From 6023dbb0142802d769071bcad0ec4e86acd6ea48 Mon Sep 17 00:00:00 2001 From: Deepankar Sharma <74599435+ideepankarsharma2003@users.noreply.github.com> Date: Thu, 13 Apr 2023 21:40:10 +0530 Subject: [PATCH] corrected inconsistent variable names --- notebook/1 . EDA STUDENT PERFORMANCE .ipynb | 565 +++++++++++++++----- 1 file changed, 426 insertions(+), 139 deletions(-) diff --git a/notebook/1 . EDA STUDENT PERFORMANCE .ipynb b/notebook/1 . EDA STUDENT PERFORMANCE .ipynb index d2df5aa2..1b037cac 100644 --- a/notebook/1 . EDA STUDENT PERFORMANCE .ipynb +++ b/notebook/1 . EDA STUDENT PERFORMANCE .ipynb @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "id": "7eaae1d7", "metadata": {}, "outputs": [], @@ -74,12 +74,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "id": "57907087", "metadata": {}, "outputs": [], "source": [ - "df = pd.read_csv('data/stud.csv')" + "df = pd.read_csv('data/StudentsPerformance.csv')" ] }, { @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "id": "7d1a2a0b", "metadata": {}, "outputs": [ @@ -118,13 +118,13 @@ " \n", " \n", " gender\n", - " race_ethnicity\n", - " parental_level_of_education\n", + " race/ethnicity\n", + " parental level of education\n", " lunch\n", - " test_preparation_course\n", - " math_score\n", - " reading_score\n", - " writing_score\n", + " test preparation course\n", + " math score\n", + " reading score\n", + " writing score\n", " \n", " \n", " \n", @@ -188,14 +188,14 @@ "" ], "text/plain": [ - " gender race_ethnicity parental_level_of_education lunch \\\n", + " gender race/ethnicity parental level of education lunch \\\n", "0 female group B bachelor's degree standard \n", "1 female group C some college standard \n", "2 female group B master's degree standard \n", "3 male group A associate's degree free/reduced \n", "4 male group C some college standard \n", "\n", - " test_preparation_course math_score reading_score writing_score \n", + " test preparation course math score reading score writing score \n", "0 none 72 72 74 \n", "1 completed 69 90 88 \n", "2 none 90 95 93 \n", @@ -203,7 +203,7 @@ "4 none 76 78 75 " ] }, - "execution_count": 3, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "id": "417e5820", "metadata": {}, "outputs": [ @@ -232,7 +232,7 @@ "(1000, 8)" ] }, - "execution_count": 4, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "id": "707d6a7b", "metadata": {}, "outputs": [ @@ -297,17 +297,17 @@ "data": { "text/plain": [ "gender 0\n", - "race_ethnicity 0\n", - "parental_level_of_education 0\n", + "race/ethnicity 0\n", + "parental level of education 0\n", "lunch 0\n", - "test_preparation_course 0\n", - "math_score 0\n", - "reading_score 0\n", - "writing_score 0\n", + "test preparation course 0\n", + "math score 0\n", + "reading score 0\n", + "writing score 0\n", "dtype: int64" ] }, - "execution_count": 5, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -334,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 16, "id": "ae16686e", "metadata": {}, "outputs": [ @@ -344,7 +344,7 @@ "0" ] }, - "execution_count": 6, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -371,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 17, "id": "25f95bc8", "metadata": {}, "outputs": [ @@ -385,13 +385,13 @@ " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 gender 1000 non-null object\n", - " 1 race_ethnicity 1000 non-null object\n", - " 2 parental_level_of_education 1000 non-null object\n", + " 1 race/ethnicity 1000 non-null object\n", + " 2 parental level of education 1000 non-null object\n", " 3 lunch 1000 non-null object\n", - " 4 test_preparation_course 1000 non-null object\n", - " 5 math_score 1000 non-null int64 \n", - " 6 reading_score 1000 non-null int64 \n", - " 7 writing_score 1000 non-null int64 \n", + " 4 test preparation course 1000 non-null object\n", + " 5 math score 1000 non-null int64 \n", + " 6 reading score 1000 non-null int64 \n", + " 7 writing score 1000 non-null int64 \n", "dtypes: int64(3), object(5)\n", "memory usage: 62.6+ KB\n" ] @@ -412,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "id": "2c2b61b6", "metadata": {}, "outputs": [ @@ -420,17 +420,17 @@ "data": { "text/plain": [ "gender 2\n", - "race_ethnicity 5\n", - "parental_level_of_education 6\n", + "race/ethnicity 5\n", + "parental level of education 6\n", "lunch 2\n", - "test_preparation_course 2\n", - "math_score 81\n", - "reading_score 72\n", - "writing_score 77\n", + "test preparation course 2\n", + "math score 81\n", + "reading score 72\n", + "writing score 77\n", "dtype: int64" ] }, - "execution_count": 8, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -449,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 19, "id": "76c608dc", "metadata": {}, "outputs": [ @@ -474,9 +474,9 @@ " \n", " \n", " \n", - " math_score\n", - " reading_score\n", - " writing_score\n", + " math score\n", + " reading score\n", + " writing score\n", " \n", " \n", " \n", @@ -533,7 +533,7 @@ "" ], "text/plain": [ - " math_score reading_score writing_score\n", + " math score reading score writing score\n", "count 1000.00000 1000.000000 1000.000000\n", "mean 66.08900 69.169000 68.054000\n", "std 15.16308 14.600192 15.195657\n", @@ -544,7 +544,7 @@ "max 100.00000 100.000000 100.000000" ] }, - "execution_count": 9, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -574,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "id": "1afd3c09", "metadata": {}, "outputs": [ @@ -600,13 +600,13 @@ " \n", " \n", " gender\n", - " race_ethnicity\n", - " parental_level_of_education\n", + " race/ethnicity\n", + " parental level of education\n", " lunch\n", - " test_preparation_course\n", - " math_score\n", - " reading_score\n", - " writing_score\n", + " test preparation course\n", + " math score\n", + " reading score\n", + " writing score\n", " \n", " \n", " \n", @@ -670,14 +670,14 @@ "" ], "text/plain": [ - " gender race_ethnicity parental_level_of_education lunch \\\n", + " gender race/ethnicity parental level of education lunch \\\n", "0 female group B bachelor's degree standard \n", "1 female group C some college standard \n", "2 female group B master's degree standard \n", "3 male group A associate's degree free/reduced \n", "4 male group C some college standard \n", "\n", - " test_preparation_course math_score reading_score writing_score \n", + " test preparation course math score reading score writing score \n", "0 none 72 72 74 \n", "1 completed 69 90 88 \n", "2 none 90 95 93 \n", @@ -685,7 +685,7 @@ "4 none 76 78 75 " ] }, - "execution_count": 11, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -696,7 +696,24 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, + "id": "a84a71bd", + "metadata": {}, + "outputs": [], + "source": [ + "# rename a particular column name of dataframe\n", + "\n", + "df.rename(columns={'race/ethnicity': 'race_ethnicity'}, inplace=True)\n", + "df.rename(columns={'parental level of education': 'parental_level_of_education'}, inplace=True)\n", + "df.rename(columns={'test preparation course': 'test_preparation_course'}, inplace=True)\n", + "df.rename(columns={'math score': 'math_score'}, inplace=True)\n", + "df.rename(columns={'reading score': 'reading_score'}, inplace=True)\n", + "df.rename(columns={'writing score': 'writing_score'}, inplace=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "id": "b9081742", "metadata": {}, "outputs": [ @@ -732,7 +749,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 30, "id": "2dd97e26", "metadata": {}, "outputs": [ @@ -758,7 +775,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 31, "id": "ae2822d1", "metadata": {}, "outputs": [ @@ -830,7 +847,7 @@ "1 completed 69 90 88 " ] }, - "execution_count": 15, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -857,7 +874,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 32, "id": "3ffbfdf7", "metadata": {}, "outputs": [ @@ -987,7 +1004,7 @@ "4 229 76.333333 " ] }, - "execution_count": 16, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1000,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 33, "id": "26dc3844", "metadata": {}, "outputs": [ @@ -1026,7 +1043,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 34, "id": "572c8a75", "metadata": {}, "outputs": [ @@ -1081,18 +1098,20 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 35, "id": "c2510266", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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v8rvf/Y7Pf/7z3HvvvSQnJ1NWVsYLL7zA73//eywWy6Cy9IeKZiIiIiIiIiJhzOFwMKm4GGdnZ0DH7d2iJ4FT6ygPm3l+/OMfk5aWxtKlSzl48CCJiYnMnj2b+++/f9Bjms1mXnjhBb797W8zdepUJk6cyC9/+Usuuuii016TnZ3N+vXr+e53v8tll12Gy+VizJgxXHHFFZjN5kFn6Q8VzURERERERETCWENDA87OTm787v+QkV845PFK3lvDm8/+L11dXQFIJwCpqalERUfzl0e+E7I5o6KjSU1N7ff777zzTu68886+700mE3fccQd33HHHKd9/0UUX4fP5TnjuS1/6El/60pdOeO6HP/whP/zhD/u+X7JkCXv37j3hPR8dZ+zYsR8bt6ioiJdffrnfP0ugqGgmIiIiIiIiMgJk5BeSWzRlyOOEajXUaJKfn8++kpKAbaHtj9TUVPLz80M230ikopmIiIiIiIiISJDl5+eriBVmgrv5U0REREREREREJAypaCYiIiIiIiIiInISFc1EREREREREREROoqKZiIiIiIiIiIjISdQIQERERERERET6zev1Ud3aRXWzk5rWLkwmE5ERZhKirUzMiCMu0mp0RJGAUNFMRERERERERM7K6/Oxv6aNzRWNtDjdp3zP+rJjjEmJZsG4FDLiI0OcUCSwVDQTERERERERkTM61u7izd01HOvoBiAywkxOUhRZCVFEmE043R6ONDk52uzk8LFOKhs7WViYyuz8RGODiwyBimYiIiIiIiIicloHattYXlKL2+MjMsLMnDFJzMhLxGr5+DHpzZ3drCtroLy+g3VlDVQ2dTIryoDQw5DD4aChoSFk86WmppKfnx+y+U7lS1/6Es3Nzfzzn/80NMdgqWgmIiIiIiIiIqe05VAjG8qPAZCbFMWVUzOJtp2+lJAYbeMT07LYU9XKmgP1HD7WSXdUBJgtoYo8LDkcDoqLJ9HZ6QzZnNHRUZSU7DO8cBbOVDQTERERERERkY+pdMdw8HjBbM6YJBaOS8FsNp31OpPJxNScBBKjrfzzgyqqnWZSr7oLr88X7MjDVkNDA52dTv58/w0U56cFfb4SRz03PfwiDQ0NKpoNgYpmIiIiIiIiInKC2FlXcdCdAMCCcSmcU5A84DFyk6L5xLQsXttxlJgpF/H3ve3MnRPopOGlOD+N2RNyjI5xShdddBHTpk3DYrHw7LPPYrPZeOihh/jCF77At771Lf7+97+TkZHBr371K6688ko8Hg+33norK1eupKamhvz8fL7xjW9wxx13nHYOr9fLI488wtNPP01NTQ0TJkzggQce4NOf/nQIf9L+U9FMRESGpKSkZNDXDodzFkRERETkRE3EkLzkNgDmjU0aVMGsV0FqDLOTPWxrjODFve18rrKZmXmJAUoqgfbss89y77338t577/G3v/2Nr3/967zyyitcd9113H///Tz22GPcfPPNOBwOrFYrubm5vPTSS6SkpLBhwwZuvfVWsrKyuOGGG045/tKlS/nzn//MU089RVFREe+++y433XQTaWlpXHjhhSH+ac9ORTMRERmU9sZ2AG666aZBjxEVHcU+nbMgIiIiMmy0Ot3sJxuT2UKmpYMF48YPecwxMV7eXf8uMcUX8PVnN/GLy1KJjPh4E4GB0IevwTFjxgy+//3vA3Dffffx05/+lNTUVL761a8C8IMf/IAnn3ySnTt3cu655/KjH/2o79qCggI2btzIiy++eMqimcvl4uGHH2b58uUsWLAAgHHjxrFu3Tp++9vfqmgmIiIjR1d7FwCLv7GYohlFA76+/nA9rzz8is5ZEBERERkmejxeXt9VTQ8RuKoPUDQuFpPp7GeYnU1bUz2Ny57AnlNMNWlc8/0/0PjOU0MaMyo6mn0lJbqPDLDp06f3PbZYLKSkpDBt2rS+5zIyMgCoq6sD4IknnuCPf/wjDocDp9NJd3c3M2fOPOXYZWVldHZ2cumll57wfHd3N7NmzQrwTxIYKpqJiMiQJOUkkTUhy+gYIiIiIjJEGw8eo67NRQQ9HPnnUsz/+ZOAjOtsb8Xr6mC8uY5DpBE3+xN88qrLSbQNrjFAraOcvzzyHX34GgRWq/WE700m0wnP9RZRvV4vL7zwAvfccw+/+MUvWLBgAXFxcfzP//wPmzdvPuXY7e3+nSqvv/46OTknnutmt9sD+WMEjIpmIiIiIiIiIqNcdYuT9x3NAEygmvLW+oDPMSY9CWtsLKV17Rzojue6yTkBWckmxli/fj0LFy7kG9/4Rt9z5eXlp33/5MmTsdvtOByOYbkV81RUNBMREREREREZxXo8Xt7ZW4sPKM6MI7mmPWhzLRqfysH6DiobnRw61klBakzQ5pLgKioq4rnnnmPZsmUUFBTwf//3f2zZsoWCgoJTvj8uLo577rmHu+66C6/Xy3nnnUdLSwvr168nPj6eW265JcQ/wdmpaCYiIiIiIiIyim2qaKSp002MzcIFE9LYUxO8uRKirMzMS2Sbo4l1pQ2MSY7GbB49q81KHIFfwWfUPLfddhvvv/8+n/3sZzGZTHz+85/nG9/4Bm+++eZpr/nxj39MWloaS5cu5eDBgyQmJjJ79mzuv//+oOcdDBXNREREREREREappo5u3nc0AXDxpHQirZagzzlvbBJ7q1tp7Oxmf20bxVnxQZ/TaKmpqURHR3HTwy+GbM7o6ChSU1P7/f7Vq1d/7LlDhw597Dmf78Oz6J555hmeeeaZE15funRp3+M//elPJ7xmMpm44447uOOOO/qdy0gqmomIiIiIiIiMUu+W1uP1QUFqDOPSYkMyp91qYVZ+IhvKj7HtcBOTMuNG/Nlm+fn5lJTso6GhIWRzpqamqlHCEKloJiIiIiIiIjIKHWro4NCxTswmOL+o/yuSAmF6TgJbDzVxrKN71Jxtlp+fryJWmFHRTERERERERGQEaGhowBJb3a/3en0+VpZ3AlCUbKWr5RjVLf7Xmpubg5TwQ3arhak58Wx3NLP1UOOoKJpJ+FHRTEQkjDkcjkEv8S4pKQlwGhERERExQnW1v1D28ssvY4lN7tc1toxCoovm4+3uYvO/XmKzx933WnddBQCdnZ2BD/sRs/KT2FHZQlVLF1XNTrITo4I6n8hAqWgmIhKmHA4Hk4on4ex0Dmmc9vbgtRQXERERkeDrXRm2eNY4Jk0sOuv7PT4Tb7SOwemDOQmtFF0584TXN21ws7YUXN3dQUj7oVh7BJOy4thT1cp2R5OKZjLsqGgmIhKmGhoacHY6ue7+60gbkzbg60s3l7Lqj6vo6uoa0HU+n4+mriZaaYUUcPvcZ79IRERERIIuKTaSrJSzd6L8oDkKp89KrMXDwkwfEeYTr4mPsgUr4sfMzEtkT1UrFQ0ddLh6iLGPjDLFRztMSugF6vd/ZPxpFBEZxdLGpJE1IWvA1zU4Brat81DzIXbU7KCsqYz27nawArfDv3r+xY4PdlCUXMTsrNlEW6MHnEVEREREQsPthS3N/vPDzknuIMJsbJ7UWDtZCZFUt3Sxp7qVc8b2b3vpcGW1WgH/1taoKK2cM0r38VWSFotlSOOoaCYiImfU0tXCsvJllDR8eAZahDkCs8dMt6sbX6QPR4sDR4uDdY51nJd/HvNz5mO1WA1MLSIiIiKnsrMlmk6PhYSIHibHDe2Yj0CZmpPgL5odbWHemCRMJpPRkQbNYrGQmJhIXV0dANHR0WH984Qjr9dLfX090dHRREQMreylopmIiJzW/ob9/KPkH7i9bkyYmJU1iylpU8hPyKdkZQkv//RlLn/ociwFFrZVbaO2o5YVFSv4oOYDbphyA+kx6Ub/CCIiIiJyXI8Xtrf4dwWck9SBZZjUcorSY1lzoJ7Wrh4cjZ2MSQnvTpqZmZkAfYUzCT2z2Ux+fv6QC5YqmomIyCltr97Ovw78Cx8+8uPzuaroKjJiMz72vhhTDNOypzE3ay676nax/OByjjmP8fvtv+fqCVczPWO6AelFRERE5GT72qPo9FiIjfAwMW5g59oGk9Vipjgzjh1HWth1tCXsi2Ymk4msrCzS09Nxu3X+rxFsNhtm89D3HqtoJiIiH7PpyCaWlS8DYGbmTK6ZcA1m05n/o2MymZieMZ3xyeN5ueRlypvKeWXfK7R1t7Eob1EoYouIiIjIaXh9sK3Zv8psdkLnsFll1mtqTgI7jrRwsKGDzu4eom3hX66wWCxDPlNLjGXwkX8iIjLc7G/Y31cwW5S3iH+b8G9nLZh9VLQ1mi9M+0JfoWz5weWsc6wLSlYRERER6Z/yDjvN7gjsZi9T4ofHWWYflRprJyPejs8HpbXtRscRAVQ0ExGRj6jvqOflfS8DMCdrDkvGLRnUOQBmk5kl45Zw0diLAFhRsYL1lesDGVVERERE+snng23HO2bOSOjEZvYZnOjUJmbEAbC/ts3gJCJ+KpqJiAgArh4Xf939V7o93YxJGMOV468c8pgXjrmQiwsuBvwrzvbW7x3ymCIiIiIyMNUuK7UuKxaTjxkJnUbHOa0Jx4tm1S1dtDh1FpgYL/w3CYuISEAsr1hOU1cTCfYEPjP5M1jMgTl/4fz882nvbue9o+/xyr5XSLAnkBOf0/d6SUnJoMdOTU0lPz8/EDFFRERERqwdxztmToztItoyPFeZAcTYI8hLiqKyycmB2jbmjU02OpKMciqaiYgIh5oPsbVqKwDXTryWGFtgOxZdXng5Tc4mShtLeWHPC9w25zbaG/1nVdx0002DHjcqOop9JftUOBMRERE5jfYeM2XtdgBmDuNVZr0mZsZR2eRkf42KZmI8Fc1EREa5Hl8Pr+5/FfCfY1aQVBDwOcwmM9cXX88f3v8D9Z31vFLyCjPaZwCw+BuLKZpRNOAx6w/X88rDr9DQ0KCimYiIiMhp7G6NwouJ7Mhu0uw9Rsc5q/FpsazaV8+xjm4a2l2kxtqNjiSjmIpmIiKj3D7vPpq6moi3x3PpuEuDNo89ws5nJn+Gp7c/zcHmg0SaIwFIykkia0JW0OYVERERGa08PtjVGgUwrM8y+yi71cLY1GjK6zvYX9NG6ngVzcQ4agQgIjKaJUCZtwyAq8ZfhT0iuDclaTFpXFV0FQAl5hLIC+p0IiIiIqNaWXsknR4LMRYPhTEuo+P02/j0WADK69sNTiKjnYpmIiKj2cXgxcvYhLFMSJkQkilnZsxkWvo0fCYfXAsenyck84qIiIiMNruPrzKbGu/EYjI4zAAUpMZgNkFTp5vGjm6j48gopqKZiMgo1UQT+I8V49LCSzGZQnMnZTKZuKroKiJ9kZAKe717QzKviIiIyGjS1G3hSJcN8DEl3ml0nAGxR1jIS/J3/NRqMzGSimYiIqPUbstuAPJMeWTHZYd07siISGZ5ZgFQ6i3lSOuRkM4vIiIiMtLtafOvMhsT3U1chNfgNANXqC2aMgwYWjTzeDw88MADFBQUEBUVRWFhIT/+8Y/x+Xx97/H5fPzgBz8gKyuLqKgolixZQmlpqYGpRUTC3+Hmw9Sb68EDky2TDcmQ5cuCnf7Hr+5/FY9X2zRFREREAsHjg5I2f9OlqXHhtcqs17jUGABqW120dbkNTiOjlaFFs0ceeYQnn3ySX//615SUlPDII4/ws5/9jF/96ld97/nZz37GL3/5S5566ik2b95MTEwMl19+OV1dXQYmFxEJb2sda/0P3ocYU4xxQd4EGzbqO+t57+h7xuUQERERGUEqOux0eixEWzwUhFEDgI+KsUeQleAv/B2s7zA4jYxWhhbNNmzYwLXXXssnPvEJxo4dy6c//Wkuu+wy3nvP/w8nn8/H448/zve//32uvfZapk+fznPPPUdVVRX//Oc/jYwuIhK2qtqqKG8qx+QzwXqDwzhhqmUqAKsPr6bN1WZwIBEREZHw17s1sziuK6waAJxsfJp/i2aZtmiKQQwtmi1cuJAVK1Zw4MABAHbs2MG6deu48sorAaioqKCmpoYlS5b0XZOQkMD8+fPZuHHjKcd0uVy0trae8CUiIh/qXWWW58uDJoPDAGNMY8iJy6Hb083yg8uNjiMiIiIS1jp6zBzutAEwJUy3ZvYal+bfEVHV7MTVo6M8JPQMLZp973vf43Of+xyTJk3CarUya9Ys7rzzTm688UYAampqAMjIyDjhuoyMjL7XTrZ06VISEhL6vvLy8oL7Q4iIhJG6jjr2NewDYIJngsFp/Hq7aQLsrNuJo8VhcCIRERGR8LW/PRIfJrLs3STZwrvQlBhtIynaitcHjmOdRseRUcjQotmLL77IX/7yF55//nm2b9/Os88+y89//nOeffbZQY9533330dLS0vdVWVkZwMQiIuFt05FNABSnFhNPvMFpPpQdl82sTH83zXfK3zmhIYyIiIiI9F9vA4BJcSPjHPCxxxsCVBzTuWYSeoYWzb7zne/0rTabNm0aN998M3fddRdLly4FIDMzE4Da2toTrqutre177WR2u534+PgTvkREBDq6O9hZ629XeW7uuQan+bjFYxdjNVs50naEkoYSo+OIiIiIhJ12cywN3VYs+JgQO0KKZin+otnhY536YFVCztCiWWdnJ2bziREsFgterxeAgoICMjMzWbFiRd/rra2tbN68mQULFoQ0q4hIuNtWvQ2Pz0NWbBZ58cNv63qcPY4Fuf6/21dUrMDjDe/tBCIiIiKhVhvhX1xSEOMi0jIyCkw5iVFYLSY6uz3UtYVnJ1AJX4YWza655hp+8pOf8Prrr3Po0CFeeeUVHn30Ua677jrAf87NnXfeyUMPPcSrr77Krl27+OIXv0h2djaf/OQnjYwuIhJWPF4PW6u2AjA/dz4m0/Bso7QwbyHR1mganY1sq95mdBwRERGR8GEyU2fxnwdePEK2ZgJYzCbyk6MBONSgLZoSWoYWzX71q1/x6U9/mm984xsUFxdzzz33cNttt/HjH/+47z333nsvt99+O7feeivz5s2jvb2dt956i8jISAOTi4iEl70Ne2nrbiPGGsOUtClGxzkte4Sdi8ZcBPi7fLo9bmMDiYiIiISJyDEz6DbbiTR7GRM9slZk9W7RPKRmABJiEUZOHhcXx+OPP87jjz9+2veYTCYefPBBHnzwwdAFExEZYd47+h4Ac7PnEmE29K/+s5qdNZv1letpcbWwtXpr35ZNERERETm9mMkXAFAU24VleG4qGLTeZgA1rV10dvcYnEZGE0NXmomISPDVttdypPUIZpOZudlzjY5zVhazhQvG+G/61jvWa7WZSJj64Q9/iMlkOuFr0qRJfa93dXXxzW9+k5SUFGJjY7n++us/1vxJRET6p8cL0RMWAjBxhDQA+KhYewRpsXYAHFptJiGkopmIyAjXezbYxJSJxNpiDU7TPzMyZpAYmUiHu4MtVVuMjiMigzRlyhSqq6v7vtatW9f32l133cVrr73GSy+9xJo1a6iqquJTn/qUgWlFRMLXgfYIzPYYbN4usiNH5geO+Sn+c80cjSqaSeioaCYiMoK5PW521u4EYE7WHIPT9J/FbOH8/PMBWF+5nm5Pt8GJRGQwIiIiyMzM7PtKTU0FoKWlhT/84Q88+uijXHzxxcyZM4dnnnmGDRs2sGnTJoNTi4iEn53NNgDSPXUM035PQ9bbDMDR2IlvZDQGlTCgopmIyAi2p34PLo+LxMhExiWNMzrOgPSuNut0d/J+zftGxxGRQSgtLSU7O5tx48Zx44034nA4ANi2bRtut5slS5b0vXfSpEnk5+ezceNGo+KKiISlzu4e9rVaAUjrGbnb3LMTIrGYTXR0e2h1j9DKoAw7w/s0aBERGZLerZmzs2ZjCrOPHS1mCwvzFvJG6RtsrNzI3Ky5WMwWo2OJSD/Nnz+fP/3pT0ycOJHq6mp+9KMfcf7557N7925qamqw2WwkJiaecE1GRgY1NTWnHdPlcuFyfdgRrrW1NVjxRUTCxvKSOtw+E+6mKuJsbQEdu621lerq6iGP09zcPOQxIixmchKjcDR2UtcVXve1Er5UNBMRGaHqOur6GgDMypxldJxBmZkxkzWH1tDiamFP/R6mZ0w3OpKI9NOVV17Z93j69OnMnz+fMWPG8OKLLxIVFTWoMZcuXcqPfvSjQEUUERkRXttRBUBnybuYZqQHZMwutweArVu38v6+g0Mer7uuAoDOzqGdRzYmORpHYye1Xdo0J6GhopmIyAj1Qc0HAExInhA2DQBOZrVYmZ8zn5WHVrK+cj3T0qeF3Yo5EfFLTExkwoQJlJWVcemll9Ld3U1zc/MJq81qa2vJzMw87Rj33Xcfd999d9/3ra2t5OXlBTO2iMiw1u7qYc2BegA69q2HGdcFZNzuHn/RbEZhOgvnDf3D100b3KwtBVf30M6pzTt+rlmDywQWlTMk+PSnTERkBPJ4PX0NAGZmzjQ2zBDNzZ7Lusp11HXUUdpYyoSUCUZHEpFBaG9vp7y8nJtvvpk5c+ZgtVpZsWIF119/PQD79+/H4XCwYMGC045ht9ux2+2hiiwiMuyt3FdHd4+XFJuHw/UVAR8/JtJKVkr8kMeJj7IFIA2kxtqItlno7PZgzykOyJgiZ6I1jSIiI1BZYxkd7g5irDGMTx5vdJwhibJG9XX+3HREXfVEwsU999zDmjVrOHToEBs2bOC6667DYrHw+c9/noSEBL7yla9w9913s2rVKrZt28aXv/xlFixYwLnnnmt0dBGRsPHWbv95Y1MT3AYnCQ2TydTXRTNqbHgePyLhRSvNRERGoB21OwCYljFtRByePz9nPpuObKKiuYLa9loyYjOMjiQiZ3HkyBE+//nPc+zYMdLS0jjvvPPYtGkTaWlpADz22GOYzWauv/56XC4Xl19+Ob/5zW8MTi0iEj46u3tYtc+/NXPKKCmaAeQnR7Ovpo3IMTONjiKjgIpmIiIjTKe7k/3H9gP+g/RHgoTIBIpTi9nbsJfNRzfzbxP/zehIInIWL7zwwhlfj4yM5IknnuCJJ54IUSIRkZFlzf56nG4PeclRZEc2Gx0nZHKT/M1kbJmFdLq9BqeRkU7bM0VERphdtbvw+rxkxWaNqBVZ83PnA7Crbhed7qF1XhIREREJd2/srgHgqqlZjKY+SXGRVmIifJjMFkoahtZYQORsVDQTERlhdtb5GwDMyJxhcJLAyovPIzM2kx5vD9urtxsdR0RERMQwXW4PK0tqAbhi6um7Do9UaXb/CrM9dSqaSXCpaCYiMoIc6zxGVVsVJkxMTZtqdJyAMplMzM/xrzbbUrUFr0/L8UVERGR02lDeQEe3h6yESGbmJRodJ+TSIn0A7K5X0UyCS0UzEZERZFfdLgAKkwqJscUYnCbwpqZPJdoaTaurFYfLYXQcEREREUO8s9e/ymxJcQam0bQ387jU4yvNDja5ae0aPU0QJPTUCEBEZITw+XzsrtsNwNSMkbXKrFeEOYKZGTPZcGQDJZ0lRscRERERCTmv18fykjoALp3cv/NrI7zdjOvaQ0pPDVHeDiJ8buqsOVTZCqi35uAzhdd6mugIcDdWYU3OZuuhRi6eNHLO8ZXhRUUzEZERorq9mmPOY0SYI5iUMsnoOEEzJ3sOG45soNJVCYlGpxEREREJrQ+ONFPf5iLOHsG541LO+N64nkbmt73DBOf72H2uE16bcvzXJksa6xOuojRyBuHUUaCrchfW5Gw2HVTRTIJHRTMRkRGid2vmxJSJ2CPsBqcJnuSoZAoSC6horoDZRqcRERERCa3lx7dmXjgxDVvEaVaI+bzM7FjHotbXsfn85361WJI5bJ9IpyUOHyYyux1kd1eQ5Knn6sZnqbKN5c2km2mNSA7VjzIkLscu4mZczsbyY0ZHkRFMRTMRkRHA6/Oyp24PANPSpxmcJvjmZM/xF81mgdurcyxERERk9Og9z+x0WzNtXifXND5DvqsUgKO2AjbEX8UR2zg4aRum1dvFnPbVzGlfRXb3IT5X/xivpvxHcH+AAOly+D8w3lPVQovTTUKU1eBEMhKF18ZlERE5pcPNh2nrbiMyIpLxyeONjhN0k1ImEWWOgjhYW7vW6DgiIiIiIXGooYPSunYizCYumpj+sdeTzB3cUP8r8l2ldJtsrEi4nhdTv8UR+/iPFcwA3OZINsVfwbPp36POmkOMt53P1D/BooS6UPw4Q+JpP0ZWrAWvD7YeajQ6joxQWmkmIjIC9G7NnJw2GYvZYnCa4LOYLUyImsCOjh08v/d5Ls66eFDjpKamkp+fH+B0IiIiIsHRu8ps/rjkj62sGpdk4oH4V0np6aDDHMcrKbdRb8vp17jtEUm8mHo7VzU9x7iuvfywYAerc4f/PeXUdBvV7U42lh/jkmKdayaBp6KZiEiY8/g87K3fC4yOrZm9crtz2cEO3m9/nzkXzoH2gY8RFR3FvpJ9KpyJiIjIWTkcDhoaGgI23mA+vOvbmnlSgSiyp4W3b4ohxdLBsYh0Xkm5jbYBnk3mNtt5NfnfuabxGQq79vDa56P4Tl3bgMYItanpdt456GRThc41k+BQ0UxEJMxVuipxeVzE2eIYkzDG6DghY++0Qw2QB/N/NJ8ZsTMGdH394XpeefgVGhoaVDQTERGRM3I4HBQXT6Kz0xmwMaOjoygZwId3jR3dbD3s34a45KPnmXW1sLjqCZKTzdR54ngl85t0WuIHlclnsvBG0s0sKXuY4phWHspexz+9F9JtjhzUeME2Jc0GwJ6qVp1rJkGhopmISJgrdfoPeZ2aPhVTGLUJD4gPgDw46DnI5UWXj76fX0REREKioaGBzk4nf77/Borz04Y8XomjnpsefnFAH96tKKnF64PirHhyk6L9T3o98NKXSHYdoabdyy/cV5KdP7iCWa8es537ymfzv/krGZPYzuLmf7As+cYhjRksyVEWxqXGcLChgy0VjScWE0UCQEUzEZFwZgdHlwMYXVsz++wG8zVm6jvrqWqrIie+f+d2iIiIiAxGcX4asycYc79xyq6Zq34C5SvpMdm48i+NTP90PNkBmKuxx84XXnby7pdjmOzcSkXnZA5EzwrAyIF3bmEKBxs62HjwmIpmEnDqnikiEs4mgQcPqdGpZMZmGp0m9FyQY/LfuH5Q+4GxWURERESCpMvtYW2p/zy1y3oLQyWvwdpfALAp40Y+qPEGdM4NlR5eaCwG4JLml4jtaQro+IFy7rgUADYd1LlmEngqmomIhLPji8umpU8btVsT883+LQ176vbg8XoMTiMiIiISeOvLGnC6PWQlRDIlOx4aK+CVr/tfPPebHI6bF5R5/9I4mWprPpE+Jxe3/CMocwzVuQX+hgd7q1tp6XQbnEZGGhXNRETCVENXA4zzP56aPtXYMAZKN6UTa4vF2eOkrLHM6DgiIiIiAde7NXNJcQYmbw+8/FXoboP8BXDpj4I2rwczbyd9AQ9mCrv2MM65O2hzDVZ6fCTj0mLw+WCzumhKgKloJiISpt6pegfMkG5NJzlqYC3FRxKTycSUtCkA7K4bfjdyIiIiIkPh9fpYXlIHHD/PbM3P4MgWiEyAT/0OLMHtGNlozWB77EUAXNTyChHe7qDONxgL+rZoNhqcREYaFc1ERMLUW0ffAmB81HiDkxhvesZ0APYd24erx2VwGhEREZHA2VPVSkO7ixibhfnWMlj7c/8LVz8OiXkhybAp7jJaLYkkeBo5p315SOYciHOOb9HcelhFMwksdc8UEQlD5Y3l7G7eDV4YFznO6DiGy4rNIjkqmUZnI/uO7WNGxgyjI4mIiIgExKr9/lVmiwqTsL96G/i8MOMLMPVTIcvQY7azOuE6/q3xGea0rWJX9ALaIpJCNv/plJSUABDV6T/XdvfRFtZv3kqUdeDrg1JTU8nPzw9oPgl/KpqJiIShv+7+q//BQYjOiTY2zDBgMpmYlj6NNYfXsLt2t4pmIiIiMmL0Fs0WezZAUwXE58KVj4Q8R3nkNBy28eR3l7Gw9Q2WJd8Y8gy9WhvrAbjpppv6nsv52h+ISMhgyWf/g67DOwY8ZlR0NPtKSlQ4kxOoaCYiEmZ8Ph9/2fUX/ze7gPMNjTNs9BbNypvK6ejuIMYWY3QkERERkSFp7Ojmg8pmAC46/EswAf/2vxAZH/owJhPrEq7hC/WPUezcxjb3RTRYc0KfA3C2twLwidv+i4nT5wDwXoOFyk646NYHmZw4sI7qtY5y/vLId2hoaFDRTE6gopmISJj5oOYD9jXsw2a20b1v+B3EapSU6BSy47KpaquipKGEudlzjY4kIiIiMiTvHqjH54NJETVkmRph9hdh/BLD8tTa8tkfNZOJzg84r+Vf/DP1NsOyAKRkjyG3yN8Qqimqhcr9dbRZYsktyjU0l4wcagQgIhJmnt/1PADnZ5wPOvP+BJPTJgOwp36PwUlEREREhm718a2ZF/neg7hsuOwnBieC9fFX4cFMgWsfua5So+P0yU6MBKCmpQuP12dwGhkpVDQTEQkjXp+37zyzK3OuNDjN8DM51V80O9x8mI7uDoPTiIiIiAyex+tjzb4aABZbPoBP/NyYbZknaYlIY1fMAgAWtC4D3/AoUCXH2IiMMNPj9VHfpk+WJTBUNBMRCSPvHn6Xo21HSbAnsCh9kdFxhp2kqCSy47Lx4aOkocToOCIiIiKDtsPRSFOXlzg6mF1cBJM+YXSkPu/FLaEHC7nd5eR2lxkdB/A3hspOjAKgqtlpcBoZKVQ0ExEJI71bMz89+dPYLDaD0wxPvavN9tbvNTiJiIiIyOCtXv0OABdElGC9KvTdMs+kw5I4LFeb9RbNjqpoJgGiRgAiImHC1ePi73v/DsAXpn0BmgwONExNTpvM8orlHGo+pC6aIiIiMqyVlJx6Zby1q4FVB44BcUzLTWR7eS1Qe9pxKioqghPwDLbEXcK0jo19q82O2ItCnuFkveeaVbU48fl8mEwmgxNJuFPRTEQkTCwrX0ZTVxPZcdlcOOZCdjTtMDrSsNS7RVNdNEVERGS4qm5sA+Cmm2465et/+Gwmu8b+HoDbv/Mjetr792lpp6snMAH7oXe12ayOdZzbuoy/pxlfNEuPiyTCbKLL7aWp001yjHZmyNCoaCYiEib+susvAHxuyuewmC0GpxneJqdO9hfN6lU0ExERkeGnub0LgE/c9l9MnD7nhNeKXR8Q37gN3JAW0cX1j/zhrOO9t+JfrHv5j7jcoSuaAWyNu4TpHRvJ6y4ny3WIavvYkM5/MovZRGZ8JEeanRxtdqpoJkOmopmISBhoc7Xx6v5XgeNbM+WMJqVO8m/RbDmE0+0kyhpldCQRERGRj0nJHkNu0ZS+762eTm54/3vc5/kMAAW52eQWppx1nP07twUt45m0WxIpiZ7L1M7NzG1fwWv2rxiS46OyE6M40uykqtnJtJwEo+NImFMjABGRMPDPff+kq6eLCSkTmJ012+g4w15KdApp0Wl4fV5KG0uNjiMiIiLSLwscvyW6q453vTMAGJsabXCis9sauxgfJsZ37SbZXWN0nA/PNVMzAAkAFc1ERMLA87v9XTNvnHajDjTtp0mpkwDY17DP4CQiIiIiZ5feXsKsqhd431dEG9FERpjJiI80OtZZNVkzKIucBsDc9lUGp4GshChMQGtXD21dbqPjSJhT0UxEZJir66jjnXJ/y/HPT/28wWnCR3FqMQBljWW4PbphEhERkeHL5OthSdnDmPHyd/t1AOSnRGMOkw9Lt8RdDMCkzq3E9hjb4t0WYSYtzg5AVXOXoVkk/KloJiIyzL2450U8Pg/zsudRlGJ8V6JwkRmbSYI9AbfXzcGmg0bHERERETmtmdUvktGxjy5LHKu8swAoSIkxOFX/1drG4LAXYcHLnPbVRschO9F/nq22aMpQqWgmIjLM9XbNVAOAgTGZTExMnQhoi6aIiIgMX3GuGhYefgqA13LupK7DA/hXmoWTLbGXADCtcxORng5Ds/Sda9aiopkMjYpmIiLD2IFjB9h0ZBNmk5nPTf2c0XHCTu8Wzf3H9uP1eQ1OIyIiInISn4/F5T/D5nVyNG4Gb5kvACAzPpJoW4TB4QbGYZ9ArTUXq6+bmR1rDc2SneBfadbQ3o3L7TE0i4Q3Fc1ERIaxP+/8MwCXF15OZmymwWnCT35CPlERUTh7nBxpPWJ0HBEREZETzGUXhU1r8ZgiWD7+fg4d6wRgTJitMgPAZGJLnH+12cz2tUR4XYZFibFHkBhlBaCqReeayeCpaCYiMkx5fV7+b+f/AXDz9JsNThOezCYz45PHA/5VeyIiIiLDRYIdbva9AsCWnC9SH1lAZaN/O+HY1PA5z+yjyiKn02RJJcrXybTOTYZm0blmEggqmomIDFPrHes51HyIOFsc10661ug4Yau3eUJpY6nBSUREREQ+9MilkSTSRmNkPu/l/TtVzU66PV6irBYyjnd/DDc+k5ltcYsBmN2+BrPPuK2RveeaHVXRTIZARTMRkWHquR3PAfDpyZ8m2hqGS/SHifFJ4zFhoq6jjuauZqPjiIiIiJBuauS2OTYAlo//LzxmO4eO+Q/PH5sSjclkMjLekOyNnkeHOZZ4TxNFzg8My5FzfKVZXauLHo/OtpXBUdFMRGQYcrqdvLT3JUBbM4cqyhpFXnweAKXHtNpMREREDObtYb5lNwCrOJejCbMBOHz8PLNw3ZrZy2Oy8n6sv6HB3PaV4PMZkiMhykq0zYLH56O21bjz1SS8qWgmIjIMvXbgNVpcLeTF53Hh2AuNjhP2tEVTREREho3DG4g3dVLV5uVF0ycAaHW6OdbRjQnITw7/HQY7YxbRbbKR7q4i37XfkAwmk+nDc81atEVTBkdFMxGRYai3AcBN02/CbNJf1UM1IWUCABXNFbg9boPTiIiIyKjVXgeV/gPyv/VGF50mf1Gnd2tmZkIkkVaLYfECxWWOZnf0uQDMa19pWI7sBJ1rJkOjf4mJiAwzdR11vFX2FqCtmYGSFp1Ggj2BHm8PFc0VRscRERGR0cjnhQNvgc9LpTedV/b19L10aIRszfyo7bEX4cVMvquUwshmQzL0nmtW3dyF16BtohLeIowOICIiJ3ph9wv0eHuYmz2X4rRio+OMCCaTiaKUIrZWbeXAsQN9K89EREREQubodmirAoudLe7JQBkAPV4vlY3+ollBysgpmrVFJLE/ahbFzm18KrmcXwZhjqbmZqqrq0/7utfnI8IM3R4v+w8dJTHy1Kv4GhoagpBORgIVzUREhpnerZlaZRZYE5InsLVqK6WNpfj0SaOIiIiEUlcLVKzxPx53Ec69H3bHPNrkpMfrI8ZmITXWZlDA4Ngat5hi5zbOi69ibGLgOoI6nf7tlqtWruTd9z4443tjpizGmpTFP99ZS3f1gVO+x9PeCHDGApyMTiqaiYgMIyX1JWyt2kqEOYLPTf2c0XFGlLGJY4kwR9DqaqWuo87oOCIiIjJa+HxQ+jZ43RCfC1kzYe+Ovpd7t2aOSYnBZApcYWk4aLDmcMg+ibGufdy9wM47ARrX5fJ3w5w7MYd5s6ae8b17u6zs7oKJkyayYE7CKd+zb38pr+2A5ubmACWUkUJFMxGRYeTZHc8CcMX4K0iPSTc4zchitVgpSCygtLGUA40HGM94oyOJiIjIaFBfAo3lYLLAxCvhpMJYbxOAsanh3zXzVLbGXcxY1z6+MsvKpq7OgI4dF20nKyX+jO/xOM3sroJGbzSZyfEn//YDUBsbGdBcMnKoEYCIyDDR4+3pK5p9acaXjA0zQvWeZVZ6rNTgJCIiIjIquJ1Qttz/eMxCiE454WWn10JzpxuzCfKTR2bRrNI2nlJnAtFWE1dZt4Z8/ky7GzM+OjwWWnvCvzOphJaKZiIiw8QbpW9Q015DWnQa10y8xug4I1JRchEAR1qP0OXtMjiNiIiIjHjlK8HdCdGpkHfux15u9NgByE6Iwh4xQgs6JhMvHysE4GrbViI8ob0HizBDht0NwFGnNaRzS/hT0UxEZJj4/fbfA/DFGV/EZhlZh8AOFwmRCaTHpOPDR6Wr0ug4IiIiMpI1HYLaXf7HE64E88eLYo0e/7bAsakjp2vmqaxvy+Jgk5cEcyeT614L+fzZUf6iWVWX7rFlYFQ0ExEZBqrbqnmj9A0AvjLrKwanGdkmJPu3aDq6HAYnERERkRHL44YDb/kfZ8+GhJyPvcUUYafZ619pNiZlZG7N7OXFzC82+g/vn1P1F0w+T0jnz47sBuBol1aaycCoaCYiMgw8u+NZPD4PC/MWUpxWbHScEa0o5fgWTdcRGFkNqkRERGS4OLQOuprBHgcFF57yLfb8aXgxEWuPICVm5K+AeuZ9N63eKBK7jjL+2KqQzp0d6QZ8NLsj6OhRGUT6T90zRUQM5vP5+MP7fwDgP2b9h8FpRr7c+FzsFjsujwuyjU4jIiIiI05bDRx5z/+46HKIsJ/ybVHj5gCQHg01NTVDmrK1rW1I14eCswded8/l8/a1zDvyLKUpl3ysk2iwRFp8pNh6ONZtparLSlGsKyTzSvhT0UxExGDvHn6XssYyYm2xfGbKZ4yOM+KZTWbGJY2jpKEECo1OIyIiIiOKzwsH3gR8kDYJUsaf8m31LR1EjbsUgJ3rV7C98eiQpu2uqwCgp6dnSOME27+65/HpqC1kdOxjTPNGDictDNncOZHu40Uzm4pm0m8qmomIGKx3ldnnp36eWFuswWlGBxXNREREJCiObIH2WoiIhPGXnv5t3dFYk7Mw+TzcvCAHq2loy99XruxgWyl4vKE9K2yg2nzR7Mi8nrlVf+Hcyj9wOHFByFabZUd2s7M1Wh00ZUBUNBMRMVBzVzMv7X0JUAOAUCpMOl4ty4N2d7uxYURERGRkcDbDobX+x+MWg+30HTErbQUAxLkbyU+NG/LU0ZHhcyba9pybmFn9EtltO8lt2caRxLkhmTfneAfNhu4IXF4TdrMvJPNKeNMJeCIiBvrrrr/S1dPF1PSpnJNzjtFxRo2kqCQSLAlghi0NW4yOIyIiIuHO54PSt8HbAwn5kDn9jG8/YhsDQKK7PhTphpUOWyq7M64FYP6RP4Rs3tgILwkRPfgwUa0umtJPKpqJiBiod2vmV2Z9BVOIlqaLX649F4BN9ZsMTiIiIiJhr74Emg6CyQITrjjjlsOOHjPV1hwAErtHX9EMYGvuF/GYIshv2UpW646QzZt9fLVZlbZoSj+paCYiYpAPaj5gW/U2bBYbN02/yeg4o05v0Wxj/UaDk4iIiEhYczuhbLn/8ZiFEJ18xrevOxaL1xSBu6maSG9HCAIOP232TPamfwKA+Uf+GLJ5syO7ATjaFT7bWcVYKpqJiBjkyS1PAnDdpOtIjU41OM3ok23LBg8c7TxKeWO50XFEREQkXB1cBe5OiE6FvHPP+vZV9f4zzJzlWxjN+wy25HwJL2YKmjaQ3l4SkjlzIv0rzWpdVnp0pJn0g4pmIiIGaOlq4c+7/gzAN+Z9w+A0o5PVbIVK/+Nl5cuMDSMiIiLhqfkw1Oz0P55wBZgtZ3y7zwerGuIBcB7cGux0w1pLVC770y4HYH5laFabJVo9RFk8eHwmanWumfSDimYiIgZ4dsezdLo7mZI2hfPzzzc6zuh1fIHZ2+VvG5tDREREwo+3Bw4c/+AtaxYk5J71kj1tkdS6rET43HQ5dgU54PD3Xu6X8WFifONqUjrKgj6fyfTharMqFc2kH1Q0ExEJMZ/Px2+2/AaAb877phoAGOn4vdnKipW4PW5js4iIiEh4cWwEZyPYYmHchf26ZHW9f5VZdrcDdO9BY3QBpSmXAHBuZWg6aepcMxkIFc1EREJsZcVK9h/bT5wtTg0AjFYDibZE2rrb2HREXTRFRESknzoa/EUzgPFLICKyX5etbPCfZ5bffShIwcLPpryv4MPEhGPLSe04EPT5co530KzusuLVuWZyFiqaiYiE2G+2+leZfXHGF4mzxxmcZpTzwfy0+YC2aIqIiEg/+Xxw4C3weSFlPKRO7Ndljd0W3m+OBiBPRbM+x2LGcyB1CQALHb8N+nypth5sJi/dXjPHuiOCPp+ENxXNRERC6EjrEf7fvv8HwNfnft3gNAJwbpq/y5WaAYiIiEi/VO+A1iNgscH4y/wHZfXDmoY4fJgojnMS420PcsjwsjHvVryYKWx8l4y2PUGdy2yCrOPnmh3VuWZyFiqaiYiE0NPbnsbj83DhmAuZkj7F6DgCLEhbAMDWqq0c6zxmcBoREREZziI8TqhY5f9m7AUQGd/va1ceP8/s4rTWYEQLa03RYylJvxKAhY6ngj5f9vEtmkedOtdMzkxFMxGREOn2dPP0tqcBfwMAGR7SItOYmj4VHz5WVKwwOo6IiIgMYzlt70OPC2IzIGd2v6/r8cKahlgALk5tC1a8sLY57z/wmCyMbd5ETsv7QZ0rt7cZgNOGT+eayRmoaCYiEiKvlLxCbUctWbFZfHLSJ42OIx9x2bjLAFhWpi2aIiIicmoL8yykOMv93xRdDqb+/3N6e0s0rT0RJFp7mJnYGaSE4a0lMpc96dcCsNDxJMGsZmVEuokw+XB6zTS6LUGbR8KfTr0TERkCh8NBQ0NDv977yPpHALgm+xp27dgFQGpqKvn5+UHLJ/1zWeFlPLrpUd45+A4+nw9TP88mERERkVHC6+E3V/k7ZDZEjcdR44Oao/2+/K+NEwCYZqtjR+lRqhq0RfNUNuf9O5Pr/kVu6/vkt7yHI3F+UOaxmCArsptKp50j2qIpZ6CimYjIIDkcDiYVT8LZ6Tz7mzOArwNeePq2p3m6zb9NMyo6in0l+1Q4M9h5+edhs9iobK2krLGMopQioyOJiIjIMGLf8SxTMi0c6/Qy6Wfvc8y5fUDXZ/37r7Glwct//Qt/LlnT97yzuyfQUcNauz2DnZmfYnb1Cyw8/BSOhHP63WhhoHKj3FQ67Rx12sgOygwyEqhoJiIySA0NDTg7nVx3/3WkjUk743tXN6/mgPMA46LHseTn/pba9YfreeXhV2hoaFDRzGAxthgW5C5gzeE1rKhYoaKZiIiIfKithglHXwLg+ZZZ3HL34gFd3umz8aZnLODj36+7GNunLmTVuxt4f+1yXD2ewOcNc1tyb2Fa7T/Jat9NQdM6KpLPD8o8OcfPNTvitJEVlBlkJFDRTERkiNLGpJE14fT/qW3vbqd8k//8i8XFi8mK13+Wh6Ml45b0Fc2+NvdrRscRERGR4eLtB7B6u9h8xMO2qLnMGDNmQJfvbImCBsiKdDMuJxeA2MSSYCQdETptqXyQdQPzjj7HQseTVCQtGtD5cf310XPNOk3RAR9fRgY1AhARCbItVVvw+DzkxueSG59rdBw5jUsKLgFgZcVKvD6vwWlERERkWKhYC7texIeJb7zhxMfAtwpWdNoBKIh2BTrdiLUl54t0WWJJ7yhlYsM7QZkj4vi5ZgDNlqSgzCHhT0UzEZEgcnvcbK3aCsC5uecanEbOZF7OPOJscTQ6G/mg5gOj44iMKD/96U8xmUzceeedfc91dXXxzW9+k5SUFGJjY7n++uupra01LqSIyMk8PfDmvQCUJpzH9uqBf6jm9kLl8YPmx0Z3BzTeSOayJrAt52YAFjqewuwNztlvuVFuAFosiUEZX8KfimYiIkG0q24Xne5OEuwJFKcWGx1HziDCHMFFYy8CYPnB5caGERlBtmzZwm9/+1umT59+wvN33XUXr732Gi+99BJr1qyhqqqKT33qUwalFBE5hW3PQN1eiEpmR8q/DWoIh9OOx2ciPsJDqk2H/g/E+9mfo8OaTGLXEabUvRqUOXK00kzOQkUzEZEg8fl8bDqyCYBzcs7BHISzGCSwlozzN2lYUbHC4CQiI0N7ezs33ngjv/vd70hK+vAfJC0tLfzhD3/g0Ucf5eKLL2bOnDk888wzbNiwgU2bNhmYWETkuM5GWPmQ//HF/0W3JWZQw5R3+LdmjovpClYTyBHLbYnmvdwvA3Bu5e+xeLoCPkfvuWZukw1rSl7Ax5fwp3/BiYgEycGmg9R31mOz2JidNdvoONIPveearT28FlePzh0RGapvfvObfOITn2DJkiUnPL9t2zbcbvcJz0+aNIn8/Hw2btwY6pgiIh+36mHoaoaMqTDny4MawuuDQ31FM91XDMauzE/RYs8itruemdUvBXz8j55rZs+fFvDxJfypaCYiEiQbj/j/4TcrcxaREZEGp5H+mJw2mczYTJw9zr7//URkcF544QW2b9/O0qVLP/ZaTU0NNpuNxMTEE57PyMigpqbmtGO6XC5aW1tP+BIRCbjaPbD1D/7HVywFs2VQw1R3WXF6zdjNXrIj3QEMOHp4zDY25X0VgHlHn8XW0x7wOXrPNYvMmxrwsSX8qWgmIhIE9R31lDeVAzA/Z77BaaS/TCZT32oznWsmMniVlZXccccd/OUvfyEyMnAfGixdupSEhIS+r7w8baURkQDz+eDN74LPC8X/BgUXDHqog8dXmY2NdmHR1sxBK0m/imNRBUT1tDDn6J8DPn7vuWaR+dPw+QI+vIQ5Fc1ERIJg01H/mTyTUieRFKWDRcOJzjUTGbpt27ZRV1fH7NmziYiIICIigjVr1vDLX/6SiIgIMjIy6O7uprm5+YTramtryczMPO249913Hy0tLX1flZWVQf5JRGTUKXkNDq0Fix0ue2jQw/h8cLDTXzQr1NbMIfGZLGzI/xoAs6ueJ6q7MaDjZ0S6Mfs8WGKSqHepRCIn0p8IEZEA6+juYGftTgDOzTnX4DQyUL0rzd47+h4tXS0GpxEJT5dccgm7du3igw8+6PuaO3cuN954Y99jq9XKihUfFqf379+Pw+FgwYIFpx3XbrcTHx9/wpeISMC4u+Dt//I/XvRtSBoz6KGa3Baa3RFY8DEmujtAAUevspTF1MQWY/M6OefIMwEdO8IE8V7/PV9FR0RAx5bwpz8RIiIBtvnoZnq8PeTE5ZCfkG90HBmgvIQ8JqRM4MCxA6w5vIZ/mzi4FvMio1lcXBxTp554NkxMTAwpKSl9z3/lK1/h7rvvJjk5mfj4eG6//XYWLFjAuefqwwYRMcjGX0OzA+Ky4by7hjRU79bM3KhubGbt+Rsyk4n1Y77J9Xu+xfSaf5Bm/kJAh0/0NNNsSVbRTD5GK81ERALI1eNiS9UWABblLcKk3uJhSeeaiQTfY489xtVXX83111/PBRdcQGZmJi+//LLRsURktGqrhXWP+R9f+iOwxQxpuIPqmhlwjoRzcCTMJcLn5gux7wV07ERPEwAHOyLw6WAz+QgVzUREAmh79Xa6erpIiUphYupEo+PIIOlcM5HAW716NY8//njf95GRkTzxxBM0NjbS0dHByy+/fMbzzEREgmrVT6C7HXLmwNRPD2mojh4z1S4roKJZQJlMrB/zDQAujtrHpNTAlTPivK143V109Jgprw98h04JXyqaiYgEiMfr6WsAsDBvIWaT/ooNVxeNvQgTJvbW76WqrcroOCIiIhJMtXvg/f/zP778YTAP7R6uotMGmEi3u4mN8A49n/SpiZtGWfKFWEw+frzYHrBxzfhwHd0HwMbyYwEbV8KfNuyKiATIrrpdtLpaibXFMj1jutFxZAiSo5KZkz2HrVVbWVmxkpum32R0JBERERkgh8NBQ0PDWd83fuN3iPd5acq6kIoGGzRs/9h7Kioq+j3vwY5IAMZFa5VZMGzI/xrjjq3h05OtbKgOXIGry7GTqLEzWVfWwM0LxgZsXAlvKpqJiASAz+djQ+UGAObnzCfCrL9ew90lBZewtWoryw8uV9FMREQkzDgcDoqLJ9HZ6Tzj+y4vtPDWTTG4enzMve9fHGx67Yzvd7t7zvy6FxxOG6CtmcFyLGY8q7smcnHUfm5K/IA1XBaQcbsOfQAXfJEN5cfweH1YzDqbWIZB0ezo0aN897vf5c0336Szs5Px48fzzDPPMHfuXMD/D9H//u//5ne/+x3Nzc0sWrSIJ598kqKiIoOTi4h86MCxA9R31mO32JmbPdfoOBIAS8Yt4ZH1j7CiYgU+n09NHURERMJIQ0MDnZ1O/nz/DRTnp536TT4vxQ3/gp4WmhOm8NLSOacd7/dvbOXJVzfj8Zy5aOZw2vH4TMRHeEi1nfm9Mnh/aZ/P+bZ9zI6qptxVxhH7+CGP2V1TRqTZS1tXDzuPNDMrPykASSXcGVo0a2pqYtGiRSxevJg333yTtLQ0SktLSUr68A/nz372M375y1/y7LPPUlBQwAMPPMDll1/O3r17iYyMNDC9iMiH1leuB2BO9hwiI/R300iwKG8RdoudI61HOHDsgBo7iIiIhKHi/DRmT8g59YtV70NNC0REkTHzMjLOcA+X/d6Bfs1X3tc1swt93hY8tZ4Ent7u5pvzbCxq+Rd/S7uDIf+G+7wUxvawp9XGutIGFc0EMLgRwCOPPEJeXh7PPPMM55xzDgUFBVx22WUUFhYC/lVmjz/+ON///ve59tprmT59Os899xxVVVX885//NDK6iEifmu4aKlsrsZgsnJtzrtFxJECirFEsyl8EqIumiIjIiNPjgkNr/Y/HLoIAfOjp8cHB40WzQm3NDLqH3nXh8lrIdh9mrGtfQMYsjPWvDlxXdvaz8GR0MLRo9uqrrzJ37lw+85nPkJ6ezqxZs/jd737X93pFRQU1NTUsWbKk77mEhATmz5/Pxo0bTzmmy+WitbX1hC8RkWDa0b4DgOkZ04mzxxmcRgLpkoJLAFh+cLnBSURERCSgHBvB3QlRyZA1KyBDHnHacHnNRFk8ZEe6AzKmnF5Nu4832iYAcG7rMvD5hjzm+ONFs+2OJjpc2l4rBhfNDh482Hc+2bJly/j617/Ot7/9bZ599lkAampqAMjIyDjhuoyMjL7XTrZ06VISEhL6vvLy8oL7Q4jI6JYOh12HAViYt9DgMBJoS8b5P7RZdWgVHq/H4DQiIiISEF0tcGSL//G4xWC2BGTY0nb/KrPxMS50hnxovNI6mR6sZLkPk+/q3xbaM0m2eclNisLt8fFeRWMAEkq4M7Ro5vV6mT17Ng8//DCzZs3i1ltv5atf/SpPPfXUoMe87777aGlp6fuqrKwMYGIRkZOc7/9lStoUUqNTjc0iATcnaw4J9gSau5rZXv3x9vMiIiIShirWgM8DifmQMvQD5AG8Pijv8G/xHK+tmSHT7I1iZ8wCAM5tG/pqM5MJzhvvv6fXFk0Bg4tmWVlZTJ48+YTniouLcTgcAGRmZgJQW1t7wntqa2v7XjuZ3W4nPj7+hC8RkWA43H4Ypvgfn5d/nrFhJCgsZguLCxYDOtdMRERkRGitgrq9/sfjLh764fHHHXHa6PKaiTJ7yY3qDsiY0j9b4y6mhwhyuivI6y4b8njnFR0vmpWqaCYGF80WLVrE/v37T3juwIEDjBkzBoCCggIyMzNZseLDf6i0trayefNmFixYENKsIiIn+1PZn8AM+fZ8MmNPXciX8KdzzUREREYInw/KV/ofZ06DuMDdv5X1NQDo0tbMEOuwJLArxt+M65y2d4Y83sLCVEwm2F/bRl1r15DHk/BmaNHsrrvuYtOmTTz88MOUlZXx/PPP8/TTT/PNb34TAJPJxJ133slDDz3Eq6++yq5du/jiF79IdnY2n/zkJ42MLiKj3OHmw7x+5HUAZsUG5vBYGZ56zzVb51iH0+00OI2IiIgMWsMBaD0CZiuMvSBgw3p9HxbNxsdqa6YRtsUuxoOZfFcpGd2OIY2VHGNjSrZ/x9r6cq02G+0ijJx83rx5vPLKK9x33308+OCDFBQU8Pjjj3PjjTf2vefee++lo6ODW2+9lebmZs477zzeeustIiOH3hJYRGSw/mfD/+DxeeAgZGRlnP2CMygpKQnpdTIwE1Mmkh2XTVVbFRsqN3DJuEuMjiQiIiID5fVAxWr/49x5EMCO51VdVpweC3ZtzTRMW0Qy+6NmM9m5lbltK3k95UtDGu+88WnsPtrK2tIGrpuVG5iQEpYMLZoBXH311Vx99dWnfd1kMvHggw/y4IMPhjCViMjp1bTX8Pvtv/d/8y6waHDjtDe2A3DTTTcNKU97e/uQrpczM5lMLBm3hOd2PMeKihUqmomIiISj6vfB2QTWGMibH9ChS9v9CzoKY1xYtDXTMFvjLmaycytFXTtJ7KmnOSJt0GOdNz6Vp9aUs76sAZ/PhylAZ99J+DG8aCYiEm4e3fgoLo+L6UnT2Xlo56DH6Wr3n5Gw+BuLKZpRNODrSzeXsuqPq+jq0lkLwXZJwSU8t+M5lh9czsOXPGx0HBERERmIni44tN7/eOx5EGEP2NC+j27NjNE9mZGOWbM4GDmZcV17mdu2kuVJnx30WHPHJmGPMFPb6qKsrp2ijMCtTJTwoqKZiMgAHOs8xpNbnwTg34v+nTu5c8hjJuUkkTUha8DXNTh0xkKo9DYD2Fa9jSZnE0lRSQYnEhERkX5zbIIeJ0SnQNaMgA5d1WWl02PBZvaSH62tmUbbEnsJ47r2Uty5hQ3xV9FpGVyxK9Jq4ZyCZNaWNrC2tEFFs1HM0EYAIiLh5pebf0l7dzszM2dyXvp5RseREMmJz2FS6iS8Pi+rD602Oo6IiIj0k62nHY5s8X8zbjGYAvtP4L6umdHamjkcVNnHUW0dQwQepnVsGNJYi8anArC+TB9Uj2YqmomI9FOrq5VfvvdLAO4/736dbTDKLCnwd9FcUbHC4CQiIiLSX1ntH4DPAwn5kFwY0LF9Pig7fp7Z+FhtzRwutsf6O6PO6FiPxdcz6HHOO14023TwGG6PNyDZJPyoaCYi0k9PbnmS5q5mJqVO4lPFnzI6joRYbwOA5QeXG5xERERE+mN2lpkUZ4X/m8KLIcAfeNa4rLR7LNhMXvLVNXPYKIuaQZs5gRhvGxM7tw96nMlZ8STH2Ojo9rD9cFMAE0o4UdFMRKQfnG4nj256FID7zrsPi9licCIJtYvGXoTZZGb/sf0caT1idBwRERE5E5+P/7nUvwqM9CkQlxnwKQ60+7dmjo1xEaF/WQ8bXpOFHbH+Y1RmdbzrXxI4CGazifOL/KvNVh+oD1g+CS/6v7aISD/8fvvvqeuoY2ziWD4/9fNGxxEDJEYmMi97HqDVZiIiIsNdfN0mLi6IwIsZCi4I+PheHxw4vjVzorZmDju7ohfgNllJdx8lp7t80OMsnpgOwKp9dYGKJmFGRTMRkbPo9nTzsw0/A+C7i76L1WI1OJEYZck4nWsmIiIy7Hl6yNnzWwDqYoohMiHgU1Q6bXR6LESavYxR18xhp8sSQ0nUXMB/ttlgXTAhDZMJ9tW0Ud3iDFQ8CSMqmomInMVzO57jSOsRsmKz+NLMLxkdRwzUWzRbfnA5vkEu9RcREZEge///iGo/TEOnl9rYqUGZYv/xVWZFsV3qmjlM7YxZBMB4506iPW2DGiM5xsasvEQAVu3TFs3RSEUzEZEz6PH2sHTdUgDuXXQvkRGRBicSIy3IXUC0NZqa9hr21O8xOo6IiIiczNUGqx4G4ME13XjMtoBP0eOF8uPnmWlr5vBVb8uhyjoGC16mdG4a9Dh9WzT3a4vmaKSimYjIGbyw+wUONh0kLTqNr87+qtFxxGD2CDsXjPGfi/JO+TsGpxEREZGP2fAr6KijKyaHp7YGZ9vkwU473T4zcREesiPdQZlDAmNXzEIApnVsxOTzDmqMxZP8RbP1ZQ24ejwByybhQUUzEZHT8Pq8/GTtTwC4e8HdxNhiDE4kw8GSguNbNCvUDEBERGRYaa32F82AquKv4h5cjeSs9rd92ADApK2Zw9r+6Jl0maJJ8DQx1lUyqDGmZMeTHmens9vDexWNAU4ow52KZiIip/Fyycvsa9hHYmQi35j3DaPjyDDRe67ZmkNr6Pbo4F8REZFhY9VPwN0JefNpzgp8x0yAHpOVQ529WzN1MPxw5zHZ2BNzDgDTOzYMagyTycRFE9MAnWs2GqloJiJyCj6fj4fefQiAO+bfQbw93uBEMlxMy5hGekw6He4ONh0Z/PkYIiIiEkC1e+D9P/sfX/YQwVoC1mjLxIuJVJubVLu26oWDXdELABjbVUKMp2VQY+hcs9FLRTMRkVN4vfR1dtTuINYWy7fnf9voODKMmE1mLim4BPB30RQREZFh4J0fAD6YfC3knRO0aRrs2YAaAISTJms6R20FmPFR3Ll1UGOcV5RKhNlERUMHFQ0dAU4ow5mKZiIiJ/H5fPz43R8D8M153yQ5KtngRDLc9G7RfOegmgGIiIgYrnwllC0HsxUu+e+gTWOJS6PNmgL4mBinolk42RPtL6RO6XwPfL4BXx8XaWXeWP+/CVZrtdmooqKZiMhJlh9czntH3yMqIoq7F9xtdBwZhnqLZu8dfY+WrsEt8xcREZEA8Hrg7R/4H8/7D0gpDNpUMZP956TlRLqJiwhSlwEJigNRM3GbbCT31JHVfWhQY1x8vIvmyn0qmo0mKpqJiJzkobX+s8xunXMr6THpBqeR4Sg/IZ8JKRPw+rysPrTa6DgiIiKj186/Qe0usCfAhfcGdaqYyRcBMEmrzMKO2xzJgaiZwPHVZoOweJK/GcDmg410dvcEKpoMcyqaiYh8xLuH3+Xdw+9iNVu5Z+E9RseRYezScZcC2qIpIiJiGLcTVvo/7OSC/4To4B2p0WhJwZZegMnnZXyMimbhqHeL5kTn+0R4XQO+vjAtltykKLo9XjaUHQt0PBmmVDQTEfmIn6z9CQBfnvllcuNzDU4jw1nvFk01AxARETHIe7+D1qMQnwvn3BbUqUojiwFIdNcRaRn4mVhivKO2cTRbUrH5XIzv2j3g600m04dbNHWu2agRYXQAEREjORwOGhoaANjdtJu3y9/GYrLwicRPsH379jNeW1JSEoqIMkxdNPYizCYz+4/tp7KlkryEPKMjiYiIjB7OZlj7C//jxfeBNTJoU7m9HxbN0rqOAPpvflgymdgXPZtz295mUuc29kXPGfAQiyem89zGw6zeV4fP58NkMgUhqAwnKpqJyKjlcDiYVDwJZ6fT/8TngEnged/Dtf99bb/HaW9vD05AGdYSIxM5J+ccNh3ZxPKDy/nyrC8bHUlERGT02PAr6GqGtEkw4/NBnWpVQzxd5mg8HU0kuOtR0Sx8lUTN4dy2txnj2k+Upx2nJXZA1587LgV7hJmqli5KqtuYnB0fpKQyXKhoJiKjVkNDA85OJ9fdfx3mbDP/aPgHADdcegOJVyae9frSzaWs+uMqurp0rsVotaRgib9oVqGimYiISMi01cKm3/gfX/wAmC1Bne6lo0kAtO9eiXl8VFDnkuBqtqZTY80j013JBOcH7Ig9b0DXR9ksnF+UxvKSWt7eW6Oi2SigM81EZNRLG5PGPtM+AKakTaF4cjFZE7LO+pWUlWRwcjHaR8818/rUel5ERCQk3v0ZuDshdx5M+kRQp6p3RbCy3l8Y6dilc0xHgt5tmZOc2wZ1/eVTMgB4e09twDLJ8KWimYiMes09zeyp3wPA+fnnG5xGwsmCvAVEW6Op66hjd93AD5QVERGRAWo8CNv+5H+85IcQ5DOl/lmdiMdnIs1dg/tYZVDnktDYHzULLyayuw+R0NMw4OsvKc7AbIK91a1UNnYGIaEMJyqaicio9377+wBMTJlIRmyGwWkknNgsNi4ccyEA75S/Y3AaERGRUWDVw+DtgfFLYOzAttYNlM8HLx5JBmBC156gziWh02mJp9JeBMDEzjM3/jqV5Bgb88b6/1y8s1erzUY6Fc1EZHRLgjJnGaBVZjI4fVs0K7RlQ0REJKiqd8Kul/yPL/lB0Kfb0RJFaUckdrOXQteBoM8nobMvyr9Fc6Lzg0Fdf9mUTACW7akJVCQZplQ0E5HRbRH48FGYVEhOfI7RaSQMXTruUgDePfwurh6XwWlERERGsJUP+X+d+mnImhH06V6q8q8mujKjBZuvO+jzSeiUR03Fg4XUnmqS3ANfLXbZZP/ulC2HGmns0J+NkUxFMxEZtRq6GmCm/7FWmclgTU2fSkZMBp3uTjYe2Wh0HBERkZHp6HYoXQYmMyy+P+jTdXlMvFqdCMBncpqCPp+ElssczWH7BAAmOHcM+Pq85GgmZ8Xj9cGKEm3RHMlUNBORUeuFihcgAtKt6eQn5BsdR8KUyWQ6oYumiIiIBMGaR/y/Tv8spBQGfbpltQm09VjIiexmQXJ70OeT0CuNmgnAhEFv0TzeRVPnmo1oKpqJyKjU5mrjpUP+MzFmxs7EFOTOSzKy9RbN3jmoZgAiIiIBV/U+HHjLv8rsgu+EZMqXqpIA+HROE2bdJo5IH92imWVuHvD1l032n2u2trQeZ7cnwOlkuIgwOoCIiBGe3vY07T3t0ABjMscYHUcMVFJSMuhrU1NTyc/P7yuaba3aSpOziaSopEDFExERkTU/8/867TMhWWVW6bSy/lgsAJ/Obgz6fGIMlzkah30CBa4S5tkrAKioqGD79v511PT5fGTEWKjt8PCnZZuZnxN5wuu994kS3lQ0E5FRp9vTzWObHvN/swFM0/Tx4WjU3ujfanHTTTcNeoyo6Cj2lewjPz+fSamT2Newj9WHVnNd8XWBiikiIjK6VX0A+98I6Sqzvx1JxoeJRclt5EW7QzKnGONA1AwKXCXMjSgD4IEHHuCBBx7o9/VJF/8H8fM+yQNP/Z1jbzx2wmtR0dHsKylR4SzMqWgmIqPOX3f9laNtR0mxp3BsxzGj44hButq7AFj8jcUUzSga8PX1h+t55eFXaGho8K82K1jCvoZ9vF3+topmIiIigdK7ymzq9ZA68P9eD5Tb6y+aAXwhT6vMRrryqGl4ml9kjK2FomQzWVd8i7mLLur39fVdJt6tg6QZF3PzVef3beWtdZTzl0e+03efKOFLRTMRGVW8Pi//s+F/APjCuC/wK8+vDE4kRkvKSSJrQtaQx7m08FJ+veXXvH3w7QCkEhEREap3wv7XAVPIVpmtqI+nvttKqs3NpemtIZlTjOMyR3PEPp4xrgNcOymC/Rm55BZN6ff12V4fW5oqcLo9mFILyE2ODmJaMYIaAYjIqPJm6Zvsqd9DnC2O68dcb3QcGUEWj12M1WzlYNNByhrLjI4jIiIS/no7Zk69HtImhmTK5ytTAH8DAJvZF5I5xVhlkdMA+OTEga8pMptNFKTGAHCwviOguWR4UNFMREaVR9b7b76+NvdrxFnjDE4jI0mcPY5F+YsAWFa2zOA0IiIiYa5mF+z7F2CCC+8NyZSVnVbWHm8A8Plcbc0cLQ5GTQVgQZ6FRFP7gK8vTPMXzcrq2/H5VGgdabQ9U0RGjY2VG1nrWIvVbOWO+XdQW1ZrdCQZAT7afXNq5FRWs5q/bf8bCyIWnPVadVUSERE5jbWP+n+dcl3IVpn99UgKPkycn9LGmOjukMwpxmu3JHLAmciEqGbmRxxgoP/L5ydHY7WYaHf1UNvqIjMh8uwXSdhQ0UxERo3ejpk3Tb+JnPgcalHRTAbvlN03M4GvwdrKtcz51hzwnHmMj3bfFBERkeMaK2DvP/2Pz787JFO6vfDi0SQAvpCrRlGjzca2zONFs/2sHeC1ERYzBakxHKhtp7SuTUWzEUZFMxEZFSpbKnm55GUA7jr3LoPTyEhwqu6bPp+PP9f9GafNydWPXU22Pfu015/cfVNERESO2/gE+LxQeDFkTgvJlMvr4mk43gBgiRoAjDqb2jK5JX0fMyIOsbmnne6I2AFdX5Qed7xo1s5541ODlFKMMKii2bhx49iyZQspKSknPN/c3Mzs2bM5ePBgQMKJiATKk1ufxOPzsHjsYqZlhObmS0aHk7tvFnmL2Fm3k6aYJuaMm2NgMpHB0X2eiPSXw+GgoaEhYOOlpqaSnxID7//Z/8SiOwI29tk8f8T/d94NOU1YdfL3qFPZHcuBYx4mpMDYpg0cSLtsQNePSYkmwmyirauHujZXkFKKEQZVNDt06BAez8f3nLhcLo4ePTrkUCIigeR0O3l629MAfHv+tw1OIyNdYXIhO+t2Ut5UzhKWGB1HZMB0nyci/eFwOCgunkRnpzNgY0ZHR3H0+TtI7HFC1gwouDBgY5/J4U4ba4/FYcLH57U1c5Qy8f/29/CdhRYKmtYPuGhmPb5Fs7TOv9psbHBCigEGVDR79dVX+x4vW7aMhISEvu89Hg8rVqxg7NixAQsnInI2/fmE8/85/h/HnMfIisoipyOH7du3Ayce4C4SKIVJhQDUtNfQ3t1OrG1gy/tFjKL7PBEZiIaGBjo7nfz5/hsozk8b8ngljnq+8siLxOz5i/+Jhd8Gk2nI4/bHC0eSATg/pZ28aHdI5pTh5/UDPXxnoZ2xTRv824NNA1tyWJQe6y+a1bYxZuj/l5BhYkBFs09+8pMAmEwmbrnllhNes1qtjB07ll/84hcBCyciciYOh4NJxZNwnu0Tzq8BmVD9/6o557vnfOzl9vaBt5YWOZ0YWwxZsVlUt1dT3lTOjIwZRkcS6Rfd54nIYBTnpzF7Qk5Axvr8NCvW7hZIyIPJnwzImGfT7TXxUm8DgDytMhvN1ld66PDZielpJrN9LzVxUwd0/djUGCLMJlq7emh2h6bgK8E3oKKZ1+sFoKCggC1btpCaqgPuRMQ4DQ0NODudXHf/daSd5uOcalc1rzW+RoQpghtvvhH7Lfa+10o3l7Lqj6vo6uoKVWQZJQqTCv1Fs0YVzSR86D5PRAzl83HHfJv/8bz/AEtoeta9c7wBQJrNzSVpagAwmvV44YOecSyyllDQtH7ARTOrxczY1BjK6to52qmD8UaKQf1NVFFREegcIiKDljYm7YSD2D9q7R5/0+gZmTMYO2HsCa81OAJ3cK3IRxUmF7Kuch3lTeX4fD5MIdpeIhIIus8TESPEdtcxIdOC12LHPPuLIZv3r8e3Zn42t1ENAIStPYUsspYwtmk9G/NvG/D1RemxlNW1c0RFsxFj0OX7FStWsGLFCurq6vo+mez1xz/+ccjBRESGqqWrhX0N+wA4J+fj2zJFgiUvPg+bxUanu5Pq9mqy47KNjiQyILrPE5FQS+v037Mdy72UtOjkkMx5qMPGuuMNAD6b2xiSOWV429YzHoDM9hKiu4/RaUs5yxUnGpvi36LZ0QPW9IJgRJQQG1T580c/+hGXXXYZK1asoKGhgaamphO+RESGgy1VW/DhoyCxgPSYdKPjyChiMVsoSPTfKJU3lhucRmRgdJ8nIiHX1UJiVyUA9QWfCtm0vavMLkhtIy9KDQAEmn2x1MYUA/gbAgyQLcLMmJRoAGImnhfQbGKMQa00e+qpp/jTn/7EzTffHOg8IiIB4fa42V7t75KpVWZihMKkQvYf2095Uznnjznf6Dgi/ab7PBEJueoPMOFj+cEekv8tNKtzur0m/l7lL5p9QavMQqattZXq6uohj9Pa1haANKdWkbSQjI4SCpo2sDfjmgFfX5QeR3l9B9GTzsPn8wUhoYTSoIpm3d3dLFy4MNBZREQCZlfdLpw9ThIjE5mQMsHoODIKFSYXAlDZWomrx4U9wn6WK0SGB93niUhIeT1QvROAJ7d2818hmvbtuniOdUeQblcDgFDocnsA2Lp1K+/vOzjk8brr/Odv9vT0DHmsk1UkL+LcI38gv3kTZm8PXvPAyiYFqTGYTT6syTkcaulhTsATSigNqmj2H//xHzz//PM88MADgc4jIhIQvavM5mTNwWzSQZwSeslRySRHJdPobKSiuYJJqZOMjiTSL7rPE5GQOlYK7g7c5ihe3d8asqLZ85XHGwDkNBKhW8Wg6+7xF81mFKazcN6sIY+3cmUH20rB4/UMeayT1cZOpjMikeieZrLadnA0YWBlL1uEmcxIH1VOExsru7g+4AkllAZVNOvq6uLpp59m+fLlTJ8+HavVesLrjz76aEDCiYgMRk17DUfbjmI2mZmVOfT/KIsMVmFSIY3ORsqbylU0k7Ch+zwRCamqDwA4FlVIj7c2JFNWdNjY0KgGAEaIibSSlRI/5HGiI20BSHNqPpOFw0kLKK5/k4KmDQMumgHkRHupcprZcMSpTuphblBFs507dzJz5kwAdu/efcJr+sMgIkbbVr0NgOLUYmJsMQankdGsMKmQLVVb1AxAworu80QkZJxN0HwIgIboImDgB68Pxl+P+DsiXpTaRq4aAMgpVCQtOl40W8+6sbcP+PqsKC++nm6q2mzsq2mjOGvohUIxxqCKZqtWrQp0DhGRgOj2dLOrdhcAs7NmG5xGRruCpALMJjNNXU00OhtJjko2OpLIWek+T0RCpvoD/69J4+iOiA3JlC6vib8fTQLgC3laZSandijxXLyYSe0sJ85VQ5s9c0DXW83gLN9K9MSFvL6zWkWzMKbd2yIyouyp24PL4yIpMomCxNB0XxI5HZvFRn58PgBljWUGpxERERlGvB6oOb6aNXtGyKZdVhtPozuCTHs3i1PVAEBOzWVNoDpuGgAFjesHNUbH/nUAvL6rWl00w9igVpotXrz4jMvzV65cOehAIiJD0dsAYHbWbG0jkmGhMLmQQy2HKG8s55ycc4yOI3JWus8TkZBoqgB3B1ijIXk8NNaEZNrerZk35DapAYCcUUXSInLadjC2aT07swZ+nL+z7D1sFqho6GBPVStTcxKCkFKCbVB/TcycOZMZM2b0fU2ePJnu7m62b9/OtGnTAp1RRKRf6jvqOdJ2BBMmZmbONDqOCOA/1wygorkiKB2eRAJN93kiEhI1/uM0SJ8MZktIpqzosLGxMdbfACBHWzPlzCqSFwGQ37IFi9c14Ot97i7mZEUC/tVmEp4GtdLsscceO+XzP/zhD2lvbx9SIBGRwfqg9gMAilKKiLWF5lwMkbPJjM0kxhpDh7sDR4uDgiRtG5bhTfd5IhJ0biccO35sQeaJxfg33niDkpKSIU9RUVHxsedePOo/W/TC1DZy1ABAzqIhuog2Wzpx3XXktmzncNKCAY+xKC+SjUe6eH1nNfdePlE7YcLQoIpmp3PTTTdxzjnn8POf/zyQw4qInJXX52Vn7U4ArTKTYcVkMlGYXMjO2p2UN5WraCZhS/d5IhIwdXvB54HYdIjNAGDHQf9KnAceeCCgU5VV1jB7Qg5uL7x0vAHA53K1ykz6wWTicOJ8pta9Rn7ze4Mqms3OshNlteBo7GT30Vam5WqLZrgJaNFs48aNREZGBnJIEZF+KW8sp727nWhrNBOSJxgdR+QEhUkfFs2WsMToOCKDovs8EQmY453OyfhwldnRhjYAFlzxSYrGjxvyFHv2l7Ptnf9HXZP/sP+V9fE0dFtJtbm5JE0NAKR/HL1Fs5bNg7o+MsLMxcXpvL6zmn/tqlLRLAwNqmj2qU996oTvfT4f1dXVbN26NeCfDIiI9McHNR8AMC19GpYQnYsh0l+955rVtNfQ5mojzh5ncCKR09N9nogEVUcDtNWAyQzpUz72cl5uNjOnf/z5gWpq72LbR77/2/GtmddnN2FVAwDpJ0fCPADSO0qJ7j5Gpy1lwGNcPS2L13dW8/rOar53xSRt0QwzgyqaJSScWB01m81MnDiRBx98kMsuuywgwURE+qvL28X+Y/sBbc2U4SnGFkNOXA5H245S1ljGrKxZRkcSOS3d54lIUNXt9f+aVAC26JBMWd1lZXW9/wOrz2prpgyA05ZMXUwR6R2l5LVsYX/aFQMe46KJ6UTbLBxpcrLzSAsz8hIDH1SCZlBFs2eeeSbQOUREBu2g8yAen4eMmAwyYzONjiNySuOTx6toJmEhUPd5Tz75JE8++SSHDh0CYMqUKfzgBz/gyiuvBKCrq4v//M//5IUXXsDlcnH55Zfzm9/8hoyMjIDMLyLDkM/3YdEsY+iryfrrpaNJeDExP6mdcTHdIZtXRgZHwnzSO0oZ07x5UEWzKJuFS4ozeG1HFa/vqlbRLMwMaWHqtm3b+POf/8yf//xn3n///UBlEhEZkFJnKQDTM6YbnETk9IqSiwAobyrH4/UYnEbk7IZ6n5ebm8tPf/pTtm3bxtatW7n44ou59tpr2bNnDwB33XUXr732Gi+99BJr1qyhqqrqY1tDRWSEaauGrmYwWyFlfEim9AF/O+LfmqkGADIYhxPnA5Df/J6/8DsIn5iWBcDrO6vxDXIMMcagVprV1dXxuc99jtWrV5OYmAhAc3Mzixcv5oUXXiAtLS2QGUVETi8Rat21AExNn2psFpEzyI7LJtoaTae7kyOtR7BhMzqSyCkF6j7vmmuuOeH7n/zkJzz55JNs2rSJ3Nxc/vCHP/D8889z8cUXA/4VbsXFxWzatIlzzz03oD+TiAwTvavMUsaDJTT/HTxsyedol434iB6uzGgJyZwyshyNn0mPyUZcdx1JzsM0RY8d8BgXTUwjxmbhaLOTDyqbmZWfFPigEhSDWml2++2309bWxp49e2hsbKSxsZHdu3fT2trKt7/97UBnFBE5veNNlwoSC4i3xxubReQMTCYT45P8n6qXNpYanEbk9IJxn+fxeHjhhRfo6OhgwYIFbNu2DbfbzZIlH3aTnTRpEvn5+WzcuDFQP4qIDCc+L9Tv8z9OnxyyaXda/dtAr8tuJtKiFT4ycB5LJFXxMwAY0zzILppWC0sm+48feH1ndcCySfANqmj21ltv8Zvf/Ibi4uK+5yZPnswTTzzBm2++GbBwIiJn4vP5+opm09KnnfnNIsPA+BQVzWT4C+R93q5du4iNjcVut/O1r32NV155hcmTJ1NTU4PNZutbydYrIyODmpqa047ncrlobW094UtEwkRzJXS3Q4QdkgtCMqU5Kp6yCH8H68/maGumDJ4j8RwA8gdZNIMPt2i+sasar1cF3HAxqKKZ1+vFarV+7Hmr1YrX6x1yKBGR/jjQegDSwYKF4rTis18gYrDCpEJMmKjrqKPd0250HJFTCuR93sSJE/nggw/YvHkzX//617nlllvYu3fvoLMtXbqUhISEvq+8vLxBjyUiIVZf4v81dSKYB3VK0IDFTL0Er8nC9PhOJsd3hWROGZl6zzXLbd2O2dszqDEumJBGrD2CqpYu3q9sCmQ8CaJBFc0uvvhi7rjjDqqqqvqeO3r0KHfddReXXHJJwMKJiJzJm0f9Kx7yI/OJjIg0OI3I2UVbo8mJzwGg0lVpcBqRUwvkfZ7NZmP8+PHMmTOHpUuXMmPGDP73f/+XzMxMuru7aW5uPuH9tbW1ZGaevgvyfffdR0tLS99XZaX+fyQSFnxeaDjgfxyiDzp9QOw0/xbwz6oBgAxRXcxEnBEJ2D0dZLbvGdQYkVYLlx7fovkvbdEMG4Mqmv3617+mtbWVsWPHUlhYSGFhIQUFBbS2tvKrX/0q0BlFRD7G5/Px9tG3ARgfGZruSyKBMD7Z/+e1skv/2JfhKZj3eV6vF5fLxZw5c7BaraxYsaLvtf379+NwOFiwYMFpr7fb7cTHx5/wJSJhoOUIuDshIhIS80MyZVdEPLa0MVh8PVydqQYAMkQmM46EeYC2aI42g1oXm5eXx/bt21m+fDn79vkPcywuLj7hMFcRkWDafHQztV214IK8SG3PkfBRlFzE6kOrOdp9FCxGpxH5uEDd5913331ceeWV5Ofn09bWxvPPP8/q1atZtmwZCQkJfOUrX+Huu+8mOTmZ+Ph4br/9dhYsWKDOmSIjUcN+/68p48Ecmv/4NUX6V3YX9hwkweoJyZwysjkSz2HiseWMad7MpvxbBzXG+RNSibNHUNvqYpujiXljkwOcUgJtQCvNVq5cyeTJk2ltbcVkMnHppZdy++23c/vttzNv3jymTJnC2rVrg5VVRKTPi3te9D/YDxGm0JyLIRIIWbFZxFhjcPvcoHqvDCOBvs+rq6vji1/8IhMnTuSSSy5hy5YtLFu2jEsvvRSAxx57jKuvvprrr7+eCy64gMzMTF5++eVg/XgiYhSfD+qPb81MnRiSKb0+aI7MBmCKe19I5pSRz3H8XLPMtj3YegZ3Nq09wsKlU9RFM5wMqGj2+OOP89WvfvWUS+ETEhK47bbbePTRRwMWTkTkVLw+Ly/tfcn/zeCOFBAxjMlk6tuiSZGxWUQ+KtD3eX/4wx84dOgQLpeLuro6li9f3lcwA4iMjOSJJ56gsbGRjo4OXn755TOeZyYiYaqtCrrbwGILWdfMw502eix2PB3NjPUcDsmcMvK1RmbTFJmHGQ+5LdsGPc410/0F3Td2VePRFs1hb0BFsx07dnDFFVec9vXLLruMbdsG/4dHRKQ/Nh3ZxJHWI8RExEC50WlEBk5FMxmOdJ8nIkFRf3xrZnJhyLpm7muPAqCjZA0WBtb1V+RMHInnAJDf8t6gx1g0PpX4yAjq2lxsPaQmFcPdgIpmtbW1p2xB3isiIoL6+vohhxIROZPerZkXZlwIg+v4LGKowqRCTJggHao7tTRfhgfd54lIwPl8H+maGZqtmS6PifIOOwAdu1eGZE4ZPQ4f36I5ZgjNAGwRZi6f4l9Z/fou3QcOdwMqmuXk5LB79+7Tvr5z506ysrKGHEpE5HQ+ujXz0uxLz/JukeEpyhpFhtV/nsWGug0GpxHx032eiARcRz10NftXmCWPC8mUpR2ReHwm7D1tdNdqS4IE1pGEuXgxk+w8TKyrdtDjfGJ6bxfNGm3RHOYGtD72qquu4oEHHuCKK64gMjLyhNecTif//d//zdVXXx3QgCIysjkcDhoaGvr9/p2NO6lqqyImIobExsTgBRMJsrzIPGrcNayvW290FBFA93kiEgTHyvy/Jo7xn2kWAiVt/r+/kpxHQzKfjC6uiDjqYieR2b6XvJZtlKRfNahxFo1PJSHKSkO7i/cqGllQmBLgpBIoAyqaff/73+fll19mwoQJfOtb32LiRP8S23379vHEE0/g8Xj4r//6r6AEFZGRx+FwMKl4Es5OZ/8vuhRYBB3vd/Dl738ZgPb2wXWvETFSnj2PLW1beK/hPVw9LuwRdqMjySin+zwRCbhjpf5fU0NziGeL20JVlw3wkdSlopkER2XCXDLb95LbsnXQRTOrxcwVUzL529ZKXt9VpaLZMDagollGRgYbNmzg61//Ovfddx8+n38Zoclk4vLLL+eJJ54gIyMjKEFFZORpaGjA2enkuvuvI21M2lnf7/P5+Fv932j1tLLk/CV4Ejys+uMqurq6QpBWJLBSIlKgDZxxTtY61rJk3BKjI8kop/s8EQmo7nZoO35eU28DnCDbd3yVWX5UN1avKyRzyuhTmTCHeUefI28IHTTBv0Xzb1sreWt3DT+8ZgoRlgGdniUhMuD2JWPGjOGNN96gqamJsrIyfD4fRUVFJCUlBSOfiIwCaWPSyJpw9nNyattraa1pxWKyMG/qPPb3dmMSCUMmkwlKgdnwRukbKprJsKD7PBEJmGPHzxOLywJ7bNCn8/mgpN1fNCuO60LHq0uwVMXPxGOykOCqIr7rKK2ROYMaZ0FhCknRVhrau9lc0cii8akBTiqBMOhSZlJSEvPmzeOcc87RjZSIhMS+hn0AFCYXYgvRuRgiQXX8qJc3y940NofISXSfJyJD1rs1MyU0q8xqXFZa3BFYTV4KY7QLQYLHbYmmNnYKwJBWm1ktZq6Y6u+i+a+dKvMOV1r/JyJho6ShBIBJqZMMTiISIOVgMVnY17CPiqYKo9OIiIgEhscNTYf8j1NCc57Z/uNbM8fHuLDqX7kSZJUJcwHIa9k6pHE+MS0bgLd2V9Pj8Q45lwSe/joRkbDQ5GyitqMWEyYmpkw0Oo5IYLhgRtIMQKvNRERkBGk6BN4esMdDzNnPrR0qrw9KO/wNdSbEapWZBF9lwhwAclu2+fcGD9K545JJjrHR1Olm48FjgYonAaSimYiEhX3H/FszxySMIdoabXAakcBZlLEI8J9rJiIiMiI0Hj/PLGU8mExBn66qy0qnx4Ld7CUvujvo84lUxU2nx2QlrruOxK7KQY8T8ZEtmq9ri+awpKKZiISFAw0HAJiYqlVmMrIsSvcXzVZWrKSrR5+Oi4hImPP5oPGg/3FyYUimPHC8AUBhjAtL8Gt0IngskdTETQWGvkXz6mn+hmhv7anBrS2aw46KZiIy7DndTg63HAbQ1kwZccbHjScnLgdnj5M1h9YYHUdERGRoOhvA1QomCyTmB306rw/KtDVTDNB7rlnuEJoBAJxTkExqrI3mTjcbyrVFc7hR0UxEhr2ypjJ8+EiLTiMpSl3cZGQxmUxcVXQVoHPNRERkBOhdZZaYDxZr0Kc76rTi9FiINHvJjdLWTAmd3nPN8lq2DulcsxO3aFYFJJsEjopmIjLsHTjm35o5IWWCwUlEguPK8VcCOtdMRERGgL6tmeNCMt2Bjt6tmV3amikhVRM3jR6znRh3I8nOoXVB7+2iuWxPLd092qI5nKhoJiLDmsfroayxDFDRTEauS8ZdgtVspbSxtO/Pu4iISNjpcUHL8UPRQ3CemdcH5cfPMyuKdQV9PpGP8pht/H/27ju+7ere//hLy/LeOx5xEmeQPSCEMAKkzLJvSxm30FJ6W0IXbW8L/dHd0nG7L11QSnsphdISoJCwQhJCSEL2dBzHSWzHW/G2Zc3v7w/FhkCGE0v6eryffeghWfp+z/n4W0ccfXTO59QlzQAGX9fsnJJ0spKctLt9rK10hSM8CRMlzURkSKvpqKHX30u8I56C5AKzwxGJiGRnMucXnQ/A8got0RQRkWGqrQqMIMSmQhRKahx2x+AOWom1BinU0kwxQV9ds8JB1jWzWS1cpV00hyQlzURkSCs/Ug5AaXopVovesmTk6qtrtmy/lmiKiMgw9d6lmZbIr5Ws6AptADAhsRerlmaKCfrqmhW0bw4ljAfh6hl9SzQbtERzCNEnUBEZ0lTPTEaLvqTZqkOr6PH1mByNiIjIaTIMaD1a1ykK9cwCBuw/Ws+sNEFLM8UcjYlT8VrjiPO3k9lTOai25hWnkZ3kpLPXz5qK5jBFKINlNzsAEZETaXG30OJuwWqxMj4t8nUxRMw0JXMKRSlFVLdXs+rQqv4kmoiIyLDQ2wa97WCxhnbOjLDD7hh6g1bitGumhFFnRwf19ae3PPKgczKT3FtJrnmDnSmJALhcobpkZWVlp9XW2bk2XuqEv67aTZq79pjXMjMzKSqK/L8tOZaSZiIyZFW2hL6tKUwuxGl3mhyNSGRZLBaumnAVv9/8e5ZVLFPSTEREhpfWQ6H75DFgi4l4dxVHNwDQ0kwJh15fAIBNmzaxde+B0zo3rtjNd0rBXvZv/rijAQBfSyjhdfvtt59WW84xU8i9/aes3Ofir5+7AgK+d/uJj2dvWZkSZ1GmpJmIDFn7W0O7CE5In2ByJCLRcWXplfx+8+9Zvn85hmFgiUI9GBERkbDoS5qljY14V6GlmaEvVEsTeyPen4x8Xn8oaTZzfDbnnT37tM7NDOaBdy+XZLfzX1fPxbBYWf+2jzVlcOGtn2fewkUDbsswYHmdgduZwMd+9A/y4w0AGqsr+duPv4rL5VLSLMqUNBORIckf9HPwaF0MJc1ktLik5BJibDEcaD1ARUuFavmJiMjwYBihnTMBUosj3t1hdwyeoJU4W4Axsb5TnyAyQAmxDvIykk/rnIAxCU99LHFGLzOSO2mKKSQ5LjTbMiWngILSqafV3kSjie2H22l3ZHBOac5pnSvhp40ARGRIqmmvwRf0kRiTSE6C/mMho0NiTCIXFl8IwLIK7aIpIiLDRFcj+HtDyzKT8iLeXeXRWWbjEzxamimmMyw2ap2hzS8KPfsH3d6E7FBdtAPNXQSDxqDbk8FR0kxEhqT9LaH/4IxPG68lajKqXDUhVMts+f7lJkciIiIyQH1LM1OLwGqLaFeGAQeOJs3GxWvXTBkaamJKASjwVAy6rfyUOOIcNnr9QWrb3INuTwZHyzNFZEhSPTMZLd6/q1KRN1SnYuXBlax9Zy1x9rgTnqtdlEREZEjoX5o5NuJdNXnsdAdsOCxBCrVrpgwRNc7QZ5Yx3gNYjMCg2rJaLYzLSmB3XQf7m7soTI8PR4hyhpQ0E5Ehp8PTQVN3EwDj0saZHI1IZHS1dAEn2FXpC+BL83H+f54P+07cRlx8HHvL9ipxJiIiprEYAWivCf2QFvl6Zgd6QrPMiuO92LVuSoaIZkc+vZZ4Yo0ecnyHB93e+KxEdtd1UNncxaKJWWGIUM7UkEma/ehHP+L+++/nC1/4Ar/85S8B6O3t5ctf/jJPPfUUHo+Hyy+/nN/+9rfk5Ki+kchI1rc0c0zSGOId+mZFRqbertBuXxffczGlM0uPee2t9rfY07OHsz51FuennH/c85urmln6w6XaRUlEREyV4G2GoB9iEiA+M+L99dUzG5egpZkyhFisHHaOZ0LvTgo9FQy2ElZhehwxNivdngANHdoh1kxDImm2ceNG/vCHPzBjxoxjnv/Sl77ESy+9xDPPPENKSgr33nsvN954I2vXrjUpUhGJhsqWSkBLM2V0SBuTRt7EY4smzzwykz279lAbqCW3NFd1/UREZMhK9tSHHqSOhQj/96rdZ+WI14EFg7EDrGdW09zBln21g+67ztUx6DZkZKtxTnhP0mzSoNqyW62MzYxnX2MXlU3djA1LhHImTE+adXV1cdttt/HII4/w/e9/v//59vZ2/vSnP/Hkk09yySWXAPDnP/+ZKVOmsH79es4991yzQhaRCAoaQSpblTST0a0ktQSbxUa7px1Xj4usBE3LFxGRoSnJ2xB6EI2lmUdnmeXH+oiznXxXwZ6uTgB+8swGfvLMhrDF4Pb6w9aWjCx9dc3yvYewU3qKo09tQlYi+xq72N/cRXHkJ3HKCZieNFuyZAlXX301ixcvPiZptnnzZnw+H4sXL+5/bvLkyRQVFbFu3TolzURGqMMdh/EEPMTZ48hPyjc7HBFTOGwOxqaOpbK1koqWCiXNRERkSEpxQrzvSOiHKGwCcKA7FhjY0kyvJ7Sk7dwrruO8uTMH3ffKN99m65rX8fgHV+RdRq4j9lx6rInEB7uYGNc66PaKMxKwWS20u310+LTqwCymJs2eeuoptmzZwsaNGz/wWkNDAzExMaSmph7zfE5ODg0NDSds0+Px4PG8+yba0aFptCLDSV89s/Fp47FaVN1VRq8J6ROobK1kf8t+zis8z+xwREREPmDRWDsWDIhLh9jkiPbVG7BQ2+sATq+eWXJ6JgXFg58Fl5haduqDZHQ7Wtdsons70+OPDLq5GLuV4vR4Dri6qXUraWYW0z6R1tTU8IUvfIG//e1vxMbGhq3dhx56iJSUlP5bYWFh2NoWkcjrW5o5Pn28yZGImKs0PTStv6q9Co9fxY5FRGTouXTc0TkYaWMj3tehHicGFjIcflIdmu0lQ1NNTGiJ5oyEwSfNAMZnJwJQ16PJBGYx7cpv3ryZpqYm5syZg91ux263s3r1an79619jt9vJycnB6/XS1tZ2zHmNjY3k5uaesN3777+f9vb2/ltNTU2EfxMRCZdubzd1nXVAaKaZyGiWEZ9BWmwaQSPIwbaDZocjIiLyAYtLbKEHUaxnNi5BOwnK0HXYGfrSc3JcCzG2wbc3LjMBiyW0CYY9Ne/UJ0jYmZY0u/TSS9m5cyfbtm3rv82bN4/bbrut/7HD4WDFihX955SXl1NdXc2CBQtO2K7T6SQ5OfmYm4gMD32zzHITc0lyJpkcjYj5SjNCA6+KlgqTIxERETmWw93MlCwbBhZIiWzSzG/AoZ4Y4PSWZopEW4s9m25rEk5rkPljBp81i3XYKEiLAyB+4onzIBI5ptU0S0pKYtq0acc8l5CQQEZGRv/zd911F/fddx/p6ekkJyfzuc99jgULFmgTAJERqrLl6NJMzTITAWBC2gTeqX2H/S37MQwDi0X1LEREZGhIat4MQI8jnQRH+MrtHE+tOwafYSXBFiDHqd0rZQizWDjsnMAk91YWjbWxLQxNTshKpKbFTfxE1bg1w5BeGPuLX/yCD3/4w9x0001ceOGF5Obm8uyzz5odlohEgGEYHGg7AChpJtJnbOpY7FY7HZ4OmnuazQ5HRESkX5JrCwCdMZFfMlZ5dGlmSYIHfX8kQ91hZ+izzMVjwzNHaXxWImDgHDOZIz2q5xdtpu6e+X6rVq065ufY2FgefvhhHn74YXMCEpGocfW46PJ2YbfaKUzRBh4iAA6bg5LUEipaKqhoqSA7IdvskERERABIPLIDgE5nDieuOD14hgEH++qZxWtppgx9NTGh8hoLCm38b8/gZ0YmOO1kxBgc8Vp4p7aXDw26RTkdQ3qmmYiMHn2FzguTC7Fbh1Q+X8RUE9JDuzDtP7Lf5EhERESOaqvB6W7EHzTodmRFtKtmr52ugA27xaAwzhvRvkTCodWeRYvfSazdwiTb4bC0mR8fBGB9rTbCiDYlzURkSDjUdgiAktQScwMRGWJK00PfVlZ3VOPx6xt2EREZAqrXAbClPkjQ6ohoV30bABTGebHr06sMBxYLO7ozAZhurwpLk31Js93NXlq6lTyOJr3tiIjpgkawf6ZZSZqSZiLvlRaXRkZcBkEjyIHWA2aHIyIiAlVrAXizKvJF+at6Qkszx2pppgwjO3syAJhuC0/SLNEO3sZKgga8XtYYljZlYJQ0ExHTtfhb6PX3EmOLIT8p3+xwRIacviWaFS0VJkciIiICVIVmmq2pjmxRck/AQn1vaCabkmYynOzsDiXNJtlqsQXCs6SyZ1/o390ruxrC0p4MjJJmImK6Wk8tAGNTxmK16G1J5P36lmjub9mPYRgmRyMiIqNatwtc5QC8FeGkWbU7BgMLaQ4/yY5gRPsSCac6XwK1HUEclgD5nTvD0mZf0mzNfhddnsjP8pQQfToVEdPVeesAGJs21txARIao4tRiHFYHnd5OmrqbzA5HRERGs6P1zNxJY2lxR/aLnENaminDloWVh0KJrYL2zWFp0eeqIi/RhtcfZOVejQejRUkzETGXDeq99QCMSx1ncjAiQ5Pdau/fJENLNEVExFRVbwPQlTEjot0YBlQd3QSgOF6Fz2X4WXUoNBOzsCM8STOAcwtiAXhlt5ZoRovd7ABEZJQbA37DT7wjnuyEbLOjERmyJmRMYF/LPipaKji/6HyzwxERkdGqL2mWHtmkmctrpztgw24xGBOnpJkMP30zzXI7d2EP9OK3xQ66zRxfA5DEij0NbNi4GYfNcsZtZWZmUlRUNOiYRjolzUTEXEc3yyxJLcFiOfM3fZGRrq+uWU17Db3+8BSUFREROS29HdCwA4j8TLNDR2eZFcZ5sWuIKMPQgVaD5mASWdZO8ju3U506/4zb6mhpBuD+T9/KmHsex52UwaKPfYbeA5vOuM24+Hj2lpUpcXYKSpqJiLmOJs3Gpo41NQyRoS41NpXM+ExcPS4qWytJJ93skEREZLSpeQeMIKQW44vLimhXffXMilXPTIaxnf6xXBKzk4L2LYNKmrm7OgC4+r8eoCcvlQNdMP/OB5mbcWabcTRWV/K3H38Vl8ulpNkpKGkmIqZx+91QEHrcV69JRE5sQvoEXD0u9rfs5xzLOWaHIyIio011aGkmxQsj2o0nYKG+1wFoEwAZ3nYFirmEnRS2n/mMsPfKyC9mwoRCDmyro9EbQ/6EEqxarRNR2ghAREyzvXU72CHBmkB6nGbNiJxK3xLN/S37MYzI7lgmIiLyAVV9SbPzItpNtTsGAwtpDj8pjmBE+xKJpJ3+YgByunZjD7jD0mZBWjxOuxW3L0B9u0p2RJqSZiJimo2ujQCMcY5RPTORAShKKcJhddDl7eKI/4jZ4YiIyGji64Xao7sARjhpVqWlmTJCNBqpdDhzsRkB8ju2h6VNm9VCSWYCAJXNXWFpU05MSTMRMU1f0iw/Jt/kSESGB7vVzri0cQBU91abHI2IiIwqtZsh4IXEHEgfF7FuDKDq6CYAY+O1a6YMdxYOJ88FoLBjc9haHZ+VCEBlU5dWH0SYkmYiYoq23jbK2soAyHcqaSYyUBPSJwBQ46kxORIRERlV+uqZFS2ACK4QcNuS6ArYsFsMxsQqaSbDX01KKGlW0B6+pFlxRjw2q4WOXj+uLv07iSQlzUTEFKsPrSZIEFyQaEs0OxyRYaOvrlmTrwniTA5GRERGj6robALQ5gjtylkQ58WuT6syAhw+mjTL7dyDI9ATljYdNivF6fGAlmhGmt6GRMQUbxx8I/TgoLlxiAw3KbEpZMVnYWBA5FbHiIiIvCvgh5p3Qo+LF0S0q7aYUNJMu2bKSNERm0+7Mx8rAfI7toWt3fHZR5doKmkWUUqaiYgp3jikpJnImeqbbUapuXGIiMgo0bADvF0QmwLZZ0WsG0tMHF32NACKVc9MRpDDKXMAKAzjEs1xmQlYLODq8tLu9oWtXTmWkmYiEnWNXY3satoV+uGQqaGIDEt9dc2YAEEjaG4wIiIy8vUtzSw8F6y2iHUTWzgNw2Ilxe4n1RGIWD8i0VaTMg8Ib12zWIeNMamhWh2VTZptFilKmolI1K08tBKAScmTIDzL+kVGlaKUIhwWByTC3va9ZocjIiIjXfW60H3xeRHtJnbsLAAKNctMRpi+umY5XXuJ8YcvwdW3i+Z+LdGMGCXNRCTq+uqZzcucZ3IkIsOTzWpjTMwYANY2rTU5GhERGdGCwfdsAhCdpFlRnJJmMrJ0OnNpix1ztK7Z9rC1Oz4rAYD69l66Pf6wtSvvUtJMRKJuxcEVAJydebbJkYgMX0WxRYCSZiIiEmGufeBuAXsc5M2KWDfd1gRiMovBMChU0kxGoMPJodlmhR3hW6KZFOsgO8kJwAFXd9jalXcpaSYiUXWo7RAHWg9gs9iYkzHH7HBEhq1CZyEAu1p34epxmRyNiIiMWFVHv5wpmAf2mIh1U+sIfRmUEGgn1mZErB8Rs9QcXaJZ0L4prO1qF83IUtJMRKKqb2nmOWPOIcGeYHI0IsNXgi0BGsDA4NXKV80OR0RERqr+emYLI9pNXUzoy6AUr74IkpGpr65Zdld5WOuaTTha1+xwixuPXxtohJvd7ABEZHTpS5pdUnKJyZGIjAAVQC4sq1jGrdNvNTsaEREZ4qqrq3G5TiMpZRhMq1hFDFDhzaRzy5b+l8rKysIWl2G8O9Ms2ecCksLWtshQ0eXMoTW2kLTeGsZ0bONg+vlhaTc9IYa0eAetPT4OuXqYlKt/P+GkpJmIRI1hGP1Js0tLLoVWkwMSGe72AxfAK5WvEAgGsFltZkckIiJDVHV1NVOmTKanxz3gc4pTLBz6YhK+gMGsaz5Nj++Dx3R2DX7GTHlXLG5bAkFfL0n+tkG3JzJUHU6ZQ1pvDQXtm8KWNIPQLpqbqlqpbO5S0izMlDQTkajZ69pLfVc9TpuTBYUL2NO6x+yQRIa3Gki0J+LqcbGpbhPzC+abHZGIiAxRLpeLnh43TzzwUaYUZQ3onPSeSmh/G29sFmt+8/FjXlv2zj4efOw1ent7Bx3bW0dCy8s8NbuxpgQH3Z7IUFWTMo/pjc9T2L7l1Aefhr6k2aEj3fgDQew2VeIKFyXNRCRq+maZLSxaSKw91uRoREaAIMzPms+K+hUs379cSTMRETmlKUVZzJk4ZmAHl++AdkjIGc+c8ceeU1bdHLaY+pJm7kPbYGZe2NoVGWr6dtDM6i7H6e/EYw/PrLCcZCeJTjtdHj81rW5KMlU7OlyUfhSRqHnj0HuWZopIWJyfHZrav6ximcmRiIjIiNNeE7pPLYxYF56ghQ2toaRZ76GtEetHZCjodmbREluElSBjOsL3926xWBh3NFGmXTTDS0kzEYmKQDDAyoMrAW0CIBJOC7IXALCpbhNN3U0mRyMiIiOGtwvcLaHHyQUR62ZrWzzugJXYYA++5kMR60dkqOjbRbOgfXNY2x2fHUo+H2juJmgYYW17NFPSTESiYnvjdlp7W0mKSWJe/jyzwxEZMbJis5idOxsDg1f2v2J2OCIiMlK0Hw7dJ2SBI3JlNfqWZo7xVkesD5GhpCYl9Fko3EmzMalxOO1W3L4A9W2DrzUoIUqaiUhU9NUzu2jsRditKqcoEk5XTrgSgOX7l5sciYiIjBh9SzNTIrc0E2DNkVBNJyXNZLQ4nDIHgOzufcT62sLWrs1q6a9ltl9LNMNGSTMRiYoVB1cAcMlYLc0UCberSq8C4JXKVwgEAyZHIyIiI0IUkmbtPhs72+MAGOOriVg/IkNJT0wmR+JKsGBQEIFdNCFU18zQEs2w0HQPEYk4b8DLmqo1AFw6TpsAiITb/IL5pMWm0eJu4Z3ad1hQuMDskEREZDjz90LX0TqZEUyarWtJIIiF8Qm9JGhmjIxAnR0d1NfXf+D5vY6zWOg+SEb9atb4ppyynba2tgH1V5wRj91qobPXj6vLS1aS83RDlvdR0kxEIu6d2nfo9nWTGZ/JtOxpZocjMuLYrXYun3A5T+16imUVy5Q0ExGRwWmvDd3HpYEzMWLd9C3NvCCjCw5FrBuRqOv1hWb+b9q0ia17D3zg9dqsRhbOhMz61fzx2VMvAPQ2HQSgp6fnpMc5bFaKM+KpbO5mf3OXkmZhoKSZiERcXz2zi8dejNWiVeEikXDlhCtDSbP9y/jeJd8zOxwRERnO+pdmRm7XTIC1RzcBOD+jk/UR7Ukkurz+UNJs5vhszjt79gdejzXcBD2bmZjQzVeunkSHJfmk7a1/28eaCvB4vafse3xWIpXN3VQ2d7FgXMaZ/QLST0kzEYm4vqTZpSVamikSKVdMuAKALfVbqO+sJy8pz+SIRERk2IpCPbMat4NDPU5sFoP56d1KmsmIlBDrIC/jeAmxZJqaCsj11TAvvp6y+JMnqJPjYgbcZ0lmAhYLHOny0tbjJTV+4OfKB2nKh4hEVI+vh3WH1wFwSYk2ARCJlOyEbM7OPxuAl/e/bHI0IiIybAV80Hm0BlMEk2ZvuUJLM2en9JBkD0asH5GhqsZZCkChpyKs7cY6bIxJDW2wUdncHda2RyMlzUQkotZWr8Ub8FKQXMCE9AlmhyMyovXtorls/zKTIxGBhx56iLPPPpukpCSys7O5/vrrKS8vP+aY3t5elixZQkZGBomJidx00000NjaaFLGIANBZB0YQYhIhNjVi3bz1nqWZIqNRtXMiAEWeCgjzTpcT3rOLpgyOkmYiElHvXZppsVhMjkZkZOtLmr1a+Sq+gM/kaGS0W716NUuWLGH9+vW89tpr+Hw+LrvsMrq73/3W+0tf+hL//ve/eeaZZ1i9ejV1dXXceOONJkYtIrS9Z2lmhMZuQQPWtvQlzfShXkanupgS/NhICrSR6m8Oa9vjshIAqG/vpdvjD2vbo41qmolIRK04uALQ0kyRaJiXP4+s+Cyae5p5u+ZtLhp7kdkhySj28svHLhN+/PHHyc7OZvPmzVx44YW0t7fzpz/9iSeffJJLLgn9N+LPf/4zU6ZMYf369Zx77rlmhC0iUahntrsjjjafnURbgJkpJ98NUGSk8ltjqI8podC7nyJPBW2O7LC1nRTrICfZSWOHhwPN3UwvSAlb26ONZpqJSMS09baxuX4zoKSZSDRYLdb+DQGWVWiJpgwt7e3tAKSnpwOwefNmfD4fixcv7j9m8uTJFBUVsW7dOlNiFBn1ggHoqAs9juDOmWuOLs08N70Lhz6RyigWqbpmENpFE7REc7D0FiUiEfNm1ZsEjSATMyZSkBzZLctFJER1zWQoCgaDfPGLX2ThwoVMmzYNgIaGBmJiYkhNTT3m2JycHBoaGo7bjsfjoaOj45ibiIRRVyMEfWCPhYSsiHWz9oiWZooAVPclzbz7Q7UEw6gvaVbT2oPHHwhr26OJkmYiEjErDhxdmjlWs8xEouWy8ZdhtVjZ1bSL6vZqs8MRAWDJkiXs2rWLp556alDtPPTQQ6SkpPTfCgsjt3xMZFTqX5pZELF6Zr0BCxvbQvWWlDST0a4xpgivxUlcsJssX11Y205PiCEt3kHQgIMu7aJ5ppQ0E5GIeePQ0U0Axl1qciQio0d6XDoLChYAsLxiucnRiMC9997Liy++yMqVKykoeHfWcW5uLl6vl7a2tmOOb2xsJDc397ht3X///bS3t/ffampqIhm6yOgThXpm77Qm4A1ayYv1Mj7BE7F+RIaDoMXG4ZjxwNFdNMOsb7bZ/iYlqM+UkmYiEhGNXY3satoFwKKxi8wNRmSUuXLClYCWaIq5DMPg3nvvZenSpbzxxhuUlJQc8/rcuXNxOBysWLGi/7ny8nKqq6tZsGDBcdt0Op0kJycfcxORMDEMaD8cehzBpFnf0syF6V2RmswmMqxUx0aurllpdujfW9WRHnyB8C7/HC2UNBORiFh5aCUAM3NmkhmfaXI0IqNLX12zFQdW4PHrW3wxx5IlS3jiiSd48sknSUpKoqGhgYaGBtxuNwApKSncdddd3HfffaxcuZLNmzfziU98ggULFmjnTBEzdDeDvxesDkjMiVg3a44kAXCBlmaKAO9uBjDGW4nV8Ie17awkJylxDvxBQ0s0z5CSZiISEW8cPLo0s0RLM0WibVbuLPIS8+j2dbOmeo3Z4cgo9bvf/Y729nYWLVpEXl5e/+3pp5/uP+YXv/gFH/7wh7npppu48MILyc3N5dlnnzUxapFRrG+WWfIYsNoi0oXLY2NPZxwA5ylpJgKAy55HjzWBGMNLrje89WgtFgsTjs42q9ASzTOipJmIRMSKg0c3ASjRJgAi0WaxWN5dolmhJZpiDsMwjnu78847+4+JjY3l4YcfpqWlhe7ubp599tkT1jMTkQh77yYAEfJ2S+jD++REN1nO8M6oERm2LNb+2WZFnn1hb75vieYhV7eWaJ4BJc1EJOwOtR3iQOsBbBYbFxRfYHY4IqNS3xJNJc1EROSUDOPdpFlq5OqZvdW3NDNTM15E3qsvaRaJumbZSU6SY+34gwaHtETztClpJiJht/JgqJ7ZOWPOIdmpIs0iZlg8bjF2q53yI+VUtlSaHY6IiAxlvW3g7QKLFZLyI9KFYcBbRzcBOD+jMyJ9iAxX1c6JAOR5q3AEe8PatsVioTQnlLDWEs3Tp6SZiISdlmaKmC8lNoXzi84HYPn+5SZHIyIiQ1rfLLOkPLA5ItLFgR4ndb0xxFiCnJOm2S4i79Vuz6TNloGNAAWe8H/Z2bdE86CWaJ42Jc1EJKwMw9AmACJDxFUTtERTREQGoL+eWeSWZq49OstsbloPcTYjYv2IDFdVsZMAKPaUh71tLdE8c0qaiUhY7XXtpb6rHqfNyYLCBWaHIzKq9dU1W3loJT2+HpOjERGRIast8kmzNVqaKXJS1c5Q0qwoAkkzLdE8c3azAxCRkeW1A68BcH7R+cTaY02ORmTkKysrO+FrhmGQG5dLg7uBR19/lPNzzj/m9czMTIqKiiIdooiIDGWezlBNM4CUMRHpwheEdUeTZhdk6AO7yPHUOEsJYiHD30SSv5VOe1pY2y/NTmRzVSsHXd2cFZnShSOSkmYiElZ9SbMPjfuQyZGIjGxdLaEPHbfffvvJD7waOBu+8L9fgPet0oyLj2Nv2V4lzkRERrP2w6H7xGyI0Bee29vj6QrYSHP4mZrsjkgfIsOdxxpHQ0wx+d5DFHnK2W0/N6zt9y3R7Oj109hrCWvbI5mSZiISNr6Aj1WHVgHwofFKmolEUm9XaGeli++5mNKZpSc87lDvIV5tfZWkBUl87NqPYbGEBknNVc0s/eFSXC6XkmYiIqNZFOqZvXkktCxsYUYXNn1WFzmhaudE8r2HKPbsY3dCeJNmFouF0uwkNle3crhHlboGSkkzEQmb9YfX0+XtIjM+k1m5s8wOR2RUSBuTRt7EvBO+nhHIYMXaFXQGOnEUOMhKyIpidCIiMuRFIWn2Vv/STNUzEzmZKuckzu18lSLPPjCCYAlvcmtCTiKbq1upd1ux2GPC2vZIpfSiiITN6wdeB0K7ZlrD/AYvImcmxhbD2NSxAOxr2WduMCIiMrT4eqG7OfQ4Qkmzdp+VbW3xAJyvemYiJ9UQU4zH4iQu2E22rzbs7eccXaIZMCzEjZsX9vZHIs00E5FBqa6uxuVyAfDczucAmGifyJYtW0557skKmItI+EzMmEhlayUVRypYWLjQ7HBERGSo6JtlFpcOMQkR6WJdSyJBLIxL6GVMnC8ifYiMFEGLjRpnKRN6d1HsKacpJrzJ7L5dNDdXtRJ/1kVhbXukUtJMRM5YdXU1k6dMxt3jBifwNcAK37vze3yv/XsDbqerS986ikTSxIyJLN+/nOr2atw+N3GOOLNDEhGRoaCtOnSfGrnalmuO1jO7ULPMRAakyjkplDTrLWdj0uKwtz+pL2k2/my6vcGwtz/SKGkmImfM5XLh7nFzwwM30J3Tzautr5JiS+Hmn9w8oPMrNlSw8rGV9Pb2RjhSkdEtNTaV7IRsmrqbqGipYEbODLNDEhGRoaD9aNIsgvXM1rhC9czOVz0zkQGpjp0E7ZDvPYg96MFvdYa1/czEGJIcQTqJYUNtLxeEtfWRR0kzERm0rOIsaiw10AoTcyaSV3riouTv5ap2RTgyEekzMX0iTd1N7DuyT0kzEREBfy90NYUeR2imWVVPDNVuJ3aLwbnp3RHpQ2SkabNl0m5LJyXQQoG3kkOxZ4W1fYvFQlF8kN3tVtZUu/lKWFsfeVSpW0TC4kDrAQDGpY0zORIROZ6JGRMB2N+yn0AwYHI0IiJiuvbDgAGxqeBMikgXa47umjkntZtEu5aBiQyIxUK1MzRuK+4tj0gXBQmhf487m7w0dWrVz8koaSYig9bp76TF3YIFS/8ufSIytIxJHkO8Ix5PwEN133IcEREZvaJQz+wtVygZd4HqmYmclqrYSQAUeyKTNEu0g6d2L0EDXtxeH5E+RgolzURk0Gq9oe2QxySPIdYea3I0InI8VouV0vRSAPYd2WdyNCIiYrq+nTMjlDTzB2Fti+qZiZyJamcpQSxk+BtJDLRFpI/uPasAeH57XUTaHymUNBORQTvsOQxoaabIUNe3RHNfyz4MwzA5GhERMY3fA50NoccR2gRgR0c8nX4byXY/M1LcEelDZKTyWBNodIT+bRZFaIlm9963sFpge00bh1yqOXgiSpqJyOBYoNYTmmk2Pm28ycGIyMmMTxuP1WKlxd1Ce6Dd7HBERMQsHbWE6pmlhG4R0Ldr5sKMLmyWiHQhMqJFeolmsKeNGTmhnTlf0GyzE1LSTEQGJxc8hocYWwxjksaYHY2InITT7uyvO1jVW2VuMCIiYp6+emYpkatntuaI6pmJDEaVczIAY3vLsRKZFQIXFIVK6zy3rVarEE5ASTMRGZyjKzLHpo7FZrWZG4uInFLfEs1qjzYDEBEZtfo3AYjM0sxOv5Wt7fEAXKB6ZiJnpD6mmF5LHLFGDxPjWiPSx/wxsTjtVg40d7O7riMifQx3SpqJyOAcXZGpemYiw8OkjNBU/wZvA8SZHIyIiESdNeiDrr56ZpGZabauJZGAYWFsvIfCeF9E+hAZ6QyLjarY0GyzeYlNEekj3mFl8ZQcAJ7fVhuRPoY7Jc1E5Iy5/W44OtZSPTOR4SE1NpXshGwMDJhgdjQiIhJtCb5mMILgTI5YPbPVrr6lmZplJjIYh44u0ZyXEJmkGcC1s/KBUF2zQFBLNN9PSTMROWMbj2wEOyTaEsmIyzA7HBEZoNL00tCDiebGISIi0ZfkaQw9SC0ES/gr9BsGrGoOJc0uzlLSTGQwDsVOAWBCXDs5CZHZUWPRpCySY+00dnhYf+BIRPoYzpQ0E5EztrZxLQBFziIsERh0iUhk9C3RpBR8QS2bEREZTRK9R5NmEVqaWdHtpLY3hhhrkAXp2gRAZDB6bEk0OgoAuGKCPSJ9OO02PjwzNNvsn5sPR6SP4UxJMxE5I4ZhsLYplDQrdEamiKyIRMaY5DHEWmMhFrYc2WJ2OCIiEiVxdoj3HZ1JkhqZpFnfLLMF6V3E2bTUS2SwDsaeBcCVEUqaAXxkbigxt3xXPR29+kL1vZQ0E5Ezsqd5D/XuevDDGOcYs8MRkdNgtVgZ6xwLwBv1b5gbjIiIRM25BTasBCEmCWJTI9LHSlcyABdnammmSDgccoaWaF423h769xsBswpTGZ+VQK8vyLId9RHpY7hS0kxEzsiyimWhBwfBbonctx4iEhljY8cCsKphFUEjMgMwEREZWhaNPTpmi1A9s06/lY2tCaG+lDQTCYuGmCI6/A7S4ixMskVm+aTFYuEj80Krh57REs1j6JOuiJyRZfuPJs0qgAtNDUVEzsAY5xjwgAsX79S+w7kF55odkoiIRNhFxbbQgzDWM6uoayFrXy0A67tz8BsW8uzdtNQepOU02qlzdYQtJpGRxLBY2dKdzaKUWubZ9xOplNaNs8fwk5f3srmqlcrmLsZnJZ7W+dXV1bhcrrDFk5mZSVFRZJaRnw4lzUTktLX3tvNW9VuhHyrMjUVEzozNYoN9wHRYWrZUSTMRkRHOEvAwv+Bo0ix18PVoXe3dAHzut68BrwGQfsXnSJoJ5etfZ+4PHjmjdt1e/6BjExlpNndlsSillrn2yoglzbKTY7loYhYry5v51+bD/PcVkwd8bnV1NZOnTMHd0xO2eOLi49lbVmZ64kxJMxE5ba8feB1/0E9xQjFVrVVmhyMiZ2ovMB2e3fssP1r8I+2CKyIygiW27CLWbsFrjScmLn3Q7XW6vQAsvv4jzJg6BcOAZYFZ9AJXnTOJnHO/eVrtrXzzbbaueR2PPzDo2ERGmi3d2QQNg3G2RhI8zXQ7syLSz0fmFbKyvJlnt9Ty5csmYbMObGzocrlw9/Rw29d+Sk7R+EHH0Vhdyd9+/FVcLpeSZiIy/LxU8RIA5+ecTxVKmokMWxUQY41hf8t+djfvZlr2NLMjEhGRCElq3gxApzOXjDB+SZKemUVBcTHNHju9h2OwWwxmFqdht6adVjuJqWVhi0lkpGkPONlUF+ScMTbGtq1jd861Eenn0inZpMY7aOjoZU1FM4smZZ/W+TlF4ykonRqR2MyijQBE5LQEjSDL9y8HYGH2QpOjEZFB8cL8rPlAaImmiIiMXP1Js5i8iLR/qCcGgMI4L3Z9yhQJu2UVoaXLJa1rI9aH027j+lljAG0I0EdvZyJyWrY1bKOhq4EERwKz02ebHY6IDNLFuRcDsHSvkmYiIiNWTwvx7aFCtB3O3Ih0cajHCcDYeE9E2hcZ7ZbvDyXNito2YA1Grvbff8wtAOC13Y209/gi1s9woaSZiJyWZRWhXTM/NP5DxNhiTI5GRAbrwpwLsVqsbG3YysHWg2aHIyIikXDwTSwY7G4K4LfFh7353oCF+l4HoKSZSKRsqgvQHozHGegmr3N7xPqZmp/M5NwkvIEgL2yvjVg/w4WSZiJyWvrqmV014SqTIxGRcEhzpnFh8YUAPLf3OXODERGRyDi4GoDXD0Zmdkq1OwYDCxkOP8mOYET6EBntggZs8Y8DYFzLWxHrx2Kx8JF5oR12tURTSTMROQ2uHhcbDm8A4MrSK02ORkTC5YbJNwBaoikiMmIdWAXA6wciszPloe7Q0sxizTITiaiN/lIAxrWuiWg/18/Kx2GzsONwO7vr2iPa11CnpJmIDNgr+1/BwGBGzgwKkgvMDkdEwqQvafZW9Vs0djWaHI2IiIRVaxW0HMCwWFl9KPwzzQzeU88sQUkzkUja4h9PwGIn3V1FWs+hiPWTkejksqmh+odPbqiOWD/DgZJmIjJgy/aH6pldXXq1yZGISDgVphQyL38eBgYvlL9gdjgiIhJOR5dmdqdOodMb/ua7bSm4g1ZiLEHyY1U0XCSSeojlcMpcAMa1RHa22W3ziwB4bmstXZ7IbTww1ClpJiID4gv4WF6xHICrSlXPTGSk0RJNEZER6ujSzM6sORFpvjUmB4CieC82S0S6EJH3qEwP1aId3/pmRPtZMC6DcZkJdHsDvLCtLqJ9DWVKmonIgKypXkNrbyuZ8ZksKFhgdjgiEmY3TrkRgNcPvE6Lu8XkaEREJCyCQTgQmmnWmTU3Il30Jc3Ga2mmSFQcOJo0y+vYQZyvNWL9WCwWbj062+xvG6owDCNifQ1lSpqJyID07ap37cRrsVlt5gYjImE3OXMyM3Nm4gv6eLbsWbPDERGRcGjaAz0ucMTTnXZW2Ju3p+bitidhwWCsNgEQiYpOZy5NCROxEqQkgrtoAtw0p4AYu5XddR3sODw6NwRQ0kxETskwjP6k2fWTrzc1FhGJnI9N+xgAT+16yuRIREQkLI4uzaR4IYbVEfbm40rPBWBMnJdY2+ichSJihsr0iwAY1xLZJZppCTF8eHoeEJptNhopaSYip7S1YSs1HTXEO+JZPG6x2eGISIT0Jc1WHlpJQ1eDydGIiMig9SXNxl0UkebjJ8wHYLxmmYlEVd8SzbFt67EFI/vvr2+J5gvb62h3j77NPpQ0E5FT6ptldsWEK4hzxJkbjIhEzNjUsZxbcC5BI8gzu58xOxwRERkMvxeq1oYej1sU9uZ7LbE4C0JLPsepnplIVDUlTKIzJhtHsJfCtk0R7WtucRqTcpLo9QVZuuVwRPsaipQ0E5FT6l+aOel6U+MQkcj72NSjSzR3a4mmiMiwdngj+HogPhOyp4a9+eqYEixWG/H+dpIdwbC3LyInYbG8u4tmy+oId2XhtnNDs82efKd61G0IoKSZiJxUZUslO5t2YrPYuHri1WaHIyIR9tGpH8WChbdr3qaqbXTWrhARGREOHv0gPe4isIb/Y1+VczwAad6msLctIqfWt0RzXMsaMCKbuL5+9hjiHDb2NXaxqSpyO3YORUqaichJ/avsXwBcNPYi0uPSTY5GRCItLymPRWMXAfD07qfNDUZERM5c5crQfQSWZnb5rRyOKQYg3asamCJmOJwyF48tgUSfi5yusoj2lRzr4NqZ+QD8bf3o+lJVSTMROaln9oTqGn3krI+YHImIRIt20RQRGeZ6WqD2aJ2jcReHvfk3mpMIWOz4jhwmLtAZ9vZF5NQC1hiqUhcAkd9FE+hforlsZwPNnaOnjqGSZiJyQofaDrGpbhNWi5UbJt9gdjgiEiU3TbkJu9XO1oatlLvKzQ5HRERO