diff --git a/exercicios/para-casa/BrendaFreire.ipynb b/exercicios/para-casa/BrendaFreire.ipynb new file mode 100644 index 0000000..324643b --- /dev/null +++ b/exercicios/para-casa/BrendaFreire.ipynb @@ -0,0 +1,1874 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import ttest_ind\n", + "import seaborn as sns\n", + "\n", + "# ['name', 'birth_year', 'birth_date', 'birthplace', 'race_ethnicity', 'religion', 'sexual_orientation', 'year_edition', 'category', 'movie']" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"world_ampas_oscar_winner_demographics.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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namebirth_yearbirth_datebirthplacerace_ethnicityreligionsexual_orientationyear_editioncategorymovie
0Marie Dressler18681868-11-02Cobourg, Ontario, CanadaWhiteNaNStraight1931Best ActressMin and Bill
1George Arliss18681868-04-10London, EnglandWhiteNaNStraight1930Best ActorDesraeli
2Edmund Gwenn18751875-09-26Vale of Glamorgan, WalesWhiteNaNNa1948Best Supporting ActorMiracle on 34th Street
3Charles Coburn18771877-06-17Savannah, GaWhiteNaNStraight1944Best Supporting ActorThe More the Merrier
4Lionel Barrymore18781878-04-28Philadelphia, PaWhiteRoman CatholicStraight1931Best ActorA Free Soul
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" + ], + "text/plain": [ + " name birth_year birth_date birthplace \\\n", + "0 Marie Dressler 1868 1868-11-02 Cobourg, Ontario, Canada \n", + "1 George Arliss 1868 1868-04-10 London, England \n", + "2 Edmund Gwenn 1875 1875-09-26 Vale of Glamorgan, Wales \n", + "3 Charles Coburn 1877 1877-06-17 Savannah, Ga \n", + "4 Lionel Barrymore 1878 1878-04-28 Philadelphia, Pa \n", + "\n", + " race_ethnicity religion sexual_orientation year_edition \\\n", + "0 White NaN Straight 1931 \n", + "1 White NaN Straight 1930 \n", + "2 White NaN Na 1948 \n", + "3 White NaN Straight 1944 \n", + "4 White Roman Catholic Straight 1931 \n", + "\n", + " category movie \n", + "0 Best Actress Min and Bill \n", + "1 Best Actor Desraeli \n", + "2 Best Supporting Actor Miracle on 34th Street \n", + "3 Best Supporting Actor The More the Merrier \n", + "4 Best Actor A Free Soul " + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(415, 10)" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "df_backup = df.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name 0\n", + "birth_year 0\n", + "birth_date 1\n", + "birthplace 0\n", + "race_ethnicity 0\n", + "religion 256\n", + "sexual_orientation 0\n", + "year_edition 0\n", + "category 0\n", + "movie 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# nulos por coluna\n", + "\n", + "nulos_por_colunas = df.isnull().sum()\n", + "print(nulos_por_colunas)" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 1\n", + "1 1\n", + "2 1\n", + "3 1\n", + "4 0\n", + " ..\n", + "410 0\n", + "411 0\n", + "412 1\n", + "413 1\n", + "414 1\n", + "Length: 415, dtype: int64\n" + ] + } + ], + "source": [ + "nulos_por_linhas = df.isnull().sum(axis=1)\n", + "print(nulos_por_linhas)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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birth_yearyear_edition
count415.000000415.000000
mean1928.8481931972.867470
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50%1928.0000001973.000000
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" + ], + "text/plain": [ + " birth_year year_edition\n", + "count 415.000000 415.000000\n", + "mean 1928.848193 1972.867470\n", + "std 25.716376 24.057284\n", + "min 1868.000000 1927.000000\n", + "25% 1908.000000 1952.500000\n", + "50% 1928.000000 1973.000000\n", + "75% 1949.000000 1994.000000\n", + "max 1990.000000 2014.000000" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# descrição dos dados\n", + "\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 415 entries, 0 to 414\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 name 415 non-null object\n", + " 1 birth_year 415 non-null int64 \n", + " 2 birth_date 414 non-null object\n", + " 3 birthplace 415 non-null object\n", + " 4 race_ethnicity 415 non-null object\n", + " 5 religion 159 non-null object\n", + " 6 sexual_orientation 415 non-null object\n", + " 7 year_edition 415 non-null int64 \n", + " 8 category 415 non-null object\n", + " 9 movie 415 non-null object\n", + "dtypes: int64(2), object(8)\n", + "memory usage: 32.6+ KB\n", + "None\n" + ] + } + ], + "source": [ + "# verificar as informações\n", + "\n", + "df_info = df.info()\n", + "print(df_info)" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [], + "source": [ + "# remover linhas duplicadas\n", + "\n", + "df = df.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(415, 10)" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['name', 'birth_year', 'birth_date', 'birthplace', 'race_ethnicity',\n", + " 'religion', 'sexual_orientation', 'year_edition', 'category', 'movie'],\n", + " dtype='object')" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop(columns=['religion', 'birth_date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(415, 8)" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['name', 'birth_year', 'birthplace', 'race_ethnicity',\n", + " 'sexual_orientation', 'year_edition', 'category', 'movie'],\n", + " dtype='object')" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [], + "source": [ + "# renomear as colunas\n", + "\n", + "df.rename(columns={\n", + " 'name': 'nome',\n", + " 'birth_year': 'ano de nascimento',\n", + " 'birthplace': 'local de nascimento',\n", + " 'race_ethnicity': 'raça',\n", + " 'sexual_orientation': 'orientação sexual',\n", + " 'year_edition': 'ano da edição',\n", + " 'category': 'categoria',\n", + " 'movie': 'filme'\n", + "}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['nome', 'ano de nascimento', 'local de nascimento', 'raça',\n", + " 'orientação sexual', 'ano da edição', 'categoria', 'filme'],\n", + " dtype='object')" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('Dados_Oscar_Tratado', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "contagem_categoria = df['categoria'].value_counts()\n", + "\n", + "# criação do gráfico\n", + "\n", + "contagem_categoria.plot(kind=\"bar\", edgecolor=\"blue\", color=\"pink\")\n", + "\n", + "# configurações\n", + "plt.xlabel(\"Categoria\")\n", + "plt.ylabel(\"Quantidade\")\n", + "plt.title(\"Categorias do Oscar até 2014\")\n", + "plt.legend\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# contando o número de pessoas brancas\n", + "\n", + "contagem_brancos = df['raça'].value_counts()\n", + "\n", + "# criação do gráfico\n", + "\n", + "contagem_brancos.plot(kind=\"bar\", edgecolor=\"blue\", color=\"pink\")\n", + "\n", + "# configurações\n", + "plt.xlabel(\"Raça do Ator/Atriz\")\n", + "plt.ylabel(\"Quantidade\")\n", + "plt.title(\"Raça dos Vencedores do Oscar até 2014\")\n", + "plt.legend\n", + "\n", + "# cores para barras\n", + "cores = ['pink']\n", + "\n", + "#criando o grafico\n", + "barras = contagem_brancos.plot.bar(color=cores)\n", + "\n", + "for i, v in enumerate(contagem_brancos):\n", + " barras.text(i, v + 0.03, f'{v}', color='black', ha='center')\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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oVasW7t27l6dlMjY2lv5OSkrCixcvULduXQghpP8Unj9/jhMnTqB///5wcXFRevy7u+DenVdaWhpevnyJUqVKwdLSUmn3yL59+1CrVi1pV17WcgwaNAj379/HjRs3cq1XJpMhMDAQs2bNQtGiRbF161b4+vrC1dUV3bt3l3btCCHw999/o127dhBCKK1Lb29vxMXFKdU0bdo0lC9fHn379sX333+PRo0aYcSIEXlahzl5d128evUKcXFxaNCgwQd3E+Vm3759MDAwwNChQ6Vp+vr6GD58uFK/p0+fIjQ0FD4+PkqbsCtVqoTmzZtj37590jRLS0ucPXsWT548yVct+vr66NGjB4KDg5X+A/T394e9vT2aNWsG4O1/ig0aNEDRokWV1r2XlxcyMjJw4sQJpfl2794dRYsWle5nbYHMeh/n5T2Yn9d83759cHR0xNdffy3Nx8TEBIMGDVKa94ULF/Ds2TN8//33MDIykqa3adMGHh4eOW7Bffd1yloXFhYWaN68uVJN1atXh5mZmfSZztpCtHfv3nwd1XT48GGkpqZi+PDhSp/HrK1Y7/qUz15evv/e/+7LWqbdu3cr7b58199//w0bG5ts72cg9++Xj32mGjVqhHLlyuVa57venW9CQgJevHiBBg0aIDk5OU9Hd27fvh1ly5aFh4eH0uvbtGlTAMj2nf0x/v7+WLduHX744Qe4u7tL07N2s8vl8myPMTIyynHoQV7MnTsXaWlp2XYtaiKGnUKS9UH+0KG377a//6Xg5ub20ee4c+cOhBBwd3eHra2t0u3mzZvZxkoUK1Ys25ifokWLZhsLkJvIyEjpx9HMzAy2trZo1KgRACAuLg7A//3gVKhQ4YPzev36NaZMmSKN0bCxsYGtrS1iY2OleQHAgwcPUKZMmWyPL1u2rNT+IXK5HBMnTsTNmzfx5MkTbN26FXXq1FHatfL8+XPExsZKY6vevfXr1w8AlNaloaEh1q9fj4iICCQkJGDDhg2fdP6jvXv3ok6dOjAyMoKVlRVsbW2xatUqpfWQVw8ePICjo6O02TzL++swa73ltm5fvHiBpKQkAG9PEXDt2jU4OzujVq1amDZtWp4DctY4FH9/fwBvx3KcPHkSPXr0kHb53blzBwcOHMi27r28vAAg2/v4/QCTFXyy3sd5eQ/m5zV/8OABSpUqle01zs869fDwyPZeNTAwQLFixZSm3blzB3FxcbCzs8tWV2JiolRTo0aN0KVLF0yfPh02Njbo0KEDNmzY8NFxH1k1vPvDCAC2trZKATKrb0E/e3n5/nv/u6979+6oV68evvvuO9jb26NHjx7466+/lIJPeHg4ypQp88Fd0kD+PlN5+a7Ncv36dXTq1AkWFhZQKBSwtbWV/oHMy+f1zp07uH79erbXtnTp0gCyv9c/5OTJkxgwYAC8vb2lXbNZskJZTu+HN2/eKIW2vLp//z7mz5+P2bNnZ/t+0UQcs1NILCws4OjoiCtXrnyw35UrV/DVV19BoVAoTc/LmzEzMxMymQz79+/PcazI+2/I3MaTiA+MCcqSkZGB5s2bIyYmBhMmTICHhwdMTU3x+PFj+Pj45PqfWG6GDx+ODRs2YNSoUfD09ISFhQVkMhl69OiR73nllaOjI3r06IEuXbqgfPny+Ouvv7Bx40bp+Xr37p3j2Bbg7RaPdwUGBgJ4+8Vx586dbF+YMpksx/X67kBG4O0XVvv27dGwYUOsXLkSjo6OKFKkCDZs2CAFBHXr1q0bGjRogJ07d+LgwYOYP38+fv75ZwQEBKBVq1YffGz16tXh4eGBrVu34n//+x+2bt0KIYQUgoC37+PmzZtj/PjxOc4j64cgy6e8j999TiB/r7mqyeVy6Okp//+ZmZkJOzs7bNmyJcfHZB3okHVukzNnzmDPnj0IDAxE//79sXDhQpw5c0btP0ZZgejKlSuoUqVKjn2yvhuztqoYGxvjxIkTOHr0KP79918cOHAAf/75J5o2bYqDBw/meTxcfj9Tef3hj42NRaNGjaBQKDBjxgyULFkSRkZGuHjxIiZMmJCn763MzExUrFhRGu/3Pmdn5zzVcvnyZbRv3x4VKlTAjh07soU/R0dHAG+34L4/z6dPn6JWrVp5ep53TZkyBV999RUaN24sbanNGi/0/Plz3L9/Hy4uLtne0+rCsFOI2rZti7Vr1+LUqVNKm4KznDx5Evfv38fgwYMLNP+SJUtCCAE3N7dsPwgFldsWiqtXr+L27dvYtGmT0qDDQ4cOKfUrUaIEAODatWsffJ4dO3agb9++WLhwoTTtzZs32Y4acnV1RVhYWLbHZ20yzhqEnB9FihRBpUqVcOfOHbx48QK2trYwNzdHRkaGtDXhQ65cuYIZM2agX79+CA0NxXfffYerV6/CwsJC6lO0aNEct368/9/w33//DSMjIwQGBiptct6wYUO+lwt4uz6CgoKQmJio9IP3/jrMWm+5rVsbGxuYmppK0xwdHfH999/j+++/x7Nnz1CtWjXMnj37o2EHeLt1Z/Lkybhy5Qr8/f3h7u4uHfUHvH0fJyYm5mnd50Ve3oP5ec1dXV1x7do1CCGUPh8fWqdZuyXe7ZuX92rJkiVx+PBh1KtXL08/wnXq1EGdOnUwe/Zs+Pv7o1evXti2bRu+++67XJcFeLuFIWs9AW9/rN7fwvspn71WrVpBX18fmzdvznWQ8u+//w4DAwO0bNlSmqanp4dmzZqhWbNmWLRoEX766SdMnDgRR48ehZeXF0qWLImzZ88iLS0t1zMOq/ozleXYsWN4+fIlAgIC0LBhQ2l6REREtr65fY+WLFkSly9fRrNmzQq8NTg8PBwtW7aEnZ0d9u3bl2OwzQqYFy5cUAo2T548waNHj7Ltgs2LyMhI3L17V+l9k+X7778H8Hbr6ruD8NVJMyLXF2LcuHEwNjbG4MGDs50lNiYmBkOGDIGJiQnGjRtXoPl37twZ+vr6mD59erb/aoUQBTozbdYP3PuhI+u/qnefRwiBpUuXKvWztbVFw4YNsX79ekRGRmar6d35vV/z8uXLs235aN26Nc6dO4fg4GBpWlJSEtasWYPixYt/cF/7nTt3stWQtWzBwcEoWrQobG1toa+vjy5duuDvv//O8Qfy+fPn0t9paWnw8fGBk5MTli5dio0bNyI6OhqjR49WekzJkiVx69YtpcdevnxZ6ciSrPUgk8mUlvv+/fsFOioDeLu+0tPTsWrVKmlaRkYGli9frtTP0dERVapUwaZNm5Re62vXruHgwYNo3bq19Nj3N8/b2dnByckpT4fKAv+3K2vKlCkIDQ1V2qoDvN1yFBwcLG0te1dsbGy2M75+TF7eg/l5zVu3bo0nT54oHa6bdUqJd9WoUQN2dnZYvXq10rrZv38/bt68macj67p164aMjAzMnDkzW1t6err0Wr169Srb5yfrB+5Dr4uXlxeKFCmC5cuXKz0+p7P9fspnz9nZGf369cPhw4eV3otZVq9ejSNHjmDAgAHSrryYmJhs/d5fpi5duuDFixdYsWJFtr7vvraq/Exlyek7MDU1FStXrszW19TUNMfdWt26dcPjx4+xdu3abG2vX7+Wdh3nJioqCi1atICenh4CAwOzndIkS/ny5eHh4YE1a9YorYdVq1ZBJpMpjT/Lq1mzZmHnzp1Kt6z36fjx47Fz506lf5DUrhAHQ5MQ4q+//hJFihQRjo6OYtKkSWLdunVi8uTJwsnJSRgaGoq///5bqX/WEVc5HZHw/tFYQrw9GgqAqFu3rpg3b55YtWqVGD9+vHB3dxfz58+X+jVq1EiUL18+2zzfPzooNTVVWFpaijJlyojffvtNbN26Vdy7d0+kpqaKkiVLChsbGzF79myxfPly0bhxY1G5cuVsR/mEhoYKMzMzYW1tLfz8/MSaNWvE//73P1G5cmWpT58+fYS+vr4YOXKk+PXXX4WPj48oVqyYsLa2VjoiJCoqStjb2wsLCwsxefJksXjxYlGlShUhk8k+evbp7du3iyJFioj27duL+fPni3Xr1okZM2aIkiVLZjuCKioqSri6ugoTExOppjlz5oiuXbuKokWLSv2mTJkiZDKZOHLkiDRt1qxZAoD4999/pWk3btwQenp6omrVqmLFihViypQpws7OTlSsWFFpfQcFBQkAokGDBmLVqlVi+vTpws7OTlSqVCnba52Xo7EyMjJEvXr1hJ6envj+++/FihUrRNOmTaX5vfs6HTp0SBgYGAgPDw8xf/58MWPGDGFrayuKFi0q7t27J4QQ4tWrV8LU1FT07dtXLFq0SKxZs0Z069ZNABALFy78YC3vqlu3rgAgAIg7d+4otSUlJYlq1aoJAwMD8d1334lVq1aJBQsWiL59+wpTU1Pps5B1NNa77+ssAMTUqVOl+3l5D+b1Nc868srIyEhMmDBBLFmyRFSvXl1ap+8eubJhwwYBQNSuXVssWbJE+Pn5CRMTE1G8eHHx6tUrqV/WsuVk8ODBAoBo1aqVWLx4sVixYoUYOXKkcHJyko56Wbx4sXB3dxfjx48Xv/76q1iwYIEoU6aMUCgU0muXGz8/PwFAtG7dWqxYsUIMGDBAODk5CRsbG5V99oR4e+RW/fr1BQDRvn17sXLlSrFy5UrRoUOHHM+gPHLkSFG1alUxadIksXbtWjF79mzx1VdfiWLFionY2FghxNsj/Bo3biwAiB49eohffvlFzJs3T7Ro0ULs2rVLCJG/zxSAPB9p+OLFC1G0aFHh6uoqFi5cKBYtWiSqVq0qfQe++z6YN2+eACBGjx4t/P39xT///COEePv5bN26tZDJZKJHjx5i+fLl0lndraysPnp0XdZzjR8/XmzevFnpdvDgQaW+e/bsETKZTDRt2lSsWbNGjBgxQujp6YmBAwdmm+/MmTPFzJkzRY8ePQQA0b9/f2nah2jy0VgMO2pw5coV0bNnT+Ho6CiKFCkiHBwcRM+ePcXVq1ez9c1v2BHi7SUp6tevL0xNTYWpqanw8PAQvr6+IiwsTOqT17AjxNtDecuVKycMDAyUfiBv3LghvLy8hJmZmbCxsREDBw4Uly9fzvFQ9WvXrolOnToJhUIhAIgyZcqIyZMnS+2vXr0S/fr1EzY2NsLMzEx4e3uLW7du5fiDHh4eLr7++mthaWkpjIyMRK1atcTevXuzLcv7oqOjxdy5c0WjRo2Eo6OjMDAwEEWLFhVNmzYVO3bsyLG/r6+vcHZ2ll6nZs2aiTVr1gghhAgJCREGBgZi+PDhSo9LT08XNWvWFE5OTko/aH/88YcoUaKEMDQ0FFWqVBGBgYE5ru9169YJd3d3IZfLhYeHh9iwYUOOr3Vez3D78uVL8e233wqFQiEsLCzEt99+Ky5dupTj63T48GFRr149YWxsLBQKhWjXrp24ceOG1J6SkiLGjRsnKleuLMzNzYWpqamoXLmyWLly5UfreNcvv/wiAIhatWrl2J6QkCD8/PxEqVKlhKGhobCxsRF169YVCxYsEKmpqUKI/IUdIf7vPZj1vnn/PSjEx1/zLA8ePBDt27cXJiYmwsbGRowcOVI6HPz9w3T//PNPUbVqVSGXy4WVlZXo1auXePTokVKfD4UdIYRYs2aNqF69ujA2Nhbm5uaiYsWKYvz48eLJkydCiLeHbffs2VO4uLgIuVwu7OzsRNu2bcWFCxdynWeWjIwMMX36dOHo6CiMjY1F48aNxbVr11T62cuSkpIiFi9eLKpXry5MTU2FiYmJqFatmliyZIn0umYJCgoSHTp0kP4RdHJyEj179sx2SoLk5GQxceJE4ebmJr1mX3/9tdKZ6PP6mcpP2BFCiP/++0/UqVNHGBsbCycnJzF+/HgRGBiY7X2QmJgovvnmG2FpaSkAZPuH8ueffxbly5cXcrlcFC1aVFSvXl1Mnz5dxMXFffD5s/5hyOmW06kudu7cKapUqSLkcrkoVqyYmDRpUrb1/rH5fogmhx2ZEPkYxUekAl5eXhg/fjxatGih7lKIiOgLwDE7VOjatWuHP/74Q91lEBHRF4JHY1Gh2bp1K5KSkrB9+3bY2dmpuxwiIvpCcMsOFZrr169j2LBhePz4McaOHavucoiI6AvBMTtERESk07hlh4iIiHQaww4RERHpNIYdIiIi0mk8GgtvL8b25MkTmJubf9LVqomIiKjwCCGQkJAAJyenD150lGEHby+GlteryxIREZFmefjwoXRdtZww7AAwNzcH8HZlKRQKNVdDREREeREfHw9nZ2fpdzw3DDuAtOtKoVAw7BAREWmZjw1B4QBlIiIi0mkMO0RERKTTGHaIiIhIpzHsEBERkU5j2FGjVatWoVKlStLAaE9PT+zfvx8AcP/+fchkshxv27dvBwC8fPkSLVu2hJOTE+RyOZydnTFs2DDEx8erc7GIiIg0Co/GUqNixYph7ty5cHd3hxACmzZtQocOHXDp0iV4eHjg6dOnSv3XrFmD+fPno1WrVgAAPT09dOjQAbNmzYKtrS3u3r0LX19fxMTEwN/fXx2LREREpHF41XO8PU7fwsICcXFxaj/03MrKCvPnz8eAAQOytVWtWhXVqlXDunXrcn38smXLMH/+fDx8+PBzlklERKR2ef395m4sDZGRkYFt27YhKSkJnp6e2dpDQkIQGhqaYwjK8uTJEwQEBKBRo0afs1QiIiKtwrCjZlevXoWZmRnkcjmGDBmCnTt3oly5ctn6rVu3DmXLlkXdunWztfXs2RMmJib46quvoFAo8NtvvxVG6URERFqBYUfNypQpg9DQUJw9exZDhw5F3759cePGDaU+r1+/hr+/f65bdRYvXoyLFy9i9+7dCA8Px5gxYwqjdCIiIq3AMTvQrDE7Xl5eKFmyJH799Vdp2ubNmzFgwAA8fvwYtra2H3z8qVOn0KBBAzx58gSOjo6fu1wiIiK14ZgdLZWZmYmUlBSlaevWrUP79u0/GnSyHg8g2zyIiIi+VDz0XI38/PzQqlUruLi4ICEhAf7+/jh27BgCAwOlPnfv3sWJEyewb9++bI/ft28foqOjUbNmTZiZmeH69esYN24c6tWrh+LFixfikhAREWkuhp3PJDISePHiw31u3nyGTZv64MWLpzAzs4C7eyWsWBEIa+vmuHjxbZ8VK9bDzq4YbGxaSNOyPHxojJUr1+LevdFIS0uBvb0zmjTpjH79fszWNzc2NoCLS/6Xj4iISFtwzA5UP2YnMhJwibiggso+P9PW1XHzpoyBh4iItA7H7KjRx7boaJLkZJlW1UtERJRfDDtERESk0xh2iIiISKcx7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJpDDtERESk0xh2iIiISKcx7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJpag07q1atQqVKlaBQKKBQKODp6Yn9+/dL7Y0bN4ZMJlO6DRkyRGkekZGRaNOmDUxMTGBnZ4dx48YhPT29sBeFiIiINJSBOp+8WLFimDt3Ltzd3SGEwKZNm9ChQwdcunQJ5cuXBwAMHDgQM2bMkB5jYmIi/Z2RkYE2bdrAwcEBp0+fxtOnT9GnTx8UKVIEP/30U6EvDxEREWketYaddu3aKd2fPXs2Vq1ahTNnzkhhx8TEBA4ODjk+/uDBg7hx4wYOHz4Me3t7VKlSBTNnzsSECRMwbdo0GBoafvZlICIiIs2mMWN2MjIysG3bNiQlJcHT01OavmXLFtjY2KBChQrw8/NDcnKy1BYcHIyKFSvC3t5emubt7Y34+Hhcv3491+dKSUlBfHy80o2IiIh0k1q37ADA1atX4enpiTdv3sDMzAw7d+5EuXLlAADffPMNXF1d4eTkhCtXrmDChAkICwtDQEAAACAqKkop6ACQ7kdFReX6nHPmzMH06dM/0xIRERGRJlF72ClTpgxCQ0MRFxeHHTt2oG/fvjh+/DjKlSuHQYMGSf0qVqwIR0dHNGvWDOHh4ShZsmSBn9PPzw9jxoyR7sfHx8PZ2fmTloOIiIg0k9p3YxkaGqJUqVKoXr065syZg8qVK2Pp0qU59q1duzYA4O7duwAABwcHREdHK/XJup/bOB8AkMvl0hFgWTciIiLSTWoPO+/LzMxESkpKjm2hoaEAAEdHRwCAp6cnrl69imfPnkl9Dh06BIVCIe0KIyIioi+bWndj+fn5oVWrVnBxcUFCQgL8/f1x7NgxBAYGIjw8HP7+/mjdujWsra1x5coVjB49Gg0bNkSlSpUAAC1atEC5cuXw7bffYt68eYiKisKkSZPg6+sLuVyuzkUjIiIiDaHWsPPs2TP06dMHT58+hYWFBSpVqoTAwEA0b94cDx8+xOHDh7FkyRIkJSXB2dkZXbp0waRJk6TH6+vrY+/evRg6dCg8PT1hamqKvn37Kp2Xh4iIiL5sMiGEUHcR6hYfHw8LCwvExcWpZPzOxYtAtYQLKqjs85M1roGQEKBaNXVXQkRElD95/f3WuDE7RERERKrEsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0tYadVatWoVKlSlAoFFAoFPD09MT+/ful9jdv3sDX1xfW1tYwMzNDly5dEB0drTSPyMhItGnTBiYmJrCzs8O4ceOQnp5e2ItCREREGkqtYadYsWKYO3cuQkJCcOHCBTRt2hQdOnTA9evXAQCjR4/Gnj17sH37dhw/fhxPnjxB586dpcdnZGSgTZs2SE1NxenTp7Fp0yZs3LgRU6ZMUdciERERkYaRCSGEuot4l5WVFebPn4+vv/4atra28Pf3x9dffw0AuHXrFsqWLYvg4GDUqVMH+/fvR9u2bfHkyRPY29sDAFavXo0JEybg+fPnMDQ0zNNzxsfHw8LCAnFxcVAoFJ+8DBcvAtUSLnzyfAqDrHENhIQA1aqpuxIiIqL8yevvt8aM2cnIyMC2bduQlJQET09PhISEIC0tDV5eXlIfDw8PuLi4IDg4GAAQHByMihUrSkEHALy9vREfHy9tHcpJSkoK4uPjlW5ERESkm9Qedq5evQozMzPI5XIMGTIEO3fuRLly5RAVFQVDQ0NYWloq9be3t0dUVBQAICoqSinoZLVnteVmzpw5sLCwkG7Ozs6qXSgiIiLSGGoPO2XKlEFoaCjOnj2LoUOHom/fvrhx48ZnfU4/Pz/ExcVJt4cPH37W5yMiIiL1MVB3AYaGhihVqhQAoHr16jh//jyWLl2K7t27IzU1FbGxsUpbd6Kjo+Hg4AAAcHBwwLlz55Tml3W0VlafnMjlcsjlchUvCREREWkitW/ZeV9mZiZSUlJQvXp1FClSBEFBQVJbWFgYIiMj4enpCQDw9PTE1atX8ezZM6nPoUOHoFAoUK5cuUKvnYiIiDSPWrfs+Pn5oVWrVnBxcUFCQgL8/f1x7NgxBAYGwsLCAgMGDMCYMWNgZWUFhUKB4cOHw9PTE3Xq1AEAtGjRAuXKlcO3336LefPmISoqCpMmTYKvry+33BAREREANYedZ8+eoU+fPnj69CksLCxQqVIlBAYGonnz5gCAxYsXQ09PD126dEFKSgq8vb2xcuVK6fH6+vrYu3cvhg4dCk9PT5iamqJv376YMWOGuhaJiIiINIzGnWdHHXieHZ5nh4iItI/WnWeHiIiI6HNg2CEiIiKdxrBDREREOo1hh4iIiHQaww4RERHpNIYdIiIi0mkMO0RERKTTGHaIiIhIpzHsEBERkU5j2CEiIiKdxrBDREREOo1hh4iIiHQaww4RERHpNIYdIiIi0mkMO0RERKTTGHaIiIhIpzHsEBERkU5j2CEiIiKdxrBDREREOo1hh4iIiHQaww4RERHpNIYdIiIi0mkMO0RERKTTGHaIiIhIpzHsEBERkU5j2CEiIiKdxrBDREREOo1hh4iIiHQaww4RERHpNIYdIiIi0mkMO0RERKTTGHaIiIhIpzHsEBERkU5j2CEiIiKdxrBDREREOo1hh4iIiHSaWsPOnDlzULNmTZibm8POzg4dO3ZEWFiYUp/GjRtDJpMp3YYMGaLUJzIyEm3atIGJiQns7Owwbtw4pKenF+aiEBERkYYyUOeTHz9+HL6+vqhZsybS09Pxv//9Dy1atMCNGzdgamoq9Rs4cCBmzJgh3TcxMZH+zsjIQJs2beDg4IDTp0/j6dOn6NOnD4oUKYKffvqpUJeHiIiINI9aw86BAweU7m/cuBF2dnYICQlBw4YNpekmJiZwcHDIcR4HDx7EjRs3cPjwYdjb26NKlSqYOXMmJkyYgGnTpsHQ0PCzLgMRERFpNo0asxMXFwcAsLKyUpq+ZcsW2NjYoEKFCvDz80NycrLUFhwcjIoVK8Le3l6a5u3tjfj4eFy/fj3H50lJSUF8fLzSjYiIiHSTWrfsvCszMxOjRo1CvXr1UKFCBWn6N998A1dXVzg5OeHKlSuYMGECwsLCEBAQAACIiopSCjoApPtRUVE5PtecOXMwffr0z7QkREREpEk0Juz4+vri2rVrOHXqlNL0QYMGSX9XrFgRjo6OaNasGcLDw1GyZMkCPZefnx/GjBkj3Y+Pj4ezs3PBCiciIiKNphG7sYYNG4a9e/fi6NGjKFas2Af71q5dGwBw9+5dAICDgwOio6OV+mTdz22cj1wuh0KhULoRERGRblJr2BFCYNiwYdi5cyeOHDkCNze3jz4mNDQUAODo6AgA8PT0xNWrV/Hs2TOpz6FDh6BQKFCuXLnPUjcRERFpD7XuxvL19YW/vz92794Nc3NzaYyNhYUFjI2NER4eDn9/f7Ru3RrW1ta4cuUKRo8ejYYNG6JSpUoAgBYtWqBcuXL49ttvMW/ePERFRWHSpEnw9fWFXC5X5+IRERGRBlDrlp1Vq1YhLi4OjRs3hqOjo3T7888/AQCGhoY4fPgwWrRoAQ8PD/zwww/o0qUL9uzZI81DX18fe/fuhb6+Pjw9PdG7d2/06dNH6bw8RERE9OVS65YdIcQH252dnXH8+PGPzsfV1RX79u1TVVlERESkQzRigDIRERHR58KwQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJpDDtERESk0wocdmJjY/Hbb7/Bz88PMTExAICLFy/i8ePHKiuOiIiI6FMV6Dw7V65cgZeXFywsLHD//n0MHDgQVlZWCAgIQGRkJH7//XdV10lERERUIAXasjNmzBj4+Pjgzp07MDIykqa3bt0aJ06cUFlxRERERJ+qQGHn/PnzGDx4cLbpX331lXR9KyIiIiJNUKCwI5fLER8fn2367du3YWtr+8lFEREREalKgcJO+/btMWPGDKSlpQEAZDIZIiMjMWHCBHTp0kWlBRIRERF9igKFnYULFyIxMRF2dnZ4/fo1GjVqhFKlSsHc3ByzZ89WdY1EREREBVago7EsLCxw6NAhnDp1CleuXEFiYiKqVasGLy8vVddHRERE9EkKFHay1K9fH/Xr11dVLUREREQql+ews2zZsjzPdMSIEQUqhoiIiEjV8hx2Fi9erHT/+fPnSE5OhqWlJYC3Z1Q2MTGBnZ0dww4RERFpjDwPUI6IiJBus2fPRpUqVXDz5k3ExMQgJiYGN2/eRLVq1TBz5szPWS8RERFRvhToaKzJkydj+fLlKFOmjDStTJkyWLx4MSZNmqSy4oiIiIg+VYHCztOnT5Genp5tekZGBqKjoz+5KCIiIiJVKVDYadasGQYPHoyLFy9K00JCQjB06FAefk5EREQapUBhZ/369XBwcECNGjUgl8shl8tRq1Yt2Nvb47ffflN1jUREREQFVqDz7Nja2mLfvn24ffs2bt26BQDw8PBA6dKlVVocERER0af6pJMKli5dmgGHiIiINFqBw86jR4/wzz//IDIyEqmpqUptixYt+uTCiIiIiFShQGEnKCgI7du3R4kSJXDr1i1UqFAB9+/fhxAC1apVU3WNRERERAVWoAHKfn5+GDt2LK5evQojIyP8/fffePjwIRo1aoSuXbuqukYiIiKiAitQ2Ll58yb69OkDADAwMMDr169hZmaGGTNm4Oeff1ZpgURERESfokBhx9TUVBqn4+joiPDwcKntxYsXqqmMiIiISAUKNGanTp06OHXqFMqWLYvWrVvjhx9+wNWrVxEQEIA6deqoukYiIiKiAitQ2Fm0aBESExMBANOnT0diYiL+/PNPuLu780gsIiIi0igFCjslSpSQ/jY1NcXq1atVVhARERGRKhVozA4RERGRtsjzlp2iRYtCJpPlqW9MTEyBCyIiIiJSpTyHnSVLlkh/v3z5ErNmzYK3tzc8PT0BAMHBwQgMDMTkyZNVXiQRERFRQcmEECK/D+rSpQuaNGmCYcOGKU1fsWIFDh8+jF27dqmqvkIRHx8PCwsLxMXFQaFQfPL8Ll4EqiVcUEFln5+scQ2EhAA88TUREWmbvP5+F2jMTmBgIFq2bJltesuWLXH48OE8z2fOnDmoWbMmzM3NYWdnh44dOyIsLEypz5s3b+Dr6wtra2uYmZmhS5cuiI6OVuoTGRmJNm3awMTEBHZ2dhg3bhzS09MLsmhERESkYwoUdqytrbF79+5s03fv3g1ra+s8z+f48ePw9fXFmTNncOjQIaSlpaFFixZISkqS+owePRp79uzB9u3bcfz4cTx58gSdO3eW2jMyMtCmTRukpqbi9OnT2LRpEzZu3IgpU6YUZNGIiIhIxxRoN9bGjRvx3XffoVWrVqhduzYA4OzZszhw4ADWrl0LHx+fAhXz/Plz2NnZ4fjx42jYsCHi4uJga2sLf39/fP311wCAW7duoWzZsggODkadOnWwf/9+tG3bFk+ePIG9vT0AYPXq1ZgwYQKeP38OQ0PDjz4vd2NxNxYREWmfz7oby8fHB//99x8UCgUCAgIQEBAAhUKBU6dOFTjoAEBcXBwAwMrKCgAQEhKCtLQ0eHl5SX08PDzg4uKC4OBgAG8HRlesWFEKOgDg7e2N+Ph4XL9+PcfnSUlJQXx8vNKNiIiIdFOBTioIALVr18aWLVtUVkhmZiZGjRqFevXqoUKFCgCAqKgoGBoawtLSUqmvvb09oqKipD7vBp2s9qy2nMyZMwfTp09XWe1ERESkufIcduLj46VNRB/bElKQXUG+vr64du0aTp06le/H5pefnx/GjBkj3Y+Pj4ezs/Nnf14iIiIqfPk6qeDTp09hZ2cHS0vLHE8wKISATCZDRkZGvooYNmwY9u7dixMnTqBYsWLSdAcHB6SmpiI2NlZp6050dDQcHBykPufOnVOaX9bRWll93ieXyyGXy/NVIxEREWmnPIedI0eOSGNpjh49qpInF0Jg+PDh2LlzJ44dOwY3Nzel9urVq6NIkSIICgpCly5dAABhYWGIjIyUTmbo6emJ2bNn49mzZ7CzswMAHDp0CAqFAuXKlVNJnURERKS98hx2GjVqJP3t5uYGZ2fnbFt3hBB4+PBhnp/c19cX/v7+2L17N8zNzaUxNhYWFjA2NoaFhQUGDBiAMWPGwMrKCgqFAsOHD4enpyfq1KkDAGjRogXKlSuHb7/9FvPmzUNUVBQmTZoEX19fbr0hIiKigh2N5ebmhufPn2ebHhMTk23rzIesWrUKcXFxaNy4MRwdHaXbn3/+KfVZvHgx2rZtiy5duqBhw4ZwcHBAQECA1K6vr4+9e/dCX18fnp6e6N27N/r06YMZM2YUZNGIiIhIxxToaKyssTnvS0xMhJGRUb7m8zFGRkb45Zdf8Msvv+Tax9XVFfv27cvz8xIREdGXI19hJ+sIJplMhsmTJ8PExERqy8jIwNmzZ1GlShWVFkhERET0KfIVdi5dugTg7RaZq1evKp2d2NDQEJUrV8bYsWNVWyERERHRJ8hX2Mk6Cqtfv35YunSpSi6tQERERPQ5FWjMzoYNG1RdBxEREdFnUaCwk5SUhLlz5yIoKAjPnj1DZmamUvu9e/dUUhwRERHRpypQ2Pnuu+9w/PhxfPvtt3B0dMzxyCwiIiIiTVCgsLN//378+++/qFevnqrrISIiIlKpAp1UsGjRotKlI4iIiIg0WYHCzsyZMzFlyhQkJyeruh4iIiIilSrQbqyFCxciPDwc9vb2KF68OIoUKaLUfvHiRZUUR0RERPSpChR2OnbsqOIyiIiIiD6PAoWdqVOnqroOIiIios+iQGN2iIiIiLRFgbbsZGRkYPHixfjrr78QGRmJ1NRUpfaYmBiVFEdERET0qQq0ZWf69OlYtGgRunfvjri4OIwZMwadO3eGnp4epk2bpuISiYiIiAquQGFny5YtWLt2LX744QcYGBigZ8+e+O233zBlyhScOXNG1TUSERERFViBwk5UVBQqVqwIADAzM0NcXBwAoG3btvj3339VVx0RERHRJypQ2ClWrBiePn0KAChZsiQOHjwIADh//jzkcrnqqiMiIiL6RAUKO506dUJQUBAAYPjw4Zg8eTLc3d3Rp08f9O/fX6UFEhEREX2KAh2NNXfuXOnv7t27w8XFBcHBwXB3d0e7du1UVhwRERHRpypQ2Hmfp6cnPD09VTErIiIiIpUqUNj5/fffP9jep0+fAhVDREREpGoFCjsjR45Uup+Wlobk5GQYGhrCxMSEYYeIiIg0RoEGKL969UrplpiYiLCwMNSvXx9bt25VdY1EREREBaaya2O5u7tj7ty52bb6EBEREamTSi8EamBggCdPnqhylkRERESfpEBjdv755x+l+0IIPH36FCtWrEC9evVUUhgRERGRKhQo7HTs2FHpvkwmg62tLZo2bYqFCxeqoi4iIiIilShQ2MnMzAQAPH/+HIaGhrCwsFBpUURERESqku8xO7GxsfD19YWNjQ0cHBxgZWUFBwcH+Pn5ITk5+XPUSERERFRg+dqyExMTA09PTzx+/Bi9evVC2bJlAQA3btzA8uXLcejQIZw6dQpXrlzBmTNnMGLEiM9SNBEREVFe5SvszJgxA4aGhggPD4e9vX22thYtWuDbb7/FwYMHsWzZMpUWSkRERFQQ+Qo7u3btwq+//pot6ACAg4MD5s2bh9atW2Pq1Kno27evyookIiIiKqh8jdl5+vQpypcvn2t7hQoVoKenh6lTp35yYURERESqkK+wY2Njg/v37+faHhERATs7u0+tiYiIiEhl8hV2vL29MXHiRKSmpmZrS0lJweTJk9GyZUuVFUdERET0qfIVdmbMmIGwsDC4u7tj3rx5+Oeff7B7927MnTsX7u7uuHnzJqZNm5bn+Z04cQLt2rWDk5MTZDIZdu3apdTu4+MDmUymdHs/TMXExKBXr15QKBSwtLTEgAEDkJiYmJ/FIiIiIh2WrwHKxYoVQ3BwML7//nv4+flBCAHg7RmUmzdvjhUrVsDFxSXP80tKSkLlypXRv39/dO7cOcc+LVu2xIYNG6T7crlcqb1Xr154+vQpDh06hLS0NPTr1w+DBg2Cv79/fhaNiIiIdFS+z6Ds5uaG/fv349WrV7hz5w4AoFSpUrCyssr3k7dq1QqtWrX6YB+5XA4HB4cc227evIkDBw7g/PnzqFGjBgBg+fLlaN26NRYsWAAnJ6d810RERES6pcBXPS9atChq1aqFWrVqFSjo5NWxY8dgZ2eHMmXKYOjQoXj58qXUFhwcDEtLSynoAICXlxf09PRw9uzZz1YTERERaY8CXRursLRs2RKdO3eGm5sbwsPD8b///Q+tWrVCcHAw9PX1ERUVle3oLwMDA1hZWSEqKirX+aakpCAlJUW6Hx8f/9mWgYiIiNRLo8NOjx49pL8rVqyISpUqoWTJkjh27BiaNWtW4PnOmTMH06dPV0WJREREpOEKvBtLHUqUKAEbGxvcvXsXwNuzNj979kypT3p6OmJiYnId5wMAfn5+iIuLk24PHz78rHUTERGR+mhV2Hn06BFevnwJR0dHAICnpydiY2MREhIi9Tly5AgyMzNRu3btXOcjl8uhUCiUbkRERKSb1LobKzExUdpKA7w9A3NoaCisrKxgZWWF6dOno0uXLnBwcEB4eDjGjx+PUqVKwdvbGwBQtmxZtGzZEgMHDsTq1auRlpaGYcOGoUePHjwSi4iIiACoecvOhQsXULVqVVStWhUAMGbMGFStWhVTpkyBvr4+rly5gvbt26N06dIYMGAAqlevjpMnTyqda2fLli3w8PBAs2bN0Lp1a9SvXx9r1qxR1yIRERGRhlHrlp3GjRtLJybMSWBg4EfnYWVlxRMIEhERUa60aswOERERUX4x7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJpDDtERESk0xh2iIiISKcx7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJpDDtERESk0xh2iIiISKcx7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJpDDtERESk0xh2iIiISKcx7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJpDDtERESk0xh2iIiISKcx7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0mlrDzokTJ9CuXTs4OTlBJpNh165dSu1CCEyZMgWOjo4wNjaGl5cX7ty5o9QnJiYGvXr1gkKhgKWlJQYMGIDExMRCXAoiIiLSZGoNO0lJSahcuTJ++eWXHNvnzZuHZcuWYfXq1Th79ixMTU3h7e2NN2/eSH169eqF69ev49ChQ9i7dy9OnDiBQYMGFdYiEBERkYYzUOeTt2rVCq1atcqxTQiBJUuWYNKkSejQoQMA4Pfff4e9vT127dqFHj164ObNmzhw4ADOnz+PGjVqAACWL1+O1q1bY8GCBXByciq0ZSEiIiLNpLFjdiIiIhAVFQUvLy9pmoWFBWrXro3g4GAAQHBwMCwtLaWgAwBeXl7Q09PD2bNnc513SkoK4uPjlW5ERESkmzQ27ERFRQEA7O3tlabb29tLbVFRUbCzs1NqNzAwgJWVldQnJ3PmzIGFhYV0c3Z2VnH1REREpCk0Nux8Tn5+foiLi5NuDx8+VHdJRERE9JlobNhxcHAAAERHRytNj46OltocHBzw7Nkzpfb09HTExMRIfXIil8uhUCiUbkRERKSbNDbsuLm5wcHBAUFBQdK0+Ph4nD17Fp6engAAT09PxMbGIiQkROpz5MgRZGZmonbt2oVeMxEREWketR6NlZiYiLt370r3IyIiEBoaCisrK7i4uGDUqFGYNWsW3N3d4ebmhsmTJ8PJyQkdO3YEAJQtWxYtW7bEwIEDsXr1aqSlpWHYsGHo0aMHj8QiIiIiAGoOOxcuXECTJk2k+2PGjAEA9O3bFxs3bsT48eORlJSEQYMGITY2FvXr18eBAwdgZGQkPWbLli0YNmwYmjVrBj09PXTp0gXLli0r9GUhIiIizSQTQgh1F6Fu8fHxsLCwQFxcnErG71y8CFRLuKCCyj4/WeMaCAkBqlVTdyVERET5k9ffb40ds0NERESkCgw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTtPosDNt2jTIZDKlm4eHh9T+5s0b+Pr6wtraGmZmZujSpQuio6PVWDERERFpGo0OOwBQvnx5PH36VLqdOnVKahs9ejT27NmD7du34/jx43jy5Ak6d+6sxmqJiIhI0xiou4CPMTAwgIODQ7bpcXFxWLduHfz9/dG0aVMAwIYNG1C2bFmcOXMGderUKexSiYiISANp/JadO3fuwMnJCSVKlECvXr0QGRkJAAgJCUFaWhq8vLykvh4eHnBxcUFwcPAH55mSkoL4+HilGxEREekmjQ47tWvXxsaNG3HgwAGsWrUKERERaNCgARISEhAVFQVDQ0NYWloqPcbe3h5RUVEfnO+cOXNgYWEh3ZydnT/jUhAREZE6afRurFatWkl/V6pUCbVr14arqyv++usvGBsbF3i+fn5+GDNmjHQ/Pj6egYeIiEhHafSWnfdZWlqidOnSuHv3LhwcHJCamorY2FilPtHR0TmO8XmXXC6HQqFQuhEREZFu0qqwk5iYiPDwcDg6OqJ69eooUqQIgoKCpPawsDBERkbC09NTjVUSERGRJtHo3Vhjx45Fu3bt4OrqiidPnmDq1KnQ19dHz549YWFhgQEDBmDMmDGwsrKCQqHA8OHD4enpySOxiIiISKLRYefRo0fo2bMnXr58CVtbW9SvXx9nzpyBra0tAGDx4sXQ09NDly5dkJKSAm9vb6xcuVLNVRMREZEmkQkhhLqLULf4+HhYWFggLi5OJeN3Ll4EqiVcUEFln5+scQ2EhADVqqm7EiIiovzJ6++3Vo3ZISIiIsovhh0iIiLSaQw7REREpNMYdoiIiEinMewQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMeyQTpozZw5q1qwJc3Nz2NnZoWPHjggLC1Pq8+bNG/j6+sLa2hpmZmbo0qULoqOj1VQxERF9Lgw7pJOOHz8OX19fnDlzBocOHUJaWhpatGiBpKQkqc/o0aOxZ88ebN++HcePH8eTJ0/QuXNnNVZNRESfg4G6CyD6HA4cOKB0f+PGjbCzs0NISAgaNmyIuLg4rFu3Dv7+/mjatCkAYMOGDShbtizOnDmDOnXqqKNsIiL6DLhlh74IcXFxAAArKysAQEhICNLS0uDl5SX18fDwgIuLC4KDg9VSIxERfR4MO6TzMjMzMWrUKNSrVw8VKlQAAERFRcHQ0BCWlpZKfe3t7REVFaWGKomI6HPhbizSeb6+vrh27RpOnTql7lKIiEgNuGWHdNqwYcOwd+9eHD16FMWKFZOmOzg4IDU1FbGxsUr9o6Oj4eDgUMhVEhHR58SwQzpJCIFhw4Zh586dOHLkCNzc3JTaq1evjiJFiiAoKEiaFhYWhsjISHh6ehZ2uURE9BlxNxZpvMhI4MWL/D1mzhxfHDjgj0WLdiMiwhwREW/H4ZiZWcDIyBiABdq3H4Bhw8bgxQsrmJkpMG/ecFSq5AlDwzq4eDF/z2djA7i45O8xRERUOBh2SKNFRgIuEReQ3xyxY8cqAMCgQY2Vpm+YMAU+rdoBAP4Y1Bs/ZLyA37iOSElLhXfNOlg5agIcEi7ku07TBtVx86ZMJwPPiRMnMH/+fISEhODp06fYuXMnOnbsKLULITB16lSsXbsWsbGxqFevHlatWgV3d3f1FU1E9A6GHdJoL14g30EHAMSx8x/tYySX45dRE/DLqAkFeAZlycmyt7XqYNhJSkpC5cqV0b9//xxPujhv3jwsW7YMmzZtgpubGyZPngxvb2/cuHEDRkZGaqiYiEgZww4RfVCrVq3QqlWrHNuEEFiyZAkmTZqEDh06AAB+//132NvbY9euXejRo0dhlkpElCMOUCaiAouIiEBUVJTSyRktLCxQu3ZtnpwxD4oXLw6ZTJbt5uvrq+7SiHQKt+wQUYFlnYDR3t5eaTpPzpg358+fR0ZGhnT/2rVraN68Obp27arGqoh0D8MOEZGa2NraKt2fO3cuSpYsiUaNGqmpIiLdxN1YRFRgWSdgjI6OVprOkzPmX2pqKv744w/0798fMplM3eUQ6RSGHSIqMDc3Nzg4OCidnDE+Ph5nz57lyRnzadeuXYiNjYWPj4+6S9E6q1atQqVKlaBQKKBQKODp6Yn9+/eruyzSIAw7RPRBiYmJCA0NRWhoKIC3g5JDQ0MRGRkJmUyGUaNGYdasWfjnn39w9epV9OnTB05OTkrn4qGPW7duHVq1agUnJyd1l6J1ihUrhrlz5yIkJAQXLlxA06ZN0aFDB1y/fl3dpWmdOXPmoGbNmjA3N4ednR06duyIsLAwdZf1yThmh+gLUpCzUV+4cAGDBzeR7o8ZMwYA0LZtX0yfvhFeXuNx924S+vcfhISEWFSpUh8LFx7AjRsFO8fOl3g26gcPHuDw4cMICAhQdylaqV27dkr3Z8+ejVWrVuHMmTMoX768mqrSTsePH4evry9q1qyJ9PR0/O9//0OLFi1w48YNmJqaqru8AmPYIfpCFPRs1NXKmGFQbidp/P9nm17buz3W9m7/TkO81JZfunw26txs2LABdnZ2aNOmjbpL0XoZGRnYvn07kpKSuCu1AA4cOKB0f+PGjbCzs0NISAgaNmyopqo+HcMO0ReioGejLmy6fDbqnGRmZmLDhg3o27cvDAz4lVxQV69ehaenJ968eQMzMzPs3LkT5cqVU3dZWi8uLg4AYGVlpeZKPg0/WURE+VSQ3YG5CQ4+jMjISNSu3T/fF6D9mC9pl2CZMmUQGhqKuLg47NixA3379sXx48cZeD5BZmYmRo0ahXr16qFChQrqLueTMOwQEeVDQXcH5qZaBSv4HjuPT9n1l5svaZegoaEhSpUqBQCoXr06zp8/j6VLl+LXX39Vc2Xay9fXF9euXcOpU6fUXcon49FYRET5oKotOoUha5fglygzMxMpKSnqLkNrDRs2DHv37sXRo0dRrFgxdZfzyXRmy84vv/yC+fPnIyoqCpUrV8by5ctRq1YtdZdFREQfoIpdgsuX+6FevVZwcHBBUlICDhzwx7Fjx7BiRaBKdg1+SbsDhRAYPnw4du7ciWPHjsHNzU3dJamEToSdP//8E2PGjMHq1atRu3ZtLFmyBN7e3ggLC4OdnZ26yyMiohyoapeg3rMbmDVpE57GvICFqRkqlSiFwPnL0bx8UZXsGtSW3YGqCI5z5vjiwAF/LFq0GxER5oiIeHuNOzMzCxgZGX9yjeoKjjoRdhYtWoSBAweiX79+AIDVq1fj33//xfr16/Hjjz+quToiIsqJqo4QXDd+sgrmkjttOEJQVcFxx45VAIBBgxorTd8wYQp8WrXL4RH5o67gqPVhJzU1FSEhIfDz85Om6enpwcvLC8HBwTk+JiUlRWlfbtahdfHx8SqpKTERiE9KVMm8Pr/4t/WqZtFVTnvWpWavR4DrUlW0Zz0CXJeqotnrEQDu3wcsVbAu4/49mmubKl6r5OSEt7VafvKsAPzf77YQ4sMdhZZ7/PixACBOnz6tNH3cuHGiVq1aOT5m6tSpAgBvvPHGG2+88aYDt4cPH34wK2j9lp2C8PPzk055D7wdtR8TEwNra2uNvdpwfHw8nJ2d8fDhQygUCnWXo9W4LlWD61F1uC5Vh+tSNbRlPQohkJCQ8NFryml92LGxsYG+vj6io6OVpkdHR8PBwSHHx8jlcsjlcqVplqrapvaZZV3Vlz4d16VqcD2qDtel6nBdqoY2rEcLC4uP9tH68+wYGhqievXqCAoKkqZlZmYiKCiI10UhIiIi7d+yA7y9CnPfvn1Ro0YN1KpVC0uWLEFSUpJ0dBYRERF9uXQi7HTv3h3Pnz/HlClTEBUVhSpVquDAgQOwt7dXd2kqI5fLMXXq1Gy73yj/uC5Vg+tRdbguVYfrUjV0bT3KhPjY8VpERERE2kvrx+wQERERfQjDDhEREek0hh0iIiLSaQw7REREpNMYdoiIiEinMexosBMnTiA9PT3b9PT0dJw4cUINFRGRqiQlJam7BJ1x8uRJ9O7dG56ennj8+DEAYPPmzTh16pSaKyNNwbCjwZo0aYKYmJhs0+Pi4tCkSRM1VEREqmJvb4/+/fvzB/kT/f333/D29oaxsTEuXbqElJQUAG+/J3/66Sc1V6e9UlNT8ejRI0RGRirdtJVOnFRQVwkhcrww6cuXL2FqaqqGirRLfHx8nvtq+rVfNM2FCxfw119/ITIyEqmpqUptAQEBaqpKu/zxxx/YuHEjmjZtiuLFi6N///7o06fPRy9oSMpmzZqF1atXo0+fPti2bZs0vV69epg1a5YaK9NOd+7cQf/+/XH69Gml6Vm/RxkZGWqq7NMw7Gigzp07AwBkMhl8fHyUzmCZkZGBK1euoG7duuoqT2tYWlp+9Cr22v4BVodt27ahT58+8Pb2xsGDB9GiRQvcvn0b0dHR6NSpk7rL0xodO3ZEx44d8fz5c2zevBkbN27E5MmT4e3tjf79+6N9+/YwMOBX9MeEhYWhYcOG2aZbWFggNja28AvScj4+PjAwMMDevXvh6Oj40e9QbcFPkgbKuoKrEALm5uYwNjaW2gwNDVGnTh0MHDhQXeVpjaNHj6q7BJ30008/YfHixfD19YW5uTmWLl0KNzc3DB48GI6OjuouT+vY2tpizJgxGDNmDJYvX45x48Zh3759sLGxwZAhQ/Djjz/CxMRE3WVqLAcHB9y9exfFixdXmn7q1CmUKFFCPUVpsdDQUISEhMDDw0PdpagUw44G2rBhAwCgePHiGDt2LHdZFVCjRo3UXYJOCg8PR5s2bQC8Dd9JSUmQyWQYPXo0mjZtiunTp6u5Qu0SHR2NTZs2YePGjXjw4AG+/vprDBgwAI8ePcLPP/+MM2fO4ODBg+ouU2MNHDgQI0eOxPr16yGTyfDkyRMEBwdj7NixmDx5srrL0zrlypXDixcv1F2GyjHsaLCpU6equwSdk5ycnOM4k0qVKqmpIu1TtGhRJCQkAAC++uorXLt2DRUrVkRsbCySk5PVXJ32CAgIwIYNGxAYGIhy5crh+++/R+/evWFpaSn1qVu3LsqWLau+IrXAjz/+iMzMTDRr1gzJyclo2LAh5HI5xo4di+HDh6u7PK3z888/Y/z48fjpp59QsWJFFClSRKldW8c38kKgGiw6Ohpjx45FUFAQnj17hvdfKo4zybvnz5+jX79+2L9/f47tXJd5980336BGjRoYM2YMZs6cieXLl6NDhw44dOgQqlWrxgHKeWRhYYEePXrgu+++Q82aNXPs8/r1a8ybN4//+ORBamoq7t69i8TERJQrVw5mZmbqLkkr6em9PUj7/bE62j6+kWFHg7Vq1QqRkZEYNmxYjgPFOnTooKbKtE+vXr3w4MEDLFmyBI0bN8bOnTsRHR2NWbNmYeHChdJuGfq4mJgYvHnzBk5OTsjMzMS8efNw+vRpuLu7Y9KkSShatKi6S9QKycnJHIujAv3798fSpUthbm6uND0pKQnDhw/H+vXr1VSZdjp+/PgH27V1eADDjgYzNzfHyZMnUaVKFXWXovUcHR2xe/du1KpVCwqFAhcuXEDp0qXxzz//YN68eTzXCanVmzdvsu1a1dbdBYVNX18fT58+hZ2dndL0Fy9ewMHBIccTs9KXh2N2NJizs3O2XVdUMElJSdKXYdGiRfH8+XOULl0aFStWxMWLF9VcnXbQ09P76GGoMpmMPy55lJSUhAkTJuCvv/7Cy5cvs7Vr6+6CwhIfHw8hBIQQSEhIgJGRkdSWkZGBffv2ZQtAlHe6Nr6RYUeDLVmyBD/++CN+/fXXbIdVUv6UKVMGYWFhKF68OCpXriyt09WrV/Nw6TzauXNnrm3BwcFYtmwZMjMzC7Ei7TZ+/HgcPXoUq1atwrfffotffvkFjx8/xq+//oq5c+equzyNl3UeLZlMhtKlS2drl8lkPDKwAHR1fCN3Y2mYokWLKv33nJSUhPT0dJiYmGQbFZ/TpSQoZ3/88QfS09Ph4+ODkJAQtGzZEjExMTA0NMTGjRvRvXt3dZeolcLCwvDjjz9iz5496NWrF2bMmAFXV1d1l6UVXFxc8Pvvv6Nx48ZQKBS4ePEiSpUqhc2bN2Pr1q3Yt2+fukvUaMePH4cQAk2bNsXff/8NKysrqc3Q0BCurq48G3UB6Or4Rm7Z0TBLlixRdwk6qXfv3tLf1atXx4MHD3Dr1i24uLjAxsZGjZVppydPnmDq1KnYtGkTvL29ERoaigoVKqi7LK0SExMjnfROoVBI/7zUr18fQ4cOVWdpWiFroGxERARcXFx05ky/6nbkyBHs3r0bNWrUgJ6eHlxdXdG8eXMoFArMmTOHYYdUo2/fvuou4YtgYmKCatWqqbsMrZN1ccXly5ejSpUqCAoKQoMGDdRdllYqUaKE9EPt4eGBv/76C7Vq1cKePXuUzrVDH/bgwQM8ePAg1/acLiVBudPV8Y0MOxostwtZymQyyOVyGBoaFnJF2qt///4fbOfhqR83b948/Pzzz3BwcMDWrVt56oNP1K9fP1y+fBmNGjXCjz/+iHbt2mHFihVIS0vDokWL1F2e1mjcuHG2ae9u5dHWMSbqoqvjGzlmR4N97OiXYsWKwcfHB1OnTpVOBEU5e/8ClWlpabh27RpiY2PRtGlTnggvD/T09GBsbAwvLy/o6+vn2o/rsmAePHiAkJAQlCpVSmuPeFGHuLg4pftpaWm4dOkSJk+ejNmzZ6NZs2Zqqkw76er4Rm7Z0WAbN27ExIkT4ePjg1q1agEAzp07h02bNmHSpEl4/vw5FixYALlcjv/9739qrlaz5XQkUWZmJoYOHYqSJUuqoSLt06dPH46LUIHXr18jKCgIbdu2BQD4+fkhJSVFaj9z5gxmzJihdCg15S7rwsnvat68OQwNDTFmzBiEhISooSrtpavjG7llR4M1a9YMgwcPRrdu3ZSm//XXX/j1118RFBSEzZs3Y/bs2bh165aaqtRuYWFhaNy4MZ4+faruUugLsXr1avz777/Ys2cPgLcnDy1fvjyMjY0BALdu3cL48eMxevRodZap9W7duoUaNWogMTFR3aWQBuCWHQ12+vRprF69Otv0qlWrIjg4GMDbIzciIyMLuzSdER4ezpPgUaHasmULxo8frzTN399fOjLrjz/+wC+//MKwk0dXrlxRui+EwNOnTzF37lyefT6Psq5zZ2pqijFjxnywr7aOJ2PY0WDOzs5Yt25dthOMrVu3Ds7OzgCAly9f8lpEefD+BzjrC/Hff//lEXBUqO7evYuKFStK942MjJTG3NWqVQu+vr7qKE0rValSBTKZLNvZ5uvUqcMDD/Lo0qVLSEtLk/7OjTbvxmbY0WALFixA165dsX//fumqyBcuXMCtW7ewY8cOAMD58+e1dsBYYXr/A6ynpwdbW1ssXLjwo0dqEalSbGys0hid58+fK7VnZmYqtdOHRUREKN3P+mxzzFPeHT16NMe/dQnDjgZr3749bt26hTVr1iAsLAzA2yuh79q1S7p8BE8+lje6+gEm7VOsWDFcu3YNZcqUybH9ypUrKFasWCFXpb14xu7P5+HDhwAg7UnQZhygTF+EW7duwcPDI8e2wMBAeHt7F3JF9KUaOXIkDh8+jJCQkGxbH16/fo0aNWrAy8sLS5cuVVOF2icoKAiLFy/GzZs3AQBly5bFqFGj4OXlpebKtE96ejqmT5+OZcuWSYO7zczMMHz4cEydOjXbZYu0BcOOhrly5QoqVKgAPT29bAPv3sdzceSdiYkJ5s+frzQWIiUlBT/88AN+++03vHnzRo3V0ZckOjoaVapUgaGhIYYNGyZdxDIsLAwrVqxAeno6Ll26BHt7ezVXqh1WrlyJkSNH4uuvv4anpyeAt4fv79ixA4sXL+b4p3waOnQoAgICMGPGDGl9BgcHY9q0aejYsSNWrVql5goLSJBGkclkIjo6WvpbT09PyGSybDc9PT01V6pd/vzzT2FlZSVatWoloqKixKVLl0TZsmVFmTJlxLlz59RdHn1h7t27J7y9vZU+33p6esLb21uEh4eruzyt8tVXX4nly5dnm75ixQrh5OSkhoq0m0KhEPv27cs2/d9//xUKhUINFakGt+xomAcPHkgXtfvQ9V4A7qvOr0ePHqFfv364dOkSkpKS4OPjg4ULF8LExETdpdEXKiYmBnfv3gUAlCpVSunK3ZQ3ZmZmCA0NRalSpZSm37lzB1WrVuV5dvLJzs4Ox48fR9myZZWm37x5Ew0bNsw2oF5bcICyhnk3wDDMqF5qaioyMjKQkZEBR0dHHrFBamVlZSWdHZ0Kpn379ti5cyfGjRunNH337t3SWaop74YNG4aZM2diw4YNkMvlAN7u8p89ezaGDRum5uoKjmFHC9y4cQORkZFITU1Vmt6+fXs1VaR9tm3bhqFDh6JBgwa4ffs2QkND0a9fPwQGBmLz5s3SCd2ISLuUK1cOs2fPxrFjx5TG7Pz333/44YcfsGzZMqnviBEj1FWmRuvcubPS/cOHD6NYsWKoXLkyAODy5ctITU3V6uuMcTeWBrt37x46deqEq1evKp00K+vETryab96ZmppiwYIFSofqv3r1CoMHD8aBAwdyvcI8EWk2Nze3PPWTyWS4d+/eZ65GO/Xr1y/PfTds2PAZK/l8GHY0WLt27aCvr4/ffvsNbm5uOHfuHF6+fIkffvgBCxYsQIMGDdRdotYICwvL9bwmmzdvxrffflvIFRERUWFh2NFgNjY2OHLkCCpVqgQLCwucO3cOZcqUwZEjR/DDDz988LTelF16ejqOHTuG8PBwfPPNNzA3N8eTJ0+gUChgZmam7vKISAUyMjJw9epVuLq68lI6BfD69WsIIaQDNx48eICdO3eiXLlyaNGihZqrKzi9j3chdcnIyIC5uTmAt8HnyZMnAN4OXM46ozLlzYMHD1CxYkV06NABvr6+0hEFP//8M8aOHavm6oiooEaNGoV169YBePud2bBhQ1SrVg3Ozs44duyYeovTQh06dMDvv/8O4O2lTWrVqoWFCxeiQ4cO2