QZFuQNQSgOrmfDLZBKmdoJZF+5CeP4wqMgFNCT1h6sXHHhenhDioCHVB0X7WfmSlYwFKq07ZJ4ieP8SAAoWFVO00tpoO+QxCXlN1u+8G3ylVmJQssO6C+Irtdq+c26TlwJg1as1ydh+390LQX+rX4K/NMDWl3dhBjQhTwjTr9n26m58xX6C7hCbn9mB6a86F9DseHcvnrxGSj60k/WPbLPeL4+J6TcpWFxM0fJS6+R7F4K32Hq/ApVWjbC1b4Xv9ONrwJ1f0y57MSx+rE1xbn9rD948HyGv9b315vvZ/uae8A1/ehD2rbDu2PnKrETlsxusc0uetL6/+z9P7gL46KqwXRZ88CVFuf0xdSwhM4GQGc/6J/e26fW1m9m/tT7r/nLrNRdvhW/viXZUQohOQBIy0X6KNlcV69xPQ+kOADx5PsxA7dpQBr5gE3eWKnKs4c+m5Cxt/HhJywq81uYr9KPsdYf9lN3AV+jHX+Kv3nqp5pzCG8GEzFdcN7nUIY1nX1Wh1rJ6ZQIDHijaEr7Tos1163QFPW0uRure461Tg00HNZV7PE20qFKwrqbwLFh3+wo31TpXqw9tQvHmsF16ssswde27fQY+X1r4WDpCwfq69dlCPshfG714hBCdhiRkov30ngSOWvN/lA16jQMgoX9svTlFIWKdB0qcFKQOCT8fauAxjbcNM6TVlJgMVyM1RTWxGTG40hoO6emQJq5P5OaRxfau27eyKeL7V9X76jm67vCkI9aaixdOn8k1ta/AmkfWd3qb4kwaGo9y1KrJ5lAkDW1GCY6+h9StX2Y4rSHURs85rM9YGAlD0zFU7aK0IWLj9oWPpSP0PaRu/TR7rHVMCHHQk4RMtJ/R58H4y60Coo54q4DoOa8DkDYxhczj0lF2heEycKXYGT3sv9bzbE7od0RVuwSI7wUXfhz+eiPOgDEX1Tqg4IznwGj91EhHvJ1Rtw7GcBkYMQaG02DkLYNwJNqxxdgYfcdQbDFV5xyK4dcNxNUjcpOyx9wxFGeKA8NloOyKfidnkDqmaoHzee9AYr+a93DK9TD89PCdnv4spA2zkh2by6rTNemaNsU54Ny+JA2Nx3AoDIcicXA8A8/rG77htFth6ClV3/s46DkSTn3COjfhChj1i5rPU+oQOOOFsF2mnXI8maN3oJQfQ7lxOYoZ/dtxbXp97ebYv1sLF+yx1p+sw+Hov0Q7KiFEJ3DAOmRdgdQh66Qq86xNn1MGNEiO/GUBQu4Qrp5ODBWy5tPEplrFMN2F1ryzlAEtm2BeshMKN1h3GmJS2uUlhLwhfEUBXGkObDF1FxyHfCF8hQGcqY7qQrORZAZNfAV+7PE2HImO+iet99CVDPHpLeg0BKU7raQgsU+7xKm1xldoDbG6ejhbViC3PNtafZgyoOGihIpca35h8oAWFXf15+YSKi7BNXgwhqsTrWTUGkp3WXeAk7KavzJWCNHltaowbFcgCZkQQgghuoqmEjIZshRCCCGEiDKpQyYOCtrU7HhvL7lzC1A2Rf/jDDLzr7bKDvQaC2e/2vim2e3FXQgfXg57foLETPIHvci2L5yYfpOe01IZcnkWhr0b/360+DGY/3drqHTKDdbeku1QjFYIIboLScjEQWH3p7ns/TIP02ctodz2nhdHRhLpScWwewG8NBNu2QQ2R5ieWun1k61dCcwApcX92bjAi1k1W2Df/AIwYNiVAyJz7Whb85a1CXjAbT3+6QGrAOzhv41uXEII0YnIr6jioJD/U1F1MgZg6hjyKmZZD3QIKgusCvaR4CuD3OXV9acKy2fWqZNl+jUFi4ojc+3OYM3rNckYWF+veT168QghRCckCZk4KNji6q/OC2E3ymoemgFwJkTm4va6tcRstgoUobrHYrrx1rGxqQ2HJ12yVZAQQtQmCZk4KAy+qB+GywAFGGCzB+ifUbXNkCMexl0MSc2om9UaNicc+cfqIqd9enyO3eGurvpvOBVDLs2KzLU7gyPusZJdZQMM6/0+/l/RjkoIIToVKXshDhqVezzkLyxC2RQZM1KJ2fuGVb+s9yQYc2Hk60Ft/Bh2/wjJ/fEPuZJ9P5YR9IToMTmFpKERujvXWZTshFUvQygAYy+E9NHRjkgIITqc1CETQgghhIgyqUMmhBBCCNGJSdmLzioUgJUvWdvi9J1u7dvYWVTmw8oXwV8JI86EPuE3fG6ToBeWPw8VOdD/SBhyYs25kB9WvGhtRdPvMEjOgg0fWFsCjbsYtn5trZ7MnAIjzmrWsKTWmvyfiqjc4yGubyy9DktDGar6XMGiYip2uontHUPGET2qz4W1+XOrxEZyFoGhl9UMWU5KoWTeMgpWVeJKUgz95eE4UxNb/j51ZqW7YfWr1lZPo8+z9qzcrzzHGs4Meq29K3uNjV6cQggRJTJk2RmZIXjleMheZJUIcMTDIbfDsfdFOzJrn8onx4G3BEJBawXhBR/UTZLaU8gPzx0GBesh6LEmxh/zNzj019b79NJMq6REwG1tQq1Nq4wFhpV8GfaqdvEw9UY44YGwl9zwxDYKlpRg+kwMl0GPySmMvHkQSik2v7CTffMLq8+ljElkzK+Ght+3cd59VmHUgJsAfVi64xUCZgo6pAENtf4ZKhXgsCcnYo+Pa9Nb12kUbYVnpljfI21an5krvrM22S7bA09NsPY+1SHr3MVfwoAjox21EEK0Oxmy7Gp2zYecJTW1mwKVsOB+645UtC1+zNoAPOQHTAi64avbI3e9zZ9B0SYrqQLrPZlzt/WDffu3sG9lzfsU8lnlK7QJOmh9Xd2uEn5+xEokm+DJ81GwqLi6ZpnpMylcWown14e/NEDu9wV1zpWsLadyp6fp1xDyw/d/rY4zu/AkAv44dLAqEdMKa/mn9UdrBzuf+6nFb1WnNe//gb+86nsTsr4X3/zOOrfgAfCW1nzfAm74+tfRjVcIIaJAErLOyFfasG6TMsBfEZ14avMUWsNOtfnKI3c9X1nDY2bQGtL1l2ElMc1k2MLGGnKHqstR7KdsipAnRMjTyDkDgu5670d9QS+1b4GFQolomq47FqwMNXm+S/EUWclWnWPFtc7Ve62+0o6JSwghOhFJyDqjfofVfWzYIW0oxPeKTjy1jTynup4WYM3VGnVO5K43YCbUHlY3nNDvcLC7rL/r2H+XqRHKBklZYWuNxWXGWEVa93ejwHAaxPWNISbdhSPRXudfjbIpEgaGGVp0JUHGBDCsbZnSEuZhKH+tJ1QNW9bS67hutI3SmAvqfmYccVbpC7Dmk9X5PMXB6PM7Nj4hhOgEJCHrjOLT4fK50HO0VdG8/5Fw2TeRr5PVHIOOhVOfhMRMiE2DCVc0a15Wq6UMhEu+hLRh1nsx+AS48CPrXGIfuGwO9BhpnRt4DEy6BmJ7QEIfOOpPkD7WSoiyZsAVc8NuaG04DSbcO4LEQXHYYm0kDIxj4r0jsblsKJtiwh9HkDQkAVusjfj+sUy4dyT2uGasjbn4Cxh4NLiSSclyM/xCJ85UB/Z4Gz2nJmB3VGAlZUEGn+ondfqINr5xnci4i+GYv0N8BsT2hOm3w+F3WudGnA4nPmR9v2J7wJTr4ei/RjVcIYSIBpnUL4QQQgjRAWRSvxBCCCFEJyYJWRPMoIknzxd+0na0aW2VDyjPqTvfShDyhvDs82IGzPBPjoTKPGvboPqT2juCGbLq2LkLWtZOa6tuWMW+xs/JZ00IIdqdFIY9gMo9Hlb9fSMhn4kOaQae15esU3tHO6yG/JXw2izIWWr9gBx0nFUXzOaMdmRRt+/HQjY/uwMMhTIUY+8cSvLwDiq4qk348EpY95a1oCBtGFz+LcT16Jjrl+fAS0dD+R5rVerEa+CUx8LPQ/SWwCsnQP5a6zUMPwN+8Ya1QlU+a0IIETFyh+wA1jywmUBZENNnooOane9lU7a1E5SdqG/2nZC91CqtEPLBjrkw/5/RjirqPHk+Nj+3AzOgMX0mIU+INQ9swQx20J2qZc/ChvesGmRBj7WJ+afXdcy1AT641NqhIOC2Ylj1Mqx7O3y7L26FvFVWzCEfbPkMFv3POiefNSGEiBhJyBphBk18hf56R3X4AqDRsHchhLw1j4Me2P1j9OLpJNx7PShb3Y+3Dmr8xYGOCWDPTzUFa8FKirI7cAHKvhVWcdz9ApXNu/7eRVVFf/e3c1vbPYF81oQQIoIkIWuEYTewx9cr3KkUMb1c0QmoKT1GVNe3Aqztg9JHRy+eTiKmlwsdqnc3TGscyY7GG7S3nqOsGm37KcOqJddRkgdSpyabI84aNg0nbbg1xLqfPabm8ySfNSGEiBhJyA5g9C+HYLgMbLEGhtOg12FppIzphBs+z3rIqgnmTLT+pA2BmX+JdlRRF983lqzTemM4VfX3cPgNg7A5O+gjf8gvrWKwzgSrDlpcOpz+XMdcG+DsVyA21bq2I94qojvp6vDtTn3CqhfmSrJi7zkaZvzeOiefNSGEiBipQ9YEf2mAil1unEkOEgZ04o2eAx7Y+7N1F6bfoTLJuhZ3thdvgY+4vrHE9Ojg98UMWd+XgAf6TgdXByf03hJrmNKZCH2nhS2KW81faQ1d2pzQ7xBrp4j95LMmhBCt1lQdMknIhBBCCCE6gBSGFUIIIYToxKQOWXe3/n348V+AhsPuhDHntbyPgBtm/w52/QCpg+Gk/0Fy/0afWr61km1v7iFYGaTXocn0i3scteUza9/JWQ9Bz5GNXyN/PXx1B1TkwvDTrLlJNmsCuSfXy5ZXd+Mv9JMyNolB5/fFcHS+3yVChbls+/tLlJYMJDZmH0NvPRzXqEZ/EarX0A/f/hG2fmVtfj7rYejRjAn4Zgjm/wPWv2vtA3nCA9BnUttfSGu1x2etqyrPhi9/CYWboN9hcOKD1hw8IYRoJhmy7M42fgLvXQjBqvIL9jg451UYeXbL+nl1lpWMBb3WCry4nnDLRohJrvM0914Py/60HtNnrW40bAH6pr7OoLRHAWVNFL95nTUxvLayvfDEaPCVA9paETj6AjjzefxlAZbcuYagOwQaDKcibWIKo385pHXvSYToUIhVN79AmXsUWruAIE57EdMemIitZ2bTjd+7CDZ+ZJWRUEbV+7QBEjKabvf1b2HpEzXlNRzxcMOKjl3NuV97fda6In8lPDbS+mVCB63Vp32nwRU/hC/EK4Q4qMiQ5cFq0f9qfkCC9fWiR1rWh7fUKgAarKo/pUNWArDzhwZPzfu5CNNfU2rCDDnILT6j6pGGUAA2f97wGps/tc5R9ctBwA2rXwWtKV5dhhnU1adMv6ZgSXHHFXhtpsCujZS5R1clYwB2QqE4Sr/6uOmGZhDWvWMlY2BVxw8FYOuX4S+6/JmGtc7Wv9+q+NusPT5rXdWen8BXVlP3LeSDvUusBE0IIZpJErLuzNZIzS2jhXW4DNsBjjcc7VY2Vaf0lSVU6wmq0XYY9oZ3EqpWBDbeJ6hOdudB2R2g68ekUPYwswKU0fhdlMbep4YXrff4AO9vR2iPz1pXZdip/o2hmhm974UQokuShKw7m3G3NXS0nz0Wjri7ZX04E2DMBdYwIlhlDhIyYODRDZ6aMaMHNpdRnUAZ9iD901/d/8Dqa8SZDa8x8mzr3P4EwxEHh9wBSpE2Phl7nK26VqnhNOhzXLqVqHUijqxh9EhdhKGsO10KH05HPsmnnNt0Q2XA1Jtr3l/Dbg0FDzst/EVn/L6mnTKsIcuxF7bhVbRBe3zWuqqswyE5yxqqBOt9GHYaxKdHNy4hRJcic8i6u10/wqKHrc2gp/8SBhzZ8j7MECz8D+z4zqr2PvPPVtHRRnhyvez6KIdAZYheh6bQy/kObP4MkvrBUX+2Jvc3pjwbfvg/az7Z8NNh8nXVd478ZQF2vp+Nr8BP6vgkMo/vhTI6V0IGoH0edv/rP5TlphKbWMqAX12EvffAZjTUsORx2PIFJPW33t9w88f2t1v1Cqx/z5rXd9S9kNKM60VKe3zWuipfGXz/VyjYAFkzYMbv5A6ZEKIBqUMmhBBCCBFlUZnUr5R6XimVp5RaU+vYBKXUT0qp1UqpT5RSSbXO3a2U2qKU2qiUmhWpuIQQQgghOptI3lN/EXgUeLnWsWeB32qtv1dKXQ3cCdyrlBoNXAiMATKBb5RSw7XWIUTbeIqtFXtaw9CTIDYt2hHVKNoCu+ZbMQ075YBDPNq0Vlv6SwIkDo0nvm/Npt06FKLk7efw7SshYeIIEo5uZI5aMwQqghSvKgUgbUIy9g3PW6vn+h4KU2+o++S9iyFvtVVeYsBRdc+tfgO2fQ3pY2HKDbD1C2u7ocHHNyz3UVv+eti70NpHcuhJzd/maPXrsORJSOgFpz0HsbVKkZTuslbIOhNh2Klgdx24n2gq3g5f3Gq9T0f9EQYdG+2IWk5ra0i/ZDv0ngh9Jkc7IiFEFxPRIUul1EDgU6312KrHZUCy1lorpbKAr7TWo5VSdwNorf9R9byvgL9orX9qqn8ZsgyjbC88M7mmNII9Fq5bak1Ajrats+Hts7BWACjIGA9XfNdgtZ42NWv/u4WS9eXWQjatGX79IHodmoYOhdhwxyMUluz/4acYOuUnet/xuxaF4i3wseze9dUlO2y6hMn9LsBlL7Ce0O9wuPpH6+sF/7bmCu1fuTDpaqtQLsC7F8G6N2s6NhxWEqS1tVr1ynnW66xv3bvw4RVVc+aUleRd9En4pOyzm606ZPspA36bbyW4exbCKycA2uo3ZRBc8zM4Yg/YXVTkrIBn6hWznfU/OOS2qITTap9cB2vesL7WGo7/J0zvYq9BCBFxnakO2Rpgf2Gq84D9mUFfYHet5+2pOibaYs5d4C4Ef4X1x1ME37QsWYmYj660EsVAJQQqYN9KWPtmg6cVry6jZF05ptfE9JmYfs2mZ3agtabs41cpLJmMqeOq/sSyeekRmO7KFoWy7XVrZwHTZ10j4I9je/7NNU/Ys8CasO4pgrl/qhV3JSx71rq75S6om4wBmAHrfQ9UWpO+P613pw2sH94fX2XV7dr/Xuz6ATZ/ET7w2skYWDXM3jjd+vrjq62+ApVWDEVbYNkzLXpfOsQbpzY89vWvOj6OtshZBmter/lMBN0w+7fW+y6EEM3U0QnZ1cAtSqmlQCLgrzre2JK5Rm/dKaWuV0otUUotyc/Pj1CY3UTpTquQ6346ZA1jdQaewrqPQ34oz2nwNH9JoMEx02+iAxp/fhGKegViNYQK9rQoFF+hn7rd2PEFe9d9UtEmqMxvWG/L5oSKHCjZEf5CFdkNj5mBusVdwUqsGntuc+wvRlqZV/d40APlLXtfOoSvpOGxrjZToSK3Yc01w279MiSEEM3UoQmZ1nqD1vpErfUU4A1ga9WpPdTcLQPoBzT6E0lr/bTWeqrWemp6utT5adKQWTV1qsCqjzSkk6yX6Du97pwxm8MqF1BP4tB46y7Sfgri+sRgOA0Spk5GU7twrYnTXoi9b8u2Dkodl4ThrPmdwFAeUuMW1n3S4BOskhK2mLrHdQh6jYNe45seYrS5YGAjc6NsTug5mupCa2C93n6HhQ+8fmFYgKEnW3/3P9Lqez9HHAw4OnyfHa33lIbHXCkdHkab9J5o7bhQmzPJ2pdUCCGaqUMTMqVUr6q/DeCPwJNVpz4GLlRKuZRSg4BhwKKOjK1bmnGXtSeksll/xpwHR/4h2lFZznvX+kGmDCtZOfE/0L9hQhbfN5bhNwzCqCo4G9cnhrG/szbejp08k1HHr8KmKoEQMY69jL85DmU7wO4CBzDg7Ex6Tku1/jUYkD7WQ1ba61VnFZz2jFVHze6Cy76BxL5W3LFpcOGnVgFQuxMu+KhuYtV/ZtUuBDYYeAyc/GjjAVz8mbXpujKsxOmM56DX2PCBXzmvbhKYMRFOqbrGmS9YSZ0ywHDCUX+yFk50NpfPhfhadyNtTrhxZfTiaY3ETLjgQyuRVAYk97c+J1KHTAjRAhGb1K+UegM4GugJ7AP+DCQAt1Q95X3gbl0VgFLqHqwhzSBwh9Y67CQamdTfTPt/e++MPyCCPuuHcJitkLTW6IDGcDb8HUKHQmh3KUZi21aQmkETpVTNLgDeEohJOUDcXrDHNH7OW2LdITEMq6iuDtW9W3UgQa+VnLZ0W6iKfGt1ZWPXCPqsu4/NXbUZLX4PhDydaxVwS2lt7WN5oM+FEOKgJ4VhhRBCCCGirDOtshTdhdbW3Z+2MkM1c8Taq8/GrtHOtBmBX2Qi9dq78C9dQghxsOiEY1ii05v/T/j+L9ZQ6JCT4Ny3wBnfsj7cBfDmmVYxVHsMjLvUKh3gr4TMKXDhJ5DQO3w/TdnxHbx7nrXaLXWIVdur58g2dVm528OaBzfjK/DjSLIz+o4hJA9PbFucZXvhjdOs0h/OBDjjBRj9i7b16SuDd86F7d9aKwCP+zsc2sXKSQghxEFE7pCJltnwIcz7mzVXRodg+zfw2Y0t7+fd8yF7sVXiIeCGZU9X1W3SVrHQt85qW5zlOVaS4y6w+izeCi8f13A1XAuYAZNVf9+Ir8Cq1hIoC7Lm35sJlDcszdEib5xqVf5Hg78cPrwM8te1rc+Pr4GdP1jfo5AX5v4RtnzZtj6FEEJEjCRkomW2fl23blbIB9vntLyf3QusGlyN0cGqZK0NQ225y63q+DWdWjWvyva2uktvvp9QoF7dM6Wo2OVpdZ+EAlYyVrv2llLW+9MWO+Za35v9Am7Y8W3b+hRCCBExkpCJlknqZ60ErC0+o+X9xKY2fd6V3PLVhrXFZzS8G2YG27SKz5FoRwfrJok6ZOJMdhygRTMYdmtLq9qU0br3tLa4ejX67DGQ0MRemkIIIaJKEjLRMtNvhaQscMRbNbOcCXDaUy3v5/TnrUK19qo+nAlgr+rTHgdnPN+2OPtMhlHnWnHaY61+j/0HuFo/38uRaKf/2X0wnAaGU2G4DDKO6El8vzbsD6kUnP5sTYyOBGtD87bWDDv9mbrfo5RBMPm6tvUphBAiYqTshWg5fyVs+tgaBht0PKQMaF0/BRuseU6xaTDsVNj6pbU9UdYM6DWm7XFqbQ2xlmyH3pOg3yFt7xMo3VRB5W43sRkxpIxJRLXlTt5++1bBnp+shQzDTqs33NpKxdusSf3OBBh5ltTHEkKIKJM6ZEIIIYQQUSZ1yIQQQgghOjGpQ9aZbP4CVr5ozXM67E7oOaLtfe75GZY8Zg3fTbsF+h3a9j5bq2wPzP8HVObByHNg3EUdevmSdWXkzM3HsBv0PSmDhAFx4RuJunbOg6VPWosRDrndmqsXSYWbYMH9Vl218ZfD8FMjez0hhIgSGbLsLFa/AZ9eW1VSQlnzfq5bCj2Gtb7P3QvglRMgWFWmwhEHF38JA45sl5BbpDIPnhgDnmKrxIMjDmb+BQ6/s0MuX7SylHUPb8H0W593w2Uw8U8jJSlriW1z4M0z6n6ervgeMhu9+952xdvgqYkQqLTq1Tni4NSnYPylkbmeEEJEmAxZdgXf/6VWfS9tFUld1orVi7XN/3vND0+w+p9/X9v6bK01b1qvaX+9rYDbiq+D7Hw/uzoZAzB9Jns+z+2w63cLP/y14edpwb8jd72lT1sLSLRZc73v/xK56wkhRBRJQtZZNCiSqiHobVufjbUP+hoe6whmoOFejW2omt/iywfNhscCXffucFSE/A2PRfLzFPIC9b5vjcUghBDdgCRkncWUG6y6UfvZ46w5M20x9WZrmKd2n1NvblufrTXiTLA568bS1tfXApnH98Jw1nzcDadBn2PTm2ghGmjweYq1PreRMu6yutdzxMOU6yN3PSGEiCKZ1N9ZHP47sDlg+QvWRt3H3Ad9p7etz1HnWHcUfvxX1TXuhDHntT3W1kgbas03+vpX1mbfI8+Go//SYZfvc4yVfGV/nYeyKwaclUnq2KQOu363MOFya/jw54es3QSO/GPbC9g2JXMKXPgpfHu3NXQ54Qo47DeRu54QQkSRTOoXQgghhOgAMqlfCCGEEKITkyHLTiRUXk750pXYYmNImDoJZWuH7XNaywxBzlJr0nbmlDpzeXQoRMWS5YQ8XhInj8eWVDP0p7WmcqeHoCdEwoA47HG1XoPW1hZB3mLoPRFiUupcsmBxMd58H2lTUojLaGKbH38F5Cyz5hT1mWQNn+0XcEP2UmuboD6Tm96CqGSHVVqhx3Br0/Rm8hX5ced4iUl3Edur3kbr5TlQsB6S+1vDtM1VsBE2f2a1GXFG89sJIYToFiQh6yQ8m7ew4r5tmKYLrT0kprzDuAfOwnBFYf/BoBdePtZKngwbuJLg6p8gqR+mz8+aO9+nrLgvSoUwXvyZifcMJHbYMLSpWfvfLZSsK0cZoGyKifeOJK5vrDX36L2LYPOnYDisJOryb6H3REzTZMnv1uLNtVbsbXt9D8OuHUCfoxuZdF+0BV6YYcVohqDfYXDx59b8u9Ld8Pxh4Cu3ymv0ngiXzQG7q2E/Pz8Cc34HNpc1z+60Z2D8JWHfmryfCtn0zA6UTaGDmoHn96Xfyb2tkxs/hvcvsl5fyA9H/sGaZxXOokfhy9tqHqePhZtWh28nhBCi25Ahy05i0/+WEAgmEzLjMXUs5SX9yH7ho+gE89ODkLvcKsjpK7Pu+nxqrabLeekjyor7YepYQmYCgWASGx9aBsC+eYWUrCvH9JmEPCbBihAbHt9u9bn+PesOUMANvlLrLtm7FwCw+8Oc6mRsv83P7Ww8to+uBHeBFVegEvYsgGXPWOc+vQ4qcsFfdS5nGSz8b8M+SnbCnN9bSZ2vFIIeqyivt6TJtyXoDrHp6R2Yfk3IY/L/27vzOCmqc//jn6e7Z2WHYR2UTRZxQ0Fco+K+4y5qEuISr8aYn7nJL4m5+SUmN7vbTTTmF/ctanDfjXELieICigoIAoKyM+wMs/ec+8epcXronhlgprt6pr/v16tf03WquurpQ8E8nDr1VH2tY+m0FVSurfYjiU9c0Pj96irhX7+GtXNb7++XvtN0uWwOzLip9c+JiEinoYQsS1SW9wQaL6/Vu0K2rQip5lLZ3KY1zFwc1s8HoGJFJfUucdQuSuW2XgBUrq6ivrpp3ajKsiDR2rAouS7ali8AKP+iMjkGB/X1ybXD2LCosVAo+ARo3Tz/ft2CxsKz4JOisjnJ+9i0tGkJDvCjWltWJG+boGZTDRa1Jm0WM6rWVkNFmb8kmyiaBxsXt7hPasqBFDfWrJ7d8udERKRTUUKWJbr2Wg80FoeNWCXdh4f0WJ9BE5vWf4rkwYDxAHQb0Y2IJSZQtXTtuQ6ALkOKiRQknFIR6DK4yL/vt6+f19XAItBnDAA9RndNCsGiEImkOD377wuWcKU9rwsMDG5YGXiAj/XLdcVQelDyPvqMgniKQrw9hyRvm6Cgd35Sm4s7igcWQpf+yUlevBb6jm1xn+R39V92e0OOaPlzIiLSqSghyxKjvj+JosIyIlaJWTV9Spcy4OtnhBPMxG/DiBMhWuiTmpIxcMqfAeh/0emUDF6KWTURq6SosIzR//dIAPoe1It+h/XGYkakIEJBn3zGXDXc73Pkyb6IaLTAJyFdB8K5jwEw+KQBdB+dUBTXYOz/aWZC/OT7oNcwn4hFC2DPs319LIBT/+KTrbxin/ztcXLqQrjdBsLke3xh0/xuPp5zH/c/WxAtjDL2mj2IFkaIFkaI5BmjLhtKQZ98Pxp2wXN+vl1+V3/8k27ZsYn9Zz/iv3SD4cfDAZe1/jkREek0VIcsi7i6OqoWLyZSVETB7ruHHQ5sWe7nRvUcmnS3YvWyZdRXVFA4YgQWa3pvSM2mWuJVcQr7FiRd4mPbWv+A8V7DfRKToGJVJVVraug+pguxwhbuN6mvg41LfAHdboO2Wxf3lyRjBa3fOVm9xV+m7LG739cOilfFqV5fQ36v/KZ3kYK/hLr5C+g6IOku0hZVbYFl/4beI9v2QHkREclaLdUhU0ImIiIikgEqDCsiIiKSxZSQdWbOwYwb4OZSuGkQvPX7pncCvncb3Lwb3DQQ/vnz5LsE29vil+GWkXBDX1++ojbF3ZXtae1cuH08XF8CDxznS2I0WL8Q7jrIr7vvKF/DLCxVm+HRc3wst42FZW+FF0suWPpP+NMYuL4vPD4luNNVRCRcumTZmX1wty84Wlvhl/OK4fibYfzlMHcaPHNx03VH/gIOTdPDm9d8DHcf3Hi8WCGMPgPOfjg9x6vcALfsEdQWcxCJ+flZV87xMfxxuK9nhvN3OfbYDa76NGleW0bcf4yfPxYPypzkdfFx9hya+Vg6u/UL4fZxjedhtACGH+tvyBARSTNdssxVHz/Y+IsH/PuPH/Tv5zyUvG7OX9MXy+KXGhMO8DXJPn0mfcdb8V5Qkyz4D0d9nZ/sv3UlrP4Q4tWN61wctq3zj1HKtHgtfP5G074BWPJa5mPJBZ/9o+lIcLwaFr2U/tFhEZFWKCHrzAp60KScwpdtwU/b7o+/oDtpk9+1aY0wgFga66zld/V3XCaqj/vRp5Tralste5EWkZh/NWFQ0C3zseSC/K7J532sEMxSby8ikiFKyDqzo37hyzlYBIj4ZGTSL/26r/wE8hqKkpq/ZHnMb9MXyz4XQZd+/hIR+GTsuOvTd7zdDoFBBzYWuM3rAhOugKJevrjs0ElN1+19IXQvTV88zTGDSb9qjCVW6AvUjjot87HkgrHn+FIpDUWK84rh2DSe9yIiO0hzyDq79QvhowcAB/t+zRdObbBpKXx4n79stvcU6Ld3emOp2uSfO1lR5ou2Dj0qvceL18IHd/nHLZUeCGPPaxwJqY/D7Htg3XwYuL9PyMIcJVn4Aix9HbqV+jl+eWkcPcx1NeUw63bYthqGHQsjjg87IhHJEapDJiIiIhIyTeoXERERyWItPJ9GOoz1C2HeND85fO8LfQmHtipf7S911lXBmLOg315t3+euqtoCz18BW1fAyFPgsB+k93jO+f5cOxf67gl7TWm8nOkczH/C36nZZ6SfG5cwSXz9sy+zdUEZhf270H/KKVheCGU0GqycCQuf9zdr7PcNP39ORESyki5ZdnSrPoB7v+ITJ4v4uUffnLljD7Vuzpbl8JdxULPVz7WKFcBFf4fdD2+3sHdYTTnc0B/qEkp0jJoMU55K3zGfmgqfPA612/yE/9FnwJkP+KTsxav93LOGdcOPhfOeBDOW/O5BVswZQr0rIGLVdO+1nH1uPg+LRls9ZLv79Hl47Dx/XkTzoLgErvgIinpnPhYREQF0ybJze+WHPjlwcV+6oWYrTP9F2/b51g1+An68xu+3tgJe/s92CXenTf/vpskYwKdP+7pi6bDxM5j3qO9T8D/nP+FvDChf429KSFz32SuwejZ1mzaz/OMR1LsiIEK9K2LLplK2vPl2euJszUtXB/1W72ttVZTB+3eGE4uIiLRKCVlHV7Wx6bKrh4r1bdtn5YagqGricTa1bZ+7qnJD6vaaitTtbVW1ObleWjQPqjdD9ZbkmmGRKFRvJl6+FbP6JquMeuq2pCnO1tRsbbocr22+L0VEJHRKyDq6vc5rWiIhrxj2Or9t+xx7TvI+x57btn3uqv2mJrfld4PCNBWx7btnQu02AINYEfQd6x9lVFwS1G4L1kViMGB/8gcOpKBgPdAwclcPGN0m7JOeOFsz6vTGWlvgv8OoU8OJRUREWqWErKM75Htw0DV+blBxXzjyOl9vrC1Gnw7H3QRd+kNhL9j/Mjjq5+0R7c7b/XA48ZbGkaniEvjmrPQdL1YI35gOA/b3id+A/f1yXrEfKZv6Tyid6Nf129svF/bAolH2/dn+9Oj5OdHINoqLVrHv1V3JHzAgfbG25OQ/+ZsRCnr6Qqin3xXOHEAREdkhmtQvIiIikgGa1C8iIiKSxZSQZZqrh81faII1+JIamz5v3xsGnPNlO7aVtb5tbSVsXAJ11e13/Eyrq4Ev3vT9KNmrM5xrIpJWKgybSeWr4b5JsPlzfxfjAZfDiX8M9xmKYdm4BO6f5Msx1NfBoT+ESW0s11G5ER44FtZ94vt37Hlwxn1NCrd+af5T8ORFgPn15z8Nwya17fiZtmwG3HdEYwmQ0oPh0hnhxiTJOsO5JiJppxGyTHryq76eVV2lr/E1+x5f8yoXPXo2bFnma5zFa+Dtm2DxP9q2z+evgLI5jf07/wmY9f+Ttytf7X9B1lb4WmI1W+Fvk6FmW9uOn2kPHte0HtuKt+GN60ILR1LoLOeaiKSdErJMWv0BuIRfoLXbYOV74cUTprK5/vJtg3g1rH6/bftc8a5PxBrUVsCyt5K3W7cgudYYwKalbTt+ptWm+KX+xb8yH4c0r7OcayKSdkrIMqnHECDh8mReMfQeGVo4oepW2nQ5WgC9hrdtn733aHp5MlYIJWOTt+s5pGniBv4pB90Gte34mZbqF33J6MzHIc3rLOeaiKSdErJMOuMBX9eroLt/DmLpwTDu4rCjCsfZj/haXgU9fF+MOB72PLtt+zz1dl+LLb875HeFfvvAwd9N3q7nUF9XLVbk/yxiRXDSnzrew7cn39N0ubgfHP8/oYQizegs55qIpJ3qkGVa5UZ/mTK/Gww+KPWE81xRsQ5WzvJFbQdNaJ+bG6q3wop3/OjY4IOTH3WUaP2nfk5fyZ7Qa1jbjx2G9Qth7jToPgj2nQqRHD6fsllnONdEpM1aqkOmhExEREQkA1QYVkRERCSLKSHLJVWb4elL4C/j4ImL/CXDXLWtDJ640PfFM5dC9ZawIxIRkRymwrC5oj7uC7GWzfMlJtZ94ueyXTkHovlhR5dZddVwz6G+un19LaybD2s+hMveze05fSIiEhr99skVGxbB+gU+GQN/K375alg9O9SwQrH6Ayhf45MxaExQN34WblwiIpKzlJDlikjUP+exCQcWDSWcUFkU2K4vXI72hYiIZAUlZLmi1whfBiJW5JdjhdBnDAwYF2pYoRi4P/QeBdFCvxwrgt0O9TWjREREQqA5ZLnCDC58Af71K1g5E/rvA0f8zI+c5ZpIDL4xHf55HaydA6UT4fAf5+ZD3kVEJCsoIcslsUKY9N9hR5Ed8rvAcdeHHYWIiAigS5YiIiIiodMImaRWWwELX/B3IA47Frr2b1xXV+XX1VbA0EnQvbT5/aTDlhWw9HU/yrXHyRAryOzxRURE2pkSMklWtQnuGA/b1vpli8Ilb0HfsVBTDndOhC3Lgo0Npr4BAw/ITGwrZ/l6ag13SfYYApe+45MzERGRDkqXLCXZm7+HLct98lVT7qvYv/Atv+69P/l6XQ3rarbCs9/MXGzPXuaP2XD8DYth5m2ZO76IiEgaKCGTZJs/94Vjv+R8gga+un1DcdkG5asyFlrSseJVsHlZ6m1FREQ6CCVkkmz4cZBX3LgcLYRhxwTrjtluXQEMOTJzsQ05sumjnvKKYdikzB1fREQkDZSQSbL9psKEb/l6XRb1ydgJN/t1e54Nh3y/cd1uh8Gpf8lcbKfd4Y9pUR/DoT+EMWdm7vgiIiJpYC7pcTodx4QJE9zMmTPDDqPzqq/zDyVPdRdjfdyvD+sOx7oqiOTlZmFbERHpkMxslnNuQqp1ustSmheJ+VfKddFwk6FYYXjHFhERaWe6ZBkGV5/iQd8dgKtvh3249tlPBrj6hD+jnYi7yeeSV7YxKhER6Yw0QpZJ1VvhsXPhs1f8xPRjfgsHfSfsqFq38TN4+DRY9wkU9YazHoYRx+38fj64G176DtRV+nlg5z/l95dlypdWMPfmRVSvryG/dx57HfQU3Zb8CnCw79f9nLkUI4eVq6uYc+NCKldVk9ctxp5XD6fn2O5+5abP4eFToWwuFPWCMx6EkSdl9ouJiEjW0ghZJj1zKSx9A1zcJyWvXQuL/h52VC1zDh44BtbPBxxUrodpZ8DmL3ZuP8vegpeuhtptfpRo+dvw+JR0RNwm8ao4H/1mAdXrfdmPmg21fPT3I6iry/Nz5uY+AtN/mfQ5V+/46NcLqFztS4LUbq1jzo2LqN5Y4/vwweNg3Tx8H26Ax87xia6IiAhKyDJr6WtNa3jVVsDSV8OLZ0dUrIOtq5peaovEYOV7O7efz6dDXcJ3r6+FL/7dPjG2o4pVVSkvOVZUD/Vvaitg4fNJ62s21VJbXvflAwQALALlSyqgejNsWtq0Dy0KK95p3+BFRKTDUkKWScUlTZdjhdB1YDix7KiC7jTJMsDfYVncb+f206Vf8h2Zhb3aFFo65HXPo76u6fd1Lp/82Ea/YBHoNijpc7HiKC7etM3VQ173GOR3BbPtVrqd70MREem0lJBl0ql3QF4XiBVDXlfoORQOuDzsqFoWK4Djb/YFWGNFPu49ToTdD9+5/exzEfQZ45OTvGLfB6fflZ6Y26CwTz6lx/cnUhAhkm9E8o2BJc9TWLzFx13QA46/Melz0cIow6aUEsmPEMkzIgUR+hzQk24juvgRxZNubezD/K4w7Gj/EhERQXXIMm/DYljyqv+lPOZMyCsKO6Ids+JdWDkTeuwOI09JHvHZEfEamP+Un0M19CgoGdPeUbabTfO2ULGiiqJBhfQaVgufPuvn/o08Fbr2b/ZzWxaVU760gsKSfHrt1wNL7KeVM/2l3m6lMOpUP9omIiI5o6U6ZErIRERERDKgpYQsbf9FN7O7zWytmc1JaBtnZm+b2Wwzm2lmExPWXWtmi8xsgZmdkK64RERERLJNOuuQ3QvcCtyf0PZ74OfOuRfN7ORg+SgzGwtMAfYCBgGvmNko57afJi3STuqq4M3fwdo5MOhAOPi7EM3z6+I1MONGWPU+DBjnn925I4+Iqo/De7f6u0f7jIbDf+QvTbfGOZh9ty+B0mM3OPzHUNynTV8PgAXPwJyH/c0Th/3Az1kUEZGslLaEzDk33cyGbt8MBJUy6QGsDN5PBh5xzlUDS8xsETARmJGu+CSH1cfh/qNh9Qc+MVv4AnwxHaY869c/dAose9PXilv4vC/k+/VXW5/z9fRUmP+kL40RLYBPn4ZvzvJFgFvy6g/hvdt8jbZIHsx7FK6cCwXddv07vn8X/P07PhaLwJyH4IqPfcInIiJZJ9Oziq8BrjezZcANwLVBeymwLGG75UGbSPtbPRvWfuyTMYC6Cljymi92u34BLH/LJ2Pgf658D8o+aXmflRth7jSfAIGvN7fp89Zrrbl6ePtmn4yBr89WtREWPrfLXw+A6dc1xuLq/f4/vLdt+xQRkbTJdEJ2JfBd59xuwHeBhroHqW7ZS3m3gZldHsw/m1lWVpamMKVTi9eQdOpbxLfHa5JHwhrWtaS+NsUImrX+uVTPNXWu9c+1Jl67XXzxpoV5RUQkq2Q6IZsKPBG8fxR/WRL8iFjitZTBNF7ObMI5d7tzboJzbkLfvn3TFqh0YgP398+TtOCKfSQfeg33r5I9fVmKSDCfLJLny1z026vlfRb3hYHj/aVK8JX48wpht0Nb/lwkBqMn+/pk/oMQicLw43f56wEw7hJf96xBXhGMPbdt+xQRkbTJdEK2EjgyeH80sDB4/wwwxcwKzGwYMBJ4N8OxSa6IFcIlM2DUKdB7JOx5Fkx9wydC0Tz4xr98ktR7JIw6DS5+s/V5YGZw0Uuw9wXQexSMOB4ufTd40kErzvor7H+pvxFgyFE+tm5tfILD0b+Ew671CWbpQXDhSzBgv7btU0RE0iZtdcjM7GHgKKAEWAP8DFgA/AF/M0EV8C3n3Kxg+/8CLgHqgGuccy+2dgzVIRMREZGOoqU6ZOm8y/KCZlaNb2b7XwG/Slc8IiIiItlKz27pqDYthaVvwNZVYUciIiIibZTOwrCSLjNuhtd/7CeQx2vhjHs1YVtERKQD0whZR7NhMbz+X76GVvVmX0PrqalQUx52ZCIiIrKLlJB1NBs/S77jz6KwNWWVEBEREekAlJB1NCWjk4uGGtBdj8QRERHpqJSQdTQ9dodT/uJraeV38w+vPu9JX/hTREREOiRN6u+I9vsajD4NtqyAnkN8UiYiIiIdlhKyjqqwp3+JiIhIh6dLliIiIiIh0whZtqivg1evhY8e8PPBjv4t7H1+2FHttPXP/YPFT1YTjxdSMnQVI649l0hBYdhhdU51VfDit+HTZ6GgB5x4C+xxQthRiYjILtAIWbZ47Scw8zbYtsZX4X/mEljyethR7ZStb7/HJ38roqp6ALV1PVmzeBiLfv1o2GF1Xs9eDh8/BNvWwoaF8OhZsPrDsKMSEZFdoIQsW8x9BGorGpfrKmBex0pm1v97AfWusUZavStk3dLSECPq5BY8CXWVjct1NbDohfDiERGRXaaELFtsf6ekRaGwRzix7KJoUQyjrmlbpDqkaHJArLjpcjSmO25FRDooJWTZ4rgbGn/BRmI+GTvw2+HGtJMGnDOJWKwcowaoJ2JVDDulPuywOq/jroe8hnMmH4pKYN+vhRuTiIjsEnPOhR3DLpswYYKbOXNm2GG0nxXvwiePQ14XOOAy6DYo7Ih2Wu2aNax85FXiFXH6HDqcHkceFnZInduS1/1lyqLeMP4//E8REclKZjbLOTch5TolZCIiIiLp11JCpkuWIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYdX20FbPoc4rVhRyIiIrJLYmEHINImH9wNL1wFkYh/0PZFL8PA/cOOSkREZKdohEw6rnXz4cWrIV7lR8kq1sFfT4QO/HxWERHJTUrIpONa8xFEok3bqjdD5fpw4hEREdlFSsik4+o5FFy8aVskCoW9QglHRERkVykhk46rdCIccLmfO1bQw/8886HkUTMREZEsp0n90rGdcDOMuxg2L4P++0KP3cKOSEREZKcpIZOOr/++/iUiItJB6ZKliIiISMiUkImIiIiETAmZiIiISMiUkImIiIiETAmZiIiISMiUkImIiIiETAmZiIiISMiUkImIiIiETAmZiIiISMhUqV+yn3Pw2StQvgpKD4KS0WFHJCIi0q6UkEl2cw6mneUTMgPq6+GM+2Hs2WFHJiIi0m50yVKy2+KXfTJWWw415VBXAU9P9YmaiIhIJ6GETLJb+Upgu+SrrhLi1aGEIyIikg5KyCS7DZrYdDTMItB7FMQKw4tJRESknSkhk+zWby847Q6IFYFFodcecOELYUclIiLSrjSpX7LfPhfC3lOgthLyu4QdjYiISLvTCJl0DBZRMiYiIp2WEjIRERGRkCkhExEREQmZEjIRERGRkCkhExEREQmZEjIRERGRkCkhExEREQmZEjIRERGRkCkhExEREQmZEjIRERGRkOnRSZLauvnw9s1QVwn7XQzDJoUdkYiISKelhEySrZsPdx4INdsAB/Meg7MfgdGnhx2ZiIhIp6RLlpLsnT82JmPgR8ne+GmoIYmIiHRmSsgkWV0lXyZjX7ZVhxKKiIhILlBCJsn2+wbEihqX84ph/OWhhSMiItLZKSGTZEOPhHMehQH7Q8meMOmXcNA1YUclIiLSaWlSv6Q26hT/EhERkbTTCJmIiIhIyJSQiYiIiIRMCZmIiIhIyJSQiYiIiIRMCZmIiIhIyJSQiYiIiIRMCZmIiIhIyJSQiYiIiIRMCZmIiIhIyNKWkJnZ3Wa21szmJLT9zcxmB6+lZjY7Yd21ZrbIzBaY2QnpiktEREQk26Tz0Un3ArcC9zc0OOfOb3hvZjcCm4P3Y4EpwF7AIOAVMxvlnIunMT4RERGRrJC2ETLn3HRgQ6p1ZmbAecDDQdNk4BHnXLVzbgmwCJiYrthEREREsklYc8i+Aqxxzi0MlkuBZQnrlwdtIiIiIp1eWAnZBTSOjgFYim1cqg+a2eVmNtPMZpaVlaUlOBEREZFMynhCZmYx4CzgbwnNy4HdEpYHAytTfd45d7tzboJzbkLfvn3TF6iIiIhIhoQxQnYsMN85tzyh7RlgipkVmNkwYCTwbgixiYiIiGRcOstePAzMAEab2XIzuzRYNYWmlytxzs0FpgHzgJeAq3SHpYiIiOQKcy7lVK0OYcKECW7mzJlhhyEiIiLSKjOb5ZybkGqdKvWLiIiIhEwJmYiIiEjIlJCJiIiIhKxDzyEzszLg87DjyCIlwLqwg8hC6pfmqW9SU780T32TmvqleeqbRkOccylrdnXohEyaMrOZzU0WzGXql+apb1JTvzRPfZOa+qV56psdo0uWIiIiIiFTQiYiIiISMiVkncvtYQeQpdQvzVPfpKZ+aZ76JjX1S/PUNztAc8hEREREQqYRMhEREZGQKSHLYmZWaGbvmtmHZjbXzH4etPc2s3+Y2cLgZ6+Ez1xrZovMbIGZnZDQPt7MPg7W/dHMLIzv1B5a6JfrzGyFmc0OXicnfKbT90siM4ua2Qdm9lywnNPnTIMU/aJzBjCzpcF3mm1mM4O2nD9nmukXnTOAmfU0s8fMbL6ZfWJmh+icaSPnnF5Z+gIM6Bq8zwPeAQ4Gfg/8KGj/EfC74P1Y4EOgABgGLAaiwbp3gUOCfb4InBT290tDv1wHfD/F9jnRL9t95/8EHgKeC5Zz+pxpoV90zvjvtBQo2a4t58+ZZvpF54z/TvcBlwXv84GeOmfa9tIIWRZzXnmwmBe8HDAZ/5eB4OcZwfvJwCPOuWrn3BJgETDRzAYC3Z1zM5z/G3B/wmc6nBb6pTk50S8NzGwwcApwZ0JzTp8z0Gy/NCdn+qUFOX/O7KSc6Rcz6w4cAdwF4Jyrcc5tQudMmyghy3LBJZbZwFrgH865d4D+zrlVAMHPfsHmpcCyhI8vD9pKg/fbt3dYzfQLwLfN7CMzuzthuDxn+iXwP8APgPqEtpw/Z0jdL6BzBvx/aF42s1lmdnnQpnMmdb+AzpnhQBlwTzAF4E4z64LOmTZRQpblnHNx59w4YDD+fxR7t7B5qmvvroX2DquZfvkzMAIYB6wCbgw2z5l+MbNTgbXOuVk7+pEUbZ2ub1rol5w/ZwKHOecOAE4CrjKzI1rYNpf6JlW/6JyBGHAA8Gfn3P7ANvwlyubkUt/sMiVkHUQwHPwGcCKwJhjqJfi5NthsObBbwscGAyuD9sEp2ju8xH5xzq0JErV64A5gYrBZLvXLYcDpZrYUeAQ42sweROdMyn7ROeM551YGP9cCT+L7IdfPmZT9onMG8N9pecKVicfwCVrOnzNtoYQsi5lZXzPrGbwvAo4F5gPPAFODzaYCTwfvnwGmmFmBmQ0DRgLvBkPHW83s4OAOlq8nfKbDaa5fGv4hCJwJzAne50S/ADjnrnXODXbODQWmAK85575Kjp8zzfWLzhkwsy5m1q3hPXA8vh9y+pxprl90zoBzbjWwzMxGB03HAPPI8XOmrWJhByAtGgjcZ2ZRfPI8zTn3nJnNAKaZ2aXAF8C5AM65uWY2Df8Xow64yjkXD/Z1JXAvUIS/k+XFjH6T9tVcvzxgZuPwQ95Lgf+AnOqXlvyW3D5nmvN7nTP0B54Mqg3EgIeccy+Z2Xvk9jnTXL/o3xnvauCvZpYPfAZcTPDvcQ6fM22iSv0iIiIiIdMlSxEREZGQKSETERERCZkSMhEREZGQKSETERERCZkSMhEREZGQKSETkaxhZnEzm21mH5rZ+2Z26E5+/l4zO2cntn/DzL4IaiA1tD1lZuUtfa4tzOwMM/tpK9v0NbOX0hWDiGQfJWQikk0qnXPjnHP7AdcCv8nAMTfhK/kTFBwe2NLG7eAHwG0tbeCcKwNWmdlhaY5FRLKEEjIRyVbdgY0A5l1vZnPM7GMzOz+h/VYzm2dmzxM8zNjMjjGzJxt2ZGbHmdkTzRznEXz1foCzgC+3M7OuZvZqMFr3sZlNDtq7mNnzwUjenIR4fhvE8pGZ3bD9gcxsFFDtnFsXLI8ws7fN7D0z+8V2I3NPARftfLeJSEekSv0ikk2KzGw2UIgfqTo6aD8L/zDn/YAS4D0zmw4cAowG9sFXVp8H3A28BvzJzPoGo00XA/c0c8xXgTuCJz9MAS4H/l+wrgo40zm3xcxKgLfN7Bn8M2VXOudOATCzHmbWG/8onTHOOReMtm3vMOD9hOU/AH9wzj1sZldst+1M4JfN9pSIdCoaIRORbNJwyXIMPum5P5jfdTjwcPBQ5zXAP4EDgSMS2lfiEzGcfwTJA8BXg8ToEJp/JEsc+DdwPlDknFuasM6AX5vZR8ArQCk+8fsYONbMfmdmX3HObQa24BO4O83sLKAixbEGAmUJy4cAjwbvH9pu27XAoGZiFpFORgmZiGQl59wM/GhYX3xi1OymzbTfA3wVuAB41DlX18I+HgFuAaZt135RcPzxzrlxwBqg0Dn3KTAen5j9xsx+Gux/IvA4cAaQalJ+JX70b0cUBtuLSA5QQiYiWcnMxgBRYD0wHTjfzKJm1hc/MvZu0D4laB8ITGr4fDBithL4Cf7hxS35F/4Ggoe3a+8BrHXO1ZrZJGBIENsgoMI59yBwA3CAmXUFejjnXgCuwV9i3d4nwB4Jy28DZwfvp2y37ShgTitxi0gnoTlkIpJNGuaQgR8Vm+qciwcT9A8BPsSPiP3AObc6aD8aP1L1Kf5SZqK/An2dc/NaOmhwiTNpEn7w+WfNbCYwG5gftO8DXG9m9UAtcCXQDXjazAqD2L+bYn/TgRvNzIJjXgM8aGbfA54HNidsOyloE5EcYP7fBBGRzsfMbgU+cM7dFXYsDczsD8CzzrlXzKwYP2/OmdkU4ALnXMOdnNOByc65jWHGKyKZoREyEemUzGwWsA34XtixbOfXwEHB+/HArcGNC5uAS8AXhgVuUjImkjs0QiYiIiISMk3qFxEREQmZEjIRERGRkCkhExEREQmZEjIRERGRkCkhExEREQmZEjIRERGRkP0vE7SwIb9BOJIAAAAASUVORK5CYII=\n", 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" ] @@ -3405,7 +3412,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -3422,7 +3429,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 62, "metadata": { "scrolled": false }, @@ -3430,16 +3437,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 159, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3461,22 +3468,22 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 160, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3501,22 +3508,22 @@ }, { "cell_type": "code", - "execution_count": 161, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 161, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3538,23 +3545,32 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 90, "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "module 'seaborn' has no attribute 'displot'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpenguins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Culmen Length (mm)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"kde\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m: module 'seaborn' has no attribute 'displot'" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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7ba/e22QKjzuKzOYUtUu4KD6fwoHKBsaPyMZiSQ3Y6/Z2XGYXJvPeF1W88eFhvjNxIEnn6QV+e9sR6pva+fnNwzX1b2A2pzB8UBbvfl6FotdjyUxUuyTVaenfryeCFrg5OTns2LHD/9hut2OxWLoct9u/vpOotrYWi8XCyZMneeONN7j11luBjiCOjY3t1Xs7HE2qt9aYzSnY7dr+07CqtpnG5nYGWJIC9rVc6LjcePVQfv3iDp5dt5PvTx92zue5PT7Wbt7PkLw0ctPjNfNv0Dku6QkdP5I7951g3FDzeT4rsmn1Z6i7XxJBm1KYPHky27dvx+l04nK52LRpE4WFhf7jeXl5xMfHU1paCkBJSQmFhYUkJibyxz/+kZ07dwLw0ksv9foMVwTGoVN3PYXDljSD+qRy9eV9ee/zKn9f8Nn8fftRnI1tzJ2SH9a38p5LXlYSAJX2ZpUrEcEQtMDNzs5m8eLFLFy4kHnz5jF79mzGjh3LokWLKCsrA2DlypWsWLGCGTNm0NLSwsKFC4mNjeXxxx9n+fLlfPe732XPnj0sWbIkWGWKbhyorCc5wUB2RnjMg86fOpg+5iSe3bAXe/2Zmy4et57k79uPMXFUNqPyw/vOsnNJiNeTlWakyi6LkUcinRKBs/MypRAY9z37CbmZidwzf2zAXvNix+WEs4VH/rKD+LhYfvZvl5Jn7pivr6pt5vf/9wU6HTx82wRSEuMCVXJInD4uT76+C1u9i0duv1LlqtSl1Z+h7qYUgjaHK7TtZEs7VmcL3xobuL3LAiEnM5H/WjCOx17dyfIXPmPc0CxiY2Mo3W8j0Wjgv24ap7mw/aa+liR2HXLg9vjCasNLcfEkcMVZda5aNSQvTeVKztQ/O4XlP7yCv287xucH7Hi9PqaMyWXWpIGYVGpfC6S+5mR8ikKNo5n+2ZF1lT7aSeCKszpc3UiMTsfAnPD8gU9Pjufm6Zdw8/RL1C4l4PqYOi6c1ThaJHAjjPy9Is7qaE0jfc1JxBl615InLl52ZgI6HdQ4pFMh0kjgijMoisLREycZmBu4mx1Ezxn0sZjTEqh2yKphkUYCV5zBVu+iudVDfq78OauWXFMiJ+QMN+JI4IozHKnpWB4wX85wVZOblcQJp0v19kYRWBK44gxHa05i0MfQ59RdTyL0cjMT8Xh92BvOvMFDaJcErjjD0RMn6W9J1sS2NJEq99Qvu5pamceNJPITJbpQFIUKWxP9pB1JVX1MHSuFSadCZJHAFV04GlpxtXnoZwmPJS6jVaLRQEqiAWudTClEEglc0UWFrWPRFAlc9VkyErDVyZRCJJHAFV1U2JrQAX3NcsFMbZb0RGxnWRVNaJcEruiiwt6EOSMBY5zc9a227IwEnI1ttLu9apciAkQCV3RRYWuS6YQwYTm1DrG9oVXlSkSgSOAKv9Z2D/Y6lwRumLBkdHQqyDxu5JDAFX6V9mYU5IJZuOg8w7VJp0LEkMAVftKhEF6SEwwkGfUSuBFEAlf4VdiaSIzXY0rV/iLekUJawyKLBK7wq7CdpK8lWZO73UYqS0ai3PwQQSRwBQA+RaHS1izTCWHGkp6Ao7EVj9endikiACRwBQD2ehdtbq8EbpixZCSgKFArrWERQQJXAFApF8zCUra/NUymFSKBBK4AoKq2Y1Wqzg0MRXj4ujVMLpxFAglcAXTsEGtKNRIfJ5tGhpOURAPGuFg5w40QErgCgJraZnKzEtUuQ3yDTqfraA2TRWwiggSuwOdTqHG2yHRCmJLWsMghgSuobWzF7fHJHmZhKjsjgdp6F16ftIZpnQSuoObUBbNck0wphCNLegJen4KzsU3tUsRFksAV1Dg6roDnypRCWMpK7+hUkF5c7ZPAFVQ7mklNNJCcYFC7FHEWWWkda1vUypbpmieBK6hxNMv8bRjLSIlHp+vY4FNomwRulFMUhZraFplOCGP62BgyU+Kx10vgap0EbpRraG6npc0jF8zCnCktAYdMKWieBG6U83coyJRCWMtKM1LbKGe4WieBG+WqT3UoyE0P4S0rzUjdyTZZplHjJHCjXI2jmYT4WNKT49QuRXTDlGZEUcB5UnpxtUwCN8rVODoumMkuD+EtK62jF9chaypomgRulKt2NMsFMw34uhdX5nG1LKiBu2HDBmbOnMn06dNZs2bNGcfLy8spLi6mqKiIpUuX4vF4uhzfu3cvo0ePDmaJUc3V5qGhqV1awjSgsxdXAlfbgha4VquVVatW8fLLL7N+/XrWrl3LwYMHuzxnyZIlLFu2jHfeeQdFUXj11Vf9x1wuF7/61a9wu93BKjHqWU8tat25q4AIX529uBK42ha0wN22bRsTJ04kPT2dxMREioqK2Lhxo/94VVUVra2tFBQUAFBcXNzl+KOPPsott9wSrPIEcMJ5KnAzE1SuRPSE9OJqnz5YL2yz2TCbzf7HFouFXbt2nfO42WzGarUCsGXLFlpbW5kxY8YFvbfJFB77cpnNKWqX0K2mtmp0Ohg51EK8IXQ7PYT7uKjlfOPSNzuFXQfsUTV+kfa1Bi1wfT5flyvfiqJ0eXyu43a7ndWrV/PnP//5gt/b4WjC51Mu+PMDwWxOwW4/qWoN53O4so7MlHga60O3X5YWxkUNPRmX5PhYHA2t1JxoQB8b+de7tfq90t0viaD9q+Xk5GC32/2P7XY7FovlnMdra2uxWCy8//771NfXc/PNNzN37lwA5s6dS1NTU7BKjVpWp4vsTJm/1QpTmhEFcModZ5oVtMCdPHky27dvx+l04nK52LRpE4WFhf7jeXl5xMfHU1paCkBJSQmFhYXccMMN/POf/6SkpISSkhL/seTk8JgmiBSKomB1tsgFMw3p7MWVC2faFbTAzc7OZvHixSxcuJB58+Yxe/Zsxo4dy6JFiygrKwNg5cqVrFixghkzZtDS0sLChQuDVY74hiaXm5Y2j5zhaoj04mpf0OZwAebMmcOcOXO6fOy5557z///w4cN5/fXXu32N/fv3B6W2aGd1dlztzs6QDgWtkF5c7Yv8mXdxVp09uDlyhqsZnb240hqmXRK4UeqEs4UYnQ7TqT9ThTaY0hKwyxmuZkngRilrnYusdGNUtBdFElOqUboUNEx+2qKU1dki0wkaZJJ1cTVNAjcKKYqCta4Fi1ww0xxTajyKAvWyLq4mSeBGofqmdtrdPjnD1aDOOXeHTCtokgRuFLI6ZZUwrTKlSuBqmQRuFDpRJ6uEaVWmP3BlSkGLJHCjkM3p6ujpTJWWMK2JN8SSkmjAIa1hmiSBG4WsdS2Y043EyD5mmpSZapQpBY2SwI1CtnoXlnSZTtCqLOnF1SwJ3CijKAr2ehdmaQnTLFOaEUdDK4qi7prPovckcKNMY3NHS5ic4WpXZqqRdo+PJpfs96c1ErhRxlbfsfCJ3PSgXdIapl0SuFHGVtcRuGY5w9WsznVxpVNBeyRwo4y93oWOr3cPENqTmRoPSC+uFvUocO+++262bdsW7FpECNjrXWSkxmPQy+9arUpOMBBniJEzXA3q0U/dtddeyzPPPENRURF/+tOfqK+vD3JZIlikJUz7dDodJunF1aQeBe51113HSy+9xDPPPIPD4WD+/PksWbKEXbt2Bbs+EWD2OpfM30YACVxt6vHflT6fj2PHjnH06FG8Xi8mk4nly5fz5JNPBrM+EUCuNg+NLW7pUIgAnb24Qlt6tInkqlWrWLduHf369WPBggU88cQTGAwGWlpamDZtGvfcc0+w6xQBYK+XDoVIkZlqpMnlps3tJd4Qq3Y5ood6FLhOp5PnnnuO4cOHd/l4YmIi//3f/x2UwkTg2aUHN2JknerFdTa2kmtKUrka0VM9mlLwer1nhG3nWe2UKVMCX5UICnt9x5+gcoarfSbpxdWkbs9wf/nLX2K1WiktLcXpdPo/7vF4qKioCHpxIrBs9S6SjHqSjAa1SxEX6eteXAlcLek2cOfPn8+BAwfYv38/RUVF/o/HxsZSUFAQ7NpEgNnrWuTsNkJkpMSj00ngak23gTtmzBjGjBnDVVddRXZ2dqhqEkFiq3eRn5uqdhkiAGJjYshIicfRIHebaUm3gfvTn/6UJ554gttvv/2sxzds2BCUokTgebw+HA1tTBghZ7iRQnpxtafbwF20aBEADz74YEiKEcHjPNmGT1FkSiGCmNKMHKhoULsM0QvddimMHj0agAkTJpCbm8uECRNoaWnhs88+Y8SIESEpUASG/dQqYXJbb+QwpRqpO9mGzycLkWtFj9rCli1bxnPPPcehQ4d44IEHqKys5P777w92bSKAZB3cyGNKNeJTFOqbZB5XK3oUuLt372b58uVs3ryZ66+/nhUrVlBVVRXs2kQA2es6dupNT4lXuxQRIP5eXJnH1YweBa6iKMTExPDxxx8zceJEAFpb5R9ZS2z1LtmpN8J0bnMvNz9oR48Ct3///ixatIjKykomTJjAf/7nfzJs2LBg1yYCyCarhEUck9z8oDk9WkthxYoVbN68mcsvvxyDwcD48eOZN29ekEsTgaIoCvYGF8P6p6tdigggY5yeJKNedn7QkB6d4SYmJjJ+/HgaGxvZs2cPY8eO5fDhw8GuTQTIyRY3be1e6VCIQLJMo7b06Az3iSee4Pnnn8dkMvk/ptPp2LJlS9AKE4HT2aFglg6FiGNKNWI91fInwl+PArekpIRNmzbJ7b0aJT24kcuUamTvsToURUEnF0TDXo+mFHJzcyVsNcx2aqdec7pR7VJEgJnSjLS1e2lu9ahdiuiBHgXupEmT+N3vfkdpaSl79uzx/3c+GzZsYObMmUyfPp01a9accby8vJzi4mKKiopYunQpHk/HN82OHTsoLi5mzpw53HXXXTQ0yO2LF8Ne7yI9JR6DXnYGiDSm0xYiF+GvR1MK69atA2Djxo3+j51vDtdqtfq35omLi+PGG2/kyiuvZMiQIf7nLFmyhEceeYSCggLuv/9+Xn31VRYsWMB9993H6tWrGTJkCCtXruRPf/oTP/vZzy70a4x6HT24Mp0QiU5fiLx/dorK1Yjz6VHgvvvuu71+4W3btjFx4kTS09MBKCoqYuPGjfzkJz8BoKqqitbWVv+6usXFxTz55JMsWLCAt99+G4PBgNvtxmq1Ss/vRbLXuRgzyHT+JwrN6TzDrZUzXE3o0ZRCc3MzDz/8MLfccgv19fUsW7aM5ubmbj/HZrNhNpv9jy0WC1ar9ZzHzWaz/7jBYGD//v1MnTqVTz/9lFmzZvXqixJfa2v30tDcLh0KESol0YBBHyNTChrRozPcRx55BIvFgsPhID4+nqamJpYtW9btBpI+n6/LVdNvXkU93/Fhw4axbds2XnnlFRYvXswrr7zS4y/KZEru8XODyWxW/0+8ozWNAAzpnxEW9UB4jEs4utBxsWQk0NTqjchxjbSvqUeBW15ezooVK/jggw9ISEhg5cqVzJ49u9vPycnJYceOHf7Hdrsdi8XS5bjdbvc/rq2txWKx0NbWxtatW7nmmmsAuO666/jtb3/bqy/K4WhSfck6szkFu/2kqjUA7D9cC4AxVhcW9YTLuISbixmX9KQ4qu1NETeuWv1e6e6XRI+mFGJiuj7N6/We8bFvmjx5Mtu3b8fpdOJyudi0aROFhYX+43l5ecTHx1NaWgp09PoWFhai1+t56KGH2L17NwD/+Mc/uOyyy3pSpjiLzq3R5aJZ5MqUnR80o0dnuFdccQW///3vaW1tZevWrbz00ktceeWV3X5OdnY2ixcvZuHChbjdbubPn8/YsWNZtGgR99xzD2PGjGHlypU88MADNDU1MWrUKBYuXEhsbCyrVq1i2bJleL1esrOz+fWvfx2QLzYa2epdJMR33HMvIpMpzUhjcztuj1da/8KcTlGU8/7t7Xa7efbZZ3n//ffx+XxMmTKFH//4x8THh+faqjKl8LXH1n7JyRY3v/zhFWqXAoTPuISbixmXj8tq+NPfy1lxx0SyMxMDXJl6tPq90t2UwnlPezZv3syf/vQn9u/fj9FoZNiwYVx22WVhG7aiK1u9S/ozI9zprWGRFLiRqNvA/cc//sGqVau45557GD58ODqdjrKyMn7961/T1tbG9OnTQ1WnuABenw9HQyvjh1nO/2ShWZ03Pzhl1bCw123gvvjii/z5z3+mT58+/o8NHjyYSy+9lPvvv18CN8w5G9vw+hTZxyzCZaTEo0MWIteCblsNmpubu4Rtp/z8fNraZNHjcGeTDoWo0LlXnayLG/66DdzY2HNf8ezBtTahMlmWMXqYpDVME3rUhyu0yVbvQh+rI0N26o14manxErga0O0c7v79+89604GiKLS3twetKBEY9joXWWkJxMTIwtSRzpRmpHS/HZ+iyM7MYazbwN28eXOo6hBBYKt3yQWzKJGVasTrU2hoape/aMJYt4Gbl5cXqjpEgCmKgq3exSX90tUuRYRA5qleXEdjqwRuGJM53AglO/VGF38vrszjhjUJ3AglO/VGl867zaQ1LLxJ4EYoaQmLLgnxehLj9bLzQ5iTwI1QslNv9DGlGeX23jAngRuhZKfe6CM3P4Q/CdwIZat3yXRClOkIXLnlPpxJ4EYoe51LLphFGVOaEVebh5ZWj9qliHOQwI1AnTv1yhludMlM7ei/lWmF8CWBG4E69zGTu8yiS2cvrgRu+JLAjUCyLGN0kl7c8CeBG4FsdXKGG41Sk+LQx+rkbrMwJoEbgez1LpKMepKMBrVLESEUo9PJlulhTgI3AtnqXTKdEKWy0ozY6yVww5UEbgSy18myjNHKnJ7gv2gqwo8EboTx+nw4GlvlDDdKWdITaHK5cbVJL244ksCNMI7OnXolcKNS5y9aOcsNTxK4EcYuHQpRTQI3vEngRhjpwY1uXweuXDgLRxK4EcZe50IfG0O6bLMSlRKNepKMev8vXhFeJHAjTEdLmFF2bo1i0qkQviRwI4ytTpZljHYSuOFLAjeCdOzU2yLLMkY5S0YCjoZWfD5F7VLEN0jgRpD6pnba3T5yMhPVLkWoyJyegNenyJoKYUgCN4JYnS0AZGdI4EYz86llGmVaIfxI4EYQa92pwM2UKYVo1jmlZJdlGsOOBG4EsTo7WsIyU2Wn3miWmWIkNkbnX6ZThA8J3AhirWvBkpEgLWFRLiZGhynNKFMKYUgCN4JY61xkS4eCoGMRGwnc8COBGyF8PgVbXQvZ0qEgkF7ccCWBGyGcja14vIqc4QqgI3CbWz20tLrVLkWcJqiBu2HDBmbOnMn06dNZs2bNGcfLy8spLi6mqKiIpUuX4vF0rOFZWlrK/PnzmTt3LrfccgtVVVXBLDMiWE9dIJEeXAFgTu9sDZNOhXAStMC1Wq2sWrWKl19+mfXr17N27VoOHjzY5TlLlixh2bJlvPPOOyiKwquvvur/+COPPEJJSQlz5szhkUceCVaZEePEqR5ci/TgCr5eNUwWsQkvQQvcbdu2MXHiRNLT00lMTKSoqIiNGzf6j1dVVdHa2kpBQQEAxcXFbNy4kfb2dn76058yfPhwAIYNG0ZNTU2wyowY1roW4g2xpCfHqV2KCAOdN790/iIW4UEfrBe22WyYzWb/Y4vFwq5du8553Gw2Y7VaiYuLY+7cuQD4fD7+53/+h2uuuaZX720yJV9k9YFhNqeE7L3qm93kmZOxWFJD9p4XKpTjoiWBHpesNCP1ze2aHm8t1342QQtcn8+H7rR+UEVRujw+3/H29nbuvfdePB4Pd955Z6/e2+FoUn3hDrM5Bbv9ZMje7/iJRvpnh/Y9L0Sox0UrgjEu5vQEjlY3ana8tfq90t0viaBNKeTk5GC32/2P7XY7FovlnMdra2v9x5ubm7n99tvxeDysXr0ag8EQrDIjgsfro7a+VToURBc5pkROOFtQFFk1LFwELXAnT57M9u3bcTqduFwuNm3aRGFhof94Xl4e8fHxlJaWAlBSUuI/vmTJEgYMGMDjjz9OXJzMSZ6Po6EVn6LIojWii5zMRFxtHhpbpDUsXARtSiE7O5vFixezcOFC3G438+fPZ+zYsSxatIh77rmHMWPGsHLlSh544AGampoYNWoUCxcuZO/evWzZsoUhQ4Zw/fXXAx3zv88991ywStW8zgsj0hImTpd76vvhhKOZtCQ5cQkHQQtcgDlz5jBnzpwuHzs9OIcPH87rr7/e5fjIkSPZv39/MMuKOJ09uBZZJUycpvMX8AlnC8P6Z6hcjQC50ywinHC2kBivJyVB5rrF1zLTjBj0MdIaFkYkcCNATW0zuVmJXbo8hIjR6cjOSOCEQwI3XEjgRoAaRzO5piS1yxBhKCczUc5ww4gErsY1udw0trjpI4ErziLHlIi9vhWP16d2KQIJXM2rcTQDkGuSDgVxppzMRHyKIks1hgkJXI2rOTU/l5slZ7jiTDmZHd8XMo8bHiRwNa7G0Yw+NoYs2cdMnMXprWFCfRK4GlfjaCEnM5GYGOlQEGdKNOpJTYqjRgI3LEjgalx1bTN9smT+VpybdCqEDwlcDWt3e3E0tEpLmOhWTmaizOGGCQlcDTvhbEFBOhRE9/qYEk+1D7arXUrUk8DVsM4OBenBFd3JM3csyF9tb1a5EiGBq2E1jmZ0OsiWRWtEN/qcahmsqpXAVZsEroZVO1owpyVg0MeqXYoIY+nJcSQZ9VTZm9QuJepJ4GpYxxoKMn8ruqfT6cjLSqJSznBVJ4GrUT6fgtXZIneYiR7JMydTZW+W7XZUJoGrUfZ6Fx6vIme4okfyzEm42jzUN0mngpokcDWq8tR8XF9zeGwJL8Jb3qm/hCplHldVErgaVWFrQqf7+gq0EN3pa+n4xVxhk8BVkwSuRlXam8nOSCTeIB0K4vySjAZMqUaOW0+qXUpUk8DVqEpbk/+sRYie6J+dLGe4KpPA1aDWdg+2ehf9zDKdIHqunyWZE44W2tq9apcStSRwNajq1C2acoYreqN/dgoKUFkrZ7lqkcDVoIpTV5r7SYeC6IX+nRfOrBK4apHA1aBKWxPGuFhMabLLg+g5U5qRxHi9XDhTkQSuBnVeMNPpZJcH0XM6nY4BOSkcOSGBqxYJXI1RFIUKe7NMJ4gLMjA3hUpbE26PbJuuBglcjXE2tuFq88gFM3FB8nNS8foUueNMJRK4GiMXzMTFGJibAsCRmkaVK4lOErga09m4nic9uOICmFKNpCQaJHBVIoGrMZW2JrLSjCTE69UuRWiQTqcjPzeVozVy4UwNErgac9x6kn4yfysuwqDcVKprm3G1edQuJepI4GpIS6sba52L/NxUtUsRGja4bxoKcKi6Qe1Soo4EroZ09k/m95HAFRduUG4qOh0crJTADTUJXA05Ut1xoSM/J0XlSoSWJcTr6WdO5mCVBG6oSeBqyJGaRrIzE0k0GtQuRWjc4L5pHKpuxOuTGyBCSQJXQ47UNDIoV85uxcUbmpdGW7uXSpvs5BtKErgaUXeyjfqmdgbKBTMRAJf0Swdgf0W9qnVEm6AG7oYNG5g5cybTp09nzZo1ZxwvLy+nuLiYoqIili5disfTtU3l8ccf56mnngpmiZrR2ag+SAJXBEBmqhFLegL7jtWpXUpUCVrgWq1WVq1axcsvv8z69etZu3YtBw8e7PKcJUuWsGzZMt555x0UReHVV18F4OTJk9x///288MILwSpPc47UNBIbo6N/tvTgisAYPiCd/RX1+HyK2qVEjaAF7rZt25g4cSLp6ekkJiZSVFTExo0b/cerqqpobW2loKAAgOLiYv/xLVu2MHDgQH74wx8GqzzNOVLTSF9zMga9bBopAmP4gAxcbR6Oyfq4IRO0wLXZbJjNZv9ji8WC1Wo953Gz2ew/Pm/ePO644w5iYyVcAHyKwpGak9J/KwJqeP8MAPYdl2mFUAnaDfk+n6/LAtmKonR5fL7jF8NkCo8/u83mwHQUVNmbcLV5GDvUHLDXVFMkfA3BEOpxMZtT6JedwoHKRhbODs9/k0j7Xgla4Obk5LBjxw7/Y7vdjsVi6XLcbrf7H9fW1nY5fjEcjibV56XM5hTs9sD8qVa6+wQAWSlxAXtNtQRyXCKJWuMyckA6W0orqaiqwxgXXgsiafV7pbtfEkGbUpg8eTLbt2/H6XTicrnYtGkThYWF/uN5eXnEx8dTWloKQElJSZfj4msHqhpIiI+lj0mWZBSBNWaQCY9XYd+xerVLiQpBC9zs7GwWL17MwoULmTdvHrNnz2bs2LEsWrSIsrIyAFauXMmKFSuYMWMGLS0tLFy4MFjlaNqBinoG56UREyN7mInAGto3nXhDLGWHHWqXEhV0iqJEXE9IJE0pNLnc3PPEVooLBzF78sCLL0xlWv0zMdjUHJcnX99Fha2J3/1/k8JqY1Ktfq+oMqUgAuNAZT3w9Z1BQgTauKFZOBpb/buJiOCRwA1zByoa0MfqyJc1FESQFAzNQqeD0v328z9ZXBQJ3DC3v6KO/NxUueFBBE1KYhzD+qVT+pUEbrBJ4IaxllY3R0+cZMSADLVLERHu8mEWqmubqXHI6mHBJIEbxvYdr0dRYOTATLVLERHu8mFmdDr4ZI/1/E8WF0wCN4yVH60jzhDDILmlVwRZenI8IwdksH3PCSKwcSlsSOCGsb3HnFzSLx19rPwzieCbNDqH2oZW2XoniOQnOUw5G1upcbQwcoBMJ4jQuOwSM3GGGD7aVaN2KRFLAjdM7Tp158+YQRK4IjSMcXquHJHNp+VWWlo95/8E0WsSuGGq7JADU2o8fbJk/QQROt8el0e728f2PSfULiUiSeCGIbfHx96jdYwdnBVWt1qKyJefm8qAnBTe+6JKLp4FgQRuGPqqop42t5cxg01qlyKi0DWX96W6tpmyw061S4k4Erhh6PMDduL0MYzoLzc8iNC7cmQ2GSnxbPz0mNqlRBwJ3DDjUxQ+/8rOmEEm4uPkdl4RevrYGK4d3499x+ulRSzAJHDDzKGqBhqa2rl8mPn8TxYiSL49rg8piQbWbz2sdikRRQI3zJTut6OP1XHpkCy1SxFRzBinZ9bEAew9Wkf5MdlkMlAkcMOIz6fwr3IrowZmkhAfXvtLiejz7XF5ZKTEs/bdA6ov6B8pJHDDSPnxOuqb2pk0OkftUoQgzhDLDdMGc9zaxNZd1WqXExEkcMPI9t0nSIiPpUCmE0SYuHJENkP7pvHGB4dpbG5XuxzNk8ANE63tHkq/snPFcAtxBulOEOFBp9OxcMZwWts9rNn8ldrlaJ4Ebpj4ZI+VtnYvU8b2UbsUIbrIy0pizlX5fLbPxidyy+9FkcANA4qi8N4XVfSzJDNY1r4VYWjmxP4M6ZvGi+/sx1rXonY5miWBGwYOVTdSYWti2rg8WTtBhKXYmBjunDOK2BgdT7y2iyaXW+2SNEkCNwy88+lxEuP1TByVrXYpQpyTKc3IT4rHUNvg4ul1Zbg9PrVL0hwJXJXVOJr5/Cs70y7LwxgnvbcivA3rn8FtM0ewv6KeF94uxycrivWK/ISrbOOnx4mNjeGa8f3ULkWIHpk4qmMrnnUfHkYBfjRrhGwD1UMSuCo64Wzh47ITXH1ZHmlJcWqXI0SPzZo0AJ0O3vjgMM2tbv7/eWNksaUekF9LKnrzw8MY9DHMnjxQ7VKE6BWdTsesSQO5ZcYw9hxx8ujLn2OT7oXzksBVyVcV9Xy2z8b0K/qRKme3QqOmFuTxk+Ix2OtcLH/hM/5VblW7pLAmgasCj9fHXzftx5Qaz8yJA9QuR4iLMm6omeW3XUGeOYn/LdnD02+WUdvgUrussCSBq4K3PzlGlb2Zm665ROa9RETISkvgFwsu4/rCQZQdcvDAc59S8tER2f33G+SiWYgdqWnkbx8d5cqR2Vx2iSwyLiKHPjaGOZMHMnlUDmvfO0jJR0fY9Nlxrr6sL9eM7ycXhpHADamTLe2sXr+b9JQ4vj/9ErXLESIoTGlGfjxvNMdOnOTv24/y9vZjbPz0OGMHm5gyNpcxg0xR20YmgRsibo+P1et3U9/Uzn3fv4wko0HtkoQIqgE5Kfz4+jGccLawdWc1H+8+wRcHaklNimPCcAuXDzMztG86MTHRczu7BG4IeLw+/vC3Pew7Xs/ts0eQnysL1IjokZOZyA3ThnB94SB2H3byUVkNH+ys5p+llSQnGBg3NIvLh5kZMSATgz6yz3wlcIOsze1l9frd7Drk4KZrhjJ5dK7aJQmhCn1sDAVDsygYmkVru4fdh52UfmVnx34bW3fVYIyLZexgE+OGmhkzKFPtcoNCAjeI7PUunnlzN8etJ/lB0TCmjctTuyQhwoIxTs/44RbGD7fg9vgoP1bH51/Z+OJALf8qtxEbo2P0YBOjBmRQMCSLrPQEtUsOCJ2iRN7qEw5Hk6qb3vl8Cp8fdvLCht3o0HH7nJGybc4pZnMKdvtJtcsIOzIuHXw+hcPVjXxx0E7ZYSeVtiYA+pqTGXfq7HhATgoxYbyMqdmccs5jErgB5PMp/GuflQ0fH6XG0cKIARnc+t3hmCPkt3MgSLCcnYzLmczmFMr2W/nyQC1fHqzlQGU9igLpyXEUDMlizGATw/qlkxhmF6BVC9wNGzawevVqPB4Pt9xyCzfffHOX4+Xl5SxdupTm5mbGjx/PQw89hF6vp7q6miVLluBwOMjPz2flypUkJSX1+H1DGbiKolBlb+bTciuf7rVS29BKnjmJ7393BJfkpsiC4t8gwXJ2Mi5n+uaYNLnc7DzYEb67Dztpc3vR6aB/dgrD+6czJC+dATnJmFKNqv7cqRK4VquVm266iXXr1hEXF8eNN97IY489xpAhQ/zPmT17No888ggFBQXcf//9jB49mgULFnDnnXdy3XXXMWvWLJ5++mlaWlpYsmRJj987WIHr8fpwNLRirWuhuraFw9UNHKxqoL6pnRidjhEDM5h6aR8uG2Ym25IqP0BnIcFydjIuZ+puTNweL4erGyk/Vsf+4/Ucqm7A4+34mU8y6umfnUJeVhJZ6QmY042Y0xJIT4kn0agP+nREd4EbtItm27ZtY+LEiaSnpwNQVFTExo0b+clPfgJAVVUVra2tFBQUAFBcXMyTTz7JDTfcwGeffcbTTz/t//j3v//9XgVub/r6XG0ePthZTWubB4/Xh8er4PYqeL0+PF4fbe1emlxumlvdtLZ7u3xuRko8V47MIb9PKqPzM0lO6PqnTTT1F/aGjMvZybic6VxjEh+nZ8TATEYM7OhmcHt81DiaqaptocreRHVtM/sr6tl12NHl83Q6SDQaSE4wYDTEYtDHnPovljiDDn1sLDE60MXoiNXpyO+TyqiBgeuYCFrg2mw2zOavb121WCzs2rXrnMfNZjNWq5W6ujqSk5PR6/VdPt4bGRk9n34AuLlPeq+e31MmU3JQXlfrZFzOTsblTL0Zk5zsVMYFsZZACFqXsc/n6zKPoihKl8fnOv7N5wEyDyqEiAhBC9ycnBzsdrv/sd1ux2KxnPN4bW0tFouFzMxMTp48idfrPevnCSGEVgUtcCdPnsz27dtxOp24XC42bdpEYWGh/3heXh7x8fGUlpYCUFJSQmFhIQaDgfHjx/P2228DsH79+i6fJ4QQWhX0trA//OEPuN1u5s+fz6JFi1i0aBH33HMPY8aMYd++fTzwwAM0NTUxatQoVqxYQVxcHFVVVdx77704HA5yc3N57LHHSEtLC1aZQggREhF544MQQoSjyF6aRwghwogErhBChIgErhBChIgErhBChIgEboA88cQTzJw5k1mzZvHCCy8AHbc3z5kzh+nTp7Nq1SqVK1TPb3/7W+69915AxgTgBz/4AbNmzWLu3LnMnTuXnTt3yrgA7777LsXFxXz3u9/lkUceASLw+0URF+3TTz9VbrzxRsXtdisul0uZNm2aUl5erkydOlU5fvy44na7ldtuu015//331S415LZt26ZceeWVyi9+8QvF5XJF/Zj4fD5lypQpitvt9n9MxkVRjh8/rkyZMkWpqalR2tvblZtuukl5//33I25c5Aw3ACZMmMCLL76IXq/H4XDg9XppbGxkwIAB9OvXD71ez5w5c9i4caPapYZUfX09q1at4q677gJg165dUT8mhw8fBuC2227juuuu46WXXpJxATZv3szMmTPJycnBYDCwatUqEhISIm5cZIudADEYDDz55JM8//zzzJgx46yL9/R2ER6tW7ZsGYsXL6ampgY4+4JG0TYmjY2NTJo0iQcffBC3283ChQu5/fbbo35cjh07hsFg4K677qKmpoZvf/vbDB06NOLGRc5wA+iee+5h+/bt1NTUcPTo0W4X74l0r732Grm5uUyaNMn/sfMtaBQNxo0bx+9+9ztSUlLIzMxk/vz5PPnkk1E/Ll6vl+3bt/Ob3/yGtWvXsmvXLioqKiJuXOQMNwAOHTpEe3s7I0aMICEhgenTp7Nx40ZiY2P9z4m2RXjefvtt7HY7c+fOpaGhgZaWFqqqqqJ6TAB27NiB2+32/yJSFIW8vLxuF3qKBllZWUyaNInMzI61Z6+55pqI/BmSM9wAqKys5IEHHqC9vZ329na2bNnCjTfeyJEjRzh27Bher5e33norqhbheeGFF3jrrbcoKSnhnnvu4eqrr+aPf/xjVI8JwMmTJ/nd735HW1sbTU1NvPnmm/zsZz+L+nGZNm0aH330EY2NjXi9XrZu3cqMGTMiblzkDDcApk6dyq5du5g3bx6xsbFMnz6dWbNmkZmZyd13301bWxtTp05lxowZapeqqvj4eB599NGoHpNp06axc+dO5s2bh8/nY8GCBYwbNy7qx+XSSy/l9ttvZ8GCBbjdbq666ipuuukmBg0aFFHjIovXCCFEiMiUghBChIgErhBChIgErhBChIgErhBChIgErhBChIgErug1r9fLCy+8QHFxMXPnzmXmzJn8/ve/p729/byfe/XVV1NWVhaCKr+2bt067rzzzpC812uvvcaaNWsAeOqpp3j44Yd79Hler5c777yT2tragNe0e/duHnzwwYC/rug9CVzRa8uXL+eLL77gL3/5CyUlJbz++uscOXKEpUuXql2a6kpLS2ltbe315z3//PNMmDCBrKysgNc0evRoPB4P7733XsBfW/SO3PggeqWyspINGzbw0UcfkZycDEBiYiIPPfQQn3/+OQD33nsvQ4cO5Uc/+tFZHwN8+umnPPbYY+Tm5nLkyBESEhK44447+Otf/8qRI0eYPn06999/P9CxTurq1atxu90YjUZ+8YtfMG7cOJ566imqqqqw2+1UVVWRnZ3N73//+17d/mm1Wnn44YepqanB7XYza9Ys7rrrLiorK7n11luZOnUqO3fupLGxkSVLlnDttdficrn45S9/yc6dO0lJSWHIkCEAfOc73+Hdd9/l448/xmg0Ah2rg/3gBz/AbreTlZXFY489dkZ9LpeLv/zlL2zYsAHoODM+fvw4VqsVu93OqFGjuPLKK1m/fj2VlZUsWbKE2bNn9/h5AP/+7//O8uXLmTZtWq//zUXgyBmu6JU9e/YwZMgQf9h2MpvNFBUV9eq1ysrKuOOOOygpKSE5OZlnn32WP/zhD6xbt46XX34Zq9XK0aNHWbVqFc8++yzr16/nV7/6FXfffTctLS1Ax9oETzzxBBs3biQhIYFXXnmlVzUsWbKE733ve6xbt47XX3+dbdu28fbbbwNQUVHBlClTeP311/nP//xPfvOb3wDwzDPP4PV6+cc//sGf//xn9u7dC8C1117L1Vdfza233srNN9/sf43O+lJTU3nttdfOqOGTTz4hPz+fjIwM/8dKS0t5+umnefPNN/nwww85dOgQa9as4cEHH+Spp57q9fMKCgo4fvw4FRUVvRofEVhyhit6JSYmBp/PF5DX6tu3LyNHjgSgf//+pKSkEBcXR2ZmJklJSTQ0NPDZZ59hs9m49dZb/Z+n0+k4fvw40LEWcWf4jxw5koaGhh6/f0tLC5999hkNDQ088cQT/o/t27ePsWPHYjAYmDp1qv+16+vrAfjggw+47777iImJITk5meuvv579+/ef9T2uuuoq/4Isw4cPx+l0nvGcw4cP079//y4fmzx5MikpKUDHsoTf+ta3/OPUWUdvngcd433kyBH69evX0yESASaBK3pl7NixHD58mKampi5nuVarlQcffNC/1ODpd4y73e6zvlZcXFyXx3r9md+OPp+PSZMm8fjjj/s/VlNTg8ViYfPmzf4/3YEz3vd8fD4fiqLwyiuvkJCQAIDT6SQ+Pp66ujoMBgMxMTH+1z69ztPfp/M5Z3P613Su+nQ63Rm/xHoyNr15Xuex01ffEqEnUwqiV7Kzs5kzZw73338/TU1NADQ1NbF8+XLS09MxGo1kZGSwe/duoCOI//Wvf13w+02aNImPP/6YQ4cOAR1nl9ddd90FXZj6puTkZAoKCvx70DU2NnLTTTexZcuWbj9v6tSpvPHGG/h8PlwuF2+99ZY/kGNjY/F4PL2qIz8/P+h/6iuKQnV1Nfn5+UF9H9E9OcMVvfbLX/6SZ555hhtvvJHY2Fja29u55ppruPvuu4GOTRJ//vOfU1RURN++fZk4ceIFv9eQIUN4+OGH+dnPfoaiKOj1elavXk1SUlKvXmfr1q2MGzfO/zglJYUPP/yQlStX8qtf/Yo5c+bQ3t7O7Nmzue6666isrDzna9155508/PDDzJkzh5SUFEwmk/9Mu7CwkEcffbRXtU2ePJmlS5fS2NhIampqrz63p8rKyujfvz99+vQJyuuLnpHVwoTopb///e8kJyczdepUfD4fd999N1dddRULFiy44Nf83//9X2JjY1m0aFEAK/3avffey4wZM/j2t78dlNcXPSNTCkL00tChQ1m9ejVz585l9uzZWCwWbrjhhot6zdtuu41PPvmky84PgbJ79250Op2EbRiQM1whhAgROcMVQogQkcAVQogQkcAVQogQkcAVQogQkcAVQogQkcAVQogQ+X9IJn+BL++z0gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "sns.displot(data=penguins, x=\"Culmen Length (mm)\", kind=\"kde\")" + "sns.displot(data=penguins, x=\"Culmen Length (mm)\", kind = \"kde\")" ] }, { @@ -3566,22 +3582,22 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 76, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3603,30 +3619,22 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 67, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:434: UserWarning: The following kwargs were not used by contour: 'hue'\n", - " cset = contour_func(xx, yy, z, n_levels, **kwargs)\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 77, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ard1osXbjWFs39le34fN9DTjxX0ZyognpKeaeX8kJSOv3++REI5ITTUhKMPX8PsGEpL7XjOywYkTchJDP54PL7YXT7YXT5YHD5YHT5YXD5UGn3YUOuwsdXU50dLnQ7fbiyNEONLbZYbP/eMOe2WRAYV4qZk4sQFFeKgZmp8BkMPQ9MpmPTiYCjEYBOZYk5FiSjv+Czwdbt7vn35ndBZvdBbvDja5uN7ocbjS221F51Apbl0vUD3IJJgOSEk1ITjAiKdGERLMR6akJEHw+JJqNSEgwIsls7Pm92YjEBCMSzQYk/vBaz5+NMJsMMBoNMBmEnv9vFGAyGGA0CjAaBE68UFhUhdBjr5bD5/PB6+sJFa/XB/T8H3wAvF5f39fh8/W95v0hgMRIMBuQnpKAgdnJGFOSCUtqItJTEpCebILlh8craD3BwGwyIFHHD7vTc316rg2I/foSE03IyUjy+zVBwA83xfrgcvvg8vjgcnvgcnvgdPvg9njhcnvh8vT8MOlyeXp+sHR54XC54fT0nBPsTg+sXS443R443V64Rf7bD8TYG04GAYYffvXUK0AAIKD3f3q+h97XIQj44a0wCALu/9+ZEdURqwQfHzhPREQa4aAqERFphiFERESaYQgREZFmGEJERKQZhhAREWmGIURERJphCBERkWYYQkREpBmGEBERaYYhREREmomqteMAwNrp4KOxiSjqZKQlSnp/c7NN83Uq5ZKXlx7wa+yEiIhIMwwhIiLSDEOIiIg0wxAiIiLNMISIiEgzDCEiItIMQ4iIiDTDECIiIs0whIiISDMMISIi0gxDiIiINMMQIiIizTCEiIhIMwwhIiLSDEOIiIg0wxAiIiLNMISIiEgzDCEiItIMQ4iIiDTDECIiIs0whIiISDMMISIi0gxDiIiINMMQIiLSIY/Xq3UJqmAIERHpkM3u1roEVTCEiIh0qKubIURERBqxdTu1LkEVDCEiIh2ydbm0LkEVDCEiIh1qszm0LkEVDCEiIh1q7WAIERGRRlo7eE2IiIg00t4ZH52QScmNr1q1Chs2bAAAlJWVYdmyZVi7di1efPFFCIKA8ePH495770VCQoKSZRARRZ1WqwM+nw+CIGhdiqIU64S2bduGLVu24M0338Rbb72Fffv24dlnn8Vzzz2HNWvW4J133oHX68XLL7+sVAlERFHL4fKgoyv2h+QUC6G8vDzcfvvtSEhIgNlsxrBhw+B0OrF8+XKkpaVBEASMHDkSdXV1SpVARBTV6pu7tC5BcYoNx40YMaLv91VVVdiwYQNeeeUVlJSUAABaWlrw0ksvYeXKlUqVQEQU1Vq7XMjLS9e6DEUpek0IAL7//ntcc801WLZsWV8ANTQ04KqrrsJFF12EadOmKV0CEVHUMZsN+O5wKxpHd2hdSsSCBamis+N27NiBK664ArfeeisWL14MADh06BAuvfRSLF68GNddd52SuyciilrZaYmoabRpXYbiFOuE6uvrcd111+Gxxx7D9OnTAQA2mw2//e1vcdNNN2HRokVK7ZqIKOrlZiZj256j8Hp9MBhid4acYiH03HPPweFw4MEHH+x7be7cuWhqasLq1auxevVqAMDZZ5+N3/3ud0qVQUQUlfIzkuFweXC0tQuDclK1Lkcxgs/n82ldhBTWTgeiq2IiIiAjLVHS+/+99RBWvbEXv503BjMmFChUlTo0uyZEREThyUhNRILJgIq6dq1LURRDiIhIhwwGAQNzUnCw1qp1KYpiCBER6VRxXhpqGm3o6o7dZwsxhIiIdKp4QBp8PuD72tgdkmMIERHp1KCcVBgNAr6patW6FMUovmICxZ6q+sjHqEsKLDJUQhTbTEYDCnNTsf8wQ4jinBzBE2x7DCUi/wYPSMfWPfWwdjphSY29x95wOI4Cqqq39v1Sa19EdLzSQRb4AOytbNa6FEUwhMgvrQKBYUR0vAFZyUhNNmHXwdgMIQ7H0XH0EgC9dXCYjuKdIAgoHWjBvsoWeLxeGA2x1TvE1ndDYdNrB6LXuojUVDrIArvDjUMxeOMqQ4ii4iQfDTUSKaWkwAKjQcCOA41alyI7hlCci6aTezTVSiSnRLMRQwvS8dWBY/DG2ArODKE4Fa3DXNFaN1GkRhZnorXDEXN//xlCcSjW/hITxYPhhRkwGAR8uT+2huQYQnEmVgIoVr4PIrGSEkwoGZiOL/c3xNSQHEMojsTaiTvWvh+iUMYMzkKL1YGDNW1alyIbhlCciNUTdqx+X0T+jCjOQILJgC17jmpdimwYQnEg1k/Usf79EfVKMBkxanAmvtp/DA6nR+tyZMEVE2Kc0ifoihA3z5UWqrPiQVW9lasrUFwYNzQbeypasPNgI04bO1DrciLGEIphSgRQqNAJ9X61QinWhfPfliEdG4rz0pCRmoBPdtUxhCh+SA2fUNtRIoxiuRuS4weK/tuI1eMUDwRBwMRhOfh0dz3qmjoxKDdV65IiwmtCMUquLqii1ipbAKmx3Vi6PqTkozR40290mzgsB0aDgE1f12hdSsQYQjFIzgBSmhJhFM0nVzWf4dR/fxRdUpPMGDMkC1v31KOr2611ORFhCMUYOU4oSnUpofYZz7QOAwZR9JkyIg9Olxdb99ZrXUpEGEIxRK4A0oqc+46Wk6rW4dOfXuogcQpyUjAoNxUffHkEHq9X63LCxhCiPnroRuIliPQUPv3psSYKbNqYfDS1d+OLb45pXUrYGEIxIpKThxbDb8HoqRa56TV8+tN7ffSj4YUZyM9KxjtbK+H1Rud6cgyhGBBpAOmRXHXp6YSqp1pCiaZa45kgCJg+dgAaWu346kB0dkMMoTim1wDqFStBFA3djz/RWHM8GlmcibyMJLy9pTIqV9dmCEW5cE8Ueg+gXtEeRDyRk9IEQcBp4waivrkL2/dF38KmXDEhisV6APWqqLVG3XI/SoZPoP9+XIUifo0enImvDqTg1c2HcNLIfCQmGLUuSTR2QlEqXgKolxx1q3kDqFx6J430/yX2vXJhN6d/giBg1pRCtNmc2LD9sNblSMJOKI5ocSKX86doOToiJX+y19tKFUqu00f6U5SXhjFDsrBhezXOmDgIORlJWpckCjuhKBTOyS6SE1skS8movQyNGEqtxRYpPa/Tp6f/fhRY2aRB8Pl8eO3jQ1qXIho7oSijZgDJfeKRYxVnua4P9dYSaVcUTatUROO1NZLGkpqAqWMGYNveo5gxYSDGD83RuqSQ2AnFuHBOcGp0Lnq5tymSOqIpgLTaH6nvtLEDkJORhOc37Ifdof/FTRlCUUTqSU/qCUftYbNI9id3EEmpQ47jpOUqFXrpjEkZJqMBF0wdjNYOB17dfFDrckJiCEUJJQNI62s2egii3joC1SLntS09dCN6qIGUMyg3FaeOzsfmnXX4pqpF63KCYgjFIKkBpAdaB2F//QNH7rp48ie1zBhfgGxLIla/r+9hOcHni651HqydDkRXxZGTchKMxgA6kdTJAtFwsT3S2YnBRDK5Ipxjx5tXw5ORlijp/V/sroXD6YlonzWNNryy6XtMHTMAVy8YC0EQItpeuPLy0gN+TdFOaNWqVZg3bx7mzZuHhx56CACwbds2LFiwAHPmzMFjjz2m5O5jghIBpKeuwx+lr32pLZLJIWKOhR6nwZM+FOWlYeaEAmz/pgEfl9dpXY5fik3R3rZtG7Zs2YI333wTgiDgqquuwvr16/Hwww/jxRdfREFBAa655hp8/PHHKCsrU6qMqKZUAEVKyZ/M++9Dynb0Ov04nMkhkYiV40byOW3sANQ2duLlD75DaYEFgwcE7kq0oFgnlJeXh9tvvx0JCQkwm80YNmwYqqqqMGTIEBQXF8NkMmHBggXYuHGjUiXQCSK92TScn8wj+Qld6mf11hFpNTmEXRH1JwgC5p42GMmJJjzz1l7dXR9SrBMaMWJE3++rqqqwYcMGXH755cjLy+t7PT8/Hw0NDUqVENXkPvlKnYIst0huVJXy071efrLXw7U5scdNL8eMjmexJMPlluex3ZkALp09Cs+9sw8vbzqI2351imbXh06k+IoJ33//Pa655hosW7YMRqMRVVVVfV/z+Xy6ORB6ImcAaR0+wfYjJYyiMYjEYMdCgVit9ognJvSXlWLGmZMKsHlXHVa/swcLTh8q27ZD0Wxiwo4dO3DFFVfg1ltvxeLFizFw4EA0Njb2fb2xsRH5+flKlhDT5AogrYZvwrlJVCwth+bEdqZqHHOGHPV36uh8jB+ajTc/qcRX+/XxJFbFQqi+vh7XXXcdHn74YcybNw8AMGnSJFRWVuLw4cPweDxYv349zjzzTKVKiEpiTxpyBJBerh1IqUPvQST30Kgc9PDfmPRBEATMObUYRXmp+Pv6b3D4aIfWJSkXQs899xwcDgcefPBBLFy4EAsXLsQbb7yBBx98EDfccAPmzp2L0tJSnH/++UqVEHXUDiC9USKI1KS3iRFSRHPtJI3JaMDCGUORkmjCk6/tRpvNoWk9vFlVR+QIoVDbCPcEfqS+WfJnigvCX8FXzPUfsdeI1Lg+pMQUeTHvFXsMxLxP7HHizarh0eJm1WCOtXbh5Q+/R2FeKpYtOUnRp7Fqdk2IxNNbAB2pbz7uVzgi2YbcS+Xo4Sd9Ja7RRXv3SNrJz0rB/NNLUHW0A399Zy88Xnlm4knFENIBuYbhIt1HpKEj9/bl7uqUCiK5rgOFe42OAUPhGl6YgdmnFKP8YDP+9Z/voMXAGEMoSkRyHSjUSUrJ4Il0n3oPIrm2J8dKCUThmDw8F6ePG4iPd9Xh3W1Vqu+fIaQxpZfRERNAWhITRnoNIrmuA8m5UoIa+6HYM2PCQEwozcFbn1biE5XXmOPjvaNAuNeBgn0tnPBpOVYj+r3Z+UWStn2kvjnoRIZQN6uqvWaa3gKo//Y4cYCk6p263dntwj837kdGagImDc9VZd/shDQk5gSkZQC1HKs57pcUJ35WzOdDdUVKdEThdEV6mORAJDejQcCC00swIDsFz7y1F4fq2lXZL0MoBgU6GYsZ+go3dMSQEkaBKNFZiA0VqaHF4TGKNolmI352RinSks144tXdONrSpfg+GUIaUaoLChZAwSgVPOHuK5IgCkdvwPg75nqZ4i0Ww40ikZpsxkVlpfD6fHh07S60K3wzK0MoCskZQGqGj9R9hxtEkZ6E+wdSuOETq10QrzfFh+z0JFx0ZinaO5147NVyRR//EHJiwv79+/Hhhx+isrISBoMBpaWlOO+881BaWqpYUbEu0i5IyjZDBZBY1sYqSfX0suSVhHxPbx3+JjOEmrAQiJ4v0GsZQHo+LqQvBTmpWDijBG98UoGn39yDm34+CSaj/H1LwC22tLTgxhtvxK233oq2tjZMmDABkydPhtVqxe9+9zvcdNNNaGpqkr0gCk7qqgf+iO1+rI1Vfb/CJWUbgWoK9H3otduQc79yrFxBFK7SQRk4f9pgfFPVin+89y28CtzMGnDtuGuvvRZXXXUVTjnlFL8f3L59O/7xj3/gb3/7m+xFBRPta8dF0gVJGYYLFkDBRBI4UgTrkAJN7w7UEQX7yV6Ln/rlCMdggSO2Mwz0vQd6XcyUdXZR4dPb2nFSfP5NAz4pr8MF0wbj57OGS/58sLXjAg7HPfPMMzAYArde06ZNw6mnniq5GApOrmE4f4IFkFrh039/gYKo5ViN5PuMAlF7+EmN7izcIcpIMYDi17Qx+ejocmLD9moMyk3FjAkFsm07YAj1D6Bdu3ahvf34OeNlZWVBQ4p+KpITUKTDcHIGkJj3i7kW1Lsdf+/1F0SBTr5y38iqNTHDbloFEcUnQRBw9klFaLE68MLG/RiYk4JhgzJk2XbIiQk333wzvvrqq+OegCoIAsrKymQpgMIndhgu0gAKp0s68TPBQilQVxSPQcTrPqRXRoOAC2eU4MX/HMCq1/fgj1eciqx0aUOM/oQMob1792LTpk1ISEiIeGfxTIlrQSeScgILFSxyD88F63p6vy6me4qE0kGk14kS/UVyPYgoOdGExWeU4qUPvsOqN/bg9l9OgdkU2XOIQo6nlZaWwu1Wbo44hUfsCc1fF6R2AJ247UDb9/e6v/rDnS0n9j3h0EPAEKkhLzMZc08bgsp6K17894ugg7EAACAASURBVIGItxeyE7rkkktw4YUXYsqUKTCZfnz7ypUrI945/UhKFxTJMFywgFFzckKgzsff61KG5cTQ69Ccnofi9Hi8SDsjizNx+viB2LLnKMYOzcZpYweGva2QIfTUU09h5syZGDx4cNg7iXda/JQsdRUEKQFkbawI+R5LXuibmZUYghMbMHIGEbsgikenjxuI6oYO/HPjAZQOykB+ZnJY2wkZQgaDAffcc09YGydxlOiC/PEXNOImJoQOnWCfCRZI/oJIjW4IULcjYlBRrDEYBMybXoIXNu7H6ve/xbIlUyAIgvTthHrDuHHjsHnz5nBqJI2Ecx0okHACyN82gm0n3HAMRMoJn080JQpfRmoCyiYNwoHqNmzZUx/WNkJ2Qtu2bcO6detgNpthNpvh8/kgCAK+/vrrsHZI8hLTBUmZCPDj1yIPH3/bFDNMF4icN7H21xskUrsiPQeQnB0erwdRMBOH5eDbw61Ys+kgJg3PhSVF2kzqkCH0wgsvhF0chT5RRToUdyKx14LUDqD+2/YXROFeHwr3viF/xIaRnsMnHJyeTZEQBAGzTynG6g3f4t2tVfjl7JGSPh8yhAoLC/2umFBYWCitUpJduF1Q4M5IufA5cT9aTVwQo3/I9A+kWAsfIrnkZCRh4rAc/HdnLc49uQgDslNEf5YrJuiQkl2QXNOwg21H3JI9Pw0iMaEjZUhOjokHeg2ecCZkcFiNlHT6+ALsrWzB+9sP48oLxoj+HFdMUFC4Q3FiRHItyP97Q3dBYrcXanUEuel9HTW9BhmRnNKSzRg/NBuf7T2Ki84cBkuquMzgigkxIpIuKFQAhftModArM8gXfIFEUwCIDdJQ7+OkBNLKyaPy4fb48HF5nejPcMUEnQl3KO5E4ruW0AEUCanXdbS6DkREkcuxJKE4Pw2f7T2K+dOHiLpviCsmRKETh+KUuhYk5/UjLYNFr8v0+FNckBNwqFWJIUfOjCO5jR6ciQ++qkFtUyeK8tJCvp8rJmgkkutBocjRBan9kDsplFg9QU/8BZFST1MlktuIop4Q2n2oWVQIccUEnZPjmoYeAkXraeHRdG0I6Amd/r+IokVashnZlkQcqG4V9X6umKCQcE56Yj4TzlCcP9HaBZF62D1RuIry0nCwtr0vL4LhigkxhgESWDRdGwqH1KE4Xg8ipeRYkrD7UDM6u11ISw4+VTvgcNyrr74KoGdlBH+/AGDt2rUylh0/xF4P0mIojiFGRJHqfez3sdbukO8NGEJutxuXXHIJXnrpJdTV/Tjnu7a2Fq+88gouuugiuFwuGcolsdQYiot10XZtSKxY7vAo+qQlmwEA1i5HyPcGHI5bsmQJysrK8Le//Q2rVq1CR0cHAMBisWDOnDl44oknUFQk/4rG8SpWJiBIFcmq2uGK9WG5/sL9PuPl+JAyEsw9/U1Xtyfke4NeExo0aBDuvfde3HvvvWhtbYUgCMjMzJSnStKdaAyxaFBSYFG0AwsnMHg9iJRkNvaEkMMVOoRCTtHulZWVxQCKMnoKFb2tghArw3LBAojdDGnF4/UBAEzG0CsmiA4hUpdSJ0m9Xw8SE1ZyPdiuqt4a1WHEkCG9+jGEQkcMQyhKhJqUoKeuJ9qoEURyB0Yk2ws1FMdwo0jZHT2LXqelmEO+lyGkgGj+6VoJgbobMZMS1BrGU6MrkuvkLmY7DBLSks3eM3M6Oz0p5HtDhtAHH3yA2bNn4+STT8ZJJ52EKVOm4KSTThJXiM2G+fPno6am56f2LVu24MILL8T8+fOxbNkyOJ1OUduJJUquGUeRUzqMIg0HhgtFA2tnz7k9My0x5HtDrpjw5z//GbfddhtGjx4talnuXuXl5bjrrrtQVVXV99qdd96Jf/zjHxg2bBhuvPFGvP322/j5z38uepuxSomTnl6G56R0QXqavND730SJk364s+XE1hLsfZwVR2po6XAgNcmEtGQTfL7g7w0ZQmlpaTj33HMlF7Fu3TosX74cy5Yt63vN4/HAZrPB4/HA4XAgMTF0SlL0ijRU/H0+0KQEpRb5VCqMercnJozY/VC0aW7vxsDslJABBIgIoQkTJuDDDz+UHET333//T1675557sHTpUqSlpaGoqAjnn3++pG1SbNB7F+SPUje46mnCghyfJ/lYLMlwub1alyGZ1+vDsTY7Zp1cjLy89JDvDxhCU6ZMgSAI8Hg8WLt2LRISEmAymcJeRbuxsREPP/ww1q9fj6KiIqxcuRIrV67E8uXLJW2Hwl+uJxRLXolsw3h6D5Vw6H2lhVC1cSguulitdjicoW/21Jumdjtcbi8Kc1PQ2Niz0k6wMAoYQuvXrw/4IZ+YHusEX331FUaOHNn3hNZf/OIXuOmmmyRvJx6cOEQT6EmbehUsgMR2QVKG4tSk9yAi0lpNYycAYERhhqj3B5wd17ta9vLly3+ygvYtt9wiubCRI0di9+7daGpqAgBs2rQJEyZMkLwd+im9TEIAtOmA1H7omx6n4DMYSS+qGzpgSU3AwOxkUe8P2AndeOONqKysxJEjR7BgwYK+191uNxISgj8fwp9hw4bhd7/7HX71q1/BaDRiyJAhWLFiheTtkLIiGZILFUDR3gVFMw7FkRp8Ph+qG2wYNzQbgLjZ1AFDaNmyZaitrcXdd9+Nu+++u+91o9GI4cOHiy7qo48+6vv94sWLsXjxYtGfJW2EE0ThBFA009OwnF7qIGpq70aXw40xJVmiPxMwhIqKilBUVISNGzfC5/PhwIEDMBgMGDVqlKT7hSi2RTL8JkcXpPZQHBEFVt3QMxFh/NBs0Z8JOUV7586duOmmm2A0GuH1emE2m/HMM89g1KhR4VdKutcbBoE6IinhE2tdUC89dENi9i92KE7r74WiX0WdFbkZScjLTBZ1jxAgIoTuu+8+3H///TjzzDMB9AyvLV++HGvWrImoWIoOkd9w6j+A2AVFjqFBeuJweXD4mA2zphSKDiBA5AKmvQEEAGeffTbsdrvkAkkf1OxKIg2gYOI9gIj0pqreCq/Xh5NH5Un6XMgQmjhxIt5///2+P2/ZsgUjR46UXiEpRo83hsoRdtEwI06r6drsgkhvDta2IznRhJHF0h5+GnI4bsuWLVi3bh3uvfdemEwmNDc3IzExER9++GFYKyfEA6Uf5yyGnKsfSN934ABiF6QuTs0mNXi8Phyqs2LisBwYJE5cCxlCL774YtiFUXhODLHighxZV02w5JUq9oRVqQEUSDR0QVphF0R6c/hoB7qdHpw6Ol/yZ0MOxxUWFmLPnj1Yt24dsrOzsXPnzuNWTyD16fUEHU4AxcJkBK27XiKtfXu4BUkJRkweIe16ECAihJ599lm88sor2LhxI7q7u7Fq1So8/fTTYRVK+hkekXuCglwBFIweA4go3rncXnxX047JI3JhNEi/hzRkCL333nv4+9//juTkZGRlZWHdunVBFzcl6ZQaXlFjFQNLXmlY2wlUm167PCLyr6KuHS63F6ePHxjW50OGkMlkOm6tOIvFApMp5KUkihLhBpHY8JHrOpDeu6BYGJKLhe+B1Pft4Vakp5gxriS8f6MhQ6igoACbN2+GIAhwOp34y1/+wmtBOhTZ8jniuxlp7/VfU6wOw/EkTvHG4fTgUJ0VJ43MQ7iruYVsae6++24sW7YMBw4cwOTJkzFp0iQ88sgj4e2NVCdlqrZc14mCP0/I/9fUfmy3UvSwlA+RWr6raYPH68OMCeENxQEiQmjAgAF44YUXYLfb4fF4kJaWFvbOKHwnTtPOzi8S/YRVNe8ZkjOAopXSQcSgI73YW9mCHEsShot8gJ0/QUOovr4er7zyCr777jskJSVh5MiRuPTSS5GdLX6FVApPODe8anmDau/+pX5N7utAvSdnrYfGevfPsKBY1WLtxpFjNiycORRinx3kT8BrQvv27cPPfvYztLW14YwzzsDUqVP7HnC3f//+sHdI2lByaR9LXommAVRSYOn7deJrWquqtyoSiGK3WVErbd9ahzdFj92HmiEIwFlTBkW0nYCd0KpVq/Doo49i+vTpx73+8ccf4/HHH8df//rXiHZMxwun8/E3JBesG5K7UxITbEoGkJiQ0cMSSgA7I4otHo8XeytbMH5oNjJSEyPaVsBOqLa29icBBABlZWU4duxYRDuNd+HesCrHRfpQXYuc29A6gMJ5r9J6OyM5glEP4Urx6WCdFV0ON8qmRD5TOmAnZDAEnr3tk/KwiDglx0/gYrYhtRvq/x4g8EPr/L1XrGDvjzSAwg0UvXRE/fWvR09BSRTK7oNNyEhNwJTh0pfpOVHAEOIjvKOb2KE3ua8V6TGA+n9eb0HUK9zhOjEz5SpqrZK6b86+o2DaO52oPNqBC04bHPa9Qf0FDKEjR47g2muv9fu1mhpxU4NJGjEnSX8ragearq2XqdmA9gEULXjtiPRuT0XP+WfWSfIsWhAwhO68886AHzrvvPNk2TmFFulP70oHUSThA6gfQHruhvqTEkZKdC7shsgfr9eHPRXNGD04E7mWZFm2GTCEFi9eLMsOyL/SQovk6bO9pHRDgDaz4nprCiZUAPEkKF8YSB2SI/Kn8qgVHV0uWSYk9OJKpDEkVBD1CieQ5HwgndbDb9HSDfUSE0TsXEgNuw81IzXJhFNGSX94XSAMIZ3xd4L091okT1tV6sZVMcvvaB1A0UqOIOIEBYqEze7Cwdp2nHNyUVjPDQqEIRRjeoNA7Lpycu4zGIZP5BgKpKV9lS3w+eSbkNArZAg1NTVhzZo1aGtrO+71u+66S9ZCYlGoYR8p14WkdkNSFjgNl9iFR+MhgMLtSnuJvUk3VBDJHVQMPgJ67g0tP9SMYYMsKMhOlXXbIUPo97//PZKSkjB27FjeO6QSKdcsQgURIG9XJGXFaz2Hj1zXhSINnxO3I+aYRRIMnKBA4ThyzIY2mwOLy+R53Et/IUPo6NGj2LBhg+w7JukCnThDXR+KJIzCecyCnsNHLnKFT6DthjqGwYKI3QvJrfxQM5ISjJg2ZoDs2w4ZQoMGDUJXVxdSUlJk3zkFJvUndTETFZR8bo/UVa+jlVLhE2g/enioH0Mtvtkdbnx3pA0zJgxEginkw7glCxlC+fn5WLRoEaZOnYqkpKS+13lNSB5S7xcKFk6RzJgLlxrhE+oaiFrUPra9+wx0jMMNBw7JkRQHjvQ8PVXOe4P6CxlChYWFKCxUZucUXKDA0TqItA4ef+9TOoy0CKD++5YaRJygQHLZf7gVeZlJGDowXZHthwyh66+/Ht3d3Th8+DBGjBgBh8OB5GR5lmug8IUKIkC+E2ckTzhV+jP9P6vXG1CDXYsTO0QaLIiIlGKzu1B9zIa504cgkqenBhNygK+8vBznnnsurrnmGhw7dgxnnXUWvv76a0WKiUViTqzBhkaCfT7UtosLcvp+SdH/c1I/G84TTfXyFNRAwgnzlmM1fb/keF+wOgKFb7BQDnfJKIov+6tbAQAzxg9UbB8hO6E//elPeP755/H//t//w8CBA/HQQw/h/vvvx+uvv65YUSSe2A5AyZ+i1e56gm1TbDck9n1SAijSqfC9nw/WHWnZEXFILv7sP9yKQbmpGJSbCqUeIxeyE+ru7sbw4cP7/lxWVgaPx6NMNXEs3G5IzNeV0Nu9xFrX05+aARTptvQ6FEnRq7PbhbrmLpw8Kk+xAAJEdEImkwnt7e19N6pWVFQoVw0FFOqnfDUu0Cs9yUAOal8bUmpVimBdkZRuiN0LhauqvgMAMGVErqL7CRlC//M//4PLL78cTU1NuOWWW7B161asWLFC0aLiVajp2mJOsHKGkRxPMo1WYrogNdfnUwKnalMwFfVWpCWbMUShWXG9QobQrFmzUFpaiq1bt8Lr9eK6667DsGHDFC2KAhP7k/6JASA2vCIVzcEjhVoB1HKsRnQ3pEbXw84qPni9PlQdtWJCaS4EhWbF9RK1inZKSgqmTp0KoGchu4MHDx53nYiCkzJEJObm1XCGnJR+Pk80CXXsQnVBUgJIzLObQj1aI1AQESmlobULdocHE4cpPwkmZAitXLkSL730EtLT0+H74eqUIAj47LPPFC+OAtP6vphoCx6x5AogKQ8O7H2v1Oc88d4hUkpNYycAYNzQLMX3FTKEPvjgA3z66afIypJejM1mw6WXXoq//vWvKCoqws6dO7Fy5Up0dnZi1KhRePDBB5GQkBBW4bFM7FI+aq0W0H9fcgp2PUKP97GICaBIHqNubawKGERiuyF/w2XBhtB4XYj8qWvuRGZaIjLTEhWdGQeImKJdUlICi0X6X9Ly8nIsWbIEVVVVAHoC6YYbbsCKFSvw3nvvAQBee+01yduNVlJP4lJODEpNew53GnYgpYWW436Jfa+cggV2sC5I6QCScxtEkapv7sLQAoviAQSI6ISWLl2Kyy+/HNOmTYPJ9OPbr7/++qCfW7duHZYvX45ly5YBALZu3YrJkydj9OjRAHoWQOX9RsGFs7hpr3C6I7mDLJ5+wpYzPAJ1RLw2RGrotLtg7XRimEr/fkOG0LPPPou0tDR0dHRI2vD9999/3J8PHz6MlJQU3HzzzaioqMBJJ52E22+/XVq1cUhqEPXS6pqNEsEj5RiEOzQZbhekVOcSbGiuP14XIrnVt3QBAIYXZaiyv5AhZLfb8corr0S8I4/Hgy1btmDt2rUYNGgQ7rzzTjz77LO44YYbIt52tAh3MkG4QaQGtbodOY5BoGOvtwAiAgCLJRkut1f1/dqretaLmzR6INKSzYrvL2QIDR06FPv37+8bRgtXbm4uJk2ahOLiYgDABRdcgH/9618RbTOe6CmI4mWYTc4AOvH9Yrocf90Qh+Tih9Vqh8Op/iWLumMdSE0yobuzG3ZbtyzbzMsLfMNryBCqr6/HxRdfjMLCwuNmsr377ruSipg5cyaeeuop1NfXo6CgAP/9738xbtw4SduIBZFMre49+WsRRtEePFK7IDkCKNj7wp2WTaS0lg4H8rKSVZmUAIgIoVtuuUWWHRUUFGDFihW49tpr4XA4MGbMGNx2222ybDveqBVG0RY8akxVFxNAUu8RYhCRnrR2ODBuaLZq+wsYQvv27QMApKamRrSDjz76qO/3Z511Fs4666yIthcL5LrRtH9IyBFI0RY6YsnVBckdQP0/wyAiPXB7vLDZXcjPUu/BpQFDKNiEAUEQsGnTJkUKihdyr3jgL0ACBVOsho0UegkgIj3p6nYDADLTElXbZ8AQ6t/BkDKUXnonnsImnKeLnijcAJLrJlV/3ZDeuqRYXa6JenQ5ekLIkqreSjYhrwmtXr3a7+tXXnml7MXEI63XgIsWcl7/8tcFaRlAWoqnH1QoNPsPIZSRqvzU7F4hQ+i7777r+73T6cSXX36J6dOnK1pUvInFIFJzXTspXZCUp6XGegARnah3OM6SooPhuF4rV6487s8NDQ248847FSsoXkVrEEl99Lha32Okw3AMIIpH3c6eEEpJEvWUH1lI3tOAAQNQW1urRC1xT83uIRJ6ui4g5ViJHYYTc39PNOEDC0kst6fn5qAEU8i1rWUj6ZqQz+fD3r17kZPDtaqUpLcwkvPkE07HJ/V6kNhhOKlPR9UigPQ0KYFin8fbE0Imk7JPU+1P0jUhoOem096VsUlZWoZRNPzUG8lxkToRQS8d0IlL9py4eKmU/25SHxdCsc/j9UIQAKPBoJ8VE/pfE3I6nXwInQbUuK6i15OMUl2QP3IHkLWxApa80rA+S6QFt8cHk1G9oTggSAg5nU7cfffdOPfcczF79mwAPTewZmdn47777jvu2UKkLn+BITaY9Bo2Uon9fiO9DiR+nbiKgK9HexDFyt8ZCs3r88FoUG8oDgjyZNUnn3wSNpsNJ510Ut9rK1asQHt7O5566ilViiPx+j8FNdivWCYmmOQOIGtjRcAA6v8erQT6b877g8gfgyDA4/WpNhQHBAmhzZs345FHHjluEsKAAQPw0EMP4cMPP1SlOIpvgYbi/IWNmGE4sQFkbawSMUU7dPic+H65RXI9SKxY/8GFjmcQBHi9PggqNkMBx9TMZjOSkpJ+8npaWhqvC5HuibkOFCiAgn9Gma7G3yy4E1/jc4RIaQZDz5CcqvsM+AWDATab7Sev22w2uN1uRYui2CX2Wk6kXdCJTuyC9BRASol0KI5dUPwxCAJ8PnWDKGAIzZ8/H3fddRe6urr6Xuvq6sJdd92FOXPmqFIcUTjEDMOdKPgNqtKG3oiileGHSQlerw5C6Ne//jXS09MxY8YM/OIXv8DFF1+MGTNmwGKx4LrrrlOtQIo/kXRB4Q7DBX6vNuETaigu3OtB7IIoGMMPF4M8KoZQwGtCBoMB9913H6699lrs27cPBoMBEydORH5+vmrFUWzR4qbbSIbh1AogJVZFiCREGEDxS4tOKOTNPoWFhSgsLFSjFiJZu6BoCKBwqDErjuJT7y1CHq+K+1RvV0TykaOr0msAKTUrTsxQHAMtvunqmhCRnMSEhpQu6ERSuyC1AyjQqgl6G4qjePdDCOlhdhyRXkU6DKfXDgjQdkICw4uAnvBRc+EehhDpQiRdkBy0CCA9dUEMIDqOHlZMIJJLuEGixGQE/5MTQgeQv8+p/awfpadlE2mBnRBpTurjGuQUbgBJIXYV7UgnJLALokj1XgoSVGyFGEKkKDmH05S6FhRIqIVMIwknqV3UiV2QWOyCSAqXu2dudqLZqNo+GUKkKaWuBUU6DCfXk1SV6oLk6l7YBVF/dqcbRoOABDM7IaLjSO2CQlEjgALR04QEov66nR6kJJkgqPgsB4YQKUbOCQlSRDoMpzatpmUzuOhE3Q43UpPM+nioHZHSxE5IiNYuyN9Q3ImBIzWA/GGYkFy6HB6kJqs7aZohRLqixSKn4VJ7ijbALoiU1d7pQI4lWdV9MoRIEaHCRKlp2ZEMxem9C/IXHAwTkovT7UFHlwsDcxhCRH3UHIqTQmoXpGbXxC6IwtHc3g0AGJSbqup+GUKkG9E0FBeMmGnZWnVBDCAKpK655ynaIwozVN0vQ4hUp8ehOCmCdTVyDMOJEShMeHMqhauuqRPpKWZkpSequl+GEMlOro5G7qG4UMQMmakxDMcp2aQ2r9eHqnorRg/OgrpraDOESCeiYSguVKAoMQznD8OE5Ha0pQt2pwcTh+eqvm+uok3UT/+QsDZWie5klBqGYxdEajhwpA1Gg4DJw8NbozAS7IRIVVqumC2VnAEkBqdkkxa8Xh++OdyCMSVZSE0yq75/hhDJSqnrQXolNoCUHIZjF0SRqDxqRafdjdPHF2iyf4YQUZjkWiHbXwAxOEgtOw40wpJixqmj8zXZP0OINCem6zlxZly4xAZHuNtR6joQuyBSQlO7HVVHO3DWlEIYDerOiuulaAjZbDbMnz8fNTXHT6X917/+haVLlyq5a4pxck/PFsuSVxp2APkTyXUg3hNEkdq69ygSzAacc4r0e9XkolgIlZeXY8mSJaiqqjru9YMHD+LZZ59VarcUJ8R0FIFCINxuKNjnxARQONeBIsEuiIJpbLPjQHUbzj6pEOnJCZrVoVgIrVu3DsuXL0d+/o/jjE6nE3/84x9x4403KrVbIlGCdTRS3mvJK5EtgNgFkZo+3lWHpAQj5k4v0bQOxe4Tuv/++3/y2iOPPIKLLroIRUXatX4UXyx5JUGX74nkGpGYWXCANgHELoiCOVTXjop6Ky4qK0WaBtOy+1PtZtWtW7eivr4ed9xxB7Zv367WbilGFBfkhJycECpw5MQAIqVZLMlwub2yb9fl9uDjXXXIz0rBZReMRYLZKPs+pFAthNavX4/vv/8eCxcuRFdXF5qamnDTTTfh8ccfV6sEilNyhlPg60w/fV3uAKL4YrXa4XB6ZN/u5p21aGrvxk2/mIT2ti7Zt+9PXl56wK+pFkIrV67s+/327duxatUqBhBFJDu/6Cez5AIFTqRBFHzl7J9+Tc4leXqxC6JI1TV14ssDx3D6+IGYWKr+Ej3+cO04ihu9YSEljEIvWvrTr/sLILErY3MYjpTi9nixYXs1LCkJ+OXskVqX00fxEProo49+8tq0adMwbdo0pXdNUaykwBL20j2hJyOUhFeUiG1EshoCA4iUtHXPUTRbu/G7n09EcqJ++g+umECaE3sC9XdCDzTspdTjtP1Nye6tQ6sAIgqlptGGL/Y34LRxAzBpmPqPawiGIURRL1gQyRVGwbYlZvgNUC6A2AVRMF0ON97ZWoWs9EQsPW+U1uX8BEOIokqgVQaCTQSIJIxChQ8DiPTM5/Ph/c8Pw+5w4/rFE5CcoJ9huF76q4joB1KvC/mbLdffiWFy4nUjKUEVKPTkCCCxGEAUyhf7j6GizopfnD1ct39fGEKkC1ICJ9iNq6GCqL9wuiMp4QOEF0CciEByqG204ZPyOkwcnoPzpxZrXU5AHI4jVUm90B7oZBts8c9Aw2SRCLZNuQKotNDCACJZ2B1uvLOtCplpibh6wVgA2jymQQx2QiSrSKZWB/psoNdDLeXTGxrhPvYhVJCp3f2E2gYR8MN1oO2H0dntxh2Xn4SURG3XhguFIURRTcyacv7C5MRgkto5MYBIr7460IhDtVb8fNYwDBuUoXU5ITGESHWlhRZU1PrvlqR2Q8CPgSDl6avhDtcFGwZkAJHW6po68fGuWkwozcEF0wZrXY4oDCGKGqGG+sIJIzFCPXwuWEAwgEgt3c6e60AZaYm4+kJ9XwfqjxMTSHZiTprBTsDhntR7FRfkRPzU0t5thOp8GECkBz6fD//+4ghsXS78z6LxSNX4GUFSsBMiXQrW9fSemENNgAgWIEfqmyMKqkiCkgFEcttT0YIDR9qw6IyhGF6o/+tA/bETIs2EOhmHOglHcpION4Ai7X4YQCS3Zms3Nu2owfCiDCyYUaJ1OZKxEyJFRDJVW8p2xHZFkdYQ6Xuk3B/FACKx3B4v3t1W5u3t3wAAEABJREFUBbPJgP9ZNB5ClFwH6o8hRJoKNlOul5hA63/iliv85HofA4iU8unuehxrteN/F09AVlqi1uWEhSFEihHbDckVRP3f60+gqd/hkjOAGD4kVV1TJ77cfwwzJhTglFF5WpcTNoYQ6YLYIALC73TkONGL3Qa7H1KSx+PFxi+qkZGagMtmj9C6nIhwYgIpSsoJVkrXoPaJW8o+GUCktC/2H0NTezcuP2+ULh/PIEV0V09RQcpQmpiOqP92eykxMUFqQMi1OCtRMC3WbmzbexSTh+fi5JHROwzXiyFEuiMliHqdeEIPJ5TCDQWGD6nF5/PhP18egdlkwK/O199TUsPBECJVSJ2y3XtilxpG/fenNKnhAzCAKDLf17Sj+pgNl547AplROhvuRAwhUk049w5FGkZKCCd8AAYQRcbj9eHj8jrkZyXj3JPlfV6WlhhCpKpwb2LVQxgxfEhLeyqa0drhwPUXTYBBiL6bUgNhCJHqIllNQe0wCjd4ejGASA4ejxef7zuKIQPScdKIXK3LkRVDiDQR6bI+J4aDXKEUaej0YviQnPZVtcLa5cIVc8cgWh7RIBZDiDQj1/pygHzhIQcGEMnJ5/PhqwPHMCg3FZOHR/aIEj1iCJGm1FiAVC0MH1JCdYMNTe3d+PUFoxFrXRDAFRNIJ6L5BK7FCg4UP3YdbEJKkgkzJgzUuhRFsBMi3Yi2rojBQ0qzO9w4WNuOMycPgskQmz0DQ4h0R89hxOAhNe2vboPH68OZkwZpXYpiGEKkW0qvDScFw4e08N2RNuRlJqNkYDp8Pq2rUQZDiKKC2oHE0CGtOVweHDnWgXNPKY7ZAAIYQhSF/AVEJMHEwCE9qmm0wesDTh6Vr3UpimIIUUxgkFCsqW3qRKLZiGE6ugdOCbE53YKIKMrVNXVheFFGTK0T5w9DiIhIh9ptDowoytC6DMUxhIiIdGpEUabWJSiOIUREpFMlBelal6A4hhARkQ6lJJmRkhj7c8cYQkREOpSXmRzT9wf1YggREelQXmaS1iWoQtEQstlsmD9/PmpqagAAa9euxfz587FgwQLccccdcDqdSu6eiChq5WUma12CKhQLofLycixZsgRVVVUAgMrKSjz33HNYs2YN3nnnHXi9Xrz88stK7Z6IKKrlWBK1LkEVioXQunXrsHz5cuTn9yw5kZCQgOXLlyMtLQ2CIGDkyJGoq6tTavdERFEtPTVB6xJUodjUi/vvv/+4PxcWFqKwsBAA0NLSgpdeegkrV65UavdERFHNksIQUkRDQwOuuuoqXHTRRZg2bZrauyciigrFgzKQnGjWugzFqRpChw4dwlVXXYWlS5fiN7/5jZq7JiKKKl22btis3VqXIYu8vMA33aoWQjabDb/97W9x0003YdGiRWrtlogoSgkAYv9GIdXuE3rttdfQ1NSE1atXY+HChVi4cCGeeOIJtXZPREQ6JPh80XVPrrXTERd3ERNRbMlIkzblurnZBq83Nk52wYbjuGICERFphiFERESaYQgREZFmGEJERKQZhhAREWmGIURERJphCBERkWYYQkREpBmGEBERaYYhREREmmEIERGRZhhCRESkGYYQERFphiFERESaYQgREZFmVH28txwEQesKiIhILlH3UDsiIoodHI4jIiLNMISIiEgzDCEiItIMQ4iIiDTDECIiIs0whIiISDMMISIi0gxDiIiINMMQIiIizUTdsj1KeOKJJ/Dvf/8bgiDg4osvxpVXXolt27Zh5cqVcDgcuOCCC3DzzTfrprY77rgDO3bsQHJyMgDg+uuvx+zZszWpr9ef/vQntLa24sEHH9TNsfNXm56O3dKlS9HS0gKTqeef4YoVK9DZ2ambY+evvjVr1ujm+H300UdYtWoV7HY7ZsyYgbvuukt3f/dIBF+c2759u+/SSy/1uVwun91u982aNcv37bff+srKynzV1dU+l8vl+81vfuPbvHmzLmo7dOiQb/78+b6GhgbV6wlk27ZtvmnTpvluu+02n91u18Wx81ebz+fTzbHzer2+mTNn+lwuV99rejp2/urz+fRz/Kqrq30zZ8701dfX+5xOp2/JkiW+zZs36+b4kXhxPxw3depU/POf/4TJZEJzczM8Hg+sViuGDBmC4uJimEwmLFiwABs3btRFbUlJSairq8Mf/vAHLFiwAE8++SS8Xq/qtfVqa2vDY489hmuvvRYAsHv3bl0cO3+12e123Ry7iooKAMBvfvMbXHjhhfjXv/6lq2Pnrz49Hb8PPvgAc+fOxcCBA2E2m/HYY48hOTlZN8ePxIv7EAIAs9mMJ598EvPmzcP06dNx7Ngx5OXl9X09Pz8fDQ0NuqjN7XbjtNNOwwMPPIB169bhq6++wmuvvaZJbQDwxz/+ETfffDMsFgsA6OrYnVhbU1OTbo6d1WrF9OnT8fTTT+P555/HmjVrUFdXp5tj56++t99+WzfH7/Dhw/B4PLj22muxcOFCvPzyy7r6u0fiMYR+cOONN+Kzzz5DfX09qqqqIPR7ZoTP5zvuz1rW9tlnn+Hpp59Gfn4+kpOTsXTpUnz88cea1PXqq6+ioKAA06dP73vN6/Xq4tj5q624uFg3x27KlCl46KGHkJ6ejuzsbFx88cV48skndXHsAtVXUVGhm+Pn8Xjw2Wef4YEHHsDatWuxe/duHDlyRDfHj8SL+4kJhw4dgtPpxJgxY5CcnIw5c+Zg48aNMBqNfe9pbGxEfn6+Lmp7//33kZmZifPOOw9Azz+03gvHanv//ffR2NiIhQsXor29HV1dXaitrdXFsfNX23XXXYcLL7xQF8fuq6++gsvl6gtJn8+HwsJCNDY29r1Hq2MXqL7a2lr8+9//1sXxy83NxfTp05GdnQ0AOPfcc3Xz75akiftOqKamBnfddRecTiecTic2bdqESy+9FJWVlX0t//r163HmmWfqorZTTz0VDzzwANrb2+FyubB27VrNZietXr0a69evx9tvv40bb7wRZ599Nv7v//5PF8fOX2033HCDbo5dR0cHHnroITgcDthsNrz55pu45ZZbdHHsAtX361//WjfHb9asWdiyZQusVis8Hg8+/fRTnH/++bo5fiRe3HdCZWVl2L17NxYtWgSj0Yg5c+Zg3rx5yM7Oxg033ACHw4GysjKcf/75uqjt+uuvR1ZWFpYsWQK32405c+Zg/vz5qtcWSGJiIh588EHNj50/o0ePxtVXX62LYzdr1iyUl5dj0aJF8Hq9uOyyyzBlyhTdHDt/9U2dOlU3x2/SpEm46qqrcNlll8HlcmHGjBlYsmQJSktLdXH8SDw+WZWIiDQT98NxRESkHYYQERFphiFERESaYQgREZFmGEJERKQZhhBJ4vF4sHr1avzsZz/DwoULMXfuXPz5z3+G0+kM+dmzzz4be/bsUaHKH73xxhu45pprVNnXq6++ipdeegkA8NRTT2HFihWiPufxeHDNNdegqalJ9pr27t2Lu+++W/btEsmFIUSS3HPPPdi5cydeeOEFvP3223jttddQWVmJO++8U+vSNLdjxw50d3dL/tw//vEPTJ06Fbm5ubLXNH78eLjdbvz3v/+VfdtEcoj7m1VJvJqaGrz77rvYsmUL0tLSAAApKSm499578fXXXwMAbr/9dowYMQK//e1v/f4ZALZv345HH30UBQUFqKysRHJyMq6++mq8+OKLqKysxJw5c/CHP/wBQM8zY/7yl7/A5XIhKSkJt912G6ZMmYKnnnoKtbW1aGxsRG1tLQYMGIA///nPkpZpaWhowIoVK1BfXw+Xy4V58+bh2muvRU1NDa644gqUlZWhvLwcVqsVv//97zF79mzY7XYsX74c5eXlSE9Px/DhwwEA55xzDj766CNs3boVSUlJAHpWol66dCkaGxuRm5uLRx999Cf12e12vPDCC3j33XcB9HRQ1dXVaGhoQGNjI8aNG4dp06bhrbfeQk1NDX7/+99j/vz5ot8HAJdccgnuuecezJo1S/J/cyKlsRMi0fbt24fhw4f3BVCvvLy8vvXExNqzZw+uvvpqvP3220hLS8Ozzz6Lv/3tb3jjjTfw8ssvo6GhAVVVVXjsscfw7LPP4q233sJ9992HG264AV1dXQB61jd74oknsHHjRiQnJ2PNmjWSavj973+Piy66CG+88QZee+01bNu2De+//z4A4MiRI5g5cyZee+013HrrrXjggQcAAM888ww8Hg82bNiA559/Ht988w0AYPbs2Tj77LNxxRVX4Je//GXfNnrrs1gsePXVV39Sw+eff46hQ4ciKyur77UdO3bg6aefxptvvolPPvkEhw4dwksvvYS7774bTz31lOT3TZ48GdXV1Thy5Iik40OkBnZCJJrBYJDt+TFFRUUYO3YsAGDw4MFIT09HQkICsrOzkZqaivb2dnz55Zc4duwYrrjiir7PCYKA6upqAD3PW+oNxLFjx6K9vV30/ru6uvDll1+ivb0dTzzxRN9r+/fvx8SJE2E2m1FWVta37ba2NgDAxx9/jDvuuAMGgwFpaWlYvHgxDhw44HcfM2bM6Ftgc/To0WhpafnJeyoqKjB48ODjXjv99NORnp4OoOdxBGeccUbfceqtQ8r7gJ7jXVlZieLiYtHHiEgNDCESbeLEiaioqIDNZjuuG2poaMDdd9/d9yiC/itBuVwuv9tKSEg47s/+VmP2er2YPn06Hn/88b7X6uvrkZ+fjw8++KBv2AvAT/Ybitfrhc/nw5o1a/oeVd3S0oLExES0trbCbDbDYDD0bbt/nf330/sef/p/T4HqEwThJ8Eu5thIeV/v1/qvME2kFxyOI9EGDBiABQsW4A9/+ANsNhsAwGaz4Z577kFmZiaSkpKQlZWFvXv3AugJpy+++CLs/U2fPh1bt27FoUOHAPR0IRdeeGFYF/9PlJaWhsmTJ2P16tUAeh7itmTJEmzatCno58rKyvD666/D6/XCbrdj/fr1fSFlNBrhdrv/f3t3qLI8GIZx/JJFXRIMIsJAD8AmCmoQNGyaBBEsgphWxCAYhFkMZueJeAJa7HoI4gEYF/RtvrzhC1PHvvD/tZXredrF/YTdoe5hWVbkz2TP51O3202WZUV6DvAOJiGEslwutd1u1e/3ZRiGgiBQs9mU67qSpOFwqNlsplarpVwup3K5/PZZhUJBnudpOp2+dtf4vq9kMhkq53g8qlQqvb5N09ThcNBms9FqtZLjOAqCQLZtq9Pp6Hq9/jNrMpnI8zw5jiPTNJVOp18TWa1W03q9DnW3SqWixWKh+/3+2gD7befzWfl8XtlsNpJ84BP8RRsIYb/fK5VKqV6v6/F4yHVdVatVDQaDtzN3u50Mw9B4PP7iTX/N53O12201Go1I8oFP8BwHhFAsFuX7vrrdrmzbViaTUa/X+yhzNBrpdDr92ar6LZfLRYlEggLCf4tJCAAQGyYhAEBsKCEAQGwoIQBAbCghAEBsKCEAQGwoIQBAbH4AqxP3Iscb3M8AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -3653,7 +3661,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 68, "metadata": { "colab": {}, "colab_type": "code", @@ -3666,7 +3674,7 @@ "[1, 4, 9, 16, 25, 36]" ] }, - "execution_count": 84, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -3694,7 +3702,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 69, "metadata": { "colab": {}, "colab_type": "code", @@ -3707,7 +3715,7 @@ "array([1, 2, 3, 4, 5, 6])" ] }, - "execution_count": 87, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -3721,7 +3729,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 70, "metadata": { "colab": {}, "colab_type": "code", @@ -3734,7 +3742,7 @@ "3.5" ] }, - "execution_count": 88, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -3746,7 +3754,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 71, "metadata": { "colab": {}, "colab_type": "code", @@ -3759,7 +3767,7 @@ "array([ 1, 4, 9, 16, 25, 36])" ] }, - "execution_count": 90, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -3773,7 +3781,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 72, "metadata": { "colab": {}, "colab_type": "code", @@ -3786,7 +3794,7 @@ "(2, 3)" ] }, - "execution_count": 94, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -3799,7 +3807,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 73, "metadata": { "colab": {}, "colab_type": "code", @@ -3812,7 +3820,7 @@ "array([ 4.66666667, 25.66666667])" ] }, - "execution_count": 99, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -3824,7 +3832,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 74, "metadata": { "colab": {}, "colab_type": "code", @@ -3837,7 +3845,7 @@ "array([ 8.5, 14.5, 22.5])" ] }, - "execution_count": 100, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -3849,7 +3857,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 75, "metadata": { "colab": {}, "colab_type": "code", @@ -3862,7 +3870,7 @@ "array([ 9, 36])" ] }, - "execution_count": 102, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -3874,7 +3882,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 76, "metadata": { "colab": {}, "colab_type": "code", @@ -3888,7 +3896,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 77, "metadata": { "colab": {}, "colab_type": "code", @@ -3897,68 +3905,272 @@ "outputs": [ { "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + "text/plain": [ + "193.87190082644628" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# this is nutritional info for starbucks items\n", + "# let's see if we can answer some questions\n", + "\n", + "# what is the average # calories across all items?