14FVoeVaWZMhtTDszS9rSAWgp3wtlrC3LiIDVZl+AQDjo5A0m1GQyuyiVLyBIH9/pzri/Q0VSpqJyAn9a09oaeaFxReSk5hjcjQiEi0Z8RlcNv4yQLPNRESGpf2vh+4nLA57091+KytdSaHH5WvD3r6IDNzBtIUEsZHVs5/k3tqI93fneWMBeGJ9FV7/6NgAREkzETkhLc0UGb36dtH8+66/j7pdkkREhjXDiGjSbJUrCU/QSlKgDV/TgbC3LyID53GkUJs8C4DxRyK7iybAldPyyEpy0tTpYfmu+oj3NxSYmjR76KGHOPvss0lKSiI7O5vrr7+e8vJjl4H09vayZMkSMjIySExM5KabbqKxsdGkiEVGj+r2ajbUbsCChRun3Gh2OCISZddNvo5YeyzlR8rZ3rjd7HBERGSgGnZCVyM44qH4vLA3v6wxBYASz/6wty0ip68i8xIAJh5ZEfG+YuxWbp8f2gTkL28finh/Q4GpSbPVq1ezZMkS1q9fz2uvvYbP5+Oyyy6ju7u7/5gvfelL/Pvf/+aZZ55h9erV1NXVceON+gAvEml9SzMvKL6A3MRck6MRkWhLdiZzdenVAPx9599NjkZERAasb5ZZyYVgd4a1aXfAwsrm0NLMEk9FWNsWkTOzP/1iDCzkd+4g0RP5CUa3zi/CYbOwpbqN7TVtEe/PbKYmzV5++WXuvPNOpk6dysyZM3n88ceprq5m8+bNALS3t/OnP/2Jn//851xyySXMnTuXP//5z7z99tusX7/ezNBFRryndz8NwH9M+Q+TIxERs9wy7RYAntz1JIFgwORoRERkQCK4NPP1pmR6AjYK4rxk+pvC3r6InL5uZxZ1yTMBmHBkZcT7y0py8uEZ+cDomG1mNzuA92pvbwcgPT0dgM2bN+Pz+Vi8+N03/MmTJ1NUVMS6des499xzP9CGx+PB43l3+9OOjo4IRy0y8lS2VLKhdgNWi5WPTFU9M5GRrKys7ISvjQmMIdmRzOGOw/zhtT9wbtax/93NzMykqKgo0iGKiMhA9bZDzYbQ4wgkzZ6vTwXgurxWPKNn8zyRIa8i4xLGdGyj9MgbbMv/WMT7u/O8sSzdWsu/d9Rx/1VTIt6fmYZM0iwYDPLFL36RhQsXMm3aNAAaGhqIiYkhNTX1mGNzcnJoaGg4bjsPPfQQ3/nOdyIdrsiI1rdb3qUll2pppsgI1dXSBcDtt99+8gOvAs6BJX9cAs8e+1JcfBx7y/YqcSYiMlRUroSgHzImQHpJWJtu89pYfXTXzOvy2vhHWFsXkcGoyLiYRQd/zpiObSR4XXTHZEa0v5mFqcwuSmVrdRt/f6ea89Mi2p2phkzSbMmSJezatYu33nprUO3cf//93Hffff0/d3R0UFhYONjwREYNwzD4286/AXDr9FtNjkZEIqW3qxeAi++5mNKZpSc8rsnbxHNHnsM2w8Z/fug/ibHGANBc1czSHy7F5XIpaSYiMlTseyV0P/GKsDe9rDEFn2FlSpKbiYmeU58gIlHT5cylLmk6+Z07GX9kJTvyIr9a6M7zxrK1ehtPrK9i/mUjN2s2JJJm9957Ly+++CJvvvkmBQUF/c/n5ubi9Xppa2s7ZrZZY2MjubnHn/3idDpxOsNb8FJkNNnRuIMyVxlOm5MbJt9gdjgiEmFpY9LIm5h3wtdzjVze2vQWrh4XR1KOMCdvThSjExGRAQsGoCJySbN3l2a2hb1tERm8ioxLyO/cSemRN6KSNLtyWh7fTyqjqdPD+treiPdnFlM3AjAMg3vvvZelS5fyxhtvUFJy7BTiuXPn4nA4WLHi3a1Ty8vLqa6uZsGCBdEOV2RUeHLnkwB8eOKHSYlNMTkaETGbxWJhZk6ouOz2hu0mRyMiIidUuxl6joAzBYo+WPt5MOrcDt5pTQDgmty2sLYtIuGxP+MSAAratxDnbYl4fzF2K7fPLwbgxX3dEe/PLKYmzZYsWcITTzzBk08+SVJSEg0NDTQ0NOB2uwFISUnhrrvu4r777mPlypVs3ryZT3ziEyxYsOC4mwCIyOAEjSB/3/V3QEszReRdM3JmYMFCdUc1R3qOmB2OiIgcT/ny0H3pYrA5wtr0Cw2pGFg4J62LMXG+sLYtIuHREZtPQ+JZWAkyoWVVVPq8dX4RMXYrFS0+nGNG5oYApi7P/N3vfgfAokWLjnn+z3/+M3feeScAv/jFL7Bardx00014PB4uv/xyfvvb30Y5UpGRq7q6GpfLBcAm1yZqOmpIsCeQ15XHli1bTnruyXbdE5GRI9mZzPj08exv2c+Whi18aNyHzA5JRETeL0L1zAwD/lkbqld0g5ZmigxpFRmXktu1h1LXCnbm3hjx/rKSnNwwawxPb6oh+eyRWdrH1KSZYRinPCY2NpaHH36Yhx9+OAoRiYwu1dXVTJ4yGXdPaHYn1wOzoHt9N+f9v/MG3E5XV1ckwhORIWRO3hz2t+xne8N2Lhl7idnhiIjIe7VVQ9NusFhhwuKwNr21PZ793bHEWoN8WEkzkSGtIuMSLqj6DYXtm4n1tdHrSI14n3ddUMLTm2qIm3guXT5/xPuLtiGxEYCImMPlcuHucXPDAzeQWpjK/zX9H37Dz7WXX0vuNcffbOO9KjZUsPKxlfT2jtzCjyISMjF9IgmOBLp93ZQfKSeNkbtLkojIsNM3y6zwXIhPD2vTzxydZXZVbjtJ9mBY2xaR8GqPK6AxYRI53eWMb1nN7pzrIt7nxJwkZuc62drgYX+njckR7zG6lDQTEbKKs2hMbsTf6Cc9Lp1ZU2dhsVhOeZ6r2hWF6ERkKLBZbczOnc1bNW+xpX4Ll8ZeanZIIiLSZ+9LoftJ4V2a6Q5Y+PfRXTM/MibyhcVFZPAqMi4lp7ucUteKqCTNAK6dlMDWBg+Huq30+gLEOmxR6TcaTN0IQESGjr5d8WblDCxhJiKjz+y82QBUtlbS6e80ORoREQHA3QqH1oQeT/5wWJt+uTGFroCNojgP89NG7u54IiNJRWaojEZR+zs4fe1R6XNGdgzepoMEDAu7aqPTZ7QoaSYidPo7OdR+CAjtkicicjzpcemUpJYAsNe91+RoREQEgH2vQtAPWVMgY3xYm/5HbWip53+MacWq71RFhoW2uGKaEkqxGQEmHlkRlT4tFgsdG5cCsO1wG4HgqevXDxdKmokI5e5yAMaljiMlNsXkaERkKJubPxeAvT17YeTMvBcRGb72/jt0PyW8s8wqu52sa0nEisFN+a1hbVtEImtv5pUATG5+OWp9dpe9SazVoNsToKJx5KxIUNJMZLSzQHlPKGk2K2+WubGIyJA3OWMySTFJuINumGJ2NCIio5zPDfuPziQJ89LMJ6pDs8wuyepgTJwvrG2LSGSVZ12GgYWCjq0keRqi02nAz/ikAABbqtswjJEx20xJM5HRbgJ0B7uJs8cxJVOfgEXk5GxWG3PzQrPNOMfcWERERr3KN8DXAylFkDczbM32+C38sy6UNPvPoiNha1dEoqPLmcPh5DlAdGeblSQGsVstNHd5ONzqjlq/kaSkmchod/Sz76zcWdit2lBXRE5tTt4cLFigCMrby80OR0Rk9Cp7MXQ/+WoI40ZOLzSk0em3URzn4YKMrrC1KyLRszcrtJtuNJNmThuclZcMwJbqkbGsW5+QRUaxJncTTAw9npM3x9xgRGTYSHImURJbwoHeA/zj0D+4hVvMDklEZPQJ+GDf8tDjMNYzMwz4a3UGALcXHdEGACJDSGdHB/X19QM6tjUwlYuxk9lTiXHobRqcJf2vuVyuSIXIrKJUdtS2c+hIDy3dXtITYiLWVzQoaSYyij1f8zxYIS8mj8z4TLPDEZFhZFrCNA70HmD54eUc6TlCRnyG2SGJiIwuB98EdyvEZ0LhuWFrdkt7PHs643Bag/yHNgAQGRJ6faFaYZs2bWLr3gMDPu/sGZlck92Ade2v+eP+d0vxBLpaAAacgDsdafExjMtM4ICrm63VrVw6JSfsfUSTkmYio5Q/6GdpVWhb4CnxqmUmIqcnx5EDdeDJ9/D7Tb/nGxd+w+yQRERGlz3Phe7PuhZs4ftY9+ih0Bep1+W1kRYTCFu7InLmvP7Qv8WZ47M57+zZAz6vNZAAvqe5c2wz9ZNux7CEKnTtLa/g39uhra0tEuEypyiNA65uyho6WTA+g/iY4Zt6Gr6Ri8igvFD+Ao29jdANY3PHmh2OiAwzFosF1gE3wf9u/F++ct5XcNqdZoclIjI6BHxQ9u/Q46k3hK3Zqp4YXm5MAeBTY5vD1q6IhEdCrIO8jOQBH99mzKW3/nlSjQ7mJbk47JwAQGNibKRCBCA/NZbsJCdNnR52Hm5n/rjhuyJBGwGIjFK/eec3oQdbwG5R/lxEzsAeyI7NpqGrgad2PWV2NCIio8fB1aGlmQlZULwwbM0+eigTAwsXZ3YwMdETtnZFxBwBi4OKuNDOupN7NketX4vFwpyiNAC2H27HHwhGre9wU9JMZBTa2biTVYdWYbPYYKPZ0YjIsBWAm0tuBuDn63+OYRgmByRDyZtvvsk111xDfn4+FouF55577pjXDcPgm9/8Jnl5ecTFxbF48WIqKirMCVZkuNkdKrHBlGvBagtLky1eG8/UpgNwt2aZiYwYe+PnAlDq3o7N8Eet3wnZiSQ67bh9AfY2dkat33BT0kxkFPrfd/4XgEW5i6DD3FhEZHi7sehG4h3x7GjcwesHXjc7HBlCuru7mTlzJg8//PBxX//JT37Cr3/9a37/+9+zYcMGEhISuPzyy+nt7Y1ypCLDjN8LZS+GHodxaeYTNRn0Bq1MS+5hQXp32NoVEXMdjhlPpzWFWMPN2N49UevXZrUwqzAVgK3VbcP2y1UlzURGmVZ3K0/sfAKAm8febHI0IjLcJcckc9fsuwD40dofmRyNDCVXXnkl3//+97nhhg9+qDcMg1/+8pf8v//3/7juuuuYMWMGf/3rX6mrq/vAjDQReZ+Dq6G3DRKyofi8sDTZ5bfyWFVoA4BPj23GYglLsyIyFFislMfPAWBKFJdoAkwbk4zDZqGl20tVS09U+w4XJc1ERplHtzxKj6+H6dnTmZMxx+xwRGQE+Mp5X8FutfPGwTd4p/Yds8ORYeDgwYM0NDSwePHi/udSUlKYP38+69atMzEykWFg5z9D92ddF7almX+pzqDNZ2dcvIerc9vD0qaIDB1lR5dolvTuJjYQvZmkTruNqfmhzUW2VrdFrd9wUtJMZBTxBrz8asOvAPjSuV8K7X4nIjJIRSlF3Db9NgAeeushk6OR4aChoQGAnJycY57Pycnpf+14PB4PHR0dx9xERhVv97u7Zk7/SFia7PJbeeRQFgCfG9+ITcNDkRHHZc+nyTEGOwEmu6M722x2YSoWoLqlh+bO4bfBiJJmIqPI07ueprazltzEXG6dfqvZ4YjICPK1hV/DgoXn9j7H7qbdZocjI9RDDz1ESkpK/62wsNDskESiq3w5+LohtRgKzwlLk++dZXZNbltY2hSRIcZiYVf8uQBM614PRK++WHKcgwnZiQBsrWmNWr/hoqSZyChhGAb/s+5/APj8OZ/HaXeaHJGIjCRTsqZw/eTrAdU2k1PLzc0FoLGx8ZjnGxsb+187nvvvv5/29vb+W01NTUTjFBlydvwjdD/jo4Sj8Fjn+2aZ2fXpUGTE2hs/Bz92svz1lNhcUe17TlEaAOUNnXR5oreDZzjYzQ5ARKLj9QOvs6NxBwmOBP5r3n+ZHY6IjEAPXPAAS/cu5cmdT/KNC77B5MzJJz2+uroal+vMB22ZmZkUFRWd8flinpKSEnJzc1mxYgWzZs0CoKOjgw0bNvDZz372hOc5nU6cTn3pI6NUtwsqV4QeT/9oWJr8w8EszTITGSU81ngq4mYyxb2Zi2LLo9p3bkos+Smx1LX3sr2mjYUTMqPa/2AoaSYySvzk7Z8AcNfsu0iPSzc5GhEZieblz+PaSdfyQvkLfHvVt3nqP5464bHV1dVMnjIZd4/7jPuLi49jb9leJc6GqK6uLvbv39//88GDB9m2bRvp6ekUFRXxxS9+ke9///uUlpZSUlLCgw8+SH5+Ptdff715QYsMZbuXQtAPebMga+Kgm2votfPo0Vlm/z2xXrPMREaBXQnnMsW9mXNjKol3RLfvOcVp1O2oZ2dtO2ePTSdmmLzpKGkmMgq8U/sOrx94HZvFxpcWfMnscERkBPvuou/yQvkLPL37aR644AFm5Mw47nEulwt3j5sbHriBrOKs0+6nuaqZpT9cisvlUtJsiNq0aRMXX3xx/8/33XcfAHfccQePP/44//3f/013dzef/vSnaWtr4/zzz+fll18mNjbWrJBFhrb3Ls0Mg5/vz6U3aGVeajeXZ2tTDZHR4HDMeNpsmaTi4iNnRTdrVpKZQGqcgza3jz31HcwqTI1q/2dKSTORUeAHa34AwO0zbmds6lhzgxGREW1m7kw+ctZHeGbPM3xr1bdYevPSkx6fVZxF3sS8KEUn0bRo0SIM48SFhi0WC9/97nf57ne/G8WoRIap5n1w+B2w2GDaTYNubm9nLM/UhmoM3T+pPhzl0URkOLBY2JUwn/M7XuJTcxxURbFrq8XC7KJUVpY3s7W6lRkFKViHwZvP8JgPJyJnbGfjTl4ofwELFu4//36zwxGRUeA7i76D1WLlub3Psbkuutuai4iMSNv+Frov/RAknXizjIEwDPjO3nwMLFyV08bc1J4wBCgiw8We+LMJGBbOL7KT7G2Iat9T8pKJdVjp6PVT2dQV1b7PlJJmIiPcD9/6IQAfmfoRJmVOMjkaERkNpmRN4dbptwLwzVXfNDkaEZFhLuCH7UdrRM66bdDNvdWdx7qWRJzWIF+fGN0PzCJivm5bCtt9hQCMb387qn07bFZmjEkFYEt120lnpA8VSpqJjGDlrnL+sTtU/+KB8x8wORoRGU2+ddG3sFlsLKtYxrqadWaHIyIyfFW+AV0NEJ8BE68YVFOWmDgebwntbHzvuCaK4r3hiFBEhpk3e0OTKcZ1rgd/dN8HZhSkYLNaaOjopb69N6p9nwklzURGsO+s/g5BI8i1k65lZu5Ms8MRkVFkQvoE7px1JwAPrnzQ3GBERIazrf8Xup9xM9hjBtVU6vm30RqIpSTew6dLmsMQnIgMR9t9hdR1BokNdMG+l6Pad4LTzuTcJAC2VLdGte8zoaSZyAi1q2kXT+0KTeX/zqLvmByNiIxGD174IA6rgxUHV7Dy4EqzwxERGX66j0D58tDjQS7N3HfES9LcawD4zpRanNahvyxKRCIjiJXHt/lCP2z5S9T7n1MU2oiksrmb1p6hPeNVSTOREeo7q7+DgcFNU25iVu4ss8MRkVGoOLWYu+fcDcDXV3ydoBE0OSIRkWFm+98h6IO8mZA77Yyb6fUF+N+N7VisNi5MqOXCzOFRgFtEIudPW48mq/avgJYDUe07PSGGsRnxAGytbotq36dLSTOREWh7w3b+ueefWLDw7UXfNjscERnFHrzoQRJjEnmn9h2e3vW02eGIiAwfhgGb/xx6PPcTg2rql69XcLjDj7+rhbsyysIQnIgMdwdaDWrjpwIGbPxT1Pvvm21WVt+B2xuIev8DZTc7ABEZnOrqalwu1zHPffGdLwLwofwP4T3sZcvhLcc9t6xMgyYRiazcxFy+tvBrPLjyQe5fcT83TLmBWHus2WGJiAx9h9bAkf0QkwjT/+OMm9lS3cof36wEoOWV/yVp+tnhilBEhrl9qRcypmd3qHbixd+AmPio9V2QFkd2kpOmTg87atuYX5IRtb5Ph5JmIsNYdXU1k6dMxt3jfvfJIuCTQBBevf9VXj3y6inb6erSFH0RiZz7FtzH7zf9nqr2Kn61/ld87fyvmR2SiMjQt+mx0P2Mj4Iz6Yya6Oj18fm/byVowEXFcfx1/zuAkmYiElIfPxVSi6GtCnb9E+Z8PGp9WywWZhel8sruRrbXtDO3KA27begthlTSTGQYc7lcuHvc3PDADWQVZ2EYBi8ceYFGXyNTEqdwwQ8vOOn5FRsqWPnYSnp7h/5WvyIyfMU74nno0of4+HMf5wdrfsAnZg9umZGIyIjX1QRlL4Yez/vkGTVhGAYPPLuTw61uCtPj+NTsZP4axhBFZPgzLFY4+y547ZvwziMw+z/BYola/6XZSazdf4Quj5+9jZ1My0+JWt8DpaSZyAiQVZxF3sQ89rr20tjQiMPq4MoZV5J0im8lXdWuk74uIhIut824jV9t+BWb6zfz7VXf5lN5nzI7JBGRoWvrExD04cmawe46H9Qdv9TGybx+oIcXd7Rjs8CS2fFUV5YDUFbdHJYQ61wdYWlHRMxz8OBBto9fyHRrDNaGHZS//le6M6afdjtnWvbHZrUwuzCVNftdbK1qY2peMpYoJu0GQkkzkREiEAyw4uAKAM4tOPeUCTMRkWiyWqz87LKfsegvi/jj5j9y6UWXmh2SiMjQFPD3L838/F+28Md75552EzE548m9/adY7DG4Vv6ZW370r/7Xbv/hP8IWKoDb6w9reyISeV2doaT3gw8+yIMPwiPXxPKpOTHsfOSzfOQZ9ynOPkm7Z1D2Z+qYZDYcbKGlx8uhIz2UZCaccf+RoKSZyAixqW4Trh4X8Y54zis8z+xwREQ+4KKxF3HdpOt4vvx5frnnl2aHIyIyNJW/BO01+GJS+MuWGp544KNMKcoa8OntgRi+WnserkAM8+Ka+PqduVg/sYRHl23idy9sYPH1H2HG1CmDDnPlm2+zdc3rePxDd9c7ETk+jzuUGLvw1s8zb+EiWv010PIgN54Vw/d+/UtabQN/zwEoe2c1y//yqzMq++O025g2Jpkt1W1sqW5V0kxEws8dcLOqahUAl4y9RDvTiciQ9ZMP/YSXKl7iraa3YJzZ0YiIDEHrfw+Aq/gaPIHfMqUoizkTxwzoVF8QPr55HK5AHCXxHh47t4lkR+jc/Hf2AZCemUVBcfGgw0xM1S7sIsNdSk4BBaVTgalU7fo3xe3vcKVzK2+WfOm02mmsrhxUHLMKU9lW08bhVjdNHUOr3vbQ25pARE7bpq5N9Pp7yU3MZXbebLPDERE5oYkZE7ln3j2hH66EoBE0NyARkaGkfjtUvw1WO66x157WqYYB3yobw7qWRBJsAf44+xDJDr3HisjAbMm/FYBpjc/j8HdHte+kWAel2aHyQluq26La96koaSYy3OXA3p69AFwx/gqsFv2zFpGh7duLvk1qTCpkwa7uXWaHIyIydGz4Q+j+rOvwxZ3e8qhHDmXy5OEMLBj8ckYNpYmeCAQoIiPVobQFtMQV4wx0M63p+aj3P6coFYB9TZ30DKFSifp0LTKMGYYBV4KBwdSsqRSnDn6qvYhIpKXFpXHv5HsB2Ny1mS7v6ReNFREZcbqaYOc/Q4/nf/a0Tl3WkMIP9+UD8P8m1fOhbO1sKSKnyWLtn202p+7vWIPRzVxlJ8dSkBaHYcD+TltU+z4ZJc1EhrHX61+HsWDDxofGfcjscEREBuy6ouugFnyGjxUHVpgdjoiI+Tb8AQIeGDMPCuYN+LS3jyTwxR2FAHy80MUni12RilBERrg9WVfR7Ugn2dPARNerUe9/TlEaAAe7rFhi4qLe//FoIwCRYcrtc/fvPjczcSYpsSnmBiQio1JZ2ZkVgi7fWw7LgLthW+M25ubPpSC5ILzBiYgMF54u2PhI6PHCL4DFMqDTdrTHcffWsXgNK1dkt/OtKXUDPVVE5AMCtli25n2M86t/y7za/2Nv1pUDfj8Kh7EZ8aTHx9DS4yVx5uVR6/dklDQTGaZ++vZPaXA3QDvMyp1ldjgiMsp0tYSWVN5+++2DamecfRwH/AdYvn85n5r9KSz6tCcio9GWv0JvO6SPh8lXH/NSWXXzcU+p8ibyzfrJdAdtzIh18Yn4zWyvOHHh/zqXlmyKyKntyLuJcw4/TlbPfsa2vs2h9IVR69tisTC7KJUVe5tInnct/qARtb5PREkzkWFo35F9/HDND0M/vAr2yfqnLCLR1dsV2g784nsupnRm6WmfX7GhgpWPrWQyk6m11VLXWcfWhq3MyZsT7lBFRIa2gA/WPRx6fN7nwBqq5VNfXw/A7T/8xwdOcWQUknPLQ9gSYvDU7ePFp7/Bv73uAXXn9g6hCtsiMuR47MnsyL2BeXV/4+zav0Q1aQYwOTeJt/Y1QnI26w73cs7AV6tHhD5piwwzQSPIp//9aTwBDwuyFrBu9zqzQxKRUSxtTBp5E/NO+zxXdajmTqwllouKL+LVyldZcXAFUzKnEOcYGjUsRESiYte/oOMwJGTBzFv6n25rawPg6o/ezqTScf3PdxixvBmYjIcYUunmgsJOYr761VN2s/LNt9m65nU8/kDYfwURGVm25N/K7PqnKejYypj2rdSmzI5a33ablfFJAXY19tLjTY5avyeMx+wAROT0PLrlUVZXrSbeEc8DMx7gGq4xOyQRkUE5J/8cttZvpbmnmVVVq7hywpVmhyQiEh3BAKz5Wejx/M+AI/YDh2RkZ1NQHNohvdFjZ01dGh6sZMb4uDG/mzjbwOpBJqaeWQ1KERl9up3Z7M6+lhmNzzK/5lGeTXk4qv1PSAry8rc/weUffyuq/R6Pds8UGUbqOuv46muhbxJ/cMkPyI/PNzkiEZHBs1ltXDHhCgA21m6ksavR5IhERKJkz3Pg2gexKXDOp096aK3bwbO1afQGrWQ7fdyY30qczfx6PyIyMm0suIOAxUZx+zvkdWyPat8OKxgDXHIeaUqaiQwj9y67lw5PB+eMOYfPnfM5s8MREQmbcWnjmJI5BQOD5fuXYxj6ICgiI1wwCKt/Gnp87hKIPfEypIPdMSytT8NrWBkT61XCTEQiriM2nz3ZHwbg3JpHTY7GPEqaiQwTz5Y9y9K9S7Fb7Tx6zaPYjhaJFREZKS4bfxl2q52q9ip2N+82OxwRkcgqewGay8CZAvP/64SHNdmyebEhlYBhoSTew/V5rTitSpiJSORtLLiTIDbGtq0nt3OX2eGYQkkzkWGgrbeNJcuWAPD1hV9nes50kyMSEQm/1NhUzi86H4BXK1/F4/eYHJGISIQEg7D6J6HH534W4lI/cIhhQNLZ11PmnEoQCxMT3Vyd24Zdn+BEJEraYwvYk30VAOdV/c7kaMyht1yRYeC+V+6joauBSRmT+MaF3zA7HBGRiFlYuJC02DQ6vZ2srlptdjgiIpGx61/QtDs0y+zcz3zgZV8gyPN1caRf8imwWJie3MPl2R3YLCbEKiKj2obCTxGw2Cluf4fCto1mhxN12j1TZIhbWraUP2/7MxYsPHrto8TaP7irkojISGG32rlywpU8uetJ1h9ez6zcWWQnZJsdlogMEdXV1bhcrrC1l5mZSVFRUdjaGxC/F1Z+P/R44echLu2Yl9t7fHz2b5vZ2OLEMIJM8FZycWYyFiXMRCTMOjs6qK+vP+kx9VhYn3Q5Czte4uz9v+Sd/J/y/jektra2CEZpLiXNRIawhq4GPv1iaCel/1743/3LlkRERrLSjFImZ05mr2svyyqWccfMO7Do06LIqFddXc3kKVNw9/SErc24+Hj2lpVFN3G29a/QeggSskNLM9/joKubux7fyAFXNzFWg8P/+D6Lrjwfi2Vq9OITkRGv1xcAYNOmTWzde+CUxz8X42HbQivFnn3ULP0ey125x7zubToIQE8Y35+HCiXNRIYowzD41AufwtXjYmbOTL6z6DtmhyQiEjVXjL+CypZKqtqr2NG0g5k5M80OSURM5nK5cPf0cNvXfkpO0fhBt9dYXcnffvxVXC5X9JJm3u53a5ld9N8Qk9D/0oqyRu77x3ba3T7yU2K5KauJr1S+A+hLUxEJL68/lDSbOT6b886ePaBz1vt6uSTwFr+YXU1xzFUELe9uTLf+bR9rKsDj9UYkXjMpaSYyRP1qw694qeIlnDYnT9z4BE670+yQRESiJiU2hQuLL2TFwRW8VvkakzImaXm6iACQUzSegtJhOvNq3cPQ1QipxTDnDiBUv+x/Xi3nD6tDsz1mFabyx4/P5bUX/mVmpCIyCiTEOsjLSB7QsXuDV3JewxZyjSYWx5WxM+G8/teS42IiFaLptBGAyBC0sXYj//3afwPws8t+xrTsaSZHJCISfQsKFpARl0G3r5uVh1aaHY6IyOB01MFbvwg9vvSbYI+hob2XWx9Z358wu/O8sfzjvxaQnaQvCURkaPFY41mffBkACzqW4wj2mhxRdChpJjLEtPe2c/M/b8YX9HHjlBu55+x7zA5JRMQUNquNq0pD25xvrN1IfefJC9WKiAxpK74Lvh4onA/TbmJVeRNX/XoNGw+1kuS087vb5vDta6cSY9dHNBEZmrYnLKTVlkVCsIuzu94wO5yo0DuyyBASNILc8dwdHGw7yNjUsfzp2j+p+LWIjGrj0sYxNWsqBgbLKpZhGIbZIYmInL7azbD97wB0XPwD7l+6kzv/vJGWbi9n5SXz78+dz5XT80wOUkTk5IIWO2tSrgFgbucqkvyt5gYUBappJmKy926d/si+R3i+/HlirDF8d/p3ObDn5DuZlJWVRSNEERFTXTb+MipaKjjceZitDVuZkzfH7JBERAYuGITlXwNgVfHnuf/pDurbQ8ua7jxvLF+/cjKxDtvJWhARGTIqY6dREzOeQm8lF7U/x4sZnzA7pIhS0kzERKGt0yfj7nHDROAWwALeZ718/JsfH3A7XV1dEYtRRMRsyc5kFhUv4tUDr/L6gdeZnDnZ7JBERAZuy19or9nND4L38I/yc4FeijPi+fFNMzh3XIbZ0YmInB6LhZWpN3J7088o7d1BUe9esyOKKCXNREwU2jrdzSXfuIQ1MWvwGT7Oij+L8z87sK3FKzZUsPKxlfT2jo4ijCIyep0z5hy2NW6jqbuJFQdXMI95ZockInJK/o4m/v7SCn7h+TktJGOxwCfOK+Erl08kPkYfxURkeDriyGdbwvnM6X6Ti9uf5f8sZ5sdUsTonVrEbEmwwbkBX9DH2JSx3DjjRmzWgU3Rd1W7IhyciMjQYLPauGrCVTy+/XG21G+hKKPI7JBERE5qVXkTP3hqBRXuWwAYn5XAj2+awbyx6SZHJiIyeOuSr2CSeyvp/mZuSD/A82YHFCHaCEDERF2+LrgNuoPdZMZn8tGpHx1wwkxEZLQpTi1mRs4MAN7qeAu0T4qIDEG7atu547F3uPPPG6lwJ5NGJ9+9KImXv3ihEmYiMmJ4rXG8mXItALdk7qM0fWSmlzTTTMQk3d5uvvDOFyAX4qxx3Db9NuIccWaHJSIypH1o3Icod5Xj8rlgrtnRiIiEGIbBugNH+N2qStZUhFYCOPBzp+1l7p2fTsqVHzM5QhGR8NsbN5cpPZsY6ynnkWti+Tkjb5dzJc1ETNDr7+WGp29gW8s26IUrC64kNTbV7LBERIa8xJhELim5hOX7l8Ol0OJpMTskERnFAkGD1/Y08rvVlWyvaQPAZrVwTfphvtjxP4zNTIAr3jI3SBGRSLFYWJH6UW6r/yEXjYVd7i14ud7sqMJqZM6fExnCenw93PD0Dbx24DXibHHwBGQ6Ms0OS0Rk2JiXP48MewbEwT8P/dPscERkFKpp6eHnr5Zz/o/f4DNPbGZ7TRtOu5WPLyhm1Y0Wftn1VcZam+D630FMgtnhiohETIc9nb82hXY2vzP2DZI8DSZHFF5KmolEUXtvO5c/cTkv73+ZOHscvzjnF3DY7KhERIYXq8XKBSkXwItw18S7zA5HREYJtzfAizvq+M8/beDCn67k12/sp769l7R4B0suHs/ar1/Cdy/OoPCNJaETFiyBonPNDVpEJApebC3h7Ro/CRYPl1V8B4yg2SGFjZZnikRJbUct1/z9GrY2bCXFmcJLt75EnEs1zEREzkR2TDZsAptFm6eISOT0+gKsKm/mpZ31rChrpMcb6H/t/AmZ3Hx2IZdNzcFpt0EwAH+9G3qOQO50uORBEyMXEYmeIBY+vtTNrs+lU9S+idl1T7F1zK1mhxUWSpqJRMGGwxu4/unraehqICs+i1duf4XZebPZ4tpidmgiIiIi8h69vgBrKly8uKOO1/c00v2eRFlBWhzXzcrn5nlFFGXEH3vim/8Dh9bgszhZ7ryRzn/8a1BxrF27dlDni4hEU2WrwZ96F7MkbjnnVz1Mdeo5HEmYYHZYg6akmUgEGYbBI1se4fPLP48n4GFa9jRe+NgLlKSVmB2aiIiIiBzl9QdZU9HMSzvqeW1PI50ef/9r+SmxXD0jj6tn5DOzIAWLxfLBBva9irHqISzAJ59t44kdXw5bbO1d7rC1JSISSa/45nBlfgfjWtdydfkDPDnzL/htw3t1lZJmIhFypOcId//7bpbuXQrANROv4W83/o0kZ5LJkYmIiIiIYYCzcDq/29TGO/9+nXa3r/+13OS+RFkeswpSsVqPkyjr07wP/nUXFgz+uNlLdfH1fPzCwkHHt3HjZso2rMbt9Q66LRGR6LDw6oRvcvu228hwH+SSAz/m1dJvmx3UoChpJhJmhmHw5M4n+fKrX6axuxGH1cEPL/0h9y24D6tFe2+IiIiImOlIl4c99R2U1TnIvfUhXjsQmsmVneTkqul5fHhGHnOK0k6eKOvjboWnbgFPB02x47l32VZuuaeQWTOmDjrOg1U1g25DRCTa3DHpLJv0ff5j1z1MbXqJw8lz2JNzrdlhnTElzUTCaGv9Vr7y2ld44+AbAEzJnMITNz7BnLw5JkcmIiIiMnr5A0H2N3exs7adurbeo89aCPZ28aEpWdx16Qzmj8vANpBEWR+fG/5+CxzZDymFvJn+aXzBz0YkfhGR4aQ2ZS7riv6LhdW/49IDP8GVUEpT4hSzwzojmvYiEgY7G3fykWc+wpw/zuGNg28Qa4/lB5f8gG2f2aaEmYiIiIhJOtw+1lQ086e1B3lldyN1bb1YLDA+K4FzM33U/O9/suTsVM6bkHl6CbOAH/75SaheB84UuOUpPHaV4BAR6fNOwZ0cSFuIPejh2rKvEO89YnZIZ0QzzUTOkD/oZ1nFMn694desOLgCAAsWbp1+K9+7+Hsq9i8iIiJikiNdHjZXtVLe2EnQCD2X6LQzbUwyU/NTSHTaOVzRCgHfyRs6nmAAXvgclC8DmxNu+TvkTgO2h/V3EBEZ1ixWlk/8PrfsuJN0dxUf3vs1/jXttwSsMWZHdlqUNJNRr7q6GpfLNaBjA0aAPW17WFG/gmWHl3HEE8qWWy1W/uOs/+DBCx9kWva0SIYrIiIiIifQ0N7LpqoWKpu7+58rTItjVmEqYzMSBlan7GQCfnjus7DzH2Cxwkf+DGMXDjJqEZGRyWtP5IXJ/8PHdnyCMZ3b+dD+7/Fy6XfheLsQD1FKmsmoVl1dzeQpk3H3nGQr71hgPDARmAAkvOe1brDvtrP6p6s576zzIhqriIiIiBzfkS4PayuPcND1brJsfFYC88amk5scG55O/B549m7Y8zxY7XDTozD56vC0LSIyQrXGj+WlSQ9xfdkXmdL8Mp3OXNYWLzE7rAFT0kxGNZfLhbvHzQ0P3EBWcRYQ2v2y1d9KtaeaGk8NDd4GDIz+cxwWB4XOQibETSDOG8fzy54n9nthGoyJiIiIyIB19vpYf6CFsvoODEKTFybnJjGvOJ30hIEtASorKzvlMTZPO+M2fpOklh0ErQ4OzvsW7Z5i2LKl/5iDBw+e6a8hIjIidHZ0UF9f/4Hn6ynGn3kvNzf/inMOP06t28m6lBN/6TDQlWDRoKSZCJBWlEZXRhf7WvZR0VJBu6f9mNcz4zMpTS9lYsZECpMLsVltANTv++AbgoiIiIhElscfYOOhVrbVtBE4WrRsQlYi543PIG2AybKOlmYAbr/99pMeNznTyr9viScp3Up7r8F/PNPG69/6/AmP7/H4B/hbiIiMDL2+AACbNm1i694DJzxuf8lEvjF+Hzcc+QOvvrmev9cXHve4QFcLwHETcNGmpJmMWkd6jvBCzQvwMfhLw18INAT6X7NZbJSklVCaXkppeilpcWkmRioiIiIifaq7rSxfV0WPNzR2G5Max8IJGeSlxJ1WO+6uDgCu/q9vMGnG3A8eYBic3fsWN3T+H068HLFm8af8LzLjy2OYcZz23lnxIm89+xgen5JmIjK6eP2h9+OZ47M57+zZJzyu3ZjHW/7lnB/YwMNTd7Bw1kR22D5YE3xveQX/3g5tbW2RCnnAlDSTYe90Cvk39zbzet3rrGxYybaWbQSMAEyGAAGSncn9s8lKUktw2BwRjlxEREREBqqqzUfOLQ+x8YgdCJAS5+DCiZmUZCRgGURR6Yz8YgpKpx7zXKyvjUUH/ocpna8AUJ1yNssmfh9HTDoFJ2infMfmM45BRGQkSIh1kJeRfNJjNhofJaUNpvds4Bbfv0hLjGNf/LGJtsbEoVP+SEkzGdYGVMg/BpgMzADGAdb3vNYAlMGVV1/J2fPOHtSAS0RERETCr6PXxy9fq+Dxt13EFk3HZjE4Z1wmc4pSsVutp27gdBgGU5qXcdHBXxDnbyeIjbeL/otNBR/HsNjC25eIyGhksbIi9aPYDT9T3Ju5svX/sBs+9iScY3Zkx6WkmQxrxyvkD6Fi/g3eBsrcZRzqPYTfeHeafLYjm3Gx4xgbO5bG6kZWrl5J3GVxSpiJiIiIDCGGYfDctlp+8NJeXF0eALrL13LTxWczaWx62PsrbNvIwqqHyevaDUBz/ARen/ANGpI+uHRIRETOnGGx8krarfgtDqb3rOfytr8TY/SyLfFCs0P7ACXNZETIKs4ib2Iebp+bHY072FS/CVfPu0s20+PSmZE9g+k500mPe3eQ5a3zmhGuiIiIiJxEWX0H33p+N+8cChWDHpeZwO1nObnrxw+R8KFnw9aPBZhhlHHTrqcoat8EgNcaxzuFn2Rz/u0Erfq4JCISCYbFyuupH8FvcTC7ew0Xty8lKdDGmuQPmx3aMfRfARkRmrxNvFP+DruaduEPhmaVOawOpudMZ3bubMYkjdFMMhEREZEhrqPXxy9e28df11URCBrEOWzce8kEPnVBCbt3bA9bPwmeZq62vc037klgivEnaIeAxc6O3Bt5p+CT9MRkhK0vERE5AYuVVSk30G1L5vyOl5jXtZKkQCt7mGV2ZP2UNJNhq9PTyb8O/Qv+C5478lz/89kJ2czLm8f0nOnE2odOAUERERGRoe50NlgaiMzMTIqKik55XDBosHRrLQ8tf3cp5lXTc/nG1WcxJvXYXTFdLhe2xPrTC8QwyPTVMdm9iand71DSuxurIwhZNnqIZU/+TWzLu5nO2LzTa1dERAbHYmFj0mK6bCl8qPUpJrm38Y2UGl5JHhqTXpQ0k2FnW8M2/rDpDzyx8wm6vF2QBzZsTMuZxty8uRQkF0R9VllZWVlUzxMREREJt+rqaqZMmUzPyTZYOk3x8XGUle09aeJsW00b3/n3brZWtwEwLiuB71w7lQtKs445rr4+lCh79tlnsSWevKZZjCXA9KQOFqS2MD+1lfkpLWQ7jy3L8XZTPH/ecATPhx5gdskNZ/DbiYhIuJTFn02HLY0PtzzOWPsRNt6dwHb3frPDUtJMhocOTwf/2P0PHt3yKBtqN/Q/X5xQTNW/qrjtjtsomVwS9bi6WroAuP322wfXTldXOMIREREROWMul4ueHjdPPPBRphRlnfqEUyirbub2H/4Dl8t13KRZY0cvP355L89uqQUgPsbG5y4p5a7zS4ixf3BXzLa2NgAunj2OyZNKsRs+ko1OUugg3WgjO9hMttFMtuEi3WjFRvCY8/3YqLIWsts6md3WySw/XMaaLc9wzUVh3oFTRETOSK1zAk9m3ceHan9LceIRcnvKzQ5JSTMZugzD4K3qt3hs22P8Y/c/6PH1AKFaZTdOuZHPzPsMSUeSmPfVecR+wpxlmL1dvQBcfM/FlM4sPe3zKzZUsPKxlfT29oY7NBEREZEzMqUoizkTx0Ss/R6vn8feOshvV1XS4w0AcNOcAv77iknkJMeCYYC7FTrqobMOOuqgo55zGlfz4i1xTBuzjGyvh7hg90n7cVviqXOWUBcTujXGFBKwOACIBZLjKiP2O4qIyJnptKfz/fZrSNj4e86+90pmmByPkmYy5NR11vHX7X/lsa2PUdFS0f/8pIxJ3DX7Lj4+8+PkJOYAsKVli1lhHiNtTBp5E0+/BoarOnw1Q0RERESGsl5fgCc3VPPblftxdYeWSs7O8POt0ipmsQyerQolyDrr4eiXpe9VCpROdAAt9E0i8+Og05ZCpy2VFkcOrfZsWuw5HHHk0G1NAW0EJSIy7Hix8+gGL098zvyZwEqayZDQ1tvG0rKlPLX7KV4/8DpBIzQSSnAkcPPUm7lrzl0sKFigHTBFREREhglr0Mv8MTZSDr7Ek9vf4jeVOdT7EwEosjTyZfszXNv1NpZtJ2ggLg2S8iE5H5Lz2HHIxa8f/xdTFl1P1oQZdNlS8FjilRgTEZGIUdJMTNPh6eClfS/x1O6neHn/y3gD7xZnXVi4kE/O/iQfnfpREmMSTYxSRERERE4p4IOuxtAssaO3kh4Pn7zzo3x8YyG1hGqk5XGEz9uf5T8c63Ck5UPqIkgphNRiSC2ElAJIygslyhzH7pq5829/409bn+LjCwuZ5cg34ZcUEZHRRkkzGbTT2Zq80d3I6sbVrG5YzSbXJvyGv/+18UnjuSz/Mi7Lv4yixCIwYN+ufSdtT7tPioiIiJjA74GOWmirhvaaUKLs6EqBA8FcHg9cxz8DF9JDqO5spsPLkrM83HLOeGKzfguJuWA1f9mNiIjIyShpJoNSXV3N5CmTcZ9oa3IbUASMA8YD7/9S0AXsAXZBZVMlvzv6v9Ol3SdFREREIsgwoLMBWiqh5UAoSYbR/3K7Ec8rlvN53riAtd7x/c97mw7ypatm8bnrFhDrsJkQuIiIyJlT0kwGxeVy4e5xc8MDN5BVnIVhGLT4WzjsOUytp5Z6bz0BAseck+PIoTi2mLGxY2mubmblGyu1+6SIiIgMSaczo34gMjMzKSoqClt74YzvAzP4fW5oPXg0UXbwA8X5u5zZrHZcxAu+uazsKMBrvDtz7NKsDi60lXHnj7+HZ9z3+JenatDxrV27dtBtHE9nRwf19fWDbqejszMM0YiIyFCipJkMijfghQKoz6hnr28v1e3VdPuO3f47MSaRcWnjGJc2jvFp44+pUeavCy3P1O6TIiIiMtSEZtRPwd3zwZ0cz1RcfDx7y8rCkjgLd3wWYE6elYSmjdD9Rmgny/fMJvNZ49iWsJC3LHNZ2zuWbR3J+I13i/BPTOzlurxWrs1tozDex59f3g3Agw8+GJb4+rR3nWCFw2nq9YW+2N20aRNb9x4YdHvepoMA+P3+UxwpIiLDhZJmMmCGYVDbWcumuk2srV7L24ffZmPtRvgUrO9cD0e/XHNYHYxNHdufKMuKz9KulyIiIjLshGbU93Db135KTtH4U59wCo3Vlfztx1/F5XKFJWkWjvgSgp2Uevcw2buDCd1bSLO5IbAXT7udCqOY3Y7p7LFPYXegiD3uFHp6jl1iWRzn4arcdq7La2Ny0rEz/2tdocHhgiuup3TCuDP7Jd9j48bNlG1YjdvrPfXBA+D1h5JmM8dnc97Zswfd3htvdLO5AgLBwKkPFhGRYUFJszAY7LT4cE/TP13Hiz9gBKjuqmZv+172deyjvL2c8o5y2rxtH2ygG4rTiynNL6UwpZAxSWOwWVWzQkREREaGnKLxFJRONTuMEzqd+KxBHzkdO0k/spmEtr0Y3S0cIZmNRgbPGrdxwJdNFfk0kUoQK7wvP5Xu8HNeRhfnZ3SxML2TwnjfKfssLMhn1ozBX7+DVTWDbuN4EmId5GUkD7qd+NiYMEQjIiJDiZJmg3TKQvgDEBcfx96yvaYkzvYd2MeMi2fgSfRABpB59JYNOI5zQhBoBmrec2uBhT9bSGnR6dckExEREZGBCQYNPP4gvb4Avf4AdZ1+HFkluDwW/K5uPP4g3kAQrz908/gDodlUnk7wdNHr9dLhd9BKIkEWAYtO2l+y3c/U5F6mJrmZluxmarKb8QkerFpAICIio8SwSJo9/PDD/PSnP6WhoYGZM2fym9/8hnPOOcfssIAPFsI/Xc1VzSz94dKwTdN/P3/QT11nHVVtVVS3V1PV/u79viP7ONR6iOAng8c9126xk2HPIMMRumXaM0lzpGEfY4dZoWNUiF9EREQGY6iO83p9Ab696gg5H/shqxvtONprMAwIGgYGofv3lPsCPvDjB57weR3kf+p3fG55E7ErV53y+KBh0OsL4vYF6PUF8Pg/OGbL/+RvWN0INNad5LexAEnve8YgwRYg1hlDrNNJotOO21XH5uce4YFrp/CpC4vJivGjChsiIjKaDfmk2dNPP819993H73//e+bPn88vf/lLLr/8csrLy8nOzjY1NrfPzbqmdTAOPLke3FluLIRGFn01vCxYsFqsWCxH79/zswULDr8D0qCup46s9ixsVhs2i63/3mqxEjSCuP1u3D43Pb6e/sduv5subxeuHtcHbs09zTR1N1HXWUfQOH5SrF8vZCdlk5eeR0Z8BplxmWQlZJEel47VYj3pqSrELyIiImdqKI/zAHY0eYktnoHLA3jC8QWhBUdGIbWdAejsPvXhJ+GwWXBYgvi6WkmNd5Bq6yU12E6K0UYybhItbpLoIdHiJs4awB+XiS+pkO7UyfSmjCMuxoH1fVPGtq0r583db1B8XSbZzjGDik9ERGQkGPJJs5///OfcfffdfOITnwDg97//PS+99BKPPfYYX//6102NrbG7kXs33Asfh2Uty6DlDBv6Alyz4hpYEdbw+jmsDgpTCilOKaYopaj/fkL6BLz1Xi477zKu/8P1Z7R7pYiIiMiZGsrjvBiblS/OT+UbD9zPh++6j8y8IqwWjn4RytEvQD/oZDOzmg8f4h+/+H888ugjTCydePT4Y0+wGEHw9YC3C4ung1jPEWJ7m4h1NxHrrie2o4rY1n3Yuw6HTkh9z8lHS8q2xY6hMfEsapNnUZc0E1fCBAyLrf+QhDO6IiIiIqPPkE6aeb1eNm/ezP3339//nNVqZfHixaxbt87EyEJibDFMTJ7Ivn37SC9Ix+60YxgGxtG59X2PDcMgaAQ/8DhoBAkEAvh6fTjjnBgWg0AwQMD44I47NouNOEcccfa4Y+4THAlkxmeSFZ9FZnzmB26FKYXkJuaecMbYlpYtEb1GIiIiIscz1Md5ViPAtY4NrLOt4xrrOjKowmIYWIIBLBhYjCAWgqHnCBy9D8LRe4thYCUAhoHN8GEPenD76lk4q5Kran5ORkcC+HrB1w3uNuhth9426O3gOAs9j8vvSGbTwRZsEy6iO28+TQmTaE6YiNeeGMlLIyIiMmoM6aSZy+UiEAiQk5NzzPM5OTns3bv3uOd4PB48Hk//z+3t7QB0dHSEPb5EEnlk7iNcdN9FnPfl88gszDztNlw1Ll782Yv85o+/YdKkSf3PB41gKLlmGFgsFuzWE/9fZbVaCQaPLsH0Ax2hmwcP+4/+70TKy8sBqNtXh9d9+tt3N1c1h+4PNlOVUKXzdb7O1/k6X+dH5XxXTag8QFdXV0T+G9/XpmEMLHkhp2+oj/Pwuclc+20euSYOmn8X2ggpDGZNc0DlK5wqYj92vNZ4eu3J9NhT6LWn0GNLwW1Po8ORSVdMJhU1Ln7wpx9w2Semkt6RBjQdvZ2Z6v17AFi5tZIez6l3xTyVTXtDs+EOHqr6wFLQM9FYF6rbVldTwzubBv/Fr9pTe2pP7am9odledXUtAD09PeaP84whrLa21gCMt99++5jnv/rVrxrnnHPOcc/51re+ZRD6ek433XTTTTfddNNtULeamppoDHlGJY3zdNNNN9100003M28DGecN6ZlmmZmZ2Gw2Ghsbj3m+sbGR3Nzc455z//33c9999/X/HAwGaWlpISMj4wM1I0aDjo4OCgsLqampITk52exwRhxd38jS9Y0sXd/I0vWNrEhfX8Mw6OzsJD8/P+xtS4jGeYOn95nI0vWNLF3fyNL1jSxd38gaSuO8IZ00i4mJYe7cuaxYsYLrr78eCA2OVqxYwb333nvcc5xOJ06n85jnUlNTIxzp0JecnKx/zBGk6xtZur6RpesbWbq+kRXJ65uSkhKRdiVE47zw0ftMZOn6Rpaub2Tp+kaWrm9kDYVx3pBOmgHcd9993HHHHcybN49zzjmHX/7yl3R3d/fvsiQiIiIiw5PGeSIiIjKUDfmk2c0330xzczPf/OY3aWhoYNasWbz88ssfKBorIiIiIsOLxnkiIiIylA35pBnAvffee8Jp+nJyTqeTb33rWx9YyiDhoesbWbq+kaXrG1m6vpGl6ztyaJx35vTvILJ0fSNL1zeydH0jS9c3sobS9bUYhvZSFxEREREREREReS+r2QGIiIiIiIiIiIgMNUqaiYiIiIiIiIiIvI+SZiIiIiIiIiIiIu+jpJmIiIiIiIiIiMj7KGk2Qnz729/GYrEcc5s8eXL/6729vSxZsoSMjAwSExO56aabaGxsNDHioe3NN9/kmmuuIT8/H4vFwnPPPXfM64Zh8M1vfpO8vDzi4uJYvHgxFRUVxxzT0tLCbbfdRnJyMqmpqdx11110dXVF8bcYuk51fe+8884P/D1fccUVxxyj63t8Dz30EGeffTZJSUlkZ2dz/fXXU15efswxA3k/qK6u5uqrryY+Pp7s7Gy++tWv4vf7o/mrDEkDub6LFi36wN/vZz7zmWOO0fU9vt/97nfMmDGD5ORkkpOTWbBgAcuXL+9/XX+7MlppnBdeGudFlsZ5kaNxXmRpnBdZw3Wcp6TZCDJ16lTq6+v7b2+99Vb/a1/60pf497//zTPPPMPq1aupq6vjxhtvNDHaoa27u5uZM2fy8MMPH/f1n/zkJ/z617/m97//PRs2bCAhIYHLL7+c3t7e/mNuu+02du/ezWuvvcaLL77Im2++yac//elo/QpD2qmuL8AVV1xxzN/z3//+92Ne1/U9vtWrV7NkyRLWr1/Pa6+9hs/n47LLLqO7u7v/mFO9HwQCAa6++mq8Xi9vv/02f/nLX3j88cf55je/acavNKQM5PoC3H333cf8/f7kJz/pf03X98QKCgr40Y9+xObNm9m0aROXXHIJ1113Hbt37wb0tyujm8Z54aNxXmRpnBc5GudFlsZ5kTVsx3mGjAjf+ta3jJkzZx73tba2NsPhcBjPPPNM/3NlZWUGYKxbty5KEQ5fgLF06dL+n4PBoJGbm2v89Kc/7X+ura3NcDqdxt///nfDMAxjz549BmBs3Lix/5jly5cbFovFqK2tjVrsw8H7r69hGMYdd9xhXHfddSc8R9d34JqamgzAWL16tWEYA3s/WLZsmWG1Wo2Ghob+Y373u98ZycnJhsfjie4vMMS9//oahmFcdNFFxhe+8IUTnqPre3rS0tKMRx99VH+7MqppnBc5GudFlsZ5kaVxXmRpnBd5w2Gcp5lmI0hFRQX5+fmMGzeO2267jerqagA2b96Mz+dj8eLF/cdOnjyZoqIi1q1bZ1a4w9bBgwdpaGg45nqmpKQwf/78/uu5bt06UlNTmTdvXv8xixcvxmq1smHDhqjHPBytWrWK7OxsJk2axGc/+1mOHDnS/5qu78C1t7cDkJ6eDgzs/WDdunVMnz6dnJyc/mMuv/xyOjo6+r8JkpD3X98+f/vb38jMzGTatGncf//99PT09L+m6zswgUCAp556iu7ubhYsWKC/XRn1NM6LDo3zokPjvPDQOC+yNM6LnOE0zrNHrGWJqvnz5/P4448zadIk6uvr+c53vsMFF1zArl27aGhoICYmhtTU1GPOycnJoaGhwZyAh7G+a/bef6x9P/e91tDQQHZ29jGv2+120tPTdc0H4IorruDGG2+kpKSEyspKHnjgAa688krWrVuHzWbT9R2gYDDIF7/4RRYuXMi0adMABvR+0NDQcNy/777XJOR41xfg1ltvpbi4mPz8fHbs2MHXvvY1ysvLefbZZwFd31PZuXMnCxYsoLe3l8TERJYuXcpZZ53Ftm3b9Lcro5bGedGjcV7kaZwXHhrnRZbGeZExHMd5SpqNEFdeeWX/4xkzZjB//nyKi4v5xz/+QVxcnImRiZy+j33sY/2Pp0+fzowZMxg/fjyrVq3i0ksvNTGy4WXJkiXs2rXrmLo3Ej4nur7vrbkyffp08vLyuPTSS6msrGT8+PHRDnPYmTRpEtu2baO9vZ1//vOf3HHHHaxevdrssERMpXGejCQa54WHxnmRpXFeZAzHcZ6WZ45QqampTJw4kf3795Obm4vX66Wtre2YYxobG8nNzTUnwGGs75q9fyeP917P3Nxcmpqajnnd7/fT0tKia34Gxo0bR2ZmJvv37wd0fQfi3nvv5cUXX2TlypUUFBT0Pz+Q94Pc3Nzj/n33vSYnvr7HM3/+fIBj/n51fU8sJiaGCRMmMHfuXB566CFmzpzJr371K/3tiryHxnmRo3Fe9Gmcd/o0zossjfMiZziO85Q0G6G6urqorKwkLy+PuXPn4nA4WLFiRf/r5eXlVFdXs2DBAhOjHJ5KSkrIzc095np2dHSwYcOG/uu5YMEC2tra2Lx5c/8xb7zxBsFgsP+NVQbu8OHDHDlyhLy8PEDX92QMw+Dee+9l6dKlvPHGG5SUlBzz+kDeDxYsWMDOnTuPGbC+9tprJCcnc9ZZZ0XnFxmiTnV9j2fbtm0Ax/z96voOXDAYxOPx6G9X5D00zoscjfOiT+O8gdM4L7I0zou+YTHOi9gWAxJVX/7yl41Vq1YZBw8eNNauXWssXrzYyMzMNJqamgzDMIzPfOYzRlFRkfHGG28YmzZtMhYsWGAsWLDA5KiHrs7OTmPr1q3G1q1bDcD4+c9/bmzdutWoqqoyDMMwfvSjHxmpqanG888/b+zYscO47rrrjJKSEsPtdve3ccUVVxizZ882NmzYYLz11ltGaWmpccstt5j1Kw0pJ7u+nZ2dxle+8hVj3bp1xsGDB43XX3/dmDNnjlFaWmr09vb2t6Hre3yf/exnjZSUFGPVqlVGfX19/62np6f/mFO9H/j9fmPatGnGZZddZmzbts14+eWXjaysLOP+++8341caUk51fffv329897vfNTZt2mQcPHjQeP75541x48YZF154YX8bur4n9vWvf91YvXq1cfDgQWPHjh3G17/+dcNisRivvvqqYRj625XRS+O88NI4L7I0zoscjfMiS+O8yBqu4zwlzUaIm2++2cjLyzNiYmKMMWPGGDfffLOxf//+/tfdbrdxzz33GGlpaUZ8fLxxww03GPX19SZGPLStXLnSAD5wu+OOOwzDCG1H/uCDDxo5OTmG0+k0Lr30UqO8vPyYNo4cOWLccsstRmJiopGcnGx84hOfMDo7O034bYaek13fnp4e47LLLjOysrIMh8NhFBcXG3ffffcxWwsbhq7viRzvugLGn//85/5jBvJ+cOjQIePKK6804uLijMzMTOPLX/6y4fP5ovzbDD2nur7V1dXGhRdeaKSnpxtOp9OYMGGC8dWvftVob28/ph1d3+P75Cc/aRQXFxsxMTFGVlaWcemll/YPpAxDf7syemmcF14a50WWxnmRo3FeZGmcF1nDdZxnMQzDCP/8NRERERERERERkeFLNc1ERERERERERETeR0kzERERERERERGR91HSTERERERERERE5H2UNBMREREREREREXkfJc1ERERERERERETeR0kzERERERERERGR91HSTERERERERERE5H2UNBOREe3OO+/k+uuvNzsMEREREQkzjfNEJNKUNBORqFq0aBFf/OIXo3aeiIiIiESHxnkiMtIoaSYiEkU+n8/sEEREREQkAjTOExl5lDQTkai58847Wb16Nb/61a+wWCxYLBYOHToEwOrVqznnnHNwOp3k5eXx9a9/Hb/ff9LzAoEAd911FyUlJcTFxTFp0iR+9atfnVZMVVVVXHPNNaSlpZGQkMDUqVNZtmxZ/+u7d+/mwx/+MMnJySQlJXHBBRdQWVkJQDAY5Lvf/S4FBQU4nU5mzZrFyy+/3H/uoUOHsFgsPP3001x00UXExsbyt7/9DYBHH32UKVOmEBsby+TJk/ntb387mEsrIiIiYiqN8zTOExmJ7GYHICKjx69+9Sv27dvHtGnT+O53vwtAVlYWtbW1XHXVVdx555389a9/Ze/evdx9993Exsby7W9/+4TnBYNBCgoKeOaZZ8jIyODtt9/m05/+NHl5eXz0ox8dUExLlizB6/Xy5ptvkpCQwJ49e0hMTASgtraWCy+8kEWLFvHGG2+QnJzM2rVr+wd5v/rVr/jZz37GH/7wB2bPns1jjz3Gtddey+7duyktLe3v4+tf/zo/+9nPmD17dv+A6pvf/Cb/+7//y+zZs9m6dSt33303CQkJ3HHHHeG85CIiIiJRoXGexnkiI5IhIhJFF110kfGFL3zhmOceeOABY9KkSUYwGOx/7uGHHzYSExONQCBwwvOOZ8mSJcZNN93U//Mdd9xhXHfddSc8fvr06ca3v/3t4752//33GyUlJYbX6z3u6/n5+cYPfvCDY547++yzjXvuuccwDMM4ePCgARi//OUvjzlm/PjxxpNPPnnMc9/73veMBQsWnDBOERERkaFO4zyN80RGGs00ExHTlZWVsWDBAiwWS/9zCxcupKuri8OHD1NUVHTCcx9++GEee+wxqqurcbvdeL1eZs2aNeC+P//5z/PZz36WV199lcWLF3PTTTcxY8YMALZt28YFF1yAw+H4wHkdHR3U1dWxcOHCY55fuHAh27dvP+a5efPm9T/u7u6msrKSu+66i7vvvrv/eb/fT0pKyoDjFhERERkONM7TOE9kOFNNMxEZtp566im+8pWvcNddd/Hqq6+ybds2PvGJT+D1egfcxqc+9SkOHDjAf/7nf7Jz507mzZvHb37zGwDi4uLCEmdCQkL/466uLgAeeeQRtm3b1n/btWsX69evD0t/IiIiIsOdxnkiMhQoaSYiURUTE0MgEDjmuSlTprBu3ToMw+h/bu3atSQlJVFQUHDC89auXct5553HPffcw+zZs5kwYUJ/8dbTUVhYyGc+8xmeffZZvvzlL/PII48AMGPGDNasWXPcnZCSk5PJz89n7dq1H4jprLPOOmFfOTk55Ofnc+DAASZMmHDMraSk5LRjFxERERkqNM7TOE9kpFHSTESiauzYsWzYsIFDhw7hcrkIBoPcc8891NTU8LnPfY69e/fy/PPP861vfYv77rsPq9V6wvNKS0vZtGkTr7zy/9u5Q5bIojAAw98GRxREDYJgNJnGIkzR6G+wCFZhwCkyUwRNYjH4BwyDwWKVSdoVdTDdEZk/MMkkDMO3YVlZ7oLLWlbc56mXw7mc9PFy7+lEr9eLvb29uLm5+av3aTQa0el0ot/vx93dXVxdXcXS0lJERNTr9Xh5eYmNjY24vb2Np6enaLfbURRFRETs7u7G0dFRnJ+fR1EU0Wq14uHhIXZ2dt7d8+DgIA4PD+Pk5CR6vV48Pj7G6elpHB8ff+BEAQA+B3OeOQ++nH99qRrwfymKImu1Wk5MTGREZL/fz8zM6+vrXFlZyUqlkvPz89lsNnM4HL677vX1Nbe2tnJ6ejpnZmZye3s7W61WVqvVt3V/uiC2Xq/n4uJijo+P59zcXG5ubuZgMHh7unb20AAAAL9JREFU3u12c319PScnJ3NqaipXV1fz+fk5MzNHo1Hu7+/nwsJCjo2NZbVazcvLy7e1Py+Ivb+//23fs7OzXF5ezkqlkrOzs7m2tpYXFxcfO1QAgE/AnPeDOQ++jm+Zv3wnCwAAAAD4PRMAAAAAykQzAAAAACgRzQAAAACgRDQDAAAAgBLRDAAAAABKRDMAAAAAKBHNAAAAAKBENAMAAACAEtEMAAAAAEpEMwAAAAAoEc0AAAAAoEQ0AwAAAICS713Hiq/H6H8kAAAAAElFTkSuQmCC", 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", 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", 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+YyTj70jeZ6TvJWxkvBbCuRRFsctSErAtJ7HXspQ33njDI65ZEhMTefnll7nyyisd/l6ONNA1y8XGa4+ZuSEXtkII4R5kvBZCCCGEO3DXa5aqqiq3L2yMhPTcEEIIIYQQQgghhFvzmJkbQngjv+AgksaOJjjS1sywvbGJqmPH6Ww5f6tLIYQQQgghhPBUUtwQwg1ZFCvZM6eRNmEcCtDR1AxAVEoS6ZMmUHH4KEXbdmG1WFTNKYQQYmBanY6Zy69n4rIlhMREYSyrYP3f/sHJ3fvUjiaEEEK4JSluCOFmdHo975ceI31iHhWHj1G89yt6OjoB8PH3J2PyBFLzxhEaE82+j9dg+tpe2EIIIdQVEhPNXX94ivSJeVQdPU5ZwWHS8sfzvb/+iU1v/BN3aPYuhBBCuBopbgjhRjRaLRMuX0xVRysFX27k9PGT5zzf29XFsa07aaisJv/yxUy++nL2rBp4f2shhBDO5x8SwndefIaw+Fj+8aP/Yv/qtQDofXy45vGHmX/nrWyvq1Q5pRBCCOF+pKHoJXj44Yc5cuQI//jHP+xyvr179+Lj4zOi1959990899xzdslxIW1tbQ49vxhc1rTJRKcmsyQh47zCxtnqS8s5sGYdwdFR5C6YI58CCq8n47VwBRqtlnue/jVRKUn87T9+2F/YADD39vLhr//I7g8/YVd9FREJ8SomFUII4UoeffRR/P397Xa+kpISIiMjR/x6Z1zLjITHFDcqKspQFMVut4qKskHf88EHH2Tp0qXccccd/Y/pdLoR5U9LS6Oqqore3t5zHtdqPeaPSFyiiMR40ibmUXH4KOMjYgY9vr6snJO79xGflUlhU50TEgoxNDJeC281/85bGTVtMu/96ncU790/4DHv/78/EOrjS86COWhH+HdUCCGEfahxzTKQxx57jICAADv/7obOXa5xPGZZSlJSCitW3Ga3861YsfKiz7/wwgtkZGSwevVqUlJSWLVqFRkZGZSXl/PII4/wl7/8hZS+fZEfe+wxtm/fTkBAAM899xzjxo3DYDCwYsUKVq1aBcCyZctYs2YNYPvE7cUXX2TJkiU89NBDpKWl8cgjj+Dj48OuXbt48MEHsVqt3HPPPfz0pz+lubmZgwcP0tPXW+HVV1/lk08+4f333+8/X3BwMAA/+tGPuOOOO7BaraxevZqf/vSnZGRk8Oc//5no6Gg6Ozv59re/TVFREWlpaaxcuZKgoCA++ugju31vxfBptFpyF8yhs7mFom274JZvDel1JV8dJCIxgc1aHSHRUbTWGx2cVIjByXgt47U3ikpN5opHvkPhuk3s+denFzzO3NPD0oQM3uvtITUvl5L9BU5MKYQQ4mzOvmYBCAgI4J133iEpKQmdTse7775LQkICGzZswGg0smjRIp5//nmmTp2Kv78/7733HitWrABsMzJee+01rrnmGgwGAzfffDNFRUVERETw1ltvkZiYyI4dO9BoNP3v9+GHH5KcnIyfnx/PPvssL7/8MnD+NU5WVtaA1zKuxD1KMC7oe9/7HtXV1SxcuJCnn36anJwclixZwm233cazzz7L008/zbRp07jxxht55ZVXAPj5z3/O+vXrmT59OgsXLuT3v/99fwXu7IvloKAgdu3aRX5+Pg0NDdxyyy3Mnj2biRMnYrFYuP3224mLi+PJJ59k9uzZzJkzh5ycnEEzL1u2jOuuu47p06eTn5/P7373OwBeeuklHn74YaZMmcLjjz/O888/D8Czzz7LCy+8QF5eHqdPn3bEt1EMUWreOAJCQzm6dQcWs3lYrz26aRsWxcp1P3rUQemEcG0yXgtXcM0P/gNzr4n3fvU/gx6bEhSKsbyC1Anj0epl9oYQQvTTwJixSSy/ZS6PPHotP/7JTShsZNkVk4mNC1M7nV0sW7aM6upq8vPzGT9+PM8880z/dcyiRYsA23XK1KlTycvLY/78+YwfP77/9UajkcmTJ/PCCy/w+OOPA/DEE0+wdetWxo0bx4cffkhqamr/8ffeey9TpkxhypQpPPLII0RERADnXuMUFxcP+1pGDR4zc0Ntq1atoru7G4AlS5ac8wceEhJCYGAgl112Gddee23/XzI/Pz9SUlIoLi4mKSmJkpISAMxmc/+neIsXL2by5Mns2bMHAH9/f+rq6pg+fTobN27EaLR9Ev/222+TnZ190YxLlizh1VdfpaurC4CmpiYCAwOZNWsW7777bv9xvr6+AMyePZsbb7wRgDfeeIP/+Z/BL8iE/Rl8fcmckk9dSRkNFVXDfn1nayvTohOxLFvC1pXvyqeAwuvJeC2cLXPKRMYtnMenz7xAe0PTkF5TvO8A06+/hqSxYygvPOzghEII4fpiYsO49trpJCZG0tbWSUlJHd3dvUyblsTkyaOYPn00Bw+WsGbNPrq7egc/oYsqLCzkj3/8I7/97W/55JNP2Lp163nHLF++nAceeAC9Xk98fDw5OTkUFhYC8MEHHwCwb98+brjhBgDmzZvX//Vnn31GY2Nj/7keeeQRrr/+egCSk5PJyspi165d51zjjORaRg2OLG6MBt4+634G8F/A632PpwGlwHJgaP/Tu7COjo7+r7VaLTNmzDhvqo5Go+HGG2/k+PHj5zy+aNGic/7Sdnd3Y7Va+1/z2muv8bOf/eyc11x33XUXzGI2m/vXRWk0mos2vdNqtTQ3NzNx4sQBn5dGlOpLzctF7+PD8Z17RnyOKVHxfH74AFc88l2e/9aDdkwnhPuR8Vo4k6IoXPHId2muqWXzP94e/AV9mk/X0lRdQ2perhQ3hBBeb/ToRG64cTa9vSY++GA7hwrL+v/fmz7t+/zhD3czZ3YOM2eNISUlmrff3kxtTbO6oUfoxIkTTJo0iSuvvJKnnnqKdevWnfN8Wloajz/+OFOnTqW5uZlXX30VPz+//ufPXNNYLBb0+ov/uD9//nyWLFnCzJkz6erqYsOGDf3nOvsax104cllKEZDfd5sMdAIfAj8B1gFZfb/+xIEZVPHFF1/w8MMP99+fMGECAJ9//vk5j+fn5wO2qUerVw+8Xee6deu46aabiI6OBiA8PJyUlBR27drF/PnziYiIQK/Xc/PNN/e/prS0lMmTJwNw7bXX9l8sr127lm9961v9nXbDw8Npa2ujpKSEm266qf/1eXl5AGzbto1bb70VgNtvv33k3xAxYnofAyl5udQUl9DR1Dzi8xi0Or586e9kTplI9sxp9gsohJuT8Vo4WlVnG+kT81j/t39gHub65PJDRwgIDSEiMcFB6YQQwvWNHZvM8lvmUlfXzF/+sprCgtLzCvo93SbWrTvIq69+iVar4Z57lpCYNPLdQNQUHx9PZ2cnb775Jr///e+ZNGnSOT25QkJC6OjooKWlhZiYGK644opBz7l582Zuu83WO2TZsmX9S09CQ0Npamqiq6uL0aNHM2PGjAFff7FrGVfirJ4bi4FioAy4Dnit7/HXgG84KYPTPPLII0yZMoWDBw9y+PBhvvvd7wLwq1/9CoPBQEFBAYcOHeJXv/oVAAsWLGDTpk0Dnuvo0aP84he/4IsvvuDgwYOsXbuW+Ph4ampqWLFiBTt27GDbtm0cPXq0/zUvv/wy8+fP58CBA8ycOZP29nbAdrG+atUq9u7dy/79+/unW99+++3cd999HDhwgMOHD/d/yvjoo4/y0EMPUVBQQGJiosO+X+LCknLGYPD15dS+A5d8rp3vfUTT6RoW33/XpQcTwkPIeC0cbVd9FW0Njez64ONhv7aupAxTdzdJOaMdkEwIIVxfaloMN940i8rKBl5/bR0d7d0XPb6qsoG//W0tnZ093HnnImJjw5wT1I7Gjx/P7t272b9/P0888QRPPfUUL730EmvWrGH9+vUUFBSwf/9+jh07xsqVK9m2bdug53zyySeZN28ehw4d4oYbbqCszLZry5o1a9Dr9Rw5coTf/va37Ny5c8DXX+xaxpVonDSN9W/AV8CfgGYg7Mz7Y1uSEjbAax7ou1FaWjo5PT39nCdff/117rrr3z+kVVSUkZSUYrfAlZXlJCenDn7gJUpMTOTll1/myiuvdPh7OdLX/zzE8CmKwuUP3v/vBzQa5t6+nO62dvZ8dG5n/c+ff+XcYwfx+fOvoNFomHfXrVz3w0d5+pZvUXnkmL2iiwtQFGUfMEXtHM60d+9eZerUqec8JuO1a5HxeuTOG6cHERgexpxv3sRnz/6Fda+8NvgLBnifMXNmkJw7lo1/X4lpkJkfZ8Z6MXwyXgvhXIqiDLoLSXCIP9/5zhV0dvbw179+QU+3acDjVqxYed65gkP8ue++y9BoNLzyyue0tXYNmmnFipW88cYbHnHN4ikGuma52HjtjJkbPsC1wLsDPKf03QbyErbQU840LrmY5ORUNBqN3W7O+ktXVVXl9hfKwjGiUpIICAmm/NARu51z1/ur6GprZ+G3ZNq6UI+M18JbpIzPQafRsPO9f434HFXHTqDV6YhJl4thIYT30Gg03HTTbPR6HW+/veWChY0LaWvt4s03N+Lra+Cmm2aj0Y6s8Ouu1yzeyhnFjSuwzdqo7btfC8T3fR0P1DkhgxBuJ2XcWLrbO6grKbXbOXs6Otn53keMX7KAkOgou51XCCHEufQ+BhJGZzE6NJKO5pYRn6fN2EBnSyuxmemDHyyEEB5ixozRpKTE8Nmne2gwto7oHPV1LXzy8W5SUmJYuGD84C8Qbs8ZxY1vAm+ddX8VcHff13cDHzkhgxBuxSfAn6jkJKqOHUex2nfp2I53/4VOr2faDdfY9bxCCCH+LT5rFHqDgfyIuEs+V+2pUiKTEtD7Xng3HSGE8BThEUEsWjyBY8cqKCgovaRzHTpUxlf7TjJnbi4ZmZc+HgvX5ujiRiCwFPjgrMd+2/fYCWBJ3/1hUxQFnU53yQHFpdPpdLIFoZ3FZ41Co9VSXXTC7uduqKikaNtOZt50HVr5NyScQMZr1yHjtfMkjsmizdhArH/gJZ+rtrjEtjQlTaYzCyE83xVXTMFisfLpJ3vscr7Va/ZRX9/C9dfPJCDQ96LHyjWL6xjJNYujixsdQCRw9nzMBmy7p2RhK240juTEpaWlXHXVVfKXT2U6nY6rrrqK0tJStaN4lMTRo2iuqaOzZWTT8Aaz491/ERYXS/Ys2RZWOJ6M165BxmvnCQwPIzQ2hqpjx+3S4LOlrp6u9nZi0uzX1E4IIVxR9uhEsrIS2LihgPZBdkYZKrPJwnvvbcPf34dlyyZf9Fi5ZnENI71m0TsmjuM988wzPPbYY9x4443SGVxFiqJQWlrKM888o3YUjxEUGUFwVCRHNg++rdNIHdm0jY7mFiZfdTnHtuxw2PsIATJeuwoZr50ncUw2VouV6uPFWBXFLrNljGUVxGdlotFqUaxWO6QUQgjXotVqWLp0IvX1Lezefdyu566va2HL5sMsWJhHYUEpJ05UD3icXLO4hpFes7htcaOpqYknnnhC7RhC2F1cZjqK1UptcYnD3sNiNnPwi/VMvnoZPv7+9HYNvj2WECMl47XwNnFZGRjLKzB1d6PVaIa1fSzYtnT9OmN5Jcm5YwmLi6Wp+rS9ogohhMuYOCmTqKgQ3nprE1Y795wD2LL1CDm5KVx19VSef/5TenvM5x0j1yzuzRkNRYUQwxCbmU5jdQ29XfaZinchX336Ob4B/oxbPM+h7yOEEN4kNDYa/6AgauxcoG6orMZqsRCdmmzX8wohhCvQ63XMnz+esrI6jhdVOeQ9rBYrq1btIiQkgCWL8x3yHkJdUtwQwoUEhocRFB7m0FkbZ5TuL6Cx6jSTrrrc4e8lhBDeIjYzHavFQn1pmV3PazGZaKqukeKGEMIjTZyYQXCwPxs2FDj0faoqG9i9+zhTpmYRHx/u0PcSzifFDSFcSFxmOoqiUFtS6vD3UhSFrz77guwZUwmKkMFdCCHsIS4jHWNFFeZek93PbayoJCgiHJ8Af7ufWwgh1KLVaZk9J4fy8jrKSusc/n4b1hfQ0dHNFVdOBWmr4VGkuCGEC4lOTaalto7eTuf0wPjq08/R6fXkL1vslPcTQghPFhIThX9IsMNm3zVW2RrgRSYmOOT8Qgihhgl5aYSGBrJ582GnvF9Pj4kv1x4gOTmKCRPSnfKewjmkuCGEi+gw9xIaG0N9WYXT3rO2uISqY8eZdKUsTRFCiEsVl5GO1WKlzs5LUs5oNTZi6u4mIkmKG0IIz6DRapg9J5fq6gaKTzqvWfLBghIqKupZsiQfXz+D095XOJYUN4RwEWVtLQBOLW4A7P/sC1InjCM8Ps6p7yuEEJ4mNjOdhsoqzD29jnkDRaGxuoYImbkhhPAQubkpREYGs8VJszb6KfDZZ3sJDPRjwYLxzn1v4TBS3BDCRZS0N9PT0UmbscGp71u4bhMAuQvnOvV9hRDCkwRHRRIQGkLtKcc2hG6srCYgJBj/4CCHvo8QQjjD7Nk51NU1c6yo0unvXXO6iX17TzJtWjYxMaFOf39hf1LcEMIFaHU6StubMZY7f2A3lldSc/IU4xbJlrBCCDFSsRlpWK1W6kocsyTljIa+vhvhifEOfR8hhHC01LQY4uLC2bmzCBR1Mqxff5DubhNXXDkFRa0Qwm6kuCGEC0gZn0uPxUJ9uXOXpJxxaP1mMibn4x8Sosr7CyGEu4tKSaKlpg5Td49D36ejqRlTdzfhcbKUUAjh3qZPH01nZzeFBaWqZejq6mX9uoOkpcUC1arlEPYhxQ0hXMDYuTPRAA0VVaq8/6H1m9Hp9eTMm6XK+wshhDvz8fcjNCYaY4VzZt811dQRFh/rlPcSQghHUOhk9OhE9u0rxmy2qJrlq6+Kqa5uAI4QFCRbbbszKW4I4QLGzp1FQkAw5l4HNaEbROWRYzTX1snSFCGEGIHI5CTAeQ2hm2tqCQoPw+Dr65T3E0II+ysFYM+e4+rGABRF4bPP9gI9/PKXt6gdR1wCKW4IobKQ6CgSx2aTHhymWgZFUTi8YQujZ89ALxfLQggxLFEpSfR0djmtIXTz6VoAwuJinPJ+QghhT4GBfkA5R45U0NbapXYcAKoqG4BkHvvP68jJSVE7jhghKW4IobLRs6YBkB4UpmqOQ+s34RvgT/aMqarmEEIIt6LREJWc5LQlKQAt9fVYLVZZmiKEcEt33rkQMLNrV5HaUb5mDG1tXfzpz99VO4gYISluCKGyUdOm0NbQSJRfgKo5ivfsp6utnfGL56uaQwgh3ElIdCQ+/n40OHG3K6vZQqvRSFicFDeEEO7nO9+9AgihssKodpRzaPDlZz99nQULxnPbbXI97I6kuCGEykZNm0Tx3v1oNBpVc1jMZo5t2c7YebNUzyJUowP2A5/03U8HdgEngbcBH5VyCeGyolOSURTFqTM3wLY0JTQmGo1WLuW8lIzXwi1Nnz6aCRPSgVS1owzolVe+YM+eE/zhj/cREqLuB49i+OR/RCFUFJmcRFhcLCd371M7CgBHt+wgODKCxLHZakcR6ngUOHrW/f8BngZGAU3AfWqEEsKVRaYk0VJX7/AtYL+uuaYWnV5PSHSkU99XuAwZr4VbeuA7y2hr6wQS1Y4yIKvVyoPfe56YmFD++79vVzuOGCYpbgiholHTJgFQvOcrlZPYFG3fBcC7G75EUZQh3crKy1VOLewkCbgKeKXvvgZYBLzXd/814BvOjyWE6zL4+hIWE43RiUtSzmjqbyoa5/T3FqqT8Vq4pdDQQG65ZS5vrdyMBr3acS5o376TvPTiGh76j6vIy0tTO44YBtf9WyWEFxg1bTKt9UbqSsrUjgJAe2MTsf6BfFqwjyc+WDGk13z+/CuDHyTcwTPAj4DgvvuRQDNg7rtfyYU/Znmg70ZUVJTDAgrhaiIS49FotTQ4eUkKQG9XF50trYTHx1J2sNDp7y9U9QwyXgs3dMcdCwgI8OXFF9fwne+onebifv7zN7jhxlm8+NJ/MHvWj7BarWpHEkMgMzeEUNGoqZM46SKzNs5IDwojLCYag2wJ602uBuqAka6PegmYAkwxGl2rOZgQjhSRGI/ZZKKlrl6V92+qqZWmot5Hxmvhth74zjL27DnB/v3FakcZVFNTO//52CtMnz6ahx++Wu04YoikuCGESmLSUwmJjnKZfhtnpAeHodFqiUx2zbWQwiFmA9cCpcA/sU1vfhYI498z/JKAKhWyCeGywhPiaT5dg2JVVHn/5ppafAP88Q8JHvxg4SlkvBZuafr00Ywfn8ZLL65RO8qQvfXWJj79dA9P/b87SUuTQrI7kOKGECrJnGrrt3Fyt2vN3Ij1D6K3q5uo1GS1owjn+Sm2i+E04FZgPXA7sAG4qe+Yu4GP1AgnhCvy8fcjODKCxqrTqmVoqbXNGAmNiVYtg3A6Ga+FW7rrrkV0dvbw9ttb1I4yLA9+7wWsVit/efEhtaOIIZDihhAqGTVtMs01taqs1b4YrUaDsaKSqOQktaMI9f0Y+D62rQUjgb+qG0cI1xEeb2vk2VitXnGjvbERi9lMSIz0ThAyXgvX5eOjZ/ktc/jwwx20t3epHWdYKirq+elPXuOyyyZy112L1I4jBiHFDSFUkjllosvN2jjDWFaBb4C/XDB7p43Y1nQDnAKmYdta8GbAuXtdCuHCzvTbaK1Xr2+BYlVoMzbIzA3vtREZr4UbuPLKKURGhvCPNzaoHWVEXnhhNVu3HuF/n76fmJgwteOIi5DihhAqiM1IIzgygpN7XKvfxhnGikoURSE6RZamCCHEQGz9NmpV67dxRkudkZDoKNBoVM0hhBAXcsedC6mpaeLLLw+oHWVEFEXh2/c/R2CgH//3nItv8+LlpLghhArSJ00AoOSrg055P6uioAzxBmDq7qGlrp7IFFmaIoQQX2fw6+u3oeKSlDNa6urRGwwEhYepHUUIIc4THh7E1VdP5a2Vm7BY3Hc71aKiSv77ybdYvnwO118/U+044gL0gx8ihLC3tPw82hoaMZY7p9+GVqPh8gfvH9Kxnz//CgAN5ZVkTM5H7+uDuafXkfGEEMKtRCT09dtQsZnoGWe2oZWlKUIIV7R8+Rx8fAy8/vp6taNcst///gNuvGk2z7/wPTZtOkRjY5vakcTXyMwNIVSQPjGP0gOFase4KGNFlW1L2MQEtaMIIYRLCU8402+jXu0odDa3YOrpJUSKG0IIF3TnXYsoLCzl4MEStaNcMrPZwr3feoaIiGCeefbbascRA5DihhBOFhQZTlRKEqX7C9SOclEttXWYenqIkqUpQghxjohE1+i3cUZrXT2h0gBaCOFiMjPjmTVrrNs2Eh1IQUEpv/5/73DHHQu5+uqpascRX+Po4kYY8B5wDDgKzAQigLXAib5fwx2cQQiXkp6fB0DJAdcubiiKQmNlNZGyJawQQvQz+Pq6TL+NM1rq6wmOjMRsdd/17EIIz3PHHQuwWq2sXLlJ7Sh29etfv0tBQQkv/OUhQkMD1Y4jzuLo4sazwBpgDDABW4HjJ8A6IKvv1584OIMQLiVtYh6mnh4qjxSpHWVQxopK/IODCJRGdUIIAUBYXAwAzadrVU7yby219Wh1Wuq7O9SOIoQQ/e64cyHr1h2kqqpB7Sh2ZTKZufdbzxIbG8b//u99ascRZ3FkcSMUmAf8te9+L9AMXAe81vfYa8A3HJhBCJeTnp9HxaGjWEwmtaMMylheBUBUcqLKSYQQwjWExcVitVhpcYF+G2ecaSpa0yXFDSGEa5g1ayyZmfEetSTlbF99Vczvf/c+37p3KZdfPkntOKKPI4sb6UA98CqwH3gFCARigTNzOWv67gvhFfS+viTmjKbUxZeknNHd3k57U7MsTRFCiD5hcbG0GY1YzRa1o/Tr6eikp6OTmq52taMIIQQAd965kI6Obj74YIfaURzmv//7nxw5Us5LL/8HwcH+ascROLa4oQcmAS8AE4EOzl+CovTdBvIAsBfYGxUlTbKEZ0jOHYPeYKBkv2vvlHK2hopKIhLi0ep0akcRQghVWRQroTHRNNfWqR3lPC119dRKcUMI4QJ8fPTcvHwOH364g46ObrXjOExPj4l7v/UsCQkR/O5331I7jsCxxY3KvtuuvvvvYSt21ALxfY/FAxe6QngJmAJMMRqNDowphPOkT7Q1E3WXmRsAxvJKdAY9YfEyyUoI4d2M3Z3oDHqaa1yzuNHY041fkDS3E0Ko66qrphIREcwbr3vmkpSz7d59nKf/9yO+890rWLQoT+04Xs+RxY0aoAIY3Xd/MXAEWAXc3ffY3cBHDswghEtJy8+j9lQpnS2takcZsqbqGqwWC1GyNEUI4eWqO20zI5prXKeZ6Bln+m4k5YxROYkQwtvdedciqqsbWLfuoNpRnOK//utNjh+v4oW/PISPj17tOF7N0bulPAy8CRQA+cCvgd8CS7FtBbuk774QHk+j0ZCWP57S/e4zawPAYjbTdLqGqBQpbgghvFt1Zxtd7e10t7te487WOtss1+RxY1VOIoTwZhERwVx55WTeWrkZq5dsT93d3cvD//EiWVkJ/OAH16sdx6s5urhxANvSkjxsu6I0AQ3YZnFkYStuNDo4gxAuITothcCwUErcaEnKGcbyKoIjI/ANCFA7ihBCqKa6s80ll6QAmHp6CPXxJTlXihtCCMepqChDUZQL3owNBfj4GPjB409f9DhPs3btft5/fzs//8UtJCdHqx3Ha8m8GSGc5Ey/jRI3m7kBtqaiMI3I5ESqi06oHUcIIZwuNDaaNlOvSy5JOSPOP4iU8TlqxxBCeLCkpBRWrLjtgs/fe99l+Pjo+MsL373oeVasWGnvaKr7wfdf4YorJvP7P9zLrbf8j9pxvJKjZ24IIfqkTcyjraERY1mF2lGGra2hkZ6OTlmaIoTwWqkTxgOu2W/jjDj/IMLj4wiKDFc7ihDCC0VEBpOcHMXBgyVqR1FFeXk9v/n1OyxfPkeai6pEihtCOEl6fh5lB91nC9ivM1ZUEpmUCBqN2lGEEMLp0vLHo9NoaDO67mraOP8gAFLG5aqcRAjhjfLy0rBarRQWlqkdRTV/+MOHlJbW8tv/uUftKF5JihtCOEFQRDjRaSmU7Hff4kZDRRU+/n6EREeqHUUIIZwuLW8ccf5BKC7cIC/GPwCL2SxNRYUQqsjLS6ekpJb2ti61o6imp8fEiidWMmVKFjfeOEvtOF5HihtCOEFavm06c+kB9y1uGCuqUBRFtoQVQngdnV5Pwpgs4gKC1I5yUQatjpqTp0gZJ303hBDOlZwSTXh4EAVeuiTlbP/4x0YOHy7nV0/diU4nP247k3y3hXCCtPw8zL29VB45pnaUETN1d9Nab5TihhDC68SNysDg60ucf6DaUQZVfuiINBUVQjjdhAnp9PaaOHqsUu0oqrNarfzyF28wZkwSd921SO04XkWKG0I4QfrEPCoOH8Pc26t2lEtirKgiNC4GvY9B7ShCCOE0SbljAIj1c+2ZGwAVhUcICA0hUgrRQggn0em15OamcPRoJaZes9pxRkzBetHta4dze+65f7JrVxFPrLgNX1+5bnYW2QpWCAfT+/iQlDOaLf94R+0ol6yhvJLMyflEJCZQV+K9zaKEEN4lOXcsna2thPr4qh1lUOWHjgCQMj6nbxtvIYRwrOzsRPz8fNx+SYoG7UW3uR2OFStWcvfdr/Pluv/HXXct4uWXP7fLecXFycwNIRwsOXcMeh8fSg4UqB3lkjXX1mLu7ZUtYYUQXiUpdwyVR4rQuMFuUbXFpfR0dknfDSGE0+TlpdPa2klJietula2G9esL2LPnBD94/Hq0Wvmx2xnkuyyEg6VNtO1z7c7NRM9QrAoNldUy3VkI4TV0BgPxWZlUHj6qdpQhsVosVB49JjumCCGcwj/Al6ysBA4VlqIoitpxXM4ffv8B2dmJXHvtNLWjeAUpbgjhYOn5edSVlNHR1Kx2FLtoqKgiICSYgNAQtaMIIYTDxWdlojcYqDjsPg2hKw4dJWnsaLR6ndpRhBAebty4VHQ6LQfdfEmKo3zwwXaKi0/zwx/dqHYUryDFDSEcLC1/vEfM2jjD2LeGW5amCCG8QXKubQZEhZvM3ABbU1GDny/xozLVjiKE8HB5eWnU1DRRV9eidhSXZLFYefp//8XMmWOYPVuWCzqaFDeEcKCY9FQCw8Mo2e/+/TbO6Gpto6O5RZamCCG8QnLuGDqammmqrlE7ypCdaSqaLFvCCiEcKDIymKSkKLdvJOpor766DqOxlcd/eL3aUTyeFDeEcKC0/DP9NjynuAHQUFFJRGI8GmmOJITwcEm5Y9xqSQpAY9Vp2hubpKmoEMKh8vLSsVqtFBaWqh3FpXV19fDC859x3XUzSEuLVTuOR5OfTIRwoPSJeXQ0NXvctqnG8ir0BgPh8TJACyE8l97Xl7hRGVQccZ8lKWeUHzpCiszcEEI4igbyJqRx6lQN7e3daqdxeS+//DkWi4X77luqdhSPJsUNIRzI0/ptnNFYVY3VYiFKlqYIITxYwuhR6PR6Kt1s5gbY+m7EZqbjGxCgdhQhhAdKSYkmLCyIgoOlakdxC5WVRlav/opv3bsEnU5+BHcU+c4K4SCB4WHEpKdS4mFLUgAsZjPNNbVESlNRIYQHO9NM1B2LG+WHj6LVaknMGa12FCGEB5qQl05vr4ljxyrUjuI2Xnn5cxISIrnqqqlqR/FYUtwQwkHS8scDUOpBzUTPZqyoIiQqkg5Tr9pRhBDCIZJzx9DW0EhzbZ3aUYat4pBtKY303RBC2JteryMnN4UjRyowmSxqx3Ebn366h+rqBu7/9uVqR/FYerUDCOGp0vPzMPf2ul0juqEylleSPWMqZe2y9ZcQwjMl5Yxxqy1gz9bR1ExDZZX03RBC2F326ET8/Hxkl5SLULCiKMoAjx8jISESq9KJBv9Bz1NZWU5ycqojInokKW4I4SA3fftefHx8MPX0qB3FIdqMDfR0dlHa3qx2FCGEsDsffz9iM9Io/HKj2lFGrLzwCKl549SOIYTwMHl56bS2dlJa6n6z2pxFg5YVK2477/GwsEAefew6Nmx4ms2bDg16nhUrVjoinseS4oYQDqD38aHZauLk9r38/Y/PDOk1nz//imNDOUBDZRVlwcFoNJoBq9NCCOGuEkZno9Xp3Hr2XfmhI0y8YilBkeG0NzSpHUcI4QEUehg1Kp6dO47Jtd8INDd3UFx8mvz8jCEVN8TwSM8NIRwgKWcMFkWhuaZW7SgOZSyvpMtiJnFsttpRhBDCrpJzxwBQecR9ixsVhUcASBmXq3ISIYTnqEan03KwQJakjFRhYSnh4UEkJEaqHcXjSHFDCAdIn2hrJurpxY2GiioARs+aoXISIYSwr6TcMbTU1tNab1Q7yohVHi3CYjKTOkGWpggh7KWS06cbqa+TnmsjdexYJWazhXHjpJeGvUlxQ4hhKCsvR1GUQW+PPvFLwnz86O3qVjuyQ/V2dRHtF8Do2dPVjiKEEHaVnDuWiiPu2Uz0DFN3D5VHi0iflKd2FCGEBxg9OglokUail6in28TJk9Xk5qag0WjUjuNRpOeGEMOQkpzM5Q/eP+hxC791OxPjU5yQSH1pQWHUTBiPb2AAPR2dascRQohL5hsQQHRaCvtXr1U7yiUr2X+Q2bfciM5gwGIyqR1HCOHG7rxzIQCFh8pUTuL+Dh0qZ8yYZFJSoikrk8as9iIzN4Sws4CwUHz8/UkICFY7ilOkBoWiM+gZNW2y2lGEEMIuEsdmo9Vq3XYb2LOV7i/A4OdLUs5otaMIIdyYRqPh9jsWANF0tHv2zGRnOF5USW+vWZam2JkUN4Sws/C4WACvKW4kBgTT09nJ6FmyNEUI4RmSPKCZ6BklBwoASM+XpSlCiJGbNy+X1NQYIEntKB7BZLJQVFRJTm4yWq0sTbEXKW4IYWdh8bH0dncT4eundhSn0Gm1nNz9lRQ3hBAeIzl3LE2nazxi+9T2hibqS8ul74YQ4pLceedC2to6gTi1o3iMw4fKCAjwIz1Dvqf2IsUNIewsLC6W5po6r2oQVLR9F1EpSUQmJaodRQghLllyzhgqDrv/rI0zSg4UkCYzN4QQI+Tv78tNN8/hvfe2o0GndhyPcfLkabq7e8nN8Y4+fc4gxQ0h7Mjg50dQeBjNp2vUjuJURdt2AsiuKUIIt+cXHER0WgqVnlTc+KqAoIhwotPkAloIMXzXXz+DkJAAXvv7OrWjeBSLxcrJk6fJyk4A7/lM1KGkuCGEHYXH2/ptNHlZccNYXklDZZUUN4QQbi9prK3xpic0Ez2jZP9BANInTlA5iRDCHd19z2JOnaphy5bDakfxOEVFlQQF+ZOUGKV2FI/g6OJGKVAIHAD29j0WAawFTvT9Gu7gDEI4TXh8HBazmZY6o9pRnK5o2y5GTZuMTi87TAsh3FeyBzUTPaO+tJz2xibpuyGEGLakpCgWL57AG6+vR1EUteN4nJMnqrFarYweLUu77cEZMzcWAvnAlL77PwHWAVl9v/7ECRmEcIqw+Fha6upRrFa1ozhd0fZd+AUGkpo/Xu0oQggxYkm5Y2morKazpVXtKHZVeqBAdkwRQgzbnXcuRKvV8vrr69WO4pG6u02UltaRLcUNu1BjWcp1wGt9X78GfEOFDELYnU6vJyQqiqbTtWpHUcWJXXuxmMyya4oQwq0l5Yz2qFkbZ5R8VUB0WgpBkTJhVggxdHffs5iNGwspKfHO61tnOF5URUxMGOERQWpHcXuOLm4owBfAPuCBvsdigdN9X9f03RfC7YXGRqPVab2umegZPR2dlBYUSt8NIYTb8g8JISo5yaP6bZxRvHc/AFnTpgxypBBC2MycOYbs7ERpJOpgRccrARidLbM3LpWjixtzgEnAFcBDwLyvPa/03QbyALY+HXujoqTBinB94fFxKIpCc02d2lFUU7RtF8k5YwiKkE8GhRDuJznX1kzUk3ZKOaPyaBGdLa1kzZiqdhQhhJu4557FdHR08/7729WO4tGamzqorW0me3SS2lHcnqOLG1V9v9YBHwLTgFogvu/x+L7nBvIStj4dU4xG72vOKNxPWHwsbQ2NmHt71Y6imqJtuwDInjVN5SRCCDF8STljAVshwNMoVisndu0le6YUN4QQg/Pz82H5LXN5771ttLd3qR3H4x0vqiQ1NRo/fx+1o7g1RxY3AoHgs76+DDgErALu7nv8buAjB2YQwik0Gg1hsTFeuyTljKqjRbQaG8iZN1vtKEIIMWzJuWOoL6ugq7VN7SgjYlUUlIvcfnDPfYTHx9HY3dn/WFl5udqxhRAu6BvfmEFoaKAsSXGSoqIqtFoto0bFD36wuCBH7tkYi222xpn3WQmsAfYA7wD3AWXAcgdmEMIpgqMi0Pv4eG0z0TMUReHo5u3kLVmAVq/DaraoHUkIIYYsKXcMZQcK1Y4xYlqNhssfvP+Cz/uHBDPvjlv44V+fp+KQra/I58+/4qx4Qgg3cvc9iyktrWXTpkNqR/EK1dWNdHb2kJkZz6HCMrXjuC1Hztw4BUzou+UC/6/v8QZgMbatYJcAjQ7MIIRThMXHAdDk5TM3AI5s2op/SDAZk/LVjiKEEEMWFBFOREI8FR7Yb+OMrtY2OltaiUySpnVCiAtLTo5m6dJ83nh9A4pyofaIwp4UReHUqRoyM2XmxqVQYytYITxOeHwcna1t9HR0qh1Fdcd37MbU00POgjlqRxFD5wfsBg4Ch4En+x5PB3YBJ4G3AVkIKjxWUo6tmWiFB24De7aGymoiEhPQaDRqRxEjI+O1cLj7778MgL/+9QuVk3iX4pOnCQ72JyY2TO0obkuKG0LYQXh8rNf32zijt6ubk7v3kTtfihtupAdYhG2mXT6wDJgB/A/wNDAKaMK2nFAIj5SUMwaw9Q7yZA2VVRh8fQiJiVY7ihgZGa+FQ+l0Wu69bylr1nxFeXm92nG8SvGp0wBkZsapnMR9SXFDiEsUEBKCb0CA1/fbONvhjVuJSkkiNiNN7ShiaBSgve9rQ99NwXYB/V7f468B33B6MiGcJDl3DHUlZR4/A6+xshpFUYhMSlA7ihgZGa+FQ1111VQSEyN56cU1akfxOm2tXdTVNcvSlEsgxQ0hLlFYQiwg/TbOdnTTNgBZmuJedMABbNtzrwWKgWbA3Pd8JSAL9YXHSsodS8Xho2rHcDhTTw+t9UYik+WfsxuT8Vo4zAPfWUZVVQOffrpH7SheqfjkaVJTY9AbdGpHcUtS3BDiEoXHx9Hb3U1HU7PaUVxGc20dlUeKZGmKe7Fgm+KcBEwDxgzjtQ8Ae4G9UVFR9k8mhIMFR0USFhvj0c1Ez9ZQUUVYbCx6H2nL4KZkvBYOkZISzbJlk/jbX9disVjVjuOViotr0Ot1pKbGqB3FLUlxQ4hLFB4XS7MsSTnPkU1bSZ0wjsCwULWjiOFpBjYAM4Ew/r1leBJQdYHXvARMAaYYjUYHxxPC/s7026j0gpkbAHWl5Wh1WqJSktSOIi5NMzJeCzs600j0lVekkahaysrqMJnMjJKlKSMixQ0hLoGPvz+B4WGyJGUAhzduRavTMWbuLLWjiMFFY7swBvAHlgJHsV0039T3+N3AR05PJoQTJOeOwWqxUHXshNpRnKKlrp6ezi5i0lPVjiKGT8Zr4RAGg5777r+M1av3UVEhjUTVYjZbKCurJ3OUFDdGQoobQlyCiETbwNNYfVrlJOqxKgrKALfyQ0cI1Bt44k/P9D9WVl6udlwxsHhsF8YFwB5sa7g/AX4MfB/b1oKRwF/VCiiEIyXnjqX2VCm9XV1qR3EORaG+rJyolCQsVpl67mZkvBYOsXz5HOLjI3ju/z5WO4rXKy4+TXR0KMEh/mpHcTv6wQ8RQlxIeEIc5t5e2uob1I6iGq1Gw+UP3j/gcznz59CSlcGff/cHFKuVz59/xcnpxBAVABMHePwUtvXcQni0pNwxFG3bqXYMp6orKSNp7GgqO9vUjiKGR8Zr4RCPPnYtR49W8MUX+9WO4vVKSmwzwtPTYlVO4n5k5oYQlyAiIZ6m07UoiqJ2FJdUX1qO3senf4aLEEK4mpCYaEKiIqk84h3NRM9oqKzCbDJxosV7i/NCCJtZs8YyZUqWzNpwEbW1zXR29pCWLsWN4ZLihhAj5OPvR1BEOE1evCRlMA1VVVjMZqJTU9SOIoQQA0rOtTUT9ZadUs6wmi3Ul5ZzorURrU62HBTCmz3y6LU0NbXz+uvr1Y4iABQoLa0lTWZuDJsUN4QYofCEvn4bVVLcuBCr2UJDRRUxaVLcEEK4puTcsVjMZqqLvKOZ6NlqikvospjJnDpJ7ShCCJUkJUVxww0zeeXlz+ns7FE7juhTWlJLeHgQCp1qR3ErUtwQYoQiEuIwm0y0ylZqF1VfWo5/SDBBEeFqRxFCiPMk5Y6htrgEU7f3XdQbyyowaLXkX75Y7ShCCJU8/PDVaDTw5z9/qnYUcZaS0tq+r+TnjOGQ4oYQIxSeEE/z6RoUq/TbuJi6MtsOKdEye0MI4YKSc8Z43ZKUM6wWC5nBEeRdthC9j4/acYQQThYWFsh3v3cF77yzlfJy2f7VlRjrW2lv7wKkL9JwSHFDiBEw+PkRHBlBY3WN2lFcXm9nFy119cSkpaodRQghzhEeH0dQRDgVh4+qHUU1ueFRBISEkLtwrtpRhBBO9vDD1xAcHMBvf/Oe2lHEAEpKapGZG8MjxQ0hRiAiIQ6QfhtDVV9aTmhsNB3mXrWjCCFEv6S+ZqKVXjpzAyA5MJTm2jqmXHOF2lGEEE4UGOjHI49ew6pVuygsLFU7jhhAaUkt0EN2dqLaUdyGFDeEGIHwhHhbv416mcI3FHWl5Wg0GkramtWOIoQQAJSVl/PnN15Dq9FwquAQiqIMevNEWo2GfR+vYfTs6QRHRaodRwjhJN/5zjIiI0P4za/fVTuKuIAzfTcWLhyvchL3oVc7gBDuKCIxnuaaWum3MURtxga62ts51dakdhQhhAAgJTmZv6x+Dx8/P6768wNDes3nz7/i4FTq2P3hxyy+/y6m33ANX770d7XjCCEczNfXwPd/8A3WrTvIrl1FascRF9DU2A74sXDRBF58cY3acdzCUGduzB7iY0J4PIOfL8GRETRJv41hqS+toKy9RZrWOZ6M10IMgaIohEZH0VIn65mN5ZUc37GbGTddh0Yrk3qdSMZroYpvf/tyEhIi+c2v31E7ihhUFAsWjFM7hNsY6v9gzw3xMSE8Xni89NsYifrSMkxWK5lTJ6kdxdPJeC3EEDT39mDw86OlTpYXAmx/+wPC4+PImTdL7SjeRMZr4XRBQf784pe3sGFDAevXF6gdRwwqgpiYMOm7MUSDLUuZCcwCooHvn/V4CKBzVCghXFlEYjwWk1kuiIepseo0eo2WnPmzKdq2U+04nkjGayGGoaarHUDG8j6HN22luaaWeXd9k8Mbt6odx9PJeC1U85//eR0xMWFce82v1I4ihiQCgHnzcjl+vErlLK5vsJkbPkAQtiJI8Fm3VuAmx0YTwjWFJ5zpt2FVO4pbsVospAaFkjNfZtw6iIzXQgxDTVc7ZpOJjkbpBQRgNVvY9Po/GTV1Einjc9SO4+lkvBaqiIoK4fEfXs/7729n9+7jascRQxJIbW0Tc+bmqh3ELQw2c2NT3+3vQJnD0wjh4rrMZoIjIzi5e5/aUdxSRnA4xQnxxGdncvp4sdpxPI2M10IMQ01nO231DR67C8pI7Hp/FUu/+y0W3nsnr/3nT9WO48lkvBaq+NnPlhMQ4Msvfv6G2lHEEGnQsHnzYebNk+LGUAx1txRf4CUg7WuvWWTvQEK4soqOFjQajfTbGKH04DAAcubPkeKG48h4LcQgtHoddd0dsiTla3o6O9n2z/dZfP/dRKelUF9arnYkTyfjtXCayqoTJCQcBxI5dqxixOexSkHY6bZuOcLNN88hOTmaigr5f+tihlrceBf4C/AKYHFcHCFcW3lHC+beXlrq6tSO4paCDD6UFx4hd/4c1r38mtpxPJWM10IMIn5UJhZFkeLGALa++S4L7rqNBXffxrtP/lbtOJ5OxmvhNAkJTXR293D/ky/T2NI94vN46pbYrmzz5kMAzJ2bw8qVm1RO49qGuluKGXgB2A3sO+smhFcpb2+lsboGxSpV65E6vGkryeNzCIoMVzuKp5LxWohBJPf1lGiplUL117U3NrH7X58w5dorCImOUjuOp5PxWjjFlVdOAWp587OiSypsCHUUFpbR0tLBXOm7MaihFjc+Bh4E4rG1bD1zE8JrhCfE0dzbTUOldCq+FEc2bkWr1TJ2rmw36CAyXgsxiJRxOfjr9HS1tasdxSVtfG0lGo2WJQ/co3YUTyfjtXA4X18Dzzz7bSCQjzbIkmB3ZLVa2bbtKHOl78aghlrcuBv4IbCdf1eV9zoqlBCuKGv6VAAaKqS4cSmqi07QXFNLzvw5akfxVDJeCzGIlPE5xPoHqR3DZTVWVrPrg1XMuPE6IpIS1I7jyWS8Fg73/e9/g1GjEoBxmC0y89hdbdl8mJycFKKiQtSO4tKGWtxIH+CW4ahQQrii7BlTCNQb6GhqVjuK2zuyaRujZ01D7+OjdhRPJOO1EBfh4+9PbEYacf6BakdxaWtffBWL2czlD96vdhRPJuO1cKjMzHh+/otb+OCD7WiIVjuOuARbthwGYM4c2ar7YobaUPSuCzz+ur2CCOHKNBoNo6ZPISUwVO0oHuHwpq3MuuUGMqdOomjbTrXjeBoZr4W4iKSc0Wh1OuICZObGxbTWG9n61rssuOd2Nrz6JjUnZDq7A8h4LRzqxZcewmQy88jDL3LjDb/miSeeUDuSGKG9e0/Q1dXD3Lm5/Otfcu18IUMtbkw962s/YDHwFTL4Ci8Rl5VJcGQEKUFS3LCHk7v20dPZRc782VLcsD8Zr4W4iJRxtk+94mRZyqDW//UfzLzpG1zx8AO8+siP1Y7jiWS8Fg5z332XsWjRBL7zwJ+orm4EYNOmDy75vLOWP3rJ5xDD19trZteu49J3YxBDXZby8Fm3bwOTgKFeFeiA/cAnfffTgV3ASeBtQOalC5eXPcN2/ZESJOvc7MHc28uJnbvJmT9b7Sie6FLGayE8XvL4HBoqqwjQG9SO4vK6WlvZ8Pc3GbdwHqkTxqkdxxPJeC0cIiEhgj/88V42bCjglVe+UDuOsJMtmw8zcWIGQUH+akdxWUMtbnxdB7YixVA8Chw96/7/AE8Do4Am4L4RZhDCabJmTqX2VCnBBl+1o3iMwxu3EZEQT3x2ptpRPN1wxmshPF7KuBwqDh0d/EABwJZ/vENbQyNXPvJdtaN4AxmvhV38+fnv4eOj54Fv/wlFkSainmLLlsPodDpmzRqjdhSXNZytYFf13T4FioAPh/C6JOAq4JW++xpgEfBe3/3XgG8MMYMQqtD7+JA5eSIndu5RO4pHObp5G4DsmmJ/Ix2vhfB4QRHhRCTGU154RO0obqO3q4svX3qVUdMmkz1zmtpxPI2M18Lubr55DtddN4P/+uWbFBefVjuOsKMdO45hNluYO1eWplzIUHtu/OGsr81AGVA5hNc9A/wICO67Hwk0952DvnMkDjGDEKrInDIRH38/jm7doXYUj9LW0Eh54RFy589h3cuvqR3Hk4x0vBbC4yXnjgWg/JAUN4Zjx7sfMf+u27jike9wfMduteN4EhmvhV1FRATzf889wN69J3jmmY/UjiPsrKOjm6++Kpa+Gxcx1Jkbm4Bj2IoU4UDvEF5zNVCHbc/ukXgA217fe6OiokZ4CiEu3Zi5MzF191C85yu1o7g9q6KgnHW7dfFlpE4YR7up55zHz9zKysvVjuyORjJeC+EVUsbnYLVYqDpapHYUl/H1cXmgm7m3l1unzSZlXA7HWxroMfUO+hoZz4dExmtxURUVZcP6d2Zs2ExsbARTptyH2Ww55znhGbZuOcy0adn4+krfqIEMdebGcuD3wEZsS0ueA37Iv5eXDGQ2cC1wJbYO0CHAs0BY3/uasS1bqbrA61/qu2E0GuVfpFDN2DkzOblnH6buHrWjuD2tRsPlD97ffz84MoJZt9zAfzz/NNXHTpx3/OfPv3LeY2JQIxmvhfAKyeNzqDl5it6ubrWjuIyvj8sXotFomHXrjaxs2Mkv510xpNecTcbzAcl4LS4qKSmFFStuG9KxmZnx3HHnQjZvPsSG9W+e9/yKFSvtHU+oYMuWI3z/B9czefIotm+X/lFfN9SZGz/Htl3V3dj25J4G/HKQ1/wUW/EiDbgVWA/cDmwAbuo75m5A5kwJlxWZnER0WgrHZEmKQ7Q1NNLV1k5MWqraUTzJSMZrIbyCNBMdOUVROLl7H8GRERS1NKgdx1PIeC3swuCj5+prplFf38LmzYfUjiMcaNs227JK6bsxsKEWN7TYlpic0TCM137dj4HvY9sKNhL46wjPI4TDjZ07A4CjW3aqnMRz1ZdVEJmciEY70iFFfI09x2shPEZkchKBYaHSb+MS1BaX0GpsYHttBRqtRu04nkDGa2EXixdNIDQ0gI9X7cJitqodRziQ0djK0aMVzJ6To3YUlzTUAXQN8DlwT9/tU+CzYbzPRmw9OABOYatMjwJuBmSuv3BZY+bOoq6kjIYK6e/lKMbyCvQGA+FxsWpH8RSXOl4L4ZHS8scDULK/QOUk7u3krn20mHqIzxqldhRPIOO1uGRJSVFMm57Nnt3Hqagwqh1HOMG2rUeYPXssGo0Umb9usOLGKGy9M34IvAjk9d120NcPQwhPZfDzZdTUSbJLioM1VlZjtViISk1WO4q7k/FaiItIn5hHV2sbdadK1Y7i1urLyonyCyB9Yp7aUdyZjNfCLnQ6LddeN53W1k7WrTuodhzhJFu3HiE8PIjc3BS1o7icwYobzwCtfV9/gG05yfex7cH9jMNSCeECMqdOwuDry7EtUtxwJIvZTNPpGqJSktSO4u6eQcZrIS4oLX88pQWHZNcAO5gWlUBQRDgx6dIvaYSeQcZrYQczZowmOjqUTz7ZQ2+vWe04wkm2bDkMwBxZmnKewYobsUDhAI8XYmsUKoTHGjt3Fj2dXZzad0DtKB7PWF5JcGQEvoEBakdxZzJeC3EBfsFBxGamU3pgoH8iYriyQyPpbGklfdIEtaO4KxmvxSULCvZn7rxxHDtWyckT1WrHEU5UUlJLdXWD9N0YwGDFjbCLPOdvxxxCuBSNRsO4RfM4sXM35l7Zdt7R6ssqAIhKkaUplyDsIs/JeC28Wur4XLRaLWVS3LALrUZDyYECwmJjiEiIVzuOOwq7yHMyXoshWbIkH51Oyxeff6V2FKGCrVuPysyNAQxW3NgLfHuAx+8H9tk/jhCuIXncWMJiYyhYu1HtKF6ho6mZrvZ2WZpyaWS8FuIC0vLHY7VYKC+UnVLspfrYCXo6OkmfLLM3RkDGa3FJkpKimDAhnR07jtHU1K52HKGCrVsOk5oaQ3JytNpRXIp+kOcfw7b+73b+PdhOAXyA6x0XSwh1jV+yAIvJzJHN29SO4jWMZZXEjcpAo9WgWGVN/Ag8hozXQgwoLX88p48X09PZqXYUj2G1WCgrPEz2jKkEhofR0dSsdiR38hgyXouR0sCyKybT2trZ33tBeJ+tW23F+jlzcnjrrU0qp3Edg83cqAVmAU8CpX23J4GZQI0jgwmhprwlCzmxay9drW1qR/EaxopKDL4+hMXKlrAjJOO1EAPQaLWk5OVSelCWpNhb5ZEirBYLyblj1Y7ibmS8FiM2dkwyiYmRrF93EJM0EfVahYWltLZ2ytKUrxls5sYZG/puQni8+OxMolKS2PDqP9SO4lUaK6uwWqxEpSTRdFqu7S6BjNdCnCVuVAZ+gYGUHihQO4rHMXV3U3PyFIljsjixay8Wk0ntSO5GxmsxLBqNhgULx1Nf30JBQam9T44mIARtQBAaX380OgPodIAGLGYUixnF1MPRZiPa4HCsbU32fX8xLBaLlR07jjFnrhQ3zjbU4oYQXmP84gVYrVYOrd+sdhSvYu410VxTS1RKEid27VU7jhBCJRUVZSQlpQzrNZWV5SQnD7wtaVr+eIABd0p54oknhh9QnKP80BESRmcRn51J5eFjascRwqONG5dKTEwY776zxW7bWmv8AtBFxKENiUCj1aEoCkpvN5hNKL09tmN0ejQ+fmiDwlhdeZKgy+/E2t2BubYcc00Z5tOlYB5eA36rorBixUq7/B6sHrzFt4L1gn/WCieAIqxKDxp8Lnqei/0/6UmkuCHE1+QtXUjJVwdpb5SKtLMZyyvInjkNnwB/eju71I4jhFBBUlIKK1bcNqzXXOwCOS1/PK31RhqrTp/33KZNHwzrfWYtf3RYx3uDltp6WuuNpIzLkeKGEA6k1WqYv2A8NTVNHDlaccnn0/j4oYtNQRccjmKxYG1pwNLaiNLZBor1Qq/i/mvv56W3/og+NgV9XBo+qWNRLGbMNWWYKo5jPl0ClsGXy2g1Gn7zzrOX/PsA+KkHj80atBf8PzE1LYZ77lnCyjd/xolBtgO2VyHJ1UlxQ4izRKUmE5+Vyb9++/QFj5FP+hzHWF5J9sxpRCUnUV10Qu04QggPkD5xwoCzNoT9lB86yriFcwmLi6W5plbtOEJ4pAkT0omMDOatlZvgEicq6KIS0EUnglXBXFeBpbEWrJYhvFIh2i8AU9lRTGVHbeeKjEOflIUhKQtDYiaK2YSpqhhT6REs9ZWXFlRcVFVVAxaLhZSU6EGLG95CihtCnGXCZYsAKFx34a7DQ/2kTz7hG762hkZ6OjqJSk2W4oYQ4pKFxcUSmZTAln+8rXYUj1ZzopjRs6aRMm6sFDeEcACNRsOcublUVTVw/HjVyE+k02NIykIbGIKlpQFzTRlYLq1XjqWhBktDDT0Ht6CLSsCQPBpDcjY+qWOwtrfQ21cIUTqlSb+9mU0WqqubSEmV7WDPkOKGEGeZcs0VFO/dLxdnKjKWVxKTnopGo1E7ihDCzWVOmQhA8d79KifxbBazmdPHi0kcm43ex4C5VxqLCmFPo8ckEhERzDtvbxnxORp7ujCk5aIx+GCqKsbaYrRjQhuLsRqLsZrug5vRJ2bik5aDb850fHOmY6mroLf0COaq4iHOEhFDUVFex7Tpo9HptVjMF1pO5D0G2wpWCK+RMj6HmPRU9q5arXYUr2asqMTg50tIdJTaUYQQbi5zykQ6W1s5faJY7Sger7roBDq9ntjMdLWjCOFxZs4cS1NTO8eOjWyZhy4ynrdOHUKj02EqO+qQwsY5rBbMFcfp3PIv2lf/nZ4ju9AGhRIwfRnBV9+PX/58jN2djs3gJcrL69HrdSQkRKodxSXIzA3h1c7uyr+uuoTDTfVsfvcDfHX2+ach/TmGr6HStmYwMjlR5SRCCHeXMWUiJfsOoljl0yxHa6mrp72pmYTRWVQdPa52HCE8RmJSJCkp0axevXdEO6Row2MImHMdAToDrSX7wNRzSXlGusuJoihUdLRyqKmeE75+vH6yAEPqWCyNtX3bynrujieOVF5hK1SlpkRTUV6vchr1SXFDeLX+rvxaHcFX34e5ppTfvPvMBY8f7mA+nE780qPDxtTdTWu9kcgkKW4IIUYuJDqK6NRkdrzzodpRvEZ10QmyZ0zFPySYrlZZXy+EPcycOZaurl727z817NdqQyIImHMdSm8XN42bzp8OXLin3JDPaY9dTnR6Fs/7BlsqTmJIzkIx9WBpOI2lqf4iO7WIgXR19lBf30JyivTdAFmWIgQA+vg0ND5+9JYNvI2dVqvBYNChYEFaQTheQ0UVYXEx9FpkTaYQYmSk34bznT5+EkVRSMgepXYUITyCQidjxyaxb98JTL2Db696Nk1AMAFzrwerhY7NHxJs8HVQyhGwmJkWnUjvyQOYyotQents28pm5aOLjEcutoenvLyelJRokG+bzNwQAsCQOhZrVzuWWtu+4UHB/uTmppCREUd8fDjBwQF9R67mxzdn0tltobXTTHOHiYa2XowtJoytvTS2mbBYZVrdpTJWVpE+aQKVna1qRxFCuKmMKRPpbu+QnZecqLu9g8aqahJGj5KikhB2UYqiwO5dw1zqpdMTMPNqNDo9HRveRelw3espa3sz1vZmNP5B6KIS0cemoIuIxVxX6fjeIB6ivLyeyZNHERMdSl1di9pxVCXFDeH1NL7+6ONS6T1xgNCwABYsGE9eXhparRajsYXi4hqamzswmcwsXfpNthzaTpC/jtAAAzFhPmQnBqLV2kqlVqtCU7uJhtZeFI6RkxKEsaWXBil6DEvz6VosZjNl7d49QAshRi5zykRK9h/EKjPAnKq66CTjF88nLC5Wdh4T4hL4+OiBSoqKKmlr6xrWa/0mLUIbFkXXto+xtjU6JqCdKV3tmCuKsAQEo49NwZCYiTU8BnN1CUrv8H7/3qa8rA6AlNQYKW6oHUAItRnSc9FodYwJ6eTKB69Co4Hdu4+zd88JGhrOXTN82dJRbDvy6TmP6bQaIoINRIX4EBVq+zUyxAco5toZsYCt6NHcYcLYapvhYWzppaHVVvQwW6To8XVWi4Wm0zWUBwarHUUI4YaCIsOJzUhjz0efDn6wsKva4hLGzptFfHamFDeEuATXXTcD6OWrr4a325PPqHx8UsfQfWgH5ppSh2RzJKWzDVPJYbShUbYiR8a4vi1mq9SO5rKamztobe0kJSWavXu8e7aiFDeEV7MoVnwy84iglW8sHcvx41V8+ukeWluGvj2VxapQ39JLfUsvVPz78Z8s/w9eWfMSUSEGokJ9+osemfEB6PpmeiiK7bVldV0o1GLQazHJHtWAre9GQ3ISITHRtNZJ92chxNBlTJZ+G2qxmM3Ul1UQm5HOsS07RrS7gxAC7rv/MsCfU8U1Q36NNjwG37w5mKqK6T22x3HhnMDaYqS3vRl9XCr6mCS0gSGYqk6C2aR2NJfU33fDy0lxQ3i1E61GtP5BzElp4cu1+9m27ajdzq1BZ5ul0doLlR39j2u1EB7UN9MjxIekKD8mZoYAe1j5m2Ws31PJ59vLOFXp3dPKGipsFfrsGVPZu+ozldMIIdxJ5pSJ9HR2UXlk4CbRwrFqT54iflQG4QlxNFadVjuOEG4nLS2Wyy6bCCQPvUCo0+M/9TKU7g669q51aD6nsZgxVxVjbWtGn5COT8Z4TFXFKB3efY08kPLyesaNSyU0NICWYXxI62mkuCG8lsGgZ3/DKUINZg58uYlDBaVOeV+rFRpaTTS0mijCVvTQ6zQ8fuOt9GiPc818X65bkEFTTzDl7fF0mv2dksvVtDU04q/Tkz1TihtCiOHJnjGVU/v2YzVLvw011JdXYDaZiBuVIcUNIUbgvvuWYrFY0OmSh/wav/Gz0YVE0LH5AzD1OjCd81lbGzB1d6BPysKQMhrz6VKszXVqx3Ip5eV9fTdSYigsLFU3jIpkK1jhtf78j19yuhN01cecVti4ELNFQUMMr3y8j//76BQbCxrw1zSTF1FEUNdWdu/4F5s2fdB/8xYpQaFkzZiqdgwhhBsJi4slJj2V4zvce0q2O7OaLdSXlhObkYZGtnQUYlh0Oi33fGsJa9Z8hYahfcCli0nGZ9QEek7sx1JX6eCE6lB6uzGVHMba3owhIR1dzNALP96grraF7u5er1+aIsUN4ZW+970rSZo1D4MWSrdtVTvOObp7rew81swLn5azq6iZnOQg7rs8mfQ475vBkRoUSkhUJPHZmWpH8XTJwAbgCHAYeLTv8QhgLXCi79dwVdIJMQzZM6cBULR9l8pJvFvNyVP4+PsTkZigdhRPI+O1h7vssokkJkby11e+GNoLdAb8pyzB0tpIT+F2x4ZTm2LFXHEcS2Mt+qgE9AkZaidyGYqiUFFhJFmKG0J4l/z8DJ783QMcbfIhNywWzK45da/HZGVjQSOvraukq9fKLfMSWJIfidaLPgRLDQoFIHvGNJWTeDwz8AMgB5gBPNT39U+AdUBW368/USugEEOVPXMqLbX11BaXqB3FqxnLKzH39hI3Kl3tKJ5GxmsP983b5tPY2Mann+4d0vG+OdPQBgTTve9LsHrHUjxzTSnmukp0YdHoEzKwSuNiACrK64mNDcPP30ftKKqR4obwOBUVZSiKMuDNqpj5av/f2N8Sjk6rY2qU63+iVNfcy9/XVrLneDNTssO4aW48Ct7RKTpQ70OErx8PP/nLC/6ZnrmVlZerHdednQa+6vu6DTgKJALXAa/1Pf4a8A2nJxNiGDQaDdkzpnJ8pyxJUZvVYqGutJyYjDQ03lSVdzwZrz1YQIAv3/jGDN57dxsmk3nQ47WhkfhkTaT31CEsDUPfVcUTWIxVmOsq0IVF83llMSDjTHm5bXfB5OQolZOoRxqKCo+TlJTCihW3DfjcgoXjyZsxgUONYfSc/Irg3OlOTjcyFqvCugMN1Lf0cvnkaGAbsREB1DZ6djdkrUbD/j37SBo7miv++B2slgt/IvH58684MZlHSwMmAruAWGwX0gA1ffcH8kDfjago7/0PVajH2lfkrO1q583iQ/zyoYd56+f/rXYsr1dz8hQJ2aOITExUO4qnSkPGa49yzTXTCAry5623Ng3peL9Ji1BMPXQXbnNwMtdkMVYDtgqf3+RFdO9bp24glVVVNWCxWEhJiebE8Wq146hCihvCa4SFBzJ7dg7vHFFQrBZ6j+1TO9KwFZS00dxu4raFafzhB3P40TPbOF3fMfgL3VhDRRWpebmExcVI133HCwLeBx4DWr/2nNJ3G8hLfTeMRqPMDRVOp9VouPzB+0mfmEf2zGn8+Ff/TW9X1wWPN+i1fPx/fyQ7MZAgfx0BvrZboJ8Og06LRoPthgarotBjstJjsqJwjGWzU6lt6KS0upWm1h4n/i7dT0NFFebeXmIy0tSO4olkvPZAt35zHpWVRrZsOTLosYa0XPSR8XTt/gJM3jsWWYzVzM6dwS5A6e6g5/BOtSOpxmy2UF3dSEpKjNpRVCPFDeE1li6dSH2XlhpNBL0n96H0uOesh/L6bmAmBv1afvfYHH78zFaqPbjA0Vh9GqvFSmRyohQ3HMuA7UL5TeDMljy1QDy2TwPjAdl3Tbi0yORE2owN5xU2osL8mDQ2hpyMCMamR5AUFwxs4obZcYCtEVtXj5WOHgsmsxWrYnsMQK/REuyvx9dHCxTz2O0T+89rbO7iRFkz+4vq2XO41uOLzcNltVioL6sgJj1V1sTbl4zXHig8PIgrrpjMc//3CVar9eIH633wHTcTs7EKU/kx5wR0YbNiktiy63N8x07D2t2JqbhA7UiqKS+vZ8aM0ej1OsxeuB26FDeEV0hNjSEnJ4W/7bWCrpfe418N/iIXpiGEst7x5ISf4i//dQWHm0bRbfFVO5ZDWEwmWmrriExK5ARDa64lhk0D/BXbzM7/PevxVcDdwG/7fv3I+dGEGBqtXkd4fBxlhYcBCAv25bKZKczOT2B0mm3jiLaOXo6WNLL1QDW3X/lNXl27itZOM929Vobys/dPlj/MXb94lPioQDKSQslKCWNMWjgzJ8QDUFnbxvrdlXy5q5y6xgvPHPEmtcUlxGdlUtXx9ckFYoRkvPZQN9wwCx8fw5CWpPiOmYzWL4DObauckMz1aTQauvdvQOPrj1/+fJTONsynvbOpdHl5PbNn55CQENHfg8ObOLK44QdsBnz73uc94AkgHfgnEAnsA+4EXHO7CuERNBoNly+bRHG9iRa/eHoO70Tp7VY71iVbvW41e0IM3LYgkXS/Qv6xvor27oErtLOWPzrg4+6iobKKzKmTMPj6Yurx3qmXDjQb21hcCBzoe+xn2C6S3wHuA8qA5WqEE2IoIuLj0ep06Dua+P6dE1kwJQkfg46i0iZe/egwOwtqKK9p6y9i3HFlIrVNw7v80KClrrGLusYuDh439j8eHxXA5JxY5kxM4K5rxnLXNWPZe7iWd9eeQLng6gDvYCyvxGI2c6K1Ue0onkLGaw/1zdvmUVRUyVdfFV/0OI1/kK2JaNkxrE0yQaefotC1aw2BC27Ef9rldGx4F2trg9qpnK6ir6CRkhItxQ076wEWAe3Yps9tBVYD3weexlbg+Au2QfgFB+YQXm7ChHTi4yN4YacZq6GL3hMH1I5kN8ZWE+9sOc03FySwfF48b26opsc0yFRGN2SsqGLUtMlEJCXI9o6OsZULtxlf7MwgQoxUwqhUNIqF396Xg9ViYc22Mj7aWExVneOXipw2dvLJ5hI+2VxCTIQ/S6ancPW8dP7nsTnAVqbkxLD3iHf+EGIxmzGWV3LCzx+NRtO/3EeMmIzXHig2NowFC8bzq//+56DH+o6bBUDPoe2OjuV+rBY6t39K4OJbCJh1NR3r3/aIDzSHo6url7q6ZlJSY2Dr4L1bPI0jixsKtsIG2Iobhr7HFgFntrJ4DViBFDeEg2i0GubOy+VgWQfdQan0Fm4Ds2dNFKpp6uGDbTXcPDeem+bE8fbm05gtnnXx2FpXj6mnh6jkRCluCCHOY1UqyBqfRbSfmU82FbNydRHtnepsmV3X2MXK1UW8u/YES6Yn8+jts3nqP2bR3BNMaVsCXRY/VXKpqfZUKbEZaaTk5VJ28JDacYRwuIqKMpKSUoZ8vEIZUMgTK/7CihUrL3icNjwGn9Qx9Bzdg9LVfsHjvJnS3WErcCy4Ef8ZV9K55V+geN4HfxdTUV5P7rhUrywoO7rnhg7b0pNRwJ+BYqAZOLNxcyW2vbkHIltViRGxKkr/fwwKlcAB1rckEaC38PAtj2HQ6vqPtZx1rDsrq+vi4121XD8rjiumRPPxLs/6hFBRFBqrThOZJNsJCiH+TafTsuyKyTT0HKLdHM7JLQc4uMM1fng2ma2s3lbGo7f/nHUHXmd2joW8iFZ2FTWz9XAjlotca7v7UsKvqy8tR6vRkLdkoRQ3hFdISkphxYrbBj+wz+13LCQ8PJA/Pffdcx7/+jWqX+5MrD1d9BS5345/zmRtqqVr7zoCpl+OX/48uvdvVDuSU5WX1zN5ShbRMaHU1TarHcepHF3csAD5QBjwITBmGK+VrarEiGg1Gn7zzrNoNHDf5clUdxqo6OjGXFPKHwq2nnPsT5c/ym/eeXbI5/6pC19wFlV2sLGggQV5kTS2mdh2pEntSHbVUFFFbEYaAaEhdLZIYzohvF1QsD/Ll88lOTmK3fVxQA/HDh5XO9Z5NGjZc7yFQ6VtLMiLZObYcEYlBPLp7jpqmryjh5C5t5eUwFDGL1nAx398Tu04QrgUPz8D6emx7Nhx9KLH6aIS0Mel0n1wi8fNQnYEc0URPaGR+I6ZgqW5HlPJYbUjOU1ZX6+N1JRorytuaJ30Ps3ABmAmtkLHmaJKElDlpAzCy2QnBhIZ7MPWmkAUUw8WL2i6tPNYM4WlbcwdF8GYpEC149hVQ6VtqJDZG0KIsLBA7r13KbGxobzzzhZOtRpoqaunp9N1t/ju6rWyem8972w+ja9By12LE5maHap2LKfJCokgMimBxLHZakcRwqVkZyei02k5erTyosf55s7E2tVOrxdvczpcPYd2YK4pwy9/PtqwaLXjOE1LcwetrZ22vhtexpHFjWhshQwAf2Aptm2rNgA39T0uW1UJh5mdE05BnYYefQDm+iqGtM+fB1izt46K+i6umhZDfITnbA/b2dJKV2sbkclS3BDCmwUH+3PPt5bg52fgtb+v49hJI6e72qkvLVc72pCcqunkr59XcKK6g8X5UXxjZiw++gv1h/Qco0LCsZjN5C1ZqHYUIVzKmLHJtLZ2Ul194Z09dLEp6KMT6Tm6B6wD74wnBqLQtftzlJ4uAmZcCQbPuS4eTGlpHalS3LCreGyFjAJgD7AW+AT4MbYdU05i2w72rw7MILxURlwA0aG+bKsJQOntxtpsHPxFHsJihQ+219DRbeHG2XEE++sGf5GbaKisIiIxHo3G838QEEKcz8dXz223L8DPz4fXX1tPdXUj+vhUAOrcpLgB0GOy8uH2WtYfNJKdGMhdi5MIDXD0SmF1+esNnNp7gLylUtwQ4gyDQceoUfEcO1rBxXaN9sudibWjxauWVtiL0ttN187VaAKC8J+6VO04TlNWWktwsD+RUSFqR3EqRxY3CoCJQB4wDvjvvsdPAdOwNRm9GduWsULY1dTsUArqdfTo/G2zNi72P4YH6uqx8t7W0xj0Wq6fFYeCZ1T5jRVVGHx9CYmRJsNCeButTsvy5XOJjrYtRampsfUV0sdnEKg30Ga88Keermp3UQv/3FRNkL+OOxcnEhvuo3Ykhyr4cgMx6anEZqarHUUIl5A5Kh6DQc/RoxUXPEYfl4YuIpaeI7u9btcPe7E01tBTsBVDQgY+2ZPUjuMUJaW1AKSnedfsDc/+mEB4JYU2UmMDePFQANbeLqwt3jNr42zGVhOf7q7jhtlxgGdU+hurqlEUhcikRFpq69WOI4RwoiuvnEJmZjz/+tcOThXX2B7U6tDHppARHO60HE888YRdz1de380b66pYPi+e2xck8uGOGrue35UUrtvE9T/7AXlLF7JWtvUWgrFjk+ns7O5vAPl1FquVzKW30WE28eg9P0encVa7RM/Te/IgusgEfMfNwtJYg8VYrXYkh2pqbKelpYO09Fj27j2pdhynkeKG8EClHG0y0K3xxVJ3Qu0wqjpe1cGOo03MHAuXz0rl8+1lake6JKbuHlrrG4hMTuTUvgNqxxFCOElubgqTJ49i65bDHDzw7x+K9TFJaAw+ZIY4r7ixadMHwzp+KNu6NrSZeH1dFTfPjeem2fEoeGaBo83YQNmBQvKWLGDtX/6mdhwhVKXRasjKSuTYsQoU68AzjKs62zjd1Y7pdAm/O7j5kt7PlXf8c5aufesIDIvCf/oyOr58C6WnS+1IDlVaWseoUfFqx3AqKf8JjxIWFoiiVLLttD/W7k6sbY1qR1Ld5kONQBQP3ZJHdmqY2nEuWUNlFWGxsegMBrWjCCGcIDQskKuvmUZFhZENG87dJUCflIVi6iEl0P13HenotvDWxmpqm3uAfczOT1A7kkMUfLmRhNFZRCYnqR1FCFUlJ0Xh7+/DiRMXnkGwu74KxdSLtVlmq9qFuZeuHZ+hMfjiP30Z4Nk93EpLagkM9CM62v3/jxwqKW4Ij3LffZdR3KajQ/Hx+OlmQ2XbJGYSTa09/OLb0wgNcu813Q0VVWh1WiIS4tSOIoRwMI1Ww403zgLgg/e3YT37002NFkNCBqbqU+i1nnE502Oy8vbm00AYP7tvCrPzPe8Tt8IvNwKQt3SBqjmEUFtWVgIWi/Xfy+y+RhcRS3lHK5aG016z458zWFsb6N6/EX1MMj5jpqgdx6FK+/pupKXHqpzEeTzjakAIQKvV8uBDV7G7Pti2Q0qr+zWXcxQNPvzqpV2EBfvyw7sn486bjTTX1GIxm4lMki1hhfB0c2bnkJwczSef7KG5ueOc5/SxyWh8/DBXetZa4h6TFZhOUVkTP/7WFCaOjlY7kl01na6h/NAR2RJWeL2s7ATKy+vo6TEN+LzPmKn46fRYmuqcnMzzmcqOYio/hm/OdHSRnldEPqO5uYPm5nbSvKipqBQ3hMe47LKJaKOSqO3SYJZZG+c5WdHCi+8VMiU3lhsXj1I7zohZLRaaqmuITJbihhCeLDw8iHnzx3H4cBmHD53fL0ifOArF1IO51n22gB0qDXr+6887qapr57++M90jlhSerfDLjaSMzyEszns+TRTibCGhAcTGhl9wSYo2NBJDQgYTI+NkhxQH6fpqI0pnK/7TLgeDr9pxHKakpJa0tFgUL9k5UhqKCo9x731L2VrtQ5DeQIOX7pAymE+3lJI/Opp7rsvh0MkGjpU2DXicvXcDsLeGyipGz5qOb2AAPR2dascRQjjAFVdOwWKxsmbNV+c/qdGiT8jAVF0CVttW164+bg3XD370Mxq0JuL1J/njDxdzqDGLbotnXIAXrN3AVY89yPjF89ny5jsXPK6svJyU5ORhnbu8ooLUlJRLjSiEQ2WNsvXUOXF84OKG75ipKKZeJkbGsdGJubyKuZfOXWsIXHgz/pMX07XzM6yKwooVK+1yequLLCUqLa1j4sRMoE3tKE4hxQ3hEaKiQphx2WzeLfdnQVwCn7vIgOKKnnnzANmp4fzk3ik89JuNdHSdPx1yOLsBDGUnAHtrqKgCIDIpkeoi794RRwhPlJOTTFZWAqtX76W97fxu9rqYJLS+/pgr//3v3xG7mKjpzO9nb6CeOxcnkepbwOvrqujuvfCnuK7+ezrDWF5J9fGTjF+64KLFjZTkZC5/8P5hnfvz51+51HhCOFxWdgJNTe0Yja3nPacNCkWflEVv0T78Js5TIZ33sDbV0VO4Hb8JczFnjEer0fCbd561y7ldZXea0pLavq+844NfWZYiPMKddy7kUGsQvV1d5IZ71vpke+voMvGbv+4hKtyfx27PVzvOiLQ1NNLT2SVLU4TwQAomll0xmerqRvbsGbh4aUjKQjH1euSSlK9r7jDzwbbThATouWFWHB7SO5XCtRtInziB4MgItaMI4VQ6vZb09LgLLknxGTURrFZ6TxxwbjAv1XtiP+aaUvwmzKW+2/NmA7e2dtLY2AZ4Ry9CD/kvUni7O+69kmNNPuz+16f46mRC0mCOlTbx91VHmDspkSvnpKkdZ0QaK6uITPLMrRKF8G7FBAcH8Omne1CsA8zC61+Scqp/SYqnq2ro4dPd9aTE+LNssmcU8AvWbUKr1TJu0Xy1owjhVGmpsfj46DlxvOr8Jw2+GNLGYqooQunxvB+0XVXXnrUovT18WnECNJ7347Ft15RGtJ5SHb8Iz/8dCo83ffpoTLGZKBot2956T+04buP9L0+y72gdD9w4jvjoQLXjDJuxsgrfgACCIsLVjiKEsJO4uHDgFIWFpVRXDfwpkz4+zbYkpaLIueFUdrSina2HG8lLD2HSqBC141yymhPF1JeWy5awwutkZSdgMpkpLT1/FxSfjHFo9AaZteFkSk8XXXu+oLGnC31cqtpx7K60pA4wMWFCutpRHE6KG8Lt3XvfZRww+lK8Zx91Jed31BcDUxR4+o2vMFsUHr9zElo32x62sdI2nVOWpgjhOVasuA1QWL/+4AWPMaSMwdrd4RVLUr5u6+EmTlR1sDg/isRI928uWvDlRjKnTiIg1P2LNUIMVVZWAiUltZjNX5t5ptHikzkBc10FVmmM73SWugqmRiWgC49BG+JZy+VKSm19NxYsGKdyEseT+fvCrQUG+jHj2qV8Wa9n8z8u3JRMDMzY3M0L7xTww3smc8PiUbz35Um1Iw1Zd3sH7U3NRCYlUnbwkNpxhBCXaPToJO69bymQSnNTx8AHGXzRJ6TTe7LAVqH1Qp/sruPuJYl8Y1Ycf19bSUe3+y7NKVi7gcX330Xuwrns+denascRwm4utOuGQjuwkYiImaxY8Z1znjvWbOSzypPcMGYyGYtudlJScbZZsUnsKi9CH59Ob2c7mHvVjmQXtsbcgSxYmMfTT3+kdhyHkuKGcGvLl8+hqDOUjgYjRzZtUzuOW1q3u4JZ+fHcdc1Y9hyuHfwFLqShooqksaPReMEaQiE83a9/cxednT2EhGRd8BhDchYarQ5T+TEnJnMtPSYrH26v5c7FiVw3I5a3NlW7bZ2n8sgxGqtOk7dkoRQ3hEe50K4bU7NDWZwfxfOffEprp/mc5wzpuaDV8faa1/sfc5UdN7yFTqPFVFWMT8Z4DIkZmMo86f+aKObPH4derzt/1pAHkeKGcHkVFWUkJQ28Z31z7zb+dlzHkrH5/NJsHvAYYfPEE09c8Dm9xoxGd4w//PgaFNznKrmhsorUvFzC42LVjiKEuASTJ4/i+utn8stfvMFTTy2/4HGGlDFYWhqwNtc7MZ3rqW/p5Yt9Rq6eHsOsseFsO9KkdqQRK1y3kdm33ohvYAA9HdJAUXi2zPgA6lt6zytsaPyD0PoHYTpdolIy0c/Ug7m2DENCBrqIOCyNNWonspMoQkICmDYtm+3bj6odxmGkuCFcXlJSSt867HNFRYUwefnNQCBf/P1XfN7ZBjDgNEABmzZ9cNHna1KDuGZ6LOA+fUsaq05jtVql74YQbu4Xv7yFxsY2/u//PuappwY+RhMYij4qge5CmaUHcKisjbRYf2bnhFNW10WlsVvtSCNSsHYj8+/6Jjnz57D/sy/UjiOEw/joNSRH+bPnRPN5z+ki41AsZqzN0mvDFVib67EEh6OLScba0YLS06V2JDuIxGKxcNllEz26uCFzuYXbyp+YwZEmXxRjFUpfYUOM3OGydkpqOoFjBPvr1I4zJBaTiZbaOtkSVgg3lp+fwXXXzeCZpz+ire3CF5A+qWNQFAVTuXftknIxX3xVT3OHiWtnxOLn456XdGUHC2mpqydvyQK1owjhUGmxAeh0GopPf22GksEHbXAElqY6UKzqhBPnMfdtN65PzASNm3XdH4AGH/buPcmSpflqR3Eo9/yfUHg9rVZD7OjRtJj0dJ86rHYcj7FmXz1gZenEKLWjDFlDRRUhMdF0ybIkIdzSL355C83N7fzf/318kaM0GFLHYqmrQOlqd1o2V9drVvhoZy2BvjounxStdpwRURSFQ+s3M2bOTHz8/dSOI4TDZMYH0N1roeprs6x0EXGAgqXRvfqeeTyLGXP1KbR+geiik9ROYxdrv9jPtGnZhIQEqB3FYWRZinB5A3WcVjjN2qoiDFoN/3H3z/HRucdMA1fX0mEGsslOOsao+DZOfv3TBRfUUFnFqGmTqehoUTuKEGKYxo9P44YbZvHkipW0tl54vNHHpaANDKG7YKsT07mH2qZeth5pZP74SBSq1Y4zIgVrNzD71hsZPXsGhV9uVDuOEA6RER9ASU0X1rNbm2m16MKisbY2eszOHJ7E2t6MpakWXWQ81rYmty+ur117gF/88lYWLszjo492qh3HIaS4IVzeQB2nvzE7nqLmJLqb6vjj+3865znpLH2pMjC2FLA4P4qS2nIsLj5DsqWuHlNPL6XtUtwQwtVcrCE0gMI+oJ4nVvz9ov2SDOnjsHZ32qYJi/PsPNZMVkIgCZGFhIf40tTao3akYTm17wAdTc3kLV0oxQ3hkWLDfAj215+3JEUXFo1Gp8fS4ClNK9Vxoa137cFcW4FPUBj6hAxMpwrdehvynTuLaG/vYunSfCluCOEqgvx1WAPCMDVpsXh5x3xH0KDlywNGbp2fwJTsMHYda1Y70kUpVoWGyipKA4PUjiKE+JoLNYQGCI8I4uGHr2Hb1iOsW/fvrQ+/foGq8QtEH59O74mvZD36BSgKfLK7jgeuCOCRb+bz5Iu71I40LFaLhUPrNzPh8sXoDAYsJpPakYSwq8z4ABRF4VTN14obEXFYO9tQujtUSuYZLrT17nAN+AGp1YKpugSf1DHoohKx1Fde8vuoxWQys3HjIZZeNlHtKA4jPTeE2xmfFszxFj805h5pJOogpbVdHK/qYPbYcIL8XH/Jj7G8gnZzL3FZmWpHEUIM0cyZY7BYrOzadfEGoYa0HDRaLb3SX+miGttMwBhmTohn8fRkteMMW8GXG/ALCiR75jS1owhhd5nxgZxu7KGzx9L/mDY4HI2Pn8zacANKRwuW5np0UQlo/Ny7X8WXa/eTlZVAamqM2lEcQoobwu2MTg6ltN2AqblB7Sgebd0BI1otLMiLVDvKoIxltir62LkzVU4ihBiKgABf8vMzKCwopb39YluYavBJz8VcW44ifXWGIJ1DJ4187+Y8osLcqznniZ176WptI2/pArWjCGFX/r5aEiJ9z1+SEhGH0tuDta1RpWRiOMw1ZWAxoY/PANx395S1aw8AsNRDd02R4oZwKynRfhiVQBQ0tuZLwmFaOszsLmphXFowceG+ase5qJ7OTqL9AhgzR4obQriDqVOzMBj0bN9+9KLHnWkk2nvqkJOSuTcNGv74+lfodRoe/ma+2nGGxWI2c3jTVnIXzEWrd/0Zg0IMVUZsABrNuVvAavwC0AaGYGmUWRtuw2rBfLoUrX8guqh4tdOM2NGjFVRWGj12aYoUN4RbyUsP4ViTD0pvt6xPdIKdx5ro7LawIC9C7SiDSgsKIz0/D99A954uKISn0xt0TJ2WTVFRFUZj60WPlUaiw3fa2MlrHx9l+vg4ZucnqB1nWAq/3EhgWCiZUyapHUUIu8lMCKC9y0xN078b/eoi4lEsFukd52asbU1YWhrQRSWi8XGv2XFn+3zNVyxdmo/eAwvJ0lBUuA1fg5aU+CDWnvDB0npa7TheodessO1oE0snRpEe509JTZfakS4oPTiMPcZqsmdMpXDdJrXjCCEuIH9COoGBfmzffmTA5890vW839fJy0VdMiUpg7hP/cHJK9/bRxlMsnp7M95aPZ/+xOjq7zRc9/oknnnBSsos7tm0XPZ1d5C1dyImde9SOI8Ql02ggIy6A41VnfSCnN6ANjcDSWAtWy4VfLFySuaYUn6BQ9HGpmMov3jPKVa1evY/77r+MmTPHsGWLZ/WzkuKGcBs5KUGUdfgBGqyt0m/DWfYXtzAlK5SFeZGU1la67A5Y8QFBdLW2MXbuLCluCOGiNBoNM2eNpaqqgfKygT+xPNP1XheVgD4mma07PmOr6eJbm8oW4OeyWhX+b+UBnvnhfO6+ZiwvvFt40eM3bfpgWOef5aDvt7mnhyObtpK3ZAEf/uaPDnkPIZwpMdIPPx/dOUtSdBGxgMZW3BDux2LGXFeJIT4NbXA41rYmtRMN25dfHsBkMnPFFZM9rrghy1KE28hLD+ZQg6FvSUrn4C8QdmG1wubCRmLCfMlNCVY7zgXpNFqO79zD6Dkz1I4ihLiA0WMSiYgIZvu2gWdtnE0XFoO1vQUGKWyIgR0va+aTzSVcMz+D7NQwteMM2f7PviAoIpzsGVPVjiLEJcuMD8BiVSit7Zv5qtHaxra2Jhnb3Ji1qRZrdwf6uFTQuN+P062tnWzbdpRlV0xWO4rdud+fhvBKMaE+hIb4U9Pti0VmbTjd0Yp2Tjd2Myc3HK0LjxrHtuwgLDaG+OxRakcRQgxg1qwcGhvbOHq08qLHaYNC0fj4Ymmqc1Iyz/T3VUdoau3mkW/mo9W6R3f/Y1t30tnSysQrL1M7ihCXLDM+gEpjNz0mKwDasCg0eoM0EvUA5tOlaAy+6KIT1Y4yImtW7yM/P4OEBNfvqzccLvxjihD/lpcRzPFmA2hklxS1bDnURFiQgfFprjt74+iW7QDkLpijchIhxNclp0STnBzFzh3HUAZZ36YNi0Exm9xyuq8r6ew285f3ChmVEsa18zPUjjMkFrOZg2vXM37xfEzSj0C4sWB/HTFhvhSf/ne/DV1EHNaudpTONhWTCXtQutqxNNeji4xzy+ain322F4Blyzxr9oYUN4TLU7AwLjWYQqNelqSo6FRNJ9UN3cwa67qzN9oaGik7eIjcBXPVjiKE+JpZs8bS2dnDgQMX3/mkzdSLNji8bxcBF23y40a2fFXNnsO13Hn1GMKCXXtb7zP2f/oFvgEBFLdKcUu4r8z4QID+fhvaoFC0vv5YGmTWhqcw15aD1Yo+Lk3tKMN26FAZlZVGj1ua4sgfUZKBDcAR4DBwpvtUBLAWONH3a7gDMwiPcBqNTo/R5IdFPsVT1dbDTYQGuvbsjUMbtpAyPoeQ6Ci1owgh+kRGhTBmTBJ79hzHZLr4p/GHm+rQaDSyJMWOXny3EF8fHfdcO1btKENyat8BmmvrONYiy1CF+8qMD6C53URDqwno2/7V1CszkD2JxYy5rsJWuAp2v+Uda1bv87gtYR1Z3DADPwBygBnAQ31f/wRYB2T1/foTB2YQHqGMw/Ua0GhlirLKTtV0UuXiszcOb9wCQI4sTRHCZcycOQaTyczu3ccHOVJDYVOdNBK1s8q6dj7acIrLZqYyKjlU7TiDUhSF/Z+tpbStGYOve8w2EeJsChZSY/37Z21ofP3RBoX27ZAiM9I8ibWpDmt3J/rYZMA9ehud8dlnewkNDWTWLPcofA+FI388OQ181fd1G3AUSASuA17re/w14BsOzCDcXE5OCtDEwToditkkaxRdwNZDjYQGGshLD1E7yoBqi0swVlRK3w0hXERgoB8TJqRz8GAJnR0XL1jo41JoM/XKrA0HWLm6iNaOXr5783i1owzJ/s++wIpCbGa62lGEGIEGfPTa/uKGLiIOxWrB0ixjmyey1JWj8fFDFxGjdpRh+fLLg/T2mrj6as/ZncpZn72mAROBXUAstsIHQE3f/YE8AOwF9kZFyfRyb/XAA5djsWppVgJl1oaLKKntotLYzcwxYehcdfbGhi1kTZ+Cj7+/2lGE8HrTpmej02nZsePYoMca0scRoDPIeO8AHV0m/r7qCONGRTFvsut39686dpwIXz/iszLVjiLECNRhMlspr+8CnR5taBTWZiNYzGoHEw5gbW/B2t6CLioRtO6zxKO9vYsNGwq55tppakexG2f8aBIEvA88BrR+7TmFC8/NegmYAkwxGo0OCydcl5+fD3fetYiKjhjQ6eVi14VsPezaszcOb9iCwdeX0bM8Z7AWwh0pmJk6NYtjxyppbLj4zDuNXyD6+HRyw6ORaduO8cX2Mk5WNHP/9bn4Glz/AnxMaBQRifH4BQWqHUWIYaqltLYLs0VBFx6LRquV7V89nLm2HHR6dFEJakcZlo9X7WL06CSys12/6D0Uji5uGLAVNt4EPuh7rBaI7/s6HpD5WWJAN900m/DwIIrbAlCsFqwdLWpHEn1Ka7uoqO9i5thwFKxqxzlPyf4COltayV04T+0oQni5Cvz9fdm+/eigRxrSc9BotYwPd69pve7EqsBf3i0kJiKAG5eMUjvOoMaE2mbuxo1yj21shQDIzU0Bujh5ugM0GnQRsVjamlF6u9WOJhxI6enE2mJEFxEHBh+14wzZxx/vAeBaD5m94cjihgb4K7ZeG/971uOrgLv7vr4b+MiBGYQbe+A7yygqqqK4tcvWXE6RT/JcyY6jzYQE6IEqtaOcx2qxcGTzNnLmz0arc/1PJ4XwRDqdFjhFeXk9lRWDzcDU4JOWi7m2nDBfP2fE81qHTjawaV8lyy/PIiLUtb/XYb5+NNfUydIU4Vauucb2Q2JxdSfa0Cg0egOWxtODvEp4AnNdJQD6mGSVkwxdRUU9+/cXc82109WOYhd6B557NnAnUAgc6HvsZ8BvgXeA+4AyYLkDMwg3lZOTwpw5Ofzst6uJvnoC1jbZNsvVnKrppLaph9jwk2g1tk8EXcmh9ZuZcs0VZEzO///t3Xd4VGXax/HvmZJMek9ISAiEEgi9gyBFKUpR7NgL2LB33VVhXX3VXbFhVyy7a8WKFREL0ntLIJCENNJ7n0w57x8TkBIggWTOSXJ/rmuuycycOec3OcmdyTNPIWXDZq3jCNHhXHrpmUAtXbqcw4IF159w2/2VZXyVsYfzeg91T7gO7r2vkzhjYBRXTYt32zGdqop6Ch9S5O5Lpc+Zo/EJCqS6tKzlgwnRwmbMHAEEUFXnwNw5EmddNWr10SPzRbtkr8dRnIsprDN5NVVap2myb5du4O+PXkpoqD9FRW37Z7U1GzdWcfz1cM5uxeOKduDGG6dgtdpIqfAgAgVnZZnWkUQj1u4pZdZoT0YPjGL1thyt4xxhz6q1WGtqGTjlLGncEEIDDz18EeDLM599dtJtTdE9MXj78cWyD3nk0jtbP1wHl1dcw/d/7mfmuG6ouOcNuEFRmDpvbrOes+y1d8hLSaP3mJFE9uwutVzoXlhYAKNGxQMRGHwDMHh6YTuQonUs4UaO4lyMQeGsys/SOkqTffPNeh6ffznTpw/ngw9WaB3ntOh0rQPRkXl7e3LNtWfz1Vdr6T56FNE+/uB0aB1LNCI5uxrw5rKpPbWOcgxbnZXdK1fTf9IEFIOUOiHcadq0YQwY0A1ownACowmDXyCO8iJkIlH3+fjHZOrqHbhGD+tXfW0txdk5MjRFtAnTpg3DYDAAERhDIlFt9TjLpfdxh+J04CjKIbO6HGNY25ikc+vWVLKzi9rFqinyjl/ozlVXTSQoyJcPlmwmvFssPfyDtI4kjsPVw7g7vWKDGNw7TOs4x9i+/Df8QoKJGzJQ6yhCdCgPP3IJGRkFwMnf2BkDw1AUA85SmV/cncqr6vl8+T4gn84h+p57I3dfKt4B/gRE6O/vjBCHmzFzBNnZRRTUGjH4BDSskCKNth2NozQfH5MZz76jtY7SZN8u3cDUqUOwWNrOZKiNkcYNoTt33DmTzZtTsAW53hR3l8YNnYumqKyWy6b20jrIMfb8uYb62joGTpWRcEK4y9ixCYwdm8DC575CacLbDENgGM6aSllJQANf/poKeDJhQLDWUU4oPy0dh91OZE/9r/AiOi4PDxNTpgzi++82sqUoD9XhwCGNth2TqjIqrDOm0ChMnWK1TtMkS5eux8fHwqRJbfsDQWncELpy9tkD6du3C4te/pZ+E8eRuTMJP7On1rHECSgY+XJFKoPiw4jvqq+GqPraOnb/uUaGpgjhRg8/cgmFheUsXrz8pNsq3n4YPL3kHwCNWOsdQC9iwrzoGeWtdZzjcthsFKZn0qlHHIpyvOnchNDWhAn98fPz5ueVe0kuL8ZRViDDqjuwfkHhOKvL20zvjV9/3UFZWRUXXTxG6yinpTUnFBWi2e686zzy80v5YUUSjzzQjx9eegMuv0HrWOIkflyVzuXn9OKyqb144s31Wsc5wo6ff2XglLPoNmQgaZu2ah1HiHZtwICuTJs2jMce/S+1tdaTbm8MDEN12HFWyJj0ljJ//vxmPqMzxRWbGT8ghJTcGt2uup67L5VOPeIIjo6iOEt/S5ALMXPmCGpqrDijE1BRcZTkax1JaMhoMGBNWo/X8CmYOnfHfiBV0zwqzpOuWKWyjWuvDeLaaxeesOdldnYmMTH67JEijRtCN7p3j2T69GE89eRn9BzjauXc9esfGqcSTVFrtbP0jzSunNab2Eg/MnIrtY50SNLKNdjqrAycPFEaN4RoZQ89fDGVlTW8+ur3J9/YYMTgH4yzrAhUZ+uH6yD++OPLZm1/xqV38cfOEi4c04m+XfzYlaGf+n24wowsbHVWInv1kMYNoUszZo5g2YqdDL9gJj39g9lpO3kDr2jfbBnJeMQPw7PvaOwH0tBy/hUFAwsWXHHCbXr16szlV4znf/97gNSU3ONut2DBRy0dr8VIP22hiaysDNSGNe8PXvalLMdgMPLY4+9w37NPEehhITclTeuooom++S2NOqudiyfra+WU+tpaklauZsCUszAYjVrHEaLd6t49kksvHcsbr/9IWVn1Sbc3BISgGIyurttCU3sPVJNXYmVs3yD0OoJPdTrJT0snolus1HKhO/37dyU2Npz1OSa8/HwZ3kZWyRCtTcWauA6jfzDmLvFahzmp1LRcrFYbCX1itI5yynT6J0y0d9HRXViw4IpDl2efvY76+r1s357GP566hfSKEvJ3ruYf/7hS66iiiSqq6/lxdQZnDY8mIlhfY7e3fP8z/qEh9Bw5TOsoevUuUADsOuy+YGA5sK/hWl8Tqgjdeezx2dTX23nhhW+atL0xMBxnbTVqXU0rJxNNsXJXCYG+ZgZ089c6ynHl7kvF5OFBWGzbfePdAqRe69CMGcOxOcE3YRi7V60lwstH60hCJ+wHUnCUFuKZMAIUff/r7bA72bv3AL37RKMY2ub8Rvr+DosOY/iIXnh4mFm9OglzZByKwYj9QIrWsUQzfbEiBacKF07S14z2u/9cQ01FBUNmTNU6il69D5xz1H0PAyuAng3XD7s5k2hD4uOjufLK8bz26g/k5ZWedHvF4o3By0d6behIWl4N2UW1jOkThMmozze1JTm5WKtriOzZXesoWnofqde6c/6sUXy/tQKfoEBWvP2B1nGEzliT1mHwDcQc21vrKCe1OykLb28LsbHhWkc5JdK4ITRnNhsZObIXycnZFBaUY+rcHWdNlUzE1AYVldby64YszjkjlgBf/ayT7bDZ2L7sV/qfPQEPLy+t4+jRSuDoGR3PBw6+Q/sAmOXOQKJtmb/gcmpr63n22c+btL0xMBzV6cRZXtzKyURzrNxZgp+3iUFxOu29oarkpaYRGhuDycOsdRqtSL3WmZiYMIYO60WKPZS0zdvYv2W71pGEzthz9+MoycOzj/57b+xLyaG+3k5CQtvsIafv767oEAYP6Y63t4XVq5LAaMbUKRab9Npos5Ys34fZZGDWRH19srb5u5/w9Pai31lnApCRmXnMvC/Hu2RkZmqcXhMRwMHZpPIabh/PTcAmYFNoaGhr5xI6069fLLNnj2PRy99SVFRx8icoBgwBITgrimWZRJ3JLKwjPb+G0X0CMZv02Xsjd18qRpOJ8G5dtY6iJ1KvNXThhaPZXe6J0cefFe9Irw3RuLrE9Rh8/DF3S9A6ygnZbQ5SUnLo0yemTS69LaulCE0ZDApnnNGHjIwCsrKKMHXugWI0Yc/Rdrkkceqy86tYsz2XGeO7sWT5Pmrq7FpHAiB96w5KDuQyZMY5bPn+Z7rExDB13twmPXfZa++0cjrdUznxFN9vNVwoKirS6UKSorUs+McVlJdX89xzXzVpe4N/MIrRhKOssJWTiVPx564Srj47mqE9Ali3p0zrOMcozy+kpryCyJ5x5CTv0zqOHkm9drMLLjqDVdlmsncns2fVOq3jCJ1y5GdgL8rBs/cIbOm7dd24n7grg4SELnTtGs7+/W2rJ7303BCa6t+/KwEBPq5eG4C5c3ecdTU4CnM0TiZOx2c/78XP24NpY7tqHeUQVVXZ8v0y4kePwDdE5lprgnwgsuHrSFwT2AlxhJEj47nwwjN44fmvKS2tatJzjEFhOK21qDX6XHK0oztQbCUlp5qR8YF4mvX5NjEvJY3g6M54eFm0jqIXUq81EhERSHi/QdQqFum1IU7KmrgOg7cv5m59tY5yQnv35mC12ujXP1brKM2mz79aokMwGBTGje9Hbm4J+/blgMGIKbIb9hxt14EWp29vRhlb9xRw4dk9MJv0U2a2fL8Mg9HI4HOnaB2lLVgKXNvw9bVA05bAEB3KwufnkJtbwsKFXzdpe8XDgsHbH6f02tC1PxNL8PI0MrxXgNZRGpW7LxWDwUBE925aR9ELqdcamTVrFJuKfSg7cICdK/7QOo7QOUdhNvbCbDx7DwejfgdQ2O0Odu/OIiGhC0ajft7HN0XbSivalYGD4ggO9uO333YAYAqPQTF7yJCUduLTZXsJDrAwaaR+JiTKT0snK3E3I2ZNR1WlAe0wHwNrgXggG5gDPANMxrW04KSG20IccvHFYzjjjD489uj/qK6ua9JzDEHhqKpThqToXH5pPcnZVQzvFYjFQ39vFatKSqksLumoq6ZIvdaRSVecT2GdiZ9efxfV6dQ6jmgDrInrMHj54BHXX+soJ7RrZwYWiwc9ekZpHaVZ9PcXS3QIKg7Gj+9HdnYR+/a6hqCYOndHtVmx52dpnE60hG3JRezNKOWSyT3R01LZ67/8lqj4nuTXVWsdRU8ux9WV2QxEA4uBYuBsXEsLTuLY2flFB+bhYeKZZ69j+/b9vP/+iiY+S8EYEIqzsgwc+piLRxzfn7tK8DApjIwP1DpKo3L3pRIU2QmLr4/WUdxN6rVOBIf4Ux3ZF2dVGZu/W6Z1HNFGOIpysOdn4hE/FIz6XfUpbX8e1dV19OvXtoamSOOG0EgWAQE+/Pprw3JZioIpKg5bzn5QpeW7vfh02V6iwn0ZO6Sz1lEO2frjcmx1VnaVypBkIU7VHXfMJC6uEw/c/y7OJn5aafALQjGZccjvXptQVGEjKbOKoT0D8PY0ah3nGHkpaQB06tEhe28IHbj6/usptppZ9+HHOB36nRxS6I81cR0GizcePQZoHeW4VKdKYmIm8fGd8fDQ7xCao7WdpKLdsFg8gH2kp+ezP801A68xtDMGTy/ssgRsu7Jmey5ZeZVcOqUnKzcf0DoOAHWVVWxf/is+58/AYDLitMsbEiGaIyoqmMcen83332/kl1+2Nfl5xqAwVJsVtbq89cKJFrUqsZQ+Mb6M7hPIim3FWsc5Qm1FJWV5BUT2jCN92w6t44gORjEY6DF1Bp5KHV++9j+t4wgdcqoqCxZ8dNzHv0rfQ+6g8cy59C48TzD/hlPDYdQ7d6YzYkQv4ntHs3NHumY5mkMaN4Tb3XPP+YCVX3/9682IuXMPVLsNe36mdsHEKZs/f/5xH7NaSujRKYvnn7rHjYlObMOX3zJs5rlExHUjd680qAnRHC++dBNms5E773iz6U8ye6D4BOAo0kcjp2ia0iobuzIqGdzdn/XJZVTV6qsxODcllT5jR+MTGEB1mTSaCfeZMPt86s2+VK7/SebaEI0yKApPf/bScR9XLN54xPXnpT++PuHfxkcuvas14jVJdlYRZWVVDBjQVRo3hGhMp05BPPK3S4BOZGX+NaGcqXMc9rwMGYfdRv3xx5fHfcxggFumxeJrSwL0sfRV6qatBHh4Et0nXho3hGiGGTOGc/HFY/jbIx+wf39+k59nDAwDkIlE26DVSaX0jfVjdJ8glm8p0jrOEfJS0uh9xkg69exO6sYtWscRHYTRZGLqvLmEWuw8s/A9reOINkqtq8FRUYIxpBOOkjxw6qvx+KAd29MZe2YCfn5eVFbWah3npGTODeFWTz11NWazCehz6D5jaBQGL19sMiSlXXI6YUNyGV3CvVAp1TrOIf0CwwnuHIl3gL/WUYRoE3x8LCx65RZ27cpo8tKvBxkDw1zDUWz1rRNOtJryajs79lcwqJs//t76+kysvqaWkgO5HXXVFKGR0ZfOwhwQTFR1KruTpMexOHWOwmwUowljSKTWUY5r27Y0DAYDAwe2jaW3pXFDuM2QId259rqzefmlpSj8Nbu5OSbeNSQlJ03DdKI1bU+roNbqAPTTgNU3KAyn00l0Qm+towjRJjz11NXExoZzy82vYrM1vZedwTcAxewpE4m2YWuSSlGBMxKCtI5yjNyUVHwCA/APC9U6iugALL4+nDNvLjE+9Sz/6Fut44g2TrXW4igvxhjcCU4w74aWSkurSE/PZ9DgOK2jNIk+v4uiXXr+hbkUFVXw1FOfcf8D77JgwUc4nE7eTN5CV98Apj32H60jilZic6hs2lfOmf2MxEb6kZFb2eLHcKoqajMnXSrcn0Hn3r1I2bBZZjoX4gQmTx7MnXedxyuLvmXNmt3Neq4hMBzVbnMtASvapMpaB9vSyhnSPYB1e/TTAw8gPy2dhHFjiOzZnYpCfQ2bEe3PxOuvwisggDM7lXL/Jyu1jiPaAUfRAQz+wRhDInEUZGkdp1HbtqUxa9ZoYmJCycrSd52Vxg3hFtdeezbjxvXjphsXUVFRc2iSHYNvIOYu8ezcuYbta39o9LlaTqQjWs7mlHLO7BfG5efE88x7m1p8/wZFYeq8uU3eftlr75C5azcR3bsR0V0mFhXieEJC/Hn/g7tJTMzkwQffb9Zzq2z1GPyCcBTnAtrN+C5O39rdZQzs5s/YhGCtoxzBbq2nKDObTj3iSF6zXus4oh3zDw9j3NWz6UQJezftJDNT5hASp0+11uKsKMYYHOH6W6nD+QeTkrKYNm0YgwbH6b5xQ4aliFYXGurPcwtvYNWqJBYvXn7EY4aAENcnelUyy3l7V1fvBLoxbmhnYjr5ah0HgJIDOVSVltGlX5+TbyxEB/XGm7cREuLHVVc+R11d8+bM2FVagKIoMiSlHaiuc7AltYKELr6oVGkd5wi5+1Kx+PoQFNVJ6yiiHTv3jpswmk1M6wWffCy9NkTLcRQeAMWAMTRK6yiNstXbSUzMpG/fWMxmo9ZxTkgaN0Sre27hHPz8vLjl5lePHDagGDD4BeGsKEE+0eso4rDWO7ji3HitgxySlbibwE4R+IWGaB1FCN259dZpXHTRGTz69/+yffv+Zj1XMRjYWVrgary2WVspoXCndXtKsTtUYK/WUY5QmJ6J3WaTiUVFq+kyoC8jZs3AlJ2ERbXy6ad/ah1JtCNqfR3O8iKMQRFgMmsdp1Hbtqbh6WkmIaGL1lFOSBo3RKuaNGkQ11xzFv969guSjppR2uAXhGIw4qgo1iidcDcFD5b+kcb4odFER+ij90bOnn04bHZi+krvDSEON3ZsAi++dCPffbex2aujAPQeM4pKWz2O0qYvGSv0rdbqZFNKOZBD1yj9rDTlsNsp3J9BRFw3HKpT6ziinVEUhQseuZeKwiJmj/Tj66/XUVLS8nOHiY7NXngAFDCFRWsdpVGZmYUUFZUzdFgPraOckDRuiFbj5+fFG2/ext69B3jqqc+OedwQEIJqs6LWyB+IjuTLFSnU2/TTe8NeX0/uvhQie3XH5OGhdRwhdKFz5xCWfP4w+/fnc/VVC5s9WS/A6EsvwMdklolE25kNyWWAiatn6Gulqdx9qXh4WciQYa6ihY24YAZd+iWQ/+fPdArz492jhlgL0SJsVhwl+RgCw1A8vbRO06hNm1KIiQlDRb91Vho3RKt58cUbiY0N4/rrXsRqtR3xWJWtHoNvII5y6bXR0ZRX1fPtyv2MHxZNdLg+em9k7tqNyWwmKr6n1lGE0JyXlydffPk3vLw8mXX+k5SXVzd7H4ER4fQ5czR9g8KQYYfti2v+pDjGDIqiR0yA1nEOKco6gK2ujuQyeV8hWo7Fz5dpd91K2uZtnDcylIyMAlas2K51LNFOOQoPgNOBKSJW6yiN2r4trWEp+AytoxyXNG6IVjFr1iiuv2Eyzzz9OWvX7jnm8aSyQhRFwVkmk8x1RJ8v34fN5uBynfTeqCwqpiyvgBiZWFR0cCaTkc+WPMSwYT245urn2bMn+5T2M/Ki80BR6B8U3sIJhT50o6KqnuvPT9A6yCGq00leajoplSWYLZ5axxHtxPS75+Ed4M/a999jyuRBfPD+CpxOGfokWonTgaPwAAbfAAy++mk8PqiuzsbOnenAAfz9vbWO0yhp3BAtLiIikDffup3Nm1N44olPjnlcURTXJHPVFaj1MslcR1ReVc93K/czYXg0ncN9tI4DQFZiEr5BgQR3jtQ6ihCaUBSFxe/exfTpw5l36+ssXXpqy2oajEZGXngeyavXEeBhaeGUQg8UzHzyUzJDEyIY3DtM6ziHZOzYxawu8ditzVvVR4jGxA0dxBmXXsDK/37K9DPjAHjvvV80TiXaO0dJPk5rHcZwfU7cuXHjPsDBNdecpXWURrVm48a7QAGw67D7goHlwL6G66BWPL7QgMFg4D//vRdfXwtXX7WwoevSkboPH0J5vVWWBuzgljT03rhquj7Gbeel7Ke+to4u/ftqHUUITSxcOIerr57IY4/+l7fe+umU95MwfgwBEWGsXfJ1y4UTuvPtyv3kF9cwZ1ZfFEXrNC7VpWXE+Aac0hwxQhzO5OHBJfMfpjg7h5/fWMx1109ixYrtZGTIe1fR2lQcBZkYLN4YAvXX+zEvtxQI5NZ507SO0qjWbNx4HzjnqPseBlYAPRuuH27F4wsNzJ9/OZMnD+b22944bnfmkRedh6fBiLOyxM3phJ6UV9Xz9W+pTBweQ/do7bveOR0OspL2EN4tFi9/P63jCOE2iqLw8ss3cfc95/PSi980OgF0c4y+5ALK8gvYvXJNCyUUemSzO3l/aRI9ugQyYZg+Z/cX4lRNuuk6wrvF8vkTzzJ5Yl+6dYvg7beWaR1LdBDOylKc1RWYwqOxOo79oFh7sfTpE8PZZw/UOsgxWrNxYyVw9H+v5wMfNHz9ATCrFY8v3Oycc4by2OOzee/d5cfttucd4M+ASRPoExgG8slKh7dkeQqV1foZt521KwnVqdKlnz7yCNHaDAYDb755G7ffMZOFz33FPfe8c1r7C+8WS++xo1j3+Tc4HY4WSin06vdN2aRklnHdeQmYTTLSWbQPnXv34qwbrmbjNz+wd+0G7rhzJllZhXz99Tqto4kOxJ6fiWIys77wgNZRGhFFXl4p9953gdZBjuHuv0QRQG7D13kNt4/nJmATsCk0NLS1c4nTFBsbzn//dy/btqVx221vHHe7IdOnYvLwoH+wfsboCu1U19r4+Ke9DOsbwYBe2v+eW6tryE9No3OfeIxms9ZxhGhVnp5m/vfhfcy9cSpP/vMTHnjg3dPe55lXXYbNamXNp1+2QEKhd6oKi79KJCLEm5njumkdR4jTZvL05IpnFlBVUsrSf79Enz4xTJ48mDde/xG7XRpshfuoddU4SgvYUpSHwT9Y6zhHUDDyyqLvOPfcofTrp6+VXbRsZlc58fpwbwHDgGFFRUXuSSROib+/N99+9zgGg4FLLn6GurrGJ/JSFIWxl19MxvZdhFn0MYmk0N63f6RRUFLDDTrpvZGxIxGzpwede8uysKL9Cg3155cVTzJ79jgeevA9Hn/8w9Pep09gAMPPm8bmb3+iurTs9EOKNmFrciGbk/K5/Nx4fL2kUVi0bTPumUen7t345LF/UlNewe23z6Curp6335YhKcL97AVZeBiNWAZP1DrKMV5//Qeqqmp113vD3Y0b+cDBpQgicU04Ktowo9HAJ58+SHx8Zy6+6GlSU3OPu23vM88grGsXVv7vUzcmFHpnszv573d76N0tmDGDorSOQ3lBIWV5+TKxqHC7rKwMVFVt1iUrq/lrzffpE8Padc8xZEh3Lr3kGf7976b1sjhZvhXJiZgtnrz28GOH7hMdw+Kvk/DxMnPZOb20jiLEKYs/YyRnXnkpg0M6kbxmA061nlvnzcRi6U5hYXmzarMQLcJh58yILpjCOmOO1ccE/AeVllbx7uLlXHHFOKKi9NOzxOTm4y0FrgWeabj+xs3HFy3sxRdv5JxzhnLj3EX89tuOE247/prZlObmseOX39yUTrQVK9ZncvGkHlx3Xh/W7sjF6dT2jUHGjkQGTjmLsNgYCjOyNM0iOo7o6C4sWHBFs56zYMFHzdr+kkvGsvjdO6muruOsiX9n/frklslnMOJ77nU4y4t45fOXTzmfaJvSssv5ZX0msyZ256fV6RwoqNY6khDN4hcSzOwnHyXE04t1q5ayTlUZ3iuAsweF8t7Pa8gv+71Z+3vk0rtaJ6jocPoFhfHjztV4DjgTW85+sFm1jnTIiy8u5bbbp3PXXefx0EPvax0HaN2eGx8Da4F4IBuYg6tRYzKupWAnNdwWbdQjj1zCbbfPYOFzX7F48c8n3DYqvic9Rw5j1Uef45Qxi+IoThXeW5pETCc/po7Wfl3v/LT91FVV02VAP62jCNEizGYTzz8/l08/e4gdO9IZOuTuZjVsnHT/0T0xePlg3be1xfYp2pb3vkmi3ubg5ov7ax1FiGYxGI1c/dyTWHx9mRbTE1QVgwLDegaQVVhLflnjw62FcAdFUajb8iuK2QPLoPFaxzlCeno+S5as5qabzyEgQB9TDrRm48bluIaemIFoYDFQDJyNaynYSRy7mopoI2655Vye+r9r+N//fuPBB9876fbjrp6NtaaGdV9IZx3RuHU78khMKeaamX3wtri7U9mRVKdK5s5EQmM64xscpGkWIU5XfHw0a9b+m7vvOZ9FL3/LxAl/IyenJf/8KnjED8VRXowjP7MF9yvaktIKKx9+v4cR/Toxsn8nreMI0WTT7ryF7sMGs+SJZwizeAPQN9aPAB8za3eXaRtOCMBZXox190Y8YntjiorTOs4Rnnl6CQEBPtx77yytowDaTigq2qjZs8fxyqu38O23G7jh+pdOOrbQLzSEwdMms+Gr76irrHJTStEWvb5kBwG+nlw5TftxhdlJyThsdmKl94Zow269dRqbt7xIbGw4F8x6irvuegubzd6ixzBF98AYEIJ194YW3a9oe775PY2M3Apuvri/LA0r2oR+Z41n4g1XsebTL9nynWvSUEWB0X0CySu1kpZXo3FCIVzq92zCUVqIZchZKB4WreMcsmNHOkuWrOKuu88jONhP6zjSuCGaZ/bscfznv/eycmUil136bJOWxRp/zeUYDAb+/HCJGxKKtiwlq5xlazI4f2Ic0RG+mmaxWa3k7N1HZK/uVNulS6poWzp1CmLpt4/z6mu38scfuxjQ/3a++WZdKxxJwbPPCBzlxdiz97XC/kVb4nCqvPHZTqLCfLh0iqw4JfStc59eXPH0fDJ3JvH1sy8euj8+2odgPw/W7i7VLpwQR1Od1G5ajuLhiWXwBK3THOEfCz7G19fCfffN0jqK2ycUFW3Y1VdP5N337mLVqt3MnPHEMUu+ZmVlEB195HwJ1bZ6Fu/dRs+AYIoyZWJGAfPnzz/h4ybFBsoennv4AtQTrhbd+tK37yI6oTfbivM1zSFEUymKwty5U3j2X9fh6Wnmzjve5JVXvjtim8Zq9ak62GujZt2PLbI/0fZtTS7k943ZzD4nnj+35JCZV6l1JCGOERARxpxFz1FTXs67dz6Iw2YDQEXljD5BFJXXk5wtE+MKfXGWF2FN2oCl32jseenYMvZoHQmApKRMPvnkT+64cyYvvPANRUUVmmWRxg3RJDfeOJXX35jHr7/uYNb5T1JTc+xMvY3NpO858Ew8ug9k4ycLWV9Vfuh+mUG/4/rjj5MvO1neM4BJg0NxrR6tnZqycgr2Z7DdZMZs8cRWp58ZqoU4Wnx8NG++dRvjxvXj11+3c8vNr5KScuzy3KeyKgs0VrcP77WRcoqpRXv0+pIdDOkTzl1XDuL+5/9EVsYUeuLp7c2cV57D08ebRdfcTGVR8WGP5hMe6Mm36+VDDaFP9Xs2YQqPwTJ4Io6SfJyV+uhh9MQ/Puayy8by0EMX88AD72qWQ4aliJN64okrefOt2/nxx82cN/OfjTZsNEax+OAR1x9bxm6chzVsCHEyW1LKKSizArs0n1w0fdtOevkH42HRz/hGIQ5nNpt49NHL2Lb9Zfr1i2XODS8x6exHG23YaEmmmF6HzbUh/72Kv5RX1fPm5zvp2z2EGeO6aR1HiENMnp5c//KzdOoRx3/u+zt5+1IPPWYwGIBkSittJGXKHHFCr1RqNyxDddjxGnkuGIxaBwJg794D/Oc/v3Hb7dPp1i1CsxzSuCGOy2w28d77d/PoY7NZ/M7PXDDrqWOGopyIZ+9hoChY92xsxZSiPXKq8OOmQqCOa89L0DRLWV4+kzrHUV0mDXRCf1RK2bzlRZ7451V89dVaEvrM4733fmn9AxtNWPqPwVFaIL02RKNWbMhiU2I+15+fQESwt9ZxhMBoNnPdi0/TffgQPnnsSZLXrD/i8auvnghU8vvOYultJHRNraumdsPPGANDdbU87GOP/he73cG//n2DZhlkWIpoVEREIOkZX+DpWQP0Ys7c6cyd+/IJn+NU1UPdlivqrby3bxsJgWFMfuANNyQW7U1uiRXoysxxKr9vzGL3fn10uxNCDzwtZs4+eyCwmoAAb2bOeILvv3dfQ7Jn/FAM3r5Ub/gJ6bUhjuflj7fx+t/P4sHrhqLi1DqO6MAMJiNX/esJ+owdzWcLnj60MspBFosH/3zyKiCQ5OzUxncihI448jOw7tmIZ+/hOMqLsKXu0DoSOTklPPP05zz51NVMmNCf33/f6fYM0rghjjFqVDyff/EInp5WPv98NYm7mjY/xoIFH/H0Zy8BrknmDL6BbFq/jE2NrDTxyKV3tWhm0V71prA0ibuvHMztz/yOzS5vjoXo378rU6YOxtvbE+hG34RLqaqqddvxFW8/POKHYstMxlGU47bjiranoKSWRR9v5+EbhgHSw0dow2zx5JrnniJh/Bi+evp51n+x9Jht7rrrPKKjQ4E+wGa3ZxTiVFh3rcPgH4Jl4DiclSU4CrK1jsTzz3/NnLlTeOHFGxk29G4cDve+d5fGDXGIoijcd98snnzqarKyioAxJO76b/P34+2P0T8Ee0E2yBKa4jQomFj08TaevP0MrpnZh8VfJWodSQjNhIT4MW36cOLiOpGdXcSH//udm29ZRGVljVtzWAacCapK3c7Vbj2u0JeTrXx1uMLaTMK89pIQF0xSWkkrphLiSBY/X+Ys+jddBw9gyT+eYd3n3xyzTUiIPw8/cjHffruB82bO0CClEMd3eM/4xtQ7HHyctouqiZdwRVw/gjy9jrsfd6irq+fBB95lyeePcPPN5/Daaz+45bgHSeOGACAqKpj3P7iHSZMG8cUXa7hx7suUlt54SvsydYpFrbfiKJZP9MTp25RUwLcr07hkck82J+WzLblI60hCuJXRZODMsX0ZMzYBu93Bd99tYMvmVFRVRcHQ7JVPTme1KlNkV8zRPajbtRa1Vibc68iasvLVQWtNCvde2I+Hrh/GHc/8TkW1fPAhWl9QZCduWPQvwuO68t8HHmPHz782ut2zz16Lj4+FRx7+gPNmPuHmlEKcmEFRDvWMPy6zJx7d+vJu4nrq05PAbjtmE3f2mv/iizUsX76Vp5+5lu++20hmZqHbji0TirZxWVkZqKra5EtWVsYx+7j++kns2PkKo0f35sa5i7jk4qcpKzu1tb0NQeEYLN7Y8zOR2ZhES3nni0Qyciu4/9qh+PmYtY4jhNt07x7JvHnTGT+hP0lJmbyy6Ds2b0pB1aC+1thtWIZOwlFWSP3eLW4/vmi76u0qMIQgf0/+Nnc4RoOidSTRzsUNG8zdn7xLUGQnFt9233EbNs48sy83zJnC8wu/Iikp080phWghNiu2zGQwmTF36a2LFVRuuvEVFEXhrbfvcOtxpedGGxcd3aVZn9od/old9+6RvPHmbZx99kBWrtzFjXMXsW/fqfe2qLbVYwqPwVldgbNSup2KlmO1OXj2vc289OB47rlqCE+8uf7kTxKiDfP182Lq1CH06xdLUVEF//lgBfv352uaafmBNBSzJzUrvwKnQ9Msou1RCOSlj7bxwLVDuemifry+xP0TzYmOYewVl3De/XdSnH2AxXc8QFFGVqPbmc0mXn9jHvv35/PEE5+4OaUQLUutq8aWtRdzTDzmLvHYMvaAqt1cdRkZBTz4wHu89vo8brhhMu++u9wtx5XGjQ7IbDZx772zeHz+bOrr7dxy86u8/fay0/4k8Jec/aAYsOfub6GkQvwlLbucxV8lcssl/Zl9Ti8++Wmv1pGEaHGKojB8eE/OOnsgRqOB337dwerVSW6fkOto5tg+pFaWYt21BmdFsaZZRNu1Yn0WcZ0DuGhSD/YfqOCnNcf2JhXiVPmGBHHZE38nYdwYEn9fxUePLKCu6vg9kR944EISErowfdoCamqsbkwqROtQqyuwH0jBFN0Tc2w8tsy9mn4Y8eabP3HJpWNZ+Pwcli/fRlZW6w9PkcaNDkYln12Jr9KzZxRffLGGO+94k9zc0+9lYYqJJ7WyFEdhFmp9XQskFeJYX/+WSs8ugVx3XgLpBypYtzNP60hCtBiVMubeOIWoqBBSUnL54YeNlJZoP6+FISAUy+DxRHv7kbRvq9ZxRBu3+OtEYiP9uOPygZRX17N2e67WkUQ70H/SBC569AEsvj589fRCVn30+Qm379u3C48+dhmffbaKH3+U1VFE++GsLMWenYIpujvm2N6uHhwaNXCoqsrcOS+zddvLfPrZg4wf9wg2m71VjylzbnQQYWEBXHX1RGAjNpudc6Y+ziUXP90iDRuKxRuvweOJ9PLFUSz/bIrW9dJHW9mbUcqD1w8lNtJP6zhCnDZ/f28WLboZWIWfnxdLlqziw//9pouGDcXijfeYmaj19UyL6al1HNEOOJ0qT72zkb2ZZTxywzAGxYdqHUm0YcHRUcx9bSHXvfA0FQVFvHDZ9Sdt2LBYPPjo4wcoL6/mzjvedFNSIdzHWVmCPWsfiqc35q59wKTdfHX79+cz54aXGDWqN889d0OrH096brRzfn5ejJ/Qn8GD47BabUBfBg2chd3eci14lqGTwGhianR33ty8osX2K0Rj6m1O/vHGehY9PIF/3jaa+5//k4KSWq1jCXFKZs8ex8Ln5xAeHgB05ZVX/kW9tXU/1TjZsnIH2ZxOluxPpKiultlxffHW8M2RaF9qrXYee3Ut/75nLPNvHsXfXlnDblkitsPJyMykS0zMKT231m5nY9EBthbnYVAUzgiPYXDfkSy85JqTPldlF5AOjCA/v/SUji+E3jmryhrm4OiJR7e+FNad2mIRLeGLL9bwwvNfc8+9s1izZjeffvpnqx1LGjfaKYvFzNixfRkxshcGg8LGDfv444+dPPTQRS3asOHRexjmyK7Ubv2d4IFjW2y/QpxIcXkdj726lmfuHsMzd47h/hdWaR1JiGbp0SOSV1+7lcmTB7Nx4z5mzniCzZtTWr1hA5q4rBwKpugeGPyCsGfvY3HiWrcuIyfav6oaG39btIZ/33MmT99xBk++vYFNSQVaxxJu1CUmhqnz5jbrOSZPD7r0S6DroAGYPMzk7k1h/nmXcfFd85r0/BH9Inhi3mi+XJHCW198fczjy157p1l5hNAztboc2/4kzF3i+TQtCVOnWOx52sx19NBD7zN8RC/efucO9u7NYevW1FY5jgxLaWdMZiNjxiZw513nc8aYPiQlZbFo0Xf89NNmamtbdl15Y3g0nn1HYctMxpa6o0X3LcTJpGaX89grawn09+TpO89ARSYDE/rn6Wnm8cdns2PnK4wY0Yvb5r3O6FH3s2VL6/yRPyWKgimmJ0b/YOx5GTgr5ZNN0TpKK6zc//yfZOdXseDWUUwcHq11JKFTXv5+9B4zivHXXE7PkcMozcllzadfsnPFH/iZPZq0j6gwH+6/Zihp2eW8901SKycWQh9Uaw31+3cR6OGJ15jz8EwYCbh/OW673cGllzxDcXElP/w4n7i4Tq1yHOm50U4YDAqDBscxfnx//P29SU4+wK+/bqcgv+yI7VScp70qCoBi8cFrxDk4K8uo3dz42uFCtLY96aXMf30d/7xtNLCaqDAfcgq163YnxImcd95IFj4/h+7dI/nww9+5/77F5B9VozWnKJiie2L0C8KWm46zVNvlZ0X7V1Zp5cEXV/H4zSN56PphdA735cMf9tACb1VEG2c0mYjo3pWo+F6EREfhdDjJTUklY9tOKoubN4zJ18vME/NGoaLyz7fWY7NruwKVEG5lt3FZXF8W/vABngkjMYZEUrthGarVvcO68/JKOWfqfP5c9Sw/LfsHY8c8REFBWYseQxo32jgVB0OH9mDsmQkEBvqSmVnIF5+vJjOz8aV2FAwsWHBFk/Z93DHZJg+8x5yHYjRRs/Z7cNhONb4Qp23nvmIeeWk1LzwwmRcfGM8/3lxHYqqM3Rb60adPDC+8eCNTpgwmMTGTyZMeZcWK7VrHOpbRhDmmFwZvP2w5aTjLWn/JNiEAaupcc3DcecUgrprem/iuQfzr/U1axxIaMJpMBEdHERHXlYi4rpg8PKgpL2ff+k0c2LMXa3VN8/dpUPj7jcOJCPHh4ZdWk1vU/H0I0daZDUbqNv2CoygHy+AJ+Ey+krotv2HPcW/P0eTkbGbOeIIVvz7F9z/M58yxD1FX13KjC6Rxo43y9DQzZ85k4DdmzBxBdnYR33+/iZR9Oa17YIMR7zOmYwgIpmb1t9JdWejC7v2lwBgqqpfy9J1jWPxVIkv/SJNP/oSmAgN9WLDgCubdNp3KylruvONNXn/9BxwO/X1iqHh6Y+7SC4wmbNn7cFZIA6FwL5vdycL/bGF3Wgm3XNKfVx6eiEqR1rGEG3j5+xESHUVY11hCoqMwmkzYrFbyUvdzYM9eynJPvQeZQYG7rxrM4N7hPPfBZhJTi1swuRBtjy09CUdJHl7Dp+B9xnRsmcnUbfsDtb7ObRnWr0/mkoufZujQHi3asAHSuNHm+Pt7M2fOZO67/wKiokIAL/77nx9IS3PHEqwKXsMnYwqPoXbDMhz5mW44phBNo+DD3f9eyYPXDeXWSwcwon8nnv/PForL3VeshQDXMoM5uWsIDCwCbEAsQUHxLFo0m0WLjv88p0atcYbAMEydYsFhx5aehFonn2oK7fywKp2UrDIeun4YsI73n5tDZlUkDtWodTTB6a1wAqCqKmX1deTUVPFTdgrjrr4MLz/Xsu41FZVkJ+6hID2D0tw8VOfp1USDAvdeM4RJI7vw/tIkflmfdVr7E6K9cFaUUP3rZ3j0HoZnn+H4doqlbtdabGm7gJP/3rXUNAfZ2Zk8+eSnp72fw0njRhsRF9eJO++cyfU3TMLPz5vfftvBVVcu5NfftpOW9mrrB1AMeI2YgjmmF3U7VmHLTG79YwoBzJ8/v8nbVtXYePy1dUw7sys3XdSPNx47i49+SObbP9KwO44tws3ZtxAnYzabmDt3Cn9/9FICA3PZvLuAd77cxf4DFU16vttn6TeaMEV2w+gfjLO6HFt2qgwzFLqwN6OMeU/9xjcv3UWEVyre5PPHzmISM6pO+twzZFWfVtXcFU48vLwICA8jICLMdR0ehtniCYDFaKK8oIj9W3ZQkpNLdWlZi+U0GBTuv2YIZ42I4f2lSXzy094W27cQ7YLqpH73BuwHUrAMGo/XkIl4xPXDumvNSVdUac40ByfSlGXpm0saN3TMZDIyffpwbpgzmenTh2G3O/j001W89OI3h2bWV9wx263RjPfoaZg6xVK3YxX1e7e0/jGFaPDHH182abvD39D+8Gc625MLueWSAdx8cX9mjuvGB9/u5s+tOTgP+yToVPYtxNF8fCxcd93Z3HvfBXTrFsHKlbuIiprB3xc9pHW0RqmqiiEgFFNEFzAYsedl4ChxR+8/IZrOanOgkMB/Vqxk8pBQZo6MYFjPAH7bXkxmofTI0yOjyYR/WOgRDRle/q5eGU6nk6riEvJS0ygvKKQ8v5DP//kvzln0Rovn8PUy8/ANwxjWN4L3vknk02X7WvwYQrQXzooSalZ+halzDywDxuA99nzsRTlYk9bhKMjWOl6zSeOGDvXv35XrrjubK6+aQHh4ILm5JTz9f0t47bUfyM117zhoxcsX79HTMASGU7txObaM3W49vhCn6kBBNY+9upahCeHceGE/HpkznOuKqvnq11SWr5UhVeL0xcSEcfvt05l741SCgnxZs2Y3t9z8KsuXb0VVH9Y6XqMMAaF8tj8Jc+fuOGuqsOemuX22dCGaI6fEyge/HKBfrC/j+4dwxcTOZBXWsjqplPR8+dnVimJQ8A0OPqJXhm9QIIrBAEBNeQVl+QVk7EykPL+QiqIinHbHkftQWv4DuthIPx6/eSThwd68+OFWflp94k+ghRAu9gMpVOWkYe6WgGfvEfiMuxBHaQH1+7Zhy9oLqv7mC2uMNG7oxNChPbjoojO44MLRxMdHU19v49tvN/L+e7/w00+bNZmALrWiFJ9Jl6MYjNSu/R577n63ZxDidG1OKmDr7l8ZNSCSiyb1YN6lA7jh/ARUthIb7kVmYa1MPCqazGw2MWPGcK659iymTx8OwBdfrOHFF75h/Xr9Dtcz+AXjmTASc0xPSqy1shqKaHN2ZVSxJ7uagd38GNk7iNnjo8gvtbIltZykjCpsjQw9FC2rU8/u/JabzogLZ+IfGoLR5Po3or62lvKCIvLT0g/1yrDVubd3jUGBGePjuP68BGqtdh58cRW702RiZCGaRXViS9uFLX035i698eg1GK8RU/AcMBZbZjK29CScFfqelFcaN9wgKyuD6OguR9ynUg8UNVwKgDpAAUIoK/WkV68JFBWdfJy2U1WbNV6pKRPWKd5+WPqP4ZvMZNTaKmrW/YizqqzJxxBCb5wqrNmey5rtucR3DWLq6C5MO9PC5ROiqK6zsy+nhr3Z1WQU1KDDhSyExvz8vJgyZTAzZo5gxozhhIT4k5tbwvMLv+LVV38gK0u/jQTGiC54xPXHFBUHdhvW3RuYd+E8Xti5WutoQjSb3aGyOaWCbWkV9Ovqx9AeAZw7LJyJA0LYsb+SbWlNm99GnBr/0BB2lhSgOp1k7kqioqCI8vwCaitPPhdKa1KpYOH94+jTLZhNifm88L+tMpm4EKfD6cCWnogtPRFjRCwe3fri0WMAnr0G46goYVVeJsbgCBwlp76SUWuRxg03iI7uwrP/up6YmFC6xIQR2zWcqKhgDAYDdXX17N+fT3JyNsnJB6irrWfBgo+a1LABYFAUnv7spSZneeQEcwcYAsPwiOuPObYPoDI6PJplX7zSZrohCdEUyemlJKeXMu3MeXy95j16RfvQJ8aXQXH+WG1O0vNrSMurIS23hspax8l3KFpEY43AJ5OdnUlMTGyLH0fFDpQBpUAxqlqMoqiAGQgHOhMZGcpDD13DQyeYVuPwCWtVVcXqdFBrt1PvdOBQndhVJ6iurtkGFHaU5GPq1BVnbRVqXfWpDRdRFIwhkZg6dcUc3QODbyBOay31yZuo37sVtb4OyyV3Nn+/NL8xXYijtdQkzg4nbE+rZHtaJdGhFob08GdozwBGxAeisgpfXy+qqmTISktL2bCZ2xOGsy40UusoAPSKDeSyqb2AlUSG+vDMu5v4fVPbmyNACD1z5GdQm5+B4mHBFNMLc+fubCzKweesy/AxmYn1DaCztz/RPn4EeliaNdysNVaJk8aNVmA2m+jbtwuDB8cxenRvVH7nwQcvAsDhcJCTU8KfKxNJTc3lwIHiIyY4PJmAiDCCoyIJiAjHPyyUtQXZGMNjQFFcjRBOFVQnqtMJTgc47KgHrx0Oqmz1KN5+KAYjircfBt9AjP4hGCNiMPoFoTrs2NITse7ZxOiH3mKZNGyIdkrByJ7savZkV2M0QGy4N706+xAX6U18tC8AheX1pOXVoFKI2WzCZrNrnLr9io7u0uyZt0/lH+3Dj2MwKAQG+RIa6k9YqD8hof5ERgYTHh6AoWHceEFBGeHhQ3jv3TfJyi5q8tKEf3/8v6zc9AsGb38MPv4oXj4oiuGIbVRVBVU9NEY9q6YC77Hn/fW4w46zphK1ptJ1XVvlaviw28Dh+lncVVqAR89BGHwCMQSGYAwIRTF7ojodOAoPUJe4DvuBVNffg9PU3MZ0OHGDuuh4mjqJ80FNmcw5u6iO7KI6fCzF9O3iy1mDoqRho5U4HQ4MitLs83g8pzJZd2ighbGDOzNuaBQJcSFU1tQDPZn7jxepqpHVnoRoLWp9HbbUHdhSd/DwY//hpeWfUOEXRGJdDUmmItc2tvqGD2hqUOuqcdbVgL3+uPtsjfcI0rhxmqKigunVqzMJCTEMHtydwUO6069fFzw8zACUlFQC3qz4ZRWZmYXk5JRgtzftTWZgRDjRffsQ3TeemIQ+RCfE4xscdMQ2awuyMQZ3AlUFg3LMm+ejvZW8Bb9p1x9xn2qvx16YQ/2+rdizU1DrpSuf6FgcTly9NfJqAAj1NxPXyZtunbwZ2iMAWI+/vzfFxdLlWW+MRgNeXp54eXk0XFxf+/hYCA72JSjIl+BgP4KDXdcqm5h741T8/b3w9fU64hOGysoaCgrK+fPPbLKzisg+UNzQm+4qMjNPMvTEYHT1mAjrjDEsmld3b8Ijtg+qqqLWVuEozkO11qLW16Ha6l2NE4c3HisKt51/My+98QiKlw8GL18UL18M3n4o3n6YOsWiWHyO+UTk5wNpWAaOQ7VZcZQXY8tMxl6QjT0/84RvKIRob6rrHGzYW87Zg4ZoHaVDMxkVPEwGTMbGP71VVRWH0/WJrYoND7MBu0M94oM+T7MRi6eR4AALYUFeRIb60DM2kPjYIGI6uVZfSc0q560vdvHT6nS+ev5CadgQwo0sRhPOiuJD828oHhbXh+berg9zDH5Bh96vqA67q7HDWotaX4vTWodaXwu21nmPolXjxjnAS4AReAd4pjUO0pxuzo11bzabTXTqFERUVDCRka7rqKgQ4rp34sILp+DhYQMOb6jwAAIA/0PXwcE+KCisWvXiCY+vePliDAzHGBzOl+m7eS1pI7UNn8wpQIjFmwiLDxFePgR6WPA1e+Br9sDDYOTZJS8ftTMDGAxgMKIYTWA0ohhc1+cOO5tvl74NTifO2kqcVeWotY2PlZQuyKKtaakuz0UVNooqytmwtxyzUeG+i67syA0brVqvO3cO4YorxqOSzKTJgzCbjJjNJkxm17X5sGuTyXjYtQmV77HZv2nScRwOB2Vl1UA1tbVW8vNLqaiopaysiqLCCoqKK7DWNePNscGIMTgCY1g0prBojCGdUIwmVNWJs7SAISGdWLP5N9TaSnA2oQecquLv4XniJVkVA4rFu6Gum0BRuGves7zw71vBZm16diFEe9Wq9To6OhSVLEb1DsTXy4ivxYSPxYivlwkvDwMeJgMGQ3NWQFnG0pf+6q1mdzgxKEqj+ygpr2NPeik/r81k9bYccgqrW+AVCSFaglpfh1pf99dE5Qffr1i8MVi8UTx9MASEuN6/HHyO08mnaYktnkWLxg0j8CowGcgGNgJLgaSWOkBwsB833jiVztG1/LnqWUwm4xEXo9Fw1H0GOkd3ITXtHSwWMxaLBxaLGS8vz2P2bbc7SE/Px8PDj3Xr/qS4qILi4kqKiiuorGi8G+QRDQRGEwbfAIwBoRgCQl3XgaEYLD4AqKqTKpuNquJcnLXVrnHXddUcUFUONLLvRrvzqE7XR9EOO2rDG96D7eEDgiP4Mr1p3+qWnM9DCHdoTlfZpnaHtTlUFEJONVJb1+r1OiYmlGf/dT2wjxEjemGzObDZ7Edc2+0Oamuth7622xzY7A5Gj57BY4/Op7a2ntraeurq6g99XV1dR0lJJSUlVZSUVFJZWevqRaGqfPi/N5uV0eZ0YAgIwRgQhjG4E8bgCAyBoSgGI6qq4iwrpD51B47CbOyFOWCvZ9y4WayuLm+pb5OL6kStreLwgTEBHhZp2BBCgBvq9dChPYDtTBgQQl29g+o6B1W1DnKK66itd1BvU6m3O7HanDic6jErkSmK63KwAWPy4DNZ/NXnmIyK6725UcHhVKmzOqirt1NaYaWwtJaCkhpKK6TOCdFmHHy/UlvFER/vGE0onl6unh6eXkSERbX4obVo3BgBpABpDbc/Ac6nBYtvYKAPTz9zLbCPUaN6u94M2x3Y7c7DvnZdrFYb1dUOIiP9+GPlLqx1NurqbFit9VRVWcnNKyM3t4S8/DLy80opKq5EVVUqK6tY9svrKEYjGM0oJi8MQX4oRjOK2cN14houP2Ttw3viJRh8/A81YkDDeOqKEux5GThKC3CWFuAoL+K+x/7D01t/a6lvhxBCnKpWr9cbN+7D1+diqqpr+b+nrmzWc0ePuo//+78loCh/DddQQEH56z5FQVHAbHE1Vtc7HGD2cNVqk6mhfjdce1hcnzBYvFE8vV012zeQRUkb8Z3syqba6nGU5lO/dyuO4jzsRQekcUEIoQetXq9XrNgOTOS5LxZjb4Gld6cM7s6S5ftOP5gQom1w2FEb5hIDmDD+ghY/hBaNG52BrMNuZwMjW/IAFTYTz2zwxsfHF5vN6momBhre9R71tesN8I+7bDD0skP7MANBDZeERo7xyu6N+M+65aRZVLuN3JoqcNix5+zHWVOBs6ocZ3kxzqpSjmnWFkII/Wj1et25bx9ueXsRixI34jfr1uPX60NXfzVkvJC4nud2rGnW8V7ZvRH/809cu1WnE9Vag1pbhb0wmwnDJ/PL0rcbxpeWAlK3hRC60+r1uqqqFgWfFmnYEEKI1qCo7v/n+mJcYwLnNty+Glfxvf2o7W5quADEA8luSdfyQoEirUO4WUd7zR3t9ULHe82n+npjgbAWzuJOUq/bt472ekFec0cg9dqlufVaTz8nesoCkudkJM+J6SmPnrJAK9RrLXpuHABiDrsd3XDf0d5quLR1m4BhWodws472mjva64WO95o72us9SOp1+9bRXi/Ia+4IOtrrPeh067Wevm96ygKS52Qkz4npKY+eskAr5DnxuqGtYyPQE+iGa3mR2bgmPBJCCKEvUq+FEKJtkHothOjwtOi5YcfVRW4Zrpmd3wVafh0YIYQQp0vqtRBCtA1Sr4UQHZ4WjRsAPzRcOoL20FW7uTraa+5orxc63mvuaK/3cFKv26+O9npBXnNH0NFe7+FOp17r6fumpywgeU5G8pyYnvLoKQu0Qh4tJhQVQgghhBBCCCGEaDFazLkhhBBCCCGEEEII0WKkcaPlxAC/AUm4xjje1XB/MLAc2NdwHaRJutZlBLYC3zXc7gasB1KAT3FNbNWeBAKfA3uA3cBo2vd5vgfXz/Qu4GPAQvs7x+8CBbhe40HHO6cK8DKu174DGOK+mKKFSL3uGPU6kI5Vq0HqtdTrk9Nb/bMAG4DtDXn+0XC/lj+3equT6cBOYBuu1SVAu/MViH7qajyu78nBSwVwt4Z5QH81+K6GLIm4vjfg3u+P2+u1NG60HDtwH5AAjAJua/j6YWAFrhmsVzTcbm/uwlXgDnoWeAHoAZQCc7QI1YpeAn4CegMDcb329nqeOwN34lqmqR+uP/izaX/n+H3gnKPuO945Pbfhvp7ATcDr7okoWpDU67+0t9/lw3WkWg1Sr6VeN43e6p8VOAvX7+ggXOd2FNr+3OqxTk7E9f05uGymVudLT3U1Gdf3ZBAwFKgBvtIwj95qcD/gRmAErnM1oyGDO78/7+Pueq2qqlxa5/KNqqqTVVVNVlU1suG+yIbbWmdryUu0qqorVFU9S1XV71RVVVRVLVJV1dTw+GhVVZfpIGdLXQJUVd3f8DoPv7+9nufOqqpmqaoa3HBOv1NVdWo7PcddVVXd1YRz+qaqqpcfZzu5tM2L1GvX4+3ldxm149VqVKnXUq9P7aKn+uetquoWVVVHqtr93OqxTqarqhp61H1anK8AVb91dYqqqqs1zqO3GnyJqqqLD7v9mKqqD2rw/emqurFeS8+N1tEVGIyrC1IEkNtwf17D7fbkReBBwNlwOwQow/XJAEA2rpbM9qIbUAi8h6vL4juAD+33PB8AngMycb2+cmAz7fscH3S8c9oZyDpsu/b6+juKrki9bo+/yx2tVoPUa6nXzdcVfdQ/I65hBQW4uqmnot3P7Yvor06qwM+4fp9varhPi/Ol57o6G9cwEDTMo7cavAs4E9fPsDcwDdewNK3PV6vWa2ncaHm+wBe4xjVVHPWY2nBpL2bg+kO0WesgbmTCNQbsdVxvCKo5tjtXezrPQcD5uP6gReH6I3Z097KOoD2dU/EXqdftV0er1SD1+qD2dl5bi57qnwPX0IJoXF3oe7vx2IfTa50ci6uenYtrGNG4ox531/nSa131AM4DljTymDvz6K0G78Y1JOZnXEOJtuH6XTuc1vWyxY8vjRsty4zrD8WHwJcN9+UDkQ1fR+Iqmu3FGFzFJB34BNeYyZdwTTZkatgmGldLZnuR3XBZ33D7c1yFvr2e50nAflwt9TZcP9djaN/n+KDjndMDuFq+D2qvr7+9k3rdvut1R6vVIPVa6nXT6bX+leGa7HQ02vzc6rVOHjxeAa45JUagzfnSa109F9jSkAMN8+ixBi/GNR/JOFzzfexF+/PVqvVaGjdajoLrB2g38Pxh9y8Frm34+lrgGzfnak2P4PrB64qrO9ivwJW4/jBd3LBNe3vNebi6TMU33D4b14zj7fU8Z+Ka2Msb18/4wdfbns/xQcc7p0uBa3B9P0bh6naYe8yzhZ5JvW7/9bqj1WqQei31umn0Vv/CcP3zB+AFTG7IpsXPrR7rpA/gd9jXU3ANN9DifOm1rl7OX0NS0DCPHmtweMN1F+BC4CO0P1+tWq8VVZWeey1kLPAnrqWaDo7T+xuu1s3PcP1QZQCXAiVaBGxlE4D7cXXpi8PV4h2Ma0zeVbhmw24vBuEaZ+gBpAHX42oobK/n+R/AZbjGC24F5uIaA9eezvHHuH6GQ3G1KM8Hvqbxc6oAr+DqaliD6/xvOnqHQtekXneMej2IjlWrQeq11OuT01v9GwB8gGvejYO/n0+gfW2agD7qZByu3hrg+vT/I+ApXPMoaHG+BqGvuuqDq1EhDtc/w6Dd9wb0V4P/xPX9sAH34lqdxJ3fH7fXa2ncEEIIIYQQQgghRJsmw1KEEEIIIYQQQgjRpknjhhBCCCGEEEIIIdo0adwQQgghhBBCCCFEmyaNG0IIIYQQQgghhGjTpHFDCCGEEEIIIYQQbZo0bgghhBBCCCGEEKJNk8YNIVyMWgcQQgjRJFKvhRBC/6RWC7eTxg3RVn0NbAYSgZuAW4B/H/b4dcArDV9fBWwAtgFv8lexrQIWAtuB0cDjwEZgF/AWoDRsNxzY0fD8fzc8TsN+/t3wnB3AzS302oQQoj35GqnXQgihd18jtVq0cdK4IdqqG4ChwDDgTuAr4ILDHr8M+ATo0/D1GGAQ4ACubNjGB1gPDARW4SrYw4F+gBcwo2G793AV14PPP2gOUN7wnOHAjUC3lnqBQgjRTki9FkII/ZNaLdo8k9YBhDhFd/JXwY3BVfjSgFHAPqA3sBq4DVeh3tiwrRdQ0PC1A/jisH1OBB4EvIFgXC3XfwJ+wNqGbT7ir8I8BRgAXNxwOwDoCexvgdcnhBDthdRrIYTQP6nVos2Txg3RFk0AJuHq7lYD/A5YcLUmXwrswdXarOLq/vYB8Egj+6njr9ZiC/AartbqLGBBw30nogB3AMtO8XUIIUR7NwGp10IIoXcTkFot2gEZliLaogCgFFfx7Y2rRRlcRfd84HJcxRhgBa7W3/CG28FAbCP7PFhsiwBf/moxLgMqgZENt2cf9pxlwK2AueF2L1zd8YQQQrhIvRZCCP2TWi3aBem5Idqin3BNcrQbSAbWNdxf2nBfAq5JjgCSgEeBn3E15tlwdafLOGqfZcDbuCY0yuOvrnbgGv/3NuAE/sA1FhDgHaArsAVXS3MhMOt0X5wQQrQjUq+FEEL/pFaLdkFRVVXrDELonS+u2Z8BHgYigbu0iyOEEOI4pF4LIYT+Sa0WrUJ6bghxctNxjSs04WqVvk7TNEIIIY5H6rUQQuif1GrRKqTnhhBCCCGEEEIIIdo0mVBUCCGEEEIIIYQQbZo0bgghhBBCCCGEEKJNk8YNIYQQQgghhBBCtGnSuCGEEEIIIYQQQog2TRo3hBBCCCGEEEII0aZJ44YQQgghhBBCCCHatP8HXE8miG3zvhAAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "dark" + }, + "output_type": "display_data" + } + ], "source": [ "plt.subplots(1,3,figsize=(25,6))\n", "plt.subplot(141)\n", - "ax =sns.histplot(data=df,x='average',kde=True,hue='parental level of education')\n", + "ax =sns.histplot(data=df,x='average',kde=True,hue='parental_level_of_education')\n", "plt.subplot(142)\n", - "ax =sns.histplot(data=df[df.gender=='male'],x='average',kde=True,hue='parental level of education')\n", + "ax =sns.histplot(data=df[df.gender=='male'],x='average',kde=True,hue='parental_level_of_education')\n", "plt.subplot(143)\n", - "ax =sns.histplot(data=df[df.gender=='female'],x='average',kde=True,hue='parental level of education')\n", + "ax =sns.histplot(data=df[df.gender=='female'],x='average',kde=True,hue='parental_level_of_education')\n", "plt.show()" ] }, @@ -1208,18 +1244,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "0b30cbd7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "dark" + }, + "output_type": "display_data" + } + ], "source": [ "plt.subplots(1,3,figsize=(25,6))\n", "plt.subplot(141)\n", - "ax =sns.histplot(data=df,x='average',kde=True,hue='race/ethnicity')\n", + "ax =sns.histplot(data=df,x='average',kde=True,hue='race_ethnicity')\n", "plt.subplot(142)\n", - "ax =sns.histplot(data=df[df.gender=='female'],x='average',kde=True,hue='race/ethnicity')\n", + "ax =sns.histplot(data=df[df.gender=='female'],x='average',kde=True,hue='race_ethnicity')\n", "plt.subplot(143)\n", - "ax =sns.histplot(data=df[df.gender=='male'],x='average',kde=True,hue='race/ethnicity')\n", + "ax =sns.histplot(data=df[df.gender=='male'],x='average',kde=True,hue='race_ethnicity')\n", "plt.show()" ] }, @@ -1243,22 +1292,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "id": "14db115f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "dark" + }, + "output_type": "display_data" + } + ], "source": [ "\n", "plt.figure(figsize=(18,8))\n", "plt.subplot(1, 4, 1)\n", "plt.title('MATH SCORES')\n", - "sns.violinplot(y='math score',data=df,color='red',linewidth=3)\n", + "sns.violinplot(y='math_score',data=df,color='red',linewidth=3)\n", "plt.subplot(1, 4, 2)\n", "plt.title('READING SCORES')\n", - "sns.violinplot(y='reading score',data=df,color='green',linewidth=3)\n", + "sns.violinplot(y='reading_score',data=df,color='green',linewidth=3)\n", "plt.subplot(1, 4, 3)\n", "plt.title('WRITING SCORES')\n", - "sns.violinplot(y='writing score',data=df,color='blue',linewidth=3)\n", + "sns.violinplot(y='writing_score',data=df,color='blue',linewidth=3)\n", "plt.show()" ] }, @@ -1281,10 +1343,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "id": "2ddf9ce3", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams['figure.figsize'] = (30, 12)\n", "\n", @@ -1301,7 +1374,7 @@ "\n", "\n", "plt.subplot(1, 5, 2)\n", - "size = df['race/ethnicity'].value_counts()\n", + "size = df['race_ethnicity'].value_counts()\n", "labels = 'Group C', 'Group D','Group B','Group E','Group A'\n", "color = ['red', 'green', 'blue', 'cyan','orange']\n", "\n", @@ -1322,7 +1395,7 @@ "\n", "\n", "plt.subplot(1, 5, 4)\n", - "size = df['test preparation course'].value_counts()\n", + "size = df['test_preparation_course'].value_counts()\n", "labels = 'None', 'Completed'\n", "color = ['red','green']\n", "\n", @@ -1332,7 +1405,7 @@ "\n", "\n", "plt.subplot(1, 5, 5)\n", - "size = df['parental level of education'].value_counts()\n", + "size = df['parental_level_of_education'].value_counts()\n", "labels = 'Some College', \"Associate's Degree\",'High School','Some High School',\"Bachelor's Degree\",\"Master's Degree\"\n", "color = ['red', 'green', 'blue', 'cyan','orange','grey']\n", "\n", @@ -1381,10 +1454,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "c435f53b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " math_score reading_score writing_score total score average\n", + "gender \n", + "female 63.633205 72.608108 72.467181 208.708494 69.569498\n", + "male 68.728216 65.473029 63.311203 197.512448 65.837483" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gender_group = df.groupby('gender').mean()\n", "gender_group" @@ -1425,18 +1580,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "id": "b704f144", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "dark" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 8))\n", "\n", "X = ['Total Average','Math Average']\n", "\n", "\n", - "female_scores = [gender_group['average'][0], gender_group['math score'][0]]\n", - "male_scores = [gender_group['average'][1], gender_group['math score'][1]]\n", + "female_scores = [gender_group['average'][0], gender_group['math_score'][0]]\n", + "male_scores = [gender_group['average'][1], gender_group['math_score'][1]]\n", "\n", "X_axis = np.arange(len(X))\n", " \n", @@ -1480,17 +1648,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "acbc5c8e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "dark" + }, + "output_type": "display_data" + } + ], "source": [ "f,ax=plt.subplots(1,2,figsize=(20,10))\n", - "sns.countplot(x=df['race/ethnicity'],data=df,palette = 'bright',ax=ax[0],saturation=0.95)\n", + "sns.countplot(x=df['race_ethnicity'],data=df,palette = 'bright',ax=ax[0],saturation=0.95)\n", "for container in ax[0].containers:\n", " ax[0].bar_label(container,color='black',size=20)\n", " \n", - "plt.pie(x = df['race/ethnicity'].value_counts(),labels=df['race/ethnicity'].value_counts().index,explode=[0.1,0,0,0,0],autopct='%1.1f%%',shadow=True)\n", + "plt.pie(x = df['race_ethnicity'].value_counts(),labels=df['race_ethnicity'].value_counts().index,explode=[0.1,0,0,0,0],autopct='%1.1f%%',shadow=True)\n", "plt.show() " ] }, @@ -1514,26 +1695,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "id": "db261c61", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "dark" + }, + "output_type": "display_data" + } + ], "source": [ - "Group_data2=df.groupby('race/ethnicity')\n", + "Group_data2=df.groupby('race_ethnicity')\n", "f,ax=plt.subplots(1,3,figsize=(20,8))\n", - "sns.barplot(x=Group_data2['math score'].mean().index,y=Group_data2['math score'].mean().values,palette = 'mako',ax=ax[0])\n", + "sns.barplot(x=Group_data2['math_score'].mean().index,y=Group_data2['math_score'].mean().values,palette = 'mako',ax=ax[0])\n", "ax[0].set_title('Math score',color='#005ce6',size=20)\n", "\n", "for container in ax[0].containers:\n", " ax[0].bar_label(container,color='black',size=15)\n", "\n", - "sns.barplot(x=Group_data2['reading score'].mean().index,y=Group_data2['reading score'].mean().values,palette = 'flare',ax=ax[1])\n", + "sns.barplot(x=Group_data2['reading_score'].mean().index,y=Group_data2['reading_score'].mean().values,palette = 'flare',ax=ax[1])\n", "ax[1].set_title('Reading score',color='#005ce6',size=20)\n", "\n", "for container in ax[1].containers:\n", " ax[1].bar_label(container,color='black',size=15)\n", "\n", - "sns.barplot(x=Group_data2['writing score'].mean().index,y=Group_data2['writing score'].mean().values,palette = 'coolwarm',ax=ax[2])\n", + "sns.barplot(x=Group_data2['writing_score'].mean().index,y=Group_data2['writing_score'].mean().values,palette = 'coolwarm',ax=ax[2])\n", "ax[2].set_title('Writing score',color='#005ce6',size=20)\n", "\n", "for container in ax[2].containers:\n", @@ -1571,14 +1765,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "id": "c05ab987", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams['figure.figsize'] = (15, 9)\n", "plt.style.use('fivethirtyeight')\n", - "sns.countplot(df['parental level of education'], palette = 'Blues')\n", + "sns.countplot(df['parental_level_of_education'], palette = 'Blues')\n", "plt.title('Comparison of Parental Education', fontweight = 30, fontsize = 20)\n", "plt.xlabel('Degree')\n", "plt.ylabel('count')\n", @@ -1604,12 +1809,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "id": "122b2581", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "df.groupby('parental level of education').agg('mean').plot(kind='barh',figsize=(10,10))\n", + "df.groupby('parental_level_of_education').agg('mean').plot(kind='barh',figsize=(10,10))\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", "plt.show()" ] @@ -1643,10 +1859,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "id": "a3a277e0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams['figure.figsize'] = (15, 9)\n", "plt.style.use('seaborn-talk')\n", @@ -1676,18 +1903,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "id": "666babd5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f,ax=plt.subplots(1,2,figsize=(20,8))\n", - "sns.countplot(x=df['parental level of education'],data=df,palette = 'bright',hue='test preparation course',saturation=0.95,ax=ax[0])\n", + "sns.countplot(x=df['parental_level_of_education'],data=df,palette = 'bright',hue='test_preparation_course',saturation=0.95,ax=ax[0])\n", "ax[0].set_title('Students vs test preparation course ',color='black',size=25)\n", "for container in ax[0].containers:\n", " ax[0].bar_label(container,color='black',size=20)\n", " \n", - "sns.countplot(x=df['parental level of education'],data=df,palette = 'bright',hue='lunch',saturation=0.95,ax=ax[1])\n", + "sns.countplot(x=df['parental_level_of_education'],data=df,palette = 'bright',hue='lunch',saturation=0.95,ax=ax[1])\n", "for container in ax[1].containers:\n", " ax[1].bar_label(container,color='black',size=20) " ] @@ -1721,18 +1959,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "id": "1b08ed26", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(12,6))\n", "plt.subplot(2,2,1)\n", - "sns.barplot (x=df['lunch'], y=df['math score'], hue=df['test preparation course'])\n", + "sns.barplot (x=df['lunch'], y=df['math_score'], hue=df['test_preparation_course'])\n", "plt.subplot(2,2,2)\n", - "sns.barplot (x=df['lunch'], y=df['reading score'], hue=df['test preparation course'])\n", + "sns.barplot (x=df['lunch'], y=df['reading_score'], hue=df['test_preparation_course'])\n", "plt.subplot(2,2,3)\n", - "sns.barplot (x=df['lunch'], y=df['writing score'], hue=df['test preparation course'])" + "sns.barplot (x=df['lunch'], y=df['writing_score'], hue=df['test_preparation_course'])" ] }, { @@ -1754,18 +2013,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "id": "62a813a5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.subplots(1,4,figsize=(16,5))\n", "plt.subplot(141)\n", - "sns.boxplot(df['math score'],color='skyblue')\n", + "sns.boxplot(df['math_score'],color='skyblue')\n", "plt.subplot(142)\n", - "sns.boxplot(df['reading score'],color='hotpink')\n", + "sns.boxplot(df['reading_score'],color='hotpink')\n", "plt.subplot(143)\n", - "sns.boxplot(df['writing score'],color='yellow')\n", + "sns.boxplot(df['writing_score'],color='yellow')\n", "plt.subplot(144)\n", "sns.boxplot(df['average'],color='lightgreen')\n", "plt.show()" @@ -1781,10 +2051,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "id": "f09f746c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.pairplot(df,hue = 'gender')\n", "plt.show()" @@ -1810,6 +2091,12 @@ "- Student's Performance is not much related with test preparation course\n", "- Finishing preparation course is benefitial." ] + }, + { + "cell_type": "markdown", + "id": "ad491a7c", + "metadata": {}, + "source": [] } ], "metadata": { @@ -1828,7 +2115,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.0" + "version": "3.9.6" }, "vscode": { "interpreter": {