nuOHTDsaLQKFSrg8uXLAIDatWtj3rx5+O+//zBjxgwOqM2nkSNHokaNGnj16hWMjY2l6Z06dUJQUJAaKyOiT7Fjxw5pIO2ePXtw//593Lp1C6NHj8bEiRPVXJ32uXjxojREYseOHXBwcMCDBw/w+++/Kw321jY8GkuDTZo0CUlJSQCAGTNmoG3btmjQoAGsra3x559/qrk67XLy5EmcPn0ahoaGStOLFy+Ox48fq6kqIvpUL168gIODAwBg37596Nq1K0qXLo3+/fvzkhsFkJycLO1ROHjwIDp37gw9PT3UqVPno+d+02QMOxrs3es1lSpVCrdu3UJMTAyKFi0qHZFFeZOZmZnj0WuPHj2SPthEpH3s7e1x48YNODo64sCBA9KuluTkZOjr66u5Ou1TqlQp7Nq1C506dUJgYCBGjx4NAHj27BkUCoWaqys47sbSUGlpaTAwMMC1a9eUpltZWTHoFECLFi2wZMkS6b5MJkNiYiKmTp2K1q1bq68wIvok/fr1Q7du3VChQgXIZDLp4p9nz57N9eK/lLspU6Zg7NixKF68OGrVqiWdu+jgwYOoWrWqmqsrOB6NpcFKlCiBnTt3SvujqeAePXoEb29vCCFw584d1KhRA3fu3IGNjQ1OnDgBOzs7dZdIRAW0Y8cOPHz4EF27dkWxYsUAAJs2bYKlpSU6dOig5uq0T1RUFJ4+fYrKlStDT+/tNpFz585BoVBobYBk2NFg69atQ0BAADZv3sxr5qhAeno6/vzzT1y+fBmJiYmoVq0aevXqpTRgmYiIgLt37yI8PBwNGzaEsbExhBBavVeBYUeDVa1aFXfv3kVaWhpcXV1hamqq1H7x4kU1VUZEpD7Lli3DoEGDYGRk9NEjhHiJiPx5+fIlunXrhqNHj0Imk+HOnTsoUaIE+vfvj6JFi2LhwoXqLrFAGHY02LRp0z6YpKdOnVqI1Wi3TZs2wcbGBm3atAEAjB8/HmvWrEG5cuWwdetWXnSVSIu4ubnhwoULsLa2/uDlIniJiPzr06cPnj17ht9++w1ly5bF5cuXUaJECQQGBmLMmDG4fv26ukssEIYd+iKUKVMGq1atQtOmTREcHIxmzZphyZIl2Lt3LwwMDBAQEKDuEomI1M7BwQGBgYGoXLkyzM3NpbBz7949VKpUCYmJieousUB4NJYGK1GiBF6+fJltemxsLE8qmE8PHz5EqVKlAAC7du3C119/jUGDBmHOnDk4efKkmqsjItIMSUlJ0qUi3hUTEwO5XK6GilSDYUeD3b9/P8dzw6SkpODRo0dqqEh7mZmZScHx4MGDaN68OQDAyMgIr1+/VmdpRFRASUlJmDJlCipUqAAzMzOYm5ujUqVKmDFjBpKTk9VdnlZq0KCBdLkI4O2uwMzMTMybNw+NGzdWX2GfiCcV1ED//POP9HdgYCAsLCyk+xkZGQgKCvrgfmrKrnnz5vjuu+9QtWpV3L59Wzq3zvXr11G8eHH1FkdE+ZaamopGjRrh2rVraNWqFdq1awchBG7evInZs2dj//79OHHiBIoUKaLuUrXKvHnz0KxZM1y4cAGpqakYP348rl+/jpiYGPz333/qLq/AGHY0UMeOHQG8TdR9+/ZVaitSpAiKFy+utSPi1eWXX37BpEmT8PDhQ/z999+wtrYGAISEhKBnz55qro6I8mvVqlV49OgRLl++jDJlyii13bp1C40bN8bq1asxfPhwNVWonSpUqIDbt29jxYoVMDc3R2JiIjp37oxBgwZh1qxZWLNmjbpLLBAOUNZgbm5uOH/+PGxsbNRdChGRRmnUqBG6desGX1/fHNuXL1+OHTt24Pjx44VcmW66fPkyqlWrluPQCm3ALTsaKDg4GC9fvkRERIQ07ffff8fUqVORlJSEjh07Yvny5Vo9WKwwXLlyBRUqVICenh6uXLnywb6VKlUqpKqISBVu3LjxwTEkTZo0wYwZMwqvINJoDDsaaPr06WjSpAnatm0LALh69SoGDBgAHx8flC1bFvPnz4eTkxOmTZum3kI1XJUqVRAVFQU7OztUqVIFMpkMOW3IlMlkWvvfCtGXKjY2VtodnRNra2vExcUVYkWkyRh2NNDly5cxa9Ys6f62bdtQu3ZtrF27FgDg7OyMqVOnMux8REREBGxtbaW/iUh3ZGZmfvCq5np6evwnhiQMOxro1atXsLe3l+4fP34crVq1ku7XrFkTDx8+VEdpWuXdsyKbmZlJ/wU+fPgQa9euxevXr9G+fXs0aNBAXSUSUQEJIdCsWTMYGOT8M5aenl7IFWm3zp07f7A9Nja2cAr5TBh2NJC9vT0iIiLg7OyM1NRUXLx4EdOnT5faExISeDhlHl29ehXt2rXDw4cP4e7ujm3btqFly5ZISkqCnp4eFi9ejB07dkhHwBGRdsjL5XK6dOlSCJXohndPcZJbe58+fQqpGtXj0VgaaOjQobh8+TJ+/vln7Nq1C5s2bcKTJ09gaGgIANiyZQuWLFmC8+fPq7lSzdeqVSsYGBjgxx9/xObNm7F37154e3tLuwSHDx+OkJAQnDlzRs2VEhHR58Kwo4FevHiBzp0749SpUzAzM8OmTZvQqVMnqb1Zs2aoU6cOZs+ercYqtYONjQ2OHDkiXdNFoVDg/PnzqF69OoC35+OoU6eO1m+iJSKi3DHsaLC4uDiYmZllG4QXExMDMzMzaUsP5U5PT086IguA0oXtACA6OhpOTk4cyEhEpMM4ZkeD5bYP1crKqpAr0W4ymeyD94mISLcx7JDO8/HxkU7A+ObNGwwZMgSmpqYA3l5UlYiIdBt3Y5FO69evX576bdiw4TNXQkSqYmVlhdu3b8PGxgb9+/fH0qVLYW5uru6ySIMx7BARkVYxMzPDlStXUKJECejr6yMqKko6gShRTrgbi4iItIqnpyc6duyI6tWrQwiBESNGwNjYOMe+69evL+TqSBMx7BARkVb5448/sHjxYoSHh0MmkyEuLg5v3rxRd1mkwbgbi4iItJabmxsuXLjwwYuCEjHsEBERkU7TU3cBREREn+L48eNo164dSpUqhVKlSqF9+/Y4efKkussiDcKwQ0REWuuPP/6Al5cXTExMMGLECGmwcrNmzeDv76/u8khDcDcWERFprbJly2LQoEEYPXq00vRFixZh7dq1uHnzppoqI03CsENERFpLLpfj+vXrKFWqlNL0u3fvokKFCjxKiwBwNxYREWkxZ2dnBAUFZZt++PBhODs7q6Ei0kQ8zw4REWmtH374ASNGjEBoaCjq1q0LAPjvv/+wceNGLF26VM3VkabgbiwiItJqO3fuxMKFC6XxOWXLlsW4cePQoUMHNVdGmoJhh4iIiHQax+wQERGRTmPYISIiIp3GsENEREQ6jWGHiIiIdBrDDhERaaW0tDSULFmSZ0mmj2LYISIirVSkSBGeIZnyhGGHiIi0lq+vL37++Wekp6eruxTSYDzPDhERaa1OnTohKCgIZmZmqFixIkxNTZXaAwIC1FQZaRJeLoKIiLSWpaUlunTpou4ySMNxyw4RERHpNI7ZISIirZaeno7Dhw/j119/RUJCAgDgyZMnSExMVHNlpCm4ZYeIiLTWgwcP0LJlS0RGRiIlJQW3b99GiRIlMHLkSKSkpGD16tXqLpE0ALfsEBGR1ho5ciRq1KiBV69ewdjYWJqeNXCZCOAAZSIi0mInT57E6dOnYWhoqDS9ePHiePz4sZqqIk3DLTtERKS1MjMzkZGRkW36o0ePYG5uroaKSBMx7BARkdZq0aIFlixZIt2XyWRITEzE1KlT0bp1a/UVRhqFA5SJiEhrPXr0CN7e3hBC4M6dO6hRowbu3LkDGxsbnDhxAnZ2duoukTQAww4REWm19PR0/Pnnn7h8+TISExNRrVo19OrVS2nAMn3ZGHaIiEhrnThxAnXr1oWBgfLxNunp6Th9+jQaNmyopspIkzDsEBGR1tLX18fTp0+z7a56+fIl7Ozschy8TF8eDlAmIiKtJYSATCbLNv3ly5fZLgpKXy6eZ4eIiLRO586dAbw9+srHxwdyuVxqy8jIwJUrV1C3bl11lUcahmGHiIi0joWFBYC3W3bMzc2VBiMbGhqiTp06GDhwoLrKIw3DMTtERKS1pk+fjnHjxsHExETdpZAG45gdIiLSWsePH0dqamq26fHx8WjatKkaKiJNxC07RESktXI7GuvZs2f46quvkJaWpqbKSJNwzA4REWmdK1euAHg7ZufGjRuIioqS2jIyMnDgwAF89dVX6iqPNAy37BARkdbR09OTDjnP6WfM2NgYy5cvR//+/Qu7NNJADDtERKR1Hjx4ACEESpQogXPnzsHW1lZqMzQ0hJ2dHfT19dVYIWkShh0iIiLSaRyzQ0REWu/GjRuIjIzMdmRW+/bt1VQRaRKGHSIi0lr37t1Dp06dcPXqVchkMmn8TtZ4Hl4biwCeZ4eIiLTYyJEj4ebmhmfPnsHExATXr1/HiRMnUKNGDRw7dkzd5ZGG4JgdIiLSWjY2Njhy5AgqVaoECwsLnDt3DmXKlMGRI0fwww8/4NKlS+oukTQAt+wQEZHWysjIgLm5OYC3wefJkycAAFdXV4SFhamzNNIgHLNDRERaq0KFCrh8+TLc3NxQu3ZtzJs3D4aGhlizZg1KlCih7vJIQ3A3FhERaa3AwEAkJSWhc+fOuHv3Ltq2bYvbt2/D2toaf/75J6+PRQAYdoiISMfExMSgaNGi0hFZRAw7REREpNM4ZoeIiLROXq95tX79+s9cCWkDbtkhIiKto6enB1dXV1StWjXHC4Fm2blzZyFWRZqKW3aIiEjrDB06FFu3bkVERAT69euH3r17w8rKSt1lkYbilh0iItJKKSkpCAgIwPr163H69Gm0adMGAwYMQIsWLTg4mZQw7BARkdZ78OABNm7ciN9//x3p6em4fv06zMzM1F0WaQieQZmIiLSenp6edCFQXvyT3sewQ0REWiklJQVbt25F8+bNUbp0aVy9ehUrVqxAZGQkt+qQEg5QJiIirfP9999j27ZtcHZ2Rv/+/bF161bY2NiouyzSUByzQ0REWkdPTw8uLi6oWrXqBwcjBwQEFGJVpKm4ZYeIiLROnz59eMQV5Rm37BAREZFO4wBlIiIi0mkMO0RERKTTGHaIiIhIpzHsEBERkU5j2CGiPJk2bRqqVKmi7jLybOzYsbCzs8OuXbswadIkbN++Xd0lfXb379+HTCZDaGiouksh0igMO0SUJ2PHjkVQUJBK57lx40ZYWlqqdJ5ZDh8+jD179mDp0qU4ePAgWrRo8Vmeh4g0H8+zQ0QflHWtITMzM606BX/W1o2jR4+qtxAiUjtu2SH6wqSkpGDEiBGws7ODkZER6tevj/Pnz0vtx44dg0wmw/79+1G9enXI5XKcOnUqx91Yv/32G8qWLQsjIyN4eHhg5cqVUlvWLpWAgAA0adIEJiYmqFy5MoKDg6Xn6devH+Li4iCTySCTyTBt2jQAwObNm1GjRg2Ym5vDwcEB33zzDZ49e6b03NevX0fbtm2hUChgbm6OBg0aIDw8HABw/vx5NG/eHDY2NrCwsECjRo1w8eJFpcdHRkaiQ4cOMDMzg0KhQLdu3RAdHZ3rektNTcWwYcPg6OgIIyMjuLq6Ys6cOVJ7bGwsvvvuO9ja2kKhUKBp06a4fPkyAOD58+dwcHDATz/9JPU/ffo0DA0Npa1lPj4+6Nixo9Jzjho1Co0bN5buHzhwAPXr14elpSWsra3Rtm1baZmJKHcMO0RfmPHjx+Pvv//Gpk2bcPHiRZQqVQre3t6IiYlR6vfjjz9i7ty5uHnzJipVqpRtPlu2bMGUKVMwe/Zs3Lx5Ez/99BMmT56MTZs2KfWbOHEixo4di9DQUJQuXRo9e/ZEeno66tatiyVLlkChUODp06d4+vQpxo4dCwBIS0vDzJkzcfnyZezatQv379+Hj4+PNM/Hjx+jYcOGkMvlOHLkCEJCQtC/f3+kp6cDABISEtC3b1+cOnUKZ86cgbu7O1q3bo2EhAQAQGZmJjp06ICYmBgcP34chw4dwr1799C9e/dc19uyZcvwzz//4K+//kJYWBi2bNmC4sWLS+1du3bFs2fPsH//foSEhKBatWpo1qwZYmJiYGtri/Xr12PatGm4cOECEhIS8O2332LYsGFo1qxZnl+7pKQkjBkzBhcuXEBQUBD09PTQqVMnZGZm5nkeRF8kQURfjMTERFGkSBGxZcsWaVpqaqpwcnIS8+bNE0IIcfToUQFA7Nq1S+mxU6dOFZUrV5bulyxZUvj7+yv1mTlzpvD09BRCCBERESEAiN9++01qv379ugAgbt68KYQQYsOGDcLCwuKjdZ8/f14AEAkJCUIIIfz8/ISbm5tITU3N03JnZGQIc3NzsWfPHiGEEAcPHhT6+voiMjIyW23nzp3LcR7Dhw8XTZs2FZmZmdnaTp48KRQKhXjz5o3S9JIlS4pff/1Vuv/999+L0qVLi2+++UZUrFhRqX/fvn1Fhw4dlB4/cuRI0ahRo1yX6/nz5wKAuHr1qhDi/9b5pUuXcn0M0ZeIW3aIviDh4eFIS0tDvXr1pGlFihRBrVq1cPPmTaW+NWrUyHU+SUlJCA8Px4ABA6SxPGZmZpg1a1a23SrvbhVydHQEgGy7pN4XEhKCdu3awcXFBebm5mjUqBGAt7uegLfjcRo0aIAiRYrk+Pjo6GgMHDgQ7u7usLCwgEKhQGJiovT4mzdvwtnZGc7OztJjypUrB0tLy2zrIYuPjw9CQ0NRpkwZjBgxAgcPHpTaLl++jMTERFhbWyutj4iICKX1sWDBAqSnp2P79u3YsmUL5HL5B9fD++7cuYOePXuiRIkSUCgU0palrOUiopxxgDIR5cjU1DTXtsTERADA2rVrUbt2baU2fX19pfvvBpKsCzd+aLdLUlISvL294e3tjS1btsDW1haRkZHw9vZGamoqAMDY2PiDtfft2xcvX77E0qVL4erqCrlcDk9PT+nxBVGtWjVERERg//79OHz4MLp16wYvLy/s2LEDiYmJcHR0xLFjx7I97t2jzcLDw/HkyRNkZmbi/v37qFixotSmp6cH8d6lCtPS0pTut2vXDq6urli7di2cnJyQmZmJChUqfNJyEX0JGHaIviAlS5aEoaEh/vvvP7i6ugJ4+4N6/vx5jBo1Ks/zsbe3h5OTE+7du4devXoVuB5DQ0NkZGQoTbt16xZevnyJuXPnSlteLly4oNSnUqVK2LRpE9LS0nLcuvPff/9h5cqVaN26NQDg4cOHePHihdRetmxZPHz4EA8fPpSe48aNG4iNjUW5cuVyrVehUKB79+7o3r07vv76a7Rs2RIxMTGoVq0aoqKiYGBgoDSO512pqano3bs3unfvjjJlyuC7777D1atXYWdnBwCwtbXFtWvXlB4TGhoqLd/Lly8RFhaGtWvXokGDBgCAU6dO5VorEf0f7sYi+oKYmppi6NChGDduHA4cOIAbN25g4MCBSE5OxoABA/I1r+nTp2POnDlYtmwZbt++jatXr2LDhg1YtGhRnudRvHhxJCYmIigoCC9evEBycjJcXFxgaGiI5cuX4969e/jnn38wc+ZMpccNGzYM8fHx6NGjBy5cuIA7d+5g8+bNCAsLAwC4u7tj8+bNuHnzJs6ePYtevXopbQ3y8vJCxYoV0atXL1y8eBHnzp1Dnz590KhRo1x33y1atAhbt27FrVu3cPv2bWzfvh0ODg6wtLSEl5cXPD090bFjRxw8eBD379/H6dOnMXHiRCmoTZw4EXFxcVi2bBkmTJiA0qVLo3///tL8mzZtigsXLuD333/HnTt3MHXqVKXwU7RoUVhbW2PNmjW4e/cujhw5gjFjxuR5XRN90dQ9aIiICtfr16/F8OHDhY2NjZDL5aJevXpKg3KzBii/evVK6XHvD1AWQogtW7aIKlWqCENDQ1G0aFHRsGFDERAQIITIebDsq1evBABx9OhRadqQIUOEtbW1ACCmTp0qhBDC399fFC9eXMjlcuHp6Sn++eefbPO6fPmyaNGihQAgAIgGDRqI8PBwIYQQFy9eFDVq1BBGRkbC3d1dbN++Xbi6uorFixdLj3/w4IFo3769MDU1Febm5qJr164iKioq1/W2Zs0aUaVKFWFqaioUCoVo1qyZuHjxotQeHx8vhg8fLpycnESRIkWEs7Oz6NWrl4iMjBRHjx4VBgYG4uTJk1L/iIgIoVAoxMqVK6VpU6ZMEfb29sLCwkKMHj1aDBs2TGmA8qFDh0TZsmWFXC4XlSpVEseOHRMAxM6dO3Nd50QkhEyI93YSExFpkcTERDRp0gSnT5/OdcAyEX3ZuBuLiLTW/fv3ERUVhefPn2cb70JElIVhh4i01saNG1G+fHk4ODigdOnS6i6HiDQUd2MRERGRTuOWHSIiItJpDDtERESk0xh2iIiISKcx7BAREZFOY9ghIiIincawQ0RERDqNYYeIiIh0GsMOERER6TSGHSIiItJp/w93gBdQ+wYQIQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# contando o número de pessoas hétero\n", + "\n", + "contagem_heteros = df['orientação sexual'].value_counts()\n", + "\n", + "# criação do gráfico\n", + "\n", + "contagem_heteros.plot(kind=\"bar\", edgecolor=\"blue\", color=\"pink\")\n", + "\n", + "# configurações\n", + "plt.xlabel(\"Orientação sexual do Ator/Atriz\")\n", + "plt.ylabel(\"Quantidade\")\n", + "plt.title(\"Orientação Sexual dos Vencedores do Oscar até 2014\")\n", + "plt.legend\n", + "\n", + "# cores para barras\n", + "cores = ['pink']\n", + "\n", + "#criando o grafico\n", + "barras = contagem_heteros.plot.bar(color=cores)\n", + "\n", + "for i, v in enumerate(contagem_heteros):\n", + " barras.text(i, v + 0.03, f'{v}', color='black', ha='center')\n", + " \n", + "plt.show()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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nomeano de nascimentolocal de nascimentoraçaorientação sexualano da ediçãocategoriafilmePessoas BrancasVencedores
0Marie Dressler1868Cobourg, Ontario, CanadaWhiteStraight1931Best ActressMin and Bill11
1George Arliss1868London, EnglandWhiteStraight1930Best ActorDesraeli11
2Edmund Gwenn1875Vale of Glamorgan, WalesWhiteNa1948Best Supporting ActorMiracle on 34th Street11
3Charles Coburn1877Savannah, GaWhiteStraight1944Best Supporting ActorThe More the Merrier11
4Lionel Barrymore1878Philadelphia, PaWhiteStraight1931Best ActorA Free Soul11
5Jane Darwell1879Palmyra, MoWhiteStraight1941Best Supporting ActressThe Grapes of Wrath11
6Ethel Barrymore1879Philadelphia, PaWhiteStraight1945Best Supporting ActressNone but the Lonely Heart11
7Donald Crisp1880London, EnglandWhiteStraight1942Best Supporting ActorHow Green Was My Valley11
8Victor McLaglen1883Tunbridge Wells, Kent, EnglandWhiteStraight1936Best ActorThe Informer11
9Victor Fleming1883Pasadena, CaWhiteStraight1940Best DirectorGone with the Wind11
10Walter Huston1884Toronto, Ontario, CanadaWhiteStraight1949Best Supporting ActorThe Treasure of the Sierra Madre11
11Emil Jannings1884Rorschach, SwitzerlandWhiteBisexual1929Best ActorThe Last Command11
12Wallace Beery1885Kansas City, MoWhiteStraight1932Best ActorThe Champ11
13Josephine Hull1886Newtonville, MaWhiteStraight1951Best Supporting ActressHarvey11
14Michael Curtiz1886Budapest, HungaryWhiteStraight1944Best DirectorCasablanca11
15Frank Lloyd1886Glasgow, ScotlandWhiteStraight1930Best DirectorThe Divine Lady11
16Frank Lloyd1886Glasgow, ScotlandWhiteStraight1934Best DirectorCavalcade11
17Paul Lukas1887Budapest, HungaryWhiteStraight1944Best ActorWatch on the Rhine11
18Barry Fitzgerald1888Dublin, IrelandWhiteNa1945Best Supporting ActorGoing My Way11
19Warner Baxter1889Columbus, OhWhiteStraight1930Best ActorIn Old Arizona11
20Fay Bainter1891Los Angeles, CaWhiteStraight1939Best Supporting ActressJezebel11
21Ronald Colman1891Richmond, Surrey, EnglandWhiteStraight1948Best ActorA Double Life11
22Margaret Rutherford1892London, EnglandWhiteStraight1964Best Supporting Actressthe V.I.P.s11
23Mary Pickford1892Toronto, Ontario, CanadaWhiteStraight1930Best ActressCoquette11
24Thomas Mitchell1892Elizabeth, NjWhiteStraight1940Best Supporting ActorStagecoach11
25Alice Brady1892New York CityWhiteStraight1938Best Supporting ActressIn Old Chicago11
26Hattie McDaniel1893Wichita, KsBlackMatter of Dispute1940Best Supporting ActressGone with the Wind01
27Frank Borzage1894Salt Lake City, UtWhiteStraight1933Best DirectorBad Girl11
28John Ford1894Cape Elizabeth, MeWhiteBisexual1941Best DirectorThe Grapes of Wrath11
29John Ford1894Cape Elizabeth, MeWhiteBisexual1936Best DirectorThe Informer11
30John Ford1894Cape Elizabeth, MeWhiteBisexual1953Best DirectorThe Quiet Man11
31John Ford1894Cape Elizabeth, MeWhiteBisexual1942Best DirectorHow Green Was My Valley11
32Walter Brennan1894Swampscott, MaWhiteStraight1938Best Supporting ActorCome and Get It11
33Walter Brennan1894Swampscott, MaWhiteStraight1939Best Supporting ActorKentucky11
34Walter Brennan1894Swampscott, MaWhiteStraight1941Best Supporting ActorThe Westerner11
35Paul Muni1895Lviv, UkraineWhiteStraight1937Best ActorThe Story of Louis Pasteur11
36Lewis Milestone1895Chisinau, MoldovaWhiteStraight1927Best DirectorTwo Arabian Knights11
37Lewis Milestone1895Chisinau, MoldovaWhiteStraight1931Best DirectorAll Quiet on the Western Front11
38Ruth Gordon1896Quincy, MaWhiteStraight1969Best Supporting ActressRosemary's Baby11
39Joseph Schildkraut1896Vienna, AustriaWhiteStraight1938Best Supporting ActorThe Life of Emile Zola11
40George Burns1896New York CityWhiteStraight1976Best Supporting ActorThe Sunshine Boys11
41Fredric March1897Racine, WiWhiteStraight1947Best ActorThe Best Years of Our Lives11
42Frank Capra1897Bisacquino, Sicily, ItalyWhiteStraight1937Best DirectorMr. Deeds Goes to Town11
43Frank Capra1897Bisacquino, Sicily, ItalyWhiteStraight1935Best DirectorIt Happened One Night11
44Frank Capra1897Bisacquino, Sicily, ItalyWhiteStraight1939Best DirectorYou Can't Take It with You11
45Shirley Booth1898New York CityWhiteStraight1953Best ActressCome Back, Little Sheba11
46Leo McCarey1898Los Angeles, CaWhiteStraight1938Best DirectorThe Awful Truth11
47Leo McCarey1898Los Angeles, CaWhiteStraight1945Best DirectorGoing My Way11
48George Cukor1899New York CityWhiteGay1965Best DirectorMy Fair Lady11
49Gale Sondergaard1899Litchfield, MnWhiteStraight1937Best Supporting ActressAnthony Adverse11
\n", + "
" + ], + "text/plain": [ + " nome ano de nascimento local de nascimento \\\n", + "0 Marie Dressler 1868 Cobourg, Ontario, Canada \n", + "1 George Arliss 1868 London, England \n", + "2 Edmund Gwenn 1875 Vale of Glamorgan, Wales \n", + "3 Charles Coburn 1877 Savannah, Ga \n", + "4 Lionel Barrymore 1878 Philadelphia, Pa \n", + "5 Jane Darwell 1879 Palmyra, Mo \n", + "6 Ethel Barrymore 1879 Philadelphia, Pa \n", + "7 Donald Crisp 1880 London, England \n", + "8 Victor McLaglen 1883 Tunbridge Wells, Kent, England \n", + "9 Victor Fleming 1883 Pasadena, Ca \n", + "10 Walter Huston 1884 Toronto, Ontario, Canada \n", + "11 Emil Jannings 1884 Rorschach, Switzerland \n", + "12 Wallace Beery 1885 Kansas City, Mo \n", + "13 Josephine Hull 1886 Newtonville, Ma \n", + "14 Michael Curtiz 1886 Budapest, Hungary \n", + "15 Frank Lloyd 1886 Glasgow, Scotland \n", + "16 Frank Lloyd 1886 Glasgow, Scotland \n", + "17 Paul Lukas 1887 Budapest, Hungary \n", + "18 Barry Fitzgerald 1888 Dublin, Ireland \n", + "19 Warner Baxter 1889 Columbus, Oh \n", + "20 Fay Bainter 1891 Los Angeles, Ca \n", + "21 Ronald Colman 1891 Richmond, Surrey, England \n", + "22 Margaret Rutherford 1892 London, England \n", + "23 Mary Pickford 1892 Toronto, Ontario, Canada \n", + "24 Thomas Mitchell 1892 Elizabeth, Nj \n", + "25 Alice Brady 1892 New York City \n", + "26 Hattie McDaniel 1893 Wichita, Ks \n", + "27 Frank Borzage 1894 Salt Lake City, Ut \n", + "28 John Ford 1894 Cape Elizabeth, Me \n", + "29 John Ford 1894 Cape Elizabeth, Me \n", + "30 John Ford 1894 Cape Elizabeth, Me \n", + "31 John Ford 1894 Cape Elizabeth, Me \n", + "32 Walter Brennan 1894 Swampscott, Ma \n", + "33 Walter Brennan 1894 Swampscott, Ma \n", + "34 Walter Brennan 1894 Swampscott, Ma \n", + "35 Paul Muni 1895 Lviv, Ukraine \n", + "36 Lewis Milestone 1895 Chisinau, Moldova \n", + "37 Lewis Milestone 1895 Chisinau, Moldova \n", + "38 Ruth Gordon 1896 Quincy, Ma \n", + "39 Joseph Schildkraut 1896 Vienna, Austria \n", + "40 George Burns 1896 New York City \n", + "41 Fredric March 1897 Racine, Wi \n", + "42 Frank Capra 1897 Bisacquino, Sicily, Italy \n", + "43 Frank Capra 1897 Bisacquino, Sicily, Italy \n", + "44 Frank Capra 1897 Bisacquino, Sicily, Italy \n", + "45 Shirley Booth 1898 New York City \n", + "46 Leo McCarey 1898 Los Angeles, Ca \n", + "47 Leo McCarey 1898 Los Angeles, Ca \n", + "48 George Cukor 1899 New York City \n", + "49 Gale Sondergaard 1899 Litchfield, Mn \n", + "\n", + " raça orientação sexual ano da edição categoria \\\n", + "0 White Straight 1931 Best Actress \n", + "1 White Straight 1930 Best Actor \n", + "2 White Na 1948 Best Supporting Actor \n", + "3 White Straight 1944 Best Supporting Actor \n", + "4 White Straight 1931 Best Actor \n", + "5 White Straight 1941 Best Supporting Actress \n", + "6 White Straight 1945 Best Supporting Actress \n", + "7 White Straight 1942 Best Supporting Actor \n", + "8 White Straight 1936 Best Actor \n", + "9 White Straight 1940 Best Director \n", + "10 White Straight 1949 Best