\n", + "starbucks.head()\n", + "starbucks[\"Calories\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "ABX7i49FshvD" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Coffee', 'Classic Espresso Drinks', 'Signature Espresso Drinks',\n", + " 'Tazo® Tea Drinks', 'Shaken Iced Beverages', 'Smoothies',\n", + " 'Frappuccino® Blended Coffee', 'Frappuccino® Light Blended Coffee',\n", + " 'Frappuccino® Blended Crème'], dtype=object)" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# how many different categories of beverages are there?\n", + "starbucks[\"Beverage_category\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "P9QatZAzshvE" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Beverage_category\n", + "Classic Espresso Drinks 140.172414\n", + "Coffee 4.250000\n", + "Frappuccino® Blended Coffee 276.944444\n", + "Frappuccino® Blended Crème 233.076923\n", + "Frappuccino® Light Blended Coffee 162.500000\n", + "Shaken Iced Beverages 114.444444\n", + "Signature Espresso Drinks 250.000000\n", + "Smoothies 282.222222\n", + "Tazo® Tea Drinks 177.307692\n", + "Name: Calories, dtype: float64" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# what is the average # calories for each beverage category?\n", + "bev_cat = starbucks.groupby(\"Beverage_category\")\n", + "bev_cat[\"Calories\"]\n", + "bev_cat[\"Calories\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "y8KEpYNkshvG" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Beverage_prep\n", + "2% Milk 30.980000\n", + "Doppio 0.000000\n", + "Grande 20.000000\n", + "Grande Nonfat Milk 38.615385\n", + "Short 8.250000\n", + "Short Nonfat Milk 17.000000\n", + "Solo 0.000000\n", + "Soymilk 31.848485\n", + "Tall 14.714286\n", + "Tall Nonfat Milk 28.521739\n", + "Venti 27.714286\n", + "Venti Nonfat Milk 50.045455\n", + "Whole Milk 55.687500\n", + "Name: Sugars (g), dtype: float64" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# what beverage preparation includes the most sugar on average?\n", + "bev_prep = starbucks.groupby(\"Beverage_prep\")\n", + "bev_prep['Sugars (g)'].mean()\n", + "#whole milk preparation includes the most sugar (55 g)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "MnbCEJw8shvH" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Beverage\n", + "Banana Chocolate Smoothie 0.200000\n", + "Brewed Coffee 0.005000\n", + "Caffè Americano 0.015000\n", + "Caffè Latte 0.350000\n", + "Caffè Mocha (Without Whipped Cream) 0.300000\n", + "Cappuccino 0.225000\n", + "Caramel 0.110000\n", + "Caramel (Without Whipped Cream) 0.120000\n", + "Caramel Apple Spice (Without Whipped Cream) 0.000000\n", + "Caramel Macchiato 0.283333\n", + "Coffee 0.123333\n", + "Espresso 0.000000\n", + "Hot Chocolate (Without Whipped Cream) 0.350000\n", + "Iced Brewed Coffee (With Classic Syrup) 0.000000\n", + "Iced Brewed Coffee (With Milk & Classic Syrup) 0.080000\n", + "Java Chip 0.116667\n", + "Java Chip (Without Whipped Cream) 0.125556\n", + "Mocha 0.110000\n", + "Mocha (Without Whipped Cream) 0.120000\n", + "Orange Mango Banana Smoothie 0.100000\n", + "Shaken Iced Tazo® Tea (With Classic Syrup) 0.000000\n", + "Shaken Iced Tazo® Tea Lemonade (With Classic Syrup) 0.000000\n", + "Skinny Latte (Any Flavour) 0.337500\n", + "Strawberries & Crème (Without Whipped Cream) 0.150000\n", + "Strawberry Banana Smoothie 0.100000\n", + "Tazo® Chai Tea Latte 0.216667\n", + "Tazo® Full-Leaf Red Tea Latte (Vanilla Rooibos) 0.208333\n", + "Tazo® Full-Leaf Tea Latte 0.208333\n", + "Tazo® Green Tea Latte 0.391667\n", + "Tazo® Tea 0.000000\n", + "Vanilla Bean (Without Whipped Cream) 0.112500\n", + "Vanilla Latte (Or Other Flavoured Latte) 0.329167\n", + "White Chocolate Mocha (Without Whipped Cream) 0.412500\n", + "Name: Calcium, dtype: float64" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# what is the average % daily value calcium content for each beverage?\n", + "# HINT: make sure your columns have the datatypes you want\n", + "# (you can use more than one line for this one)\n", + "\n", + "starbucks['Calcium (% DV)'].dtypes\n", + "starbucks['Calcium'] = starbucks['Calcium (% DV)'].str.rstrip('%').astype('float') / 100.0\n", + "#starbucks['Calcium (DV)'] = pd.to_numeric(starbucks['Calcium (% DV)'], errors = 'ignore')\n", + "#starbucks['Calcium (% DV)'] = starbucks['Calcium (% DV)'].astype(float)\n", + "bev = starbucks.groupby(\"Beverage\")\n", + "bev['Calcium'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Nv5dksj_shvJ" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
Beverage_categoryBeverageBeverage_prepCaloriesTotal Fat (g)Trans Fat (g)Saturated Fat (g)Sodium (mg)Total Carbohydrates (g)Cholesterol (mg)Dietary Fibre (g)Sugars (g)Protein (g)Vitamin A (% DV)Vitamin C (% DV)Calcium (% DV)Iron (% DV)Caffeine (mg)
0CoffeeBrewed CoffeeShort30.10.00.0050000.30%0%0%0%175
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3978,6 +4190,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -3999,6 +4212,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -4020,6 +4234,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -4041,6 +4256,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", "
Beverage_categoryBeverageBeverage_prepCaloriesTotal Fat (g)Trans Fat (g)Saturated Fat (g)Sodium (mg)Total Carbohydrates (g)Cholesterol (mg)Dietary Fibre (g)Sugars (g)Protein (g)Vitamin A (% DV)Vitamin C (% DV)Calcium (% DV)Iron (% DV)Caffeine (mg)Calcium
0CoffeeBrewed CoffeeShort30.10.00.0050000.30%0%0%0%1750.00
1CoffeeBrewed Coffee0%0%2600.00
20%0%3300.00
32%0%4100.02
420%0%750.20
\n", @@ -4075,236 +4291,166 @@ "3 1.0 0% 0% 2% 0% \n", "4 6.0 10% 0% 20% 0% \n", "\n", - " Caffeine (mg) \n", - "0 175 \n", - "1 260 \n", - "2 330 \n", - "3 410 \n", - "4 75 " + " Caffeine (mg) Calcium \n", + "0 175 0.00 \n", + "1 260 0.00 \n", + "2 330 0.00 \n", + "3 410 0.02 \n", + "4 75 0.20 " ] }, - "execution_count": 112, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# this is nutritional info for starbucks items\n", - "# let's see if we can answer some questions\n", - "\n", - "# what is the average # calories across all items?\n", + "# It's bulking season. What drink should Renee get so that she maximizes protein but minimizes calories?\n", + "# (you can use more than one line for this one)\n", + "# there are multiple valid approaches you can take for this (with different answers)\n", + "# I know that you want more calories for bulking season but whatever this is MDST, not Michigan Muscle Club okay\n", "starbucks.head()\n", - "starbucks[\"Calories\"].mean()" + "#starbucks.info()" ] }, { "cell_type": "code", - "execution_count": 113, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "ABX7i49FshvD" - }, + "execution_count": 83, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(['Coffee', 'Classic Espresso Drinks', 'Signature Espresso Drinks',\n", - " 'Tazo® Tea Drinks', 'Shaken Iced Beverages', 'Smoothies',\n", - " 'Frappuccino® Blended Coffee', 'Frappuccino® Light Blended Coffee',\n", - " 'Frappuccino® Blended Crème'], dtype=object)" + "Calories Banana Chocolate Smoothie\n", + "Protein (g) White Chocolate Mocha (Without Whipped Cream)\n", + "Name: Beverage, dtype: object" ] }, - "execution_count": 113, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# how many different categories of beverages are there?\n", - "starbucks[\"Beverage_category\"].unique()" + "starbucks['Beverage'].agg({'Calories': 'min', 'Protein (g)': 'max'})\n", + "#if renee values protein more, she should go with the Whie Chocolate Mocha drink. Otherwise, she should go with the banana chocolate smoothie drink." ] }, { "cell_type": "code", - "execution_count": 116, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "P9QatZAzshvE" - }, + "execution_count": 84, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Beverage_category\n", - "Classic Espresso Drinks 140.172414\n", - "Coffee 4.250000\n", - "Frappuccino® Blended Coffee 276.944444\n", - "Frappuccino® Blended Crème 233.076923\n", - "Frappuccino® Light Blended Coffee 162.500000\n", - "Shaken Iced Beverages 114.444444\n", - "Signature Espresso Drinks 250.000000\n", - "Smoothies 282.222222\n", - "Tazo® Tea Drinks 177.307692\n", - "Name: Calories, dtype: float64" + "" ] }, - "execution_count": 116, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# what is the average # calories for each beverage category?\n", - "bev_cat = starbucks.groupby(\"Beverage_category\")\n", - "bev_cat[\"Calories\"]\n", - "bev_cat[\"Calories\"].mean()" + "# plot the distribution of the number of calories in drinks using matplotlib\n", + "\n", + "starbucks[\"Calories\"].plot.hist(bins=30)" ] }, { "cell_type": "code", - "execution_count": 117, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "y8KEpYNkshvG" - }, + "execution_count": 85, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Beverage_prep\n", - "2% Milk 30.980000\n", - "Doppio 0.000000\n", - "Grande 20.000000\n", - "Grande Nonfat Milk 38.615385\n", - "Short 8.250000\n", - "Short Nonfat Milk 17.000000\n", - "Solo 0.000000\n", - "Soymilk 31.848485\n", - "Tall 14.714286\n", - "Tall Nonfat Milk 28.521739\n", - "Venti 27.714286\n", - "Venti Nonfat Milk 50.045455\n", - "Whole Milk 55.687500\n", - "Name: Sugars (g), dtype: float64" + "" ] }, - "execution_count": 117, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# what beverage preparation includes the most sugar on average?\n", - "bev_prep = starbucks.groupby(\"Beverage_prep\")\n", - "bev_prep['Sugars (g)'].mean()\n", - "#whole milk preparation includes the most sugar (55 g)" + "# plot the same distribution using seaborn. what about a density plot instead?\n", + "\n", + "#sns.displot(starbucks, x=\"Calories\") --> not working\n", + "ax = sns.stripplot(x=starbucks[\"Calories\"])\n", + "ax" ] }, { "cell_type": "code", - "execution_count": 152, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "MnbCEJw8shvH" - }, + "execution_count": 86, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Beverage\n", - "Banana Chocolate Smoothie NaN\n", - "Brewed Coffee NaN\n", - "Caffè Americano NaN\n", - "Caffè Latte NaN\n", - "Caffè Mocha (Without Whipped Cream) NaN\n", - "Cappuccino NaN\n", - "Caramel NaN\n", - "Caramel (Without Whipped Cream) NaN\n", - "Caramel Apple Spice (Without Whipped Cream) NaN\n", - "Caramel Macchiato NaN\n", - "Coffee NaN\n", - "Espresso NaN\n", - "Hot Chocolate (Without Whipped Cream) NaN\n", - "Iced Brewed Coffee (With Classic Syrup) NaN\n", - "Iced Brewed Coffee (With Milk & Classic Syrup) NaN\n", - "Java Chip NaN\n", - "Java Chip (Without Whipped Cream) NaN\n", - "Mocha NaN\n", - "Mocha (Without Whipped Cream) NaN\n", - "Orange Mango Banana Smoothie NaN\n", - "Shaken Iced Tazo® Tea (With Classic Syrup) NaN\n", - "Shaken Iced Tazo® Tea Lemonade (With Classic Syrup) NaN\n", - "Skinny Latte (Any Flavour) NaN\n", - "Strawberries & Crème (Without Whipped Cream) NaN\n", - "Strawberry Banana Smoothie NaN\n", - "Tazo® Chai Tea Latte NaN\n", - "Tazo® Full-Leaf Red Tea Latte (Vanilla Rooibos) NaN\n", - "Tazo® Full-Leaf Tea Latte NaN\n", - "Tazo® Green Tea Latte NaN\n", - "Tazo® Tea NaN\n", - "Vanilla Bean (Without Whipped Cream) NaN\n", - "Vanilla Latte (Or Other Flavoured Latte) NaN\n", - "White Chocolate Mocha (Without Whipped Cream) NaN\n", - "Name: Calcium (% DV), dtype: float64" + "" ] }, - "execution_count": 152, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# what is the average % daily value calcium content for each beverage?\n", - "# HINT: make sure your columns have the datatypes you want\n", - "# (you can use more than one line for this one)\n", - "\n", - "starbucks['Calcium (% DV)'].dtypes\n", - "starbucks['Calcium (DV)'] = pd.to_numeric(starbucks['Calcium (% DV)'], errors = 'ignore')\n", - "starbucks['Calcium (% DV)'] = starbucks['Calcium (% DV)'].astype(float)\n", - "bev = starbucks.groupby(\"Beverage\")\n", - "bev['Calcium (% DV)'].mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "Nv5dksj_shvJ" - }, - "outputs": [], - "source": [ - "# It's bulking season. What drink should Renee get so that she maximizes protein but minimizes calories?\n", - "# (you can use more than one line for this one)\n", - "# there are multiple valid approaches you can take for this (with different answers)\n", - "# I know that you want more calories for bulking season but whatever this is MDST, not Michigan Muscle Club okay\n", - "\n", - "\n" + "# plot calories against total fat using seaborn\n", + "sns.scatterplot(data=starbucks, x=\"Total Fat (g)\", y=\"Calories\")" ] }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 155, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -4314,43 +4460,77 @@ } ], "source": [ - "# plot the distribution of the number of calories in drinks using matplotlib\n", + "# plot the distribution of calories in Short, Tall, Grande, and Venti drinks\n", + "# (you can use multiple lines for this)\n", + "# twist: you should also include the Nonfat Milk drinks that also have an associated size.\n", "\n", - "starbucks[\"Calories\"].plot.hist(bins=30)" + "sns.scatterplot(data=starbucks, x=\"Beverage\", y=\"Calories\", hue=\"Beverage_prep\")\n", + "\n", + "# you can decide how you want to visualize this. Colors? Small multiples? Density vs histogram?\n", + "# the starbucks is your oyster.\n" ] }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 88, "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "module 'seaborn' has no attribute 'displot'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# plot the same distribution using seaborn. what about a density plot instead?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstarbucks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Calories\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstripplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstarbucks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Calories\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'seaborn' has no attribute 'displot'" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# plot the same distribution using seaborn. what about a density plot instead?\n", - "\n", - "sns.displot(starbucks, x=\"Calories\")\n", - "ax = sns.stripplot(x=starbucks[\"Calories\"])\n", - "ax" + "sns.catplot(data=starbucks, x=\"Beverage\", y=\"Calories\", hue=\"Beverage_prep\")" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 92, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# plot calories against total fat using seaborn\n" + "\n", + "sns.countplot(x = \"Beverage_prep\", data=starbucks, hue=\"Calories\")" ] }, { @@ -4358,14 +4538,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# plot the distribution of calories in Short, Tall, Grande, and Venti drinks\n", - "# (you can use multiple lines for this)\n", - "# twist: you should also include the Nonfat Milk drinks that also have an associated size.\n", - "\n", - "# you can decide how you want to visualize this. Colors? Small multiples? Density vs histogram?\n", - "# the starbucks is your oyster.\n" - ] + "source": [] } ], "metadata": { diff --git a/tutorial2/Numpy and Pandas.ipynb b/tutorial2/Numpy and Pandas.ipynb index 3099133..b21c018 100644 --- a/tutorial2/Numpy and Pandas.ipynb +++ b/tutorial2/Numpy and Pandas.ipynb @@ -555,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": { "colab": {}, "colab_type": "code", @@ -568,7 +568,7 @@ "array([2.4601e+04, 3.5000e+00])" ] }, - "execution_count": 24, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -580,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "colab": {}, "colab_type": "code", @@ -594,7 +594,7 @@ "array([7.0000e+00, 2.4601e+04, 3.5000e+00])" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -618,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": { "colab": {}, "colab_type": "code", @@ -632,7 +632,7 @@ "26667.5" ] }, - "execution_count": 25, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -646,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": { "colab": {}, "colab_type": "code", @@ -660,7 +660,7 @@ "4444.583333333333" ] }, - "execution_count": 26, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -671,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": { "colab": {}, "colab_type": "code", @@ -685,7 +685,7 @@ "4444.583333333333" ] }, - "execution_count": 27, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -697,7 +697,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": { "colab": {}, "colab_type": "code", @@ -711,7 +711,7 @@ "array([ 49. , 24614. , 2004.5])" ] }, - "execution_count": 28, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -724,7 +724,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": { "colab": {}, "colab_type": "code", @@ -740,7 +740,7 @@ " [4.0020e+03, 7.0000e+00]])" ] }, - "execution_count": 29, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -765,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": { "colab": {}, "colab_type": "code", @@ -790,7 +790,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": { "colab": {}, "colab_type": "code", @@ -804,7 +804,7 @@ "pandas.core.frame.DataFrame" ] }, - "execution_count": 31, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -816,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 28, "metadata": { "colab": {}, "colab_type": "code", @@ -979,7 +979,7 @@ "4 14.0 8 -1 25 3 1.0 0.75 34.384843 " ] }, - "execution_count": 32, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -991,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 29, "metadata": { "colab": {}, "colab_type": "code", @@ -1016,7 +1016,7 @@ "Name: name, Length: 77, dtype: object" ] }, - "execution_count": 33, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1030,7 +1030,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 30, "metadata": { "colab": {}, "colab_type": "code", @@ -1044,7 +1044,7 @@ "pandas.core.series.Series" ] }, - "execution_count": 34, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1065,7 +1065,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "metadata": { "colab": {}, "colab_type": "code", @@ -1079,7 +1079,7 @@ "14.597402597402597" ] }, - "execution_count": 35, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1092,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 32, "metadata": { "colab": {}, "colab_type": "code", @@ -1112,7 +1112,7 @@ " 9. , 16. , 15. , 21. , 15. , 16. , 21. , 13. , 17. , 17. , 16. ])" ] }, - "execution_count": 36, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1125,7 +1125,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 33, "metadata": { "colab": {}, "colab_type": "code", @@ -1139,7 +1139,7 @@ "RangeIndex(start=0, stop=77, step=1)" ] }, - "execution_count": 37, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1164,7 +1164,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 34, "metadata": { "colab": {}, "colab_type": "code", @@ -1194,7 +1194,7 @@ "Name: 0, dtype: object" ] }, - "execution_count": 38, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1208,7 +1208,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 35, "metadata": { "colab": {}, "colab_type": "code", @@ -1330,7 +1330,7 @@ "3 8.0 0 330 25 3 1.0 0.50 93.704912 " ] }, - "execution_count": 39, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1342,7 +1342,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 36, "metadata": { "colab": {}, "colab_type": "code", @@ -1372,7 +1372,7 @@ "Name: 0, dtype: object" ] }, - "execution_count": 40, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1387,7 +1387,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 37, "metadata": { "colab": {}, "colab_type": "code", @@ -1466,7 +1466,7 @@ "0 280 25 3 1.0 0.33 68.402973 " ] }, - "execution_count": 41, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1482,7 +1482,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 38, "metadata": { "colab": {}, "colab_type": "code", @@ -1507,7 +1507,7 @@ "Name: protein, Length: 77, dtype: bool" ] }, - "execution_count": 42, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1519,7 +1519,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 39, "metadata": { "colab": {}, "colab_type": "code", @@ -1821,7 +1821,7 @@ "67 53.131324 " ] }, - "execution_count": 43, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1846,7 +1846,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 40, "metadata": { "colab": {}, "colab_type": "code", @@ -1871,7 +1871,7 @@ "Name: name, Length: 77, dtype: object" ] }, - "execution_count": 44, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1890,7 +1890,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 41, "metadata": { "colab": {}, "colab_type": "code", @@ -2053,7 +2053,7 @@ "4 14.0 8 -1 25 3 1.0 0.75 34.384843 " ] }, - "execution_count": 45, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -2066,7 +2066,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 42, "metadata": { "colab": {}, "colab_type": "code", @@ -2236,7 +2236,7 @@ "4 34.384843 " ] }, - "execution_count": 46, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -2249,7 +2249,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 43, "metadata": { "colab": {}, "colab_type": "code", @@ -2266,7 +2266,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -2431,7 +2431,7 @@ "4 34.384843 " ] }, - "execution_count": 49, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -2456,7 +2456,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 45, "metadata": { "colab": {}, "colab_type": "code", @@ -2470,7 +2470,7 @@ "array(['N', 'Q', 'K', 'R', 'G', 'P', 'A'], dtype=object)" ] }, - "execution_count": 50, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -2483,7 +2483,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 46, "metadata": { "colab": {}, "colab_type": "code", @@ -2494,10 +2494,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 51, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2511,7 +2511,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 47, "metadata": { "colab": {}, "colab_type": "code", @@ -2522,10 +2522,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 52, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -2537,7 +2537,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 48, "metadata": { "colab": {}, "colab_type": "code", @@ -2559,7 +2559,7 @@ "Name: calories, dtype: float64" ] }, - "execution_count": 53, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -2571,7 +2571,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 49, "metadata": { "colab": {}, "colab_type": "code", @@ -2661,7 +2661,7 @@ "R 115.000000 4" ] }, - "execution_count": 54, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2694,7 +2694,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -2703,7 +2703,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2888,7 +2888,7 @@ "4 NaN " ] }, - "execution_count": 56, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2908,9 +2908,17 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Matplotlib is building the font cache; this may take a moment.\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt" ] @@ -2924,7 +2932,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -3109,7 +3117,7 @@ "4 NaN " ] }, - "execution_count": 58, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -3129,22 +3137,22 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 62, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3169,22 +3177,22 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 60, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -3210,22 +3218,22 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 63, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3249,26 +3257,25 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" + "array([[,\n", + " ],\n", + " [,\n", + " ]], dtype=object)" ] }, - "execution_count": 64, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3292,7 +3299,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -3305,13 +3312,13 @@ "Name: Body Mass (g), dtype: object" ] }, - "execution_count": 65, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3337,7 +3344,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -3348,7 +3355,7 @@ " 'Gentoo penguin (Pygoscelis papua)'], dtype=object)" ] }, - "execution_count": 66, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -3359,22 +3366,22 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 67, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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3OzsHPvXUTXMSwJHCIgS6kW5fbi4Mde6arHC5UGR3BCNMakOYkBERUcgb1KVLrVpqeiHQr3Pz98A8nd6xneolVgmRkQH3nezVqWO9IrVGgwEdrJYWj5HaFiZkREQU8n4z8XwMS0xEmNGICJMJCVFReP26a4I23pT+/TBz+LmwKAoizWZEms344rZbArYblpiIRy6YALNiQKTZjDCjEV/cdgv0rDUW8liHjIiIzgo+VcWOzCy4vF6c27UrLDUq/gfL/txcFFTYMKhLfJM2Yz+cX4Cs0lL0j49DbHh4ECOk1uSvDhnvsiQiorOCXqfD8KTEVh2zf1wcEPjGynp6xXZCr9hOLR8QtVm8BkpERESkMV4hIyIiCoJdWdn47TcLkFtegWkD+uH/LrsURkPo/Nm1udz4/XffY83hI+jWoQNevmYGesfGah1WuxU63wwiIqI24nhxMS567U2Uu1wAgIySEuRX2PDRzTdqHFnLuf6jT/DrkaNwer04XFCICa+8gV1PPRHUYruhjFOWRERELWzxvv3wqL7qxw6PB/O37whYh6y9sLncWJl2GM6qLaFUKeH1+bAq7bDGkbVfTMiIiIhamFFvgK5OzbFQKl2h19WvpyYBGPX61g8mRITOt4OIiKiNuHLIOYg0m6FUJWFWRcHjF14QsDBse2FWFNwxZhSsSmXpEKNej7iIcFzUt6/GkbVfXENGRETUwqItFmx8/DG8sGwFsspKcenAAbhxxHCtw2pRL189A+d06YJVaYfRIyYGT1w8qVVqu4UqFoYlIiIiagX+CsNyypKIiIhIY5yyJCIKYXa3G9/v2gOb24UL+/ZBj44dtQ6p2fIrKrBo7z5ICVw6aECjtxYqczqxcNceuLxeTO7fD0kdooMap9fnw/e796CgwoZxPXtgUJf4oI4npcTyg4eQVlCAQV26YHzPHkEdL5CdmVnYcCwdnSPCcfk5g0LqpoZgYEJGRBSiKlwujH3pVWSVlkKVEkIILLz3Loztkax1aGfseHExznvxlapyCxJPLfwR63/7G3SPifHbrtBmw5gXX0ax3QEpJfQ6HZY+dD+GdE0ISpxenw9T3nwHOzOzoFYtDfpw1g2YMWRwUMYDgEfmf4u5W7ZClSqEEHjsgon407QpQRvPn3mp23D/V18DAHRCYGT3bvjh3ruYlPnBd4aIKES9t24DjhcXw+Z2w+HxwO5248GqP5Lt1TM/LEKJwwG72w2724MyhwN/XPhTwHYvLV+J3PIK2Nxu2D0elLtceHT+gqDF+e3OXdiZmVX93js8Htw/L3jv/YHcPHy+ObVqPC/sbg9eWL4CeeUVQRvzdKSUeOB/X1e/bpvbjc3px7Fo775Wj6U9YUJGRBSissvK4Koq3HlSQYVNo2haRmbV1b6TfFIiq7S0Ue08Pl+tY7nl5S0e30n5FTb4VLXWsTKnM2iFYfMrKqDUqQGm6A0otLX+5+1VVTg9tb93EpUx0ukxISMiClEX9uldXScKAEwGPS7o00vDiJrvkoEDar0mq6LgkoEDArab2r9/rXZmxYDJ/YNXM2tczx61ao4ZdDqkdEsKWh2ygfHxqEx7TjEbDOjR0f9UbjAoej0GJ3SBvsZrlVJiTHJyq8fSnjAhIyIKUdMGDsBfL50Ki6JArxO4oE9vvDnzWq3DapbHLpiAm0elQNHroOh0uCllOB6/8IKA7W4YMQyPTZoIk0EPg06H6QMH4t9XXBa0OId2TcC7N1yHCJMJOiEwPDERX90xO2jjxYRZsfDeu9ElMgICQHJMDH5+4F6YFW3qgn1z1+0Y0jUBQghEmc34aNaNGBAfp0ks7QXrkBERhTgpJaSU0IXQguqTf7uaesVJi/dCVdWQHs+fthRLW+CvDhnvsiQiCnFCiJDZsuekM309WrwXrZ2QtKUEqC3F0tbxnSIiokZxejxQ6yxUbwyX11tvgXsweX0+uOvczNBcPlWF0+Np0T6p7XB7vfVu+mhtvEJGRER+5VdU4Or3PsK2jAzodDr86/LpeHDC+IDtyp1O3PDxZ1h1KA1CCPx20gX466VTg3aFSlVVPPrNAny4YRMgJS4fPAgf33wTTIbm/al7cflK/G3Rz1BViVHdu+HrO29HTJi1haImLbm9Xtwx50ss2LkLADB79Ei8du3VmlzZ4xUyIiLy69ZP52JHViZ8UsLj8+HPPy7CqkNpAds9Mn8Bfj1yBD4p4VVVvL56Db7eviNocb61dh3mbE6FT1XhkxI/7zuAv/z0c7P6XLxvP/65eAk8vso+U09k4K4v5rVQxKS1vy1ajJ/27oNPSvikxJep2/D6mrWaxMKEjIiI/Np0PB0e36kpR6fXi/XH0gO2W512GC7vqWkgu8eDFY1I5M7UsgMHYa8xrej0eLDswMFm9fnrkaO1+nT7fFh39Giz+qS2Y/nBQ3DU+HztHg+W7m/ed+ZMMSEjIiK/OoWF1XpsVgyIj4gI2K5LVGStxyaDHt06dGjR2GrqFtOhVnFUnRBIauZ4CVFRsNQpHREXHvi1U/uQGB0NXY0pdEWvQ7eY4H1H/WFCRkREfr1/4/WwGhWEGY0IMxpxTpcuuClleMB2r193DSJMJoQZjQg3GtE9JgYPnj8uaHE+PXUyOoeHI9xkQrjRiCiLBS/MuKJZfd42eiT6do5FuKnyNYQZjXjnxpktFDFp7fkZV6CD1YJwoxHhJiM6hYXjz9OmahIL65AREVFAxwqLsO7oUURZLJjavx8MdbbpOZ2s0lKsSjsMi6Jgav/+sBiDW6i03OnEL/sPwqv6cFHfvugUHha4UQBurxeL9x9AhdOFcb16BPUqH7W+QpsNSw8chF6nw5T+/RBpNgdtLH91yJiQEREREbUCfwlZ0KYshRBJQogVQoh9Qog9QohHqo4/L4TYL4TYKYT4VggRXaPNU0KINCHEASGENtcMiYiIiFpZMOuQeQE8LqXcKoSIAJAqhFgCYAmAp6SUXiHEcwCeAvAHIcRAADcAGAQgAcBSIURfKaW2ldqIiILE4fbg30uWYltGJoZ2TcBTUy6G1WjUOqx6pJT4fPMWfLNjFzqFh+HpKZORXGPT6v9t3Y4vUrci2mrFU5MvQp/OsY3q9+e9+/DBho0wGwz47YUXYFhiYrNj3Zx+HC+vXA2Pz4d7x52Hi/o1bgPxvTk5eG7JclS4XLh5ZAquGjq42bFklpTi/xb/gqzSMkwfNBB3jx0TcjsmnI6qqnhr7Tr8sv8AEqOj8My0qYiP5M0Q/gQtIZNSZgPIrvq5XAixD0BXKeUvNZ62AcDJnW6vBPCllNIF4KgQIg3AKADrgxUjEZFWVFXF9Hfew7YTGXB6vVhz+AjWHD6C5Q8/0Oa2m3lx+Ur8a8ky2N1u6ITAD7v3YssTv0XX6Ci8veZXPP3DT7B7PBBC4Ifde7Dpd4/VStga8u2Onbhz7rzqkgM/7d2H5Q8/iKFdE844zs3pxzHtzXeqy1QsPXAQc2bfjEsGDvDb7lBePia+8jpsLjckgJWH0lDqcOC2MaPOOJZCmw3nvfQyimx2+KTE2iNHkF5UhGcvn37GfbYnv1vwPT7ZuBl2jwcGnQ4/7dmHbU/+DtEWi9ahtVmt8q9eCJEMYBiAjXVO3QFgUdXPXQGcqHEuo+oYEVHIOZifjx2ZmXBWbfHj9HqxOzsHe3NyNY6svheXr4Td7QYAqFLC7nbjf9u3AwD+s2xFdQIkq87N2Rx4be+/liyrXf/J7cGbzSzI+eqq1bVqhjk8Hvx7ybKA7T7euKk6GQMqa1E9t3R5s2L5ftdu2Fxu+KrWadvdHryxZi3a87rtxvKpKt5bt6H6s/CqKspdLizau0/jyNq2oCdkQohwAPMBPCqlLKtx/GlUTmvOOXmogeb1vrlCiHuEEFuEEFvy8/ODETIRUdB5fSpEA7/2fG3wD7ZaJyYpJXyqrDqn1nuutxH7Vja0t6XX17z9LhsatzGxeHxqvT82zd1706fKen2qbe+jDZqGEs/W3M+0PQpqQiaEUFCZjM2RUn5T4/hsAJcBmCVPfWoZAJJqNE8EkFW3Tynlu1LKFCllSmxs49YpEBG1Nf3jOiO5YwyMVeUjjHo9unWIxsD4OI0jq++OMaNgrVEc1WQw4KohlWus7hk7ttY5i9GImcOHBezzoQnja7dTFNw5dkyz4rx33NhaRVytioKHG7Hn5qyRI2rFYjUquH/82GbFcumgATDq9dVrxqyKglkpw8+KNWR6nQ7XDju3+rPQCQFFr8eU/v01jqxtC1rZC1H5rfsEQJGU8tEax6cBeAnARCllfo3jgwDMReW6sQQAywD08beon2UviKg9K7bb8fsFC7EjKwuDE7rg+SuvaJObVquqiheXr8Q3O3YiJiwM/7p8OoZUrfWSUuL11WvwReo2RJrN+Mf0SzCye7dG9fvpxs14d916mAwG/GnqZEzq26fZsf6y7wD+vWQpPD4VD00Yj+tHBE4OAWDd0WP4608/w+Zy45ZRKbh33HnNTp4O5ObhD98tRE55OS4ZMABPT7240fXb2juPz4e/L1qMX/YfQNfoaDx/5eXoFdtJ67A0p0kdMiHEeABrAOwCcPI65R8BvArABKCw6tgGKeV9VW2eRuW6Mi8qpzgXwQ8mZERERNRe+EvIgnmX5Vo0vC7sJz9tngXwbLBiIiIiImqLglmHjIiIAjicX4BD+fnoExvbYlM6mSWl2J2djYSoKAxO6NIifbY2u9uNTenHoRMCY5K7w2g49efK6fFg47F0AMDo5O4wK8HdjskfKSW2HD+BYrsDw5MSW2SrJjo7MSEjItLIO2vX4amFP0LR6+Hx+fB/l12CB84PvAjdn5/37sOsTz+HQVfZ553njcbzzdxgu7XllJVj4iuvodjugASQGB2Flb95EFEWCwptNkx85XXklVcAADqFh2H1Iw9rkgipqorrP/4UKw6mQa/TAZD46f57MCIpKWBborraVvVBIqKzRG55OZ78/gc4PB6UOZ1weDx4euFPyCotPeM+VVXFzZ/Ogd19qs8PN2zEhqqrSe3FEwu+Q1ZpGcpdLlS4XDhSUIj/W7wEAPDMj4tworgE5S4Xyl0uZJaU4ukfftQkzq937MSKg2mwud0oczpR5nRh9mdzNYmF2j8mZEREGsgoKYHRUPuOO6PBgIySM0/ISp1OuH21b0zXCR2OFRadcZ9aOJRfUKt+mNvnw/7cPACVdy7WfI1unw8Hqs61tvTCIjhrFKIFKqeLic4EEzIiIg306tSpurjqST5VRe9OZ76OLNpiQYy19tY0PlVtd+vIxiR3h7nGmjGLouC8HskAgPN6JMOinDpnVgzV51rb0K5dYaqxfk0nBAZ2idckFmr/mJAREWkg2mLBF7fdgjCjEVajEWFGI+bMvrlZdciEEPjunrvQMcwKq1GByaDH8zMux6B2liQ8e9l0jOiWBJPBAKNej0l9euOJiyYBAP40dTLG9ewBk8EAk8GAscnJ+MslUzWJc8qAfnh4wngY9XpYFQVJHaIxd/YtmsRC7V/Q6pC1BtYhI6L2zunxIKesHPGRES12t6DH50NWaSk6hoUh3GRqkT5bm5QS2WVl0Ot0iIuIqHcut7wCEhLxERGaV78vcThQ6nAiMTqqanE/UcM0qUNGRESBmRUFyR1jWrRPRa9H95iW7bO1CSGQEBV12nPxkRENntNCtMWCaIsl8BOJ/GAqT0RERKQxXiEjImqmHZlZuP3zL5BRUoLBCV3wyS03ITE6WuuwmqTM6cTdc+dhxaE0RFsteOO6azC5fz+tw2qyV1etxvPLVsCnStwxZhT+fuk06EJoGvF/27bjrrnz4Pb5EGEy4cf778bIbo3bO5TattD5lhIRaaDQZsPUN97GvtxclLtc2HgsHZe8+S7UGmUb2oNbP5uDxfv3o9zlwoniElz/0afYm5OjdVhN8sWWrfjbosUoqLCh2G7HW2t+xYvLV2odVotJy8/HrZ/NrS77Ue5y4aJX34TX69U4MmoJTMiIiJoh9XgGat4a5ZMSmaWlyCwt0yymM7H8wCG4vKfqe6lSYsXBNA0jarr5O3bC7j5VF8zu8eDr7Ts0jKhlfb1tZ71jHlXF1owsDaKhlsaEjIioGSLMJvjqXA3zqioizO3r7kaL0VjrsV6nQ0cvUWEAACAASURBVJTFrFE0Z6aD1QJdnTsuO1jPvIxIW9MxvOHXEhcZ3sqRUDAwISMiaobR3bthbI9khFUlNFajEQ9PGN/u7rr7z5WXwaIoEKgsxJoUHYVrhg7VOqwm+eOUixFhMkHR6aDX6RBmNOKfl0/XOqwWc/uokehYJ8FMSUps93fUUiXWISMiaiafqmLulq04WliIYUmJuPycQVqHdEbWHjmKlQcPoWNYGG4dNRJhJmPgRm1MRkkJ5m3dDq/Ph6uHDkGfzrFah9Si3F4vHvn6WxzKz8fYnj3w9+mXaB0SNYG/OmRMyIiIiIhagb+EjFOWRERERBpjHTIiCglL9h/A8oOHEB8ZiTvPG91utwxqaXnlFfh44yaUO52Yfs4gLDtwAD/t3Y+EqEi8NfNadApvmwvC9+XkYt7WbdDrdLh55Aj06NhR65BClpQSX27dhh2ZWegbG4tbR6XAoNdrHdZZh1OWRNTuvbF6Lf784yLYPR6YDQYkdeiADY8/Aqux/a2Bakl55RUY+fxLKHY44PH5oBMCao3f+SaDHsf++gyi29idiFuOn8DUN9+Gw+2BTghYjUasefRh9IvrrHVoIen+ef/DV9t2wO52w6ooGNerB767+07N9wgNRZyyJKKQJaXEM1XJGAA4vV5klZbiu127NY5Mex+u31CdjAGolYwBgMvrwz9/WaZFaH79+cdFsLs9kKis61bhduPfS9penKEgp6wcX6Ruhd3tBlBZu23dkWPYlpGpcWRnHyZkRNSuSSnh9tWuVK5KCZvLrVFEbUeZy1WdjJ1OicPRStE0XpnTWeuxlBKlbTDOUGBzuWDQ1Z6e1Ot0sLlcGkV09mJCRkTtmk6nw0V9+8JkOPVHRQhgUp/eGkbVNlx2ziBYFMXvc2aPbnD2RFM3DB8Ga424rYqC64cP0zCi0NU9pgPiIiKgr5qeFELAqNdjaGJXjSM7+zAhI6J27/NbZ+GyQYPQMcyKfp1j8d09d6FXbCetw9Lc2B7J+HDWDUiO6YDY8DDcNGI4ukREQAAw6vV49dqrMK5nT63DrOfBCePxxMUXIi4iAglRkXj2sktx/QgmZMFg0Ovxy4P3YXyvnoixWjE8sSuWPXw/Is3ta5eGUMBF/UREREStgIv6iYiIiNowJmRE1GiqquJoYSHSi4rRnq+utyXlTif25+ai3OmElBLpRcU4WlgIKSXyyivw0569OFFcHLTxc8rKcTAvL+Dif4/Ph4N5ecgtLw9aLKEov6ICB3Lz4PJ6Az+ZzmosDEtEjVLudOLSt9/DnuwcSCkxrmcPzL/rdpgM/DVypn7YvQezP5sLnU7A61PRO7YT0goKICDQMSwMGSUl1c+9d+x5ePnaq1psbCklHv/2O3y4YRMMOh1irFYseei+BjeqPlZYhMlvvIVie2UJjbvHjsHzM65gnaoA/vHzL3hh2QoY9XpYjUYsfvBe9I+L0zosaqN4hYyIGuXJ73/ArqxsODweOL1erDt6DM+xNtQZK7bbMfvzubB7PKhwueH0erE7OwdOjxcOj6dWMgYA76xbj83Hj7fY+N/v2oNPN22By+uFze1GZmkpbv50ToPPvemTz5BVWgab2w23z4ePN27GD3v2tlgsoWh12mG8vHIV3D4fKtxu5FdU4NoPPtE6LGrDmJARUaOknsioNe3i8Hiw+fgJDSNq344UFsKga9qv4LVpR1ps/F1ZWdXFQIHK2m37cnIbfO7+3LxaRWUdHg92Z2W3WCyhaFdWNnzqqfdMovIz51Q/nQ4TMiJqlP5xcVBq7G9nMhgwMJ7TL2cqKboD3F7/67bqGtm9W4uN3yu2Eyw1tpYSqKxJ1ZBuHWoftygKenbi3pL+9OrUsV7C3SUyktO8dFpMyIioUZ6fcTmSoqMRYTIh3GRE386x+NPUyVqH1W51jgjHf6+eAYuiINJshsmgR0JUJMJNRoSbTIiqUwfq8kEDMb5Xy9UMu37Yubi4X19YjZXjR1st+PSWWQ0+97NbZyHaYkGk2QyromBy/3647tyhLRZLKJo6oD+uPXdo9ecbaTbhi9tu0TosasNYh4yIGs3l9SL1RAb0QmBEUiIMen3gRuTX8eJiHCkoRM9OHdElMhJbT2TAJyVGJCVid1Y21hw+gpRuSS2ajJ0kpcTOrGyUORwY0jUBURbLaZ9b6nBgZ2YWoiwWDE7owis9jbQ3JwcFFTac06ULYsLa1ibu1Pr81SFjQkZERETUClgYloiIiKgNYwEhIqI2qMThwGPzF2DriQz07RyLV669CglRUQHb2d1u/OG7hVhz+Ai6deiAl6+56owW4O/IzMLvvv0O+RU2TBvQH5vS05F6IgMmgwEvXnUlbhlV+Z98VVXx/LKVmLd1GyLNJjx7+XSM69kDQOWU6Gur1uCTTZsRZjTib5dOw6S+farPvffrery7bgNMBj2emTYF0wYOaHKcdS3cvQf//GUpvD4fHjx/PG4bM6pR7VYdSsMzPy5ChcuNm0eOwGOTJjZqWnbriQz8fsFCFNhsmDHkHPxp6uRmT+UfLSzEo/MX4FhhEcb36oH/XHkFwkzGwA2pXeOUJRFRG6OqKsb+91Xsy8mF2+eDQadDl8hI7HjyCViMit+2V7z7PtakHYHT64VOCERbLNj51BPoGBbW6PHTi4qQ8vxLqHBVlsUQqCzbUNP399yJyf374S8//ozXV6+B3eMBAFgVBSsfeQiDE7rghWUr8K8lS2F3V56zKAp+fuBejOreDe+sXYc/Lvyxup1FUbDg7jswoXevRsdZ15L9B3D9R5/CUSOW/149A7eOHum3XeqJE5jy+tunXoPRiCcumoQnJ1/kt93h/AKMfvFl2KrKh1gUBbeMSsEr15x5Ad9iux2D//UfFNsdUKWE2WDAeT2S8dP995xxn9R2cMqSiKgdSS8uxqG8fLirtjPyqipKHA6kZmT4bWdzubH8YBqcVfXiVCnh8fmwKu1wk8b/YffeWlspNfTf9tdWrwEAfLxxU3UiA1TWKJu/fQcA4P31G6qTsZPnvtiyFQDwzq/r67X7aMOmJsVZ1wfrN1QnYwBg93jw9q/rArb7MnVbrVjsbjc+WL8hYLuFe/ZUf0ZA5WuYszm1iVHXtubwEbi9vuq6b06vF2sOH0GZ09msfqntY0JGRNTGGHT6WoVYAUBCwhhgKkyvqz/FJoGA7eoyGvTQCf9/Hk5umWXQ136eXqeDyVA5nlJnXAHApBiqx6h7zqw0bxWNsYFtvBqztZfJYICuzvSkUR+4naLTQ1+nXd3X3FSKXt9gAtzUIsLU/vATJiJqYxKjo3BRvz6wKJXTk2aDAf06d8bwxK5+25kVBbeNHglrVTujXo/O4eG4sGrdVmNdPXQIwk3G6iSgbtIhAPx56lQAwNNTJlePpxMCYUYjZo2snJF5Zurk6tcghECYyYS7zxsDAPhTzXOonCZ8aML5TYqzrscmTYS1xpSuRVHwdCNq5d153miEGY04+SqtitKoGnvXDTsXYSZj9ftjNSr4/UWTzij2ky7o3RvxERHVSbRVUXDzyBGwGrmGLNRxDRkRURvk8fnw2qo12JSejoHx8fjdRZMa9UdZVVW8u24DVh5KQ4+OMfjD5IsQ7ae+2Olkl5XhP0uXI7esHJedMxCpx0/gu117EGUx462Z12FU8qldAxbu3oN5W7ch2mLB4xdegB4dT91EsHjffny+ORXhJiMemzQRfTt3rj634uAhfLxxE8yKgt9MnIBBXeKbHGdd2zMy8caatfD4fLjrvDGNrt92KC8f/125CuVOF25KGY5LGnmDQWZJKZ5fthx55RWYMeQczBw+rDnhA6is+fbc0uU4UlCIib174d5x50HHK2QhgXXIiIiIiDTGRf1EREREbRjrkBFRyHF7vVi4ey9KHHac36tnrWmy1ubz+fCb+d9ie2YWzu/ZE/++8rKgj7ktIwNbjp9A16goTBvQ/7TTXS6vFwt370Gpw4GJvXuhd2xs0GMjooYxISOikOLyenHhq2/gQF5+9Z2K826/FZP799Mknm5//juKHA4AlUVEF+zcif3P/DFo4320YSMe//Z7AJWL7Cf17Y2vbp9dr8ip0+PBxFdex+GCQqhSQgD4+s7bqgu3ElHr4pQlEYWUeVu3YX9eHmxuNxweDxweD+6b9z9NYvlw/cbqZOyk9OISrE07GpTxvD4fHvtmQfXrtrndWHEwrcE6ZJ9vTsWh/ILq98nu8eD+eV8HJS4iCowJGRGFlNzyCrg83lrHiux2TWLZk5PT4PHd2dlBGa/C7Yaq1r5RSycEcsvL6z03t7wczhrFUAGg0G4LSlxEFBgTMiIKKeN69qhVDFTR6XBecrImscwaMbzB4zOGDArKeFFmM7rFxNQqcupTVYzs1q3ec8/v1bO6DhhQWbNsfM/GlYggopbHhIyIQsrYHsl48aorYVUU6ITAyO7d8NmtszSJZXi3JPz2wgtqHfvX5dMR34hNws+EEAI/3ncX+nXuDFG1j+Wc2Tc3uLn4hN698O8rL4Ol6n0andwdH866IShxEVFgrENGRCFJSglVSujbSEFNh9sNSytWW/epaqNee1t7n4hCmb86ZLzLkohCkhCi3pY/WmrNZAxAoxOstvY+EZ2t+F8iIgpJqqrC5fUGfmIrkFLWW0DfVrm8XrT0zInb64VPVVu0z2BQVRXuNvKd0YLT42nxz54aj1fIiCjkvLt2HX7//Q/w+HwYnpiIb+6+HbHh4ZrEsvbIUVz/4ScocTgQFxGBb+66HecG2CRcC9llZbjqvQ+xKysbRr0eL18zA7NHj2pWnxUuF278+DOsOHgIQgg8cdEkPDNtSr2aaG3Bs4uX4Lmly6CqEhP79MaXt92CCLNZ67Baxc7MLFz1/ofIKStHlMWCebfdgvN799I6rLMOr5ARUUhZe+Qonlz4I1xeL1QpsT0zEzd/8rkmsRTabLjqvQ9RZLdDlRLZZWWY/vZ7bfJq2fUffoLdWdlQpYTT68Vj33yHzenHm9Xnb77+FmsOH4FPSnhVFa+sWo35O3a2UMQt59sdu/DSipXw+FT4pMSvR47iof99o3VYrcLl9eLSt99FVmkZVClRbLfj6vc/Qn5FhdahnXWYkBFRSFl/9FitaSevqmLT8eYlFmdqX05urRIUAOD2+XC0sEiTePzZlpEJX43pKlVKbDiW3qw+V6cdrjVtbHd7sOLgoWb1GQwrDh2C3X0qSXZ5vVh9uH4x3VCUXlRUb2pfp9NhT3bDNfQoeJiQEVFIiY+IgKlGfS0A6GgN0ySWuIgIeHy+Wsc8Pp9m06f+RFsstR4bdDrER0Y0q8+67U16PZI6dGhWn8GQFB1dq3YdAMRHRGoUTevqFBbe4He0uZ89NR0TMiIKKTeMGIZzusQj3GhEmNEIq6LgvRtnahJLn86xuHvsGFhrxPL0lMnoFK5NgujPezfOhEVREGY0ItxkxPCkRFw1ZHCz+nxj5rWIMJkq+zQa0S2mAx48f1wLRdxy7j9/HJJjOiDcVPk5RZhMePP6a7QOq1XEhFnx52lTYa367K1GI+4YMwr94+K0Du2swzpkRBRyvD4fft63H8V2B8b17NFgYdTWtPbIURzOL8DA+DiM7F6/an5bkZafj/VH0xETZsW0Af1bpDZZZkkpVqWlwawouGTAAFiMSuBGGnC4Pfh53344PG5M6N0LidHRWofUqrYcP4E92Tno1akjxvfijg3B4q8OGRMyIiIiolbgLyHjlCURERGRxliHjIjaLFumAye+z4bXoSLu/I6IHdn2FoQ3ZNmBg3hv3QYY9Xo8MmkCRiQlNardxmPpeH31GnhVFbNHjcR/V6zC3pxcJMfE4H93zkZ8ZNMXmh/My8N/lq5AqdOBG4cPw9XnDm1yH1pYdSgNb/+6DgadDg9PnIBRbXiql6glcMqSiNokR44TW/+0Fz5nZYV3nVGH3rO7IX5iJ40j8++nPXtx86dz4KiqNWZVFCx56H4MT0r0227DsXRc+ta71e3qMisGZP/jrzA3YQumo4WFGP3Cy6hwuyGlhFVR8NyVl+OusWMa/4I0sGT/AVz/0afV74VFUfDzA/cyKaN2j1OWRNTuZK/Ih891arsd1a3i+IIsDSNqnH8tWVYrqbJ7PHh11ZqA7f67fOVpkzEAcHq8mJu6rUmxfLZpC+xVydjJWJ5buqxJfWjhuaXLa70XDo8HL69YpWFERMHHhIyI2iTpk0CdC/iy7W+HCG+dmk4A6tV5akhjnuNuxHNq9amqUOvMgnjbwZ6SDb0XHrVpr52ovWFCRkRtUtz4TtAZT/2K0hl16HJxrIYRNc4D54+DtUZhWoui4J5GTBHeN34cLMrpS0IYdDrcMPzcJsVy/bBza/VpNSq4Z+x5TepDCw828B7eO26shhERBR/XkBFRm1V6oBxHv8qE6qpc1J8wpXOb3Ji6rs83b8Fba9ZB0evw1JSLMXVA/0a1+2H3Hvxn6Qr4pIpbU1Lw+pq1OFFSgk7hYVhw9x04p0uXJsey4Vg6/vzjIpQ5nbhpxHA8PPH8dvEefpm6Fa+tXgu90OHJyRfi0kEDtQ6JqNlYh4yIiIhIY1zUT0RERNSGMSEjIqphV1Y2luw/gJyycq1D8SujpAS/7DuA/bm5WodCRC2AhWGJiABIKfHI/G8xZ3MqDHo9fKqK/90xG5P69tE6tHq+3bELd839Ega9Hh6fD49cMAF/uWSq1mERUTPwChkREYA1h49g7patsHs8KHM6YXO7cdMnn6OtrbN1eb24c+6X1XE6PB68snI1dmdlax0aETUDEzIiIgBHC4vqHStzOuHyejWI5vTyKyrqHVP0Ohwrqh8/EbUfTMiIiAAMTuhSr4hqQlQUzH5qg2khPiICJkPt1SYen4qB8fEaRURELYEJGRERgOFJifjH9Gkw6vUIMxoRGx6Gb++6Xeuw6jHo9fj27jsQbbEgzGiEyWDA69ddjZ6dOmodGhE1A+uQERHVUOZ0otBmQ2J0NBS9XutwTsvl9SKrtBSx4eEIN5m0DoeIGsFfHTLeZUlEVEOk2YxIs1nrMAIyGQzo0ZFXxYhCRdCmLIUQSUKIFUKIfUKIPUKIR6qOX1f1WBVCpNRp85QQIk0IcUAIwXu4iYiI6KwQzCtkXgCPSym3CiEiAKQKIZYA2A3gagDv1HyyEGIggBsADAKQAGCpEKKvlNIXxBiJQpLqUXHo43QUbimBzqhDz1lJ6DwmpvKkzwMsfhTY/QVgsAAX/RMYOjtgn1KVSP8mC1lL8yB0AomXxSPp0sqF5FJKPL9sBV5bvQaQlRtsPzn5ouo9E6//6BMs3LUHADCqezcsffA+GAyBf/3M3ZKKP/2wCE6PB9cOG4oXZlwBYyPaLdq7D4/M/xZlTiem9O+Ht2ZehzCTEQCw4uAhPPDVfBTb7ZjYuxfeu+n6Rl0R23L8BO6aOw/ZZWVI6ZaIj2bdhM4R4QCAnZlZuGPOlzhRUowhCQn4+Oab0DU6KmCfRwoKMfvzuTiYl4fenWLxyS03onds4A3UXcVu7H/zCCqOOWCKUdD//p4IT7YCqLwL8/bPv8Dm4ycQHxmB9268HqO6dwvYJxFpK2hXyKSU2VLKrVU/lwPYB6CrlHKflPJAA02uBPCllNIlpTwKIA3AqGDFRxTK0j45jvx1RfDafHAXe3Dw3aMoPVhVeX7Zk8D2jwBnMVCRBfz4AHB4ScA+MxblIuOnXHgrfPCUeZH+dRZy1xYAAD7csBHPLVmGggobCmw2vLB8Bd79dT0A4JGvv8H3u/ZAApAANqYfxzUffBxwvJWH0vDQ/75BdlkZih0OfL45FU8t/DFgux2ZWZj1yec4UVyCUocTC3ftwd1fzAMAHMzLw7UffIxjRUUodTqxeP9+3PzJ5wH7zC4rw6VvvYsDeXkoczqxOu0ILn/nPQBAoc2GKW++jT05OShzurD+6DFMe+sdqKrqt0+nx4OLXn8TW09koMzpwvbMTFz0+luwu91+20kpsfOfB1F6oAI+hw/2TCd2PHsAnnIPAGDGux9g9eHDKHM6cTAvH9PfeheZJaUBXyMRaatV7rIUQiQDGAZgo5+ndQVwosbjjKpjRNREhaklUD2nbthR3RKFW0sqH+z9GvA6Tj3Zawf2zw/YZ/6GIqjuU0mG6laRt74YADBv63bYPZ7qc3a3B19t2w4AWLBrd72+Vh8+EnC873buhqNGnw6PBwt27grYbumBg/D4Tl1Yd3q9+HnffgDA8oNptUpbuLw+LD90KGDx1w1H02s99qoq9uXmodhuR+rxDNRs7pMSmSWlyCwt89vn/tw82Fzu6nhUKeH0eLAvwFZI7hIPXAUuoE6+V5ZmQ5nTiZ1Z2fD4Tp0UQmDd0aN++yQi7QU9IRNChAOYD+BRKaW/31CigWP1fksKIe4RQmwRQmzJz89vqTCJQoreXPuftjAIGMKqpvpMkbWfrDMA5piAfVa3r+4UUMIr70KMsVpr/QMWADpYK6fQwo317wA0K4GnHWOsFhh0tV9HhCnw1GKk2VTv7sgwo7H6nL5On2aDUj216q9PWefXkZQSVqMREWYTfHWuhnlVFRFm/3c+RlnMtRJHoLKeWGSA16g36yHrJGNSlTBY9DAbDPV+kUrIdnGTAtHZLqgJmRBCQWUyNkdK+U2Ap2cASKrxOBFAVt0nSSnflVKmSClTYhux1oLobNTrlm7QGQUgKpMxJcKALpOq/r1Mfbly7Rh0gN4ImDsAo38TsM8e13eFzqSr/K2hq0z6ul+VAAD4yyVTEWYywaDTQa/TIcxkxN8unQYAeGPmNfX6emHGFQHHu3f8OMRYrTDq9dAJAYui4IWrAre7YfgwxEVEVCcnFkWpHu+qIUOQ1CEaZkWBAGBVFDx35WUB+7ygT28MTkiAtapIrNWo4MnJF8FkMGB0924Yk9wdVuPJc0Y8cP44RFssfvvs0bEjrh46pDpZtBqNuPycQegd28lvO4NFj66XxFV+FgB0Rh0ie4Uhsm84jAYDnp46+VQsioJB8fG4qA3ux0lEtQWtDpmo/C/nJwCKpJSPNnB+JYDfSSm3VD0eBGAuKteNJQBYBqCPv0X9rENGdHrlh20o3F4Cg0WPuAmdoITXuCqVsx048B2gWCsX9Id1blSf9mwn8jcUQeiAzuM6wtzp1FWgo4WF+GrrdkgAM4edW6tQ6aZjx/GPxb/AW7UR9rSBAxo1Xn5FBT7fnAq7y4Xp5wzCuYmNW8VQ5nTi001bUGSz4eL+/TC2R/Kp1+B245ONm5FfUYGJvXthYp/ejerT7fXis81bkFFcglHJ3XFJjdfg9fkwZ8tWHC0sxLDERFwxeFDAq25A5VW2r7Ztx76cXPSPi8PMYUOh0zXu/8kFqcUoP2KHOdaI+PM7QehPjffz3n3YeCwdXaOjceuolEbdCEFEweevDlkwE7LxANYA2IVTqx3+CMAE4DUAsQBKAGyXUk6tavM0gDtQeYfmo1LKRf7GYEJGRERE7YUmhWGllGvR8LowAPj2NG2eBfBssGIiIiIiaot4HZuIQk6pw4EPN2xCkc2GKf374fzevYI6nsfnw6ebNuNIQSGGJyXh6qGDGzVlqaoqvty6DXuyczAgPg43jRjeqClLKSUW7NyNLcePo0fHjpg9emSb3uYplLX2d41CFxMyIgopZU4nRr/wMnLKy+D2+vDGml/x2rVXY9bIEUEZT1VVXP7O+9icfhx2jwdWoxHrjx7FC1dd6bedlBK3z/kSP+zZA7vbA6tRwc979+OzW2cFTOae/P4HvL9+A+xuDyyKgnlbt+HnB+6tdwcpBVdrf9cotPFfLxGFlC9TtyGvogIurw8SlfXLnvz+h6CNtyH9OLYcP1Fdh83uduPddRtQbLf7bXe0sAjf794Nu/tkOw9+2rsPafkFftuVOZ14a+266nYOjwfbMzKx/li633bU8lr7u0ahjQkZEYWUcperXn0vu8d/9fvmqHC66l2ZMuh0sAWouF/uckHR1Z5mNOh0KHe5/Lazud3Q17mCptPpUOF0NiFqagmt/V2j0MaEjIhCypT+/WqtpzIbDLi0kWU2zkRKtyTohKi+g8mg06Fbhw5IiIz0265f51hEmE3QVSVXOiEQbjJiQFyc33bxERHo0bFjraK5QgAjuV9lq2vt7xqFNiZkRBRSBid0wbzbb0XPjh0RY7XiqqFD8M4NM4M2XkyYFUsfuh9Duiagg8WC8T17YtED9wRcnG9WFCx76AGM6t4NHSwWpHRLwrKHH4Clqqjr6QghsOiBezChd090sFowJKELljx4PzqGhbXky6JGaO3vGoW2oNUhaw2sQ0ZERETthb86ZLxCRkRERKQxJmREIcrr8+FwfgFyy8u1DgVSSmSUlCC9qAhqnY24A8nOOoQjaVvh83rqncstL8fh/AJ4fafdYa1BhTYbDuXlw+31NqldTaqq4mhhIbJKS8+4D2p9mSWlOFpY2OTvIVGwsQ4ZUQjKLCnFlDfeRk55OXyqD7NSRuD1665pVLHSlub2ejHzw0+wKu0whBAYGB+Hn+6/B5Fms992qs+Lu59/FPPzjNBDIlFx4pfHnkBcfE9IKfHI/G/xycbNMOj16BwejiUP3YfE6OiA8Ty7eAn+s3Q5FL0e4SYjFj9wH/rFNW4vz5MKbTZMffMdHC0ohE9KTB80EJ/echPrgLVhPlXFzZ/OwaK9+6AXAj07dcLiB+5FTJhV69CIAPAKGVFIumPOF0gvKoLd7YbL68O8rdvx1bbtmsTy4vKVWH34CJxeLxweD3Zn5+AP3y0M2O7zb1/DgjwFLhhgh4KjHivueft5AMD8HTsxd8tWuH0+2N1unCgpwW2ffxGwzzVph/HSipVw+3ywud3IK6/AtR9+3OTX9PD/vsGhvHzYPR64vF78vHcf3v11fZP7odbz1tpf8cu+/XB5vbB7PDiYl4ffzP9G67CIqjEhIwpBu7Jz4Ktxw47N7cb2jExNYtmUfhwOd8zxJgAAIABJREFUz6npRpfXi83HTwRstzn9GOw4dcehB3rsqKgsMbAjI7NWnS+fqmJ3dnbAPndmZcOnnnpfJIAjBYVo6s1NW09kwF1jmtTu8WDz8eNN6oNa18mdFE5y+3zYeiJDw4iIamNCRhSCesR0qDU9aTUq6BMbq0ksA+LiYDKcWh2h6HTo34gpwgGdO8OCU39AdVDR21y55qt3bCysRmP1OQEgOSYmYJ89O9Wu3wUA8ZERTZ7K7dM5ttb0pFkxBKwfRtoaEB8Ps3Lqe2jQ6TT7N0HUECZkRCHow1k3IsZqQaTZDKvRiHE9e+DWUQ3eaR10f5x6Mfp17oxwkxERJhMSoqPwYoB9HgHgrpmPYVSYA2FwI1K40FHnwru33QMAuHnkCEzo1RNhRiMizWZ0sFrx0awbA/Y5bUB/XD10CKyKgkizGREmE+bOvqXJr+mNmdegc3g4IkwmhBmNOLdrVzw88fwm90Ot55GJEzAkIQFhxsrvYeeIcLx+3TVah0VUjXXIiEJUmdOJ7RmZCDMZMTwxUZMF/Sd5fD6knsiAV1WRkpQIs+K/+OlJqs+LrduXweGw4dwhExDx/+zdd3gc1bn48e+ZberNRbZluTfkXiim10BC5wKhQ0ghP0ISbm4g4QZSbi4hhVRSSAgQyqWEEiC0UEMH4wLuvduSrV5XW2bO74+z6mVX0q52Jb+f59Fj7czOzLujlfXuKe/JGdm6T2vNqr37aAgEmF80jtz09JjjWbu/lIrGRuaOG9vvgqqNgSCr9u7F63azuHi8DOgfAmzHYcWevQTDYRYVj+/QyirEYOitDpkkZEIIIYQQg6C3hCymshdKqXxgHOAHdmqtpYCLEEIIIUSc9JiQKaVyga8BlwJeoBxIAwqVUh8Cf9RavzkoUQoh4kZrzb5/HeDAW5VYPovJFxeRV9L7QthC9MRxHH715ls8tmIV2Wk+fnL2mSydPCnZYQkx5PQ26OFJYA9wnNZ6ptb6WK31Eq11MfBT4Fyl1BcHJUohRNzsfaGMnX/fT+MeP/VbG1l751bqtjUkOywxRP345Ve445XXWFdWxoc7d3HW3fewdn/0EiRCiI56bCHTWp/Wy74VwIqERCSESKjS18txgm2jDpygw8F3K8mZmpXEqMRQdd+HyzrU9/KHQjz1yafMGTc2iVEJMfTEOoZsHjCp/fO11lLiWIghSLk6zbZUoNwyQ1D0j9vV8b1jWRYelytJ0QgxdEX9X1gpdR9wH/AfwNmRr7MSHJcQIkEmXDAOyxv51Vfg8lmMO0UKZIr++e/PnEpGpIyJpRSZXi9XJKnmnRBDWSwtZEdprUsSHokQYlAUHj0Cd7qLA+9U4kqzKD5rDOljel/oW4iefHHpUYzIzOTvKz8hNz2Nm045mQn5+ckOS4ghJ5aE7AOlVInWen3CoxFCDIoRC/MYsTAv2WGIYeK8eXM5b97cZIchxJAWS0L2ACYpKwMCmGXjtNZ6XkIjE0IIIYQ4RMSSkN0HXAmsAaQgrBBDhP9ggJr1dbjTXIxYlNc2bkwIIUTKiSUh2621fi7hkQgh4qZ2cz1rfrYFNKAgbaSXhf9zGC6fzH4TQohUFEtCtlEp9QjwT0yXJSBlL4RIZZvv2YUTaGvQ9h8MUPZmBUVnFCYxKiGEED2JJSFLxyRin2m3TQOSkAmRokL1oQ6PdUgTqA4mKRohhBDRRE3ItNZfGIxAhBDxk3tYNlWratFhDYDltWS9SiGESGFREzKl1GTg63St1H9O4sISQgzEzC9PZv1vt1Kzvh7lUky8cBwF83OTHZYQQogexNJl+QxwL2YMmcyyFGIIcGe4mHfLTLStwQKlVPSDhBBCJE0sCVmz1vp3CY9ECBF3XdatFEIIkZJiSch+q5T6AfAKHWdZrkxYVEII0UI74Njg8gzO5bRG2xqrmwXXe9snhBADEUtCNhdTGPZk2rosdeSxEEIkzts/hrf/F3QYJp8KFz8F3qyEXa58WRWb/rwTJ+iQMS6NOTdNJ22kD4DKVTVs/ON27GaH9EIfc749XdYAFULETSwf884HpmitT9BanxT5kmRMCJFYG56G934KTtC0ku16C56/LmGXa9znZ9PdO0z9Ng1N+5tZ+4stgKnjtuGu7dh+s89/IMDqn25Ga52weIQQh5ZYErJPAVmFWAgxuLa/BqGmtsd2AHa+mbDL1W9thPaTHyJJmRNyaNjRiGr/v6WGYE2IcIOdsHiEEIeWWLosCzHV+j+m4xgyKXshhEic3GJw+Uwi1iJrTMIu583rOkbN8loot8Kb66G7xjBXuowlE0LERywJ2Q8SHoUQQnR2+A3w6d+gfj9obVqvzvpLwi6XPzeHvMOyqdlYb0bJas2ML01EKUXOzCwK5udS9WmtebKGaVcXy+B+IUTcqJ7GQCillI4yQCKW5yTSkiVL9PLly5N1eSFEooX8sOV503U56WTTapZA2tFUr64lUBMiZ2oWmcXpbfu0pnpNHYGqINmTM8mamJHQWIQQw49SaoXWekl3+3prIXtTKfUU8KzWene7k3mBY4GrgTeBv8UxViGEaONJh5KLBu1yylIULOh+yKxSioJ5stqBECIxekvIzgCuBR6NLJ9UA6QBLkxNsl9rrT9JfIhCCCGEEMNbjwmZ1roZ+CPwR6WUBxgJ+LXWNYMVnBBCCCHEoSCWQf1orUNAaYJjEUIIIYQ4JMkUISGEEEKIJJOETAghhBAiySQhE0IIIYRIsqgJmVLqAqXUFqVUrVKqTilVr5SqG4zghBBCCCEOBbEM6v85cLbWekOigxFCCCGEOBTF0mV5QJIxIYQQQojE6bGFTCl1QeTb5Uqpx4Fn6Li4+NMJjk0IkQTB2iAH36/C8lqMOW4klrftc5sddKjf1oiyIHtqpqzl2IOmYJDlu/fgdrk4fEIxHpcrtgPtIOxbBo4N448Ed1piAxVCpIzeuizPbvd9E/CZdo81IAmZEMNM3bYGPvnhRvMbDmz/vz0c8Zt5eHM8BGtDrPrhBsL1YQB8I70s+P5huDNiTDYOEaV1dZzwm99T4/ej0UwZMYLXv349WT5f7wc218L9R0PtHvM4cxRc+6H5Vwgx7PX48VZr/QWt9ReAv7Z8327bvYMXohBisKy9c2trMgbgBDXrf7sNgG0P7SZQFcRudrCbHfxlAXY9vS9JkaauG596htK6OuoDARoCQTYdLOdnr74e/cA3b4OqrRCsN1+1e+CVbyU+YCFESoilv+GuGLcJIYY4uyncZVvzQTNSoam0Gey27TqsadrXPFihDRlbDpYTdpzWx4FwmA1lB6IfWLHedFm2cEJQIcN3hThU9DaGbClwNDBKKdX+Y1oOZoFxIcQw4833EqgIdtiWNTkDgJypWTTtb0aHTBOa5VXkTMsc9BhT3eETi9leWUEgbLLXdI+HIydNjH7g+KWw530I+81jdxoUHZnASIUQqaS3FjIvkIVJ2rLbfdUBFyY+NCHEYJv/vRlYXtX62JvvoeSGqQBMuWw82ZMysDwK5VHkzsqm+NyxyQo1Zf3ivHOYO24c6R4PPrebk2dM48aTToh+4HG3wsTjwZVmkrGxS+DUnyc+YCFESlBa696foNRErfWuQYqnT5YsWaKXL1+e7DCEGFacsEP99kYsr0X2pI4tYFprApVBlKXw5ntQSvVwlkOb1po9NTW4LYtxubl9ORDq94O2IacY5P4KMawopVZorZd0ty+WwrC/V0p1ztpqgeXAn7XWMohEiGHEclvkzsjudp9SirSRUWYLCpRSTMjP78+BkFMU/4CEECkvlkH924EG4J7IVx1wAJgReSyEEEIIIQYglhayhVrr49s9/qdS6m2t9fFKqXWJCkyIFrWbG9j8lx2E6sLkzMxi5lcn48mM5a3bi4qN8PTlUL0dRs+G8/8P8mIYeJ0A4cYwG/+8g7qNDXhy3Mz40iRyZ3XfQsW2V+CF/wfN1TD1M3D2X8GbNbgBCyGEiLtYWshGKaUmtDyIfD8y8jDY/SFCxEdzRYA1P9uMvyxAuMmmek0d6361dWAnDdTD346DslUQqIG9H8IDJ4Adik/QfbTuN9uoXl1HuMnGXxZgzS+24D8Y6PrEg+vg8fOhZrtJyDY+Y5JKIYQQQ14szQz/BbyrlNoGKGAycL1SKhN4IJHBCVGzvr7DYx3W1G1uwAk5WJ5+Lttz4NNIvafI0EhtQ1OlaS0bOXNgAfeRE3ao3VjfoRgrQO2GetJHdxqrtf0V0O3qhNkB2PavxAcphBAi4aImZFrrF5VS04FZmIRsY7uB/L9JZHBCuNNdXSaaKUuhXAOYfebLMWsFtueEwNdDN2ECKZd5LTrcMSNzpXeTbPpywHJ3LB7qTk9whEIIIQZDrE0Mi4HZwDzgYqXUVYkLSYg2BQtzSSv0tdbGsrwWky4uQlkDSMhGz4Upp4InUtLBkwnzroTscXGIuG+UUkz+fFHrAt6WR5E+2seIhXldnzz7EhNjy4LT7gz4zC8HMVohhBCJEksdsoeAqcAntC2corXW30hwbFFJHbJDgxN0KHurgkBVkNxZ2RTM70Ndpx5PasPqh6ByE4xZACUXJ7XmU9WaWmrX1+PN9zLmxJG4vD18VgrUw6p7oakcppwGk04c1DiFEEL0X291yGJJyDYAJTraE5NAEjIhhBBCDBW9JWSxdFmuBcbENyQhhBBCCNEillmWI4H1SqllQOtcfK31OQmLSggxYHVbG6hcVYs73cWYE0biyW736166Ejb+w9Qwm38NZBW27qr4uIq9/zqI5VZMvng82VOSt4B4sDbEgbcrsAMOIxbnkT154LHYzTZl/64gWBsib3YO+XNy4hCpEEIMTCxdlt2uiqu1fishEfWBdFkK0b3KFTVs+MM2nKBGuRWeLDeL75htkrJtr8Lj50HYb2ZtpuXBdZ9C9lj2vXqAbQ/s6XCu+d+f2eNSSokUrA2x4pZ1hBtttKOxPIqSG6dRMK//YwjtoMPKW9fTXB5AhzSW12LK5eMZd8roOEYuhBDdG1CXZSTx2gl4It9/DKyMa4RCiLja9vBunKD5sKXDmlBDmNJ/l5udr3wLwk2ANuU+mqth2V0A7HhsX5dzbbl312CF3cH+Vw8SagijbW1CDWq2Pbwn+oG9qFhWTaAyiA6Ze+MEHbY/sjce4QohxIBETciUUl8GngT+HNlUBDyTyKCEEANjNzsdHuuwxm6KTJIO1HV8shOG5prW53U9l91l22AIN4ah48vA9g8sFttvWtvac0IOKThnSQhxiIllUP/XgGMwi4qjtd4CSPu+EClsxJK81tptYOq3FbTUNpt9EXgy2p7syYDDLgAge3rXMVqjjxmR0Fh7MvLw/E6vQTHyiPwBnTNvdg6qXXkT5Vbkz+m4TQghkiGWhCygtW4tDa6UctNloRchRCqZdtUERh89AneWC98ILzO/OpncGZFFyE++AxZcC+kjILsIPvcnUygXmPfdGWRNyTBrcigYdXQBky8en5TXkFeSw/QvTcJb4MGd5aLw+JFMuXRgsWSMS2POt6eRVujDnelixMI8DrthapwiFkKI/otlUP/PgRrgKuDrwPXAeq319xIfXu9kUL8QQgghhoqB1iH7LlAOrAGuA15MhWRMCCGEEGK4iGWWpaO1vkdrfZHW+kKt9T1KqfeiHaeUKlZKvamU2qCUWqeU+mZke4FS6lWl1JbIv/ntjrlFKbVVKbVJKXX6wF6aGE7CjWH8Zc04YSf6k4cgJ+zgL2s2A9kTpbkWqrZCOND787QDNbugvjRxsQghhOgglsKw3ZkQw3PCwH9prVcqpbKBFUqpV4FrgNe11j9VSn0X0wL3HaVUCXAJZhHzccBrSqkZWuvkTPESKWPvS2XseHwfyqVweS3m3jKDrAkZ0Q8cIhr3+Fl9xybsgIO2NZMuHEfxWWPje5Fld8GrN5m6Y+40uOJVGLuw6/Oaa+DBU6Big0nMpp8JFz5ujhNCCJEwsXRZdifqoH6tdanWemXk+3pgA6ZkxrnAA5GnPQCcF/n+XOAxrXVAa70D2Aoc0c/4xDBRv72RnU/sR4c1TsAhVB9m3Z1bkh1WXK395RZCdWGcgIMOa3Y9XUrdtob4XaDsU3jtO2AHINQI/kp45LPQ3fjRF78G5WtN0Vg7ANtehmW/i18sQgghutXjx16l1AU97QLS+3IRpdQkYCHwEVCotS4Fk7QppVpKaBQBH7Y7bG9kmziENe7xm3dcO4HqEE7QwfL29/NE6nDCDoHKYKetmsbdfnKmZsXnIgfXgOXquM1fCcF68HVaNmj/x2C3iyfUBHs+gKPiE4oQQoju9dYPcXYv+56P9QJKqSzgKeBGrXVdL/V+utvR5SO8UuorwFcAJkyIpedUDGVpo7xdtrkzXCjP8KgbZbkt3Jkuwg3teuaVIm20L34XyZ9iuh/bc2eAt5vlkApmQPV2aBkp4E6DUSXxi0UIIUS3ekzItNZfGOjJlVIeTDL2f1rrpyObDyilxkZax8YCByPb9wLF7Q4fD+zvJq6/AH8BU/ZioDGK1JZXkkPhcSM48HYFymWhHU3JN6cOq0KeJd+cxtpfbkEphbY1o48uIK8kjmtHFh8Ni74CK/4MLq+pzH/RE9DdPTzrbrj3KAjUAw6MmAXHfCd+sQghhOhW1Dpk/T6x+Yv5AFCltb6x3fZfAJXtBvUXaK1vVkrNBh7BjBsbB7wOTO9tUL/UITt0NO7xE6wJkjkhA2+uJ9nhxF2wNkTj7ia8eR4yixM0YeHgOqjfD4VzIWtML8E0mq5LlxeKjpAB/UIIESe91SFLZEJ2LPAOpn5ZS3/Jf2PGkf0dM1NzN3CR1roqcsz3gGsxMzRv1Fq/1Ns1JCETQgghxFDRW0LW60dfpZQFHKW1fr+vF9Vav0v348IATunhmNuB2/t6LSGEEEKIoazXhExr7SilfgksHaR4xCFC25pd/9hPxfIavDluplxeTNbE4VNbrIuQ39QB2/VvyJ0EC64x5SQCdTD3Clj6X92P6eqFdjS7n9lP+bIaPNluplw2nuzJXRcH73qgNnXJPrkPPJlw8u0w6cR+vKhhQDvw3k9h7eOQlgen/cJ00wohxCCLZS3LHwGrgad1ovo3+0m6LIeuLffv4sA7FThB85ZypVks+sls0uM5uzCVPHIm7HwDws2YhuN2v0qeDDj6ZjjhB3065baHd1P6RgVO0IwIsHwWi28vIX1MWu8Hvv8LeOtHpiYZgDsdrn4Lig7v0/WHhde+Cx/fZcp7gElQv7wcRs5KblxCiGFpoGtZfgt4AggqpeqUUvVKqbq4RigOOQferWxNxgCcsKZyZU0SI0qgYCNsfyWSjEGXai6hJjMDso/K3mpLxgCckEPF8uroBy7/U1syBqYI7OoH+3z9YWHVPW3JGJif0fonkhePEOKQFXX6lNY6jvPvhTA6984pBcoaPqUsOrBc3VfF7/Ccvs9k7Hy/lKViu4ddrqXMjMpDUed7oSywht8sXiFE6ovaQqaMK5RSt0UeFyulZJCFGJDis8Zg+SJvP8t0t406Mr/3g4Yqd5oZM+aJjJGzPIAyf/zBbD/utj6ftvicMW2rFVjg8lmMWloQ/cDjv98WCwq8mbD4uj5ff1g49ntt90JZ5l7MuyK5MQkhDkmxfCz/I6ZsxcnAj4EG4A/AITjgRMRL8blj8Y7wUvFxDd5cNxPPGzcs64u1OusvMGoO7HwT8ifD3Mvh4z9BoAbmXA4l/9HnUxafORZvrpeKj6vxZLuZcN5YfPkxtHTNuwJ8ufDp38CbBcd8F0bM6PtrGg6O/AZkjoZ1j0PGCJOg5YxPdlRCiENQLIP6V2qtFymlVmmtF0a2faq1nj8oEfZCBvULIYQQYqgY6KD+kFLKRWQkslJqFG2FXoUQQgghxADF0mX5O+AfQKFS6nbgQuDWhEYlRDxoDTvegJodMGYBjOv2Q8mAhP02Vatq0LYmf24ugeogDTubSBvlI292do9rbjpBh8pParCbHfJKskkb2a7chx2Ezc9Dc42pD5Y/pV+xNZcHqFlfjyvdYsTCPCxPLJ+/hgk7BFueB381TDweCqa17XNs2PICNJVD8TFS4kIIkRJimWX5f0qpFbRV1z9Pa70hsWEJEQf//JIZG9RSZuLkn8CR34zb6UP1IVZ+bz2hJttcwtFo2mY/jjw8n5nXTeqSlNnNNqt+sIHmimDrtnm3zCBnWhaEA3Df0VC1OTIzU8OlL/S5cGvt5gbW/Gxz6+O0UV4W/ugwXD5XP1/tEGIH4f7joGJ92z38/LMw5VSTjD10Kuxfbraj4YLHYObZSQ5aCHGoi/Ujcwbgijw/PXHhCBEnpSth3WOm3laoyXy9djMEG+J2id3PlhKsDeM0OzgBByek0SFtvg84VHxcTcP2pi7Hlb5Rjv9goPV5TsBh8z07zc5PH4DKjSbOltifu7bPsW3+684O5/cfCFD2ZsUAX/EQseYRKF/X8R4+e43Zt/Fps3B6qJt9QgiRRLGUvfg+8ABQAIwE7ldKSZelSG0NZV3rSVluaKqM2yWaK4Nou+dJMcqCYG2oy/ZAVRAd6nhcqC5svmkoNcsstddU3ufYQnUdr6tDmkB1sIdnDzMNZe2K8Eb4q9r2abvjvkBN9DpxQgiRYLG0kF0KHK61/qHW+gfAUcDliQ1LiAEaswCccMdtvhzIKYrbJQrm5bbVAeuGduh2fc68kpwOxym3IvewSP3lCceDp10jtOWB4mP7HFvurGyUu62r1PJa5JXk9Pk8Q9KEY8Hdbkye5YHxR5nvi4+hw397ygVjF/d5HVEhhIi3WBKynUD7xfF8wLaERCNEvGSPM+OG0vIBZRb0vvL1flXE78mYE0cy9pRRqEhnft6cbHwjPaDAneFi9o1T8Y3oWhdsxKI8Jpw/FuVSJrSZWcz40iSzc/JJcMrPwOUzTWxFR8IF/9fn2GZ+ZRI507NM/Vm3YuIFYymYnzuwFzxUTDgWTvulKcirLBi7CC78u9k3dhGcdbcpBqssKJxn3idCCJFksdQhewZTBPZVzCjY04B3gYMAWutvJDjGHkkdMhETO5jQpYG0o0FjEizACTtY7uifdbSj0Y7u/rlagxMacNxO2EG5VI+zPYe13u5hnO6vEEL0RW91yGJpLvhH5KvFv+MRlBCDJsF/dDuvHxlLMtZyXI9rT6r4rC8ZayzDUm/3ME73Vwgh4iWWshcPKKW8wCxMC9kmrfUhMjpYxJvWGm330Co0AL22StkhcCVnWab+tp4NVTpsxu0p9wC7hpP4MzOtZ+HkXb832jHxWYdA+RIhDjFR/9dUSn0O+DNm3JgCJiulrtNav5To4MTwUvpGOdse3o0T0mRPy2TOt6bhyR7YH72qT2rY8Mcd2H6b9DFpzPn2NNILI0Med7wBT15sZtjlTYZLn4dRh8XhlUSntWbX0/vZ81wZ2tHkHpZNsCqI/0AAV5qLWddPZsTCvEGJZTDocJgt//MoZdunA1A4eQszfnBp3xOzqq3w6JlQuQXSck2NsGmnJyDiHmx42pTBCDbAqNlw2QuQO2Hwrt8TrU3Zlo9+a5KyWRfA+Q91nLwghBjSYvmo/ivgJK31iVrrE4CTgF8nNiwx3NRuqmfbw3twgqbFqGF7Ixvu2j6gc/oPBlj/u+3YkcKs/rJmVt+xGa011JfCY+eAvxLQplr/Q6d0nXmZIOUfVbP3xQOmLIaG2vX1+MsCoMH222y4azv+A83RTzRE7PnjExzcMQnzGc9N+c7J7P793/t2Eq1N0dbKLYA2KxU8cQHU7Ip/wN0p3wD/uBKC9eb6FRvgkc8NzrWjWXUvLP+jGfembbMKwevfTXZUQog4iiUhO6i13tru8XYiA/qFiFXtpgaccNsSqNqGui0DK9LasKMR1f4drCFYEyLcYEPZqk4zKjUEaqFu34CuGavq1bU4gZ6XfFUW1G9rHJRYBkPVZgtHt5XrcHQa1Zv72DrWVGHqhNFuopHlhtJBmriz78OO5S+0bZKycGBwrt+brS+ZIrYtwn7Y9q/kxSOEiLtY/sdcp5R6Efg75n/Ki4CPlVIXAGitn05gfGKY8OZ6sNwWTrAtSXFnDWyckSfX0209T1e6BZmFpjWhPScM6QUDumasfCO8KLdCh7ufxaw1ePNScIxSP6VlB6mrCdP2X0oYX3YfE5m0XDokY2CWOsocE4cIY5BZ2LUemTstNQb/5xabemqt72kF2fGrqSeESL5YWsjSgAPACcCJQDmmav/ZwFkJi0wMK6OPKSBjfBpWmoXls7C8FjO/MmlA58ydmUXBvJzI+RSW12La1RPMoPmxi6DkYvBkmppTngxT38uXHZ8XFMX4Mwrx5XtMbD4L5QblUSZOn0X+3Jy2YrDDwKTrjsPjasBSTViqCberkclf7WNBW5cXTv+t+Vm5M8CTBTPOguKjExN0Z9POgOLjwJsViSEdzronNYrGHnerSRg9mebLlwNn/C7ZUQkh4ihqHbJUJnXIhhYn7FC1qpZQQ5jcWdlkjE2LflAUWmuqV9cRqAqSPTmTrEkZ7XfC9tfM+LExC6Ho8AFfry/sZpvKVbU4QYf8OTmEGsLUb2/El+8hf37usKsNFjp4kKrXPwAHCk5bimf06P6dqHSlWfw7dwJMPX1wEyLtwJYXzRJWRUdB4dzBu3Y0gTrY/Lypqzf1dMgem+yIhBB91Fsdsh4TMqXUzVrrnyul7qJLP0JyC8K2kIRMCCGEEENFfwvDboj8KxmPEEIIIUQC9ZiQaa3/Gfn3gcELR4j4Cfttdj+7n6b9AXJnZDL+s2NaC7TaDQ3s/tMzNJYpciZYjP/q+Vi+vnehNuxqYu+LZeiwZsxJo8ifM7gLeB94v5KKZdV4c9wUnzOWtJFxrksVbIR3boeK9WZdzaXf7rlg6t4PYVmkQf3wGxI/9qt6B7x7hyltMudSKLmwbV/tHnj3dmg8aGp2zbsisbH0VzgA7/0MylZC4QI49rtmIoEQ4pBC4EdfAAAgAElEQVTTW5flP+mmq7KF1vqcRAUVK+myFD1xwg4rb9uAv6wZHdJYXouCBbmUfGMqOhzmk6//g8aGsTg6DUs1kztiN3N+dQnKir2KfsOuJj75n42t5S0sr+KwG6YyYtHgFHzd82IZu57cb2auWuBOd7H4p7Px5cdpVqAThr8eESn90GwG2k85FS7pZjHu3e/Bw6eZcgxgnnv5SzDx+PjE0lntHrh7LgTqAccMwj/1F3D49dBwAP4029Qx07bZd/z34ZjvJCaW/tIaHjwZ9n1k7ps7HcYtgav/Tcd6LkKI4aK3LsvefuvvBH7Zy5cQKatucwOB8gA6ZD5TOEGHypU1BOtCNKz4hMbGQhxtWiIcnUZt5UQCO3b06Rr7Xj7QodaYE9Ts+sf++L2IKPY8W9pWRsQBO+BQ/kFV/C6wbxlUbTHJGEC4ydS+qu/mNb53R1sy1vLcd26PXyydrX4QQo1A5PWHmuCd/zXfr3vcVNrXdtu+d+9IXCz9VbkJ9i9ru29hv5nQUL4+uXEJIZKitzFkO7TWuwctEiHiSNvaLPTVnjLbdSiM6tL467Suwxir9oVuW6/bQ92xRNBOx2tprbtsGxA71LWlRllme2fdFU/tXAcunuyQmRHZ3fWcbva1JGeppNv7qwZtNQkhRGrprYXsmZZvlFJPDUIsQsRNzvQsXD5X6ztceRRZkzLw5nnIWjQPj6cBMH/AFUHSM8pJmzatT9cYe9IoLG9b1md5Lcad1s9SD/1QePxILG/br7Dlthi5JD9+Fyg6HHx5oCKf21w+s75jd2s7HnGD6Rps4cmAJdfHL5bOSi7qONbKkwELv2S+n3lex2KungyYd3XiYumvUYdBTqTgK5h/s4vMPRZCHHJ6G0O2Smu9sPP3qUTGkIneBCqDbH1wF/7SANnTM5l6xQTc6S4Agvv3s/XXb9BYk032qDqmfuuzeEaO7PM1qj6pYefT+9FhzbjTRjPmxJGDVl9MO5pdz+ynYlk1niw3Uy4rJntKZnwvUl8KL30NKjaZBO3030Yq6ndj3d/NAHWAo2+COZfEN5bO9n5oFtxuroHZl5gB8S0tTqUr4ZVvQVMlzDofTvgBWK7ExtMfTZXw8teh7BMonAef/T1k9P19KIQYGvpbh2yl1npR5+9TiSRkQgghhBgq+luHbL5Sqg4zEic98j2Rx1prPbjz+4UQQgghhqne6pClYPu+SHlam+6iQJ1ZT7Jd95bWmsZdfkKNYbImZeCx6kxXTXoBFM6Hg2ugsRzGLICMEbFfc8uLcHCtWYuwcF5cXkZzRQB/WYD0Qh9pozrW9mquDOIvbSZtlJf0wsTXjArVh2nY1YQn203mhPSOXaLNNeZ+p+Wb+xZrd2mwwSxP5MkwpRbiUGbBCTvUb28EDdlTMrE8MZ7TsWH/x2ZiwLgl4G3X7aodE2eoCcYujnktUu04NK78hFBtPVnzZ/erOzphwgHzelGmGzgVFi8XQiRdby1kQvSNY8Pj58LOf5vxOpYHrnkbRpWgHc2G32+n6pNalAvQDvPHf5Ws9K1mbb6sQlPE0/IAGi7/F4w/Kvo1710K+z4037/+HTjxx3D8rQN6GaVvlrPtwd0ot4W2HaZcXsy4U8xg/QPvV7LlrztRLgsddph0YRHjzxwzoOv1pm5rA2t+thkwEwVHHpHPzOsmmaSs7FN48CSzw7HN+oYXPRE9uareDvcdbcosOLZJdK58dUCJQagxzCc/2kiwKgiAN9/Dgh8chicryn8xIb+pxVW+1sTtzYZrP4DcYvO+ePgMUxrCcplB/F94Hwqm9npKbdts+O6jVJVNRCkNrGH+N3LJWpICoy6aKuG+pdBQBmjImQDXvt/zuDwhxCFDqg+K+Pn0AZOMhRpNC5m/Cp6+HICKZdVUfWoW2rb9Dnazw4Zdt0Cg1iQGNTtNK0ig1hz7xIW9XgqA1Q+3JWMt/n0bhIP9fgnB2hDbHtyNE9LYfhsnqNn+8B4C1UHCTTZb7tmJE4zsC2l2PrkP/8FuSj7EyYa7tpv75Xdwgg4VH1dTtarW7HzqEmiuNvcr1GhqhK17PPpJn/siNJW3Hbf/Y/j4DwOKc8fje2k+GMBuNj/b5vIgOx7bG/3AD34JBz4xLXaBOpOovHCd2bf8bvPzbXk/NVXAs1+IesqKf7xMVdkEHJ2O7WRhO5lsuHvfgF5f3Lz6bfNeD9ab11y9Dd74XrKjEkKkAEnIRPxUbYkU62yhoXYnAP6DAZxQ+9pQFoFwLy1LDaWm+7M3pSu6317TtwKv7QUqgyh3x24/5bYIVAYJ1gRbl15q26doTmBCFqjumFxqW+M/ECnUWtepTGDID1Vbo5+0akvHOl1h/4CLkTbtbe5Qg02HNY17/b0cEVGxvq3wLJjWvsrN7fa1O4d2oHpL1FP699fh6PatfRaBQEH0WAZDxYaO9dnsAJSvS148QoiUIQmZiJ8xC8HTbvyPcsHouQBkTUjvNKbIJt3bU+KkIH9q9PFQk07q/tgoXVq9SSv0dVNTVJNemIavoGuXnrY1GWMTN44sfUzHcyuXInNCpN7XyJKO3ZOedDMWL5qxi9pqX4EZR1Z0xIDizJmWifK0q8nmUeRMi6EER9GRHeuXWV7ThdrtPo95j0WRNW0UlmpflNYmPeNA9FgGQ9GRHeunudPNNiHEIU8SMhE/JRfBvKtMAVFPpikgesEjABQsyGPcKaNQboXls/DluSmZ/mvzPJcXxh8bOS4LMkfDJc9Fv97Mc2D2pe02KDjnXrD6PzTSk+nmsBumYPksrDQLy2sx62uT8WS7caW5KLlxGq60yD6PYsaXJ+EbkbhB2bNvnIY3z4Pls1BuxfjPFpI/OzLB+aInIHt82z1c/BWYcXb0k579VyiYbpIdl8/U6Vr4xQHFOfHCInKmZWJ5FJZHkT0lk0kXFUU/8PAbYNrnIj/7DBg5C878k9k3/2o47D/a3k/5U+Gc+6OesuBzpzKuZCdKBbFUEz5PNSXfnjug1xc3J//ETFxwp5uv4qPhxB8mOyohRArosQ7ZUCB1yFJU40Gz6HPexC7JUbAuhN1k4xvpxVK2GU+Tnm+KYTZVmnFneRP7NsC8ZhdUbjQtDWnxWdjbbrYJVIXwFXhwpXWccGwHbAKVIbz5ntZCs4nkhB0CFUHcmS482Z7OO8099OVC5qg+nNSG2l0mKcgeG5c4tdYEKk0Xq2+Et28Fcuv3m9mHeRO7TkpoKDPjC3Mn9qm4a7CsDLu6Bt+UKVi+FJrJqDXU7jYtwDnFsc+MFUIMef0qDDsUSEImhBBCiKGit4RMuiyFEEIIIZJM6pCJQ4J2NDuf2kfZmxUol2LCKRbjyq81ZQdGz4HzH+5+0ex4aaqEZ66CvR9A9jjKJ/+N7S95cYIOIw/PZ+pVxVjuYfz56OM/wLs/MV2li68za0vGoRitEEIMF5KQiUPCnufL2PfyQZyAmUK5/almPIU5jMqphj3vwwMnwNc2g8sT5Uz99MhnzaoEToja6glser8ZJzJa4MC7FWDB9GsmJubaybb2cbMIeKjJPP7gTlMA9uhvJzcuIYRIIfIRVRwSyj+oak3GABydxsGG080DbUNjhalgnwiBOihb1Vp/qrL+hA51spygpmJZdWKunQrWPtKWjIH5fu0jyYtHCCFSkCRk4pDgyug8O8/GbdW1PXRC4M1KzMXdHWuJuVwNKOyO29KG8dKx6flduyd9slSQEEK0JwmZOCRMuXQ8ls8CBVjgcoeYUBhZZsiTCXMvg5wY6mb1h8sLx93aWuR07IgXcXuaWqv+W17F1CuKE3PtVHDs90yyq1yAZe73qT9LdlRCCJFSpOyFOGQ07vVT/mEVyqUoPCaftH2PmvplYxbC7EsSXw9q03Ow5z3InUBw6jUceK+OsN9mxKI8cqYlqHUuVdTsgtUPgh2COZfAqJJkRySEEINO6pAJIYQQQiSZ1CETQgghhEhhUvYiVdkh+PQBsyxO0RFm3cZU0VgOn/4Ngo0w81wYG33B5wEJN8Oq+6ChFCYcB1M/07bPDsInfzNL0YxfCrnFsPEfZkmguZfBtlfM7Mlxi2HmeTF1S2qtKf+gisa9fjKK0hm9tABlqdZ9FcuqadjVRPqYNAqPHdG6L6otL5oSG7nFhKZd2dZluTCPmndWUrG6EV+OYto3jsabn92PG5XCavfAmofNUk8lF5k1K1vUl5ruzHCzWbty9JzkxSmEEEkiXZapyLHhoVNh/zJTIsCTCUd+E06+PdmRmXUq754LzTVgh80Mws//o2OSFE92EO5dChUbIOw3A+NP+jEc9S1znx44wZSUCDWZRai1Y8pYYJnky3JHjsuEJV+F0+6MesmNf9pOxfIanICD5bMYsSiPWddPRinFlvt3ceDdytZ9ebOzmf2f06Kv2/jO7aYwaqiJEGNZsfMhQk4e2taAhna/hkqFWHr3AtyZGQO6dSmjahvcs9j8jLRj3jNX/9sssl23F/4836x9qm2z77KXYeJxyY5aCCHiTrosh5rd70Lp8rbaTaFGeP8XpkUq2T7+g1kA3A4CDoSb4F/fTNz1trwAVZtNUgXmnrx+i/nDvuMNOPBp232yA6Z8hXZAh833rcc1wkd3mUSyF/6DASqWVbfWLHMCDpUrqvGXBQjWhih7q6LDvpp19TTu8vf+GuwgvPWj1jj3V55BKJiBDkcSMa0w0z/Nl9Yedt37Qd/vVap6538hWB/52djmZ/HazWbf+3dCc23bzy3UBK98K7nxCiFEEkhClooCtV3rNikLgg3Jiac9f6XpdmovUJ+46wXqum5zwqZLN1iHSWJiZLmixmo32a3lKFool8L229j+bvZZEG7qdD86CzfTvgnMtrPR9F53LNxo97p/SPFXmWSrw7bqdvs6vdZA7eDEJYQQKUQSslQ0fmnHx5YbCqZB5ujkxNPerAta62kBZqzWYRck7noTT4D23eqWF8YfDW6f+beDllambigX5BRHrTWWMS7NFGltOY0Cy2uRUZRG2igfnmx3h98a5VJkTYrStejLgcL5YJllmQqy3sFSwXZPiHRbtjP6lGG0jNLsz3d8z3gyTOkLMOPJOryfMqDk4sGNTwghUoAkZKkocxRc9SaMLDEVzSccB1e+lvg6WbGYfDKceTdkj4P0Aph/dUzjsvotbxJc/jIUTDf3YsppcMmzZl/2WLjydRgxy+ybdBIs/CKkj4CssXD892HUHJMQFR8DV78ZdUFry2sx/7aZZE/OwJXuImtSBgtum4XL50K5FPNvnUnO1Cxc6S4yJ6Qz/7ZZuDNimBtz2Usw6UTw5ZJX3MSMS7x48z24M12MXJKF29OAScrCTDkzSP4RMwd441LI3MvgpJ9AZiGkj4QjvglH32T2zTwbPvMb8/NKHwGLvwIn/ii58QohRBLIoH4hhBBCiEEgg/qFEEIIIVKYJGS9cMIO/oOB6IO2k01rUz6gvrTjeCuB3WzjP9CME3KiPzkRGg+aZYM6D2ofDI5t6tg1VfTtOK1N3bCGA93vk/eaEELEnRSG7UHjXj+rf7IJO+Cgbc2ki4ooPnNMssPqKtgI/3c6lK4wfyAnn2Lqgrm8yY4s6Q68V8mWv+4ES6EsxZybppE7Y5AKrmoHnrkG1j9uJhQUTIer3oCMEYNz/fpSeOBEqN9rZqUu+CJ87g/RxyE218BDp0H5OvMaZpwD//GomaEq7zUhhEgYaSHrwdo7txCqC+MEHHRYs+up/dRtS4GyE529ehPsX2FKK9gB2PkmvPvTZEeVdP6DAbbcuxMnpHECDrbfZu2dW3HCg9RStfKvsPEpU4Ms7DeLmD//5cG5NsA/rjArFISaTAyrH4T1f49+3Es3wMHVJmY7AFtfgGW/M/vkvSaEEAkjCVk3nLBDoDLYaauOXgA0GfZ9CHZz2+OwH/a8l7x4UkTTPj/K1fHtrcOaYHVocALY+0FbwVowSdH+QZyAcuATUxy3RagxtuvvWxYp+ttyXJNZ7gnkvSaEEAkkCVk3LLeFO7NT4U6lSBvtS05AvRkxs7W+FWCWDxpVkrx4UkTaaB/a7tQapjWeXE/3B8TbyMNMjbYWyjK15AZL7iQ61GTzZJhu02gKZpgu1hbutLb3k7zXhBAiYSQh60HJN6Zi+Sxc6RaW12L00gLyZqfggs+n/8bUBPNmm6+CqXDCD5MdVdJlFqVTfNYYLK9q/RnOuG4yLu8gveWP/IYpBuvNMnXQMkbB2fcOzrUBzn8I0vPNtT2ZpojuwmujH3fmn0y9MF+OiX1kCRzzHbNP3mtCCJEwUoesF8HaEA27m/DmeMiamMILPYf8sO8j0woz/igZZN1O0/5mmisCZBSlkzZikO+LY5ufS8gPRUeAb5AT+uYa003pzYaiw6MWxW0VbDRdly4vjD/SrBTRQt5rQgjRb73VIZOETAghhBBiEEhhWCGEEEKIFCZ1yIa7DU/Dez8DNCy9CWZf1PdzhJrg1Zth99uQPwXO+B3kTuj2qfXbGtn+2F7CjWFGH5XL+Iw/ora+YNadPP03MHJW99co3wD/uhEaymDGWWZskssMIPeXNbP14T0EK4Pkzclh8sVFWJ7U+yxhV5ax/ScPUFszifS0A0y74Wh8h3X7QajTgUF441bY9i+z+Pnpv4URMQzAd2x49w7Y8KRZB/K0O2HswoG/kP6Kx3ttqKrfDy9/Ayo3w/il8JlfmjF4QggRI+myHM42/ROeugTCkfIL7gy44GGYdX7fzvPw6SYZCzebGXgZI+FrmyAtt8PTmvb5Wfn9DTgBM7vRcoUoyn+EyQW/B5QZKH79ejMwvL26ffCnEgjUA9rMCCz5PJx7H8G6EMtvWku4yQYNlldRsCCPkm9M7d89SRBt26y+/n7qmg5Dax8Qxuuu4vA7F+AaOa73g5+6FDY9a8pIKCtynzZCVmHvx73ybVjxp7byGp5MuO6TwZ3N2SJe77WhKNgIf5hlPkzosJl9WnQ4XP129EK8QohDinRZHqqW/a7tDySY75fd1bdzNNeaAqDhSP0pbZsEYNfbXZ568KMqnGBbqQnH9lBWfU7kkQY7BFte7HqNLc+bfUQ+HISaYM3DoDXVa+pwwrp1lxPUVCyvHrwCrzEK7d5EXVNJJBkDcGPbGdT+67neD3TCsP4Jk4yBqY5vh2Dby9EvuuqerrXONjzdr/gHLB7vtaFq7wcQqGur+2YHYN9yk6AJIUSMJCEbzlzd1Nyy+liHy3L1sL1rb7dyqQ6lrwy73RNUt8dhubu2JERmBHZ/TlAp1vKg3B7QnWNSKHeUUQHK6r4Vpbv71PWinR73cH8HQzzea0OV5ab1E0MrJ3k/CyHEkCQJ2XB2zC2m66iFOx2OvaVv5/BmwezPm25EMGUOsgph0oldnlp4zAhcPqs1gbLcYSaMerjlgTnXzHO7XmPW+WZfS4LhyYAjbwSlKJiXizvD1Vqr1PJajD1llEnUUoineDoj8pdhKdPSpQjg9ZST+7kLez9QWbDk+rb7a7lNV/D0s6Jf9JjvtB2nLNNlOeeSAbyKAYjHe22oKj4acotNVyWY+zD9LMgcldy4hBBDiowhG+52vwfLfmsWgz7iGzDxuL6fw7Hhw1/Bzn+bau8n/MAUHe2Gv6yZ3c+WEmq0GX1UHqO9T8CWFyBnPBz/AzO4vzv1++Ht/zHjyWacDYu+3NpyFKwLsevp/QQqguTPy2HcqaNRVmolZAA64GfPz35FXVk+6dm1TPzPS3GPmRTDgRqW/xG2vgQ5E8z9jTZ+rOW41Q/BhqfMuL7jb4O8GK6XKPF4rw1VgTp460dQsRGKj4FjbpYWMiFEF1KHTAghhBAiyZIyqF8pdZ9S6qBSam27bfOVUh8opdYopf6plMppt+8WpdRWpdQmpdTpiYpLCCGEECLVJLJN/W/A74EH2237K/BtrfVbSqlrgZuA25RSJcAlwGxgHPCaUmqG1tpGDIy/2szY0xqmnQHpBcmOqE3VVtj9rolp+ud67OLRjpltGawJkT0tk8yitkW7tW1T8/d7CRyoIWvBTLJO7GaMWgxCDWGqV9cCUDA/F/fG+8zsuaKjYMl1HZ+872M4uMaUl5h4fMd9ax6F7a/AqDmw+DrY9pJZbmjKqV3LfbRXvgH2fWjWkZx2RuzLHK15BJbfDVmj4ax7Ib1dKZLa3WaGrDcbpp8Jbl/P50mm6h3w0g3mPh1/K0w+OdkR9Z3Wpku/ZgeMWQBjFyU7IiHEEJPQLkul1CTgea31nMjjOiBXa62VUsXAv7TWJUqpWwC01ndEnvcv4Ida6w96O790WUZRtw/uWdRWGsGdDl9eYQYgJ9u2V+Hv52FmACgonAdX/7vLbD3taNb9eis1G+rNRDatmfGVyYw+qgBt22y88S4qa1r++CmmLf6AMTfe3KdQmisCrLxtQ2vJDpeuYdH4z+NzV5gnjD8arn3PfP/+z81YoZaZCwuvNYVyAZ68FNY/1nZiy2OSIK3NbNVr3jGvs7P1T8IzV0fGzCmT5F36z+hJ2QvXmzpkLZQF3y43Ce7eD+Gh0wBtzps3Gb74EXjSezxdUpR+Avd0KmZ7+u/gyK8nJ57++ueXYe2j5nut4dSfwhFD7DUIIRIuleqQrQVaClNdBLRkBkXAnnbP2xvZJgbi9e9CUyUEG8yXvwpe61uykjDPXmMSxVAjhBrgwKew7rEuT6teU0fN+nqcZgcn4OAENZvv2YnWmrrnHqayZhGOzoh8pbNlxbE4TY19CmX7I2ZlASdgrhEKZrCj/Pq2J+x93wxY91fBm99vF3cjrPyrad1qquiYjAE4IXPfQ41m0PfznVrawPzxfu4Lpm5Xy73Y/TZseSl64O2TMTA1zB4923z/3LXmXKFGE0PVVlh5T5/uy6B49Myu2175z8GPYyBKV8LaR9reE+EmePXb5r4LIUSMBjshuxb4mlJqBZANBCPbu5sy123TnVLqK0qp5Uqp5eXl5QkKc5io3WUKubbQtunGSgX+yo6P7SDUl3Z5WrAm1GWbE3TQIU2wvApFpwKxGuyKvX0KJVAZpONp3ATCYzo+qWozNJZ3rbfl8kJDKdTsjH6hhv1dtzmhjsVdwSRW3T03Fi3FSBsPdtwe9kN93+7LoAjUdN021EYqNJR1rblmuc2HISGEiNGgJmRa641a689orRcDjwLbIrv20tZaBjAe6PYvktb6L1rrJVrrJaNGSZ2fXk09va1OFZj6SFNTZL5E0REdx4y5PKZcQCfZ0zJNK1ILBRlj07C8FllLFqFpX7jWweuuxF3Ut6WD8ufmYHnbPhNYyk9+xocdnzTlNFNSwpXWcbu2YfRcGD2v9y5Glw8mdTM2yuWFkSW0FloD83rHL40eeOfCsADTPmv+nXCcOXcLTwZMPDH6OQfbmMVdt/nyBj+OgRizwKy40J43x6xLKoQQMRrUhEwpNTryrwXcCtwd2fUccIlSyqeUmgxMB5YNZmzD0jHfNWtCKpf5mn0RHPffyY7KuOhJ84dMWSZZ+cyvYELXhCyzKJ0Z103GihSczRibxpybzcLb6YtO4LBTV+NSjYBNmmcf867PQLl6WF2gBxPPH8fIw/PNb4MFo+b4KS54JLJXwVn3mDpqbh9c+RpkF5m40wvgkudNAVC3Fz7/bMfEasIJkVUIXDDpJPjs77sP4LIXzKLryjKJ0zn3wug50QO/5p2OSWDhAvhc5Brn3m+SOmWB5YXjv28mTqSaq96EzHatkS4vfPXT5MXTH9nj4PPPmERSWZA7wbxPpA6ZEKIPEjaoXyn1KHAiMBI4APwAyAK+FnnK08AtOhKAUup7mC7NMHCj1jrqIBoZ1B+jlk/vqfgHIhwwf4SjLIWktUaHNJa362cIbdvoplqs7IHNIHXCDkqptlUAmmsgrYfWmnAzuNO639dcY1pILMsU1dV2x9aqnoSbTXLa12WhGsrN7MrurhEOmNbHWGdtJkvQD7Y/tWYB95XWZh3Lnt4XQohDnhSGFUIIIYRIslSaZSmGC61N689AOXbbGLF4nbO7a8SZdhLwQSZRr30If+gSQohDRQr2YYmU9+5P4a0fmq7QqWfAhY+DN7Nv52iqgMfONcVQ3Wkw9wpTOiDYCOMWwyX/hKwx0c/Tm53/hicvMrPd8qea2l4jZw3olI17/Kz95RYCFUE8OW5KbpxK7ozsgcVZtw8ePcuU/vBmwTn3Q8l/DOycgTp44kLY8YaZAXjKT+CoIVZOQgghDiHSQib6ZuMz8M6PzVgZbcOO1+CFr/b9PE9eDPs/NiUeQk2w8i+Ruk3aFAt9/LyBxVlfapKcpgpzzupt8OApXWfD9YETclj9k00EKky1llBdmLU/30Kovmtpjj559ExT+R8NwXp45kooXz+wcz73Rdj1tvkZ2c3w5q2w9eWBnVMIIUTCSEIm+mbbKx3rZtkB2PF638+z531Tg6s7OhxJ1gbQ1Va2ylTHbzupqXlVt6/fp2wuD2KHOtU9U4qG3f5+nxM7ZJKx9rW3lDL3ZyB2vml+Ni1CTbDzjYGdUwghRMJIQib6Jme8mQnYXmZh38+Tnt/7fl9u32cbtpdZ2LU1zAkPaBafJ9uNDndMErXt4M319HBEDCy3WdKqPWX17562l9GpRp87DbJ6WUtTCCFEUklCJvrmiBsgpxg8maZmljcLzvpz389z9n2mUK07cg5vFrgj53RnwDn3DSzOsYvgsAtNnO50c96T7wBf/8d7ebLdTDh/LJbXwvIqLJ9F4bEjyRw/gPUhlYKz/9oWoyfLLGg+0JphZ9/T8WeUNxkWfXlg5xRCCJEwUvZC9F2wETY/Z7rBJp8KeRP7d56KjWacU3oBTD8Ttr1slicqPgZGzx54nFqbLtaaHTBmIYw/cuDnBGo3N9C4p4n0wjTyZmejBtKS1+LAatj7gZnIMP2sTt2t/VS93Qzq92bBrPOkPpYQQiSZ1CETQgghhEgyqUMmhBBCCJHCpA5ZKtnyEnz6NzPOaelNMHLmwM+596Bq9XIAACAASURBVCNY/gfTfXf412D8UQM/Z3/V7YV374DGgzDrAph76aBevmZ9HaVvlmO5LYrOKCRrYkb0g0RHu96BFXebyQhHftOM1Uukys3w/i9MXbV5V8GMMxN7PSGESBLpskwVax6F578UKSmhzLifL6+AEdP7f84978NDp0E4UqbCkwGXvQwTj4tLyH3SeBD+NBv81abEgycDTvghHH3ToFy+6tNa1v92K07QvN8tn8WC78+SpKwvtr8Oj53T8f109VswrtvW94Gr3g5/XgChRlOvzpMBZ/4Z5l2RmOsJIUSCSZflUPDWD9vV99KmSOrKfsxebO/dn7T98QRz/ndvH9g5+2vtY+Y1tdTbCjWZ+AbJrqf3tyZjAE7AYe+LZYN2/WHh7R91fT+9//PEXW/FX8wEEu20Xe+tHybuekIIkUSSkKWKLkVSNYSbB3bO7o4PB7puGwxOqOtajQOomt/ny4edrttCQ7d1OCnsYNdtiXw/2c1Ap59bdzEIIcQwIAlZqlh8nakb1cKdYcbMDMSS6003T/tzLrl+YOfsr5nngsvbMZaBvr4+GHfqaCxv29vd8lqMPXlUL0eILrq8n9LN+zZR5l7Z8XqeTFj8lcRdTwghkkgG9aeKo28GlwdW3W8W6j7pdig6YmDnPOwC06Lw3s8i17gJZl808Fj7o2CaGW/0yn+axb5nnQ8n/nDQLj/2JJN87X/lIMqtmHjeOPLn5Aza9YeF+VeZ7sOPfmNWEzju1oEXsO3NuMVwyfPwxi2m63L+1bD0vxJ3PSGESCIZ1C+EEEIIMQhkUL8QQgghRAqTLssUYtfXU7/iU1zpaWQtWYhyxWH5nP5ybChdYQZtj1vcYSyPtm0alq/C9jeTvWgerpy2rj+tNY27/IT9NlkTM3BntHsNWpslgpqrYcwCSMvrcMmKj6tpLg9QsDiPjMJelvkJNkDpSjOmaOxC033WItQE+1eYZYLGLup9CaKanaa0wogZZtH0GAWqgjSVNpM2ykf66E4LrdeXQsUGyJ1gumljVbEJtrxgjpl5TuzHCSGEGBYkIUsR/i1b+eT27TiOD639ZOc9wdw7z8PyJWH9wXAzPHiySZ4sF/hy4NoPIGc8TiDI2puepq66CKVsrL99xILvTSJ9+nS0o1n3663UrK9HWaBcigW3zSKjKN2MPXrqUtjyPFgek0Rd9QaMWYDjOCy/eR3NZWbG3vZH9jL9SxMZe2I3g+6rtsL9x5gYHRvGL4XLXjTj72r3wH1LIVBvymuMWQBXvg5uX9fzfHQXvH4zuHxmnN1Z98C8y6PemoMfVLL5np0ol0KHNZMuLmL8Z8eYnZueg6cvNa/PDsJx/23GWUWz7Pfw8tfbHo+aA/9vTfTjhBBCDBvSZZkiNv9uOaFwLraTiaPTqa8Zz/77n01OMB/8EspWmYKcgTrT6vO8mU1X+sCz1FWPx9Hp2E4WoXAOm36zEoAD71RSs74eJ+Bg+x3CDTYb/7jDnHPDU6YFKNQEgVrTSvbk5wHY80xpazLWYsu9u7qP7dlroKnCxBVqhL3vw8p7zL7nvwwNZRCM7CtdCR/+uus5anbB698