Supporting Actor \n", + "11 White Bisexual 1929 Best Actor \n", + "12 White Straight 1932 Best Actor \n", + "13 White Straight 1951 Best Supporting Actress \n", + "14 White Straight 1944 Best Director \n", + "15 White Straight 1930 Best Director \n", + "16 White Straight 1934 Best Director \n", + "17 White Straight 1944 Best Actor \n", + "18 White Na 1945 Best Supporting Actor \n", + "19 White Straight 1930 Best Actor \n", + "20 White Straight 1939 Best Supporting Actress \n", + "21 White Straight 1948 Best Actor \n", + "22 White Straight 1964 Best Supporting Actress \n", + "23 White Straight 1930 Best Actress \n", + "24 White Straight 1940 Best Supporting Actor \n", + "25 White Straight 1938 Best Supporting Actress \n", + "26 Black Matter of Dispute 1940 Best Supporting Actress \n", + "27 White Straight 1933 Best Director \n", + "28 White Bisexual 1941 Best Director \n", + "29 White Bisexual 1936 Best Director \n", + "30 White Bisexual 1953 Best Director \n", + "31 White Bisexual 1942 Best Director \n", + "32 White Straight 1938 Best Supporting Actor \n", + "33 White Straight 1939 Best Supporting Actor \n", + "34 White Straight 1941 Best Supporting Actor \n", + "35 White Straight 1937 Best Actor \n", + "36 White Straight 1927 Best Director \n", + "37 White Straight 1931 Best Director \n", + "38 White Straight 1969 Best Supporting Actress \n", + "39 White Straight 1938 Best Supporting Actor \n", + "40 White Straight 1976 Best Supporting Actor \n", + "41 White Straight 1947 Best Actor \n", + "42 White Straight 1937 Best Director \n", + "43 White Straight 1935 Best Director \n", + "44 White Straight 1939 Best Director \n", + "45 White Straight 1953 Best Actress \n", + "46 White Straight 1938 Best Director \n", + "47 White Straight 1945 Best Director \n", + "48 White Gay 1965 Best Director \n", + "49 White Straight 1937 Best Supporting Actress \n", + "\n", + " filme Pessoas Brancas Vencedores \n", + "0 Min and Bill 1 1 \n", + "1 Desraeli 1 1 \n", + "2 Miracle on 34th Street 1 1 \n", + "3 The More the Merrier 1 1 \n", + "4 A Free Soul 1 1 \n", + "5 The Grapes of Wrath 1 1 \n", + "6 None but the Lonely Heart 1 1 \n", + "7 How Green Was My Valley 1 1 \n", + "8 The Informer 1 1 \n", + "9 Gone with the Wind 1 1 \n", + "10 The Treasure of the Sierra Madre 1 1 \n", + "11 The Last Command 1 1 \n", + "12 The Champ 1 1 \n", + "13 Harvey 1 1 \n", + "14 Casablanca 1 1 \n", + "15 The Divine Lady 1 1 \n", + "16 Cavalcade 1 1 \n", + "17 Watch on the Rhine 1 1 \n", + "18 Going My Way 1 1 \n", + "19 In Old Arizona 1 1 \n", + "20 Jezebel 1 1 \n", + "21 A Double Life 1 1 \n", + "22 the V.I.P.s 1 1 \n", + "23 Coquette 1 1 \n", + "24 Stagecoach 1 1 \n", + "25 In Old Chicago 1 1 \n", + "26 Gone with the Wind 0 1 \n", + "27 Bad Girl 1 1 \n", + "28 The Grapes of Wrath 1 1 \n", + "29 The Informer 1 1 \n", + "30 The Quiet Man 1 1 \n", + "31 How Green Was My Valley 1 1 \n", + "32 Come and Get It 1 1 \n", + "33 Kentucky 1 1 \n", + "34 The Westerner 1 1 \n", + "35 The Story of Louis Pasteur 1 1 \n", + "36 Two Arabian Knights 1 1 \n", + "37 All Quiet on the Western Front 1 1 \n", + "38 Rosemary's Baby 1 1 \n", + "39 The Life of Emile Zola 1 1 \n", + "40 The Sunshine Boys 1 1 \n", + "41 The Best Years of Our Lives 1 1 \n", + "42 Mr. Deeds Goes to Town 1 1 \n", + "43 It Happened One Night 1 1 \n", + "44 You Can't Take It with You 1 1 \n", + "45 Come Back, Little Sheba 1 1 \n", + "46 The Awful Truth 1 1 \n", + "47 Going My Way 1 1 \n", + "48 My Fair Lady 1 1 \n", + "49 Anthony Adverse 1 1 " + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Criando a nova coluna 'Pessoas Brancas'\n", + "df['Pessoas Brancas'] = df['raça'].apply(lambda x: 1 if x == \"White\" else 0)\n", + "df.head(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nomeano de nascimentolocal de nascimentoraçaorientação sexualano da ediçãocategoriafilmePessoas BrancasVencedores
0Marie Dressler1868Cobourg, Ontario, CanadaWhiteStraight1931Best ActressMin and Bill11
1George Arliss1868London, EnglandWhiteStraight1930Best ActorDesraeli11
2Edmund Gwenn1875Vale of Glamorgan, WalesWhiteNa1948Best Supporting ActorMiracle on 34th Street11
3Charles Coburn1877Savannah, GaWhiteStraight1944Best Supporting ActorThe More the Merrier11
4Lionel Barrymore1878Philadelphia, PaWhiteStraight1931Best ActorA Free Soul11
5Jane Darwell1879Palmyra, MoWhiteStraight1941Best Supporting ActressThe Grapes of Wrath11
6Ethel Barrymore1879Philadelphia, PaWhiteStraight1945Best Supporting ActressNone but the Lonely Heart11
7Donald Crisp1880London, EnglandWhiteStraight1942Best Supporting ActorHow Green Was My Valley11
8Victor McLaglen1883Tunbridge Wells, Kent, EnglandWhiteStraight1936Best ActorThe Informer11
9Victor Fleming1883Pasadena, CaWhiteStraight1940Best DirectorGone with the Wind11
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" + ], + "text/plain": [ + " nome ano de nascimento local de nascimento raça \\\n", + "0 Marie Dressler 1868 Cobourg, Ontario, Canada White \n", + "1 George Arliss 1868 London, England White \n", + "2 Edmund Gwenn 1875 Vale of Glamorgan, Wales White \n", + "3 Charles Coburn 1877 Savannah, Ga White \n", + "4 Lionel Barrymore 1878 Philadelphia, Pa White \n", + "5 Jane Darwell 1879 Palmyra, Mo White \n", + "6 Ethel Barrymore 1879 Philadelphia, Pa White \n", + "7 Donald Crisp 1880 London, England White \n", + "8 Victor McLaglen 1883 Tunbridge Wells, Kent, England White \n", + "9 Victor Fleming 1883 Pasadena, Ca White \n", + "\n", + " orientação sexual ano da edição categoria \\\n", + "0 Straight 1931 Best Actress \n", + "1 Straight 1930 Best Actor \n", + "2 Na 1948 Best Supporting Actor \n", + "3 Straight 1944 Best Supporting Actor \n", + "4 Straight 1931 Best Actor \n", + "5 Straight 1941 Best Supporting Actress \n", + "6 Straight 1945 Best Supporting Actress \n", + "7 Straight 1942 Best Supporting Actor \n", + "8 Straight 1936 Best Actor \n", + "9 Straight 1940 Best Director \n", + "\n", + " filme Pessoas Brancas Vencedores \n", + "0 Min and Bill 1 1 \n", + "1 Desraeli 1 1 \n", + "2 Miracle on 34th Street 1 1 \n", + "3 The More the Merrier 1 1 \n", + "4 A Free Soul 1 1 \n", + "5 The Grapes of Wrath 1 1 \n", + "6 None but the Lonely Heart 1 1 \n", + "7 How Green Was My Valley 1 1 \n", + "8 The Informer 1 1 \n", + "9 Gone with the Wind 1 1 " + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Criando a nova coluna 'Vencedores'\n", + "df['Vencedores'] = 1\n", + "df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\brend\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\scipy\\stats\\_axis_nan_policy.py:573: RuntimeWarning: Precision loss occurred in moment calculation due to catastrophic cancellation. This occurs when the data are nearly identical. Results may be unreliable.\n", + " res = hypotest_fun_out(*samples, **kwds)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Teste T de Vencedores\n", + "Estatística T : nan\n", + "Valor P: nan\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Não rejeitamos a hipótese nula\n" + ] + } + ], + "source": [ + "# Amostras\n", + "branco = df[df['Pessoas Brancas'] == 1]['Vencedores'].dropna()\n", + "naoBranco = df[df['Pessoas Brancas'] == 0]['Vencedores'].dropna()\n", + "\n", + "\n", + "# Teste t\n", + "estatistica_t, valor_p = ttest_ind(branco, naoBranco)\n", + "\n", + "print(\"Teste T de Vencedores\")\n", + "print(f\"Estatística T : {estatistica_t}\")\n", + "print(f\"Valor P: {valor_p}\")\n", + "\n", + "\n", + "#grafico\n", + "sns.histplot(branco, color= 'blue', label ='Brancos', kde=True)\n", + "sns.histplot(naoBranco, color = 'red', label = 'Não-Brancos', kde=True)\n", + "\n", + "#rotulos\n", + "plt.legend()\n", + "plt.title(\"Relação dos vencedores com a raça\")\n", + "plt.xlabel(\"Vencedores\")\n", + "plt.ylabel(\"Contagem de raça\")\n", + "plt.show()\n", + "\n", + "#interpretação\n", + "if valor_p < 0.05:\n", + " print(\"Rejeitamos a hipótese nula\")\n", + "else:\n", + " print(\"Não rejeitamos a hipótese nula\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/exercicios/para-casa/BrendaFreire.md b/exercicios/para-casa/BrendaFreire.md new file mode 100644 index 0000000..811e62e --- /dev/null +++ b/exercicios/para-casa/BrendaFreire.md @@ -0,0 +1,21 @@ +1° passo: o dataset utilizado para esta análise foi o de vencedores do oscar até o ano de 2014. + + +2° passo: As bibliotecas utilizadas para esta análise foram as seguintes: + + import pandas as pd + import matplotlib.pyplot as plt + from scipy.stats import ttest_ind + import seaborn as sns + +3° passo: os dados foram tratados para a análise. Foram verificados a existência de dados nulos por coluna e linha, bem como pedido a verificação e descrição destes dados. Após a limpeza, os dados, que tinham o índice em inglês, foram convertidos para o português, e após todas as transformações, o novo dataframe foi salvo no formato csv com o nome 'Dados_Oscar_Tratado' + +4° passo: algumas das colunas foram utilizadas para análise. A primeira foi demonstrando como as categorias da premiação se separam por gênero apenas nas atuações. Para diretor concorrem homens e mulheres na mesma categoria. + +O segundo gráfico demonstra a quantidade de vencedores por raça, independentemente de categoria. + +O terceiro gráfico demonstra a quantidade de vencedores por orientação sexual, independentemente de categoria. + +O quarto gráfico faz um cruzamento dos vencedores por raça dentro de cada categoria, dividindo-se em cinco delas: melhor ator, melhor atriz, melhor diretor, melhor ator coadjuvante e melhor atriz coadjuvante. + +O quinto gráfico demonstra o teste de hipótese adotado nesta análise, ilustrando a correlação entre a raça dos concorrentes e se o fato dos mesmos serem brancos influenciaria na vitória. \ No newline at end of file diff --git a/exercicios/para-casa/Dados_Oscar_Tratado b/exercicios/para-casa/Dados_Oscar_Tratado new file mode 100644 index 0000000..6f89b15 --- /dev/null +++ b/exercicios/para-casa/Dados_Oscar_Tratado @@ -0,0 +1,416 @@ +nome,ano de nascimento,local de nascimento,raça,orientação sexual,ano da edição,categoria,filme +Marie Dressler,1868,"Cobourg, Ontario, Canada",White,Straight,1931,Best Actress,Min and Bill +George Arliss,1868,"London, England",White,Straight,1930,Best Actor,Desraeli +Edmund Gwenn,1875,"Vale of Glamorgan, Wales",White,Na,1948,Best Supporting Actor,Miracle on 34th Street +Charles Coburn,1877,"Savannah, Ga",White,Straight,1944,Best Supporting Actor,The More the Merrier +Lionel Barrymore,1878,"Philadelphia, Pa",White,Straight,1931,Best Actor,A Free Soul +Jane Darwell,1879,"Palmyra, Mo",White,Straight,1941,Best Supporting Actress,The Grapes of Wrath +Ethel Barrymore,1879,"Philadelphia, Pa",White,Straight,1945,Best Supporting Actress,None but the Lonely Heart +Donald Crisp,1880,"London, England",White,Straight,1942,Best Supporting Actor,How Green Was My Valley +Victor McLaglen,1883,"Tunbridge Wells, Kent, England",White,Straight,1936,Best Actor,The Informer +Victor Fleming,1883,"Pasadena, Ca",White,Straight,1940,Best Director,Gone with the Wind +Walter Huston,1884,"Toronto, Ontario, Canada",White,Straight,1949,Best Supporting Actor,The Treasure of the Sierra Madre +Emil Jannings,1884,"Rorschach, Switzerland",White,Bisexual,1929,Best Actor,The Last Command +Wallace Beery,1885,"Kansas City, Mo",White,Straight,1932,Best Actor,The Champ +Josephine Hull,1886,"Newtonville, Ma",White,Straight,1951,Best Supporting Actress,Harvey +Michael Curtiz,1886,"Budapest, Hungary",White,Straight,1944,Best Director,Casablanca +Frank Lloyd,1886,"Glasgow, Scotland",White,Straight,1930,Best Director,The Divine Lady +Frank Lloyd,1886,"Glasgow, Scotland",White,Straight,1934,Best Director,Cavalcade +Paul Lukas,1887,"Budapest, Hungary",White,Straight,1944,Best Actor,Watch on the Rhine +Barry Fitzgerald,1888,"Dublin, Ireland",White,Na,1945,Best Supporting Actor,Going My Way +Warner Baxter,1889,"Columbus, Oh",White,Straight,1930,Best Actor,In Old Arizona +Fay Bainter,1891,"Los Angeles, Ca",White,Straight,1939,Best Supporting Actress,Jezebel +Ronald Colman,1891,"Richmond, Surrey, England",White,Straight,1948,Best Actor,A Double Life +Margaret Rutherford,1892,"London, England",White,Straight,1964,Best Supporting Actress,the V.I.P.s +Mary Pickford,1892,"Toronto, Ontario, Canada",White,Straight,1930,Best Actress,Coquette +Thomas Mitchell,1892,"Elizabeth, Nj",White,Straight,1940,Best Supporting Actor,Stagecoach +Alice Brady,1892,New York City,White,Straight,1938,Best Supporting Actress,In Old Chicago +Hattie McDaniel,1893,"Wichita, Ks",Black,Matter of Dispute,1940,Best Supporting Actress,Gone with the Wind +Frank Borzage,1894,"Salt Lake City, Ut",White,Straight,1933,Best Director,Bad Girl +John Ford,1894,"Cape Elizabeth, Me",White,Bisexual,1941,Best Director,The Grapes of Wrath +John Ford,1894,"Cape Elizabeth, Me",White,Bisexual,1936,Best Director,The Informer +John Ford,1894,"Cape Elizabeth, Me",White,Bisexual,1953,Best Director,The Quiet Man +John Ford,1894,"Cape Elizabeth, Me",White,Bisexual,1942,Best Director,How Green Was My Valley +Walter Brennan,1894,"Swampscott, Ma",White,Straight,1938,Best Supporting Actor,Come and Get It +Walter Brennan,1894,"Swampscott, Ma",White,Straight,1939,Best Supporting Actor,Kentucky +Walter Brennan,1894,"Swampscott, Ma",White,Straight,1941,Best Supporting Actor,The Westerner +Paul Muni,1895,"Lviv, Ukraine",White,Straight,1937,Best Actor,The Story of Louis Pasteur +Lewis Milestone,1895,"Chisinau, Moldova",White,Straight,1927,Best Director,Two Arabian Knights +Lewis Milestone,1895,"Chisinau, Moldova",White,Straight,1931,Best Director,All Quiet on the Western Front +Ruth Gordon,1896,"Quincy, Ma",White,Straight,1969,Best Supporting Actress,Rosemary's Baby +Joseph Schildkraut,1896,"Vienna, Austria",White,Straight,1938,Best Supporting Actor,The Life of Emile Zola +George Burns,1896,New York City,White,Straight,1976,Best Supporting Actor,The Sunshine Boys +Fredric March,1897,"Racine, Wi",White,Straight,1947,Best Actor,The Best Years of Our Lives +Frank Capra,1897,"Bisacquino, Sicily, Italy",White,Straight,1937,Best Director,Mr. Deeds Goes to Town +Frank Capra,1897,"Bisacquino, Sicily, Italy",White,Straight,1935,Best Director,It Happened One Night +Frank Capra,1897,"Bisacquino, Sicily, Italy",White,Straight,1939,Best Director,You Can't Take It with You +Shirley Booth,1898,New York City,White,Straight,1953,Best Actress,"Come Back, Little Sheba" +Leo McCarey,1898,"Los Angeles, Ca",White,Straight,1938,Best Director,The Awful Truth +Leo McCarey,1898,"Los Angeles, Ca",White,Straight,1945,Best Director,Going My Way +George Cukor,1899,New York City,White,Gay,1965,Best Director,My Fair Lady +Gale Sondergaard,1899,"Litchfield, Mn",White,Straight,1937,Best Supporting Actress,Anthony Adverse +Humphrey Bogart,1899,New York City,White,Straight,1952,Best Actor,The Africa Queen +Norman Taurog,1899,"Chicago, Il",White,Straight,1932,Best Director,Skippy +Charles Laughton,1899,"Victoria Hotel, Scarborough, Yorkshire, England",White,Gay,1934,Best Actor,The Private Life of Henry VIII +James Cagney,1899,"Manhattan, Ny",White,Straight,1943,Best Actor,Yankee Doodle Dandy +Katina Paxinou,1900,"Athens, Greece",White,Straight,1944,Best Supporting Actress,For Whom the Bell Tolls +Helen Hayes,1900,"Washington, Dc",White,Straight,1932,Best Actress,The Sin of Madelon Claudet +Helen Hayes,1900,"Washington, Dc",White,Straight,1971,Best Supporting Actress,Airport +Spencer Tracy,1900,"Milwaukee, Wi",White,Straight,1938,Best Actor,Captains Courageous +Spencer Tracy,1900,"Milwaukee, Wi",White,Straight,1939,Best Actor,Boys Town +Clark Gable,1901,"Cadiz, Oh",White,Straight,1935,Best Actor,It Happened One Night +James Dunn,1901,New York City,White,Straight,1946,Best Supporting Actor,A Tree Grows in Brooklyn +"Ed Begley, Sr.",1901,"Hartford, Ct",White,Straight,1963,Best Supporting Actor,Sweet Bird of Youth +Gary Cooper,1901,"Helena, Mt",White,Straight,1953,Best Actor,High Noon +Gary Cooper,1901,"Helena, Mt",White,Straight,1942,Best Actor,Sergeant York +Melvyn Douglas,1901,"Macon, Ga",White,Straight,1964,Best Supporting Actor,Hud +Melvyn Douglas,1901,"Macon, Ga",White,Straight,1980,Best Supporting Actor,Being There +John Houseman,1902,"Bucharest, Romania",White,Straight,1974,Best Supporting Actor,The Paper Chase +Norma Shearer,1902,"Montreal, Quebec, Canada",White,Straight,1930,Best Actress,The Divorcee +William Wyler,1902,"Mulhouse, Haut-Rhin, Alsace, France",White,Straight,1947,Best Director,The Best Years of Our Lives +William Wyler,1902,"Mulhouse, Haut-Rhin, Alsace, France",White,Straight,1960,Best Director,Ben-Hur +William Wyler,1902,"Mulhouse, Haut-Rhin, Alsace, France",White,Straight,1943,Best Director,Mrs. Miniver +Dean Jagger,1903,"Lima, Oh",White,Straight,1950,Best Supporting Actor,Twelve O'Clock High +Claudette Colbert,1903,"Paris, France",White,Straight,1935,Best Actress,It Happened One Night +Bing Crosby,1903,"Tacoma, Wa",White,Straight,1945,Best Actor,Going My Way +Anne Revere,1903,New York City,White,Straight,1946,Best Supporting Actress,National Velvet +Vincente Minnelli,1903,"Chicago, Il",White,Bisexual,1959,Best Director,Gigi +Greer Garson,1904,"London, England",White,Straight,1942,Best Actress,Mrs. Miniver +John Gielgud,1904,"London, England",White,Gay,1982,Best Supporting Actor,Arthur +Don Ameche,1904,"Kenosha, Wi",White,Straight,1986,Best Supporting Actor,Cocoon +George Stevens,1904,"Oakland, Ca",White,Straight,1952,Best Director,A Place in the Sun +George Stevens,1904,"Oakland, Ca",White,Straight,1957,Best Director,Giant +Henry Fonda,1905,"Grand Island, Ne",White,Straight,1982,Best Actor,On Golden Pond +Robert Donat,1905,"Withington, Manchester, England",White,Straight,1940,Best Actor,Goodbye Mr. Chips +Joan Crawford,1905,"San Antonio, Tx",White,Bisexual,1946,Best Actress,Mildred Pierce +Janet Gaynor,1906,"Philadelphia, Pa",White,Straight,1929,Best Actress,7th Heaven +John Huston,1906,"Nevada, Mo",White,Straight,1949,Best Director,The Treasure of the Sierra Madre +George Sanders,1906,"St. Petersburg, Russia",White,Straight,1951,Best Supporting Actor,All About Eve +Carol Reed,1906,"London, England",White,Straight,1969,Best Director,Oliver! +Mary Astor,1906,"Quincy, Il",White,Straight,1942,Best Supporting Actress,The Great Lie +Billy Wilder,1906,"Sucha, Galicia, Austria",White,Straight,1946,Best Director,The Lost Weekend +Billy Wilder,1906,"Sucha, Galicia, Austria",White,Straight,1961,Best Director,The Apartment +Ray Milland,1907,"Neath, Wales",White,Straight,1946,Best Actor,The Lost Weekend +Jack Albertson,1907,"Malden, Ma",White,Na,1969,Best Supporting Actor,The Subject Was Roses +Peggy Ashcroft,1907,"Croydon, Surrey, England",White,Straight,1985,Best Supporting Actress,A Passage to India +John Wayne,1907,"Winterset, Ia",White,Straight,1970,Best Actor,True Grit +Laurence Olivier,1907,"Dorking, Surrey, England",White,Bisexual,1949,Best Actor,Hamlet +Fred Zinnemann,1907,"Vienna, Austria",White,Straight,1967,Best Director,A Man for All Seasons +Fred Zinnemann,1907,"Vienna, Austria",White,Straight,1954,Best Director,From Here to Eternity +Katharine Hepburn,1907,"Hartford, Ct",White,Bisexual,1969,Best Actress,The Lion in Winter +Katharine Hepburn,1907,"Hartford, Ct",White,Bisexual,1982,Best Actress,On Golden Pond +Katharine Hepburn,1907,"Hartford, Ct",White,Bisexual,1968,Best Actress,Guess Who's Coming to Dinner +Katharine Hepburn,1907,"Hartford, Ct",White,Bisexual,1934,Best Actress,Morning Glory +Rex Harrison,1908,"Huyton, Lancashire, England",White,Straight,1965,Best Actor,My Fair Lady +Anna Magnani,1908,"Rome, Italy",White,Straight,1956,Best Actress,The Rose Tattoo +Jimmy Stewart,1908,"Indiana, Pa",White,Straight,1941,Best Actor,The Philadelphia Story +John Mills,1908,"Felixstowe, Suffolk, England",White,Straight,1971,Best Supporting Actor,Ryan's Daughter +David Lean,1908,"Croydon, Surrey, England",White,Straight,1963,Best Director,Lawrence of Arabia +David Lean,1908,"Croydon, Surrey, England",White,Straight,1958,Best Director,The Bridge on the River Kwai +Bette Davis,1908,"Lowell, Ma",White,Straight,1939,Best Actress,Jezebel +Bette Davis,1908,"Lowell, Ma",White,Straight,1936,Best Actress,Dangerous +David Niven,1909,"London, England",White,Straight,1959,Best Actor,Separate Tables +Jessica Tandy,1909,"London, England",White,Straight,1990,Best Actress,Driving Miss Daisy +Burl Ives,1909,"Hunt City, Il",White,Straight,1959,Best Supporting Actor,The Big Country +Jose Ferrer,1909,"Santurce, Puerto Rico",Hispanic,Straight,1951,Best Actor,Cyrano de Bergerac +Elia Kazan,1909,"Istanbul, Turkey",White,Straight,1955,Best Director,On the Waterfront +Elia Kazan,1909,"Istanbul, Turkey",White,Straight,1948,Best Director,Gentleman's Agreement +Joseph L. Mankiewicz,1909,"Wilkes-Barre, Pa",White,Straight,1950,Best Director,A Letter to Three Wives +Joseph L. Mankiewicz,1909,"Wilkes-Barre, Pa",White,Straight,1951,Best Director,All About Eve +Van Heflin,1910,"Walters, Ok",White,Straight,1943,Best Supporting Actor,Johnny Eager +Claire Trevor,1910,New York City,White,Straight,1949,Best Supporting Actress,Key Largo +Luise Rainer,1910,"Dusseldorf, Germany",White,Straight,1937,Best Actress,The Great Ziegfeld +Luise Rainer,1910,"Dusseldorf, Germany",White,Straight,1938,Best Actress,The Good Earth +Broderick Crawford,1911,"Philadelphia, Pa",White,Straight,1950,Best Actor,All The King's Men +Ginger Rogers,1911,"Independence, Mo",White,Straight,1941,Best Actress,Kitty Foyle +Hugh Griffith,1912,"Marian Glas, Anglesey, Wales",White,Na,1960,Best Supporting Actor,Ben-Hur +Karl Malden,1912,"Chicago, Il",White,Straight,1952,Best Supporting Actor,A Streetcar Named Desire +Wendy Hiller,1912,"Bramhall, Cheshire, England",White,Straight,1959,Best Supporting Actress,Separate Tables +Gig Young,1913,"St. Cloud, Mn",White,Straight,1970,Best Supporting Actor,"They Shoot Horses, Don't They?" +Burt Lancaster,1913,New York City,White,Straight,1961,Best Actor,Elmer Gantry +Loretta Young,1913,"Salt Lake City, Ut",White,Straight,1948,Best Actress,The Farmer's Daughter +Vivien Leigh,1913,"Darjeeling, India",White,Straight,1952,Best Actress,A Streetcar Named Desire +Vivien Leigh,1913,"Darjeeling, India",White,Straight,1940,Best Actress,Gone with the Wind +Harold Russell,1914,"North Sydney, Nova Scotia, Canada",White,Straight,1947,Best Supporting Actor,The Best Years of Our Lives +Beatrice Straight,1914,"Old Westbury, Ny",White,Straight,1977,Best Supporting Actress,Network +Alec Guinness,1914,"London, England",White,Bisexual,1958,Best Actor,The Bridge on the River Kwai +Jo Van Fleet,1914,"Oakland, Ca",White,Straight,1956,Best Supporting Actress,East of Eden +Robert Wise,1914,"Winchester, In",White,Straight,1966,Best Director,The Sound of Music +Robert Wise,1914,"Winchester, In",White,Straight,1961,Best Director,West Side Story +Frank Sinatra,1915,"Hoboken, Nj",White,Straight,1954,Best Supporting Actor,From Here to Eternity +Edmond O'Brien,1915,New York City,White,Straight,1955,Best Supporting Actor,The Barefoot Contessa +Anthony Quinn,1915,"Chihuahua, Mexico",Hispanic,Straight,1957,Best Supporting Actor,Lust for Life +Anthony Quinn,1915,"Chihuahua, Mexico",Hispanic,Straight,1953,Best Supporting Actor,Viva Zapata! +Ingrid Bergman,1915,"Stockholm, Sweden",White,Straight,1975,Best Supporting Actress,Murder on the Orient Express +Ingrid Bergman,1915,"Stockholm, Sweden",White,Straight,1957,Best Actress,Anastasia +Ingrid Bergman,1915,"Stockholm, Sweden",White,Straight,1945,Best Actress,Gaslight +Gregory Peck,1916,"La Jolla, Ca",White,Straight,1963,Best Actor,To Kill a Mockingbird +Mercedes McCambridge,1916,"Joliet, Il",White,Straight,1950,Best Supporting Actress,All the King's Men +Peter Finch,1916,"South Kensington, London, England",White,Straight,1977,Best Actor,Network +Olivia de Havilland,1916,"Tokyo, Japan",White,Straight,1947,Best Actress,To Each His Own +Olivia de Havilland,1916,"Tokyo, Japan",White,Straight,1950,Best Actress,The Heiress +Jane Wyman,1917,"St. Joseph, Mo",White,Straight,1949,Best Actress,Johnny Belinda +Celeste Holm,1917,New York City,White,Straight,1948,Best Supporting Actress,Gentleman's Agreement +Ernest Borgnine,1917,"Hamden, Ct",White,Straight,1956,Best Actor,Marty +Joan Fontaine,1917,"Tokyo, Japan",White,Straight,1940,Best Actress,Suspicion +Art Carney,1918,"Mount Vernon, Ny",White,Straight,1975,Best Actor,Harry and Tonto +Jerome Robbins,1918,New York City,White,Gay,1962,Best Director,West Side Story +Ben Johnson,1918,"Shidler, Ok",White,Straight,1972,Best Supporting Actor,The Last Picture Show +Teresa Wright,1918,New York City,White,Straight,1943,Best Supporting Actress,Mrs. Miniver +Susan Hayward,1918,"Brooklyn, Ny",White,Straight,1959,Best Actress,I Want To Live! +Lila Kedrova,1918,"St. Petersburg, Russia",White,Straight,1965,Best Supporting Actress,Zorba the Greek +William Holden,1918,"O'fallon, Il",White,Straight,1954,Best Actor,Stalag 17 +Red Buttons,1919,New York City,White,Straight,1958,Best Supporting Actor,Sayonara +Jack Palance,1919,"Lattimer Mines, Pa",White,Straight,1992,Best Supporting Actor,City Slickers +Eileen Heckart,1919,"Columbus, Oh",White,Straight,1973,Best Supporting Actress,Butterflies Are Free +Martin Balsam,1919,"Bronx, Ny",White,Straight,1966,Best Supporting Actor,A Thousand Clowns +Jennifer Jones,1919,"Tulsa, Ok",White,Straight,1944,Best Actress,The Song of Bernadette +Yul Brynner,1920,"Vladivostok, Russia",White,Straight,1957,Best Actor,The King and I +Franklin J. Schaffner,1920,"Tokyo, Japan",White,Straight,1970,Best Director,Patton +Delbert Mann,1920,"Lawrence, Ks",White,Straight,1956,Best Director,Marty +Walter Matthau,1920,New York City,White,Straight,1967,Best Supporting Actor,The Fortune Cookie +Shelley Winters,1920,"St. Louis, Mo",White,Straight,1960,Best Supporting Actress,The Diary of Anne Frank +Shelley Winters,1920,"St. Louis, Mo",White,Straight,1966,Best Supporting Actress,A Patch of Blue +Judy Holliday,1921,New York City,White,Straight,1951,Best Actress,Born Yesterday +George Roy Hill,1921,"Minneapolis, Mn",White,Straight,1973,Best Director,The Sting +Simone Signoret,1921,"Wiesbaden, Germany",White,Straight,1960,Best Actress,Room at the Top +Donna Reed,1921,"Denison, Ia",White,Straight,1954,Best Supporting Actress,From Here to Eternity +Peter Ustinov,1921,"London, England",White,Straight,1961,Best Supporting Actor,Spartacus +Peter Ustinov,1921,"London, England",White,Straight,1965,Best Supporting Actor,Topkapi +Paul Scofield,1922,"Hurstpierpoint, West Sussex, England",White,Straight,1967,Best Actor,A Man For All Seasons +Kim Hunter,1922,"Detroit, Mi",White,Straight,1952,Best Supporting Actress,A Streetcar Named Desire +Jason Robards,1922,"Chicago, Il",White,Straight,1978,Best Supporting Actor,Julia +Jason Robards,1922,"Chicago, Il",White,Straight,1977,Best Supporting Actor,All the President's Men +Richard Attenborough,1923,"Cambridge, England",White,Straight,1982,Best Director,Gandhi +Charlton Heston,1923,"Evanston, Il",White,Straight,1960,Best Actor,Ben-hur +Gloria Grahame,1923,"Los Angeles, Ca",White,Straight,1953,Best Supporting Actress,The Bad and the Beautiful +Anne Baxter,1923,"Michigan City, In",White,Straight,1947,Best Supporting Actress,The Razor's Edge +Cliff Robertson,1923,"La Jolla, Ca",White,Straight,1969,Best Actor,Charly +Geraldine Page,1924,"Kirksville, Mo",White,Straight,1986,Best Actress,The Trip to Bountiful +Eva Marie Saint,1924,"Newark, Nj",White,Straight,1955,Best Supporting Actress,On the Waterfront +Lee Marvin,1924,New York City,White,Straight,1966,Best Actor,Cat Ballou +Marlon Brando,1924,"Omaha, Ne",White,Bisexual,1973,Best Actor,The Godfather +Marlon Brando,1924,"Omaha, Ne",White,Bisexual,1955,Best Actor,On the Waterfront +Paul Newman,1925,"Shaker Heights, Oh",White,Straight,1987,Best Actor,The Color of Money +Dorothy Malone,1925,"Chicago, Il",White,Straight,1957,Best Supporting Actress,Written on the Wind +Maureen Stapleton,1925,"Troy, Ny",White,Straight,1982,Best Supporting Actress,Reds +Rod Steiger,1925,"Westhampton, Ny",White,Straight,1968,Best Actor,In the Heat of the Night +George Kennedy,1925,New York City,White,Straight,1968,Best Supporting Actor,Cool Hand Luke +Jack Lemmon,1925,"Newton, Ma",White,Straight,1974,Best Actor,Save the Tiger +Jack Lemmon,1925,"Newton, Ma",White,Straight,1956,Best Supporting Actor,Mister Roberts +Cloris Leachman,1926,"Des Moines, Ia",White,Straight,1972,Best Supporting Actress,The Last Picture Show +Patricia Neal,1926,"Packard, Ky",White,Straight,1964,Best Actress,Hud +John Schlesinger,1926,"London, England",White,Gay,1969,Best Director,Midnight Cowboy +Estelle Parsons,1927,"Marblehead, Ma",White,Straight,1968,Best Supporting Actress,Bonnie and Clyde +Sidney Poitier,1927,"Miami, Fl",Black,Straight,1964,Best Actor,Lilies of the Field +Bob Fosse,1927,"Chicago, Il",White,Straight,1973,Best Director,Cabaret +Lee Grant,1927,New York City,White,Straight,1976,Best Supporting Actress,Shampoo +George C. Scott,1927,"Wise, Va",White,Straight,1971,Best Actor,Patton +James Coburn,1928,"Laurel, Ne",White,Straight,1999,Best Supporting Actor,Affliction +Tony Richardson,1928,"Shipley, Yorkshire, England",White,Bisexual,1964,Best Director,Tom Jones +Grace Kelly,1929,"Philadelphia, Pa",White,Straight,1955,Best Actress,The Country Girl +Audrey Hepburn,1929,"Brussels, Belgium",White,Straight,1954,Best Actress,Roman Holiday +Miyoshi Umeki,1929,"Otaro, Hokkaido, Japan",Asian,Straight,1958,Best Supporting Actress,Sayonara +Christopher Plummer,1929,"Toronto, Ontario, Canada",White,Straight,2012,Best Supporting Actor,Beginning +Sean Connery,1930,"Edinburgh, Scotland",White,Straight,1988,Best Supporting Actor,The Untouchables +Maximilian Schell,1930,"Vienna, Austria",White,Straight,1962,Best Actor,Judgement at Nuremberg +Joanne Woodward,1930,"Thomasville, Ga",White,Straight,1958,Best Actress,The Three Faces of Eve +Gene Hackman,1930,"San Bernardino, Ca",White,Straight,1972,Best Actor,The French Connection +Gene Hackman,1930,"San Bernardino, Ca",White,Straight,1993,Best Supporting Actor,Unforgiven +Clint Eastwood,1930,"San Francisco, Ca",White,Straight,2005,Best Director,Million Dollar Baby +Clint Eastwood,1930,"San Francisco, Ca",White,Straight,1993,Best Director,Unforgiven +Mike Nichols,1931,"Berlin, Germany",White,Straight,1968,Best Director,The Graduate +Olympia Dukakis,1931,"Lowell, Ma",White,Straight,1988,Best Supporting Actress,Moonstruck +Anne Bancroft,1931,"Bronx, Ny",White,Straight,1963,Best Actress,The Miracle Worker +Robert Duvall,1931,"San Diego, Ca",White,Straight,1984,Best Actor,Tender Mercies +Rita Moreno,1931,"Humacao, Puerto Rico",Hispanic,Straight,1962,Best Supporting Actress,West Side Story +Martin Landau,1931,"Brooklyn, Ny",White,Straight,1995,Best Supporting Actor,Ed Wood +Ellen Burstyn,1932,"Detroit, Mi",White,Straight,1975,Best Actress,Alice Doesn't Live Here Anymore +Robert Benton,1932,"Waxahachie, Tx",White,Straight,1980,Best Director,Kramer vs. Kramer +Joel Grey,1932,"Cleveland, Oh",White,Gay,1973,Best Supporting Actor,Cabaret +Milos Forman,1932,"CÌÁslav, Czechoslovakia",White,Straight,1976,Best Director,One Flew over the Cuckoo's Nest +Milos Forman,1932,"CÌÁslav, Czechoslovakia",White,Straight,1985,Best Director,Amadeus +Elizabeth Taylor,1932,"London, England",White,Straight,1961,Best Actress,Butterfield 8 +Elizabeth Taylor,1932,"London, England",White,Straight,1967,Best Actress,Who's Afraid of Virginia Woolf? +Roman Polanski,1933,"Paris, France",White,Straight,2003,Best Director,The Pianist +Michael Caine,1933,"Bermondsey, England",White,Straight,2000,Best Supporting Actor,The Cider House Rules +Michael Caine,1933,"Bermondsey, England",White,Straight,1987,Best Supporting Actor,Hannah and Her Sisters +Sydney Pollack,1934,"Lafayette, In",White,Straight,1986,Best Director,Out of Africa +Sophia Loren,1934,"Pozzuoli, Italy",White,Straight,1962,Best Actress,Two Women +Alan Arkin,1934,"Brooklyn, Ny",White,Straight,2007,Best Supporting Actor,Little Miss Sunshine +Shirley Jones,1934,"Charleroi, Pa",White,Straight,1961,Best Supporting Actress,Elmer Gantry +Louise Fletcher,1934,"Birmingham, Al",White,Straight,1976,Best Actress,One Flew Over the Cuckoo's Nest +Judi Dench,1934,"York, North Yorkshire, England",White,Straight,1999,Best Supporting Actress,Shakespeare in Love +George Chakiris,1934,"Norwood, Oh",White,Gay,1962,Best Supporting Actor,West Side Story +Shirley MacLaine,1934,"Richmond, Va",White,Straight,1984,Best Actress,Terms of Endearment +Maggie Smith,1934,"Ilford, Essex, England",White,Straight,1979,Best Supporting Actress,California Suite +Maggie Smith,1934,"Ilford, Essex, England",White,Straight,1970,Best Actress,The Prime of Miss Jean Brodie +William Friedkin,1935,"Chicago, Il",White,Straight,1972,Best Director,The French Connection +John G. Avildsen,1935,"Oak Park, Il",White,Straight,1976,Best Director,Rocky +Woody Allen,1935,"Brooklyn, Ny",White,Straight,1978,Best Director,Annie Hall +Julie Andrews,1935,"Walton-on-Thames, Surrey, England",White,Straight,1965,Best Actress,Mary Poppins +Robert Redford,1936,"Santa Monica, Ca",White,Straight,1980,Best Director,Ordinary People +"Lou Gossett, Jr.",1936,"Brooklyn, Ny",Black,Straight,1983,Best Supporting Actor,An Officer and a Gentleman +Glenda Jackson,1936,"Birkenhead, Cheshire, England",White,Straight,1971,Best Actress,Women in Love +Glenda Jackson,1936,"Birkenhead, Cheshire, England",White,Straight,1974,Best Actress,A Touch of Class +Anthony Hopkins,1937,"Port Talbot, Wales",White,Straight,1992,Best Actor,Silence of the Lambs +Vanessa Redgrave,1937,"London, England",White,Straight,1978,Best Supporting Actress,Julia +Morgan Freeman,1937,"Memphis, Tn",Black,Straight,2005,Best Supporting Actor,Million Dollar Baby +Sandy Dennis,1937,"Hastings, Ne",White,Bisexual,1967,Best Supporting Actress,Who's Afraid of Virginia Woolf? +Warren Beatty,1937,"Richmond, Va",White,Straight,1981,Best