xSV2gFsJ+U5S3uabX2xJustn8l504QY3td3BC+v+3d99xUpVn/8c/18xspcNSF6VJERsqYo2KvYMdNQmxxEdjzM88yS+JefJLTJ5025NozC/2FiXYuzG2kNhBUQFBQFA6S2fZPns/f9xn3VlmdhfYnTmzO9/36zWvnVPmnGtubtiL+9znOiydvoLKtdV+JPHxCxq/X10l/OvXsHZu6+394neaLpfNgbduav1zIiLSaSghyxKV5T2Bxstr9a6QbStCqrlUNrdpDTMXh/XzAahYUUm9Sxy1i1K5rRcAlaurqK9uWjeqsixItDYsSq6LtuULAMq/qEyOwUF9fXLtMDYsaiwUCj4BWjfPv1+3oLHwLPikqGxO8jE2LW1aggP8qNaWFcn7JqjZVINFrck6ixlVa6uhosxfkk0UzYONi1s8JjXlQIoba1bPbvlzIiLSqSghyxJde60HGovDRqyS7sNDeqzPoAlN6z9F8mDAgQB0G9GNiCUmULV07bkOgC5DiokUJHSpCHQZXOTf99vXz+tqYBHoMwaAHqO7JoVgUYhEUnTP/vuCJVxpz+sCA4MbVgYe4GP9clsxlB6cfIw+oyCeohBvzyHJ+yYo6J2ftM7FHcUDC6FL/+QkL14Lfce2eEzyu/ovu70hR7b8ORER6VSUkGWJUd+fSFFhGRGrxKyaPqVLGfD1yeEEM+HbMOIkiBb6pKZkDJz6ZwD6X3QGJYOXYlZNxCopKixj9P89CoC+B/ei3+G9sZgRKYhQ0CefMVcN98cceYovIhot8ElI14Fw7qMADD55AN1HJxTFNRj7f5qZED/pPug1zCdi0QLY82xfHwvgtL/4ZCuv2Cd/e5ySuhBut4Ew6R5f2DS/m4/n3Mf8zxZEC6OMvWYPooURooURInnGqMuGUtAn34+GXfCsn2+X39Wf/+Rbdmxi/9nT/JduMPwEOOCy1j8nIiKdhuqQZRFXV0fV4sVEiooo2H33sMOBLcv93KieQ5PuVqxetoz6igoKR4zAYk3vDanZVEu8Kk5h34KkS3xsW+sfMN5ruE9iElSsqqRqTQ3dx3QhVtjC/Sb1dbBxiS+g223Qdtvi/pJkrKD1Oyert/jLlD1298faQfGqONXra8jvld/0LlLwl1A3fwFdByTdRdqiqi2w7N/Qe2TbHigvIiJZq6U6ZErIRERERDJAhWFFREREspgSss7MOXjrBri5FG4aBG/+vumdgO/dBjfvBjcNhH/+PPkuwfa2+CW4ZSTc0NeXr6hNcXdle1o7F24/EK4vgQeO9yUxGqxfCHcd7Lfdd7SvYRaWqs3wyDk+ltvGwrI3w4slFyz9J/xpDFzfFx6bEtzpKiISLl2y7Mw+uNsXHK2t8Mt5xXDCzXDg5TB3Ojx9cdNtR/0CDkvTw5vXfAx3H9J4vlghjJ4MZz+cnvNVboBb9ghqizmIxPz8rCvn+Bj+ONzXM8P5uxx77AZXfZo0ry0j7j/Wzx+LB2VO8rr4OHsOzXwsnd36hXD7uMZ+GC2A4cf5GzJERNJMlyxz1ccPNv7iAf/+4wf9+zkPJW+b89f0xbL4xcaEA3xNsk+fTt/5VrwX1CQL/sNRX+cn+29dCas/hHh14zYXh23r/GOUMi1eC5+/3rRtAJa8mvlYcsFn/2g6EhyvhkUvpn90WESkFUrIOrOCHjQpp/DluuCnbffHX9CdtMnv2rRGGEAsjXXW8rv6Oy4T1cf96FPKbbWtlr1Ii0jMv5owKOiW+VhyQX7X5H4fKwSz1PuLiGSIErLO7Ohf+HIOFgEiPhmZ+Eu/7Ss/gbyGoqTmL1ke+9v0xbLPRdCln79EBD4ZO/769J1vt0Nh0EGNBW7zusD4K6Coly8uO3Ri0217XwjdS9MXT3PMYOKvGmOJFfoCtaNOz3wsuWDsOb5USkOR4rxiOC6N/V5EZAdpDllnt34hfPQA4GDfr/nCqQ02LYUP7/OXzfaeAv32Tm8sVZv8cycrynzR1qFHp/d88Vr44C7/uKXSg2DseY0jIfVxmH0PrJsPA/f3CVmYoyQLn4elr0G3Uj/HLy+kpzTkgppymHU7bFsNw46DESeEHZGI5AjVIRMREREJmSb1i4iIiGSxFp5PIx3G+oUwb7qfHL73hb6EQ1uVr/aXOuuqYMxZ0G+vth9zV1VtgeeugK0rYOSpcPgP0ns+53x7rp0LffeEvaY0Xs50DuY/7u/U7DPSz41LmCS+/pmX2LqgjML+Xeg/5VQsL4QyGg1WzoSFz/mbNfb7hp8/JyIiWUmXLDu6VR/AvV/xiZNF/Nyjb87csYdaN2fLcvjLOKjZ6udaxQrgor/D7ke0X9w7qqYcbugPdQklOkZNgilPpu+cT06FTx6D2m1+wv/oyXDmAz4pe+FqP/esYdvw4+C8J8CMJb97kBVzhlDvCohYNd17LWefm8/DotHWz9nePn0OHj3P94toHhSXwBUfQVHvzMciIiKALll2bi//0CcHLu5LN9RshRm/aNsx37zBT8CP1/jj1lbAS//ZPvHurBn/3TQZA/j0KV9XLB02fgbzHvFtCv7n/Mf9jQHla/xNCYnbPnsZVs+mbtNmln88gnpXBESod0Vs2VTKljfeTk+crXnx6qDd6n2trYoyeP/OcGIREZFWKSHr6Ko2Nl129VCxvm3HrNwQFFVNPM+mth2zLbGkUlORen1bVW1OrpcWzYPqzVC9JblmWCQK1ZuJl2/FrL7JJqOeui1pirM1NVubLsdrm29LEREJnRKyjm6v85qWSMgrhr3Ob9sxx56TfMyx57btmLtqv6nJ6/K7QWGaitj23TOhdhuAQawI+o71jzIqLglqtwXbIjEYsD/5AwdSULAeaBi5qweMbuP3SU+crRl1RmOtLfDfYdRp4cQiIiKtUkLW0R36PTj4Gj83qLgvHHWdrzfWFqPPgONvgi79obAX7H8ZHP3zdgl3p+1+BJx0S+PIVHEJfHNW+s4XK4RvzIAB+/vEb8D+fjmv2I+UTf0nlE7w2/rt7ZcLe2DRKPv+bH969PycaGQbxUWr2PfqruQPGJC+WFtyyp/8zQgFPX0h1DPuCmcOoIiI7BBN6hcRERHJAE3qFxEREcliSsgyzdXD5i80wRp8SY1Nn7fvDQPO+bId28pa37e2EjYugbrq9jt/ptXVwBdv+HaU7NUZ+pqIpJUKw2ZS+Wq4byJs/tzfxXjA5XDSH8N9hmJYNi6B+yf6cgz1dXDYD2FiG8t1VG6EB46DdZ/49h17Hky+r0nh1i/NfxKeuAgwv/38p2DYxLadP9OWvQX3HdlYAqT0ELj0rXBjkmSdoa+JSNpphCyTnviqr2dVV+lrfM2+x9e8ykWPnA1blvkaZ/EaePsmWPyPth3zuSugbE5j+85/HGb9/+T9ylf7X5C1Fb6WWM1W+NskqNnWtvNn2oPHN63HtuJteP260MKRFDpLXxORtFNClkmrPwCX8Au0dhusfC+8eMJUNtdfvm0Qr4bV77ftmCve9YlYg9oKWPZm8n7rFiTXGgPYtLRt58+02hS/1L/4V+bjkOZ1lr4mImmnhCyTegwBEi5P5hVD75GhhROqbqVNl6MF0Gt4247Ze4+mlydjhVAyNnm/nkOaJm7gn3LQbVDbzp9pqX7Rl4zOfBzSvM7S10Qk7ZSQZdLkB3xdr4Lu/jmIpYfAuIvDjiocZ0/ztbwKevi2GHEC7Hl224552u2+Flt+d8jvCv32gUO+m7xfz6G+rlqsyP9ZxIrg5D91vIdvT7qn6XJxPzjhf8KJRVLrLH1NRNJOdcgyrXKjv0yZ3w0GH5x6wnmuqFgHK2f5oraDxrfPzQ3VW2HFO350bPAhyY86SrT+Uz+nr2RP6DWs7ecOw/qFMHc6dB8E+06FSA73p2zWGfqaiLRZS3XIlJCJiIiIZIAKw4qIiIhkMSVkuaRqMzx1CfxlHDx+kb9kmKu2lcHjF/q2ePpSqN4SdkQiIpLDVBg2V9THfSHWsnm+xMS6T/xctivnQDQ/7Ogyq64a7jnMV7evr4V182HNh3DZu7k9p09EREKj3z65YsMiWL/AJ2Pgb8UvXw2rZ4cbVxhWfwDla3wyBo0J6sbPwo1LRERylhKyXBGJ+uc8NuHAoqGEEyqLAtu1hcvRthARkayghCxX9Brhy0DEivxyrBD6jIEB48KNKwwD94feoyBa6JdjRbDbYb5mlIiISAg0hyxXmMGFz8O/fgUrZ0L/feDIn/mRs1wTicE3ZsA/r4O1c6B0Ahzx49x8yLuIiGQFJWS5JFYIE/877CiyQ34XOP76sKMQEREBdMlSREREJHQaIZPUaitg4fP+DsRhx0HX/o3b6qr8ttoKGDoRupc2f5x02LIClr7mR7n2OAViBZk9v4iISDtTQibJqjbBHQfCtrV+2aJwyZvQdyzUlMOdE2DLsmBng6mvw8ADMhPbylm+nlrDXZI9hsCl7/jkTEREpIPSJUtJ9sbvYctyn3zVlPsq9s9/y29770++XlfDtpqt8Mw3MxfbM5f5czacf8NimHlb5s4vIiKSBkrIJNnmz33h2C85n6CBr27fUFy2QfmqjIWWdK54FWxelnpfERGRDkIJmSQbfjzkFTcuRwth2LHBtmO321YAQ47KXGxDjmr6qKe8Yhg2MXPnFxERSQMlZJJsv6kw/lu+XpdFfTJ24s1+255nw6Hfb9y22+Fw2l8yF9vpd/hzWtTHcNgPYcyZmTu/iIhIGphLepxOxzF+/Hg3c+bMsMPovOrr/EPJU93FWB/328O6w7GuCiJ5uVnYVkREOiQzm+WcG59qm+6ylOZFYv6Vcls03GQoVhjeuUVERNqZLlmGwdWneNB3B+Dq2+EYrn2OkwGuPuHPaCfibvK55I1tjEpERDojjZBlUvVWePRc+OxlPzH92N/Cwd8JO6rWbfwMHj4d1n0CRb3hrIdhxPE7f5wP7oYXvwN1lX4e2PlP+uNlmfKlFcy9eRHV62vI753HXgc/SbclvwIc7Pt1P2cuxchh5eoq5ty4kMpV1eR1i7Hn1cPpOba737jpc3j4NCibC0W9YPKDMPLkzH4xERHJWhohy6SnL4Wlr4OL+6Tk1Wth0d/DjqplzsEDx8L6+YCDyvUwfTJs/mLnjrPsTXjxaqjd5keJlr8Nj01JS8htEa+K89FvFlC93pf9qNlQy0d/P5K6ujw/Z27uNJjxy6TPuXrHR79eQOVqXxKkdmsdc25cRPXGGt+GDx4P6+bh23ADPHqOT3RFRERQQpZZS19tWsOrtgKWvhJePDuiYh1sXdX0UlskBivf27njfD4D6hK+e30tfPHv9omxHVWsqkp5ybGieqh/U1sBC59L2l6zqZba8rovHyAAYBEoX1IB1Zth09KmbWhRWPFO+wYvIiIdlhKyTCouabocK4SuA8OJZUcVdKdJlgH+Dsvifjt3nC79ku/ILOzVptDSIa97HvV1Tb+vc/nkxzb6BYtAt0FJn4sVR3HxputcPeR1j0F+VzDbbqPb+TYUEZFOSwlZJp12B+R1gVgx5HWFnkPhgMvDjqplsQI44WZfgDVW5OPe4yTY/YidO84+F0GfMT45ySv2bXDGXemJuQ0K++RTekJ/IgURIvlGJN8YWPIchcVbfNwFPeCEG5M+Fy2MMmxKKZH8CJE8I1IQoc8BPek2oosfUTz51sY2zO8Kw47xLxEREVSHLPM2LIYlr/hfymPOhLyisCPaMSvehZUzocfuMPLU5BGfHRGvgflP+jlUQ4+GkjHtHmZ72TRvCxUrqigaVEivYbXw6TN+7t/I06Br/2Y/t2VROeVLKygsyafXfj2wxHZaOdNf6u1WCqNO86NtIiKSM1qqQ6aETERERCQDWkrI0vZfdDO728zWmtmchHXjzOxtM5ttZjPNbELCtmvNbJGZLTCzE9MVl4iIiEi2SWcdsnuBW4H7E9b9Hvi5c+4FMzslWD7azMYCU4C9gEHAy2Y2yrntp0mLtJO6Knjjd7B2Dgw6CA75LkTz/LZ4Dbx1I6x6HwaM88/u3JFHRNXH4b1b/d2jfUbDET/yl6Zb4xzMvtuXQOmxGxzxYyju07bvB7DgaZjzsL954vAf+DmLIiKSldKWkDnnZpjZ0O1XA0GlTHoAK4P3k4BpzrlqYImZLQImAG+lKz7JYfVxuP8YWP2BT8wWPg9fzIApz/jtD50Ky97wteIWPucL+X79ldbnfD01FeY/4UtjRAvg06fgm7N8EeCWvPJDeO82X6MtkgfzHoEr50JBt13/ju/fBX//jo/FIjDnIbjiY5/wiYhI1sn0rOJrgOvNbBlwA3BtsL4UWJaw3/JgnUj7Wz0b1n7skzGAugpY8qovdrt+ASx/0ydj4H+ufA/KPmn5mJUbYe50nwCBrze36fPWa625enj7Zp+Mga/PVrURFj67698PYMZ1jbG4en/8D+9t2zFFRCRtMp2QXQl81zm3G/BdoKHuQapb9lLebWBmlwfzz2aWlZWlKUzp1OI1JHV9i/j18ZrkkbCGbS2pr00xgmatfy7Vc02da/1zrYnXbhdfvGlhXhERySqZTsimAo8H7x/BX5YEPyKWeC1lMI2XM5twzt3unBvvnBvft2/ftAUqndjA/f3zJC24Yh/Jh17D/atkT1+WIhLMJ4vk+TIX/fZq+ZjFfWHggf5SJfhK/HmFsNthLX8uEoPRk3x9Mv9BiERh+Am7/PUAGHeJr3vWIK8Ixp7btmOKiEjaZDohWwkcFbw/BlgYvH8amGJmBWY2DBgJvJvh2CRXxArhkrdg1KnQeyTseRZMfd0nQtE8+Ma/fJLUeySMOh0ufqP1eWBmcNGLsPcF0HsUjDgBLn03eNJBK876K+x/qb8RYMjRPrZubXyCwzG/hMOv9Qlm6cFw4YswYL+2HVNERNImbXXIzOxh4GigBFgD/AxYAPwBfzNBFfAt59ysYP//Ai4B6oBrnHMvtHYO1SETERGRjqKlOmTpvMvygmY2HdjM/r8CfpWueERERESylZ7d0lFtWgpLX4etq8KORERERNoonYVhJV3euhle+7GfQB6vhcn3asK2iIhIB6YRso5mw2J47b98Da3qzb6G1pNToaY87MhERERkFykh62g2fpZ8x59FYWvKKiEiIiLSASgh62hKRicXDTWgux6JIyIi0lEpIetoeuwOp/7F19LK7+YfXn3eE77wp4iIiHRImtTfEe33NRh9OmxZAT2H+KRMREREOiwlZB1VYU//EhERkQ5PlyxFREREQqYRsmxRXwevXAsfPeDngx3zW9j7/LCj2mnrn/0Hi5+oJh4vpGToKkZcey6RgsKww+qc6qrghW/Dp89AQQ846RbY48SwoxIRkV2gEbJs8epPYOZtsG2Nr8L/9CWw5LWwo9opW99+j0/+VkRV9QBq63qyZvEwFv36kbDD6ryeuRw+fgi2rYUNC+GRs2D1h2FHJSIiu0AJWbaYOw1qKxqX6ypgXsdKZtb/ewH1rrFGWr0rZN3S0hAj6uQWPAF1lY3LdTWw6Pnw4hERkV2mhCxbbH+npEWhsEc4seyiaFEMo67pukh1SNHkgFhx0+VoTHfcioh0UErIssXxNzT+go3EfDJ20LfDjWknDThnIrFYOUYNUE/Eqhh2an3YYXVex18PeQ19Jh+KSmDfr4Ubk4iI7BJzzoUdwy4bP368mzlzZthhtJ8V78Inj0FeFzjgMug2KOyIdlrtmjWsnPYK8Yo4fQ4bTo+jDg87pM5tyWv+MmVRbzjwP/xPERHJSmY2yzk3PuU2JWQiIiIi6ddSQqZLliIiIiIhU0ImIiIiEjIlZCIiIiIhU0ImIiIiEjIlZCIiIiIhU0ImIiIiEjIlZCIiIiIhU0ImIiIiEjIlZCIiIiIhU0ImHV9tBWz6HOK1YUciIiKyS2JhByDSJh/cDc9fBZGIf9D2RS/BwP3DjkpERGSnaIRMOq518+GFqyFe5UfJKtbBX0+CDvx8VhERyU1KyKTjWvMRRKJN11Vvhsr14cQjIiKyi5SQScfVcyi4eNN1kSgU9golHBERkV2lhEw6rtIJcMDlfu5YQQ//88yHkkfNREREspwm9UvHduLNMO5i2LwM+u8LPXYLOyIREZGdpoRMOr7++/qXiIhIB6VLliIiIiIhU0ImIiIiEjIlZCIiIiIhU0ImIiIiEjIlZCIiIiIhU0ImIiIiEjIlZCIiIiIhU0ImIiIiEjIlZCIiIiIhU6V+yX7OwWcvQ/kqKD0YSkaHHZGIiEi7UkIm2c05mH6WT8gMqK+HyffD2LPDjkxERKTd6JKlZLfFL/lkrLYcasqhrgKemuoTNRERkU5CCZlkt/KVwHbJV10lxKtDCUdERCQdlJBJdhs0oelomEWg9yiIFYYXk4iISDtTQibZrd9ecPodECsCi0KvPeDC58OOSkREpF1pUr9kv30uhL2nQG0l5HcJOxoREZF2pxEy6RgsomRMREQ6LSVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiHTo5MktXXz4e2boa4S9rsYhk0MOyIREZFOSwmZJFs3H+48CGq2AQ7mPQpnT4PRZ4QdmYiISKekS5aS7J0/NiZj4EfJXv9pqCGJiIh0ZkrIJFldJV8mY1+uqw4lFBERkVyghEyS7fcNiBU1LucVw4GXhxaOiIhIZ6eETJINPQrOeQQG7A8le8LEX8LB14QdlYiISKelSf2S2qhT/UtERETSTiNkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFTQiYiIiISMiVkIiIiIiFLW0JmZneb2Vozm5Ow7m9mNjt4LTWz2QnbrjWzRWa2wMxOTFdcIiIiItkmnY9Ouhe4Fbi/YYVz7vyG92Z2I7A5eD8WmALsBQwCXjazUc65eBrjExEREckKaRshc87NADak2mZmBpwHPBysmgRMc85VO+eWAIuACemKTURERCSbhDWH7CvAGufcwmC5FFiWsH15sE5ERESk0wsrIbuAxtExAEuxj0v1QTO73MxmmtnMsrKytAQnIiIikkkZT8jMLAacBfwtYfVyYLeE5cHAylSfd87d7pwb75wb37dv3/QFKiIiIpIhYYyQHQfMd84tT1j3NDDFzArMbBgwEng3hNhEREREMi6dZS8eBt4CRpvZcjO7NNg0haaXK3HOzQWmA/OAF4GrdIeliIiI5ApzLuVUrQ5h/PjxbubMmWGHISIiItIqM5vlnBufapsq9YuIiIiETAmZiIiISMiUkImIiIiErEPPITOzMuDzsOPIIiXAurCDyEJql+apbVJTuzRPbZOa2qV5aptGQ5xzKWt2deiETJoys5nNTRbM/Vb+lQAAB+BJREFUZWqX5qltUlO7NE9tk5rapXlqmx2jS5YiIiIiIVNCJiIiIhIyJWSdy+1hB5Cl1C7NU9ukpnZpntomNbVL89Q2O0BzyERERERCphEyERERkZApIctiZlZoZu+a2YdmNtfMfh6s721m/zCzhcHPXgmfudbMFpnZAjM7MWH9gWb2cbDtj2ZmYXyn9tBCu1xnZivMbHbwOiXhM52+XRKZWdTMPjCzZ4PlnO4zDVK0i/oMYGZLg+8028xmButyvs800y7qM4CZ9TSzR81svpl9YmaHqs+0kXNOryx9AQZ0Dd7nAe8AhwC/B34UrP8R8Lvg/VjgQ6AAGAYsBqLBtneBQ4NjvgCcHPb3S0O7XAd8P8X+OdEu233n/wQeAp4NlnO6z7TQLuoz/jstBUq2W5fzfaaZdlGf8d/pPuCy4H0+0FN9pm0vjZBlMeeVB4t5wcsBk/B/GQh+Tg7eTwKmOeeqnXNLgEXABDMbCHR3zr3l/N+A+xM+0+G00C7NyYl2aWBmg4FTgTsTVud0n4Fm26U5OdMuLcj5PrOTcqZdzKw7cCRwF4BzrsY5twn1mTZRQpblgksss4G1wD+cc+8A/Z1zqwCCn/2C3UuBZQkfXx6sKw3eb7++w2qmXQC+bWYfmdndCcPlOdMugf8BfgDUJ6zL+T5D6nYB9Rnw/6F5ycxmmdnlwTr1mdTtAuozw4Ey4J5gCsCdZtYF9Zk2UUKW5ZxzcefcOGAw/n8Ue7ewe6pr766F9R1WM+3yZ2AEMA5YBdwY7J4z7WJmpwFrnXOzdvQjKdZ1urZpoV1yvs8EDnfOHQCcDFxlZke2sG8utU2qdlGfgRhwAPBn59z+wDb8Jcrm5FLb7DIlZB1EMBz8OnASsCYY6iX4uTbYbTmwW8LHBgMrg/WDU6zv8BLbxTm3JkjU6oE7gAnBbrnULocDZ5jZUmAacIyZPYj6TMp2UZ/xnHMrg59rgSfw7ZDrfSZlu6jPAP47LU+4MvEoPkHL+T7TFkrIspiZ9TWznsH7IuA4YD7wNDA12G0q8FTw/mlgipkVmNkwYCTwbjB0vNXMDgnuYPl6wmc6nObapeEfgsCZwJzgfU60C4Bz7lrn3GDn3FBgCvCqc+6r5Hifaa5d1GfAzLqYWbeG98AJ+HbI6T7TXLuoz4BzbjWwzMxGB6uOBeaR432mrWJhByAtGgjcZ2ZRfPI83Tn3rJm9BUw3s0uBL4BzAZxzc81sOv4vRh1wlXMuHhzrSuBeoAh/J8sLGf0m7au5dnnAzMbhh7yXAv8BOdUuLfktud1nmvN79Rn6A08E1QZiwEPOuRfN7D1yu8801y76d8a7GvirmeUDnwEXE/x7nMN9pk1UqV9EREQkZLpkKSIiIhIyJWQiIiIiIVNCJiIiIhIyJWQiIiIiIVNCJiIiIhIyJWQikjXMLG5ms83sQzN738wO28nP32tm5+zE/q+b2RdBDaSGdU+aWXlLn2sLM5tsZj9tZZ++ZvZiumIQkeyjhExEskmlc26cc24/4FrgNxk45yZ8JX+CgsMDW969zX4A3NbSDs65MmCVmR2e5lhEJEsoIRORbNUd2Ahg3vVmNsfMPjaz8xPW32pm88zsOYKHGZvZsWb2RMOBzOx4M3u8mfNMw1fvBzgL+HI/M+tqZq8Eo3Ufm9mkYH0XM3suGMmbkxDPb4NYPjKzG7Y/kZmNAqqdc+uC5RFm9raZvWdmv9huZO5J4KJdaDcR6YBUqV9EskmRmc0GCvEjVccE68/CP8x5P6AEeM/MZgCHAqOBffCV1ecBdwOvAn8ys77BaNPFwD3NnPMV4I7gyQ9TgMuB/xdsqwLOdM5tMbMS4G0zexr/TNmVzrlTAcysh5n1xj9KZ4xzzgWjbds7HHg/YfkPwB+ccw+b2RXb7TsT+GVLjSUinYdGyEQkmzRcshyDT3ruD+Z3HQE8HDzUeQ3wT+Ag4MiE9SvxiRjOP4LkAeCrQWJ0KM0/kiUO/Bs4Hyhyzi1N2GbAr83sI+BloBSf+H0MHGdmvzOzrzjnNgNb8AncnWZ2FlCR4lwDgbKE5UOBR4L3D22371pgUHMNJSKdixIyEclKzrm38KNhffGJUbO7NrP+HuCrwAXAI865uhaOMQ24BZi+3fqLgvMf6JwbB6wBCp1znwIH4hOz35jZT4PjTwAeAyYDqSblV+JH/3ZEYbC/iOQAJWQikpXMbAwQBdYDM4DzzSxqZn3xI2PvBuunBOsHAhMbPh+MmK0EfoJ/eHFL/oW/geDh7db3ANY652rNbCIwJIhtEFDhnHsQuAE4wMy6Aj2cc88D1+AvsW7vE2CPhOW3gbOD91O223cUMKeVuEWkk9AcMhHJJg1zyMCPik11zsWDCfqHAh/iR8R+4JxbHaw/Bj9S9Sn+UmaivwJ9nXPzWjppcIkzaRJ+8PlnzGwmMBuYH6zfB7jezOqBWuBKoBvwlJkVBrF/N8XxZgA3mpkF57wGeNDMvgc8B2xO2HdisE5EcoD5fxNERDofM7sV+MA5d1fYsTQwsz8AzzjnXjazYvy8OWdmU4ALnHMNd3LOACY55zaGGa+IZIZGyESkUzKzWcA24Hthx7KdXwMHB+8PBG4NblzYBFwCvjAscJOSMZHcoREyERERkZBpUr+IiIhIyJSQiYiIiIRMCZmIiIhIyJSQiYiIiIRMCZmIiIhIyJSQiYiIiITsfwETtLAhXudrKAAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -3405,7 +3412,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -3422,7 +3429,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 62, "metadata": { "scrolled": false }, @@ -3430,16 +3437,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 159, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3461,22 +3468,22 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 160, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3501,22 +3508,22 @@ }, { "cell_type": "code", - "execution_count": 161, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 161, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3538,23 +3545,32 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 90, "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "module 'seaborn' has no attribute 'displot'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpenguins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Culmen Length (mm)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"kde\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m: module 'seaborn' has no attribute 'displot'" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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7ba/e22QKjzuKzOYUtUu4KD6fwoHKBsaPyMZiSQ3Y6/Z2XGYXJvPeF1W88eFhvjNxIEnn6QV+e9sR6pva+fnNwzX1b2A2pzB8UBbvfl6FotdjyUxUuyTVaenfryeCFrg5OTns2LHD/9hut2OxWLoct9u/vpOotrYWi8XCyZMneeONN7j11luBjiCOjY3t1Xs7HE2qt9aYzSnY7dr+07CqtpnG5nYGWJIC9rVc6LjcePVQfv3iDp5dt5PvTx92zue5PT7Wbt7PkLw0ctPjNfNv0Dku6QkdP5I7951g3FDzeT4rsmn1Z6i7XxJBm1KYPHky27dvx+l04nK52LRpE4WFhf7jeXl5xMfHU1paCkBJSQmFhYUkJibyxz/+kZ07dwLw0ksv9foMVwTGoVN3PYXDljSD+qRy9eV9ee/zKn9f8Nn8fftRnI1tzJ2SH9a38p5LXlYSAJX2ZpUrEcEQtMDNzs5m8eLFLFy4kHnz5jF79mzGjh3LokWLKCsrA2DlypWsWLGCGTNm0NLSwsKFC4mNjeXxxx9n+fLlfPe732XPnj0sWbIkWGWKbhyorCc5wUB2RnjMg86fOpg+5iSe3bAXe/2Zmy4et57k79uPMXFUNqPyw/vOsnNJiNeTlWakyi6LkUcinRKBs/MypRAY9z37CbmZidwzf2zAXvNix+WEs4VH/rKD+LhYfvZvl5Jn7pivr6pt5vf/9wU6HTx82wRSEuMCVXJInD4uT76+C1u9i0duv1LlqtSl1Z+h7qYUgjaHK7TtZEs7VmcL3xobuL3LAiEnM5H/WjCOx17dyfIXPmPc0CxiY2Mo3W8j0Wjgv24ap7mw/aa+liR2HXLg9vjCasNLcfEkcMVZda5aNSQvTeVKztQ/O4XlP7yCv287xucH7Hi9PqaMyWXWpIGYVGpfC6S+5mR8ikKNo5n+2ZF1lT7aSeCKszpc3UiMTsfAnPD8gU9Pjufm6Zdw8/RL1C4l4PqYOi6c1ThaJHAjjPy9Is7qaE0jfc1JxBl615InLl52ZgI6HdQ4pFMh0kjgijMoisLREycZmBu4mx1Ezxn0sZjTEqh2yKphkUYCV5zBVu+iudVDfq78OauWXFMiJ+QMN+JI4IozHKnpWB4wX85wVZOblcQJp0v19kYRWBK44gxHa05i0MfQ59RdTyL0cjMT8Xh92BvOvMFDaJcErjjD0RMn6W9J1sS2NJEq99Qvu5pamceNJPITJbpQFIUKWxP9pB1JVX1MHSuFSadCZJHAFV04GlpxtXnoZwmPJS6jVaLRQEqiAWudTClEEglc0UWFrWPRFAlc9VkyErDVyZRCJJHAFV1U2JrQAX3NcsFMbZb0RGxnWRVNaJcEruiiwt6EOSMBY5zc9a227IwEnI1ttLu9apciAkQCV3RRYWuS6YQwYTm1DrG9oVXlSkSgSOAKv9Z2D/Y6lwRumLBkdHQqyDxu5JDAFX6V9mYU5IJZuOg8w7VJp0LEkMAVftKhEF6SEwwkGfUSuBFEAlf4VdiaSIzXY0rV/iLekUJawyKLBK7wq7CdpK8lWZO73UYqS0ai3PwQQSRwBQA+RaHS1izTCWHGkp6Ao7EVj9endikiACRwBQD2ehdtbq8EbpixZCSgKFArrWERQQJXAFApF8zCUra/NUymFSKBBK4AoKq2Y1Wqzg0MRXj4ujVMLpxFAglcAXTsEGtKNRIfJ5tGhpOURAPGuFg5w40QErgCgJraZnKzEtUuQ3yDTqfraA2TRWwiggSuwOdTqHG2yHRCmJLWsMghgSuobWzF7fHJHmZhKjsjgdp6F16ftIZpnQSuoObUBbNck0wphCNLegJen4KzsU3tUsRFksAV1Dg6roDnypRCWMpK7+hUkF5c7ZPAFVQ7mklNNJCcYFC7FHEWWWkda1vUypbpmieBK6hxNMv8bRjLSIlHp+vY4FNomwRulFMUhZraFplOCGP62BgyU+Kx10vgap0EbpRraG6npc0jF8zCnCktAYdMKWieBG6U83coyJRCWMtKM1LbKGe4WieBG+WqT3UoyE0P4S0rzUjdyTZZplHjJHCjXI2jmYT4WNKT49QuRXTDlGZEUcB5UnpxtUwCN8rVODoumMkuD+EtK62jF9chaypomgRulKt2NMsFMw34uhdX5nG1LKiBu2HDBmbOnMn06dNZs2bNGcfLy8spLi6mqKiIpUuX4vF4uhzfu3cvo0ePDmaJUc3V5qGhqV1awjSgsxdXAlfbgha4VquVVatW8fLLL7N+/XrWrl3LwYMHuzxnyZIlLFu2jHfeeQdFUXj11Vf9x1wuF7/61a9wu93BKjHqWU8tat25q4AIX529uBK42ha0wN22bRsTJ04kPT2dxMREioqK2Lhxo/94VVUVra2tFBQUAFBcXNzl+KOPPsott9wSrPIEcMJ5KnAzE1SuRPSE9OJqnz5YL2yz2TCbzf7HFouFXbt2nfO42WzGarUCsGXLFlpbW5kxY8YFvbfJFB77cpnNKWqX0K2mtmp0Ohg51EK8IXQ7PYT7uKjlfOPSNzuFXQfsUTV+kfa1Bi1wfT5flyvfiqJ0eXyu43a7ndWrV/PnP//5gt/b4WjC51Mu+PMDwWxOwW4/qWoN53O4so7MlHga60O3X5YWxkUNPRmX5PhYHA2t1JxoQB8b+de7tfq90t0viaD9q+Xk5GC32/2P7XY7FovlnMdra2uxWCy8//771NfXc/PNNzN37lwA5s6dS1NTU7BKjVpWp4vsTJm/1QpTmhEFcModZ5oVtMCdPHky27dvx+l04nK52LRpE4WFhf7jeXl5xMfHU1paCkBJSQmFhYXccMMN/POf/6SkpISSkhL/seTk8JgmiBSKomB1tsgFMw3p7MWVC2faFbTAzc7OZvHixSxcuJB58+Yxe/Zsxo4dy6JFiygrKwNg5cqVrFixghkzZtDS0sLChQuDVY74hiaXm5Y2j5zhaoj04mpf0OZwAebMmcOcOXO6fOy5557z///w4cN5/fXXu32N/fv3B6W2aGd1dlztzs6QDgWtkF5c7Yv8mXdxVp09uDlyhqsZnb240hqmXRK4UeqEs4UYnQ7TqT9ThTaY0hKwyxmuZkngRilrnYusdGNUtBdFElOqUboUNEx+2qKU1dki0wkaZJJ1cTVNAjcKKYqCta4Fi1ww0xxTajyKAvWyLq4mSeBGofqmdtrdPjnD1aDOOXeHTCtokgRuFLI6ZZUwrTKlSuBqmQRuFDpRJ6uEaVWmP3BlSkGLJHCjkM3p6ujpTJWWMK2JN8SSkmjAIa1hmiSBG4WsdS2Y043EyD5mmpSZapQpBY2SwI1CtnoXlnSZTtCqLOnF1SwJ3CijKAr2ehdmaQnTLFOaEUdDK4qi7prPovckcKNMY3NHS5ic4WpXZqqRdo+PJpfs96c1ErhRxlbfsfCJ3PSgXdIapl0SuFHGVtcRuGY5w9WsznVxpVNBeyRwo4y93oWOr3cPENqTmRoPSC+uFvUocO+++262bdsW7FpECNjrXWSkxmPQy+9arUpOMBBniJEzXA3q0U/dtddeyzPPPENRURF/+tOfqK+vD3JZIlikJUz7dDodJunF1aQeBe51113HSy+9xDPPPIPD4WD+/PksWbKEXbt2Bbs+EWD2OpfM30YACVxt6vHflT6fj2PHjnH06FG8Xi8mk4nly5fz5JNPBrM+EUCuNg+NLW7pUIgAnb24Qlt6tInkqlWrWLduHf369WPBggU88cQTGAwGWlpamDZtGvfcc0+w6xQBYK+XDoVIkZlqpMnlps3tJd4Qq3Y5ood6FLhOp5PnnnuO4cOHd/l4YmIi//3f/x2UwkTg2aUHN2JknerFdTa2kmtKUrka0VM9mlLwer1nhG3nWe2UKVMCX5UICnt9x5+gcoarfSbpxdWkbs9wf/nLX2K1WiktLcXpdPo/7vF4qKioCHpxIrBs9S6SjHqSjAa1SxEX6eteXAlcLek2cOfPn8+BAwfYv38/RUVF/o/HxsZSUFAQ7NpEgNnrWuTsNkJkpMSj00ngak23gTtmzBjGjBnDVVddRXZ2dqhqEkFiq3eRn5uqdhkiAGJjYshIicfRIHebaUm3gfvTn/6UJ554gttvv/2sxzds2BCUokTgebw+HA1tTBghZ7iRQnpxtafbwF20aBEADz74YEiKEcHjPNmGT1FkSiGCmNKMHKhoULsM0QvddimMHj0agAkTJpCbm8uECRNoaWnhs88+Y8SIESEpUASG/dQqYXJbb+QwpRqpO9mGzycLkWtFj9rCli1bxnPPPcehQ4d44IEHqKys5P777w92bSKAZB3cyGNKNeJTFOqbZB5XK3oUuLt372b58uVs3ryZ66+/nhUrVlBVVRXs2kQA2es6dupNT4lXuxQRIP5eXJnH1YweBa6iKMTExPDxxx8zceJEAFpb5R9ZS2z1LtmpN8J0bnMvNz9oR48Ct3///ixatIjKykomTJjAf/7nfzJs2LBg1yYCyCarhEUck9z8oDk9WkthxYoVbN68mcsvvxyDwcD48eOZN29ekEsTgaIoCvYGF8P6p6tdigggY5yeJKNedn7QkB6d4SYmJjJ+/HgaGxvZs2cPY8eO5fDhw8GuTQTIyRY3be1e6VCIQLJMo7b06Az3iSee4Pnnn8dkMvk/ptPp2LJlS9AKE4HT2aFglg6FiGNKNWI91fInwl+PArekpIRNmzbJ7b0aJT24kcuUamTvsToURUEnF0TDXo+mFHJzcyVsNcx2aqdec7pR7VJEgJnSjLS1e2lu9ahdiuiBHgXupEmT+N3vfkdpaSl79uzx/3c+GzZsYObMmUyfPp01a9accby8vJzi4mKKiopYunQpHk/HN82OHTsoLi5mzpw53HXXXTQ0yO2LF8Ne7yI9JR6DXnYGiDSm0xYiF+GvR1MK69atA2Djxo3+j51vDtdqtfq35omLi+PGG2/kyiuvZMiQIf7nLFmyhEceeYSCggLuv/9+Xn31VRYsWMB9993H6tWrGTJkCCtXruRPf/oTP/vZzy70a4x6HT24Mp0QiU5fiLx/dorK1Yjz6VHgvvvuu71+4W3btjFx4kTS09MBKCoqYuPGjfzkJz8BoKqqitbWVv+6usXFxTz55JMsWLCAt99+G4PBgNvtxmq1Ss/vRbLXuRgzyHT+JwrN6TzDrZUzXE3o0ZRCc3MzDz/8MLfccgv19fUsW7aM5ubmbj/HZrNhNpv9jy0WC1ar9ZzHzWaz/7jBYGD//v1MnTqVTz/9lFmzZvXqixJfa2v30tDcLh0KESol0YBBHyNTChrRozPcRx55BIvFgsPhID4+nqamJpYtW9btBpI+n6/LVdNvXkU93/Fhw4axbds2XnnlFRYvXswrr7zS4y/KZEru8XODyWxW/0+8ozWNAAzpnxEW9UB4jEs4utBxsWQk0NTqjchxjbSvqUeBW15ezooVK/jggw9ISEhg5cqVzJ49u9vPycnJYceOHf7Hdrsdi8XS5bjdbvc/rq2txWKx0NbWxtatW7nmmmsAuO666/jtb3/bqy/K4WhSfck6szkFu/2kqjUA7D9cC4AxVhcW9YTLuISbixmX9KQ4qu1NETeuWv1e6e6XRI+mFGJiuj7N6/We8bFvmjx5Mtu3b8fpdOJyudi0aROFhYX+43l5ecTHx1NaWgp09PoWFhai1+t56KGH2L17NwD/+Mc/uOyyy3pSpjiLzq3R5aJZ5MqUnR80o0dnuFdccQW///3vaW1tZevWrbz00ktceeWV3X5OdnY2ixcvZuHChbjdbubPn8/YsWNZtGgR99xzD2PGjGHlypU88MADNDU1MWrUKBYuXEhsbCyrVq1i2bJleL1esrOz+fWvfx2QLzYa2epdJMR33HMvIpMpzUhjcztuj1da/8KcTlGU8/7t7Xa7efbZZ3n//ffx+XxMmTKFH//4x8THh+faqjKl8LXH1n7JyRY3v/zhFWqXAoTPuISbixmXj8tq+NPfy1lxx0SyMxMDXJl6tPq90t2UwnlPezZv3syf/vQn9u/fj9FoZNiwYVx22WVhG7aiK1u9S/ozI9zprWGRFLiRqNvA/cc//sGqVau45557GD58ODqdjrKyMn7961/T1tbG9OnTQ1WnuABenw9HQyvjh1nO/2ShWZ03Pzhl1bCw123gvvjii/z5z3+mT58+/o8NHjyYSy+9lPvvv18CN8w5G9vw+hTZxyzCZaTEo0MWIteCblsNmpubu4Rtp/z8fNraZNHjcGeTDoWo0LlXnayLG/66DdzY2HNf8ezBtTahMlmWMXqYpDVME3rUhyu0yVbvQh+rI0N26o14manxErga0O0c7v79+89604GiKLS3twetKBEY9joXWWkJxMTIwtSRzpRmpHS/HZ+iyM7MYazbwN28eXOo6hBBYKt3yQWzKJGVasTrU2hoape/aMJYt4Gbl5cXqjpEgCmKgq3exSX90tUuRYRA5qleXEdjqwRuGJM53AglO/VGF38vrszjhjUJ3AglO/VGl867zaQ1LLxJ4EYoaQmLLgnxehLj9bLzQ5iTwI1QslNv9DGlGeX23jAngRuhZKfe6CM3P4Q/CdwIZat3yXRClOkIXLnlPpxJ4EYoe51LLphFGVOaEVebh5ZWj9qliHOQwI1AnTv1yhludMlM7ei/lWmF8CWBG4E69zGTu8yiS2cvrgRu+JLAjUCyLGN0kl7c8CeBG4FsdXKGG41Sk+LQx+rkbrMwJoEbgez1LpKMepKMBrVLESEUo9PJlulhTgI3AtnqXTKdEKWy0ozY6yVww5UEbgSy18myjNHKnJ7gv2gqwo8EboTx+nw4GlvlDDdKWdITaHK5cbVJL244ksCNMI7OnXolcKNS5y9aOcsNTxK4EcYuHQpRTQI3vEngRhjpwY1uXweuXDgLRxK4EcZe50IfG0O6bLMSlRKNepKMev8vXhFeJHAjTEdLmFF2bo1i0qkQviRwI4ytTpZljHYSuOFLAjeCdOzU2yLLMkY5S0YCjoZWfD5F7VLEN0jgRpD6pnba3T5yMhPVLkWoyJyegNenyJoKYUgCN4JYnS0AZGdI4EYz86llGmVaIfxI4EYQa92pwM2UKYVo1jmlZJdlGsOOBG4EsTo7WsIyU2Wn3miWmWIkNkbnX6ZThA8J3AhirWvBkpEgLWFRLiZGhynNKFMKYUgCN4JY61xkS4eCoGMRGwnc8COBGyF8PgVbXQvZ0qEgkF7ccCWBGyGcja14vIqc4QqgI3CbWz20tLrVLkWcJqiBu2HDBmbOnMn06dNZs2bNGcfLy8spLi6mqKiIpUuX4vF0rOFZWlrK/PnzmTt3LrfccgtVVVXBLDMiWE9dIJEeXAFgTu9sDZNOhXAStMC1Wq2sWrWKl19+mfXr17N27VoOHjzY5TlLlixh2bJlvPPOOyiKwquvvur/+COPPEJJSQlz5szhkUceCVaZEePEqR5ci/TgCr5eNUwWsQkvQQvcbdu2MXHiRNLT00lMTKSoqIiNGzf6j1dVVdHa2kpBQQEAxcXFbNy4kfb2dn76058yfPhwAIYNG0ZNTU2wyowY1roW4g2xpCfHqV2KCAOdN790/iIW4UEfrBe22WyYzWb/Y4vFwq5du8553Gw2Y7VaiYuLY+7cuQD4fD7+53/+h2uuuaZX720yJV9k9YFhNqeE7L3qm93kmZOxWFJD9p4XKpTjoiWBHpesNCP1ze2aHm8t1342QQtcn8+H7rR+UEVRujw+3/H29nbuvfdePB4Pd955Z6/e2+FoUn3hDrM5Bbv9ZMje7/iJRvpnh/Y9L0Sox0UrgjEu5vQEjlY3ana8tfq90t0viaBNKeTk5GC32/2P7XY7FovlnMdra2v9x5ubm7n99tvxeDysXr0ag8EQrDIjgsfro7a+VToURBc5pkROOFtQFFk1LFwELXAnT57M9u3bcTqduFwuNm3aRGFhof94Xl4e8fHxlJaWAlBSUuI/vmTJEgYMGMDjjz9OXJzMSZ6Po6EVn6LIojWii5zMRFxtHhpbpDUsXARtSiE7O5vFixezcOFC3G438+fPZ+zYsSxatIh77rmHMWPGsHLlSh544AGampoYNWoUCxcuZO/evWzZsoUhQ4Zw/fXXAx3zv88991ywStW8zgsj0hImTpd76vvhhKOZtCQ5cQkHQQtcgDlz5jBnzpwuHzs9OIcPH87rr7/e5fjIkSPZv39/MMuKOJ09uBZZJUycpvMX8AlnC8P6Z6hcjQC50ywinHC2kBivJyVB5rrF1zLTjBj0MdIaFkYkcCNATW0zuVmJXbo8hIjR6cjOSOCEQwI3XEjgRoAaRzO5piS1yxBhKCczUc5ww4gErsY1udw0trjpI4ErziLHlIi9vhWP16d2KQIJXM2rcTQDkGuSDgVxppzMRHyKIks1hgkJXI2rOTU/l5slZ7jiTDmZHd8XMo8bHiRwNa7G0Yw+NoYs2cdMnMXprWFCfRK4GlfjaCEnM5GYGOlQEGdKNOpJTYqjRgI3LEjgalx1bTN9smT+VpybdCqEDwlcDWt3e3E0tEpLmOhWTmaizOGGCQlcDTvhbEFBOhRE9/qYEk+1D7arXUrUk8DVsM4OBenBFd3JM3csyF9tb1a5EiGBq2E1jmZ0OsiWRWtEN/qcahmsqpXAVZsEroZVO1owpyVg0MeqXYoIY+nJcSQZ9VTZm9QuJepJ4GpYxxoKMn8ruqfT6cjLSqJSznBVJ4GrUT6fgtXZIneYiR7JMydTZW+W7XZUJoGrUfZ6Fx6vIme4okfyzEm42jzUN0mngpokcDWq8tR8XF9zeGwJL8Jb3qm/hCplHldVErgaVWFrQqf7+gq0EN3pa+n4xVxhk8BVkwSuRlXam8nOSCTeIB0K4vySjAZMqUaOW0+qXUpUk8DVqEpbk/+sRYie6J+dLGe4KpPA1aDWdg+2ehf9zDKdIHqunyWZE44W2tq9apcStSRwNajq1C2acoYreqN/dgoKUFkrZ7lqkcDVoIpTV5r7SYeC6IX+nRfOrBK4apHA1aBKWxPGuFhMabLLg+g5U5qRxHi9XDhTkQSuBnVeMNPpZJcH0XM6nY4BOSkcOSGBqxYJXI1RFIUKe7NMJ4gLMjA3hUpbE26PbJuuBglcjXE2tuFq88gFM3FB8nNS8foUueNMJRK4GiMXzMTFGJibAsCRmkaVK4lOErga09m4nic9uOICmFKNpCQaJHBVIoGrMZW2JrLSjCTE69UuRWiQTqcjPzeVozVy4UwNErgac9x6kn4yfysuwqDcVKprm3G1edQuJepI4GpIS6sba52L/NxUtUsRGja4bxoKcKi6Qe1Soo4EroZ09k/m95HAFRduUG4qOh0crJTADTUJXA05Ut1xoSM/J0XlSoSWJcTr6WdO5mCVBG6oSeBqyJGaRrIzE0k0GtQuRWjc4L5pHKpuxOuTGyBCSQJXQ47UNDIoV85uxcUbmpdGW7uXSpvs5BtKErgaUXeyjfqmdgbKBTMRAJf0Swdgf0W9qnVEm6AG7oYNG5g5cybTp09nzZo1ZxwvLy+nuLiYoqIili5disfTtU3l8ccf56mnngpmiZrR2ag+SAJXBEBmqhFLegL7jtWpXUpUCVrgWq1WVq1axcsvv8z69etZu3YtBw8e7PKcJUuWsGzZMt555x0UReHVV18F4OTJk9x///288MILwSpPc47UNBIbo6N/tvTgisAYPiCd/RX1+HyK2qVEjaAF7rZt25g4cSLp6ekkJiZSVFTExo0b/cerqqpobW2loKAAgOLiYv/xLVu2MHDgQH74wx8GqzzNOVLTSF9zMga9bBopAmP4gAxcbR6Oyfq4IRO0wLXZbJjNZv9ji8WC1Wo953Gz2ew/Pm/ePO644w5iYyVcAHyKwpGak9J/KwJqeP8MAPYdl2mFUAnaDfk+n6/LAtmKonR5fL7jF8NkCo8/u83mwHQUVNmbcLV5GDvUHLDXVFMkfA3BEOpxMZtT6JedwoHKRhbODs9/k0j7Xgla4Obk5LBjxw7/Y7vdjsVi6XLcbrf7H9fW1nY5fjEcjibV56XM5hTs9sD8qVa6+wQAWSlxAXtNtQRyXCKJWuMyckA6W0orqaiqwxgXXgsiafV7pbtfEkGbUpg8eTLbt2/H6XTicrnYtGkThYWF/uN5eXnEx8dTWloKQElJSZfj4msHqhpIiI+lj0mWZBSBNWaQCY9XYd+xerVLiQpBC9zs7GwWL17MwoULmTdvHrNnz2bs2LEsWrSIsrIyAFauXMmKFSuYMWMGLS0tLFy4MFjlaNqBinoG56UREyN7mInAGto3nXhDLGWHHWqXEhV0iqJEXE9IJE0pNLnc3PPEVooLBzF78sCLL0xlWv0zMdjUHJcnX99Fha2J3/1/k8JqY1Ktfq+oMqUgAuNAZT3w9Z1BQgTauKFZOBpb/buJiOCRwA1zByoa0MfqyJc1FESQFAzNQqeD0v328z9ZXBQJ3DC3v6KO/NxUueFBBE1KYhzD+qVT+pUEbrBJ4IaxllY3R0+cZMSADLVLERHu8mEWqmubqXHI6mHBJIEbxvYdr0dRYOTATLVLERHu8mFmdDr4ZI/1/E8WF0wCN4yVH60jzhDDILmlVwRZenI8IwdksH3PCSKwcSlsSOCGsb3HnFzSLx19rPwzieCbNDqH2oZW2XoniOQnOUw5G1upcbQwcoBMJ4jQuOwSM3GGGD7aVaN2KRFLAjdM7Tp158+YQRK4IjSMcXquHJHNp+VWWlo95/8E0WsSuGGq7JADU2o8fbJk/QQROt8el0e728f2PSfULiUiSeCGIbfHx96jdYwdnBVWt1qKyJefm8qAnBTe+6JKLp4FgQRuGPqqop42t5cxg01qlyKi0DWX96W6tpmyw061S4k4Erhh6PMDduL0MYzoLzc8iNC7cmQ2GSnxbPz0mNqlRBwJ3DDjUxQ+/8rOmEEm4uPkdl4RevrYGK4d3499x+ulRSzAJHDDzKGqBhqa2rl8mPn8TxYiSL49rg8piQbWbz2sdikRRQI3zJTut6OP1XHpkCy1SxFRzBinZ9bEAew9Wkf5MdlkMlAkcMOIz6fwr3IrowZmkhAfXvtLiejz7XF5ZKTEs/bdA6ov6B8pJHDDSPnxOuqb2pk0OkftUoQgzhDLDdMGc9zaxNZd1WqXExEkcMPI9t0nSIiPpUCmE0SYuHJENkP7pvHGB4dpbG5XuxzNk8ANE63tHkq/snPFcAtxBulOEOFBp9OxcMZwWts9rNn8ldrlaJ4Ebpj4ZI+VtnYvU8b2UbsUIbrIy0pizlX5fLbPxidyy+9FkcANA4qi8N4XVfSzJDNY1r4VYWjmxP4M6ZvGi+/sx1rXonY5miWBGwYOVTdSYWti2rg8WTtBhKXYmBjunDOK2BgdT7y2iyaXW+2SNEkCNwy88+lxEuP1TByVrXYpQpyTKc3IT4rHUNvg4ul1Zbg9PrVL0hwJXJXVOJr5/Cs70y7LwxgnvbcivA3rn8FtM0ewv6KeF94uxycrivWK/ISrbOOnx4mNjeGa8f3ULkWIHpk4qmMrnnUfHkYBfjRrhGwD1UMSuCo64Wzh47ITXH1ZHmlJcWqXI0SPzZo0AJ0O3vjgMM2tbv7/eWNksaUekF9LKnrzw8MY9DHMnjxQ7VKE6BWdTsesSQO5ZcYw9hxx8ujLn2OT7oXzksBVyVcV9Xy2z8b0K/qRKme3QqOmFuTxk+Ix2OtcLH/hM/5VblW7pLAmgasCj9fHXzftx5Qaz8yJA9QuR4iLMm6omeW3XUGeOYn/LdnD02+WUdvgUrussCSBq4K3PzlGlb2Zm665ROa9RETISkvgFwsu4/rCQZQdcvDAc59S8tER2f33G+SiWYgdqWnkbx8d5cqR2Vx2iSwyLiKHPjaGOZMHMnlUDmvfO0jJR0fY9Nlxrr6sL9eM7ycXhpHADamTLe2sXr+b9JQ4vj/9ErXLESIoTGlGfjxvNMdOnOTv24/y9vZjbPz0OGMHm5gyNpcxg0xR20YmgRsibo+P1et3U9/Uzn3fv4wko0HtkoQIqgE5Kfz4+jGccLawdWc1H+8+wRcHaklNimPCcAuXDzMztG86MTHRczu7BG4IeLw+/vC3Pew7Xs/ts0eQnysL1IjokZOZyA3ThnB94SB2H3byUVkNH+ys5p+llSQnGBg3NIvLh5kZMSATgz6yz3wlcIOsze1l9frd7Drk4KZrhjJ5dK7aJQmhCn1sDAVDsygYmkVru4fdh52UfmVnx34bW3fVYIyLZexgE+OGmhkzKFPtcoNCAjeI7PUunnlzN8etJ/lB0TCmjctTuyQhwoIxTs/44RbGD7fg9vgoP1bH51/Z+OJALf8qtxEbo2P0YBOjBmRQMCSLrPQEtUsOCJ2iRN7qEw5Hk6qb3vl8Cp8fdvLCht3o0HH7nJGybc4pZnMKdvtJtcsIOzIuHXw+hcPVjXxx0E7ZYSeVtiYA+pqTGXfq7HhATgoxYbyMqdmccs5jErgB5PMp/GuflQ0fH6XG0cKIARnc+t3hmCPkt3MgSLCcnYzLmczmFMr2W/nyQC1fHqzlQGU9igLpyXEUDMlizGATw/qlkxhmF6BVC9wNGzawevVqPB4Pt9xyCzfffHOX4+Xl5SxdupTm5mbGjx/PQw89hF6vp7q6miVLluBwOMjPz2flypUkJSX1+H1DGbiKolBlb+bTciuf7rVS29BKnjmJ7393BJfkpsiC4t8gwXJ2Mi5n+uaYNLnc7DzYEb67Dztpc3vR6aB/dgrD+6czJC+dATnJmFKNqv7cqRK4VquVm266iXXr1hEXF8eNN97IY489xpAhQ/zPmT17No888ggFBQXcf//9jB49mgULFnDnnXdy3XXXMWvWLJ5++mlaWlpYsmRJj987WIHr8fpwNLRirWuhuraFw9UNHKxqoL6pnRidjhEDM5h6aR8uG2Ym25IqP0BnIcFydjIuZ+puTNweL4erGyk/Vsf+4/Ucqm7A4+34mU8y6umfnUJeVhJZ6QmY042Y0xJIT4kn0agP+nREd4EbtItm27ZtY+LEiaSnpwNQVFTExo0b+clPfgJAVVUVra2tFBQUAFBcXMyTTz7JDTfcwGeffcbTTz/t//j3v//9XgVub/r6XG0ePthZTWubB4/Xh8er4PYqeL0+PF4fbe1emlxumlvdtLZ7u3xuRko8V47MIb9PKqPzM0lO6PqnTTT1F/aGjMvZybic6VxjEh+nZ8TATEYM7OhmcHt81DiaqaptocreRHVtM/sr6tl12NHl83Q6SDQaSE4wYDTEYtDHnPovljiDDn1sLDE60MXoiNXpyO+TyqiBgeuYCFrg2mw2zOavb121WCzs2rXrnMfNZjNWq5W6ujqSk5PR6/VdPt4bGRk9n34AuLlPeq+e31MmU3JQXlfrZFzOTsblTL0Zk5zsVMYFsZZACFqXsc/n6zKPoihKl8fnOv7N5wEyDyqEiAhBC9ycnBzsdrv/sd1ux2KxnPN4bW0tFouFzMxMTp48idfrPevnCSGEVgUtcCdPnsz27dtxOp24XC42bdpEYWGh/3heXh7x8fGUlpYCUFJSQmFhIQaDgfHjx/P2228DsH79+i6fJ4QQWhX0trA//OEPuN1u5s+fz6JFi1i0aBH33HMPY8aMYd++fTzwwAM0NTUxatQoVqxYQVxcHFVVVdx77704HA5yc3N57LHHSEtLC1aZQggREhF544MQQoSjyF6aRwghwogErhBChIgErhBChIgErhBChIgEboA88cQTzJw5k1mzZvHCCy8AHbc3z5kzh+nTp7Nq1SqVK1TPb3/7W+69915AxgTgBz/4AbNmzWLu3LnMnTuXnTt3yrgA7777LsXFxXz3u9/lkUceASLw+0URF+3TTz9VbrzxRsXtdisul0uZNm2aUl5erkydOlU5fvy44na7ldtuu015//331S415LZt26ZceeWVyi9+8QvF5XJF/Zj4fD5lypQpitvt9n9MxkVRjh8/rkyZMkWpqalR2tvblZtuukl5//33I25c5Aw3ACZMmMCLL76IXq/H4XDg9XppbGxkwIAB9OvXD71ez5w5c9i4caPapYZUfX09q1at4q677gJg165dUT8mhw8fBuC2227juuuu46WXXpJxATZv3szMmTPJycnBYDCwatUqEhISIm5cZIudADEYDDz55JM8//zzzJgx46yL9/R2ER6tW7ZsGYsXL6ampgY4+4JG0TYmjY2NTJo0iQcffBC3283ChQu5/fbbo35cjh07hsFg4K677qKmpoZvf/vbDB06NOLGRc5wA+iee+5h+/bt1NTUcPTo0W4X74l0r732Grm5uUyaNMn/sfMtaBQNxo0bx+9+9ztSUlLIzMxk/vz5PPnkk1E/Ll6vl+3bt/Ob3/yGtWvXsmvXLioqKiJuXOQMNwAOHTpEe3s7I0aMICEhgenTp7Nx40ZiY2P9z4m2RXjefvtt7HY7c+fOpaGhgZaWFqqqqqJ6TAB27NiB2+32/yJSFIW8vLxuF3qKBllZWUyaNInMzI61Z6+55pqI/BmSM9wAqKys5IEHHqC9vZ329na2bNnCjTfeyJEjRzh27Bher5e33norqhbheeGFF3jrrbcoKSnhnnvu4eqrr+aPf/xjVI8JwMmTJ/nd735HW1sbTU1NvPnmm/zsZz+L+nGZNm0aH330EY2NjXi9XrZu3cqMGTMiblzkDDcApk6dyq5du5g3bx6xsbFMnz6dWbNmkZmZyd13301bWxtTp05lxowZapeqqvj4eB599NGoHpNp06axc+dO5s2bh8/nY8GCBYwbNy7qx+XSSy/l9ttvZ8GCBbjdbq666ipuuukmBg0aFFHjIovXCCFEiMiUghBChIgErhBChIgErhBChIgErhBChIgErhBChIgErug1r9fLCy+8QHFxMXPnzmXmzJn8/ve/p729/byfe/XVV1NWVhaCKr+2bt067rzzzpC812uvvcaaNWsAeOqpp3j44Yd79Hler5c777yT2tragNe0e/duHnzwwYC/rug9CVzRa8uXL+eLL77gL3/5CyUlJbz++uscOXKEpUuXql2a6kpLS2ltbe315z3//PNMmDCBrKysgNc0evRoPB4P7733XsBfW/SO3PggeqWyspINGzbw0UcfkZycDEBiYiIPPfQQn3/+OQD33nsvQ4cO5Uc/+tFZHwN8+umnPPbYY+Tm5nLkyBESEhK44447+Otf/8qRI0eYPn06999/P9CxTurq1atxu90YjUZ+8YtfMG7cOJ566imqqqqw2+1UVVWRnZ3N73//+17d/mm1Wnn44YepqanB7XYza9Ys7rrrLiorK7n11luZOnUqO3fupLGxkSVLlnDttdficrn45S9/yc6dO0lJSWHIkCEAfOc73+Hdd9/l448/xmg0Ah2rg/3gBz/AbreTlZXFY489dkZ9LpeLv/zlL2zYsAHoODM+fvw4VqsVu93OqFGjuPLKK1m/fj2VlZUsWbKE2bNn9/h5AP/+7//O8uXLmTZtWq//zUXgyBmu6JU9e/YwZMgQf9h2MpvNFBUV9eq1ysrKuOOOOygpKSE5OZlnn32WP/zhD6xbt46XX34Zq9XK0aNHWbVqFc8++yzr16/nV7/6FXfffTctLS1Ax9oETzzxBBs3biQhIYFXXnmlVzUsWbKE733ve6xbt47XX3+dbdu28fbbbwNQUVHBlClTeP311/nP//xPfvOb3wDwzDPP4PV6+cc//sGf//xn9u7dC8C1117L1Vdfza233srNN9/sf43O+lJTU3nttdfOqOGTTz4hPz+fjIwM/8dKS0t5+umnefPNN/nwww85dOgQa9as4cEHH+Spp57q9fMKCgo4fvw4FRUVvRofEVhyhit6JSYmBp/PF5DX6tu3LyNHjgSgf//+pKSkEBcXR2ZmJklJSTQ0NPDZZ59hs9m49dZb/Z+n0+k4fvw40LEWcWf4jxw5koaGhh6/f0tLC5999hkNDQ088cQT/o/t27ePsWPHYjAYmDp1qv+16+vrAfjggw+47777iImJITk5meuvv579+/ef9T2uuuoq/4Isw4cPx+l0nvGcw4cP079//y4fmzx5MikpKUDHsoTf+ta3/OPUWUdvngcd433kyBH69evX0yESASaBK3pl7NixHD58mKampi5nuVarlQcffNC/1ODpd4y73e6zvlZcXFyXx3r9md+OPp+PSZMm8fjjj/s/VlNTg8ViYfPmzf4/3YEz3vd8fD4fiqLwyiuvkJCQAIDT6SQ+Pp66ujoMBgMxMTH+1z69ztPfp/M5Z3P613Su+nQ63Rm/xHoyNr15Xuex01ffEqEnUwqiV7Kzs5kzZw73338/TU1NADQ1NbF8+XLS09MxGo1kZGSwe/duoCOI//Wvf13w+02aNImPP/6YQ4cOAR1nl9ddd90FXZj6puTkZAoKCvx70DU2NnLTTTexZcuWbj9v6tSpvPHGG/h8PlwuF2+99ZY/kGNjY/F4PL2qIz8/P+h/6iuKQnV1Nfn5+UF9H9E9OcMVvfbLX/6SZ555hhtvvJHY2Fja29u55ppruPvuu4GOTRJ//vOfU1RURN++fZk4ceIFv9eQIUN4+OGH+dnPfoaiKOj1elavXk1SUlKvXmfr1q2MGzfO/zglJYUPP/yQlStX8qtf/Yo5c+bQ3t7O7Nmzue6666isrDzna9155508/PDDzJkzh5SUFEwmk/9Mu7CwkEcffbRXtU2ePJmlS5fS2NhIampqrz63p8rKyujfvz99+vQJyuuLnpHVwoTopb///e8kJyczdepUfD4fd999N1dddRULFiy44Nf83//9X2JjY1m0aFEAK/3avffey4wZM/j2t78dlNcXPSNTCkL00tChQ1m9ejVz585l9uzZWCwWbrjhhot6zdtuu41PPvmky84PgbJ79250Op2EbRiQM1whhAgROcMVQogQkcAVQogQkcAVQogQkcAVQogQkcAVQogQkcAVQogQ+X9IJn+BL++z0gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "sns.displot(data=penguins, x=\"Culmen Length (mm)\", kind=\"kde\")" + "sns.displot(data=penguins, x=\"Culmen Length (mm)\", kind = \"kde\")" ] }, { @@ -3566,22 +3582,22 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 76, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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OrJ4bTHSQC9GBLpLwSNww2NsoSQhzJyHM3fqYKIo0t2t7/3SY/9vaoaW+RUOXVk9nt6GPWPWHXCagVsqxUcvN/1UpcHJQIYMesVJg0yNcNko5Nmrz/5ufaxYzhVyGUiFDKZeh6PlRKgRJ4MaZSSVCMtnAF0ptczdb9uejM5gwmUREUcQkiogiIIIJszmoaBIxiYBo/q9JFNEbjAzFPsvJXoWrow1B3o64OqrxcrXFz90eT1cb5LLxE50rvS/jyUSNCyZubNdPXAIeLrZ4DKELsNFkoktrpFtroFtrQKszmn/0RnQGE1qdAa3ehFZvRKs3oNWZ/20SoaNbT1O7Fp2hG63eiMEwsjbmcpmAvEeYZAIgCAiCuQ2GAAjmP8n8/4J5v8zye8svV8wMJC7UDZi4n+NERBAl90IJCQkJiXFCWjOSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JBGSkJCQkBg3JpV3HEBjYwcm07V3GnJ1taO5ueuan3cwpLiGz0SNTYpreEy2uDw9HYd1nPEa68aCK/3t0kxoiCgmaBdUKa7hM1Fjk+IaHlJc1weSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhIjBuSCElISEhMQIwm03iHcE2QREhCQkJiAtKpMYx3CNcESYQkJCQkJiBd3ZIISUhISEiMEx0a/XiHcE2QREhCQkJiAtLepRvvEK4JkghJSEhITECa27TjHcI1QRIhCQkJiQlIU/uNIUKKsTz4iy++yK5duwBYvHgxTz31FB9++CHvvPMOgiAQHx/Pb3/7W1Qq1ViGISEhITHpaGnXjHcI14QxmwkdP36co0ePsnXrVj777DMyMzN55ZVXeP3119m8eTPbtm3DZDLx/vvvj1UIEhISEpOWxhtkOW7MZkKenp787Gc/s85ywsPD0el0PPPMMzg4OAAQFRVFVVXVWIUgISEhMWlpatOg0xtRKeXjHcqYMmYiFBkZaf13SUkJu3bt4oMPPiAkJASApqYm3nvvPZ599tlhHdfd3WE0wxwWnp6O43buKyHFNXwmamxSXMPjeo5LBLpN4D9B/8bRYkz3hADy8/N57LHHeOqpp6wCVFtbyyOPPML69euZPXv2sI7X2NiBySSOQaRXxtPTkfr69mt+3sGQ4ho+EzU2Ka7hMdniGokwXcirw1k9+WdCV/rbxzQ7LiUlhYceeogf/ehHrF27FoDCwkI2bdrE2rVrefzxx8fy9BISEhKTFrlcoLKhc7zDGHPGbCZUXV3N448/zj//+U/mzp0LQEdHB9/4xjf4wQ9+wJ133jlWp5aQkJCY9Pi42VNaM/FmeqPNmInQ66+/jlar5U9/+pP1sdWrV9PQ0MCbb77Jm2++CcDSpUv5/ve/P1ZhSIwiLR1aKuo6qGnqoqFVQ0uHls5uPRqdEYNRBAEUMgEbtQJ3Z1vUChluTmq8XGzxcbfD29UOmUwY7z9DQmJSEOztwK5TZZhM4nX9vRkzEXr66ad5+umn+zz+2GOPjdUpJUaZ9i4d6YWNZBY3kVfRQtMlKaMqpQwXezWOdkpsVHLkcvPKrsFooktjoKmthaY2DVq9sddrgrwdifB3JibIlehAF9Sqyb/eLSExFgT5OKLVGals6CTQa/wSssaaMU9MkJhcaPVGUnPrOXahmpzSFkyiiJOdkphgV8JnOhPk7YCvuz2OdkoEYeC7M09PR+rq2ujUGKhr7qaqoZOyunaKq9vYe7ac3afKUMgFooNcSY70IDnaC2d7qWhZQsJCcI/wFFa1SiIkcf3T2qFlb0oFB89V0qkx4Oliw6o5QUyP9iTI2xHZFQRnIARBwMFWiYOtkjA/J8AXMAtdfkULF4qaSCto4J09ebz3VT4JYW4sTPIjKcIduUxylJK4sXFzssHJTkl+eQs3TfUf73DGDEmEbnBaO3XsOF7CofNVGE0mkiM9uXl6ANFBLlec6VwNaqWc+FB34kPduXtpBJX1nZzMquX4hWrSPs3AxUHFzdMDuGmaP/Y2yjGJQUJioiMIAjHBrmSVNCOK4ph9H8cbSYRuUHR6I3vOlLPzZCl6vYn5CT6snhuMt6vdNY1DEAQCvBy4y8uBtYtCyShsYl9KOZ8cKmLHiVKWJvuzanYwDraSGEnceMSFuHE6u47K+k4CrtMlOUmEbkAuFDXyzp5c6ls0JEd5sn5xGL7u9uMdFnKZjKmRHkyN9KC8roOdJ0rYfbKMg+cqWTkriOWzglBf5xYmEhKXEhfqBkBmSZMkQhKTny6Nng/25XMsowZvNzt+smkqU0Lcxjusfgn0cuBbd8SzZl4Hnx4uYuuRYg6er2LTzZHMiPa8bpcmJCQuxc3JBh83OzJLmlgxK2i8wxkTJBG6Qcgubea1HVm0dui4dW4wt88PQamY+LMKf08HnlifSG5ZMx/szec/n10gPsyNB5dH4+FiO97hSUiMOXEhbhxJr0JvMKFUXH8JO9ffXyTRC5NJZOvhIv72wTlUSjm/fHA66xeHTwoBupToIFd+9dAM7rklkvyKVn71+mn2p1YgitfeR1BC4loSH+aGzmAit6x5vEMZE6SZ0HVMR7eelz+/QFZJM/MTfLh/WfSkLg6Vy2QsmxFIcqQnb+3O4d09eZwvaOAbt8ZKNUYS1y2xIa6oVXJS8uqJD3Mf73BGHWkmdJ1SWd/B7946Q155Cw+tiuEbt8ZOagG6FHdnG57cmMT9y6PIKW3hmTdOk1XSNN5hSUiMCUqFnIQwd87lN4xLB4GxRhKh65DMkib++G4KeoOJn96XzKIkv/EOadQRBIGlyQH8+mszsLdR8PcPz7P9eAkmaXlO4jpkepQnbZ06CqtaxzuUUUcSoeuMU1m1/GtLGu5ONjz94AzC/ZzHO6QxJcDLgV99bQazp3iz9XAR//40g26tYbzDkpAYVRLD3VHIBVJy68c7lFFHEqHriMNpVbyyLZNwPyd+dt903J1txjuka4KNSsE318Ryzy2RpBU08od3Uqhr6R7vsCQkRg1btYLYEDdS8+qvu2QcKTHhOuFIWhVv7cohPsyN765NuO770l+OIAgsmxFIgIc9L312gf97+yzfXZdAVKDLeIc2LEyiSEOrhprGLupbumls09DaoaNTo0ejNaA3ioCIXCZDrZJjb6PAxUGNp4stfu52BHo7Su4S1ykzor14ozCboqo2wv2vnxUOSYSuA05n15oFKNSNJ9YlTLr069FkSogbTz84g399nM5fPzjH11dPYW68z3iH1S8mUaS6oZPCqjaKqtqoauqirLoNncFkfY5CLsPZXoWDrRJbtRx7pRwEMBpFurUG6pu7aelo6PUab1dbogJdSAz3ID7U7bpJSLnRmR7tyTt7cjmeWSOJkMTEIb2gntd2ZBER4Mx3b3ABsuDtZscvH5jOS1szeHVHFjVNXdyxMHRETuCjiSiK1DR1kVXSTE5ZMzmlzXRqzPtX9jYKwgNcuGmaP34e9vi42eHtaouTvWpQdwhRFGnt1FFZ30lpbTsFFa2cza3nSHo1aqWc5ChPFk/1IzLAWXKamMTYqhUkR3lyOquWe26ORCG/PnZTJBGaxNQ2dfHsOyl4udrxvbsSb7gluCvhYKvkybun8r8vc9l+vITqxs5xSVPXG0xklzZzvqCBjMJGGts0ALg5qZka4UFUkAuRAS54u9ri5eVEff3w2zkLgoCLgxoXB7XVa8xgNJFf0cqprFrO5NRyIrOGYG9HbpsXTHKUZHs0WZkb58OprFrSCxtJjvIc73BGBUmEJindWgPPf5KOIAh8765EqeVBPyjkMh5eFYOfuz0fHSigpimF766Lx9PTcUzP2601kF7YSEpePRlFjWh1RtRKObEhrqyeG0xciCueLrZjKgQKuYwpwa5MCXblnpsjOZFVw+5TZfx76wVCfBzZdHPkpNsvk4C4UFec7FWcuFAjiZDE+CGKIm/uyqGmqYv/+9Y8vG6QLLiRIAgCK2cHEeBpz3+3ZfK7t87yvU3TiPIdXSHS6o2kFzZyOquW9KJG9AYTTvYq5sR6My3SgynBruO2VKpWyblpqj+LEv04kVnDp4eL+NN7qSxK8mXjkkjsbKRhYLIgl8mYE+vNvpQKOrr110USinT1TUIOnqvkbE4dd90UTmKE54iWcK6Gbq2BvPIWCqvaqGropL6lm7ZOHVq9EVE0D3oujmpc7FX4e9oT5utEdJDruH5h4sPc+fVDM3n580z+9PYZ5sX7sOnmyKuKyWA0kVXSxMmsWs7lNaDVG3GyV7EoyY+ZMV5E+Dsjk02cZS+ZTGB+gi8zor34/GgxX54pI6ukmUfXxBERcP1sdF/vLEj0Zc+Zco6mV7Ny9uR31pZEaJJR1dDJ5v0FxIe5XdMLsEuj53ROHWey68grb8FoEpEJAt5utni52BLq64iNynw5afVGNHoTlXXtZBY3YTSJCEB4gDMzY7yYG+czLoLk6WLLz+9PZt+5Kj7en096YSO3zQ3mpmn+Q95PMxhN5JQ1k5JbT0puPR3deuxtFMyO9Wb2FC+ig1wnlPD0h1olZ+PSCJKjPXl1eyZ/fj+VTTdHsjTZX9ormgQEeDoQFeDMgXMVLJ8VOO4JN1eLJEKTCKPJxKs7slAr5Xxj9ZRrcvFVN3by5elyTmbWoDOY8HazY/nMQOJD3Qjzcx5wo9/T05H6+nYMRhMl1e1kljSRklvPB3vz+ehAIfPivVk1Oxhvt2vbyVUhl3H/qinEBrmweV8+m/cXsP14CfPifZka4U6IrxO26otfC53eSHVjFwWVreSUNZNZ3IRGZ0StkjM1woNZMV7Eh7lPSov9CH9nnnloFq/tyOK9r/KoaezinlsiJ7yISsDS6QG8/HkmF4qaSAyf3KamkghNInafKqO0pp1v3xmPs4N6TM9V3djJ1iPFnM2pQ6mQMTfOh5um+RHs7Tisu2WFXEZEgDMRAc7csSCUstp2Dp6v4lhGNUfTa1iQ6MOdC8NwGeO/53ICvRz4yT3TyC1rZl9qJftTK/jqbDlgTpdWKeXo9EZrCjWAq6OaWVO8mRrhQVzo+O3xjCZ2Ngq+uz6BLfsL2HOmnE6tnm/cOgW5bPKJ6o1EcpQnTvYq9qdWSCIkcW2oaujk86PFzIjxYmaM15idp71Lx2dHizl4rhKVUs5t84K5ZXogTqPUKiHI25EHV0Rzx4JQdp4o4UBqJaez61i3KIyl0wOu+dJCdJAr0UGu1n2uyoZOGts06A0m1Ao5TvZKfN3tCfZxxMPZ5rpcrpIJAptujsTRTsknh4oQgG/cFjvpl3muZxRyGTdN9WPbsRIqGzrx97Af75BGjCRCkwCTKPLW7hzUSjn3LYsak3OIosjR9Gq2HCigW2vkpmn+3LEgFCe7senT42yv4t5borg5OYB3v8rj/b35pOTW843bpuDhfO07ptqqFSRFeJAU4XHNzz1RuHVuCKIInx4uwt5Wyb23jM21JjE63Dw9gN2ny9h1spRHbosd73BGjDTnngQcSauioKKVjUsjxqR5W31LN3/bfJ43d+Xg52HPb74+kweWR4+ZAF2Kt5sdT25M4uHVMZTWtvObN85wLv/6cwqeLNw6N5hlMwLZe7aC/akV4x2OxBVwtFOxOMmfk5m1NExiw15JhCY4bZ06Pj5YSEyQCwsSfEf12KIociS9il+/cZri6jYeXBHNT+9LJsDTYVTPMxiCILAw0Y/fPDwTTxdbXvgkg8+OFEm9gcYBQRC4e2kEieHufLA3n4KK669/zfXEilmBCALsPl023qGMGEmEJjhbDhSg0Rm5f3n0qO5HdGkMvPx5Jm9+kUOojyO//8ZsbprmP677AF6udvzigWTmx/uw7VgJ//08E73BOG7x3KjIZAKPronFzUnNf7ddoKNbP94hSQyAm5MN8xN8OJxWTVOPJdRkQxKhCUxuWTPHL9SwcnYQfqO48VhW287v3jpDSm496xeH8eN7pk2Y3kNKhZyv3zqFDUvCOZNTx98/TKNLIzWpu9bY2Sh59PY4mtt1vPpZxniHI3EFbpsXAsDWw0XjG8gIkURogmIwmvjfl7l4ONuwpuciGw2OX6jm//6Xgt5o4qf3TePWuSETLgtKEARWzQ7msdvjKKxs5S8fpNLWpRvvsG44wv2cWT03mP1ny8koahzvcCQGwMPZlmUzAjh+oYbSmmvrnjIaSCI0QfnqTDnVjV3cuyxqVNyxTSaRzfvyeW1HNhH+Tjzz8EwiA1yuPtAxZHasN0+sT6S6sYu/vH+O1s4bQ4hEUaSjW09NUxdlte1U1HVQ39KNVnftlybXzAshwMuB9/bkob+kZ5HExOLWucHY2yrZcqBg0nVelVK0JyBNbRq2HSthWqQHU0chZVijM/DfzzNJK2zklukB3H1zxKgVI+oNRtq79OiNJgRApZTjaDd6ljyJ4e78cEMS//o4jb+8n8pT90wb80Lda01jq4bMkiYqGrrIK2uiprGrV5O6S3GyV+HvYU+EvzPxYW6E+42tP51SIeObdyTwzKsn2JdScV14lV2P2NkoWTM/hA/25pNW2Dgq48a1QhKhCch7X+UhInLPLZFXfazWTh3/+iiN8toO7l8exdLkgBEfq7ldS25ZM4VVbZTVtlPd2NXvprUAuLvY4utmR7i/E9GBLkQEOI9Y+GKCXc1C9FE6f9t8np/cO+2apI+PJW1dOo5n1HAyq4ay2g7ALDBBXg5EB7ri7qTG0U6FSilDFKFbZ6CtU0dtczdlte3sOFHC9uMlODuoWJDgy9LkAFwdx0ack2O8iAt144uTpSye6tfL1khi4rBkmj8Hz1Xy/ld5TAlynTQddaWraYKRVtDAufwG7rop/KqLNutauvn7ZvMy1hPrE0ZUiFnX3MWJzFpS8+oprzMPliqljGBvR5KjPHB3suk1WGr1Rto6dbR1G8gva+ZCUSMiYKdWMCPGi4VJvoT7Dd+xOTrIle/flcg/P0rj75vP89S90yZlD6Xa5i52nijlZGYtBqOJUF9HNi4xp0QnxnjT0NAxpON0aQxkFDVyMrOGL06W8uXpMhZPNRcYj4U57LpFYfz+7bMcPFfJqjnBo358iatHIZfx4Ipo/vz+ObYdK2bDkojxDmlISCI0gdDqjbz3VR6+7maT0Kuhsr6Dv314HoPBxFP3JBPm5zTk1xqMJs7m1HHwfBV55S0IQESAMxuWhBMb7Eagl8OgS0AWA9MujZ7s0mZS8+o5lVXL4bQqwvycWD0nmGmRHsNKO48JduWJ9Qk8/3E6/9ySxo/unjpp7srbu3R8dqSYQ+erkMsFFiaZZy+X2q0M572wszh3x3pT19LNFz0WSKeyanlwRTQzRtnaKdTXidgQV/acKWfZzMDrprX09UZ0kCsLE3358nQ5s6Z4E+wztg0cRwNBnGS7WI2NHZhM1z5ky6A6lnx6uIgdx0t46p5pxAS7jjiustp2/rb5PHK5wI/vnor/EItPdXojh9Kq2H2qjOZ2LV4utixM8mVunA9uTsNL4e4vrm6tgeMXavjqbDl1zd0E+ziyaWkE0UFD+1stpObV89LWC0QFOvPDjUnDNhK9Fp+lBVEUOZlZy/t783rskPxYMy+k332tq42rrLadt3fnUFzdztJkfzbdHDkqYmGJK6OokX9uSeOx2+OYHet91ccdrbgmGgPFNdyOviMd6zq69fzq9VM42Cr59ddmTAij3Sv97ZPjNvIGoKapi92nSpkT5z1kAeqP8roO/rb5PEqFjKfumTakVglGk4kjadV8frSY1k4dUYEufG1lNPFh7qOavm2rVnDz9ABumubHycxath4p4s/vn2N2rDf33Bw5ZJPU5ChPvnHrFF7dkcV/PsvkO2vjJ+SdebfWwNu7czidXUe4vxNfWxkzpm4UQd6O/Pz+6XxyqJAvT5fT0Krh23fGox6F7EqAuFA3PF1sOJxWNSFESKJ/HGyVPLxqCv/6KI2th4vZuHRiL8tJIjQBEEWR9/bkolTIufsq1nGrGjr52+ZzKBUyfnrvNLxcBxeg7JIm3t+XT2V9J5EBzjx2e9xVieBQkMtk5g6fMV7sOlnKzhOlZBY3DWsZaW68D906A+/uyeONndk8smZiuT7XNHXx3Mfp1Dd3s35xGKtmB1+TPj0KuYy7l0bi7WbHO1/m8txHafxw49RR6XckEwTmxvmw/VgJze3aMUuEkLh6EsPduWmaP1+eLiM+zI3YELfxDmlAJBGaAKTk1pNZ0sy9t0SOOP24obWbv394HkEQ+Mk9gwtQR7eezfvyOX6hBg9nGx5fm0By1JX3aEwmkerGTqobu6ht7qKlXUeXVo/OYEIQBNRKGY62KtydbYgOdcfJRn7FLDa1Us6dC8OYOcWb13dk8dJnF1iQ4Mt9y6OGdPe+NDmAbq2BTw4VYaNW8MDyqAnRaiG3rJkXP83o+SymDnu5cTS4aao/aoWcV3dk8cYX2XxzlER6dqw3246VkJpXz83TR55pKTH23L0kgrzyFv67LZPfPDxrwt40jKkIvfjii+zatQuAxYsX89RTT3H8+HGeffZZtFotq1at4oc//OFYhjDh0eqMbN6fT4CnA0uS/Ud0jPYuHX//MA2tzshP70vGZ5AluPMFDby1K4fObj23zQthzbzgfteNRVGkqrGL8/n1ZJc2U1jZhlZ/sWDSVq3AwVaBUiFHFEW0+p6aoUtqXLzd7IgNcSU50pOYYJd+07T9Pez5xQPT2XasmJ3HSymuaeOJdQlDmsndOjeEbq2RL06WYqOUs2FJ+LgKUXphI//emoG7kw0/2JiEl8u1b0thYW68D03tGj45VESIjyMrZl19jY+vuz1+Hvacy5dEaKKjVsn5zp3x/P7ts/zn8ws8dc+0CblsPWYidPz4cY4ePcrWrVsRBIFHHnmEHTt28Le//Y133nkHX19fHnvsMQ4dOsTixYvHKowJz44TJTS1aXn0vrgR1dFo9Uae/ySdxlYNP7lnKoFeA+856A0mthwoYF9KBQGeDjy5MYkg774bhq2dOo5lVHMis4bK+k7A3Nd+QaIvob6O+Hs44O1mi42q7+UjiiJtnTo69SJpebXklrVwLKOaA6mV1pqWJdP8+yQ6KOQy1i0KJyrAhf9uy+T3b5/lW3fGEzeEZYT1i8PQ6AzsPl2GSinjzoVhg75mLEgvbODFTzPw87DnR3dPxXEC1DKtnhNMUVUbHx8sZEqwa7+f93CJD3Vjf2olOr1xVNw8JMYOPw97Hl4dw8ufZ/LxwUI23Xz1tYejzZiJkKenJz/72c9QqcxfxPDwcEpKSggODiYw0Jx+vGbNGnbv3n3DilBdSzdfni5jbpwPUYEuw369KIo8t/kcRZVtfPvO+Cva8DS1aXjx0wxKatpZNiOQu24K77NPUFnfwRcnyzidXYvRJBLu78R9y6JIjvIc8lReEAScHdREeDri52rDqtnB6PRGMooaOZJezRcnS9l1sox58T6smR+C52Uzhfgwd3710Exe+Didf21J44EV0SxK8hv0nPcui0JnMLHtWAlyuWxU/faGQm5ZM//eegF/Dwd+fM/UEdUwNbZ2czanjor6Dlo6dOgNRhRyGa6Oavw87IkOdBn2cq0gCDy8egq/eu0Ub+3K4ekHZ1z13lRMkDlVu6SmfUTXrcS1ZdYUb/IrWtlzppwwPydmTZlYSSVjJkKRkRcVt6SkhF27dnH//ffj6elpfdzLy4va2tphHdfd/dr2urmU4aZYDsarO7NRyGU8tj4R9xEUpm7+Kpcj5yt56NZYVi0MH/B5OSVN/OF/KWj1Rn7x0CzmXtaXqLK+g3d3ZXM0rQoblZzV80NZNTeEwCvcNYuiSJfGgFZvxGQSUSpk2Nsqe033L32//P1cWLkgnNqmLrYdLmTXiRJOZtVw24Iw7l4W3avA0tPTkb//YDF//t8Z3tqVg84osmkIrSx+/MBMFJtT2Xq4CEcHNRtuHrgz6Gh+lsVVrbzwaQY+7nb84TvzhyUUGp2BQ6mV7DlVQl5ZCwAyAZzs1ahVcnR6Iy0dWiyFFHFh7qyYE8yiqf7Ih7i04gk8cmcCf38vhQtlLdw8c/jLcpe+X7NsVfBJOrWtWuYnj28dymh/J0eL0YhrNMe6xzdOo6qxize+yCEyxJ2ocdinHIgxT0zIz8/nscce46mnnkIul1NSUmL9nSiKw16/v17qhHJKmzmRUc26RWGYdIZhH/t8QQPv7c5hyfQAFsZ7D/j6lNw6XtmehauDmh9vmoqfh731ud1aA9uOFbP3bAUKhYzb5gWzfGaQVRAsz2vr1JFf0UJRVRvldR3UNnfR1KbF2M/n4GCrxNvVlvBAV3xcbIgOcsHHzc76OcuAO+eHsDjRl61Hivj8UCEHUsq575aoPplx374jjrd35/D+nlyq6zu4b3nUoJvr998ciUaj539fZNPapuH2+SF9rrHR/Cyb2jT84Z0U1Eo531+fiK5bR3334EarJpPI4fQqPjtSTFunjgBPBx5YNYUQL3sCPO177dHpDSYq6ju4UNzE8Qs1/OP9VN7fncN9y6OGtFwJEBvgRLC3I+/uyiY20HlYewP9vV+ujmqyixqojx+/u2qpTmh4PLYmlv/731l+++oJnn5wBh7XcL9y3OqEUlJS+N73vscvfvELbr31Vk6fPk19/cXWzfX19Xh5jW5l92TAJIp8uL8Adyf1iJwR6lu6eW17FkHeDjy+YSptLV39Pu9IWhVv7c4hzNeJJ+5K7JWpll7YwNu7c2lp17Ig0Zd1i8N7tQ5vaOnmVHYtKbn1lPTYwyvkAr7u9oT6OjEj2mzXo1bJkQnmgbJLY6C5Q0ttUxcnMqpo7zL7ynk42zA92pN58b7WPStXRzVfXz2Fpcn+vLUrh5c+u8DsWG/uXx5lXcpSyGV8ffUUnOxU7DpVhkZn5Ou3xlxx70wmE3jk1ljkMoHPjxaj0RnYuCRiTJIVurUG/vVRGhqdgZ/dN33IBb0Nrd28tiObvPIWIgOc+fYdcUQFuuDl5dTv4KVUyAj1dSLU14nb5gaTmtfAx4cK+fvm8yybEciGJeGDioogCNyxMJTnP07nbE4dc+J8RvQ3W/D3tKeqsfOqjiFxbXGyV/HDjUn84X8p/OvjdH5xfzJ2E8D6asxEqLq6mscff5x//vOfzJ07F4CkpCSKi4spLS0lICCAHTt2sH79+rEKYcJyKrOW0tp2vrkmdtgbuwajiZc/vwDA42sTBkxlPpBawTt78ogLdeO76y4+T6c38uH+Ag6cq8Tf057v3BlPuL/Zy80kiqQXNLIvpZzMkmYAwv2cWLsojNhgV4J9HId8B+3h4UBmfh3ZJc2cL2hg79kKvjxtXpNePjOQGdFeyGQCIT5O/OprM9h5opTtx0ooqGjl23fGW22GBEFgw5IIbNUKPj1chN5o4tE1sVeMQyYz74OolXK+PF1OR5eer62KGdXMIIPRxH8+u0BVQxc/3Jh0xYSQS8mvaOH5j9MxmEQeXh3DggTfYQmkIAhMj/YkIcyNjw4W8tXZcmqbu/jOnfGDXkuJ4e54u9mxL6XiqkXI29VOav09CfF1t+e76xL4+4fn+ffWC/xwY9K4Z8yNmQi9/vrraLVa/vSnP1kf27RpE3/605944okn0Gq1LF68mJUrV45VCBMSg9HE1iNFBHk7jKjqfOvhIoqr23l8bXyfTX0Lh85X8s6ePJLC3fnO2gRrAkJdcxf/3nqB8roOVs4KYu2iMJQKGaIokppXz2dHiqls6MTVUc0dC0KZH+8z4im7IAh4u9rh7WrHTdP86ejWc+JCDftTK3j580x83YtZuzCM6dGeyGUybp8fSlyoGy9/lsmz76Zw//IoFk+9mLJ+27wQFHIZWw4UgCjy2B1XziaUCQL3LYvC0U7F50eLaWrX8vja+FG58xNFkf99mcuF4iYeWhVDXOjQlsTSChp46bMLuDmq+cHGJLyHkII+ECqlnPuWReHvYc87X+by0mcXeGJ9wqDvyeIkP7YcKKC6sRNf95F363VzUqPRGenWGiaNf5+EmZhgVx5aFcPrO7N5bUcWj66JuyaF1AMxZlfP008/zdNPP93v77Zt2zZWp53wHEmroqFVww+WJw27eDCntJndp8q4aaof06P7X8Y8m1PH/3bnkhDWW4AsBZQAP9iQSGK42VG7rLadd7/Ko6CiFR83O755Wywzp3gNendkMJqX3yw1QWqVHDu1YsCL2cFWybKZgdw8PcAseEeLeemzC0QGOHP/8mgCvRwI93PmmYdn8sq2TN7enUtlfSebbo60HnPl7CBkAmzeX4Bs++BfHkEQuGNBKB7ONry1K4ffvX2W765LuKpNY1EU+ehgIUfTq1kzL2TQzD0LeeUtvPTZBfw87HlyY9KopW/fNM0s1P/7MpePDgyegjsnzpuPDhRwJruO2xeEjvi8lqXdti6dJEKTkPkJvrR16vjoYCEqhZyHVseMm+OIdPVcQ/QGI9uPlxAR4ExC2PBsNLq1Bl7fmY2Xqy13L+1/oMkrb+GV7ZmE+zvznbXxVgE6nV3Lq9uz8HK15ft3JeLlaofeYOSzI8XsPl2Gg62Sh1bFMD/Bp8+dtCiK1DZ3k1feQlFVKxX1ndS3dFv3ey5FJgi4OKrwdbMjKsQdP1dbpgS79Jp9yGQCM2K8SI7y5Eh6FZ8cKuJ3b53h1rnB3DYvBAdbJT/YkMSWAwXsOVNOY5uGx26Psy41LZ8VhNFkFgKlXMbDt04Z9MszP8EXL1dbXtp6gf/731keuSOB6eFuw94nEkWRrUeK2X2qjCXT/Llz4dAG8bqWbp7/OB13J5tRFSALN03zp7K+kz1nyokLdSMhzH3A57o4qAn3d+ZcfsNViZCdjXno6NYaRnwMifFl1ZxgtHoj246VoFLKuG/Z+DiOSCJ0DTmaXk1Lh45Hbosd9of98aFCmto0/Pz+6f02q6pr6ebFTzNwd7ble3clWveADqdV8fauHCICnPneXYnY2yipbuzkP59doKK+k0VJvmxcEtFnmaqqoZMTmTWcyamjrrkbMM9mAjztrXVD9jZKVAoZIqDRGWnv0tHUpqGqsYvtR4owGE3IBIGoQGdmx3ozM8bbOnjJZAKLp/ozPdqLD/bmse1YCRlFTTx2RxxeLrZsujkSD2cbPtibzz+2pPG99YnW166aE4zOYOLzo8WoVfIhfXkiA1x45uGZZnugj9OIC3XjgeVRQ3JlAHPixXtf5XI4rZqFiWZroaF8hnqDkZe2mmegPxxEgDq69Ry/UE1OWQuNrRqMRhMOdipCfByZGulxRfPTjUsjyCpt4p0vc/n9N2ZfsaFZfJgbnx8ppqNbP+LeQyqFZY9Ravk9mbljQShavZEvT5ejVsq566Zr7zgiidA1wmA0setUGeF+TkwZpkFoQWUrB1IruWV6ABEBfRvCafVGXvwkA1EU+cFdidaB5VhGNW/tyiE+zM2axJCSW89rO7JQKmT8YEMSieEX75pFUSSjqIndp0rJKWtBJghMCXFl2YxAYkNce6VaD4aLqx2n06vIKGrkbG49b+/OZfO+AubF+7BydpB1P8vBVsk318QxLdLTvGT25hm+uSaWpAgPbpkRiKOditd2ZPG3zef40aaLRaC3zw9BqzOy+3QZdjZK1i0a3CXBxUHND++eypm8Bt7emcXTr51i8VR/Vs0OumJmW0lNG2/szKGivoPb5oWwdmHokN+Hz44UU1bbwRPrEwbcw+vWGvjiZCn7Uyvo1hqtae4KuYyqhk5S8+r59HAR8aFubFwa0a8YKRUXG5rtOVt+xWLdmCBXPqOY/PIWpkV5Dvi8K2FZBh2PcgmJ0UMQBDYuiUCnN49PaqX8qmbII0ESoWvEmew6Glo13DvMKa/RZOKdL3NxdVSzdoCB9t09uVTWd5g3u3t841Jy63nji2xiQ1x5Yl0CSoWcXadK+ehAIWF+Tjy+NqGXC0J+RQsf7i+gqKoNNyc16xeHsSDRr1fa9nBQKuREBboQFejCukVhlNS0cyC1kiPpVRw6X8WiJF/uWBBqLeycEeNFkI8jL32awfMfp3PXknBWzgpidqw3aqWclz7L4G8fnLe6EZiz5sLp0urZcbwEexvFkLzRZILAbQvCiPJz4vOjxRxIrWR/aoV5GSvUnSBvBxzsVGh1Rspq20nNq+dCcRNO9iq+tz6RqZFD705bWtPO7tNlLEryZVpk/4N9SU0bL229QGOrhgVT/VmU6EOor1OvJca2Th1H0qv48nQ5v3vrDHcvjezXty06yJWpER7sOV3GshkB/doqAYT4OCKXCRRVt41YhCxtyCaAX6zEVSIIAvctj0KnN/LZ0WJUSjkrZ1+9z+BQkUToGiCKIl+eKcPX3Y6k8IHX6/vj0Pkqyus6+M6d8f1uAB9KreBYRg23zQux7gUUVrbyyvZMc33QukQUchkfHSxg18kyZk3x4hu3TrEWQ17qpu3qqOZrK6OZn+A7qmmbgiCY61xuNad7f3GilIPnKzmZVcu6RWEsTQ5AJhPwcrHlFw9M57Wd2Xx0oJCGVg333RLF1EgPvrsugRc/zejVUVUQBB5cEUOXxsCH+wtwsFUy/zI3iIFwdVTz0KoYbpsbzOH0Kk5n1fFBUX6/z1u7KIybk/2HlVlnEkXe/SoXR1slGwdoz5Fd2sxzH6fhYKvkZ/cnM29aYL91Qk72Km6dG8LCJD/e+iKH977Ko1tr4LZ+Zjur5wTzx3cbOJlZa01auByVUo6vu721XftIsCSkTISGaRJXj0wQeGh1DNoef0m1UsaS5GtjUCuJ0DWgoLKVstoOHlwxuPXMpXRp9Gw9XERMkAvTo/vesTa1afjPJ2lE+Dtzx4IQAJrbtbzwSTouDiqeuCsRlVLGRwcK2X26jJum+XP/Ja4D2SVNvLI9i45uvTkxYG7IFfcSOrr1lNa2U9PYRVObhk6NxTFbwEZtbtvg4WyDv6c9LgPstbg6qrlveRS3zAzgvT15vL83nzM5dTxyWyyeLraolHK+dUccnzjbsOtUGV0aA9+4dQqJ4R586454Xtp6gRc+Sbd2VJXJBL65Jo5OTRpvfpGDg62SpIihz1Y8XGxZtyicdYvCaWzVUNPcRXuXDhulAh93O7xdbUe0Rn42p47CyjYeXh3Tr3iV1rTz3MdpeDrb8uNNU4dk9eNkp+K76xJ4fWcWnx4uwtVR3Ud0w/2dCPJy4OD5ygFFCMzFpoWVI6/zsbipq5QTz5VZYmTIZTIeXROLXm/knT15qJTyId/UXQ2DilBOTg579+6luLgYmUxGWFgYK1asICxsfJyKJyP7UyuxVSuYO8wCwZ0nS+nSGLh7aWSfgVAURd7enYvBJPKN26Ygl8kwGE28tDUDrcHET+5NxslOxfZj5gy4Jcn+3N+zFCiKIl+cLOXTQ0X4uNvxwwHctEVRpLi6nTM5tVwoaqKy4WKFvEIumBMTlDJE0ZyY0NF9MWNOqZAR7ufE1AgPpkd74e7ce8/F29V83uMXanh/bx6/efM0j9way7QoT2Q9Bar2tko+PliIwWjisdvjenVUfWVbFt++Mx6ZTECpkPHddQn85YNz/OezC/x407R+984Gw93Zpk+cI8FoMrH1cBEBnvbMj+/7Je7SGPj31gwcbJVDFiALMpnA12+dQnO7lnf35BEZ6NKrXYQgCMxL8GXzvvwr1gJ5udhyOrsWg9E0ollvp8acFTcSo1aJiYtCLuM7a+N57uN03vgiG6VCNuaGpwOKUFNTE7/5zW8oLCxk7ty5JCQkoFQqqaio4Pvf/z7h4eE8/fTTeHgM/a7zRqS9S0dKbp25ydgVZhmX09yuZe/ZCubEeRPs01cgTmXXklHUyDfvjLcWPX56qIjCKrOjtr+HPScu1LD1SDFz43ysGWQGo4n/7c7laEY1s2O9eWhlTJ+49AYjR9Or2ZdaSVVDJ3KZQHSQC3PivAnxdcLfwx5ne1UfYdQbTDS2aaio66CyqZuU7Bo27y/gw/0FxIa6sWxGAAlh7tbXCYLA/ARfogNdeOmzC7zwaQa3zw/hjgXmjf/Vc4JRyAQ27y+wFtXNjfehvUvH5v0FbN6Xzz23mAXaVq3ghxuS+OO7KTz3cRo/uy8Z/zFspX0lTmXVUtvczRPrEvqtY9pyoIDGnkzHkTQxlMtkPHJbLL987RTvf5XHDzYk9fr99ChPNu/LJ72wcUARcne2QRShpV07ooLk9i6zP95Is+skJi5KhZwn1iXyjy3neXV7FiqFfFh7ocNlQBH6xS9+wSOPPMKMGTP6/O6nP/0pp06d4pe//CX//e9/xyy464GTmbUYjOKQixot7DxRgskkckc/vXG6tQY27ysg1NeRW+eH0dTYYS5kPW0uZJ0Z40VxdRtv7somJsiFh3sK0SxWM+fyG3oN9hZMosix9Go+O1pMc7uWYB9HHloVw4xozyHthygVMnzc7PBxs2OVpyN3zAumrrmL4xdqOJJezb8+SifI24ENN0X0chnwcLHl5/cn87/duWw7VkJjm4aHVpk94pbPCsJgEvn4YCH2tkruXxbF8llBNLVr2XOmHE9XW5bNMPvvOdmr+NHdU/njuyn8Y0saP78/GY8RuJNfDSZRZMfxUgI8HUjq54tbWtPO4bQqVs4KIsJ/+LM1C25ONtw+P4SPDhRSWNlqtV4Cs8D4ediTWdw0YLKGJSmluWNkItTaocPeRjEqbcMlJh5qlZwfbEjirx+c46XPMvj+hqQhm+UOlwGvoJdeeqlfAbIwe/Zs/vOf/4xJUNcTJ7NqCPJyIGCI3mIALR1aDqdVMz/Bp9/OnNuPl9DWqeP+5dHIZQJanZE3vrhYyNrRreelrRk426v5ztoEFHIZJpPIfz/P5Fx+A/fcEsmdC8N6CVB1Yyd/fCeFN3fl4Oao5iebpvLrr81gUZLfVVndeLnacefCMP78rbl8ffUUujQG/v7heV74JJ2mNo31eUqFnK/fOoU7FoRyLKOGlz/LxGA0b36vnhPMytlBHEit5IuTpQBsXBLBtEiPnjv+ButxPF1seXLjVLQ6I3/ffJ62zsEdrUeTc3kN1DR1cdu84H6LaD87UoS9jaLfpILhsmSaP7ZqBV+dLe/zu6hAFwqrWgdMoXa0M3+mHf0UHQ+FxjYN7kM0bJWYnNiqFTx591R83Ox44ZN08spbxuQ8A4qQ7JLK+fPnz3Po0KFeP5c/R6IvtU1dFFe3MztueGuqe86UYzSZWD0nuM/vGlq62Xu2nPkJ5lRegG3Himlo1fDwqhhUShlv786hpUPHd9bG42CrRBRF3tubR0pePZtujrTOHCwcTqvit2+eoa65m2/cOoVfPDCdKSH9OwqIokhzu5bs0mZOZtVw6HwlB89VcjKzhqySJhpauq3pu5eikMtYkOjLH745hw03hZNZ3MSvXj/NmZw663MsNjubbo4kJa+elz/PxGgyC9FdN4UzJ9abTw4VcTanDplM4NE1cQR6OvDfbZlUX+LoHOjlwA82JNHcruUfH56nSzOygXYkfHWmzOoafjlVDZ2kFTaybGagtfD2arBRKZgf70NqXkOfvzHU15FurZG6lu5+X+vQc2PRMcL3prFVM2TXcInJi4Otkh9tmoarow3PfZx+VRmVAzHoN+GHP/whZ8+e7dVyQRCEG7Yb6nA43TPAzh7Gxl6XxsDBc5XMjPHqt5p/65EiBEFgbc8yXVlNG3vOlLMg0ZfoIFdOZtWQklvPXTeFW0Vqf2olB1IrWTkrqFfrCJNJ5IO9+exLrSA2xJVv3BrbbwfVbq2BtIIGzhc0kFPWMujswt5GQWyYOzEBzkyP9sLpklojpULGqjnBTI/25JXtWfznswvkzwjg7qURVsug5TMDEYAP9uXz1q4cvr7abM3z8OoY6lu7eW1HFt5udgR6OfDE+kR+9/YZnv8kg189OMM6uEcEOPP4ugSe/zidf32UzpN3Jw1YNzNaFFe3kVfRyqZL/pZLOXiuEoVcdsWsteEyJ86HvSkVnMtv6JXJZHH1rqjrwMet73Vk05Pur9Eah31OURSpb+kesnGrxOTG2V7Fjy3L3B+e5+cPTO93hWakDPqtvHDhAvv27bO26ZYYOql59YT7OQ3rjvFYRjUanbHfYrGqhk5OZtay4pIK/9e3ZaLqsdto79Lx/lf5hPo6sbJnL6CwspXN+/JJDHfnriUXu68ajCZe2Z7F2Zw6ls8MZOOSiD6b6PUt3ew+VcbxCzVo9UacHVTEhbgS5ueMr7sdzg5qbFVyBEFAozPQ2qGjprmLkp7B+ExWLe/vzWdqhAcrZwf12rfwcrXjZ/cls+VAAXvPVlDb1M137oy3JkksmxlIp0bPtmMleDjbcseCUJQKOd9dm8Bv3zrDvz/N4NcPzcDd2Ybv3BnPXz84z+s7s3h8XYJ1GSwhzJ3Hbo/jP59f4PmP0/nBhqRht84YDrtPlWGrVrCwn/0/o8nE6exakiLce/V1uhyt3siO4yWcya6jS2sgxMeR9YvD+01OAfOMx9FOSXZpcy8RsiSr1Db332vKspejNw7fdqetU4fOYBrQAULi+sPd2YYn757Kn95N4e+bz/GLESbV9MegIhQWFobBYJBEaJi0dGgprWln/eKhp7KbRJH9qRWE+zsR4uPU5/c7T5SgUspZ1SNQmSVNpObWsXFJBE52Kt7enUO31sDDq2KQyQS6tQb+uy0TV0c131wTax2cTSbRKkAbl0T0EbxurYHPjhSzP7UCQYDZsd4sTPQjIsD5Cmahanzd7YkJdoWp/nh4OHA+u8aclJBWRUpePUnh7mxcGmHN2FLIZdx7SxR+Pe0I/rnlPN/fkGQtyr1jQSiNrRo+P1qMv4c9M2K8cHZQ8507E/jz+6m88UUOj6+NJzrIlY1LI9i8L5/dp8p6LWPOiPHiEWMsr23P4vlP0nlifeKQP4/h0NDSzdncOlbOCuq3qLigopW2Lv0V0131BhMvbb1ARlEj8WFuuDqoSSts5C8fpPKDDUlEBrj0eY0gCET4O1NU1dbrcVu1AgdbJY1t2n7PpZCbP0fDCESotsdL0NNFWo67kfD3sDcnK2w+xz+2pPHTe6eNSmuUQUXo7rvv5vbbb2fatGkoFBef/uyzz171ya9nMoubAIgPHbpDQnZpM7XN3dzRj3dTQ0s3p7LqWDYzAEc7FaIo8umhIjxcbLl5uj9lte0cPl/FspmB1iSIj3pSgX92X3Kveo7N+/IHFKCc0mZe25lFc5uWhUm+3LEgrN8lusEQBIEATwc2Long9vkh7Eup4IuTpfz69dPcuTCUVbODrTOvm6b6Y6dW8Mq2LJ77KI0fbZqKUmGeYT24Moaapi5e/yIbf097fN3tiQhwZv3icLYcKGB/aiU3Tw9g2YwACitb+eRQIWG+TmYx7GFunA8mk8gbO7N57qM0fvvYvGH/PYPx1dkKBIR+7XQAMoqakMuEK2YYvbkjk4yiRh5aFWPNpmxq0/DXzed54ZMM/vqdef02MQz0cuB8fgM6vbHXTM/ZQUVrR/8iZNnv62f7blAshrZX0w9JYnIS7u/Md9cm8NzH6aPWFG/QV7/wwgssWLCAKVOmEBkZaf2RuDKZJU042SkJ9B56VtyRtCrsbRT99gr66qx5VmJJKrhQ3ERxdRublkWhVMj56EABdjYKbp8fApjbOhw8X8XymYG97qAPp1WxN6WC5TMDewmQKIrsPlXGXzefQ6WQ84sHpvPQqikjEqDLsVEpuHVuCM8+OpdpkR58cqiIf2w5b601AZg1xZtvroklr6KVV7ZlYeoZHZUKmbkvklzGy59nojeY9zBWzAokPsyNLQcKqGzoRBAEHloVg5erHS9vy6TlssF3foIvj6yJJa+8lV/993ivwtqrpbVDy6HzlcyJ8x5w6TW3rJlQX6cBExI6uvXsPlHCoiTfXun8bk42PLQymo5uPaeyavt9rberHSLmjLVLsVcr6NL032rharzfapu7kMuEUSnslZh8xIe587WVMWSXNvPhvoKrPt6gMyGZTMZvfvObqz7RjYQoimSXNBMb4jbkRlHdWgOpeQ0sSvLtU3vRrTVwJL2KmTFe1kFu54lS3JzULJ0RxKm0CjJLmrl7qbklg8kk8t5Xebg7qblzwcXlwIq6Dt7tafl9qZ+ZKIpsOVDAl6fLmR7tyddXTxmwUVlzu5askiaKqtuobeqio0uP3mhCpZTjYq+yzlQWOPQdoJzsVXz7zniOplfzzp48/vBOCj++e6q1TmV2rDetHVo27y9g+7ES64zQ1VHN12+dwvMfp/PZkWI2LIlAEAS+sXoKv37jNK/tyOLpB6djq1bw+Np4/u/ts7y2I4snN07ttc81N84HG5Wclz/P5I/vpPCDDYlDbuVwJXaeKMVgFAd0rtYbTJTUtLN8VmC/vwc4n9+A3mBiybS+M6moQBe83ew4m1PXb72ZteanXdurONVGraC1o/8kEkvqtnwEHTVrGrvwcLEd97bQEuPHgkRfKhs6+PJ0Of6e9leVbDPoVRQXF8fBgwdHfIIbkdrmblo7dUQFuQz5NWdz6zAYTf1a+5zMrEGjM3LzDPMAVVTVRl55CytmBqFUyNh2rARnexVLei6EoxnVlNd1sGFJhHWj35yIkImdjYJv3hbba3D+cL9ZgG5ODuDb/RilmkSRlNx6/vxeKj/69zFe35nNycxaurVG3Jxs8Pd0wNleRWObhr0pFbz4aQb3P7Obl7Zm9PEnEwSBhUl+PHXPNDq69Dz7Xip1l2yeL5sZyPx4Hz4/WkxGUaP18akRHiye6sfuU2XWYzo7qLl/eTSlNe3sOlkGQICnA/cuiyKrpJkdx0v6vJfTIj35/WPz6OjW83//SyGzpGnIn1F/1DZ3cfB8JfMTfKwO5pdT1dCJ0ST2u89nIb+iBccBZs6CIBAd6ELhZfs+Fux7XAsun/Uo5DIMpv73fPSGnpnmCISkpqkL3wH+Vokbhw03RZAQ5s57X+VRWtPXeHeoDDoTOn78OFu2bEGpVKJUmmtOBEEgNTV1xCe93rEMkpHDqIg/nV2Hp4sNYX59B6pDaVUEeTkQ1pNyvfdsObZqOQsSfckraya7tJmNSyJQKeXoDUY+P1pMuJ8TM2MuLuvtOllKRX0n37srsVfK9Fdnytlzppybpwdw7y19Peryylt476s8yus68HSxYe3CUKZGeuLvad/vLE9vMFFc3UZWWQv7zpRxNreehDB37l0W2WsPISLAmZ/el8xfPzjHPz5M4xcPTMepxwrogRXRlNS288bObH7/yGyrNczGJRGkFzby9u4cfv3QTBRyGTNjvDgT48W2YyVMj/bE192ehYm+5JY18/mxYmKCXYkKdOkVY1yYO798cDovfpLBPz48zx3zQ7l1XnC/adVXwiSKvPlFDkqFnDv7cbawUNXjuefv0b+FDpj3fvw8HAacObs7qenWGvr1erMmGQwgOP1hNSAdhpUUmGdQtc1dJAzTDV7i+sNsHhzLM2+c5uVtmfzmoZnDsiazHmewJ7z99tvs27eP3bt3s337dnbs2MH27dtHFPSNQkl1O2qVfEDfrsvp1OjJLmlmRoxXHxEoq22nrLaDBYm+CIJAW6eOMzl1zE/wxVat4LNDhdiqFSyeal6mOZxWTXO7lrWLLjoiNLR0s/14KTNivJh6icN0blkzm/fnkxzlyT039xYgU49Vzp/eS6VLo+ebt8Xyx0fnsGZ+KIFeAw+WSoWMqEAXvnlnAn/9zjw23BROQWULz7x+miNpVb2eG+jlwPfvSqSlQ8tLn12wFqaqlHK+eVssHd16Ptx3sb2CrVrBfcuiqKjv5MC5Suvj990SiUoh450vc603Sfcvj8bLxZb/bsvstfdkwdvVjl8+OJ3Zsd58drSYP72bSsUwC/G+OFFKXnkLm26OuOLeWW1zFwLg5TpwSrNGbxzSF7i/QuCBkgtMJhH5AJ+TRmeeNdkMc9BoaO3GYBT7rT2SuPFwsFXyyG2x1DV18cG+vBEdY1AR8vf3p76+noKCgl4/EgNTWtdOkJdDv+aV/ZFR2IhJFEnup/HZ8Qs1yGUCc3qW6Y5dqMZoErlpqj/N7VqOpZsbxNmqFRiMJnafKiXcv3f31k8OFyETYNPSi/tAnRo9r2zPwsvVjkdum9IrVq3OyL8+SuOLk6UsSvLj94/MZm68z7BnCjYqBavmBPN/j8whIsCZN3fl8N6ePGvSAZizbb62Koa88hY+P1pifTzI25GVs4M4dqGG3LJm6+PTIj2IC3Fl29Fia3KBs4O5CV9OWQsnM82b97ZqBd+6I572Lh1v7Mzud/C2USl4dE0cj90eR21zN7958wzv7smlub3/jDILoiiy50w5nx4uYtYULxYMYnff2KbB2UF1xT0UR1vVFYuA61q6cXZQ9du/xzKrsVEq+jw+0ExnpC7YNU3mpVNfd0mEJMxMCXZl5ZwgDqdVk13aPPgLLmPQUeWHP/whTzzxBM8//7z154UXXhhRsDcCoihSWd/RbwvmgUgvasTBVknoZUtxJlHkdHYtieHuVvudo+nVRAQ44+dhz5H0Kkwm0boXlJpXT2ObltVzgq2zmoq6Dk5l1XLLjMBemVsf7iugtUPHY7fH9nIS0OqNPPdxGpklTXxtZTQPrYq5aqcBV0c1T26cyvKZgexLreDdPXm9RGFunA/zE3z44kQpJTUX9z1umxeCq6OaLQcKLsnmErh7aSRdGgO7enzkABZP8yfU15GPDhZY7/KDfRzZsCSCtMJGvjzd11/NwuxYb/746BwWTfXj0Pkqfvrycf67LZPzBQ1odRcdBUyiSFFVG//8KI3N+/KZHuXJI7fFDtpvqK1TP2hhn5+HPeW17dbYL0UURbJKmq3LsZfT3uP/5mDXW1A6NXrsBkgwsQj4sEWo0SxC0kxI4lLumB+Kh7MN7+/Ns65oDBXJMWGUaWrT0q01Dtmw1CSKZBY3ER/WN5OusLKVlg6ddW+ntLad6sYuHlwZjUkUOZJWzdRIT2uG196UCrxcbHs1ddt+vAQbVe92vQWVrRzNqGbVnKBem+UmUeTV7VnklrfwyG2xw+5/dCVkMsFszSMX2HWyDHcnNbfODbH+/p6bI7lQ3MQ7X+bx9IPTEQQBtVLO2oVhvPFFNufyG0juaUUd4OXAnDhv9qZUsGJWEE72KmSCwD23RPHHd1L44mQZ63paod8yPYC8shY+OVRIdJCL1crochxslTy4IpqVs4P46nQ5xzNrOJVVi0wQcHVUo1LKaOvU0akxYKuWc/fSCG6ZETCk2WFHtx6HQbzi4kLd+OJkKecLGpgT2/t9zyptprldO2Dhc1O7OTXb9TKha+/SEzjAzZBlidLRbngiVNvcjZ1ageMVXB8kbjxUSjl3L43k31szOJBayS0zBs4EvZxBv0EWxwSJoWEx0vQb4nJFRV0H7V36fosYz+U1IJcJJIabReVkZi1ymcDMGC/yylpobNNwc489T0V9BwUVrdw0zd8qZvU9VfxLkv2tm/uiKPLh/nyc7VV9Uop3nyojNa+eu5dEjKoAWRAEgbsWhzNrihefHi7q5cprZ6Nk3aIwiqvbOJtbb318brw3ni427Dhe0mv2dNu8EAwGUy8H6Qh/Z+bEevPl6TIaWzXWcz60OgYXBxUvbc0YtD7Iy8WW+5ZH8a8n5vPjTVO5dW4wkYHmmef0aC8euW0Kf/7WPFbMChry8qTOYEQ9yGwyOsgFf08HPjtcTOsly3JtnTre/yoPFwdVr0STS6lp7EKpkOHqdFGETCaR1g5dr8cuxZK67Ww/PDGpb+nG8wp7WxI3LslRHsQEubDzRKm1/ftQGPRbZHFM+MlPfsLPf/5z649E/1jWzH2GmJSQW9YC0GsPx8L5ggZiglyws1Eg9qRJx4W6YW+j5GRWLWqVnDnxZrE4ml6NXCYwL+GieOxPrUAmCNwy/eJdSUZRI4WVbdy5MLTXMltZbTtbDxcxM8aLZTOHfhczXARB4GsrY3B3suHNXTm9Ltb58b74utv1Ehy5TMbKWUGU1LT3SlH2dbcnOdqTA6mVvZaw1i8ORxRFPj9WbH3M3kbJd9Ym0NJh3h8aqL3BpSgVcmJD3Fi7KIxH18Tx+NoEHloVw7x432E3cjOZxEHrcWSCwPfunkpLh5YnXzzKwXOVHEit4I/vptDYquHRNXH97geB+bPz9+idrdjUpsEkigO2W2ju0GJvoxi2l159qwZPqUhVoh8EQWD13GBaO3Wczu6/sLo/JMeEUaa+RYNKKcNpiMsc+ZWtuDup+1Ta17V0U9PUZZ0Fldd10NimITnKE6PJREpuHdMiPLBRKTCaTJzMMu8dWcwxLd1Rp0V59src+qJnKexSs0tRFHlnTy52NgoeWBE96B7H1WKrNp+ntslcY2NBJhNYOTuI8roOqzgDzI33wVYt59AlGXEAK2YF0aU1cOJCjfUxd2cbliYHcCyjulc78lBfJzYujeB8QQNbRpjFczX0lxhxObGh7vxo01Riglz535e5vLMnD5kgmB/r5yYFzPVfJTXtffYTrTdDA+zdNLVqcHUcnpiYRJHGVs01bxQoMXmIC3HD38OePWfKh3TNg+SYMOo0tZm/pEMdyIur2nq5S1vI6imijA8zL9OlFZgbtyVFeJBX3kqnxmDtWZPb017h0iW0c/kNdGoMLL6kwr60pp288hbuXhrRK1PrTE4dhZVtPLwq5pq1a04IcycqwJndp8pYMs3fGs+sKd5s3pfP0Yxq68BrozJbGZ3NqeN+vdHqnxbu50SQlwOHzlexJPmi08Ctc4M5lFbFZ0eKeHxtgvXxW6YHUFzdxvtf5uDlpCYh7NrUuqiVcrT6oS1PRAa48ONNU6lp6kIUzVloV7qWCipa0eiMxF4mUhX1PbVJA+wJNbRqrpgy3h9tnToMRhMeknGpxAAIgsCSZH/e3ZNHVWPXFWvjLEiOCaNMU7sWV4ehrbO3d+lobNP0a9OfW9aCi4PKeiebUdxEiI8jzvYqzuc3oJDLrOaoKbn1qJSyXgWEJzNrcXVU91rmO3CuEpVSxsLEi7Mgkyiy7VgJ/p72vWZH14KVs4NpbteSXnjRGUGtlDM9yotz+Q29HJ5nT/FGozNaxRnMF/yCRF/K6jqoqL9Y4+Nop2L5jEBScuupvORxQRD42ooYQnydePnz3o3wxhJ7G8WwvOoEQcDX3R4/D/tBb2bO5tahVMiIvWxPsaSmDVdHdb83FSZRpK6le9giZNlnk5rZSVwJSy3ipR2Pr8SgInT8+HG+9a1vkZCQQHJyMtOmTSM5OfnqoryOae3UDrnPhqVLYZBXXxHKK28hKtAFQTC3ZCiqbLM2EUsvaiQm2AW1So4oipwvaCAh1N06Q+jSGLhQ3MjMGC9r/Y9Ob+R0di0zo7162a9fKGqiqqGT1Ze4Wl8rEsLdcLRT9uquCubZXrfW0MvyJzrIBRuVvJdggXnmJBOEPuaey2YGolbJ2XaspNfjapWcpx+ejVIu8PzH6aNqZDoQLg7qPoaqo4HeYOJ0dh1JER59rJaKqtr6dd8A81Kc3mAadpq1xSDVQxIhiSvg5mRDoJcDaQWNgz8ZyTFh1Ono0l+xadmlVPYsmVyezt3UpqG5XUu4n3mZrqCyFZMoEhPsSmOrhtqmLussqKS6jeZ2LYkRF2dB6UUNGIwiMy5x484oakSjM1oTGSwcPFeJk72KmVP6z7waS+QyGfGhbmSXNvdaP47u8dzLq7goQgq5jOhAl157RWA2RY0OcuFsbn2vYzjYKrllegBnc+r6zHi83Ox4fF0CjW1anv8k3erMPVZ4udnR3K7ttwboakjJraOjW8+ipN4z2MZWDQ2tmj52RRYse2V+Q1gq6XXcHhGS3LMlBiM6yIWS6rZehekDMaAIffTRR4DZMaG/H4APP/xwlEK+PtDpjegMJuxth1bcWd3Yib2Nok8SQ3G12QwwzN98J5tf0YJMEIjwcyanxz3AssyW2jOLuHR/I72gESc7Za874ZS8ehxslcRcYqra1qUjvbCR+fE+4+aIHBHgQlunrlcbAgdbJd6utpRdZooYEeBMTVMXnZres5dpkR7UNnVR19Ld6/FlMwJRKGR8daZvoWpkgAvfXBNLQU/riOEW2A0HS6vtqzF5vByTSWTHiVJ83Oz6LMVZlixjgvpPZrAsXQ5lvf5Smtq02KrlAzqsS0hY8HW3R2cw0TxAU8VLGXDkMRgM3H333bz33ntUVV30/KqsrOSDDz5g/fr16PVjv5QxmejWmu90B6pSv5yapi583PpuPJfWtiMTBGuhYWFlG4FeDqhVcvLKW7BTK/D3NA8gafn1+HvY49KzBGgSRS4UNxEX6m5dXjOaTGQUNpIU7t6rtuVcXj0mUWR27MDdPscaSz2VJZvLgq+7PTWXtaYO8jYvW17u8WZZpswu6W0Z4mSvYm6cD8cu1PSqvbEwM8aLe26OJCWvnrd35Q7prm0kRAY4IwA5l83iroajGdVUNXSyblFYnyLn8wUNuDqqCfDsX2RKazvwcLYZdlfMpjaNtB8kMSQsS72Xf6/7Y0ARuueee/jnP/9JXl4e69evJz4+nvj4eDZs2EBubi7PPfcc999//+hFfR2g6bF4GarNTUOrpt/Cv8r6DrzdbFEpzXs+pTXthPqaB+Cinmw6mSBgNJnIKW3q1TKioq6Djm49caEX74KLq9vp1Bj6OB+nFzbi3rN+O15Y9s8s1jMWXBzVfXrhWFolXD7j8XGzw8lO2adtBMDK2UHoDSYOpFb0e/5lMwO5fX4IRzOqeefLsREiexsl4QHOnM2tG/zJQ6CtS8cnhwqJCHC2Zkha6NYauFDcRHKU54BJDaU1bf0mwwxGU7sWt2GmdUvcmFiKoIey53rF0dLPz4/f/va3/Pa3v6W5uRlBEHBxcRmVIK9HrPb4QygANIkize3afosJqxo6rftEjW0aurQGAr0d0eqMVDV0WgeeyvpOurXGXi0jLC4E0YEXRSj3siU8MC/n5JS1MLMf5+5riSWZ4lKPNjBnlF3eH8fN0rztsim+IAiE+TlTVN23346Pmx1TIzw4eK6S2+aF9LvseMeCUIwmkZ0nzF50DyyPHvUkjbmx3ryzJ8+acDJSTCaztVK31siDy/vWdJ3Lr0dvMA3ortDepaO+RcPiqcNvQtbcriV4GJ2CJW5crO1FjIMvcw95I8DV1VUSoEGwVP9f3hm1P9q79BhNonUZzYLRZKKhVWOdzlqTFzztKa/vQATrXWxxz6B7aaFiQWUrro7qXpvH+RWt+Lrb9fL7qqjvoFtrIPoqBsTRwLIXc7mjgFwmYBLFXskGCrkMtUpudYC+lEAvB2qautDp+yYZLEn2p61LT8oldkCXIggC6xaFmeuLzlfx2o6sIX15hsO8BF+c7JR8frR4yEV8lyOK5vYamcVN3Lcssl9/wmMZNXg42xAR0H8vK4vrRPgAmXMDYTCaaOvUDbvAVeLGxHKzZxyCO4nUn3cUsbzhlruAK2Gx7b/cu6u5TYvRJOLZ0/K6utFinW9vrXmxOHSX1XZgZ6PAy+Xikl5JTXsvk05RFCmp7puuW1LTO/lhvLA6QF9Wz6IzmJu3XX6nr1LI+hUIXw87RNHsbXY5caFueLrYDLgkB2YhWr84nPWLwziZVcsLn2T0mZ1dDWqlnDXzQ8kubWZ/auXgL7gMURT59HARu0+XsSTZv98239WNnWSXNrMg0XfAfk/55S3IZQIhAxi5DoT1eh1iDZzEjc3FVaHBJUYSoVHEIkIDDQCXYlkrvXzwberpZWNZpqtr6cbeRoGDrZLqxi5UCpl1llNe30GIr5N1oO7WGqhr7u61ZNLSoaOtS0+wd+89gPLaDmxUcqvYjRcNAxRAdnbrse/HeXqgSYTFSsZyvEuRCQJLpgWQV9Haq3i1P26dG8KDK6O5UNzIXzefo62fhngjZUmyPwlh7mzel8+5vP5nZf3RrTXwn88z2XmilMVT/bhvWVS/S6h7z1agkAtXXGrLKWsh1M/Jugw6VCzvg7Pkni0xBCw3LUNxW5dEaAwYyhaLZb/D7rKB1lLU6NJzx3mpV1dds7nK3SJyNY1dBF4iLlWNlqW7iyJU2dDR5zGAmuYuvN3shiSYY0lZbTtymYCfR+/CyYZWTb/1KBqdsd9uoJY098sTHCzMi/dBLhM4mlE9aEw3TfXn8bUJlNd18Mf/pVA7hAyfoSATBB67PY4gbwde/DSDTw8XXrF2yGA0cSyjmqdfO0Vqbj0bbgrngRXR/X5mbZ06jmZUMy/eZ0Bn7C6NnpKaNqYMkLp9Jdo6ze+r0zBdtyVuTNp6voeOQ7ABGzSN66uvvuIvf/kLTU1NiD1r9IIgkJqaevWRXqcMZclfqzcPPpe3dLYMoo49X/bmdi0ePYNxwyWC1KXR09Gt71VwaG04dkkbidqm7j6PgTnddrh1ImNBblkLQd6OvRyiRVGksqGThNDe9S9dGgMGo6lP8za4mJGo7WdPCMyDZ0KYO6eyavn2ENapk6M8eeqeaTz3cTp/eCeF761PHHCfZTjY2Sh46t5k3t2Ty47jpRxIrWROrA/RQS4Etetobe2iuV1LQUUrZ3LraO3QEeLjyHfujO/XY9DC7lNlGAwmVswKGvA52aUtiCLEhoxEhHrubCURkhgCltTsoay0DCpCf/3rX/npT39KTEzMsLOoOjo62LRpEy+//DIBAQEcPXqUv/zlL5hMJmJjY/m///u/66pZnmVvfSgbz7oeQ0vVZfb8ndaOl+aPpq1TS3jPvk1zu8Y6EFqWnbwusV6pb+lGoPcHX9/SjUoh63N33NKhIza4bw+ja0l7l46iqjZWzw3u9Xhjm4a2Tl2fNOKGVrOg9pdRaMlmu1KbhnnxPpwvaOB8Xh1BQ+j3FO7vzC8fnM4/t6Txlw/O8djtsUyPvnpnCbVSzjdujeWmaf7sPlnGkfQq9l22X6VUyIgNdmXRCj+SIjyuOGNtatOwL7WCufE++F6hhciF4kZsVPIritlAWJvgXSODW4nJTVVDJ+5O6iEVNg/6DAcHB2655ZZhB5GWlsbTTz9NSUmJ9bFf/vKXvPHGG4SHh/O9732Pzz//nA0bNgz72BMV+TAyQiyb65cnMXTrDKiUMuQyGaIo0qkx4GCrxGA00akxWMWkpaeG5lJb/aZ2LU4Oql5pyC0dWlwd1b1uIEyiiEZr6LMUeK05lVWLSRSZdZllUFZP0enl7Quslf79OENb3s8rZSYmRXhgp1ZwMLWCB5dFDSlGb1c7nn5wBs99nMZLWy9wzy2Rw+oaeSXC/Zx5fF0CBqOJivoOlGolzS1dONqq8Pe0H7KLxaeHixBFuHNh6IDPEUWR9MJG4kLcRuSO0dalQ6mQ9bsUKiFxOZX1Hfh5DC2df9CrMSEhgb179w47iC1btvDMM8/g5XVxgDEajXR0dGA0GtFqtajVQzP6nCwoe77cQ+kqaJksXV6PotObrLMjnd6E0SRiq75YM2NJZLDcmV5qltrWqesz42nr1PVZQjEaTYgMLXNlrDCJIgfOVRLi49hnv+pcXj1uTuo+y4WFVW2oVXJ83PpO8S2JHlcSVqVCxvRoT05dqBlW50cHWyU/3jSNqZEevL83/6rSrPtDIZcR4uPE1Cgv4kPdCfZxHLJQFFS2cvxCDctmBFyxz095XYfZYzB8ZO0rOrr0ONopx7WmTGJy0KXRU1nfOaCB7uUM+I2dNm0agiBgNBr58MMPUalUKBSKIe8J/eEPf+jz2G9+8xseeOABHBwcCAgIYOXKlUMK8lLc3cevWM7T88pV5t1G88Bka6ce9LkOPeLh7u7QK4NEoZSjUsrx9HSkpSdTzsPVDtue53t5OJiPLTdX3zvaKXHoeb1Wb8LN2bbXuXVGETcnm16PWTbD7e0Hj/NquNKxz2bXUt3YxQ/vSe71vLZOHZklTdy2IAwvr94XcV55C3Fh7vh4911OKm0wr0GHBrpe8bxLZwVzJL2aqhYNM6YMz67omW/O5YWPzvP50WIEuYyvr4kb9UF5OJ+HwWji/bfP4uFsw8N3JFxx6WPvuSoEAZbMDh5RrY/WKOLiaDOm18tImGjxWBiNuMZzrLsazmbXIgKzEnyH9D4MeNXu2LFjwBeN5C6wvr6ev/3tb+zYsYOAgACeffZZnn32WZ555plhHaexsWNI7ZlHG09PR+rrr2xA2dlh3qepb+wY9LldPTOZ+vp2NJeIUFe3DhCpr2+nqcfUU6PRU1trPp62W0d9fTuNzeZMOBu1wnqu9i4dDraKXufu1ujBUd3rMcv719qmGTTOkXKl98skiry1PRMPZxumBDj1et6Xp8swGEWSw917PV7V0EllfSdLpvn3e9ysQnPKs61cuOLf5OeixkYl59DZMoI9htfKAODepRFgEvnsUCGdnTo23RwxakI0lGvsUnadLKWkuo3H1ybQ0dbNlZLPj56vINzPGYNGT71meJ6Pnp6ONLV2Y6uSj9n1MhKG+35dKwaKa7jCNF5j3dVy+kIVcpmAm53S+j5c6W8fcM5vcct+5pln+jhoP/nkk8MO7OzZs0RFRREUFIRMJmPjxo2cPn162MeZyFgytDRDKHK0OAQYjL0vMgHBulRn8TETAIPFWaBnD0lvMCEI9Fq20emNffZETCaRyx1oZDKhx3lgfAxoj2VUU1rbztqFYb3iNxhN7D1bTlSAcx83gJNZNQgCTIv0vPxwgNlTz93JZtDOsEqFnOlTvDmX3zAinzhBELj3lkhumRHAV2fL+fRw0bCPMRpUNXSy9Ugx0yI9SI7yuOJzG1q6KavtYNogz7sSnd167KWkBIkhkF/eSqjv0GvRBpwJfe9736O4uJjy8nLWrFljfdxgMIwooy0qKoo///nPNDQ04OHhwb59+0hISBj8hZMIy6Zt9xD6xljEQndZLxuZTLDe/QiY1aO/odIkin2sbkSxb6Hspce7FGd7VR+D0GtBe5eOjw+azTfnxPVeDjuRWUNjm5b7l0f3etxcL1NDfKg7ro599xFNJpHcshaShrjfMSvWm2NpVZTVthPiM3zHCEEQuOfmSPQGEztPlGJvo2Tl7IFTo0cbk0nkzV3ZqJUyHlw5eNZqar65w2VyVP8CPhQ6NQbsh+m6LXHj0anR92S8Dv37MKAIPfXUU1RWVvKrX/2KX/3qV9bH5XI5ERERww4uPDyc73//+zz44IPI5XKCg4P53e9+N+zjTGQUchkqpayP8WZ/WOtaLps1KRUy66a5okeojEaTVVwsbW9kgsDlLXDk/QiOWilHq++7Ce/lYjtqRZhDRRRF/rc7l26tgQcuM9/UG4xsO1pMsI9jn83zs7l1NLdreeAycbKQV95CR7eexIih3elP60mzzixuGpEIgVmIHlgeTafGwJYDBTg7mNtGXAu+PFNGYWUb37wtdsDC1EtJzasnwNMeb9fhLz+C+XPrngDZlBITn4yiRkyiSFL40GfdA15VAQEBBAQEsHv3bkRRJDc3F5lMRnR0X+feK7F//37rv9euXcvatWuH/NrJiL2NckgiZKvumTVpez/XLBpGRFFE1SNCWr3JOnOydAFVymWYRBHjJT5qSoUM3WVZX/Y2in7t1AO9HNhzphyt3jhsC5eRciitipQ8c+X/5e0jdp8up7FNy8Orp/RJJ995ohRfd7te3WMv5VhGNWqlnISwodU9uTra4O9pT05pM7fODRnx3yOTCXzztil0dOl4Y2c2bo5qokfgRjAcapu62Hq4mOlRnn1mkv3R1qUjv6KFNfNCRnxOrd6I0SRK6dkSg5LW01AzdBgGuYPmgZ47d46bbrqJ73znOzz66KPccsst5ObmXlWg1zMOtsoh9dCwLG10dPcWITsbBUaTiE5vQq2SI2DOZrPMnLqtPYv6ipitjYIuTd++PBYroEuJDnLBaBIpuKSF9lhSWNnK+1/lERfqxorLlq4aWrrZebyE6dGefbqEns6qpbK+kzXzQ/ot2Gzt0HIqu5b5CT5D7uMEEB3oQkFl21V3VFUq5Dy+LgEvV1te/DSjTyvx0UQURd7enYNSIeO+5f37x11OWkEDojjwXtpQ0GiH1ydL4sbE0jwzMfzKxdWXM6gI/f73v+cPf/gDBw8e5PDhw/zyl78cdkbbjYSjnZL27sH3WhwtXmeXPdeysd7RrUcmCNj1zGQcelqGWx0VbPt6pTnZqayeTRa8XGxpbtf2WfaLDnRFpZSROgwjzZFS19LNC5+k4+Zow2O3x/W6QEVR5M1dOQgy8z7LpWj1Rj4+VEiQlwOzYvq/6999ugyjSWTZzOEVkEYFuqDVGymrvbKh6VCwt1Hygw1JyGQCz32Ubq3hGm1OZdWSU9bChpvC+7QAGYi0gkZcHdUEXUUfIIsV0rWaMUtMTgoqWunSGkgaYMViIIZUEbdo0SLrv5cuXUp3d1+7fAkzTnYqq8/WFZ/Xs5bfdllygEWcLK7FjnYqWjt1KBVybFTyPi0gLGncAK4OapraNL1S6C1VyxUNvQdbtUrO1AgPTmfXDui3Nho0tWn42wfnMJpEvndXYp/stb1nK8gubebupRF9nLR3HC+hqU3LPbdE9ttkrr6lm/093mvD3e+IDHABzK0NRgNPF1u+tz6R5g4tz3+S3m9fo6vBaDLx6eEigr0d+23j0B8Go4nMkiYSw92vKo3c8rcMpU+WxI3L+YIGFHKBuNDh2YENelUlJibyxRdfWP//6NGjREUNzfLkRsTJ3iwag9VSKeQyHO2UNF+2VGa5w23uKVR1dVRbi1ZdHdUXH+8ZsC/tn+PlaotGZ+w1O7JULRdV9u06ujQ5gE6NgUPnq4b1Nw6VupZu/vL+OTq69Tx599ReZqsApTXtfHSwgKRwdxZfNrCW13Ww+1QZ8+N9+t1nEUWRD/bmIxME1i8OG3Zsro5q3J1sKKjq+76MlHB/Zx5dE0tRZRv/3ZZ51Ut9l3Iys5aGVg13LAgdctfXoqo2tDoj8aEjc0mwYLFEujwbU0LCgiiKnM2pJzbEbdjLtoOK0NGjR3nyySeZPXs28+fP55FHHmHPnj1MmzaN5OTkEQd9veLsoEKnN9GtHfxO2M3JhqbLWlVbzDkbe2Y47s42NFz67x7jUk9nGwSguuHiHoSfp3mQr7ikZ46roxpPFxuyS5v7nD8ywJm4UDc+P1pkFbfRIre0iT++k0KnRs+P7p7aq9EemJcbX/w0A0c7FQ/f2jsZwWA08dqOLOxtFGxc2n8m5pmcOs4XNHDHgtA+M6ihEu7vRGHl6O6JTY/24t5lUZzLb+CtXTmjZu9zKK0KX3e7YS115JQ1IwAxwS5Xde6BLKYkJCwUVbXR2Kbp4wM5FAaVrHfeeWdEQd2oWOpYmju0g6a0ejjbWNt3W3C0U6JWyq0zHE8XW1o7dGh0Brxd7civqDZnzinluDvbUF57sTLb0riuuLqt1wZ/fJg7xzKq0eqMvVpHmNOMo/jV66d5bUcWP9yYNCJzy0sRRZH9qZV8uL8AFwcVP7hnWp8ZkN5g4qWtGbR2avnZfdNxuqzx1SeHCimv6+CJ9Qn9NsVqatPwzpe5hPo6smxmwIhjjfB35nR2HQ2t3Vf0XRsuN08PoL1Lx7ZjJdgoFdy7LPKqlsNaO8ytHdYuChvWcfIrWvH3dBi1+p5RtMuTuM44lV2LQi4bUQLMoCOOv78/GRkZbNmyBTc3N86dO9fLPUGiN249vlzN7X07fF6Ol4stDa3dvWp7BEHA29XW2o/Dt6dVQ3VjF/4e9mh1RussKdDLgaLKFutrHWyV+LrbkXvZPsesGC90elO/SQhernY8uCKa7NJmXtme1W/r7KFS29TFP7ak8d5XeSRFevDrh2b2ESCTaC60zClr4eHVU/qYHJ4vaODL0+UsTfbv94I2mkzmOE0ij66JQy4buWhaXLr7myVeLXcsCGXFrED2pVbw4f6Cq5oRFVWblwxjglyG/BpLW/dQ36v3MLMsw43EYULi+sckipzNqSMhzG1IrRsuZ9Bv8CuvvMIHH3zA7t270Wg0vPjii/z73/8eUbA3Am5O5pnQ5cts/eHjZofBKFr75Fjw87C3LrNZ7Gsq6jqs/7ZkdIX6OlFZ39krJTw22I288pZeG+ORgS54u9qy52x5v4Ph/ARfNi2N4GxOHX94J4XKhuGlGTe0dvPunlyefu0UBZWtPLA8imcemdMnCUEURd79MpeTmbWsXxzWp7iztqmLV7dnEeTtwN0DLMNt2V9IXnkLDy6PxtttZMWXFvw97HF3UnPwXNWoumKD+WZi45IIbp4ewJ4z5XywN3/E56hvMd90XKlX0OW0dOjo1BgI8r56EVIqe9eoSUhcSn55Cy0dOmYN0xDYwqAitHPnTl599VVsbW1xdXVly5YtVzQ3vdEx9+652HTuSvj2zBKqGno7FwR4OdDYpqVTo8fL1Ra1Sk5ZbQdBXg7IZQLFPXfGkT0N7i7N8EqMcEenN1l78oDZXWHF7CBKa9q5UNzUbyzLZwXx+NoEGls1/Oq1U7y6PZPskqYBZ0ZNbRqOplfzzy1p/Ozlkxw6X8WCRF/+9OgcliQH9Fk2MplE/vdlLgfPV3Hr3GBWz+ndyK5To+f5T9KRywS+uy6hV6dVC0fSq/jqbDm3TA9gbvzVuxMIgsDtC0Iprm7j1R1ZlNa0j6oYWXzmls8MZG9KBW/tyhmRIaWmpxbMUuA8FCxuGJd31B0JA7l7SEgAnMquQ6WQDTs128KgcyeFQtHLK87JyQmFQipaGwi5TIaro7pX6vRA+PUMEFWNnUyNvGhzYdnbKalpJy7EjRBvR4qqW1Ep5QR5O1pFJ8zPGbVKTmZJE9N6fMGmBLtib6PgVHZtr2POj/flixOlbNlfwJRg1373fqZHexIV6MyO46UcTqviRGYtKqUMXzd7HO2VyAWBTq2BuuZua6q4m5OalbODWJrsP2CCgE5v5LUdWZzNrefWucGsu2xvQ28w8e9PM6hr7ubHm6b2uz+TXdLE/3bnEhfiOmCywkiYn+BLQ4uGL06WcjKzFncnNTHBrsSGuBEb4jYkW5wrIQgCdy+NQKWUs+N4CRqdkW+uiR3W3ptlJqLTm7BVD+11lqxLt3689oaLpSatSzu4E4jEjYVOb+RUVi3Toz1HXMw86Kt8fX05ePAggiCg0+l4/fXXpb2gQTBnvQ0uQnY2Styc1FTU9a7hCelZxy+pbiMuxI1wf2e+PF2GVmckOsiFr86UW5MMkiI8SSto5L5l5j5PCrmMObE+HEqrpLUz0jqIKhUy7l0WxfMfp/Pp4SI2Lul/IHe0U3HPLZGsWxRGZkkTuWUtVDd20tmtx2gUsbNRkBjmToCXAzFBLgR4OVyxOrqxVcOLn2ZQVtvO3UsjWDGrt1uC0WTi1e2Z5JS18MhtU/pNxy6rbeeFTzPwdrPj23fGD2sA79LoyShqIresmYr6TpraNYBAmJ8Tt0wPICrQhbWLwlg2M5CU3DouFDdxPr+BYxk1AIT6OjIt0pOZMV4jXv4TBIF1i8KwVcv56EAhXVoD312b0CtJ5EpYPsPmdu2Q19w7etL0+0vsGC5qpRyVQtYr9V9CAiAlr55urYEFiUOrXeuPQa/oX/3qVzz11FPk5uYydepUkpKS+Pvf/z7iE94IuDvZDDn1N8jLkdLa3r1H7G2U+LjZWS11YoJc+OJkKfmVLcSFurH7VBnZpc1MjfRgboIPp7NqKK5ut27yL53uz77UCvanVLB20cUamqkRHtw0zZ/dp8oI8XG84hquWiUnOcrzqpyXz+TU8b/dOZhEkSfWJ/aamYF5ie6NnTmcza1n082RzIv37XOM2qYu/rklDVu1gic3JmE3hEwvo8lEekEjh9OqyCxpwmAUsVXLCfJyZEqQKyq1gtOZNaTk1PHMwzMJ8nbEwVbJ4qn+LJ7qj8kkUlbXTkZRE2kFDXx6uIhPDxcR5O3A7Fhv5sT69OvmPRirZgfjYKPkrd05/O3Dc3z/rqRBW08A+PcUHJfXdfRJ9BiI0XY5cLJXWQuoJSQsHE2vxtPFhuhhJM1czqAi5O3tzdtvv013dzdGoxEHh8nZ7e9a4uFsw9mcOnMvn0FqK0J8HEkraKBba+h1lxsV6MzZnHpMJpHIABcUchmZxU2sWxSOjUrO+YJ6pkZ6MCfBj5c+SefYhWqrCPm625Mc5cnelHKWzQzsNdBtWhpBZX0Hr27PQiGXXZXIDERTm4ZXd2ZzIqOaUF9HHl0T12cWYakFOp1dx9pFYSzvx3anobWbv242uy385J5pg9YD6Q0mjl2oZtfJUupbNLg4qFiaHMCMGC9CfR2tmXSeno4UlTbyk5eOc/BcJQ+ujOl1HJlMIMTHiRAfJ9bMC6GpTcPp7DrO5tbx0YFCPj5YSHyoO4uSfEmK8BjWzGxhkh92Ngr+uy2TP72Xyo83TR3Ugsff0x5btZycsmZmx45s8/dqcbmkaFpCAszF6NmlzaxdGDosr7jLuaIIVVdX88EHH5CXl4eNjQ1RUVFs2rQJN7fh2TLcaHg422A0iTS1awatPwn1c0Kkb21PTJArh9PMzd9CfZ2IDnLhfEEjdy+NJDHcndS8Bu5fbsLBVsn0KE9OZtay4aZw67rsnQtCOZdfz9bDRTyw4mILBJVSzg82JPG3zef596cZ3L4glDXzQkalELGtU8fu02XsS6lAANYvDmPFrKA+g3SXxsBLn2WQVdLMhiXhrJod3OdY9T1uCxqtkafu7VtrdCmiKHIyq5ZPDxXR2KYhxMeRjWsjmBrpMWAKt6OdisRwdzKK+k/UuBQ3JxtWzg5i5ewgapu6OHahhqPpVfx7ayOOdkrmJ/hy0zR/vFyGVms0PdqLH25Q8PwnGTz7bgo/2jTtiq9VyGXEBrtxPr+BB5YPfmMD9HJdHw27neHM7iVuDI6mVyNg3le9Gga8OjMzM1m3bh0tLS0sXLiQWbNmWRvc5eTkXNVJr3c8ewaU+ubBPfbC/ZwRMBcWXopFkDKKGgGYFulBbVMXlQ2dzIn1oaNbz4WeAXRpcgDdWgPHL9RYXx/g5cDN0wM4eK6S/IqWXse2VSt46p5pzInz4fOjxfz+f2fJLmkaUWaYKJqduN/4Ipuf/Oc4X54qY2aMF//56c3cOjekjwDVNHXx7Lsp5Ja18PXVU/oVoJqmLv78fioanYEf3zP1imnGJTVt/PHdFF7dnoWDrZInNybxq6/NYHq016A1RH4e9jS1aaz9m4aCt5sd6xaF8dfvzOMHGxKJDHBhz+lyfv7yCf65JY3zBQ1DyoCbEuLGj++ZSpfGwF/eT6W2+cq9nWbFetPaqSO7bGg1TVaX9iG0FRkKni5md4+rqSOTuH4wN5qsJi7MbcSOJRYGnAm9+OKL/OMf/2Du3Lm9Hj906BD/+te/ePnll6/qxNczlrva+lYNUwZ5rp2NgkAvB3LLmoFQ6+NO9ipCfZ1IK2jg9vmhTI/y5L2v8jidVcua+SE42as4nFbFsnmhhPs7Ee7vxBcnS1mY6Ge98127MIzz+Q28si2TXz80s9cmtVol55HbppAQ7sZHBwr56+bzBHo5MDfOh9gQV/w97fsdxEVRpLFVQ0lNO9llzaQVNNDUpkWtlDM3zocVswLxdbfH083O2l/ewunsWt7alYNCLuPJjUlMCek7oy6taecfW84D8JN7pg0oQFqdkU8PF7E3pRxHOxUPrYphQaLvsJYFXBzUiJgthIa7xyOXyUgM9yAx3IPmdi0Hz1VyOL2K5z9Ox8vVlmUzAlmQ4HvF5INwP2d+cs80/rb5PH96N5U/fXcB6gHCnxrhjr2NgsPnq4jr533r87c5mj/rlnbtkGdoV8LLxQ6TKNLQqsHnKuuzJCY/qXn1V2w0ORwGFKHKyso+AgSwePFinnvuuas+8fWMm5MNCrkw5M6l0UGuHDxf2bN0cnHQSo7y4JNDRTS1aXBzsiE22JUTmTXcsTCUhYm+fHGylJrGTuSCwJ0Lwvj7h+c5kFrB8p4MNFu1gm/fGc+z76bw708z+NGmqb2OLwgCc2J9SI705GRWLQdSK9lyoAAwL+e4O9ngaKdEIZehN5ro7NbT1Kbttek9JdiVtQvDrpii2dal4/2v8jidXUe4nxPfvjO+37un8/kNvLztAo62Sn60adqAg11WSRNv7cqhoVXDkmn+rF8cNqSEhcux7MF1aQ0jSjSw4OqoZu2iMNbMDyE1r549Z8p576s8PjtSxJLkAJbNCBgwSy3I25Gf3pfMX95P5Zf/Oc6PN03t9+9WKuTMT/BlX0oFze3aQeP17FkGrm3uIirQZcR/mwVLvVF1Y6ckQhLsPVuBl4vtgI0mh8OA6xWyKyxljHZ1+fWGTCbg6XLRemcwpgS7ojeYKLjM6XpGTxvqszl1ACxI9KOhVUNWSRNLkwOQCQKfHyoEIC7UjfhQN7YdK6H1klYSob5OPHJbLHkVrTz/SUa/BYcqpZxFSX488/BM/vLtuTx2exxLk/0J6CmO1RtNKOUy/NztWZTkx4Mrovnlg9N54QcL+d5dicxP8O1XgAxGE/tTK/jlKydJya3nzoWh/Oz+5D4CJIoiu06W8sIn6fi52/PLB2f0O9BpdAbe+TKXv20+j1wu42f3JfPAiugRCRBgXSo0DGM5brDjzZrizS8fmM7P708mOsiVHcdLeOrlE3xyqHDAZof+Hvb85J5pGIwm/rb53IDp/UunB2ASRfaeLR80Fk8XWxRyWR9vwpHi524prB67pn0Sk4Pi6jYKKltZOj3gqhISLAw4E7oaw0UJsyXPUEUoOsgFuUzgQlEjU4Iv1sl4u9kR7OPIicxals8KIjnKE0c7JftTKvneXYnMi/fhy1Ol3JTki5uTDffcEskzb5zh3S9z+c7aeOtnOGuKN1q9kbd25fDn91N5fG0C7s79r+N6ONvi4Wx7VVlYRpOJAynlvLc7h9qmLmKCXLhveTT+/SQXdGr0vLEzm3P5DcyM8eLrt07pN604v6KFV7dn0diqYfnMQNYtCkN1lenHY3WJC4JAZIALkQEuVNZ3sO1YCV+cKGV/aiW3zQvmlumBfZIFAjwd+N2jc/n5S0f56+bz/Pz+5D7Grl4utsyM8WL/uUpWzw2+ojGpTCYQ6OVAaU37gM8ZDnY2CjycbSgdhSaAEpObfSkVqFVyFlxlQoKFAUWovLycb33rW/3+rqKiYlROfj3j425HemEjRpNp0A1yW7WCqEAX0gob2XBZEem8eB8+2JtPWW07Qd6OLJnmz/ZjJVQ1dLJmXggnMmv4/GgxD6+egq+7PWsXhvLRwUKOplez8JIePQsT/XCwVfLq9iyeeeM0G5aEszDJb1TuZCy0dmg5mlHNwXOVNLZpCfC053t3JZI0QFO1zJIm3vwim9YOHZuWRrBsZmCf5+n05r2fr86U4+5sw0/vSx6V5SW4OKMfy/stf08Hvn1nPBX1HXx8sJCPDhRy6FwV9y6LIjG891JGeIAL378rib9/eJ4XPknnJ5um9RHa1XOCOZ1dx76UCm6fH8qVCPdz4nBaFQaj6ard0QGCfRwpqR69/ksSk4/WTh2ns2tZnOQ/aJeAoTLgUX75y18O+KIVK1aMysmvZ3zc7DCazBu5Q+n6OTXSgw/25lPd2NnLqHJunA8fHyzk4PkqHlwRzdLpAew+XcbOE6V8c00sty0I4/NDhdw0zZ9QXydWzAriQnET7+zJw8/DnnB/Z+uxpkV68szDM3lzZzZv787lQGolK+cEMT3Ka8RpvM3tWjKKGjmbW0dWcTMmUWRKsCvfXp9EiJd9vyLX0a3n44OFHE6rwsfNjl88ML1PvyEwz37e+MI8m7ppmj8bbgofkUvvQOh6luGuRcfQAE8HfrAhiQtFjXywL59/fZTGnDhv7r0lqlcdV1SgC4+uieWlrRd4dUcW374zvtd7GOTtyNQID746U86yGYFXfD+ig1zYm1JBcXWbtZPs1RDq60RKbn1Pu/nRaQ8hMbk4dK4Sg1Fk6fTRc80Z8Apeu3btqJ3kRsQiPLVN3UMSoelRnnywN5/UvHpunXtRhBxslcye4s3xC9WsWxSGk52KpdMC+PJMGavmBLFpWTQHUsp584scfv3QDBRyGd+6I47/+99Znvs4nZ/el9xrGczb1Y6f3pfMqexath0t4ZVtWdip80iK8GBKsCshPo54udr2uQM3iSLtXXrqm7upqO+gpKad/IoWqhvNS44ezuZamvkJPubsOE/HPtlxRpOJw2nVbD1cRJfGMOCyWrfWwCeHCjmQWombkw0/2jR1SBlhw8WyPzZSz6uREB/mzm+CXNl5ooSdJ0rJKW3mkdtie9WITY/2YsOSCLYcKGDb0WLuXNi7c+ztC0L43Vtn+eps+RVnQ9FBrghAZnHTqIhQiI/F07Dtqru1Skw+DEYTB85VkhDmPixH98GQnEjHCMvGek1TV59ll/5wc7Ih3M+J09l13Do3pNfvls0M5GhGNQfOVbJmXgir5wZzKK2KD/cX8OzjPjy4IpoXPsng86PFrF8cjqOdiic3TuVP76Xyl/dTeXLjVIJ9LqY6W7LiZk3xJqu4iROZtWQUNXIi82Kdka1agVopQyYT0BtMdGkMGC+pf7FTK4gIcGZBoi/xoe4EeNoPuI9oMomczq7l82Ml1DaZs7XuvSWyT/q1KIqczq7jw/35tHbouHl6AOsWh42ZSHT3GHLajeLsaigoFTLuXBjGtEhPXtmeyd8/PM+dC8N4aE289TkrZgVS2WDeTwryduzlbBHi4zSk2ZCDrZIQXycuFDf1EbKREOJjnq0WV7dLInQDcianjtZOHbfMGHkjyf6QRGiMcLRTYm+joKZx6NlEs2K9+WBvPhX1HQR4XrRHCvRyIDHcna/OmNsYONgquXNhKB/szed4RjXTIj1ZmOjLzhOlRAY4kxjugbebHU/dO42/f3ieZ99L4eurp/TxipMJAvFh7sSHuWMSRaobOimv76CpTUtzuxad3ohJFFEq5NjbKHBxUOPhbGPuw+NsM2jyiqWA9qsz5dS1dOPvac931yUwLdKjz2tLa9rZvC+f3PIWgrwdeHxtQq+lxLGgvUuPUiFDpRz75bj+CPZx5Fdfm8H/duey9XARjW1a7rslAqVCjiAIPLgihqqGTl7fmU2Apz1el8yo18wP4fdvn2VvSgVr5oUMeI6kcHc+P1pMW6cOp6t0BLezUeDtZiftC92g7EupwNvNjrjQ0V2VkERojBAEAR93O+ty1VCYHevNlv0FHE2vZtPNkb1+d8eCUH7/9ln2nCnnjgWhLE325//bO+/ouKqrbz9TpZFGvffeiyX3hnsFF7BpBhxqgISSkIQkJCQkJIEk7/uGAKGED0InBhsbGxvbFPfe1Xuvoz7SaKSp9/tjpLGFxrZkW5bLfdZiLTTl3jPHM/d3zz57//b+nAbe/DybPz4wgbvnx1PV2MW/N+Xx67vHEeavJsjHlWd/MJ7XNuTw5sY8skpbWTUvzmE8XyqREOKnJsTv4rwBrYJAWZ2WNTvL2HOyll6jhaggd348K4axCX6D9oia2vV8sa+Cw3kaXFUKVi9MYOaY4HNa0+h7TdQ06WjXGWzO3k5yIoPch13ro+024O6ivKBMUJPZSn5lG0U1HdQ26+jUGTGarchlEtxclPh6OBPqryYu1INwf7ezfh5npZwfLk0mzF/N2l1lNLbo+MltY1A5yVHIpfxoeSp/ePcob2zM47erx9kTDKKC3BkT48PXR6qZNy70rKuhMbG+fLGvgqzSlgGJKhdKVKAbhUN0bRC5dqho6KS8vpO75sVd0mQmGIIItbS0sGbNGjo6OgY8/uyzz17SgVyLhPi6cqK4Zcivd3dRkhnvx/6cBlbOjB5QWBoV5M74BD+2HalmZkYwnmonHropmeffP8p7Wwt5fEUaT96azl8+PM7/fXqKX92VSZCPK55qJ35111i+3F/JV4eqyCptYWFf/59zpfgOB5PZSkltB6dKWjhR0kxbpwFnpYxxCX7Mzgwd1MIbbEWPXx2s4mCeBrlMwuLJtkZ3jjJurFaB0jotJ4qbyatoO2vn14QwT1Y5CPOdjaEUfX4ffa+Zb47V8O2xGrp7zchlEoJ9XfFyc0KpkGG2WOnUGzlV2sLe7AYAXJ3lZMb5MSU1kMRwz0GiJ5HYPn9kqCf/+OQE/7vmJD+/IwMXZwW+niruvzGJ1zbksGl/BStmxNjft6zvxmTnybpBTQL7CQ9Q4+PuzPHi5ksiQpFB7hzK11zQ3IlcvezoS8u+WJ84R5xXhJ5++mmcnZ1JTk4Wa4eGSbCvmj1ZDcMKhczOCOZYYRNHCpoG/YPfOiuGU6UtfLajlIeXpRDqr+bem5J5Z1MeWw9Xc+PkCH5+RwZ/++QEf/v4BE/17QXJZVJumRHNhCR/1u8uZ8OecrYcqGRcgj9j420JCcMp+OzUG6nWdFFe30lJTQcldVqMJisKuZSUSG9Wzohh3pRIursGFl0KgkBBVTvfHqvlVGkLSrmUueNCWTw53KGTdLWmi4N5jRzK16DVGZHLJCSEeTIxOYDIQDe83Z1RyCR06U0UVrez/UgNz793jHsXJ3DDEPqbtGh7iR1GyC+vso23N+ej1RnJjPNlZkYISRFeDrPrBEGgQ2ekqLqd7PJWjhc3sS+ngSAfF26cHMGk5IBBadMzMkPp7THy+oZc/rkum5/fkYGTwibm09IC2XKwioxYP7uoRwW5kxrlzddHqpk7LtRhfZVEImFsvB87T9YOcmq/EPrPXV7fybiES+/ALnLl0ak3crigiRljgi5pdmo/5z1iY2MjW7duveQnvh4I9bNlkNQ060hxHVocNTHCixBfV7YfqWFqauAA4ff3cmHxpAi+PFDJpOQAxsT6snxGDNnFzXy+q4wALxfGJfjx67vH8o++vaB7FyUyJSWwbzxqnrw1nWpNFztP1nG0oImDeY1IsLUaD/J2wcvdCTeVAqVChiDYXJi7e810dhtp6eylqU1PZ19zMwm2NgM3pAWTEu1NUriX3SvNxVlhF6EOnYFDeRr2ZNXT2KZHrVKwbFokc8aGDhJnXY+Jw/ka9mXbHMRlUglp0T5MSg4gPcbH4Y/A3wtiQjyYmRHCvzfm8sG2IkL91A7Tvvsxma20dvba5+Z87DpVx4fbigj0ceHJlennPDbYLv5ebk5MTglkckogRpOFo4VNfH20hne2FLDlYBV3zo0blLSSGefHI8tSeGNjLm9+kcsTK9ORSiWsmhtPfmU77209nQUJsGRqJH/9+AT7shuYO87xhvG4BD++OVZDbkUbExL9h/R5z0ZEwOkW86IIXR/s7as1mzP20iYk9HNeEQoODkav1+PiIvpFDZcw/75mZBrdkFOMJRIJiyaF886WArLLWhkTO7AR3JKpkZwoaeb9bYX88YGJ+EkkPHhTEm2dvfx7Ux5PrkwjNdqHZ38wnjc25vH/vswnt9zWAqL/gh8e4Ma9ixK5e348ZXVaCqs7qGrsoralm9zKtkHWPkq5FHdXJd7uzoyJ9SXY15UwfzWRge5nLVjT6gzszarnSGET+ZVtCALEhnrw4JQkJib5Dwg1Wq0CeZVt7M9p4ERxC2aLlfAANXfNi2NySuCQa1LUKgWPLE/lj+8e4e3N+fzpoUlnjV9r2vUIwmlPtHOx82QdH24vIj3Ghx/dnHpBjeKUClsoY2pqIKdKWvhsZ6mtVig5gLvmD6wVGp/oz936eD76uph1u8q4fU4sLs5y7poXz2sbcvj2WC2LJtn8AeNCPYgJcWf7kWpmZ4Y43HuKDfHAzUXBieLmixYhhVxGiJ8rVY1icsL1gMVqS8tOivAackPF4XJeEfL39+fmm29m4sSJODuftnoR94TOj5uLEi83J6o1w7NOmZQcwMZ9FWzaX0n699wGFHIpP1ySzJ8/OMbbmwv484+moVTI+MltY/jf/57klc9zeGRZCuMS/Hh6VQZf7rfVo2SXtXLj5AjmjA21r1bkMikJ4V6DWmqbLVaMJisSie18Q6m2FwSBuuZucipayS5tpaS2A6tgawFw4+QIpqYGDqgtEASBao2Og3mNHM7XoO024uosZ+aYYKanBw1IKR8OapWCFTNj+H9f5lNU1e7QqRuwt1QPPU8iRn5lGx99XcSYGB8eW5F20c4DEomEzHg/0mJ82HKwis0HKimp1fLYilT8/E5/5jljQ6lr6WbbkWqig90Zn+jPuAQ/W7bb/gqmpATgoXZCIpGwcEI4r3+Ry8mSZsYlDBYZqVRCZpwvRwqaMJmtF12cGx5ga8QoCIIYor/Gya9sp63TwJ1z4s7/4gvkvCIUEhJCSMilq4693gjzV1PdNDy/LblMypKpkby3tZATxS2Dwh7hAW6smhvHh18X8/H2QhaNt6Vt/2JVJv9cm8XrG3JYOSuGRZPCufmGaCYmBbBmRwlrd5Wx5WAVU9MCmZwcSFSQm8OLiFx2fuExma3UNusoq9NSUqulqLrdHqYL9VOzck4cSWEeRAScPocgCNQ06The1MyRwiY0bXpkUgnpMT5MSQlkTKzvJXEvGJ/gx4fbZRwtaj6rCFVrdMhlUoLOsRLq0Bl4c2MeQT6uPLws5ZJY3/Qjl0lZPj2K9BgfXt+Qw4sfneDpe6TEBp4WxVVz46hq7OK9rYVEB7vj7e7MnXPjePbtw2zcX8kP+poVjo33w9fDmW+O1ToUof7X7MlqoKCqjfQYX4evGSph/mr2ZTfQoTOKyQnXOAdyG3F1lg+KyFxKzitCjz/+OL29vVRVVREXF4fBYECluvj+JNcLEQFu5JS3YjBZhhXGmZYWyNdHa1i7q5T0GJ9BF+dZmSFUabr47NtiVHIJMzNCUKsUPL0qk/9sKWDdrjKKqju4d1ECwb6u/Oz2DErrtHx7rIadJ+r49lgtHq5K4sM8iQx0I9DHBW83Z1yd5SgVMiQSm9D0GC10dRtp7zLQrO2hsU1PXXM39S3d9uJVLzcnkqNse0IpUbYmV/2OCWaLLXMuq7SFE8XNtGh7kUhsnWMXTgxjfIL/JbeAUchlxIZ4DGrmdybl9VoiAtRnFRZBEPhgWxEGk4Uf35w6IhuyYEsu+N19E3hlXTZ/ff8ID9yUxNRUW0KKXCblh0uTee4/R3j3qwJ+dkcGAd4uzMwIZtfJehZOCCPA2wWpVMLszBDW7iqjrlnnMM0+KcILJ4WMUyUtFy1C/avHuhadKELXMD0GMyeLm5mWFjSi1lbn/WVlZWXx2GOPIZfLWbNmDcuXL+eNN95g7NixIzaoa4nIIDcEwVaMORzjTZlUyp1zY/nHp1lsO1I9qCBRIpFwz4IEug0WPthWhFwmZVpaEE4KGY8uTyEh3JNPd5Ty7NuHWTYtirnjQogN8SA2xIPuXhOnSlrIrWijpLaDo32tIoaCt7sTwb6upEZ5ExnkTnSQ+wBHbkEQ0LTrOVbSwqGcBvIr2+g1WpDLJCRFeHPTlAgy4/wuunDyfIT6qyms7sAqCIP2hYwmC+UNXcwZe/YV/vGiZk6VtnD77NgRi4X34+6i5Bd3ZvDmpnze2VKAs1Jud0gI8HLhtlmxfPxNMYfzNUxOCWTp1Ej2Zjew+WAlD96UDMC09CDW7ylnr4MaM7AJc3KkFznlbRcdRuufj4ZWveiccA1zrKgJo9nK1NShJe9cKOcVob/97W+89957/OIXvyAwMJC///3v/OUvf+Hzzz8f0YFdK0QH21KAy+q1w3Z/To3yYXyCH1/ur2R8gt8gvya5TMqv753Ac/8+wDtbCujuNTN/fCgSiYQ5Y0NJjfbho6+L+GxnKd8cq2HuuFBuSA/CzUXJtLQgewp4d68JTVsP7V0G9AYTRpMVQRBQyKU4K+W4uSjwcnPC29150GrOKgg0tHZTUquluKaDouoOWvv64Xi7OzExKYC0aB9Sorwuq0ebl9oJs8VmN/T9lVZRVTtmi5WEcE+H7+01mvnk22LCA9TMnzC8jCBBEGjvMtCitbUNd3aS4ePu7DAF/UyclXKefWASv/7X3r6C47H2DLzZmSEcyG3g0x2lZMT54qF2YuaYYHaerOOWG6Lxdne21ZjF+XIgt5FbZ8U4XOGlRftwsqSFhlb9RQmru4sCFyc5jcMoxBa5+jicr8HfS+Wwzu9Sct6rQm9vL7Gxp9sLzJw5k5deemlEB3Ut4eGqJMBLRUmNlsWThv/+u+bHU1B1mLc3F/DMPWMHXVyclXJ+cms6b27MY813Nhfuu+bFoZDL8PdU8bPbMyioamfzgUrW7Spjw55ykiO9SY/xITHCiyBvF1ydFUQHnz8kZjRZqGnSUdeio6ZJR2VDF1WNXej7PNjUKgUJ4Z4snhzOtMxQlAztjru710Rjm55WbS8dOiPdPSZ7+wG1i4JQPzXRwe7DCmf2hw9MDhrWnShqQiaVkPi9hIx+thysokNn5LFb0s7bhqOf4poO9mbVk1XW6rB5nZebE+kxPkxLDSI21HFtksrJ9m/5/HtHeX1DDs/dPxG1SoFUKuGuefH85cPjbD9ic8xYMDGM707U8t3xWnv7jykpgRwraia/0vG+T7/dSl5F20WJUL8byFD7ZYlcffQYzBRVdzhsr3KpOa8IyeVytFqtfSDl5eUjOqBrkYRwT44WNg+pt9D38VQ7ce+iRF7/Ipf1u8u5fU7soNco5DIeW5HG+t3lfHWoirI6LT9cmmJPEU+K8CIpwovaZh0Hchs5VthETnkrYGvRHeClwsfD1spbqZAhk0qwWAR6TRb0fTVCrZ29dHQZ6LcwlUklhPqpmZDkT3SQO7GhHgR6u9i/J45ctK2CgKZNT2VDF9VNXdQ06aht7qbzjE6w/chlUiwWq/18zkoZk5IDWDYtakj7EGaLte84g39AR/IbiQv1cLjP09zRw/YjNUxJCRiSd121potPvimmuFaLyklORqwPsSEe+HnanMh7DGaa2nsoqdNyMK+R3afqiQ/z5LZZMQ6P7+ai5Me3pPHCh8f5cHsRP7rZZmoaE+LB2Hg/vu4zLfX1UDE23o+92Q3cfEM0CrmUtL46qqOFTQ5FyM9Thb+XioKqduZPCDvvZzsX/p4qSuu0F3UMkSuXvIo2LFaBMUMwX75YzitCP/rRj7jnnntoaWnhZz/7Gfv37+f5558f8YFdSyRHerMnq4GKhq5hVej3Mz7Rn9ljQ9h2pJrwADWTHRRYSiUSbp0VQ3yYB//ZUsAf3z3KvPGhLJkaaQ9HhfqpuX12LLfNiqGpo4fSWi1VjV1o2nto7uihvL4To9naJ5YSnBQyXJ0VuLsqSY70wtdDRaC3CyG+rgT6uJw3W6y9y2D3nKposP3X21eDpJBLCfF1JT3ah2BfVwK8VPh5qvB0c8LFWY5UIrG1j+g2UqXRcbRQw/6cRk4WN/PErenEBJ97HvW9ttXZ94VG066nurHL4b4JwOe7y5BKYOXMGIfP92MVBDYfqGTTvkrUKjl3z49nenrQWVdr8yeE0Ws0sy+7gS2Hqnjhw+MsnBTOihnRg+YxKsid5dOjWL+nnKmlLfbMpKVTIzlR3MzOk7XcNCWSmRnB9r2rCYn+yGVSMmJ9OFXSctYbnoQwT44XNTvcKxsOvp7OHClouqAbK5Ern6yyFrtT/khzXhGaPXs20dHR7N+/H6vVymOPPUZMzLl/oCIDSY70RgLklrdekAiBLV23vrmb/3xVgJeb06Dann7SY3z58w8ns25XGV8frWFvdj1zx4UyOzPUvoKQSCQEeLkQ4OVyybygDEYLlY2dlDd0Ul7XSZWmixatbW9IJpUQ6q9mSmogUYHuRAa6EeTrct6Ll1QiwUPtRLraFspaPCmCl9dl8fLabP5w/wS83R23KAdo7ezFw1U56AJ/pMCWhDHeQbV/Wb2WIwVNLJkaec5jG0wW3tqUx8mSFiYnB3D3gvgh+fA5K+XMGx/GtLQgPttZyrbD1VQ1dvH4irRBYrloUjgH8xr577clJEd6o5BLiQh0IznSix0n6lg0KZzkCG881EoO5TXai1DHxPpyME9DWV2nwz3I2FAP9mY30HiR+0JeaiesgkBnt0nMkLvGEASBnLJW0mJ8LssNxpB2il1cXJg4cSJgG2BpaemAfSKRc6NWKYgOcedUacsF93WRy6Q8tsIWpnl5XTY/vzPjrKsBtUrBfYsTmTsulE37KthyoIqth6pJifJmQqI/qVHeeJxno/xcdOmN1DZ3U9uko1rTRaWmi/qWbvq6ZePn6UxylA/B3iqigz0ID1APalx3IfSnmv/uncNs2l/BfYuTzvraxjY9/l4DSwkEQeBQXiPJfWnk339uzbcluLsqWdznRuCIHoOZl9dlU1LTwaq5cczrSwQZDionOfcuSiQm2IP3txXyj89O8Ys7Mwe8Ri6TcufcOF76LIu92fV2y5TZmaG8tiGHvArbvs+ERH92nayn12jGWSknNcp2w1NQ1e5QhKL7kh2qGrsuSoT6vz+d3WKt0LWGpr2HTr2JpAjHN7qXmvOK0IsvvsjHH3+Mm5sbQt9VRiKRcPDgwfMeXKfTceedd/Lmm28SGhrKyZMnefHFF+nu7iYhIYG//vWvKJUjm6p7pTAu3p/PdpaiadcPqdOqI/rrgP728Qn+8ekpHl+RPqDK/vuE+at5bEUaTe16dp+q53CBhuwy215QgJeKyCB3grxdbNlVrkqclTJkMgkIttbXPQYzXXojHTojLdoemtttdUL9RakA7q5KIgLcGBfvR1SQO1HB7ri7KB3uCV0KbHUyIew8YcsMcySmVkGgtlnH5OSBYcvy+k4aWvWsdFD9fbSwibL6Tu5bnHjWmiCDycI/12ZRVtfJw8tSmJQc4PB1Q2V6ehAqJxmvf5HLW5vy+MPDUwc8nxrlTWyIB1sP2ZzTZVIpY2J9UKsUHMhtJD3Gl8w4P749Vkt+ZTtj4/1wcVYQHuBGUXU7MLjran8YtbqpiylceOqtm4tt5dfVM3g/T+Tqpqxvry9mhLPi+jmvCH3zzTfs3bsXL6/hqWJWVhbPPvsslZWVgE2QnnjiCd5++20SExP52c9+xrp167jrrrsuaOBXG5OSA1i7q5QDOY3cMuPCu1x6uTnxy7sy+cdnWbz02SksEgmpZ0k17sffy4XbZseyclYMNRodeZVtlNVpKa3VcjhfM6TzeqqV+Hmq7N5xIX6uhPmpL2pFdaFMSwvku+O1FFS3DxIagIaWbnoMlkGppbtP1eOklHFDRsgAh2+jycLanWWE+auZfpbwpNli5Y0vcimt1fLI8pRBDQIvlHEJ/tw5J47/flfCpr3lTEs+7XggkUhYODGc1zbkcKqklXEJfshlUsYl+HEoX4PJbCEu1AMnhYy8yjZ7bVFMiDv7cxuxWoVBXnIyqZRAb9Ww+lw5ol+oew2W87xS5GqjrL4TlZOMoBGuj+vnvCIUGRmJu/vwFfGzzz7jueee45e//CUA+/fvJyMjg8TERMDmPWexXD9fYC83J1KivNmX08Cy6ZEXFWv1dnfm13eP5bX1OfzjkxPMHRvK7XNiBpiCOkIqkRAR6DbAl81ostCuM9ClN9FrNGPty2hWyqWonOSoVQo81IP3VkaTMH+bk3Nds+O+QoXVHYDN3LMfXY+JwwUapqYGDnD4Bth6uJrWzl4evCnToQGoIAh89HUx2WWtrF6YcMkEqJ9540NtHnXbCkgMGVj8mxHng5ebE3uz6+32TZlxvuw+VU9xjZaUKG/iwjwoqemwvycqyJ0dJ+pobHO87xPo7ULNMK2kvk9/Akav8fr5DV8vlNVpiQ5yv+TN687GeUVo9erV3HPPPUyaNAm5/PTLH3/88XO+7y9/+cuAv6uqqnBxceGpp56ivLycsWPH8utf/3rYA/bxubjOnxfDuUJfQ2HZjFheeO8IZZpupg2h3805xwL89YkbeG9zPhv3lFFSr+XJ2zNIiBh+692Rcga82Pk6F55uTvSarQ7PUVLXaWtDHH9aLHZ9V4zJbOW2eQkDxqZp07P1cDU3ZIRww3jHe0Hrd5ayJ6ue2+bGcfuCxBH4NPDknWP58f/s4MuDVTy9evyA52aNC2PTnjJUamfUKgXT3FX8a30OlU06Zk2MID3On/9+XYirmzMuzgrSE6ywpYBOg4UxDuYnPMiDU6Wt+Pioz9nB9ky+P8/SvsJj577Q62gxmuc+F5diXKNxrTOZrdS1dDN5duxlm9vzitBbb72FWq2mq+vi4vsWi4V9+/bx6aefEhwczG9/+1veeustnnjiiWEdp7VVh9UqnP+Fl5hLsccR5e+Cv5eK/24rJC5QfUmKwB5ankp0oJp3vyrgF6/sZXpaEDffEHXO7K7LwUjtCfUjlUC33jjoHAajhZPFTcxID7Y/ZzJb2bi7jJRIL1zktjnvf+5f67IBgeVTIxyO91RJC+9tzmNCoj8Lx4eO2GeSAEumRbF+Vyk3Tg7H3/N0UkVCiDsWq8DeY9WM78uCC/N3I7e0hebmLnzVSgQBsgo1xIZ4oOyrriqpaiMxZHAUw0kmwWyxUlXbPiTfPkf/lu1dBgB0Xb0j+u98Lkb6O3ahnG1cw72oj8a1rqG1G6tVwN1Zfknn9lyf/bwi1NPTw3//+9+LHoSvry9jxowhLMxWJLd48WI++uijiz7u1YRMKuWmKRG8+1Uhx4ua7ReUiyUt2oe//HAymw9U8vXRGg7lNzI9PZj540MHWf1cK5gtAnIHIc3s8lZMZitjz0jBPpjXiLbbyENLkge89mSxrcbmtlkxDkW7pknHvzflER7oxoM3JQ0pPGEyWymu6aC8oZMOnQFnhYwAbxcy43xxczl3Es7SG6LZsKuM3afquG3W6ezTmBB3nJUyCqra7d+ZqCA3DuQ2IggCwb62RJf6lm5iQzxwUspwd1XSqu1xeB57UoHeeMHmsf1JSkNdSYlcHWjabN+ZQO/L1z/uvCIUFRVFYWGhfS/nQpk+fTqvvvoqDQ0NBAUFsXPnTlJSUi7qmFcjU1MD2X6khnW7yxgT63PefZyhonKSc9vsWGaPDWHzgUr2ZTew62Qd8aEeTE4JJLPPc+xSYxUEtDojzR09tHb20t5loENnwGyFdm0Ppj7nAoXM1hjPz1NFVJA78WEeF/zZbfUpRtxcB19Aj+RrcHdVktCXnmyxWvnqYBWRfTU2/fQYbP5wIX6uDt0DOvVGXv08G5WTjCdXpp83xbyz28j2o9XsOllPT5+NkauzHIPJgtki8OF2CbPHhnDbrLPv3fl4qEiL9uZQnoaVM2PsoieTSokOdqes/rRDQYivK71GC+1dBrzdnZFKJLScITqeaiUdOseZa/0efhezn2Pss0MaSXdlkctPvxVTwJUkQg0NDdx6662EhIQMSKf+8ssvh3WioKAgnn/+eR599FEMBgNJSUn86le/Gv6Ir3JkUimr5sbxf5+eYtP+yvNW5g8XXw8V9y1OYsWMGPZm17Mvp5EPthfxwXZby+v4MA8iAt0I8VUT4K3CxUl+zrCg1SrQ1WOivauXVq2BVm0PzdpemjtsLgv9Rp1n4qSU4al2wkkhRSGXIkGCTm+iUtOFtu/CqHKSMTFp6DY8Z9LeacBiFfDzGFgHpOsxkVXWwqwzOoweytPQ1NHD4yvSBnzODXvLaes08Mw9qYOSLswWK6+tz0HbbeSXd2Wec3xWq8C3x2vZuK+cXqOFcQn+TE0NtLc67++htPOkrX1GcU0HP78j46yrovGJ/mSVtVKj0Q1IIAkPcOPbY7X2jDe/vhqoFm0v3u7OuLkq7HML4OqsoLt3sIcdgLwvJNlvbXQhnM2RQuTqpqldj6uz/JK3VzkX5/0G/exnP7uoE+zYscP+/7NmzWLWrFkXdbxrgZQob6alBfLVoSpSo7zP6n5wMbi7KrlpSiQ3To6gtrmbU6UtFFa1sz+3kR0n6uyvc1LIUKsUqJxk9ouxxSpg6PON0/easQoD49LOShm+HiqCfFwZE+OLr6czvh42/zlvNydUTvKzxsX1vSZK67QcLWhif47Nx+5HN6eSPMT25wB1LbasuO83pDucr8FsEZjW14/HYrWy+UAlYf5qMuNOe6kVV7fz3fFaZmWGDLIlEQSBD7cXUVKr5eFlyee0B2rq6OHtL/MprdOSFu3DnXNjB4U/JRKJvZ36mBhfW03Ql/k8dfsYh+G9/nkorukYIEJB3i6YLVZaO3vx81Th1beq7d+bcVMp6DqjfkvlJKdT73gldLrJ4Fk/2nnp6jv25bxYiYw82m4jnpe5+PisIpSXlweAq+u1uacw2tw1L57SWi1vbsrj9/dOGLGqc4lEQpi/mjB/NUunRtpNROtb9LRobe0bdD0megxmzBYBicSWyq1USHF1VuCqUuDhquxr5eCEr4cKV+dzr57OhYuzgvQYX9JjfFkyNZJ/bcjh5XXZPHPPWCIDh1YKUF6vRSJhwEVaEAR2n6obkIJ+ILcRTfvAVZDZYuXVz07hqXbi1lmDV6HfHK1hb3YDS6ZGOqxB6udkcTNvbykA4IdLk5mcHHDeOcmI8+WueXF8sL2Ib4/VssBBGNDLzQl3V+WglvBe7qdFx89TZb/49692nJW20F8//Sa0jrD0rYBkDsxdh0q7ziZ+3qJbwjVFl96E+3n2Li81ZxWhc2WtSSQSvvvuuxEZ0PWCyknOj25O5cWPTvDy2ix+dffYyxLakEokBPm4XhEJCwHeLjy9KpPn/nOE97cW8bv7xg9p87+ouoMwf/WA/kSldVpqm7v5wSJbCrbZYmXTvkoiAt0GrIK2HqqisqGTJ1emD5rv7LIWPt1Zyth4P26+YbDbANj2o77YW87mA1VEBLrx45tT8fMceqfhmRnBHC1sYtvhKuaMDXFYfxXk7UJTx8CkAjeV7cLQ3dcmwklp21cymk67hVvOyKQSgLNNZf9ekPNFWCk1d/Qgk0rwUF8fjifXC11644Cbu8vBWa96Z4bRREaG8AA3fnxLKq+sy+altVn89NYxuDhfXzF2dxclt86M4Z0tBZTWnr/xX6/RTFm9lnnjBq4idpyoQ+UkY0rf6mVPVj2tnb38YFGCfYVS19LNlwcquSEjhIwzhKn/uTc35hHmp+aHS5IdimGPwcxbm/LIKmvlhvQg7lmQMOyNeYlEwvzxYbzyeTa5FW1kxA5uueDl7kRp7cA2Cc7KgcWhsr49L0tfdfH3Q2tm89ndrfv7HbleRCitocXmzSc6aF9bdOlN9huey8V5r3jvvvuuw8fvv//+Sz6Y65G0aB8eWZbCvzfl8T//PclPbks/bxfOa43MOD8kkgJyK9rOK0L5le2YLQJp0af3kNq7DBwrbGLuuFCclDIMJgtf7q8kPtSD1L5GblZB4L2tttbZj9yShvEMzzNdj4lX12WjVMh48tZ0+yrjTFo6enj582waWvTcPT+eOWNDLjgkmRLljZNCRk5Zq0MRcnVS2DPs+uk/ldBXA9S/6ukXAaPZiusZNzC9RjMqJ8crnQ6dAalEclFhl+qmLuJDPS/4/SJXJgaTBZXzpcnYHSrnFaHi4mL7/xuNRo4ePcqUKVNGdFDXG+MT/VEqZLz+RQ5/fO8oj92SdsEtH65GXJzlBHq70NDi2IbnTE6WNKNykhN3hljtOGHLGpszzuY0/e2xGrTdRn58S6pdKHaeqKOsrpMHb0rCQ+1Ec58IWaxWXt+QQ1uXgV/elemwXqiioZOX12VjMlt56o4xpAwjicIRCrmU2BB3yhs6HT4vl0vsqe399ItOf9afoS8Mp1TYRKjHYMbH/fTNS1ePaUDB65m0dPTi5eZ0wTU+HToDbZ2Gyx62ERlZrIKAxeq4/m4kGZKL9ploNBp++9vfjtiArlfSY3x4dvV4Xvk8m799fIJl06O4cXL4dRPu8HBVnjWbqx+zxcqpkhYyYn3seykGo4VdJ+vIjPfD31NFd6+JrYeqSY/xIa7vTr2ts5d1u8tIifJmaurAZINPvyulsLqDB29Kcij8p0pbeHNjLu4uSn65KvOi2h+cSZCvK3uy6h0+Z7EK9nBbPz19RqH9+2D9e0P94dsuvRE3l9NZlh1dBvvn/z6adj0B3kPfx/o+/aHCoXSeFbl6uBQJKxfCsK9wAQEB1NXVnf+FIsMm1F/Nc/dPYFyCHxv2lPPn949TXu/4bvla5Hxf/ZzyVrp7zQMMRPflNNDda2bhRNse0bbD1egNZlac4VT+8TfFCFaBHyxMGBBCO5jbyLfHa5nf12ju++zNqufVz7MJ8nblt6vHXTIBApvoGk1WjKbBBaM9BvOApAvALtD9IbSOvuw0T1cnDCYL3b1me4alvtdMd68ZP4/BqzqrIFDfoif4IhJT8ivbcFbKiBRXQtcU5r5systtVjysPSFBEMjNzcXHZ+T7jl+vuDoreHR5KuMTmvj422L+/MExJicHcPOM6LOGV64FegwW3F3PvUdxMLcRtUpBSv8+j1Xg66PVxAS7ExfqSYfOwDdHa5iUHEB4gO0CeaK4mZMlLdw2O2ZAFlu1pov3txWSEObJ7XMGp2pvPVTF2l221dNjt6QOEoWLpd81wWSxDnJj6NKb7NY6/bR32ly/+4Wmta9rrbe7k72Dbb/7tqbdVvX+/aZ+YMtqM5gshPpfmDmmVRDIKmslKcLrinJWF7l4rGf0i7ucDGtPCGzOB/3tGURGjvGJ/qREebP1cBXbj9RwpKCJKSkBLJoUTojf6DmJjxTtXb1EBJ79c3X3mjhV2srMjGD7xe94cTPNHb12n7UtB6qwWAV7erXBaOGTb4sJ9VMzf/zpbDp9r4nXv8jFxVnOozenDgh5CoLAF3sr+PJAJROT/HloSfKIXGztoQ8H+zKtnb2Dbjg07T0o5FJ7SnRjux6ZVIKPhzOnSlqA035f/S0uHK3cKvpW1he6iimv76S9y8DKmRfeE0vkykTZf2NkvrztOYa1J2Q0Gq+bTqhXAionOStmxDA7M5Sth6rYk1XP/txGkiK8mJkRTGac3/kPchWg6zHRqTcR6H32EJHNDcFqbzonCALbDlfh76VibLwfLdoedp2qY3p6kL1z7ZcHKmnrNPDIPSl2IREEgX+tzaKlo5df3pWJxxmrL0EQ+Hx3OV8dquKG9CDuXZQ4Ygaduh4TcpnE3penH4vViqath7TogdGG+pZugnxc7Knjdc22v2VSKTVNOiSS06JTrenCSSFz2MG3pE6Lk1JGiN+FheMO5jWilEuvme+eyGnkMgkSyemkl8vFWW/xjEYjv/rVr/jmm2/sjz3xxBM888wzmM3ms71NZATwcnPirvnx/O9j01gxI5qm9h7e3JjHz/61j9fWZZFf2XZRPmCjTW1fg7WzXRgFQWDPqXrC/dX2jKyi6g4qGrpYODEcqVTCl/srkUhg6dRIwGbEuP1INVNTAwds0O/PaWTvqTpumRE1KB18w94KvjpUxayMYO5dPHICBNDWZcBT7TQo9KFp68FssRJyxipGEASqNF2E9YXQvv93VWMXgd4udkGraOwkLMBxr6DCqnbiQjwuKOHFZLZwJF9DRpyv6Bl3DSKRSFAqZA73KUeSs34TX3nlFXQ6HWPHjrU/9vzzz6PVann11Vcvy+BEBqJWKVgyNZK/PTqFn9+RQVq0D7uO1/C/a07xk1f28ebGXPZlN9j3C64WKhrOHSKq0nRR3aRjRsbpRoDbjlTj5qJgWmogTe169uc0MjMjxJ5i/el3JSjkUm47w5qnuaOHj78tJjXGh8WTIgac4+sj1Ww+UMmMMUHcszBhxLtKNrbpCXCwZ9PvlB0ZdNrCqFnbS5feRHTfY22dBrQ6I9HBHgiCQFl9p72Vuclsoaqxi1gHnndtnb00tOqH5dN3JkcLm+juNTNzzMU1ZBS5cnEaBRE66+3Mrl27WLduHc7OpzNsAgIC+Pvf/84dd9zBU089dVkGKDIYqVRCSpQ3KVHeuHmo2H20mlOlLeSUtXKkoAkAH3dnYkLciQx0JyLQjfAANa7OV6bZZFFNB4HeLmd1lt5zqh6lXGr3cqtr6Sa7rJWbp0ehVMjYfKAKmUzCjZNtwpJf2UZWWSu3zoqxt6+wCgL/2VKAVAJPrRqL5Iy496H8RtbsKGV8gh8/WJh4XgGyWK1Ua3Q0d/RgtQoE+bjaVh5DFC6zxUpdczdzxw3uaVtc3YFapRhgzlrc3668b+VW3NfKOzbEg/pWPboek321V1bXidkiOCz6zS5vBRhQ6DtUBEHg6yM1BPu6khBx6Q13Ra4MlHLpAA/Cy8FZRUihUAwQoH7UarW4L3QF4ayUMzbej7HxfgiCQG1zN4VV7ZTUaSmr09pFCWxhvWAfFwK9XfHzUuHvqcLXwxkfD+dRC6+YLVaKajqYmuLYLLTXaOZQvobxif72mpivj1SjkEuZPTaElo4eDuQ2MmdsCF5uTlgFgc92luLr4cz88aH24+w5VU9RTQf3LU7E38vF7vBdVq/lP1sKiQ/z5IdLU84Zgqtq7GLHiVpOFDfT3TswJJ0Q5sl9ixOH1IelvqUbs8VKRMDAlZ8gCORXtZMQ7jlA0Aqq2lCrFPY9n/yqNlyd5YT5q9l50lYukRjuaX9OIoH4sMEroZyyVnzcnS4o1Ty/qp3qJh33LT6/SItcvdhWQpc3tH/WK49UKkWn06FWD8xY0ul04p7QFcqZjtn9jdo6u41U94Wz6pp1NLTq2Z/bMKihmauzHD9PFYE+LrY7e381UUHuAzbuR4Ly+k4MRstZQ0SH8zX0Gi3Mygixf56DeRqmpwfh5qJkw94ipFJY3LcKOlKgoVqj4+GlyfY06A6dgbW7SkmK8OKG9NP1QFqdgX99noOXm5LHbkk9qw9cY5uetTtLOVnSglIhZVy8P+kxPoT4uSIBCqs7WL+nnD9/cIy//HDyeVPNS/qKPb9fHFvZYMs8OzMpwWoVyClvIy3aG6lEgiAI5FW0kRTpjVQqIa+iDT9PZ/z7khByytqIDfHA5XurXoPJQl5FGzekB19QCu5XB6vwUCuZcpabBZFrA6VChuFKyY5bsmQJzz77LC+88AIuLrYvuF6v59lnn2XBggWXbYAiF4e7q5LUaB9Sz7iwCYKtUV1LRy8t2h5atb22RnXtekpqOjiUp7G/NsBLRXqML1NSA4bcamE45Fa0IpVISIrwdPj8nqwGQnxdiQmxnXvXqTrMFivzx4ei1RnYl93A1NQgvNycsFitfLG3glA/NROTTxe0rt1ZislsHWBmarUKvPVlPj0GMz+/Y7zDUKDFamXb4Wo27qtALpNyyw1RzB0XOugCH+KnJiHMk+f+c4Tvjtdyy4xzpy8XVrXj4+5kr+vp51BuIxJs7hn9lNZp0fWYGNPnMVfZ2EWHzkh6tA8Gk4X8SpuwgM1Dr0rT5TB9OrusFaPZytj4wV515yOnrIWCqnZunx0rdlK9xnFSSDFeRMfdC+GsInTvvffy3HPPMW3aNOLi4rBarZSVlbF06VIee+yxyzlGkUuMpM+80t1Fad/QPpMeg5maJh3l9Z3kV7Wx82Qt3xyrISXSi3sWJFzS1r+55W1Eh7gPurCDLWuuoqGTVXPjkEgkmC1Wdp6sIzXKmyAfVz7fXYbFYmXxpHCgr4tqew9PrEizh4zK6rQczNNw05SIASnLWw9XUVDVzv2LEx0Wbup6TLy5MZf8ynbGJ/hx94KEc64KQ/3VpMX4sD+34ZwiZLZYya9qZ1yC36AVyYHsemJCPQYY2B4rbEIuk9pXRyeKm5FKJIyJ9SG/og2j2Wp3BD9V0gxgF6wzOZKvwd1FMewGioIg8PG2QjzUSuaMHbyHJXJtoVTI0Haf2z7rUnPOcNyf/vQnHn30UfLy8pBKpaSnp+Pv7385xycyCqic5MSHeRIf5smiSeH0GMzsOlXHlgNV/P4/R7hvceIlCct06o1UNXax/Cy9e/ZmNyCTSpicYlvVHC9qRqszcv/iUAwmm2fc2Hg/ArxdsFoFNh+sIsxfbb8oC4LApztL8XBVctOU09lw1Y2dbNxXwfgEP6anD7bradX28r9rTtLa2cv9ixO5YYjZYInhXmSXtfb5uDkWrKKaDnoMZjK/JxQ1TToqGzq5e368/TGL1crRwibGxPigcpIjCAJHC5tIjPDEzUXJsaImXJ3lJPTtBx0raibA22VAejfYbiqyymyFvsNNO8+rbCOvvJW758cPcnYQufYYjRTt8+5Gh4SEEBIi3gFdz6ic5CyeFMHk5EDe2pTHf7YU4OaiIDXq4uyb8srbEGBQYSbYVgwH8xrJjPO1X9B3nazDz9OZ1Ggf9mTV091rtu99nSxpRtOm59HlKfYVRk55G6W1WlYvTLDb7lj7ilWdlXLu+Z6XHECLtoe/fXwSvcHM06syz2oC6gjvPhfrTr3prCJ0vLAJJ4WM5KiBe2D7cxqQyyRMTDp9k5dX0Ya222gX4fKGTprae7hxcgQGk4UTJS1MSvJHLpOi1RkorG7npikRgz7TsaImzBYrk88IUQ4Fq1Vg7c4y/L1dmCGmZV8XOI1CdpwY4BUZMl5uTjx5azrBvq688UUeXedxvT4f2eWtuLsoHLYEyC1vQ9djYmqfQ4KmTU9RTQczxgQjAXYcryXcX01cqG1zf/uRGvw8nRmfYLuIC4LAxn0V+Ho4D0hGOJynoaCyjdtmxwzqp6PvNfPPtdnoDWZ+cWfGsAQITntuCd/vMNeH2WLlWFEzY2J9BjglmMxWDuQ2MjElcIB47c1uQK1S2MNrB3IaUciljE/w52RJMwajhUl9aetHCpoQBOx/n8nB3Eb8PVUOQ6/n4nC+hpomHT9YnCTuBV0nKORSzOYrxDFBRMQRKic5Dy9Nptdg5ptjNRd8HGtflldKlI/DlN9D+Taz0v6mdHuzG5BKJExLC6K8vpPa5m5m9TWWq2zspLROy9xxYfZwU2FVOxUNndw4OcJu2WMyW1i/p4yYUI9BrtmCIPDWl3lo2vQ8viKNqKDhJ2F09sXSz7YKyquwCevk7wnF8eImdD0mFk6OtD+m1Rk4VdLC9LQg5DLb3emhfA3jE/xwcZazP7sBH3dneyjuQG4jEQFug0JxTe16Cqs7mJYeNKysOJPZyvo95YQHqLkhQ4yEXC9IpQPbxF+Wc17Ws4lcE4T4qRkT68u+7Aa78+5wqW3SoesxkRw5eKPcYLKQVdrKuAQ/5DIpVkHgYF4jqdHeeKqd2JvdgFIhZVJfS4fdfcWs09NOX9y/OVaLu4uCaWc8tiergdZOA/feOLh99+5T9WSXtXLn3DiSLrAYs7FNj5NCNsgBu5+92Q22MOb3ikW/O1aLv5eKjDP82HadqsdiFZjZ5xJxpEBDj8HMjDHBNHf0kF/ZzrS0QKQSCdWaLqo0XYN6JfWfUyLB7rk3VL49XkNrZy+3zY4dUfsikSsLmVSKWRQhkauBicn+dOiMdlfm4VJY1Q7g8IKfW96KwWRhYqIttFZS00F7l4HJKQGYzBaOFmoYF++PykmOwWThcL6GCUn+9gy7Fm0PWaUtzMgIttcKWa0C249UExPiTkb8QPNNrc7AZzttdUQXkwFW2dhJmL9j54T2LtvKZlrfyqafsjotZfWdzBsXar/Ym8wWdp6sIy3ahwBvFwRBYMfxOkJ8XYkP87Q1w5Ng36fZk1WPXCZhyvdEyGK1hflSo3zsLSCGQneviS0HqkiL9rnoLrIiVxcymQSLRRQhkauA5Ajbxam4tuOC3l9Y3YG/p8phO+0TxS24OsuJ78/6KmxGIZeSEetLTnkbPQYLU1Jtq6BTJS30Gi1MSz19p38gpxFgwGZ6dlkrLdpeFk4IHxSW2rS/0lZH5CBRYaj0GMxUNnTZw2PfZ/epOgRBYFbGwA3+bYercXWWD8jSO5inobPbaG/UV1zTQZWmi7njQjFbrOw+VU9GrC/e7s70Gs0czGtkQqI/atXAFVh2aSvtXQb7amqobDlQRY/BzK2zBvdZErm2kXD2Pc2RQhQhkQvC3VWJj7sz1RrdsN9rFQRKajvsIvP953LKW0mP8UEmlSIIAidLm0mN8sZZKed4UTOuznL7CupoYROeaqX9WIIgcDBfQ0K4J74epw1C92bX4+6qtKdv96PrMbE3u4FpaUEXVf+UW9GGxSrY97DOxNiXTp4W42N3NgCbB96J4mZmjw05nb1nFdh6qIqIADf7Z9x+pAa1SsGU1EAO5mnQ9ZiYN85mSXQwT0OPwcLszNBB5/3uRC1ebk6MiR16FmOLtodvj9cwNTXQ7tItcv1gNFlxVl7eVHxRhEQuGH8vFS0dPcN+X2Ornu5esz2z7UyqNV3oekx2h4fa5m7aOg2MifXFahXILmshPcYXmVSK0WQht7yVzHg/ewisvlWPpk3PhMTTqc76XjPZZa1MSgoY1KBuX3YDZouVeeMHX8SHw8HcRtxdlQ4z6vbnNNCpN7FoYviAx7ccqESpkA1ouHekUIOmvYclU22p1rXNOk6VtjB3XCgKuZTtR6oJ91eTGOGFIAh8d7yW8AC13VGin8Y2PfmV7czKCB5W24ZN+ysBzuv6IHJtYjBZLns9mChCIheMp9rpgqqrKxtt+0jRDjLQCqs6AFvhJ9gyysBWS1TR2El3r9l+Z19Sq8VotjIm5vTqJqfM5hR9pmtAQZVtleLIsuZ4URMRAW6EXkS32qZ2PVmlLdyQHjRoE99ssfLVoWqig90HhOrqWro5nK9hztgQezadxSqwaV8lIX6uZPbtW20+UImTUsbccaFklbTQ0Kpn4SRbSDGnvI36lm7mjw8bFEb87ngtMqlkWPU99S3d7M9pYHZmqMMwqci1T3evyW4UfLkQRUjkgnFzUdClNw37fVWNOpRyKUE+g92ci2s6CPBS2TfSi6rbCfR2wcvNyZ7MkNgXpiqoakcmlZBwRtuCwup2gnxcBlxEC6s7UCqkxHzPMNRgslBe30lazMUV3X51qBqZTMKcsYNXU/uyG2jt7GXp1MgBQrF+dxlOShmLJp1eHe08VkNjm57l06KQSiTUNes4WtDE3LGhuDrL+fJAJb4ezvaC1m2Hq/Byc2LS94pQ9b0m9uU0MCHJ397KYihs2FOOk0LGkqkR53+xyDVJa2cvPpf5BkQUIZELxqUvO81iHV5xW12LjmBf10GrBkEQKK/X2sVCEARK67TE9oXtSmu1BPm42ItMS2s7iAh0w6kvhi0IAmV1Wofu1JEBboNCcZo2PQIQeoGtrgEaWm2rhxljggdloPUazWzcX0FsqMcAU9KS2g5OlrSweFK4fRVkNFn45OtCooLcGJdgWwV9sbfCLlQ55a1UNnaxZGokMqmUsjothdUdLJwQNuhz7clqwGC0sHDCwPDfuajWdHG8uJkFE8LOWuckcu3Tqu297KtgUYRELpj+DUzDMF13G1r1DldBHTojnXqTvcNqq7aX7l6zPWxXqemyF5FaBYGqJh1RZzh7t3cZ6O41D+rQ2tCqJ8TBJnt3j20Vd6HtKqyCwPvbinBSyOxtxc9k66FqtDojt8+KPe3eLQis+a4ET7WSBWeIxDfHamhu7+G2vteW1Wk5XtzMwonhuDjLWb+nHD9PZ3st0Kb9lahVigHdZsEW/vvmWA2J4Z4OnSjOxhd7K3BxktttkESuP7TdRrp7zfh7Du74O5KIIiRywSj7RWgYTbBMZgvtXQaHra3rWmyZdv37M7XN3ba//dXoekxodUb7c22dvRiMFkL8T4tZY5segMAzBK7XaEZvMOPr4O7uYhNRvzlaQ3FNB3fMiR0U9tK069l2pJqJSf72lRzA/uwGKhq6WDkzxr6C69AZ2HywikkpgfaEg093luLuqmThxDCOFTZRrdGxfHoUcpltFZRT3srCiWH2rLp+DudraO8ysHDi0FdBFQ2dnCptYeGk8Cu2+67IyFPR0LdXO0x7p4tFFCGRC0bZ5ydmHEYTrLZOA8CgXjoAmjZbpl1gX2tru6h4u5whMLbnmjt6AQg4466tvct27H4jUYAeg21sjjrH9ofPWjt7hzz+fvIq2li7s4yx8YOduAVB4INtRchlEu6YE2d/XNdjYu2uMmJDPQYUlq7dWYrFYuWBZSmALe28tFbLihnRyKRSPt9dRqif2m73s35POW4uCuaOG7gHZbUKfHXI5iSePox9rs0HKnFxktvTvkWuTyrqO5FKJIM6/o40ogiJXDDKPjcC0zBWQnahcFDB36rtRS6T2sNjrdpeVE4y1CqF/X39m6Zane1vzzOOo+9rue3wbt5BDaqfpwqVk5zcvgy8oVJap+W1DTkE+7rw4E1JgzLTdp2so6CqndtmxQ7YJ1rzXQk9BjOrFyTYU8oLKts4mKdh0aQIgn3V9BrNfLqjlHB/NdPTgvj2WA3NHb3cPicGqVRCbkUrBVXt3DQ5YtAq6FhREw2teodO2mejWtPFyZIW5o0PHbUW7yJXBrkVbUQEqu0r9MuFKEIiF4zCvhIaugh19jlvO2qB3dFtwFOttF9AbX/3tUfoSwXvF6jufsE5wyXA3JcgoThjo75/36rHMLglvVwmZXJKAMcKm6hr6R7S+I8XNfG/a07i7qrkqdszBl24a5t0fLqjlJQo7wFOBVmlLRzIbWTx5HB7EajBZOH97UX4e6pY0tfvaNO+Stq7DNyzIAFtt5FNByoZE+NDapQPVqvAZzvK8PVwZvbYwaugL/dXEuTjYncSHwqb9leicpKzQNwLuq5p7zJQ0dBJZpzf+V98iRFFSOSC6S9qMw0jHNe/WnHUSVXfax4gKvpes71moV9E+i/6JvNgwZH3FWWaLKdFUeUkx9VZTlO746LaZdOicFbK+X9f5tmFzhFdeiMfbC/itQ25hPiqeebusYOy4fS9Zl7/IheVk5yHliTbxbRLb+S9rYWE+rmydOrpBn4b91bQ1N7DvYsSUCpklNdp+fpoDTPGBBMb6sGnO0qwWARWzbOF9PZm11PbrOM2B222DxdoqGvpZvn0qCEbjvY7Nsxz0LJc5PriRLGtK+/Y+MsvQuL6W+SC6V9l9A4jO66/YZaTYvD9j8FoGdRnpz/kZ+4TFpnMdoHtv86e6XPVL1jdvaYBPmrhAW6Un8Vo1cNVyQM3JvH6F7n87p3D3Dw9irHxfri7KjGarNQ06ThSoGFvTgNGo4UFE8JYOTNmkAiYLVbe+CKH5o4efnFnhn3FZhUE3tlSQHeviaduH2N/X3FNB9uPVDMzI5ikSG/MFisvrzmJ2kXBrbNiyC5r5UhBE8unR+Hv5YKux8Tnu8uJD/VgfILfoHN/sbecMH814xOHvgracrASpUJ60W4RIlc3giCw+1QdYf5qgn0vvFzhQhFFSOSC6ReMHuPgUNfZ6O9V4shKxmIVBlzcrYJgF5v+u3urVUAqk9gz83qNFvtdfP8+U4u2l4AzPNqSIrxYv6ectk7HNRAZcb78/r7x/GdLAR9+XcyHXxcjkUC/vsllEsYl+LNkauSgfj39Y3pvayF5le3cvziRhPDTzuDbDleTXWZrjx3et+Gr7zXx9uZ8fD2duX12LGBLDiiv1/L4ijRkUgkfbi8kyMeFGyfbwnTrdpWh7zVz94LBJqu7TtbR3NHLT29Ld+jg7YjGNj2H8zUsnBAu1gVd5xTXdFDb3M19ixNH5fyiCIlcMKdDZUNfCZ3rEimVDFzZKGRSTH228qq+TXiDyTIgeUHbbbQLS2jfXku1pmtAC4KJSf6s31POnqx6br7BsSdaqJ+a3907nmqNjsrGTlo7e1HKZQR4u5AS6XXWcJXVKvDetkIO5DZyyw1R3HCGTU5OeSuf7ypjYpK/vUWEIAi8t62I9i4Dv757LConOWV1WjYfqGL2uFDGxvvx3tZC2roMPHPPOBRyKUXV7ezJqmfRxPBBpqLdvSY27qsgKcLLYZv0s/HVwSrkMukAxwaR65NvjtXi6iwf5LxxuRjRPSGdTseSJUuora0d8PhHH33E6tWrR/LUIpcB1z4R0vUM3brH3uXUMjiZQaGQDUhyUDnJ7XtI6r5GcVqdbd+m3yFb05e6DbaOpgFeKgr67H368fdyITPOl+1Ha+xZdo6QSCREBLoxMyOEFTNiWDI1kgmJ/mcVIIPJwr/W57Avu4Fl0yJZOu30fk9tk443N+YS6q/m/sWnM+i+PVbLscImVsyIJibEA32viX9vysPLzYlHbknnVGmLXXBiQzwwmCy8u7UQXw9nlk+PGjSGL/ZUoDeYuXNu3JAz4po6ejiQ28iMMcEOE0RErh8qGjo5UdzM3HGhA0Lhl5MRE6GsrCxWrVpFZWXlgMdLS0t56623Ruq0IpcRhVyGs1JGl37oJqZO9jDa4BCeq7Pc7mIA4KFWou22iYZvX11Ri9ZW0xPk44JMKqGmaWAriTGxvhRWtdPdO1AY75gbh9Uq8P62QiwOBHC4NLbpefHD42SVtnD3/PgBK6yWjh5eWpuFs1LOT25Nt3/moup2PttZSmacL4smhSMIAu9uLaSt08Ajy1NsgvNVAWH+avvxPt9dRlN7D/cvThyUOlvV2MWOk7XMzgwZVtuFzfsrkUol9lCfyPWJIAis21WGWqUYVnHzpWbEROizzz7jueeew9//9Eap0Wjk97//PU8++eRInVbkMuOhdrKvToaCW1/CgCPjUw9XJ9p1BntIztfDmS69iR6D2W7zU9dsEx25TEpkkBuF1R0DjjE1NRCzRWB/dsOAx/09Vdw5J5bsslZeXXsK6wW2MLZabe0T/vjuUdq6DPzktvQBRaNtnb38/b8nMRgtPHXbGHuosKldz7/W5+DvpeLBm2yZc9uP1HC8qJmVs6KJDnLn/z4+jsFo4eFlKSjkUvIq2vj2WC1zx4aS9L0Op1arwAfbC3FTKYbVdqF/FTQrc7DXncj1RU65reZs6dTIUa0RG7Ez/+Uvfxn02P/93/+xcuVKQkPFbJxrBS+1krauoTsO9BeXdnQZYKDRAL4ezhhNVjq7jXionQi2C083saEe+Ho4U3ZGlltKpDdf7rfV1fRfUMMD3IgN9WD70RpmZoQMWD3MHhtKp962h1Kn6eKBG5PwHaJPliAIZJW2sn5PObXNOlKivLl/ceKARAdNm57/+/QU3b0mfnFnpn2PqlNv5KXPsgB48tZ0XJzlNseFXaWMS/Bj0cRw1u8pJ7u0hftvTCTE1xVtt5H/tzmfIB8Xbps9uMPp10drqGjo4uFlycOy2tm4twKZTFwFXe/0Gs18uL2YIB8XZmVeeEv7S8Flk7/9+/fT0NDAM888w+HDhy/4OD4+o9ft0c/v8tpZDJXRHFdYoDvHCjQOx+DoMaXKtgehNwuDnk+K8YXvSug2CcT6uTFOKYf1OTR3GZji50Zmgj8Hcxrw9nZFJpOyaFo0m/ZXklfdwS2zYu3HeWh5Gr9+bR/fnarn3puSB5zjoVvSiQzx4K0vcvjdf44wZ1wYc8aHER/uNai+xmoVqNF0cTivkR3Hqqlr7ibI15Vfrh7P9DHBA/Zgiqra+OsnJxAE+MuPphEXZsuQ0/eaeOHjE7R3Gfjzo9NIivKmRtPFm5vyiAh051f3TuREURNbDlaxcHIEK+YmYLEKvPz5AXoNZl740TRCvtd3qUbTxRd7y5mUEsiSGbFD3guqbOjkUH4jK2bFEhc1uLfSuRC/+8PjUoxrJK9172zKpbWzl78+Np3goMHNJS8nl02ENm/eTElJCcuXL0ev19PS0sJPf/pT/vnPfw7rOK2tugsOpVwMfn5uNDd3Xfbzno/RHpe7Sk57l4GqmvYBzbDONi5BEHB1llNW3UZz88CaFk+V7f0nCxsJ9rKtMPw8nTma18iUJH/iQ9z55kg1+07UkBzpjbMU4kI92LSnjKlJ/nYR8XdTMj09iM93lBDl7zoolDVvYgQhXio27q/gu2PVbD1YiauznCAfV3t9UafeSENrtz3zLzbUg4eWJDGxrztrS8vpvai92fV8uL0IT7UTT90+Bk9nOc3NXfQazfzjsywq6jt5bEUavmoFpRUt/OXD48ikEn68PIW84ib+8clxYoLdeeSWNJqbu/h8dxlZJS3cvzgRF7lkwDyaLVb+9uFxlAoZd8yOGTCO8/H2hmxUSjkz04OG9Z0Z7e/Y2bjaxjVcYRqpa11pnZaNe8qYlRGMv5vysszhuT77ZROhF1980f7/hw8f5l//+tewBUjkyqM/ZNbQ1k1M8PnvqCQSCSG+roMSCgDUKgVBPi4U1XRw0xTbY6lRPuzPtfXHSYv2wVkpY39OI8l9wrJwYrgtQ62vp08/d82Lo6xOy7825PD0qkwiAweuJnw9bXszd86NI7usleKaDhpb9bR19mIVbA37JiUHEhXoRmq0j8P9E32viQ+/LuZwvoakCC9+dHOqXcT0vSb+uTab8vpOHlmeQkasL929Jv7v0yy69CZ+eVcmUqmEVz7PxtVZweMr0lDIZRwrtK2KZowJGpDu3c+GveVUNXbx45tT7ZZGQ6Ggso2sslZWzoweUMgrcn2h7zXz1qY8fNydufWM6MFoItYJiVwUwX6n922GIkIAkUHu7DhRh8lsHeQ8kBLpze6segwmm3vC+ER/dp6s41RpC5OSA5iaGsierHpunx2Dh9qJzDhfYkM9WL/b5mjdf4F1Vsr5+R0ZvPjRCf73v6d4dHkKqQ7qaFydFUxJCWRKSuCg586GIAgcKWhizY4SdHoTt9wQxY1TIuwFuO1dBl76LIvGtm5+dHMK4xL86TGY+ednWTS0dvPT28YQ4KXirx+foNdo5td3j8ND7URpbQdvb8knJsSdu+cnDDpvTnkrWw9VM2NM8LCcESxWK//9rgRfD2fRI+46RhAEPvy6iLZOA7++Z+xlb+N9NkbcO27Hjh2DEhEmTZrEhx9+ONKnFrkM+HmqcFLKqNYMfUkfH+aJ2WKlvF476LmMOF9MZis5Za0AJIR54uvhzO5TdQDMHx+G1QpbDlUBtpXVPfPj6e418+H2ogHFrt7uzvzqrky83J146bMsPttROuwGfGciCAK5Fa38+YPj/HtTHp6uTvz2B+NYOi3KLkBVjV38+YNjNGt7+MmtYxiX4I++18w/PjtFZWMXjy5PJTbEg3+uzaahVc9jt6QR5q+mVdvLn945hJtKweO3pA0S55aOHt7alEeon6vdS26o7DpZT21zN7fPjkUhH51aEJHRZ3dWPYfzNSyfHjmo+/BocmVIochVi1QiIfIc3myOSAz3RCqRkFvRNsDiBiAh3BN3FwUH8xoZn2jb55k9NoS1O8uoaOgkKsidaWmB7DpZx+zMEIJ8XAkPcOPmG6L4fHc54QFqbpoSaT+er6eKZ1ePZ82OErYdqeZAXiPLZ8QwLtZnyIWaWp2BIwVNfQai3Xi5OXH/4kSmpQUNSGbYm13Px18Xo3ZR8MzdYwkPcLNlxn2aRW2zrm815s0r67Ipq9fyo+WpJEd6o+sx8Y/PTtFrtPDru8cOapBnMFp4dX0OVgEeW5E2rKLCDp2B9XvKSYrwsrcNF7n+KK7p4OOvi0mN9h7w+7gSEEVI5KKJDfVg66FqegzmIdUbuDgrSAj35ERxMytmRA/I7pJJpUxPD2br4Spatb34eDgzKyOErw5WsWFvOT+7PYMVM6I5XtTM+1sL+eVdY5FKJSyeHEFdczef7y7H1VkxIO3USSnj3kWJTEsNYuP+Cj7cWsBHEogP9SQ6xJ2IADe83JxwUsiwCgL6XjMt2l5qm3SU1GmparSt8iIC3HjgxiQmJQcMWKl095r45JtiDuZpSAz35JHlqXi4Kmlq1/PSZ1m0dRl4YmUaCWFevLIum8Kqdh5cksT4xL4w3dosmjt6ef7hKQR6DBQgqyDw9pZ8apt1/OTWMQM88YbCJ98UYzJbWb1wsOecyPVBq7aX1zbk4Oup4tFlKUN2Wb9ciCIkctEkRXix5WAVRTUdZMQOLfV3fKI/H24voqZJZzf27GdWZjDbj1Sz/Ug1d82PR+Uk56YpkXy2s5RTpS1kxPqyal4c72wpYNP+Cm6+IRqpRML9NyahN5j5YHsRHToDy6ZHDTD0jA314Od3ZKC3CGzbX052WSvfHK21O3R/H6VCSmSAG7fMiGZsnC8hfgNTZgVB4ERxM598W4JWZ2T59CiWTo1EKpVQVN3OaxtyAXj6zkyCfV34v89OUVan5YGbkpiaGoTBZOGVddlUNnTx41tSSYv1HZSptG5XGceLmrljTuywuqUCHCnQcKzIJvSB3sMTL5FrA4PJwqvrszFbrDy5Mu2KbNkhipDIRRMX6omTQkZ2WeuQRWhCoj+ffFPMvuwG7po/UIR8PVRMTglgd1Y9CyeG4+PhzLzxoezLaeCjr4uIC/VgamogBVXtbNpfSZCPq3118viKNN7fVsim/ZWU1XcOKigFiAh0Z8WMGFbMiMFostDU0UN7lwGjyYJUKkGllOPj4YyPu/NZ7xqrGrtYu6uU/Mp2wvzVPL4ijaggdwRB4OujNazdWYqfp4qf3JqOQi7lrx+fpKG1mx8tT2V8oj8Go4WX12VRXNvBD5ckO+zj8s2xGrYdrmbO2JBhJxS0dxn4cHsRUUFuLJ4smpRejwiCwLtfFVCj0fHkrel215ErDbGpnchFo5BLSYnyJqu0ZUBiwLlQqxRMSPRnf26Dw66n/Wad63aXATabngdvSkKrM/L+1kIA7l2UQEKYJ29vzudkSbP9dQ/cmMQPFiZQUtPBb//fYb48UOnwHGBrzBfqpyYt2odxCf5kxvmRGOGFn6dqkAAJgkBRdTuvrMvmj+8dpaqxi1Vz4/j9feOJCnKns9vIq5/nsOa7EtJjfHj2B+PpMZr58wfHaO3s4ae3j2F84ulEhaKaDh66KZnJDjLzDuU18t9vSxgb78eqeUM3JwVbCO8/W/IxWaw8tCTZYdsMkWufrw5VcaSgiRUzoxkzxJvD0UD8dopcEjLjfGnvMlDeMPQEhfkTwugxWNjVl/l2Jr4eKhZPCudwvobsvky5qCB3VsyM5lhRMxv3VaCQy3hiZTrhAW78a32O/TgSiYRZmSH8+aFJJEd6sWFPOb94/QCffFtMVWPXkIUSbMJT39LN5gOV/O6dI/ztk5OU1HawfHoUf3t0KvMnhCGVSDha2MTv3jlMbkUrd86N4/EVaWSVtfDiRyeQSiU8c/c4UiK90eoM/P2/J2z1Q8tSmJI6WICOFzXz9uYCEsI8eWTZ8EXkq4NV5FW2c+fcuCv27ldkZMkqbWH97nImJvlf8RZNYjhO5JKQGeeHXFbEoVzNkOuFooLcSYn0YvvhamZlhAxKarhpSiTHi5p5b2sBf3hgIu4uShZNDKe+pZtN+ytxc1Eyd1woT6/K4PUvcvlgWxHl9Z3cNS8OZ6UcX08VT6xMp6Khk22Hq9l5oo5vj9XioVaSEOZJRIAbfp4q3F2V9oyzXqMZbbeRpvYeqpt0lNVp7e0fYkM9uH9xIhOTAuyedA2t3az5rpSc8lYiAtx4cFUSAV4qPvy6mF0n64gP8+THN6fi7qqkobWblz7LolNv5ImV6Q73eE6VtvDmxlyigtx48tb0YadU51e2sWGv7eIz00Gxq8i1T0NrN299mUdYgJr7b0y64hNSRBESuSS4OMsZl+DHwbxGh4abZ+OWGTH8+YNjbD1czYrvuUEr5FJ+uDSZP39wnLc25fHU7WOQSaXcuygRfa+Zj78pxmi2sGhiOD+5NZ0v9lbw1cEqCirbuXt+PGNifZBIJEQFufOjm1PR9Zg4WdxMhUZHTmkzRwqazjk2Xw9nYkM8SIrwIj3GZ8DeUktHD1sOVbE3qwGlQsqdc2KZOz6U2qZunn/vGHUt3SyaFM6KGdHIZVLyKtt4Y0MuMpmEX64aS3Sw+6DzHc5t4LX1OYT5q/np7WOG7Wzc1NHDG1/kEuzjyr2LEq/4i4/IpUffa+KVz3OQy6Q8sSJ91HoEDQdRhEQuGTPHBHM4X8ORgiZuCfYc0nuig92ZlBzAtsPVTEsNJOB7WVzhAW6sXhjPu18V8sG2Iu5bnIhcJuVHN6fy9uZ81u4so6FVz+oF8aycGUN6jA/vbS3klc+ziQ31YMmUCFKjfZBKJKhVCm4YE8yKPm8vfa+J5o5edD0meo0WpBJbOrebixI/T2eclQN/HoIgUFKrZceJWo4VNiOVwuzMEJZOj8RZIWPDngq2H6lG7aLgqdvHkBbtgyAIbD1cxbpdZQT7uvKTlekOnbsP5TfyzuYCwgPU/PyOjGFnMXX3mnh5rc2p+/GVaaNqzS8yOlitAm9uyqOlo4enV2Xi4zG4lf2ViPhNFblkJIR7EuzrynfHa7l5ztCr+u+YE0t2WQvvbS3k6bsyB6RVA9yQHkxzRw+bD1ThrJRz59xY5DIpDy9LIcDLhS8PVFLZ0MVDS5KIC/Xkjw9MZG92A5sPVPLPtdn4e6mYnBzA2Hi/Ac3fXJwVRASe+2JvtlipbOjiVGkLx4qaaGrvQeUkZ974UBZMCMPLzYmjhU2s3VlKa6eB6WlB3D4nFrVKga7HxLtfFXCypIXxCX7cf2OSQ3HYcaKWj78uJiXGhx8tSxm2gJjMFl5bn0NTew+/uDNj2LVEItcGn+8pI7e8jR8sSiA+zHO0hzNkRBESuWRIJBIWTAjjva2FnCxqJsxnaL16PNVO3Dknjne3FrL9cDWLHWyk3nJDNL0GC98cq8FotnDPgnhkUim3zIgmOtidd7cW8vx7x5g7LpSl0yKZnRnCDelBHC1sYm9WPV/ur2TT/krcXRQkRvrg5+GEj4czXmonnJUyZFIpZouV7l4THTojmjY9NU06KjVdGIwWpBIJCeGeLJkSyfhEP5R9Kemvrs+hqrGLUD81v7or2e4AUVDVzjtb8tHqjNwxJ5YFE8IGhccEQWDD3nI2H6giI9aXZx+aTGeHftBnPxdWq8BbX+ZTWN3Bw0uTBzlQiFwfHCtsYuuhamZmBDMrY3T7Aw0XUYRELilTUwPZtL+CT74u5Jd3Zgx5X2J6ehA55a18vrucyCB3kiIGXkwlEgmr5sXhpJSx5WAVLR09PLLc5lo9JtaXPz80ifV7yvn2WA17s+uZOy6UOWND7eakHToDueVtFFa3U92k43ihBqtV4Gx5ck4KGcG+rkxNDSQx3IukCC/UKgU9BjMH8zTsOF5LXUs3vh7OPHBjElNTA5FKJfQYzHy+u4wdJ+oI8FLxm9XjiAoavP9jMlt496tCDuVrmDEmiNULE4Ydv7f21YEcL2rmzrlxDlO9Ra596lu6eeerAqKD3blrXvxoD2fYSITh5KteAYj9hAZyJY5r18k6PthexJO3pg+5eBWgx2CrqenSm/jN6nFnrfLfk2Xr3+OhVvLgTckDBKu2WcfGfRWcKGpGKpWQFu3DxGR/0qJ97B1I/fzcaGjU0tFlQNttxGCyYLUKyGVSXJzleLgqcXdV2gW0u9dEXkUbJ4qbOVXSgtFsJdxfzYKJYfb+QoIgcChfw9qdpWh1RuaOD2XlzBiHwtKhM/Da+hzK6jtZOTOaGydHIJFIhvVvaRUEPurLwLt5ehTL+uqqRoIr8TsGV9+4RqKfUP9vRtdj4rn7JgwqzL5SONdnF0VoiFxtX/jRxGyx8sf3jmKxCDz/4ETksqHXuWja9bzw4XGcFDKeuWecwz4+AJWNnfx7Yx6a9h5uSA9i5awY3F1OG5I2dfSw62Qdh/Ia6dAZkUokhAWoiQl2JzHaFxe5BE+1E2qVwj4+o9mCrsdER5cBTXsPtc06Kuo7qWnSIXC6wHZqWiDRQe52kSqoaufz3WWU13cSEejGDxYmOFz9AJTWann9ixz0BjMP3ZQ8oCXDUP8trYLAR9uL2HWqnhsnR7ByZvSIZsJdid8xuPrGdalFSBAEXv8ilxPFzfzizsxB0YMrCVGELgFX2xd+tKlq0fPHtw9x66yYYRfLVTR08vf/nsTTVcnTqzLPendnMFnYtK+C7UdqcFJKWTQxnLnjQgdkllmtAuUNneSUtVJS20FFY9eQ2zm4OssJD3AjIcyT5EhvooPd7S4KVkEgt7yNrw5WUlyrxcvNiZunRzEtPWhQYkX/678+UsPnu8vwcXfmsRVpA5IkYGj/lharlfe2FrI/p5GbpkQMMoAdCa7U79jVNq5LLUL9EYfbZsU43Ee9krgiOquKXF+MTwogM86XTfsrmJjo7zAt+WxEBbnz89szeGntKV786ARP3T6GYN/Blf9OChm3zY5lWloQ63aVsWFvBVsPVzMtLYiZGcGE+qmRSiXEhnjY+6cIggByOUXlLWi7jeh6TJgtVgQBnBRSXFUKPNVO+Hup8DgjJNdPe5eBQ3mN7M6qp6m9By83J1bNi2PmmGCUZ9nTae8y8O5XBeRWtDE23o8Hbky8ICNJk9nK//syj2NFzdw8PYql0yLFWqDrlPqWbtZ8V0JKlDcLJ13d3oDiSmiIXG13XaONn58bhaXN/O6dw0QGuvGLVYNTr89HZWMn/1ybjcls5Udn6Yx6JtWaLrYdqeZYYRNmi0ConyuZcX6kRfsQGeRmD7sNZ84sVivVGh35lW1kl7VSWqtFAOJCPZgzNpRxCX5nDTcKgsDRwiY+3F6EyWzljrlxzMoIPqtwnGtcPQYzr23IIb+ynTvmxLJw4uW78FzJ37GraVyXaiVktlj58wfHaOs08PyDE4fV5n20EMNxl4Cr7Qs/2vSPa29WPe9uLbygsBzYeqG8vC6bumYdN02NYNm0qPPuMXXqjRwtaOJwgYayOi2CADKphMhAN0L91USHeqKQgptKiZNShkwqwWIVMJgs6PQm2rsMNHX0UNeso7pJZw/fhfmrGRfvx8TkgPO2Rmjp6OGTb0s4VdpCVJAbDy1JPq+P29n+LbU6A/9cm01Nk477b7Q107ucXOnfsSuNkRahLw9UsmFPOY/dknbVNCoUw3Eio0Z/6vX63eXEhngMu4jOx8OZ3/5gHB9/U8zmA1XklLVx/42Jg3oQnYl7n6fc3HGh6HpMFFa1U17fSUVDJ8eLmtl9qv6853V1lhPk68r01CBiQz1ICPcc0h2nwWRh++FqvjpUBRK4fXYs8yeEXrCTdV1LN//8LIuuHiNP3ppGesyV64YsMvI0tun5cn8l4xP8rhoBOh+iCImMKBKJhPsWJ1HddJTXv8jl9/eOH3YaqZNCxgM3JjEmxocPtxfxx/eOMiszhOXTowZkxDlCrVIwPtF/QBaaSu1MWWUruh6TPT1bIpHgrJT17Qkp7encQ8VssbIvu4EvD1TS3mVgfIIfd8yJuyjrlNyKVt74Ig+lXMqv7hp71ow7kesDQRD4YFshCrmUu+ZfffVAZ0MUIZERx8VZzhMr0vjzh8d59fMcfnV35iBftqEwLsGfxAgvvthTwY6TtRzIbWT++FDmjQvD3fXcYnQmapXCYaLDhdBrNLM/p5Gth6to6zQQE+J+0c4FgiDw3fFa1nxXSrCvC0/emo6vx9ATO0SuTU6WtFBY3cHqBfFXxT7QUBFFSOSyEOKn5kfLU3hlXQ6vf5HLkyvTh1U/1I+rs4K7F8QzZ1wIG/ZWsOVAFduP1DAx0Z+ZGSHEhLiPeMaYIAjUNOnYk1XPwbxGegwWYkM9uHdRIqlR3hd1fpPZwofbi9mX00BGrC8/XJosmpGKYLZYWburjCAfF2ZkXFstOsRvt8hlIz3Glx8sSuC9rYW8tSmPR5anXPBeSZCPKz++OZWG1m6+OVbLwbxG9uc24u+pYlyCH2NifYkOdr8goXOExWqloqGL7LJWjhc10dCqRy6TMj7BjzljQy+J+DW163nxoxNUNnaxbFoky6ZHDTujUOTaZG92A5o2PU/emn7NdcoVRUjksjJjTDC9RgtrviuBjXk8vCzlooQiyMeVHyxM4LZZMRwvauZwfiNfH61h6+FqFHIpcaEeRAe7E+bvRpC3C35DqFcymiy0aHtpaO2mpklHeUMnpbVaeo0WJBKID/Vk3rhQJiYHDHvv6GzklLfy9uZ8zBYrT6xMIzPu2th0Frl4LFYrWw9VERPizhgHjRCvdkQRErnsLJgQBoLAmh2l9KzL5rFbUi9oj+hMVE5ypqcHMT09CH2vmYKqdoqq2ymu7eCrg9VYz6hEcHGW4+IkR+UkRy6zrTQsFoFeo822R28w218rkUCIryuTUwJJDLc5J6hVl0Z4wBZm+WJvBVsPVRER5M4jS5MH9VQSub45WtBEi7aXVfPirsniZFGEREaFBRPDUTnJeX9bES9+dIInV6ZfsiZc/V1e+1NYTWYL9S16NO16mjt6MFqhpU1Pr9GMyWIFQC6V2rLjnBW4q5X4ejgT6O1CsI+rvZX3pUbTpuf/bc6nvL6TGWOCeOLOsXRpe0bkXCJXJ4IgsO1INUE+LowZhhnw1YQoQiKjxg1jgvFyc+KNjbn86YNj/Gh5yoj0w1HIZUQEuhERaKstGu0iR0EQ2HWyjk93liKXSnl0eQoTkwJwVsq58kovRUaTao2Oao2OexbEX7P7g9fWDpfIVUdqtA+/XT0eFyc5//PfU2w+UDkqjhiXi6aOHv7v01N8+HUxcSEe/OmhSUxMChjtYYlcoezLbkAukzIp+dr9jogrIZFRJ9jXld/dO573txWyfk85OeWt3Lc48bw2N1cTJrOVr49W8+X+SqRSCasXJpzTR05ExGK1cii/kbHxvpcsAeZKRBQhkSsClZOcR5alkB7jwyfflPDcf45w05RIFk8KP6s79dVCVmkLa74rQdPeQ2acL3fPj79im4+JXDlUNXbR3WtmwhluH9ciogiJXDFIJBKmpgaREunNf78rYeO+CvbnNLBiRjQTkwOuuph4WZ2W9XvKKahqJ9DbhZ/eNob0azDFVmRkyK9sRy6TkBzpPdpDGVFEERK54vBQO/Ho8lRmjmljzY5S3voyny2Hqlg6NZLxCf72xnJXIoIgUFqntZmtlrfi7qJg1dw4Zo8NuWSFsyLXB0U1HSSEeV7zjhnX9qcTuapJivTmufsncKRAw6Z9lby5MQ8f9zLmjgtlenrQJa3XuVhMZivHCpv49ngNFQ1dqFUKbp0Vw5yxIRddAyVyfaJp03ND+uVt2zEaiL8OkSsaqUTC5ORAJiYGcLKkmW+O1vDZzlLW7yknI9aHiUkBpEX7jFgtz7mwCgIlNR0cLWzicL6G7l4zgd4urF4Qz9TUoFEZk8i1RX9H4GsZUYRErgqkUgnjEvwZl+BPbZOO3Vn1HCnQcKyoGaVcSnKkN2nR3iRGeBHo7TJiWWf9/YnyKts4VWJrES6XSRkb78v09CCSI72vur0rkSsTqURC5HXQvkMUIZGrjlB/NXfPj+fOubEU12g5UdRMVlkLp0pbAFtDuohAN0L91IT5qwnyccXX0xk3lWLI4mS2WGnt7EXTpqeuuZvqJh2VjV1o2vQAOCllpEX7MDbelzExvtd83F7k8uPt4YzTVZ4ZOhTEX47IVYtMKiUpwoukCC/uEuJo6uihqLqD8notVY06dp6sw2S22l8vl0nxcFXi4eaEXCpBKZfakxzMFisGk4Ueg4UuvZEuvWnAubzdnYgIcGN6WiBxoZ6X1KFbRMQRAV7XRw8pUYRErgkkEgkBXi4EeLkwY4yt34rFaqWpvYfGNj3NHb10dBnQdhsxWQW6dAa6e819XVVBJpOglMvwVDsRH+qBp9oJb3dn/L1UBPu6XlFJECLXB0NxfL8WEEVI5JpFJpUS5OM6yHlhtL3jRESGgv91IkIjGk/Q6XQsWbKE2tpaAD799FOWLFnC0qVLeeaZZzAajSN5ehEREZGrFi+3a6eF97kYMRHKyspi1apVVFZWAlBRUcE777zDmjVr2LRpE1arlU8++WSkTi8iIiJyVePmqhztIVwWRkyEPvvsM5577jn8/W2+R0qlkueeew61Wo1EIiE+Pp76+vqROr2IiIjIVY3bdbIPOWJ7Qn/5y18G/B0SEkJISAgAbW1tfPzxx7z44osjdXoRERGRqxpnpQzh2u1qYueyJyZoNBoeeughVq5cyaRJk4b9fh8f9QiMamj4+bmN2rnPhTiu4XOljk0c1/C4lsfl63tlfrZLzWUVobKyMh566CFWr17NAw88cEHHaG3VjUrTsys1o0oc1/C5Uscmjmt4XG3jGq4wjda1biQ412e/bCKk0+l48MEH+elPf8rNN998uU4rIiIiInIFc9lKvtetW0dLSwvvvvsuy5cvZ/ny5bz88suX6/QiIiIiIlcgI74S2rFjBwD33Xcf991330ifTkRERETkKkI0vxIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTVEERIRERERGTXkoz2A4SKVSq7Lc58LcVzD50odmziu4SGO6+pHIgiCMNqDEBERERG5PhHDcSIiIiIio4YoQiIiIiIio4YoQiIiIiIio4YoQiIiIiIio4YoQiIiIiIio4YoQiIiIiIio4YoQiIiIiIio4YoQiIiIiIio4YoQiIiIiIio8ZVZ9tzuXj55ZfZvn07EomEW2+9lfvvv58DBw7w4osvYjAYWLx4MU899dQVMa5nnnmG48ePo1KpAHj88ceZP3/+ZR8bwN/+9jfa29v561//ekXMl6NxXQnztXr1atra2pDLbT/B559/nu7u7lGfL0fjWrNmzajP144dO/jXv/5FT08P06ZN49lnn70ivl+OxnUlfL+uKgSRQRw+fFi48847BZPJJPT09AizZ88WCgoKhJkzZwrV1dWCyWQSHnjgAWHXrl2jPq6ysjJhyZIlgkajuaxjccSBAweESZMmCb/61a+Enp6eUZ8vR+MSBGHU58tqtQrTp08XTCaT/bErYb4cjUsQRn++qqurhenTpwsNDQ2C0WgUVq1aJezatWvU5+ts4xrt+braEMNxDpg4cSIffPABcrmc1tZWLBYLnZ2dREREEBYWhlwuZ+nSpWzbtm3Ux+Xs7Ex9fT2/+c1vWLp0Ka+88gpWq/Wyjgugo6ODl156iUcffRSA7OzsUZ8vR+Pq6ekZ9fkqLy8H4IEHHmDZsmV89NFHV8R8ORrXlTBf33zzDTfeeCOBgYEoFApeeuklVCrVqM+Xo3ElJiaO+nxdbYgidBYUCgWvvPIKN910E1OmTKGpqQk/Pz/78/7+/mg0mlEfl9lsZvLkybzwwgt89tlnHDt2jHXr1l32cf3+97/nqaeewt3dHeCKma/vj6ulpWXU56uzs5MpU6bw2muv8d5777FmzRrq6+tHfb4cjWvjxo2jPl9VVVVYLBYeffRRli9fzieffHJFfL8cjctgMIz6fF1tiCJ0Dp588kkOHjxIQ0MDlZWVSCSn7dkFQRjw92iN6+DBg7z22mv4+/ujUqlYvXo1u3fvvqzjWbt2LUFBQUyZMsX+mNVqHfX5cjSusLCwUZ+vzMxM/v73v+Pm5oa3tze33norr7zyyqjPl6NxlZeXj/p8WSwWDh48yAsvvMCnn35KdnY2NTU1oz5fjsZ17NixUZ+vqw0xMcEBZWVlGI1GkpKSUKlULFiwgG3btiGTyeyvaW5uxt/ff9TH9dVXX+Hp6cnChQsB24+xf1P5cvHVV1/R3NzM8uXL0Wq16PV66urqRn2+HI3rscceY9myZaM6X8eOHcNkMtnFURAEQkJCaG5utr9mNObL0bjq6urYvn37qM6Xr68vU6ZMwdvbG4B58+ZdEb9HR+PasGEDrq6uozpfVxviSsgBtbW1PPvssxiNRoxGI9999x133nknFRUV9iX45s2bmTFjxqiPa8KECbzwwgtotVpMJhOffvrpZc/Eeffdd9m8eTMbN27kySefZM6cObz99tujPl+OxvXEE0+M+nx1dXXx97//HYPBgE6nY8OGDfzsZz8b9flyNK5777131Odr9uzZ7Nu3j87OTiwWC3v37mXRokWjPl+OxjVv3rxRn6+rDVGiHTBz5kyys7O5+eabkclkLFiwgJtuuglvb2+eeOIJDAYDM2fOZNGiRaM+rscffxwvLy9WrVqF2WxmwYIFLFmy5LKOyxFOTk789a9/HdX5ckRiYiIPP/zwqM7X7NmzycrK4uabb8ZqtXLXXXeRmZk56vPlaFwTJ04c9fkaM2YMDz30EHfddRcmk4lp06axatUqoqOjR3W+HI1r9erVyOXyK+73eCUjdlYVERERERk1xHCciIiIiMioIYqQiIiIiMioIYqQiIiIiMioIYqQiIiIiMioIYqQiIiIiMioIYqQyLCwWCy8++67rFixguXLl3PjjTfyP//zPxiNxvO+d86cOeTk5FyGUZ5m/fr1PPLII5flXGvXruXjjz8G4NVXX+X5558f0vssFguPPPIILS0tl3xMubm5/O53v7vkxxURuVSIIiQyLP7whz9w8uRJ3n//fTZu3Mi6deuoqKjgt7/97WgPbdQ5fvw4vb29w37ff/7zHyZOnIivr+8lH1Nqaipms5mdO3de8mOLiFwKxGJVkSFTW1vLl19+yb59+1Cr1QC4uLjwxz/+kRMnTgDw61//mri4OB588EGHfwMcPnyYf/zjHwQFBVFRUYFKpeLhhx/mww8/pKKiggULFvCb3/wGsPVreeONNzCZTDg7O/OrX/2KzMxMXn31Verq6mhubqauro6AgAD+53/+Z1jWLRqNhueff56GhgZMJhM33XQTjz76KLW1tdx3333MnDmTrKwsOjs7efrpp5k/fz49PT0899xzZGVl4ebmRmxsLABz585lx44d7N+/H2dnZ8DmSr169Wqam5vx9fXlH//4x6Dx9fT08P777/Pll18CthVUdXU1Go2G5uZmUlJSmDRpEl988QW1tbU8/fTTLFmyZMivA7jjjjv4wx/+wOzZs4f9by4iMtKIKyGRIZOXl0dsbKxdgPrx8/Oze2UNlZycHB5++GE2btyIWq3mrbfe4t///jfr16/nk08+QaPRUFlZyUsvvcRbb73FF198wZ/+9CeeeOIJ9Ho9YPM6e/nll9m2bRsqlYo1a9YMawxPP/00K1euZP369axbt44DBw7w1VdfAVBTU8P06dNZt24dP//5z3nhhRcAeP3117FYLGzdupX33nuP/Px8AObPn8+cOXO47777uPvuu+3H6B+fu7s7a9euHTSGQ4cOERUVhZeXl/2x48eP89prr7Fhwwb27NlDWVkZH3/8Mb/73e949dVXh/26jIwMqqurqampGdb8iIhcDsSVkMiQkUqll6w3SmhoKMnJyQCEh4fj5uaGUqnE29sbV1dXtFotR48epampifvuu8/+PolEQnV1NWDrr9QviMnJyWi12iGfX6/Xc/ToUbRaLS+//LL9scLCQtLT01EoFMycOdN+7I6ODgB2797NM888g1QqRa1Wc8stt1BUVOTwHNOmTbObWyYmJtLW1jboNeXl5YSHhw94bOrUqbi5uQG2FgU33HCDfZ76xzGc14FtvisqKggLCxvqFImIXBZEERIZMunp6ZSXl6PT6QashjQaDb/73e/s7QjOdIIymUwOj6VUKgf87chp2Gq1MmXKFP75z3/aH2toaMDf359vvvnGHvYCBp33fFitVgRBYM2aNfY2zG1tbTg5OdHe3o5CoUAqldqPfeY4zzxP/2scceZnOtv4JBLJIGEfytwM53X9z53pOi0icqUghuNEhkxAQABLly7lN7/5DTqdDgCdTscf/vAHPD09cXZ2xsvLi9zcXMAmTkeOHLng802ZMoX9+/dTVlYG2FYhy5Ytu6DN/++jVqvJyMjg3XffBWwN3VatWsV33313zvfNnDmTzz//HKvVSk9PD5s3b7aLlEwmw2w2D2scUVFRIx4mEwSB+vp6oqKiRvQ8IiIXgrgSEhkWzz33HK+//jp33nknMpkMo9HIvHnzeOKJJwBYvXo1v/jFL1i4cCGhoaFMnjz5gs8VGxvL888/z89+9jN7X5Y33ngDV1fXYR1n7969ZGZm2v92c3Njz549/O///i9/+tOfWLp0KUajkSVLlrBs2TJqa2vPeqxHHnmE559/nqVLl+Lm5oaPj499RTZjxgz++te/DmtsU6dO5be//S2dnZ327q+XmpycHMLDwwkODh6R44uIXAyii7aIyDDYsmULarWamTNnYrVaeeKJJ5g2bRp33XXXBR/zzTffRCaT8cMf/vASjvQ0v/71r1m0aBGzZs0akeOLiFwMYjhORGQYxMXF8cYbb7B8+XKWLFmCv78/t91220Ud84EHHuDQoUMDOqteKnJzc5FIJKIAiVyxiCshEREREZFRQ1wJiYiIiIiMGqIIiYiIiIiMGqIIiYiIiIiMGqIIiYiIiIiMGqIIiYiIiIiMGqIIiYiIiIiMGv8f+9VVnuZ76AEAAAAASUVORK5CYII=\n", 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" ] @@ -3603,30 +3619,22 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 67, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:434: UserWarning: The following kwargs were not used by contour: 'hue'\n", - " cset = contour_func(xx, yy, z, n_levels, **kwargs)\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 77, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3653,7 +3661,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 68, "metadata": { "colab": {}, "colab_type": "code", @@ -3666,7 +3674,7 @@ "[1, 4, 9, 16, 25, 36]" ] }, - "execution_count": 84, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -3694,7 +3702,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 69, "metadata": { "colab": {}, "colab_type": "code", @@ -3707,7 +3715,7 @@ "array([1, 2, 3, 4, 5, 6])" ] }, - "execution_count": 87, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -3721,7 +3729,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 70, "metadata": { "colab": {}, "colab_type": "code", @@ -3734,7 +3742,7 @@ "3.5" ] }, - "execution_count": 88, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -3746,7 +3754,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 71, "metadata": { "colab": {}, "colab_type": "code", @@ -3759,7 +3767,7 @@ "array([ 1, 4, 9, 16, 25, 36])" ] }, - "execution_count": 90, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -3773,7 +3781,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 72, "metadata": { "colab": {}, "colab_type": "code", @@ -3786,7 +3794,7 @@ "(2, 3)" ] }, - "execution_count": 94, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -3799,7 +3807,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 73, "metadata": { "colab": {}, "colab_type": "code", @@ -3812,7 +3820,7 @@ "array([ 4.66666667, 25.66666667])" ] }, - "execution_count": 99, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -3824,7 +3832,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 74, "metadata": { "colab": {}, "colab_type": "code", @@ -3837,7 +3845,7 @@ "array([ 8.5, 14.5, 22.5])" ] }, - "execution_count": 100, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -3849,7 +3857,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 75, "metadata": { "colab": {}, "colab_type": "code", @@ -3862,7 +3870,7 @@ "array([ 9, 36])" ] }, - "execution_count": 102, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -3874,7 +3882,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 76, "metadata": { "colab": {}, "colab_type": "code", @@ -3888,7 +3896,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 77, "metadata": { "colab": {}, "colab_type": "code", @@ -3897,66 +3905,270 @@ "outputs": [ { "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + "text/plain": [ + "193.87190082644628" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# this is nutritional info for starbucks items\n", + "# let's see if we can answer some questions\n", + "\n", + "# what is the average # calories across all items?\n", + "starbucks.head()\n", + "starbucks[\"Calories\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "ABX7i49FshvD" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Coffee', 'Classic Espresso Drinks', 'Signature Espresso Drinks',\n", + " 'Tazo® Tea Drinks', 'Shaken Iced Beverages', 'Smoothies',\n", + " 'Frappuccino® Blended Coffee', 'Frappuccino® Light Blended Coffee',\n", + " 'Frappuccino® Blended Crème'], dtype=object)" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# how many different categories of beverages are there?\n", + "starbucks[\"Beverage_category\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "P9QatZAzshvE" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Beverage_category\n", + "Classic Espresso Drinks 140.172414\n", + "Coffee 4.250000\n", + "Frappuccino® Blended Coffee 276.944444\n", + "Frappuccino® Blended Crème 233.076923\n", + "Frappuccino® Light Blended Coffee 162.500000\n", + "Shaken Iced Beverages 114.444444\n", + "Signature Espresso Drinks 250.000000\n", + "Smoothies 282.222222\n", + "Tazo® Tea Drinks 177.307692\n", + "Name: Calories, dtype: float64" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# what is the average # calories for each beverage category?\n", + "bev_cat = starbucks.groupby(\"Beverage_category\")\n", + "bev_cat[\"Calories\"]\n", + "bev_cat[\"Calories\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "y8KEpYNkshvG" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Beverage_prep\n", + "2% Milk 30.980000\n", + "Doppio 0.000000\n", + "Grande 20.000000\n", + "Grande Nonfat Milk 38.615385\n", + "Short 8.250000\n", + "Short Nonfat Milk 17.000000\n", + "Solo 0.000000\n", + "Soymilk 31.848485\n", + "Tall 14.714286\n", + "Tall Nonfat Milk 28.521739\n", + "Venti 27.714286\n", + "Venti Nonfat Milk 50.045455\n", + "Whole Milk 55.687500\n", + "Name: Sugars (g), dtype: float64" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# what beverage preparation includes the most sugar on average?\n", + "bev_prep = starbucks.groupby(\"Beverage_prep\")\n", + "bev_prep['Sugars (g)'].mean()\n", + "#whole milk preparation includes the most sugar (55 g)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "MnbCEJw8shvH" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Beverage\n", + "Banana Chocolate Smoothie 0.200000\n", + "Brewed Coffee 0.005000\n", + "Caffè Americano 0.015000\n", + "Caffè Latte 0.350000\n", + "Caffè Mocha (Without Whipped Cream) 0.300000\n", + "Cappuccino 0.225000\n", + "Caramel 0.110000\n", + "Caramel (Without Whipped Cream) 0.120000\n", + "Caramel Apple Spice (Without Whipped Cream) 0.000000\n", + "Caramel Macchiato 0.283333\n", + "Coffee 0.123333\n", + "Espresso 0.000000\n", + "Hot Chocolate (Without Whipped Cream) 0.350000\n", + "Iced Brewed Coffee (With Classic Syrup) 0.000000\n", + "Iced Brewed Coffee (With Milk & Classic Syrup) 0.080000\n", + "Java Chip 0.116667\n", + "Java Chip (Without Whipped Cream) 0.125556\n", + "Mocha 0.110000\n", + "Mocha (Without Whipped Cream) 0.120000\n", + "Orange Mango Banana Smoothie 0.100000\n", + "Shaken Iced Tazo® Tea (With Classic Syrup) 0.000000\n", + "Shaken Iced Tazo® Tea Lemonade (With Classic Syrup) 0.000000\n", + "Skinny Latte (Any Flavour) 0.337500\n", + "Strawberries & Crème (Without Whipped Cream) 0.150000\n", + "Strawberry Banana Smoothie 0.100000\n", + "Tazo® Chai Tea Latte 0.216667\n", + "Tazo® Full-Leaf Red Tea Latte (Vanilla Rooibos) 0.208333\n", + "Tazo® Full-Leaf Tea Latte 0.208333\n", + "Tazo® Green Tea Latte 0.391667\n", + "Tazo® Tea 0.000000\n", + "Vanilla Bean (Without Whipped Cream) 0.112500\n", + "Vanilla Latte (Or Other Flavoured Latte) 0.329167\n", + "White Chocolate Mocha (Without Whipped Cream) 0.412500\n", + "Name: Calcium, dtype: float64" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# what is the average % daily value calcium content for each beverage?\n", + "# HINT: make sure your columns have the datatypes you want\n", + "# (you can use more than one line for this one)\n", + "\n", + "starbucks['Calcium (% DV)'].dtypes\n", + "starbucks['Calcium'] = starbucks['Calcium (% DV)'].str.rstrip('%').astype('float') / 100.0\n", + "#starbucks['Calcium (DV)'] = pd.to_numeric(starbucks['Calcium (% DV)'], errors = 'ignore')\n", + "#starbucks['Calcium (% DV)'] = starbucks['Calcium (% DV)'].astype(float)\n", + "bev = starbucks.groupby(\"Beverage\")\n", + "bev['Calcium'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Nv5dksj_shvJ" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
Beverage_categoryBeverageBeverage_prepCaloriesTotal Fat (g)Trans Fat (g)Saturated Fat (g)Sodium (mg)Total Carbohydrates (g)Cholesterol (mg)Dietary Fibre (g)Sugars (g)Protein (g)Vitamin A (% DV)Vitamin C (% DV)Calcium (% DV)Iron (% DV)Caffeine (mg)
0CoffeeBrewed CoffeeShort30.10.00.0050000.30%0%0%0%
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", + " \n", " \n", " \n", " \n", @@ -3978,6 +4190,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -3999,6 +4212,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -4020,6 +4234,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -4041,6 +4256,7 @@ " \n", " \n", " \n", + " \n", " \n", " \n", "
Beverage_categoryBeverageBeverage_prepCaloriesTotal Fat (g)Trans Fat (g)Saturated Fat (g)Sodium (mg)Total Carbohydrates (g)Cholesterol (mg)Dietary Fibre (g)Sugars (g)Protein (g)Vitamin A (% DV)Vitamin C (% DV)Calcium (% DV)Iron (% DV)Caffeine (mg)Calcium
0CoffeeBrewed CoffeeShort30.10.00.0050000.30%0%0%0%1750.00
10%0%2600.00
20%0%3300.00
32%0%4100.02
420%0%750.20
\n", @@ -4075,236 +4291,202 @@ "3 1.0 0% 0% 2% 0% \n", "4 6.0 10% 0% 20% 0% \n", "\n", - " Caffeine (mg) \n", - "0 175 \n", - "1 260 \n", - "2 330 \n", - "3 410 \n", - "4 75 " + " Caffeine (mg) Calcium \n", + "0 175 0.00 \n", + "1 260 0.00 \n", + "2 330 0.00 \n", + "3 410 0.02 \n", + "4 75 0.20 " ] }, - "execution_count": 112, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# this is nutritional info for starbucks items\n", - "# let's see if we can answer some questions\n", - "\n", - "# what is the average # calories across all items?\n", + "# It's bulking season. What drink should Renee get so that she maximizes protein but minimizes calories?\n", + "# (you can use more than one line for this one)\n", + "# there are multiple valid approaches you can take for this (with different answers)\n", + "# I know that you want more calories for bulking season but whatever this is MDST, not Michigan Muscle Club okay\n", "starbucks.head()\n", - "starbucks[\"Calories\"].mean()" + "#starbucks.info()" ] }, { "cell_type": "code", - "execution_count": 113, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "ABX7i49FshvD" - }, + "execution_count": 83, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(['Coffee', 'Classic Espresso Drinks', 'Signature Espresso Drinks',\n", - " 'Tazo® Tea Drinks', 'Shaken Iced Beverages', 'Smoothies',\n", - " 'Frappuccino® Blended Coffee', 'Frappuccino® Light Blended Coffee',\n", - " 'Frappuccino® Blended Crème'], dtype=object)" + "Calories Banana Chocolate Smoothie\n", + "Protein (g) White Chocolate Mocha (Without Whipped Cream)\n", + "Name: Beverage, dtype: object" ] }, - "execution_count": 113, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# how many different categories of beverages are there?\n", - "starbucks[\"Beverage_category\"].unique()" + "starbucks['Beverage'].agg({'Calories': 'min', 'Protein (g)': 'max'})\n", + "#if renee values protein more, she should go with the Whie Chocolate Mocha drink. Otherwise, she should go with the banana chocolate smoothie drink." ] }, { "cell_type": "code", - "execution_count": 116, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "P9QatZAzshvE" - }, + "execution_count": 96, + "metadata": {}, "outputs": [ + { + "ename": "AssertionError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatterplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"Beverage\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"Calories\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstarbucks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mstarbucks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Calories\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/usr/local/anaconda3/lib/python3.8/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36mmin\u001b[0;34m(self, numeric_only, min_count)\u001b[0m\n\u001b[1;32m 1549\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_groupby_agg_method_template\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"min\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mno\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1550\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumeric_only\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmin_count\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1551\u001b[0;31m return self._agg_general(\n\u001b[0m\u001b[1;32m 1552\u001b[0m \u001b[0mnumeric_only\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnumeric_only\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmin_count\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmin_count\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malias\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"min\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnpfunc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1553\u001b[0m )\n", + "\u001b[0;32m/usr/local/anaconda3/lib/python3.8/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36m_agg_general\u001b[0;34m(self, numeric_only, min_count, alias, npfunc)\u001b[0m\n\u001b[1;32m 997\u001b[0m \u001b[0;31m# try a cython aggregation if we can\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 998\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 999\u001b[0;31m return self._cython_agg_general(\n\u001b[0m\u001b[1;32m 1000\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0malias\u001b[0m\u001b[0;34m,\u001b[0m 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up the mess left over from split blocks.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1132\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mlocs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msplit_items\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msplit_frames\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1133\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlocs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1134\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlocs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1135\u001b[0m \u001b[0mnew_items\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlocs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAssertionError\u001b[0m: " + ] + }, { "data": { + "image/png": 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\n", "text/plain": [ - "Beverage_category\n", - "Classic Espresso Drinks 140.172414\n", - "Coffee 4.250000\n", - "Frappuccino® Blended Coffee 276.944444\n", - "Frappuccino® Blended Crème 233.076923\n", - "Frappuccino® Light Blended Coffee 162.500000\n", - "Shaken Iced Beverages 114.444444\n", - "Signature Espresso Drinks 250.000000\n", - "Smoothies 282.222222\n", - "Tazo® Tea Drinks 177.307692\n", - "Name: Calories, dtype: float64" + "
" ] }, - "execution_count": 116, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "# what is the average # calories for each beverage category?\n", - "bev_cat = starbucks.groupby(\"Beverage_category\")\n", - "bev_cat[\"Calories\"]\n", - "bev_cat[\"Calories\"].mean()" + "sns.scatterplot(x = \"Beverage\", y = \"Calories\", data = starbucks)\n", + "starbucks.groupby(\"Calories\").min()" ] }, { "cell_type": "code", - "execution_count": 117, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "y8KEpYNkshvG" - }, + "execution_count": 84, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Beverage_prep\n", - "2% Milk 30.980000\n", - "Doppio 0.000000\n", - "Grande 20.000000\n", - "Grande Nonfat Milk 38.615385\n", - "Short 8.250000\n", - "Short Nonfat Milk 17.000000\n", - "Solo 0.000000\n", - "Soymilk 31.848485\n", - "Tall 14.714286\n", - "Tall Nonfat Milk 28.521739\n", - "Venti 27.714286\n", - "Venti Nonfat Milk 50.045455\n", - "Whole Milk 55.687500\n", - "Name: Sugars (g), dtype: float64" + "" ] }, - "execution_count": 117, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# what beverage preparation includes the most sugar on average?\n", - "bev_prep = starbucks.groupby(\"Beverage_prep\")\n", - "bev_prep['Sugars (g)'].mean()\n", - "#whole milk preparation includes the most sugar (55 g)" + "# plot the distribution of the number of calories in drinks using matplotlib\n", + "\n", + "starbucks[\"Calories\"].plot.hist(bins=30)" ] }, { "cell_type": "code", - "execution_count": 152, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "MnbCEJw8shvH" - }, + "execution_count": 85, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Beverage\n", - "Banana Chocolate Smoothie NaN\n", - "Brewed Coffee NaN\n", - "Caffè Americano NaN\n", - "Caffè Latte NaN\n", - "Caffè Mocha (Without Whipped Cream) NaN\n", - "Cappuccino NaN\n", - "Caramel NaN\n", - "Caramel (Without Whipped Cream) NaN\n", - "Caramel Apple Spice (Without Whipped Cream) NaN\n", - "Caramel Macchiato NaN\n", - "Coffee NaN\n", - "Espresso NaN\n", - "Hot Chocolate (Without Whipped Cream) NaN\n", - "Iced Brewed Coffee (With Classic Syrup) NaN\n", - "Iced Brewed Coffee (With Milk & Classic Syrup) NaN\n", - "Java Chip NaN\n", - "Java Chip (Without Whipped Cream) NaN\n", - "Mocha NaN\n", - "Mocha (Without Whipped Cream) NaN\n", - "Orange Mango Banana Smoothie NaN\n", - "Shaken Iced Tazo® Tea (With Classic Syrup) NaN\n", - "Shaken Iced Tazo® Tea Lemonade (With Classic Syrup) NaN\n", - "Skinny Latte (Any Flavour) NaN\n", - "Strawberries & Crème (Without Whipped Cream) NaN\n", - "Strawberry Banana Smoothie NaN\n", - "Tazo® Chai Tea Latte NaN\n", - "Tazo® Full-Leaf Red Tea Latte (Vanilla Rooibos) NaN\n", - "Tazo® Full-Leaf Tea Latte NaN\n", - "Tazo® Green Tea Latte NaN\n", - "Tazo® Tea NaN\n", - "Vanilla Bean (Without Whipped Cream) NaN\n", - "Vanilla Latte (Or Other Flavoured Latte) NaN\n", - "White Chocolate Mocha (Without Whipped Cream) NaN\n", - "Name: Calcium (% DV), dtype: float64" + "" ] }, - "execution_count": 152, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# what is the average % daily value calcium content for each beverage?\n", - "# HINT: make sure your columns have the datatypes you want\n", - "# (you can use more than one line for this one)\n", + "# plot the same distribution using seaborn. what about a density plot instead?\n", "\n", - "starbucks['Calcium (% DV)'].dtypes\n", - "starbucks['Calcium (DV)'] = pd.to_numeric(starbucks['Calcium (% DV)'], errors = 'ignore')\n", - "starbucks['Calcium (% DV)'] = starbucks['Calcium (% DV)'].astype(float)\n", - "bev = starbucks.groupby(\"Beverage\")\n", - "bev['Calcium (% DV)'].mean()" + "#sns.displot(starbucks, x=\"Calories\") --> not working\n", + "ax = sns.stripplot(x=starbucks[\"Calories\"])\n", + "ax" ] }, { "cell_type": "code", - "execution_count": 133, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "Nv5dksj_shvJ" - }, - "outputs": [], + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# It's bulking season. What drink should Renee get so that she maximizes protein but minimizes calories?\n", - "# (you can use more than one line for this one)\n", - "# there are multiple valid approaches you can take for this (with different answers)\n", - "# I know that you want more calories for bulking season but whatever this is MDST, not Michigan Muscle Club okay\n", - "\n", - "\n" + "# plot calories against total fat using seaborn\n", + "sns.scatterplot(data=starbucks, x=\"Total Fat (g)\", y=\"Calories\")" ] }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 155, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -4314,43 +4496,77 @@ } ], "source": [ - "# plot the distribution of the number of calories in drinks using matplotlib\n", + "# plot the distribution of calories in Short, Tall, Grande, and Venti drinks\n", + "# (you can use multiple lines for this)\n", + "# twist: you should also include the Nonfat Milk drinks that also have an associated size.\n", "\n", - "starbucks[\"Calories\"].plot.hist(bins=30)" + "sns.scatterplot(data=starbucks, x=\"Beverage\", y=\"Calories\", hue=\"Beverage_prep\")\n", + "\n", + "# you can decide how you want to visualize this. Colors? Small multiples? Density vs histogram?\n", + "# the starbucks is your oyster.\n" ] }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 88, "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "module 'seaborn' has no attribute 'displot'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# plot the same distribution using seaborn. what about a density plot instead?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstarbucks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Calories\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstripplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstarbucks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Calories\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'seaborn' has no attribute 'displot'" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# plot the same distribution using seaborn. what about a density plot instead?\n", - "\n", - "sns.displot(starbucks, x=\"Calories\")\n", - "ax = sns.stripplot(x=starbucks[\"Calories\"])\n", - "ax" + "sns.catplot(data=starbucks, x=\"Beverage\", y=\"Calories\", hue=\"Beverage_prep\")" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 92, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# plot calories against total fat using seaborn\n" + "\n", + "sns.countplot(x = \"Beverage_prep\", data=starbucks, hue=\"Calories\")" ] }, { @@ -4358,14 +4574,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# plot the distribution of calories in Short, Tall, Grande, and Venti drinks\n", - "# (you can use multiple lines for this)\n", - "# twist: you should also include the Nonfat Milk drinks that also have an associated size.\n", - "\n", - "# you can decide how you want to visualize this. Colors? Small multiples? Density vs histogram?\n", - "# the starbucks is your oyster.\n" - ] + "source": [] } ], "metadata": {