Director,Reds +Jane Fonda,1937,New York City,White,Straight,1979,Best Actress,Coming Home +Jane Fonda,1937,New York City,White,Straight,1972,Best Actress,Klute +Dustin Hoffman,1937,"Los Angeles, Ca",White,Straight,1989,Best Actor,Rainman +Dustin Hoffman,1937,"Los Angeles, Ca",White,Straight,1980,Best Actor,Kramer vs. Kramer +Jack Nicholson,1937,New York City,White,Straight,1997,Best Actor,As Good as It Gets +Jack Nicholson,1937,New York City,White,Straight,1976,Best Actor,One Flew Over the Cuckoo's Nest +Jack Nicholson,1937,New York City,White,Straight,1984,Best Supporting Actor,Terms of Endearment +Jon Voight,1938,"Yonkers, Ny",White,Straight,1979,Best Actor,Coming Home +Francis Ford Coppola,1939,"Detroit, Mi",White,Straight,1975,Best Director,The Godfather Part II +Michael Cimino,1939,New York City,White,Straight,1979,Best Director,The Deer Hunter +F. Murray Abraham,1939,"Pittsburgh, Pa",Middle Eastern,Straight,1985,Best Actor,Amadeus +Al Pacino,1940,"East Harlem, New York City",White,Straight,1993,Best Actor,Scent of a Woman +James L. Brooks,1940,"North Bergen, Nj",White,Straight,1983,Best Director,Terms of Endearment +Haing S. Ngor,1940,"Samrong Young, Cambodia",Asian,Straight,1985,Best Supporting Actor,The Killing Fields +Bernardo Bertolucci,1941,"Parma, Emilia-Romagna, Italy",White,Straight,1988,Best Director,The Last Emperor +Julie Christie,1941,"Chabua, Assam, India",White,Straight,1966,Best Actress,Darling +Faye Dunaway,1941,"Bascom, Fl",White,Straight,1977,Best Actress,Network +Barbra Streisand,1942,"Brooklyn, Ny",White,Straight,1969,Best Actress,Funny Girl +Martin Scorsese,1942,"Flushing, Ny",White,Straight,2007,Best Director,The Departed +Barry Levinson,1942,"Baltimore, Md",White,Straight,1989,Best Director,Rain Man +Ben Kingsley,1943,"Scarborough, Yorkshire, England",Multiracial,Straight,1983,Best Actor,Gandhi +Joe Pesci,1943,"Newark, Nj",White,Straight,1991,Best Supporting Actor,Good Fellas +Christopher Walken,1943,"Astoria, Ny",White,Straight,1979,Best Supporting Actor,The Deer Hunter +Robert De Niro,1943,New York City,White,Straight,1975,Best Supporting Actor,The Godfather Part II +Robert De Niro,1943,New York City,White,Straight,1981,Best Actor,Raging Bull +Jonathan Demme,1944,"Baldwin, Ny",White,Straight,1992,Best Director,The Silence of the Lambs +Michael Douglas,1944,"New Brunswick, Nj",White,Straight,1988,Best Actor,Wall Street +Helen Mirren,1945,"Chiswick, London, England",White,Straight,2007,Best Actress,The Queen +Brenda Fricker,1945,"Dublin, Ireland",White,Straight,1990,Best Supporting Actress,My Left Foot +Goldie Hawn,1945,"Silver Spring, Md",White,Straight,1970,Best Supporting Actress,Cactus Flower +Linda Hunt,1945,"Morristown, Nj",White,Na,1984,Best Supporting Actress,The Year of Living Dangerously +Tommy Lee Jones,1946,"San Saba, Tx",White,Straight,1994,Best Supporting Actor,The Fugitive +Susan Sarandon,1946,"Queens, Ny",White,Straight,1996,Best Actress,Dead Man Walking +Patty Duke,1946,"Elmhurst, Ny",White,Straight,1963,Best Supporting Actress,The Miracle Worker +Oliver Stone,1946,New York City,White,Straight,1990,Best Director,Born on the Fourth of July +Diane Keaton,1946,"Los Angeles, Ca",White,Straight,1978,Best Actress,Annie Hall +Cher,1946,"El Centro, Ca",White,Bisexual,1988,Best Actress,Moonstruck +Liza Minnelli,1946,"Los Angeles, Ca",White,Na,1973,Best Actress,Cabaret +Sally Field,1946,"Pasadena, Ca",White,Straight,1980,Best Actress,Norma Rae +Sally Field,1946,"Pasadena, Ca",White,Straight,1985,Best Actress,Places in the Heart +Steven Spielberg,1946,"Cincinnati, Oh",White,Straight,1999,Best Director,Saving Private Ryan +Steven Spielberg,1946,"Cincinnati, Oh",White,Straight,1994,Best Director,Schindler's List +Kevin Kline,1947,"St. Louis, Mo",White,Straight,1989,Best Supporting Actor,A Fish Called Wanda +Richard Dreyfuss,1947,"Brooklyn, Ny",White,Straight,1978,Best Actor,The Goodbye Girl +Mercedes Ruehl,1948,"Queens, Ny",Hispanic,Straight,1992,Best Supporting Actress,The Fisher King +Kathy Bates,1948,"Memphis, Tn",White,Straight,1991,Best Actress,Misery +Jeremy Irons,1948,"Cowes, Isle of Wight, England",White,Straight,1991,Best Actor,Reversal of Fortune +Dianne Wiest,1948,"Kansas City, Mo",White,Straight,1987,Best Supporting Actress,Hannah and Her Sisters +Dianne Wiest,1948,"Kansas City, Mo",White,Straight,1995,Best Supporting Actress,Bullets Over Broadway +Jeff Bridges,1949,"Los Angeles, Ca",White,Straight,2010,Best Actor,Crazy Heart +Jim Broadbent,1949,"Lincoln, Lincolnshire, England",White,Straight,2002,Best Supporting Actor,Iris +Sissy Spacek,1949,"Quitman, Tx",White,Straight,1981,Best Actress,Coal Miner's Daughter +Meryl Streep,1949,"Summit, Nj",White,Straight,1983,Best Actress,Sophie's Choice +Meryl Streep,1949,"Summit, Nj",White,Straight,1980,Best Supporting Actress,Kramer vs. Kramer +Meryl Streep,1949,"Summit, Nj",White,Straight,2012,Best Actress,The Iron Lady +Jessica Lange,1949,"Cloquet, Mn",White,Straight,1983,Best Supporting Actress,Tootsie +Jessica Lange,1949,"Cloquet, Mn",White,Straight,1995,Best Actress,Blue Sky +William Hurt,1950,"Washington, Dc",White,Straight,1986,Best Actor,Kiss of the Spider Woman +Robin Williams,1951,"Chicago, Il",White,Straight,1998,Best Supporting Actor,Good Will Hunting +Geoffrey Rush,1951,"Toowoomba, Queensland, Australia",White,Straight,1997,Best Actor,Shine +Anjelica Huston,1951,"Santa Monica, Ca",White,Straight,1986,Best Supporting Actress,Prizzi's Honor +Chris Cooper,1951,"Kansas City, Mo",White,Straight,2003,Best Supporting Actor,Adaptation +Kathryn Bigelow,1951,"San Carlos, Ca",White,Straight,2009,Best Director,The Hurt Locker +Robert Zemeckis,1952,"Chicago, Il",White,Straight,1995,Best Director,Forrest Gump +Roberto Benigni,1952,"Misericordia, Arezzo, Tuscany, Italy",White,Straight,1999,Best Actor,Life is Beautiful +Mary Steenburgen,1953,"Newport, Ar",White,Straight,1981,Best Supporting Actress,Melvin and Howard +Kim Basinger,1953,"Athens, Ga",White,Straight,1998,Best Supporting Actress,L.A. Confidential +Ron Howard,1954,"Duncan, Ok",White,Straight,2002,Best Director,A Beautiful Mind +Anthony Minghella,1954,"Ryde, Isle of Wight, England",White,Straight,1997,Best Director,The English Patient +Joel Coen,1954,"St. Louis Park, Mn",White,Straight,2008,Best Director,No Country for Old Men +James Cameron,1954,"Kapuskasing, Ontario, Canada",White,Straight,1998,Best Director,Titanic +Ang Lee,1954,"Pingtung, Taiwan",Asian,Straight,2013,Best Director,Life of Pi +Ang Lee,1954,"Pingtung, Taiwan",Asian,Straight,2006,Best Director,Brokeback Mountain +Denzel Washington,1954,"Mount Vernon, Ny",Black,Straight,2002,Best Actor,Training Day +Denzel Washington,1954,"Mount Vernon, Ny",Black,Straight,1990,Best Supporting Actor,Glory +Whoopi Goldberg,1955,New York City,Black,Straight,1991,Best Supporting Actress,Ghost +Kevin Costner,1955,"Lynwood, Ca",White,Straight,1991,Best Director,Dances with Wolves +Geena Davis,1956,"Wareham, Ma",White,Straight,1989,Best Supporting Actress,The Accidental Tourist +Mel Gibson,1956,"Peekskill, Ny",White,Straight,1996,Best Director,Braveheart +Danny Boyle,1956,"Manchester, England",White,Straight,2009,Best Director,Slumdog Millionaire +Tom Hanks,1956,"Concord, Ca",White,Straight,1994,Best Actor,Philadelphia +Tom Hanks,1956,"Concord, Ca",White,Straight,1995,Best Actor,Forrest Gump +Christoph Waltz,1956,Na,White,Straight,2010,Best Supporting Actor,Inglourious Basterds +Christoph Waltz,1956,Na,White,Straight,2013,Best Supporting Actor,Django Unchained +Frances McDormand,1957,"Chicago, Il",White,Straight,1997,Best Actress,Fargo +Ethan Coen,1957,"St. Louis Park, Mn",White,Straight,2008,Best Director,No Country for Old Men +Daniel Day-Lewis,1957,"London, England",White,Straight,2013,Best Actor,Lincoln +Daniel Day-Lewis,1957,"London, England",White,Straight,2008,Best Actor,There Will Be Blood +Daniel Day-Lewis,1957,"London, England",White,Straight,1990,Best Actor,My Left Foot +Holly Hunter,1958,"Conyers, Ga",White,Straight,1994,Best Actress,The Piano +Tim Robbins,1958,"West Covina, Ca",White,Straight,2004,Best Supporting Actor,Mystic River +Emma Thompson,1959,"London, England",White,Straight,1993,Best Actress,Howards End +Marcia Gay Harden,1959,"La Jolla, Ca",White,Straight,2001,Best Supporting Actress,Pollock +Kevin Spacey,1959,"South Orange, Nj",White,Matter of Dispute,2000,Best Actor,American Beauty +Kevin Spacey,1959,"South Orange, Nj",White,Matter of Dispute,1996,Best Supporting Actor,The Usual Suspects +Colin Firth,1960,"Grayshott, Hampshire, England",White,Straight,2011,Best Actor,The King's Speech +Timothy Hutton,1960,"Malibu, Ca",White,Straight,1981,Best Supporting Actor,Oridnary People +Melissa Leo,1960,New York City,White,Straight,2011,Best Supporting Actress,The Fighter +Tilda Swinton,1960,"London, England",White,Straight,2007,Best Supporting Actress,Michael Clayton +Sean Penn,1960,"Burbank, Ca",White,Straight,2003,Best Actor,Mystic River +Sean Penn,1960,"Burbank, Ca",White,Straight,2009,Best Actor,Milk +Peter Jackson,1961,"Wellington, New Zealand",White,Straight,2004,Best Director,The Lord of the Rings: Return of the King +Forest Whitaker,1961,"Longview, Tx",Black,Straight,2007,Best Actor,The Last King of Scotland +George Clooney,1961,"Lexington, Ky",White,Straight,2006,Best Supporting Actor,Syriana +Jodie Foster,1962,"Los Angeles, Ca",White,Lesbian,1989,Best Actress,The Accused +Jodie Foster,1962,"Los Angeles, Ca",White,Lesbian,1992,Best Actress,The Silence of the Lambs +Helen Hunt,1963,"Culver City, Ca",White,Straight,1998,Best Actress,As Good As It Gets +Steven Soderbergh,1963,"Atlanta, Ga",White,Straight,2001,Best Director,Traffic +Tatum O'Neal,1963,"Los Angeles, Ca",White,Straight,1974,Best Supporting Actress,Paper Moon +Juliette Binoche,1964,"Paris, France",White,Straight,1997,Best Supporting Actress,The English Patient +Sandra Bullock,1964,"Arlington, Va",White,Straight,2010,Best Actress,The Blind Side +Marisa Tomei,1964,"Brooklyn, Ny",White,Straight,1993,Best Supporting Actress,My Cousin Vinny +Russell Crowe,1964,"Wellington, New Zealand",White,Straight,2001,Best Actor,Gladiator +Nicolas Cage,1964,"Long Beach, Ca",White,Straight,1996,Best Actor,Leaving Las Vegas +Marlee Matlin,1965,"Morton Grove, Il",White,Straight,1987,Best Actress,Children of a Lesser God +Sam Mendes,1965,"Reading, Berkshire, England",White,Straight,2000,Best Director,American Beauty +Halle Berry,1966,"Cleveland, Oh",Multiracial,Straight,2002,Best Actress,Monster's Ball +Jamie Foxx,1967,"Terrell, Tx",Black,Straight,2005,Best Actor,Ray +Nicole Kidman,1967,"Honolulu, Hi",White,Straight,2003,Best Actress,The Hours +Mira Sorvino,1967,"Tenafly, Nj",White,Straight,1996,Best Supporting Actress,Mighty Aphrodite +Philip Seymour Hoffman,1967,"Fairport, Ny",White,Straight,2006,Best Actor,Capote +Mo'Nique,1967,"Woodlawn, Md",Black,Straight,2010,Best Supporting Actress,Precious +Benicio Del Toro,1967,"Santurce, Puerto Rico",Hispanic,Straight,2001,Best Supporting Actor,Traffic +Julia Roberts,1967,"Smyrna, Ga",White,Straight,2001,Best Actress,Erin Brockovich +Michel Hazanavicius,1967,"Paris, France",White,Straight,2012,Best Director,The Artist +"Cuba Gooding, Jr.",1968,"Bronx, Ny",Black,Straight,1997,Best Supporting Actor,Jerry Maguire +Catherine Zeta-Jones,1969,"Mumbles, Wales",White,Straight,2003,Best Supporting Actress,Chicago +Javier Bardem,1969,"Las Palmas De Gran Canaria, Canary Islands",Hispanic,Straight,2008,Best Supporting Actor,No Country for Old Men +Matthew McConaughey,1969,"Uvalde, Tx",White,Straight,2014,Best Actor,Dallas Buyers Club +RenÌ©e Zellweger,1969,"Katy, Tx",White,Straight,2004,Best Supporting Actress,Cold Mountain +Cate Blanchett,1969,"Melbourne, Victoria, Australia",White,Straight,2014,Best Actress,Blue Jasmine +Cate Blanchett,1969,"Melbourne, Victoria, Australia",White,Straight,2005,Best Supporting Actress,The Aviator +Jennifer Connelly,1970,"Catskill Mountains, Ny",White,Straight,2002,Best Supporting Actress,A Beautiful Mind +Rachel Weisz,1971,"London, England",White,Straight,2006,Best Supporting Actress,The Constant Gardener +Jared Leto,1971,"Bossier City, La",White,Straight,2014,Best Supporting Actor,Dallas Buyers Club +Tom Hooper,1972,"London, England",White,Na,2011,Best Director,The King's Speech +Octavia Spencer,1972,"Montgomery, Al",Black,Na,2012,Best Supporting Actress,The Help +Gwyneth Paltrow,1972,"Los Angeles, Ca",White,Straight,1999,Best Actress,Shakespeare in Love +Jean Dujardin,1972,"Rueil-Malmaison, Hauts-De-Seine, France",White,Straight,2012,Best Actor,The Artist +Adrien Brody,1973,New York City,White,Straight,2003,Best Actor,The Pianist +Penelope Cruz,1974,"Madrid, Spain",Hispanic,Straight,2009,Best Supporting Actress,Vicky Cristina Barcelona +Christian Bale,1974,"Haverfordwest, Pembrokeshire, Wales",White,Straight,2011,Best Supporting Actor,The Fighter +Hilary Swank,1974,"Lincoln, Ne",White,Straight,2005,Best Actress,Million Dollar Baby +Hilary Swank,1974,"Lincoln, Ne",White,Straight,2000,Best Actress,Boys Don't Cry +Angelina Jolie,1975,"Los Angeles, Ca",White,Bisexual,2000,Best Supporting Actress,"Girl, Interrupted" +Marion Cotillard,1975,"Paris, France",White,Straight,2008,Best Actress,The Passionate Life of Edith Piaf +Charlize Theron,1975,"Benoni, South Africa",White,Straight,2004,Best Actress,Monster +Kate Winslet,1975,"Reading, England",White,Straight,2009,Best Actress,The Reader +Reese Witherspoon,1976,"New Orleans, La",White,Straight,2006,Best Actress,Walk the Line +Heath Ledger,1979,"Perth, Australia",White,Straight,2009,Best Supporting Actor,The Dark Knight +Jennifer Hudson,1981,"Chicago, Il",Black,Straight,2007,Best Supporting Actress,Dreamgirls +Natalie Portman,1981,"Jerusalem, Israel",White,Straight,2011,Best Actress,Black Swan +Anne Hathaway,1982,"Brooklyn, Ny",White,Straight,2013,Best Supporting Actress,Les MisÌ©rables +Anna Paquin,1982,"Winnipeg, Manitoba, Canada",White,Bisexual,1994,Best Supporting Actress,The Piano +Lupita Nyong'o,1983,"Mexico City, Mexico",Black,Na,2014,Best Supporting Actress,12 Years a Slave +Jennifer Lawrence,1990,"Louisville, Ky",White,Na,2013,Best Actress,Silver Linings Playbook diff --git a/exercicios/para-casa/world_ampas_oscar_winner_demographics.csv b/exercicios/para-casa/world_ampas_oscar_winner_demographics.csv new file mode 100644 index 0000000..0e2fb1c --- /dev/null +++ b/exercicios/para-casa/world_ampas_oscar_winner_demographics.csv @@ -0,0 +1,416 @@ +name,birth_year,birth_date,birthplace,race_ethnicity,religion,sexual_orientation,year_edition,category,movie +Marie Dressler,1868,1868-11-02,"Cobourg, Ontario, Canada",White,,Straight,1931,Best Actress,Min and Bill +George Arliss,1868,1868-04-10,"London, England",White,,Straight,1930,Best Actor,Desraeli +Edmund Gwenn,1875,1875-09-26,"Vale of Glamorgan, Wales",White,,Na,1948,Best Supporting Actor,Miracle on 34th Street +Charles Coburn,1877,1877-06-17,"Savannah, Ga",White,,Straight,1944,Best Supporting Actor,The More the Merrier +Lionel Barrymore,1878,1878-04-28,"Philadelphia, Pa",White,Roman Catholic,Straight,1931,Best Actor,A Free Soul +Jane Darwell,1879,1879-10-15,"Palmyra, Mo",White,,Straight,1941,Best Supporting Actress,The Grapes of Wrath +Ethel Barrymore,1879,1879-08-15,"Philadelphia, Pa",White,Roman Catholic,Straight,1945,Best Supporting Actress,None but the Lonely Heart +Donald Crisp,1880,1880-07-27,"London, England",White,,Straight,1942,Best Supporting Actor,How Green Was My Valley +Victor McLaglen,1883,1883-12-11,"Tunbridge Wells, Kent, England",White,Anglican/episcopalian,Straight,1936,Best Actor,The Informer +Victor Fleming,1883,1883-02-23,"Pasadena, Ca",White,,Straight,1940,Best Director,Gone with the Wind +Walter Huston,1884,1884-04-06,"Toronto, Ontario, Canada",White,,Straight,1949,Best Supporting Actor,The Treasure of the Sierra Madre +Emil Jannings,1884,1884-07-23,"Rorschach, Switzerland",White,,Bisexual,1929,Best Actor,The Last Command +Wallace Beery,1885,1885-04-01,"Kansas City, Mo",White,,Straight,1932,Best Actor,The Champ +Josephine Hull,1886,1886-01-03,"Newtonville, Ma",White,,Straight,1951,Best Supporting Actress,Harvey +Michael Curtiz,1886,1886-12-24,"Budapest, Hungary",White,,Straight,1944,Best Director,Casablanca +Frank Lloyd,1886,1886-02-02,"Glasgow, Scotland",White,,Straight,1930,Best Director,The Divine Lady +Frank Lloyd,1886,1886-02-02,"Glasgow, Scotland",White,,Straight,1934,Best Director,Cavalcade +Paul Lukas,1887,1887-05-26,"Budapest, Hungary",White,,Straight,1944,Best Actor,Watch on the Rhine +Barry Fitzgerald,1888,1888-03-10,"Dublin, Ireland",White,Protestant,Na,1945,Best Supporting Actor,Going My Way +Warner Baxter,1889,1889-03-29,"Columbus, Oh",White,,Straight,1930,Best Actor,In Old Arizona +Fay Bainter,1891,1891-12-07,"Los Angeles, Ca",White,,Straight,1939,Best Supporting Actress,Jezebel +Ronald Colman,1891,1891-02-09,"Richmond, Surrey, England",White,,Straight,1948,Best Actor,A Double Life +Margaret Rutherford,1892,1892-05-11,"London, England",White,,Straight,1964,Best Supporting Actress,the V.I.P.s +Mary Pickford,1892,1892-04-08,"Toronto, Ontario, Canada",White,,Straight,1930,Best Actress,Coquette +Thomas Mitchell,1892,1892-07-11,"Elizabeth, Nj",White,,Straight,1940,Best Supporting Actor,Stagecoach +Alice Brady,1892,1892-11-02,New York City,White,,Straight,1938,Best Supporting Actress,In Old Chicago +Hattie McDaniel,1893,1893-06-10,"Wichita, Ks",Black,Christian,Matter of Dispute,1940,Best Supporting Actress,Gone with the Wind +Frank Borzage,1894,1894-04-23,"Salt Lake City, Ut",White,Roman Catholic,Straight,1933,Best Director,Bad Girl +John Ford,1894,1894-02-01,"Cape Elizabeth, Me",White,Roman Catholic,Bisexual,1941,Best Director,The Grapes of Wrath +John Ford,1894,1894-02-01,"Cape Elizabeth, Me",White,Roman Catholic,Bisexual,1936,Best Director,The Informer +John Ford,1894,1894-02-01,"Cape Elizabeth, Me",White,Roman Catholic,Bisexual,1953,Best Director,The Quiet Man +John Ford,1894,1894-02-01,"Cape Elizabeth, Me",White,Roman Catholic,Bisexual,1942,Best Director,How Green Was My Valley +Walter Brennan,1894,1894-07-25,"Swampscott, Ma",White,,Straight,1938,Best Supporting Actor,Come and Get It +Walter Brennan,1894,1894-07-25,"Swampscott, Ma",White,,Straight,1939,Best Supporting Actor,Kentucky +Walter Brennan,1894,1894-07-25,"Swampscott, Ma",White,,Straight,1941,Best Supporting Actor,The Westerner +Paul Muni,1895,1895-09-22,"Lviv, Ukraine",White,Jewish,Straight,1937,Best Actor,The Story of Louis Pasteur +Lewis Milestone,1895,1895-09-30,"Chisinau, Moldova",White,,Straight,1927,Best Director,Two Arabian Knights +Lewis Milestone,1895,1895-09-30,"Chisinau, Moldova",White,,Straight,1931,Best Director,All Quiet on the Western Front +Ruth Gordon,1896,1896-10-30,"Quincy, Ma",White,,Straight,1969,Best Supporting Actress,Rosemary's Baby +Joseph Schildkraut,1896,1896-03-22,"Vienna, Austria",White,,Straight,1938,Best Supporting Actor,The Life of Emile Zola +George Burns,1896,1896-01-20,New York City,White,Jewish,Straight,1976,Best Supporting Actor,The Sunshine Boys +Fredric March,1897,1897-08-31,"Racine, Wi",White,,Straight,1947,Best Actor,The Best Years of Our Lives +Frank Capra,1897,1897-05-18,"Bisacquino, Sicily, Italy",White,Roman Catholic,Straight,1937,Best Director,Mr. Deeds Goes to Town +Frank Capra,1897,1897-05-18,"Bisacquino, Sicily, Italy",White,Roman Catholic,Straight,1935,Best Director,It Happened One Night +Frank Capra,1897,1897-05-18,"Bisacquino, Sicily, Italy",White,Roman Catholic,Straight,1939,Best Director,You Can't Take It with You +Shirley Booth,1898,1898-08-30,New York City,White,,Straight,1953,Best Actress,"Come Back, Little Sheba" +Leo McCarey,1898,1898-10-03,"Los Angeles, Ca",White,,Straight,1938,Best Director,The Awful Truth +Leo McCarey,1898,1898-10-03,"Los Angeles, Ca",White,,Straight,1945,Best Director,Going My Way +George Cukor,1899,1899-07-07,New York City,White,,Gay,1965,Best Director,My Fair Lady +Gale Sondergaard,1899,1899-02-15,"Litchfield, Mn",White,,Straight,1937,Best Supporting Actress,Anthony Adverse +Humphrey Bogart,1899,1899-12-25,New York City,White,,Straight,1952,Best Actor,The Africa Queen +Norman Taurog,1899,1899-02-23,"Chicago, Il",White,,Straight,1932,Best Director,Skippy +Charles Laughton,1899,1899-07-01,"Victoria Hotel, Scarborough, Yorkshire, England",White,Roman Catholic,Gay,1934,Best Actor,The Private Life of Henry VIII +James Cagney,1899,1899-07-17,"Manhattan, Ny",White,Roman Catholic,Straight,1943,Best Actor,Yankee Doodle Dandy +Katina Paxinou,1900,1900-12-17,"Athens, Greece",White,,Straight,1944,Best Supporting Actress,For Whom the Bell Tolls +Helen Hayes,1900,1900-10-10,"Washington, Dc",White,,Straight,1932,Best Actress,The Sin of Madelon Claudet +Helen Hayes,1900,1900-10-10,"Washington, Dc",White,,Straight,1971,Best Supporting Actress,Airport +Spencer Tracy,1900,1900-04-05,"Milwaukee, Wi",White,Roman Catholic,Straight,1938,Best Actor,Captains Courageous +Spencer Tracy,1900,1900-04-05,"Milwaukee, Wi",White,Roman Catholic,Straight,1939,Best Actor,Boys Town +Clark Gable,1901,1901-02-01,"Cadiz, Oh",White,,Straight,1935,Best Actor,It Happened One Night +James Dunn,1901,1901-11-02,New York City,White,,Straight,1946,Best Supporting Actor,A Tree Grows in Brooklyn +"Ed Begley, Sr.",1901,1901-03-25,"Hartford, Ct",White,,Straight,1963,Best Supporting Actor,Sweet Bird of Youth +Gary Cooper,1901,1901-05-07,"Helena, Mt",White,Roman Catholic,Straight,1953,Best Actor,High Noon +Gary Cooper,1901,1901-05-07,"Helena, Mt",White,Roman Catholic,Straight,1942,Best Actor,Sergeant York +Melvyn Douglas,1901,1901-04-05,"Macon, Ga",White,Jewish,Straight,1964,Best Supporting Actor,Hud +Melvyn Douglas,1901,1901-04-05,"Macon, Ga",White,Jewish,Straight,1980,Best Supporting Actor,Being There +John Houseman,1902,1902-09-22,"Bucharest, Romania",White,,Straight,1974,Best Supporting Actor,The Paper Chase +Norma Shearer,1902,1902-08-10,"Montreal, Quebec, Canada",White,,Straight,1930,Best Actress,The Divorcee +William Wyler,1902,1902-07-01,"Mulhouse, Haut-Rhin, Alsace, France",White,,Straight,1947,Best Director,The Best Years of Our Lives +William Wyler,1902,1902-07-01,"Mulhouse, Haut-Rhin, Alsace, France",White,,Straight,1960,Best Director,Ben-Hur +William Wyler,1902,1902-07-01,"Mulhouse, Haut-Rhin, Alsace, France",White,,Straight,1943,Best Director,Mrs. Miniver +Dean Jagger,1903,1903-11-07,"Lima, Oh",White,,Straight,1950,Best Supporting Actor,Twelve O'Clock High +Claudette Colbert,1903,1903-09-13,"Paris, France",White,,Straight,1935,Best Actress,It Happened One Night +Bing Crosby,1903,1903-05-03,"Tacoma, Wa",White,Roman Catholic,Straight,1945,Best Actor,Going My Way +Anne Revere,1903,1903-06-25,New York City,White,,Straight,1946,Best Supporting Actress,National Velvet +Vincente Minnelli,1903,1903-02-28,"Chicago, Il",White,,Bisexual,1959,Best Director,Gigi +Greer Garson,1904,1904-09-29,"London, England",White,,Straight,1942,Best Actress,Mrs. Miniver +John Gielgud,1904,1904-04-14,"London, England",White,,Gay,1982,Best Supporting Actor,Arthur +Don Ameche,1904,1904-05-31,"Kenosha, Wi",White,Roman Catholic,Straight,1986,Best Supporting Actor,Cocoon +George Stevens,1904,1904-12-18,"Oakland, Ca",White,,Straight,1952,Best Director,A Place in the Sun +George Stevens,1904,1904-12-18,"Oakland, Ca",White,,Straight,1957,Best Director,Giant +Henry Fonda,1905,1905-05-16,"Grand Island, Ne",White,,Straight,1982,Best Actor,On Golden Pond +Robert Donat,1905,1905-03-18,"Withington, Manchester, England",White,,Straight,1940,Best Actor,Goodbye Mr. Chips +Joan Crawford,1905,1905-03-23,"San Antonio, Tx",White,Christian Science,Bisexual,1946,Best Actress,Mildred Pierce +Janet Gaynor,1906,1906-10-06,"Philadelphia, Pa",White,,Straight,1929,Best Actress,7th Heaven +John Huston,1906,1906-08-05,"Nevada, Mo",White,,Straight,1949,Best Director,The Treasure of the Sierra Madre +George Sanders,1906,1906-07-03,"St. Petersburg, Russia",White,,Straight,1951,Best Supporting Actor,All About Eve +Carol Reed,1906,1906-12-30,"London, England",White,,Straight,1969,Best Director,Oliver! +Mary Astor,1906,1906-05-03,"Quincy, Il",White,Roman Catholic,Straight,1942,Best Supporting Actress,The Great Lie +Billy Wilder,1906,1906-06-22,"Sucha, Galicia, Austria",White,Jewish,Straight,1946,Best Director,The Lost Weekend +Billy Wilder,1906,1906-06-22,"Sucha, Galicia, Austria",White,Jewish,Straight,1961,Best Director,The Apartment +Ray Milland,1907,1907-01-03,"Neath, Wales",White,,Straight,1946,Best Actor,The Lost Weekend +Jack Albertson,1907,1907-06-16,"Malden, Ma",White,,Na,1969,Best Supporting Actor,The Subject Was Roses +Peggy Ashcroft,1907,1907-12-22,"Croydon, Surrey, England",White,Agnostic,Straight,1985,Best Supporting Actress,A Passage to India +John Wayne,1907,1907-05-26,"Winterset, Ia",White,Roman Catholic,Straight,1970,Best Actor,True Grit +Laurence Olivier,1907,1907-05-22,"Dorking, Surrey, England",White,,Bisexual,1949,Best Actor,Hamlet +Fred Zinnemann,1907,1907-04-29,"Vienna, Austria",White,Jewish,Straight,1967,Best Director,A Man for All Seasons +Fred Zinnemann,1907,1907-04-29,"Vienna, Austria",White,Jewish,Straight,1954,Best Director,From Here to Eternity +Katharine Hepburn,1907,1907-05-12,"Hartford, Ct",White,Atheist,Bisexual,1969,Best Actress,The Lion in Winter +Katharine Hepburn,1907,1907-05-12,"Hartford, Ct",White,Atheist,Bisexual,1982,Best Actress,On Golden Pond +Katharine Hepburn,1907,1907-05-12,"Hartford, Ct",White,Atheist,Bisexual,1968,Best Actress,Guess Who's Coming to Dinner +Katharine Hepburn,1907,1907-05-12,"Hartford, Ct",White,Atheist,Bisexual,1934,Best Actress,Morning Glory +Rex Harrison,1908,1908-03-05,"Huyton, Lancashire, England",White,,Straight,1965,Best Actor,My Fair Lady +Anna Magnani,1908,1908-03-07,"Rome, Italy",White,,Straight,1956,Best Actress,The Rose Tattoo +Jimmy Stewart,1908,1908-05-20,"Indiana, Pa",White,Presbyterian,Straight,1941,Best Actor,The Philadelphia Story +John Mills,1908,1908-02-22,"Felixstowe, Suffolk, England",White,,Straight,1971,Best Supporting Actor,Ryan's Daughter +David Lean,1908,1908-03-25,"Croydon, Surrey, England",White,,Straight,1963,Best Director,Lawrence of Arabia +David Lean,1908,1908-03-25,"Croydon, Surrey, England",White,,Straight,1958,Best Director,The Bridge on the River Kwai +Bette Davis,1908,1908-04-05,"Lowell, Ma",White,,Straight,1939,Best Actress,Jezebel +Bette Davis,1908,1908-04-05,"Lowell, Ma",White,,Straight,1936,Best Actress,Dangerous +David Niven,1909,1909-03-01,"London, England",White,,Straight,1959,Best Actor,Separate Tables +Jessica Tandy,1909,1909-06-07,"London, England",White,,Straight,1990,Best Actress,Driving Miss Daisy +Burl Ives,1909,1909-06-14,"Hunt City, Il",White,,Straight,1959,Best Supporting Actor,The Big Country +Jose Ferrer,1909,1909-01-08,"Santurce, Puerto Rico",Hispanic,,Straight,1951,Best Actor,Cyrano de Bergerac +Elia Kazan,1909,1909-09-07,"Istanbul, Turkey",White,,Straight,1955,Best Director,On the Waterfront +Elia Kazan,1909,1909-09-07,"Istanbul, Turkey",White,,Straight,1948,Best Director,Gentleman's Agreement +Joseph L. Mankiewicz,1909,1909-02-11,"Wilkes-Barre, Pa",White,Jewish,Straight,1950,Best Director,A Letter to Three Wives +Joseph L. Mankiewicz,1909,1909-02-11,"Wilkes-Barre, Pa",White,Jewish,Straight,1951,Best Director,All About Eve +Van Heflin,1910,1910-12-13,"Walters, Ok",White,,Straight,1943,Best Supporting Actor,Johnny Eager +Claire Trevor,1910,1910-03-08,New York City,White,,Straight,1949,Best Supporting Actress,Key Largo +Luise Rainer,1910,1910-01-12,"Dusseldorf, Germany",White,Jewish,Straight,1937,Best Actress,The Great Ziegfeld +Luise Rainer,1910,1910-01-12,"Dusseldorf, Germany",White,Jewish,Straight,1938,Best Actress,The Good Earth +Broderick Crawford,1911,1911-12-09,"Philadelphia, Pa",White,,Straight,1950,Best Actor,All The King's Men +Ginger Rogers,1911,1911-07-16,"Independence, Mo",White,Christian Science,Straight,1941,Best Actress,Kitty Foyle +Hugh Griffith,1912,1912-05-30,"Marian Glas, Anglesey, Wales",White,,Na,1960,Best Supporting Actor,Ben-Hur +Karl Malden,1912,1912-03-22,"Chicago, Il",White,,Straight,1952,Best Supporting Actor,A Streetcar Named Desire +Wendy Hiller,1912,1912-08-15,"Bramhall, Cheshire, England",White,,Straight,1959,Best Supporting Actress,Separate Tables +Gig Young,1913,1913-11-04,"St. Cloud, Mn",White,,Straight,1970,Best Supporting Actor,"They Shoot Horses, Don't They?" +Burt Lancaster,1913,1913-11-02,New York City,White,Protestant,Straight,1961,Best Actor,Elmer Gantry +Loretta Young,1913,1913-01-06,"Salt Lake City, Ut",White,Roman Catholic,Straight,1948,Best Actress,The Farmer's Daughter +Vivien Leigh,1913,1913-11-05,"Darjeeling, India",White,Roman Catholic,Straight,1952,Best Actress,A Streetcar Named Desire +Vivien Leigh,1913,1913-11-05,"Darjeeling, India",White,Roman Catholic,Straight,1940,Best Actress,Gone with the Wind +Harold Russell,1914,1914-01-14,"North Sydney, Nova Scotia, Canada",White,,Straight,1947,Best Supporting Actor,The Best Years of Our Lives +Beatrice Straight,1914,1914-08-02,"Old Westbury, Ny",White,,Straight,1977,Best Supporting Actress,Network +Alec Guinness,1914,1914-04-02,"London, England",White,Roman Catholic,Bisexual,1958,Best Actor,The Bridge on the River Kwai +Jo Van Fleet,1914,1914-12-30,"Oakland, Ca",White,,Straight,1956,Best Supporting Actress,East of Eden +Robert Wise,1914,1914-09-10,"Winchester, In",White,,Straight,1966,Best Director,The Sound of Music +Robert Wise,1914,1914-09-10,"Winchester, In",White,,Straight,1961,Best Director,West Side Story +Frank Sinatra,1915,1915-12-12,"Hoboken, Nj",White,,Straight,1954,Best Supporting Actor,From Here to Eternity +Edmond O'Brien,1915,1915-09-10,New York City,White,Roman Catholic,Straight,1955,Best Supporting Actor,The Barefoot Contessa +Anthony Quinn,1915,1915-04-21,"Chihuahua, Mexico",Hispanic,,Straight,1957,Best Supporting Actor,Lust for Life +Anthony Quinn,1915,1915-04-21,"Chihuahua, Mexico",Hispanic,,Straight,1953,Best Supporting Actor,Viva Zapata! +Ingrid Bergman,1915,1915-08-29,"Stockholm, Sweden",White,,Straight,1975,Best Supporting Actress,Murder on the Orient Express +Ingrid Bergman,1915,1915-08-29,"Stockholm, Sweden",White,,Straight,1957,Best Actress,Anastasia +Ingrid Bergman,1915,1915-08-29,"Stockholm, Sweden",White,,Straight,1945,Best Actress,Gaslight +Gregory Peck,1916,1916-04-05,"La Jolla, Ca",White,Roman Catholic,Straight,1963,Best Actor,To Kill a Mockingbird +Mercedes McCambridge,1916,1916-03-17,"Joliet, Il",White,Roman Catholic,Straight,1950,Best Supporting Actress,All the King's Men +Peter Finch,1916,1916-09-28,"South Kensington, London, England",White,,Straight,1977,Best Actor,Network +Olivia de Havilland,1916,1916-07-01,"Tokyo, Japan",White,,Straight,1947,Best Actress,To Each His Own +Olivia de Havilland,1916,1916-07-01,"Tokyo, Japan",White,,Straight,1950,Best Actress,The Heiress +Jane Wyman,1917,1917-01-05,"St. Joseph, Mo",White,Roman Catholic,Straight,1949,Best Actress,Johnny Belinda +Celeste Holm,1917,1917-04-29,New York City,White,,Straight,1948,Best Supporting Actress,Gentleman's Agreement +Ernest Borgnine,1917,1917-01-24,"Hamden, Ct",White,,Straight,1956,Best Actor,Marty +Joan Fontaine,1917,1917-10-22,"Tokyo, Japan",White,,Straight,1940,Best Actress,Suspicion +Art Carney,1918,1918-11-04,"Mount Vernon, Ny",White,,Straight,1975,Best Actor,Harry and Tonto +Jerome Robbins,1918,1918-10-11,New York City,White,Jewish,Gay,1962,Best Director,West Side Story +Ben Johnson,1918,1918-06-13,"Shidler, Ok",White,,Straight,1972,Best Supporting Actor,The Last Picture Show +Teresa Wright,1918,1918-10-27,New York City,White,,Straight,1943,Best Supporting Actress,Mrs. Miniver +Susan Hayward,1918,1918-06-30,"Brooklyn, Ny",White,Roman Catholic,Straight,1959,Best Actress,I Want To Live! +Lila Kedrova,1918,1918-10-09,"St. Petersburg, Russia",White,,Straight,1965,Best Supporting Actress,Zorba the Greek +William Holden,1918,1918-04-17,"O'fallon, Il",White,,Straight,1954,Best Actor,Stalag 17 +Red Buttons,1919,1919-02-05,New York City,White,Jewish,Straight,1958,Best Supporting Actor,Sayonara +Jack Palance,1919,1919-02-18,"Lattimer Mines, Pa",White,,Straight,1992,Best Supporting Actor,City Slickers +Eileen Heckart,1919,1919-03-29,"Columbus, Oh",White,,Straight,1973,Best Supporting Actress,Butterflies Are Free +Martin Balsam,1919,1919-11-04,"Bronx, Ny",White,,Straight,1966,Best Supporting Actor,A Thousand Clowns +Jennifer Jones,1919,1919-03-02,"Tulsa, Ok",White,Roman Catholic,Straight,1944,Best Actress,The Song of Bernadette +Yul Brynner,1920,1920-07-11,"Vladivostok, Russia",White,,Straight,1957,Best Actor,The King and I +Franklin J. Schaffner,1920,1920-05-30,"Tokyo, Japan",White,,Straight,1970,Best Director,Patton +Delbert Mann,1920,1920-01-30,"Lawrence, Ks",White,Presbyterian,Straight,1956,Best Director,Marty +Walter Matthau,1920,1920-10-01,New York City,White,Jewish,Straight,1967,Best Supporting Actor,The Fortune Cookie +Shelley Winters,1920,1920-08-18,"St. Louis, Mo",White,Jewish,Straight,1960,Best Supporting Actress,The Diary of Anne Frank +Shelley Winters,1920,1920-08-18,"St. Louis, Mo",White,Jewish,Straight,1966,Best Supporting Actress,A Patch of Blue +Judy Holliday,1921,1921-06-21,New York City,White,,Straight,1951,Best Actress,Born Yesterday +George Roy Hill,1921,1921-12-20,"Minneapolis, Mn",White,,Straight,1973,Best Director,The Sting +Simone Signoret,1921,1921-03-25,"Wiesbaden, Germany",White,,Straight,1960,Best Actress,Room at the Top +Donna Reed,1921,1921-01-27,"Denison, Ia",White,,Straight,1954,Best Supporting Actress,From Here to Eternity +Peter Ustinov,1921,1921-04-16,"London, England",White,,Straight,1961,Best Supporting Actor,Spartacus +Peter Ustinov,1921,1921-04-16,"London, England",White,,Straight,1965,Best Supporting Actor,Topkapi +Paul Scofield,1922,1922-01-21,"Hurstpierpoint, West Sussex, England",White,,Straight,1967,Best Actor,A Man For All Seasons +Kim Hunter,1922,1922-11-12,"Detroit, Mi",White,,Straight,1952,Best Supporting Actress,A Streetcar Named Desire +Jason Robards,1922,1922-07-26,"Chicago, Il",White,,Straight,1978,Best Supporting Actor,Julia +Jason Robards,1922,1922-07-26,"Chicago, Il",White,,Straight,1977,Best Supporting Actor,All the President's Men +Richard Attenborough,1923,1923-08-29,"Cambridge, England",White,,Straight,1982,Best Director,Gandhi +Charlton Heston,1923,1923-10-04,"Evanston, Il",White,Protestant,Straight,1960,Best Actor,Ben-hur +Gloria Grahame,1923,1923-11-28,"Los Angeles, Ca",White,,Straight,1953,Best Supporting Actress,The Bad and the Beautiful +Anne Baxter,1923,1923-05-07,"Michigan City, In",White,,Straight,1947,Best Supporting Actress,The Razor's Edge +Cliff Robertson,1923,1923-09-09,"La Jolla, Ca",White,,Straight,1969,Best Actor,Charly +Geraldine Page,1924,1924-11-22,"Kirksville, Mo",White,,Straight,1986,Best Actress,The Trip to Bountiful +Eva Marie Saint,1924,1924-07-04,"Newark, Nj",White,,Straight,1955,Best Supporting Actress,On the Waterfront +Lee Marvin,1924,1924-02-19,New York City,White,,Straight,1966,Best Actor,Cat Ballou +Marlon Brando,1924,1924-04-03,"Omaha, Ne",White,Deist,Bisexual,1973,Best Actor,The Godfather +Marlon Brando,1924,1924-04-03,"Omaha, Ne",White,Deist,Bisexual,1955,Best Actor,On the Waterfront +Paul Newman,1925,1925-01-26,"Shaker Heights, Oh",White,Jewish,Straight,1987,Best Actor,The Color of Money +Dorothy Malone,1925,1925-01-30,"Chicago, Il",White,,Straight,1957,Best Supporting Actress,Written on the Wind +Maureen Stapleton,1925,1925-06-21,"Troy, Ny",White,Roman Catholic,Straight,1982,Best Supporting Actress,Reds +Rod Steiger,1925,1925-04-14,"Westhampton, Ny",White,Lutheran,Straight,1968,Best Actor,In the Heat of the Night +George Kennedy,1925,1925-02-18,New York City,White,,Straight,1968,Best Supporting Actor,Cool Hand Luke +Jack Lemmon,1925,1925-02-08,"Newton, Ma",White,Roman Catholic,Straight,1974,Best Actor,Save the Tiger +Jack Lemmon,1925,1925-02-08,"Newton, Ma",White,Roman Catholic,Straight,1956,Best Supporting Actor,Mister Roberts +Cloris Leachman,1926,1926-04-30,"Des Moines, Ia",White,,Straight,1972,Best Supporting Actress,The Last Picture Show +Patricia Neal,1926,1926-01-20,"Packard, Ky",White,Roman Catholic,Straight,1964,Best Actress,Hud +John Schlesinger,1926,1926-02-16,"London, England",White,,Gay,1969,Best Director,Midnight Cowboy +Estelle Parsons,1927,1927-11-20,"Marblehead, Ma",White,,Straight,1968,Best Supporting Actress,Bonnie and Clyde +Sidney Poitier,1927,1927-02-20,"Miami, Fl",Black,Deist,Straight,1964,Best Actor,Lilies of the Field +Bob Fosse,1927,1927-06-23,"Chicago, Il",White,,Straight,1973,Best Director,Cabaret +Lee Grant,1927,1927-10-31,New York City,White,Jewish,Straight,1976,Best Supporting Actress,Shampoo +George C. Scott,1927,1927-10-18,"Wise, Va",White,,Straight,1971,Best Actor,Patton +James Coburn,1928,1928-08-31,"Laurel, Ne",White,,Straight,1999,Best Supporting Actor,Affliction +Tony Richardson,1928,1928-06-05,"Shipley, Yorkshire, England",White,,Bisexual,1964,Best Director,Tom Jones +Grace Kelly,1929,1929-11-12,"Philadelphia, Pa",White,Roman Catholic,Straight,1955,Best Actress,The Country Girl +Audrey Hepburn,1929,1929-05-04,"Brussels, Belgium",White,Christian Science,Straight,1954,Best Actress,Roman Holiday +Miyoshi Umeki,1929,1929-04-03,"Otaro, Hokkaido, Japan",Asian,,Straight,1958,Best Supporting Actress,Sayonara +Christopher Plummer,1929,1929-12-13,"Toronto, Ontario, Canada",White,,Straight,2012,Best Supporting Actor,Beginning +Sean Connery,1930,1930-08-25,"Edinburgh, Scotland",White,Roman Catholic,Straight,1988,Best Supporting Actor,The Untouchables +Maximilian Schell,1930,1930-12-08,"Vienna, Austria",White,,Straight,1962,Best Actor,Judgement at Nuremberg +Joanne Woodward,1930,1930-02-27,"Thomasville, Ga",White,,Straight,1958,Best Actress,The Three Faces of Eve +Gene Hackman,1930,1930-01-30,"San Bernardino, Ca",White,,Straight,1972,Best Actor,The French Connection +Gene Hackman,1930,1930-01-30,"San Bernardino, Ca",White,,Straight,1993,Best Supporting Actor,Unforgiven +Clint Eastwood,1930,1930-05-31,"San Francisco, Ca",White,,Straight,2005,Best Director,Million Dollar Baby +Clint Eastwood,1930,1930-05-31,"San Francisco, Ca",White,,Straight,1993,Best Director,Unforgiven +Mike Nichols,1931,1931-11-06,"Berlin, Germany",White,Jewish,Straight,1968,Best Director,The Graduate +Olympia Dukakis,1931,1931-06-20,"Lowell, Ma",White,,Straight,1988,Best Supporting Actress,Moonstruck +Anne Bancroft,1931,1931-09-17,"Bronx, Ny",White,Roman Catholic,Straight,1963,Best Actress,The Miracle Worker +Robert Duvall,1931,1931-01-05,"San Diego, Ca",White,,Straight,1984,Best Actor,Tender Mercies +Rita Moreno,1931,1931-12-11,"Humacao, Puerto Rico",Hispanic,,Straight,1962,Best Supporting Actress,West Side Story +Martin Landau,1931,1931-06-20,"Brooklyn, Ny",White,Jewish,Straight,1995,Best Supporting Actor,Ed Wood +Ellen Burstyn,1932,1932-12-07,"Detroit, Mi",White,Sufism,Straight,1975,Best Actress,Alice Doesn't Live Here Anymore +Robert Benton,1932,1932-09-29,"Waxahachie, Tx",White,,Straight,1980,Best Director,Kramer vs. Kramer +Joel Grey,1932,1932-04-11,"Cleveland, Oh",White,Jewish,Gay,1973,Best Supporting Actor,Cabaret +Milos Forman,1932,1932-02-18,"CÌÁslav, Czechoslovakia",White,,Straight,1976,Best Director,One Flew over the Cuckoo's Nest +Milos Forman,1932,1932-02-18,"CÌÁslav, Czechoslovakia",White,,Straight,1985,Best Director,Amadeus +Elizabeth Taylor,1932,1932-02-27,"London, England",White,Jewish,Straight,1961,Best Actress,Butterfield 8 +Elizabeth Taylor,1932,1932-02-27,"London, England",White,Jewish,Straight,1967,Best Actress,Who's Afraid of Virginia Woolf? +Roman Polanski,1933,1933-08-18,"Paris, France",White,See Note,Straight,2003,Best Director,The Pianist +Michael Caine,1933,1933-03-14,"Bermondsey, England",White,,Straight,2000,Best Supporting Actor,The Cider House Rules +Michael Caine,1933,1933-03-14,"Bermondsey, England",White,,Straight,1987,Best Supporting Actor,Hannah and Her Sisters +Sydney Pollack,1934,1934-07-01,"Lafayette, In",White,Jewish,Straight,1986,Best Director,Out of Africa +Sophia Loren,1934,1934-09-20,"Pozzuoli, Italy",White,Roman Catholic,Straight,1962,Best Actress,Two Women +Alan Arkin,1934,1934-03-26,"Brooklyn, Ny",White,Jewish,Straight,2007,Best Supporting Actor,Little Miss Sunshine +Shirley Jones,1934,1934-03-31,"Charleroi, Pa",White,Methodist,Straight,1961,Best Supporting Actress,Elmer Gantry +Louise Fletcher,1934,1934-07-22,"Birmingham, Al",White,,Straight,1976,Best Actress,One Flew Over the Cuckoo's Nest +Judi Dench,1934,1934-12-09,"York, North Yorkshire, England",White,Quaker,Straight,1999,Best Supporting Actress,Shakespeare in Love +George Chakiris,1934,1934-09-16,"Norwood, Oh",White,,Gay,1962,Best Supporting Actor,West Side Story +Shirley MacLaine,1934,1934-04-24,"Richmond, Va",White,Baptist,Straight,1984,Best Actress,Terms of Endearment +Maggie Smith,1934,1934-12-28,"Ilford, Essex, England",White,,Straight,1979,Best Supporting Actress,California Suite +Maggie Smith,1934,1934-12-28,"Ilford, Essex, England",White,,Straight,1970,Best Actress,The Prime of Miss Jean Brodie +William Friedkin,1935,1935-08-29,"Chicago, Il",White,Jewish,Straight,1972,Best Director,The French Connection +John G. Avildsen,1935,1935-12-21,"Oak Park, Il",White,,Straight,1976,Best Director,Rocky +Woody Allen,1935,1935-12-01,"Brooklyn, Ny",White,Jewish,Straight,1978,Best Director,Annie Hall +Julie Andrews,1935,1935-10-01,"Walton-on-Thames, Surrey, England",White,,Straight,1965,Best Actress,Mary Poppins +Robert Redford,1936,1936-08-18,"Santa Monica, Ca",White,,Straight,1980,Best Director,Ordinary People +"Lou Gossett, Jr.",1936,1936-05-27,"Brooklyn, Ny",Black,,Straight,1983,Best Supporting Actor,An Officer and a Gentleman +Glenda Jackson,1936,1936-05-09,"Birkenhead, Cheshire, England",White,,Straight,1971,Best Actress,Women in Love +Glenda Jackson,1936,1936-05-09,"Birkenhead, Cheshire, England",White,,Straight,1974,Best Actress,A Touch of Class +Anthony Hopkins,1937,1937-12-31,"Port Talbot, Wales",White,,Straight,1992,Best Actor,Silence of the Lambs +Vanessa Redgrave,1937,1937-01-30,"London, England",White,,Straight,1978,Best Supporting Actress,Julia +Morgan Freeman,1937,1937-06-01,"Memphis, Tn",Black,,Straight,2005,Best Supporting Actor,Million Dollar Baby +Sandy Dennis,1937,1937-04-27,"Hastings, Ne",White,,Bisexual,1967,Best Supporting Actress,Who's Afraid of Virginia Woolf? +Warren Beatty,1937,1937-03-30,"Richmond, Va",White,Baptist,Straight,1981,Best Director,Reds +Jane Fonda,1937,1937-12-21,New York City,White,Born-Again Christian,Straight,1979,Best Actress,Coming Home +Jane Fonda,1937,1937-12-21,New York City,White,Born-Again Christian,Straight,1972,Best Actress,Klute +Dustin Hoffman,1937,1937-08-08,"Los Angeles, Ca",White,Jewish,Straight,1989,Best Actor,Rainman +Dustin Hoffman,1937,1937-08-08,"Los Angeles, Ca",White,Jewish,Straight,1980,Best Actor,Kramer vs. Kramer +Jack Nicholson,1937,1937-04-22,New York City,White,Atheist,Straight,1997,Best Actor,As Good as It Gets +Jack Nicholson,1937,1937-04-22,New York City,White,Atheist,Straight,1976,Best Actor,One Flew Over the Cuckoo's Nest +Jack Nicholson,1937,1937-04-22,New York City,White,Atheist,Straight,1984,Best Supporting Actor,Terms of Endearment +Jon Voight,1938,1938-12-29,"Yonkers, Ny",White,Roman Catholic,Straight,1979,Best Actor,Coming Home +Francis Ford Coppola,1939,1939-04-07,"Detroit, Mi",White,,Straight,1975,Best Director,The Godfather Part II +Michael Cimino,1939,1939-02-03,New York City,White,,Straight,1979,Best Director,The Deer Hunter +F. Murray Abraham,1939,1939-10-24,"Pittsburgh, Pa",Middle Eastern,,Straight,1985,Best Actor,Amadeus +Al Pacino,1940,1940-04-25,"East Harlem, New York City",White,Roman Catholic,Straight,1993,Best Actor,Scent of a Woman +James L. Brooks,1940,1940-05-09,"North Bergen, Nj",White,,Straight,1983,Best Director,Terms of Endearment +Haing S. Ngor,1940,1940-03-22,"Samrong Young, Cambodia",Asian,Buddhist,Straight,1985,Best Supporting Actor,The Killing Fields +Bernardo Bertolucci,1941,1941-03-16,"Parma, Emilia-Romagna, Italy",White,,Straight,1988,Best Director,The Last Emperor +Julie Christie,1941,1941-04-14,"Chabua, Assam, India",White,,Straight,1966,Best Actress,Darling +Faye Dunaway,1941,1941-01-14,"Bascom, Fl",White,Roman Catholic,Straight,1977,Best Actress,Network +Barbra Streisand,1942,1942-04-24,"Brooklyn, Ny",White,Jewish,Straight,1969,Best Actress,Funny Girl +Martin Scorsese,1942,1942-11-17,"Flushing, Ny",White,Roman Catholic,Straight,2007,Best Director,The Departed +Barry Levinson,1942,1942-04-06,"Baltimore, Md",White,Jewish,Straight,1989,Best Director,Rain Man +Ben Kingsley,1943,1943-12-31,"Scarborough, Yorkshire, England",Multiracial,Quaker,Straight,1983,Best Actor,Gandhi +Joe Pesci,1943,1943-02-09,"Newark, Nj",White,,Straight,1991,Best Supporting Actor,Good Fellas +Christopher Walken,1943,1943-03-31,"Astoria, Ny",White,,Straight,1979,Best Supporting Actor,The Deer Hunter +Robert De Niro,1943,1943-08-17,New York City,White,Roman Catholic,Straight,1975,Best Supporting Actor,The Godfather Part II +Robert De Niro,1943,1943-08-17,New York City,White,Roman Catholic,Straight,1981,Best Actor,Raging Bull +Jonathan Demme,1944,1944-02-22,"Baldwin, Ny",White,,Straight,1992,Best Director,The Silence of the Lambs +Michael Douglas,1944,1944-09-25,"New Brunswick, Nj",White,Jewish,Straight,1988,Best Actor,Wall Street +Helen Mirren,1945,1945-07-26,"Chiswick, London, England",White,,Straight,2007,Best Actress,The Queen +Brenda Fricker,1945,1945-02-17,"Dublin, Ireland",White,,Straight,1990,Best Supporting Actress,My Left Foot +Goldie Hawn,1945,1945-11-21,"Silver Spring, Md",White,Buddhist,Straight,1970,Best Supporting Actress,Cactus Flower +Linda Hunt,1945,1945-04-02,"Morristown, Nj",White,,Na,1984,Best Supporting Actress,The Year of Living Dangerously +Tommy Lee Jones,1946,1946-09-15,"San Saba, Tx",White,,Straight,1994,Best Supporting Actor,The Fugitive +Susan Sarandon,1946,1946-10-04,"Queens, Ny",White,Roman Catholic,Straight,1996,Best Actress,Dead Man Walking +Patty Duke,1946,1946-12-14,"Elmhurst, Ny",White,Roman Catholic,Straight,1963,Best Supporting Actress,The Miracle Worker +Oliver Stone,1946,1946-09-15,New York City,White,Atheist,Straight,1990,Best Director,Born on the Fourth of July +Diane Keaton,1946,1946-01-05,"Los Angeles, Ca",White,Atheist,Straight,1978,Best Actress,Annie Hall +Cher,1946,1946-05-20,"El Centro, Ca",White,,Bisexual,1988,Best Actress,Moonstruck +Liza Minnelli,1946,1946-03-12,"Los Angeles, Ca",White,,Na,1973,Best Actress,Cabaret +Sally Field,1946,1946-11-06,"Pasadena, Ca",White,,Straight,1980,Best Actress,Norma Rae +Sally Field,1946,1946-11-06,"Pasadena, Ca",White,,Straight,1985,Best Actress,Places in the Heart +Steven Spielberg,1946,1946-12-18,"Cincinnati, Oh",White,Jewish,Straight,1999,Best Director,Saving Private Ryan +Steven Spielberg,1946,1946-12-18,"Cincinnati, Oh",White,Jewish,Straight,1994,Best Director,Schindler's List +Kevin Kline,1947,1947-10-24,"St. Louis, Mo",White,Roman Catholic,Straight,1989,Best Supporting Actor,A Fish Called Wanda +Richard Dreyfuss,1947,1947-10-29,"Brooklyn, Ny",White,Jewish,Straight,1978,Best Actor,The Goodbye Girl +Mercedes Ruehl,1948,1948-02-28,"Queens, Ny",Hispanic,Roman Catholic,Straight,1992,Best Supporting Actress,The Fisher King +Kathy Bates,1948,1948-06-28,"Memphis, Tn",White,,Straight,1991,Best Actress,Misery +Jeremy Irons,1948,1948-09-19,"Cowes, Isle of Wight, England",White,,Straight,1991,Best Actor,Reversal of Fortune +Dianne Wiest,1948,1948-03-28,"Kansas City, Mo",White,,Straight,1987,Best Supporting Actress,Hannah and Her Sisters +Dianne Wiest,1948,1948-03-28,"Kansas City, Mo",White,,Straight,1995,Best Supporting Actress,Bullets Over Broadway +Jeff Bridges,1949,1949-12-04,"Los Angeles, Ca",White,Lutheran,Straight,2010,Best Actor,Crazy Heart +Jim Broadbent,1949,1949-05-24,"Lincoln, Lincolnshire, England",White,,Straight,2002,Best Supporting Actor,Iris +Sissy Spacek,1949,1949-12-25,"Quitman, Tx",White,,Straight,1981,Best Actress,Coal Miner's Daughter +Meryl Streep,1949,1949-06-22,"Summit, Nj",White,,Straight,1983,Best Actress,Sophie's Choice +Meryl Streep,1949,1949-06-22,"Summit, Nj",White,,Straight,1980,Best Supporting Actress,Kramer vs. Kramer +Meryl Streep,1949,1949-06-22,"Summit, Nj",White,,Straight,2012,Best Actress,The Iron Lady +Jessica Lange,1949,1949-04-20,"Cloquet, Mn",White,,Straight,1983,Best Supporting Actress,Tootsie +Jessica Lange,1949,1949-04-20,"Cloquet, Mn",White,,Straight,1995,Best Actress,Blue Sky +William Hurt,1950,1950-03-20,"Washington, Dc",White,Lutheran,Straight,1986,Best Actor,Kiss of the Spider Woman +Robin Williams,1951,1951-07-21,"Chicago, Il",White,Anglican/episcopalian,Straight,1998,Best Supporting Actor,Good Will Hunting +Geoffrey Rush,1951,1951-07-06,"Toowoomba, Queensland, Australia",White,,Straight,1997,Best Actor,Shine +Anjelica Huston,1951,1951-07-08,"Santa Monica, Ca",White,,Straight,1986,Best Supporting Actress,Prizzi's Honor +Chris Cooper,1951,1951-07-09,"Kansas City, Mo",White,,Straight,2003,Best Supporting Actor,Adaptation +Kathryn Bigelow,1951,1951-11-27,"San Carlos, Ca",White,,Straight,2009,Best Director,The Hurt Locker +Robert Zemeckis,1952,1952-05-14,"Chicago, Il",White,Roman Catholic,Straight,1995,Best Director,Forrest Gump +Roberto Benigni,1952,1952-10-27,"Misericordia, Arezzo, Tuscany, Italy",White,,Straight,1999,Best Actor,Life is Beautiful +Mary Steenburgen,1953,1953-02-08,"Newport, Ar",White,,Straight,1981,Best Supporting Actress,Melvin and Howard +Kim Basinger,1953,1953-12-08,"Athens, Ga",White,,Straight,1998,Best Supporting Actress,L.A. Confidential +Ron Howard,1954,1954-03-01,"Duncan, Ok",White,,Straight,2002,Best Director,A Beautiful Mind +Anthony Minghella,1954,1954-01-06,"Ryde, Isle of Wight, England",White,,Straight,1997,Best Director,The English Patient +Joel Coen,1954,1954-11-29,"St. Louis Park, Mn",White,Jewish,Straight,2008,Best Director,No Country for Old Men +James Cameron,1954,1954-08-16,"Kapuskasing, Ontario, Canada",White,Atheist,Straight,1998,Best Director,Titanic +Ang Lee,1954,1954-10-23,"Pingtung, Taiwan",Asian,,Straight,2013,Best Director,Life of Pi +Ang Lee,1954,1954-10-23,"Pingtung, Taiwan",Asian,,Straight,2006,Best Director,Brokeback Mountain +Denzel Washington,1954,1954-12-28,"Mount Vernon, Ny",Black,Protestant,Straight,2002,Best Actor,Training Day +Denzel Washington,1954,1954-12-28,"Mount Vernon, Ny",Black,Protestant,Straight,1990,Best Supporting Actor,Glory +Whoopi Goldberg,1955,1955-11-13,New York City,Black,Atheist,Straight,1991,Best Supporting Actress,Ghost +Kevin Costner,1955,1955-01-18,"Lynwood, Ca",White,Baptist,Straight,1991,Best Director,Dances with Wolves +Geena Davis,1956,1956-01-21,"Wareham, Ma",White,Congregationalist,Straight,1989,Best Supporting Actress,The Accidental Tourist +Mel Gibson,1956,1956-01-03,"Peekskill, Ny",White,Roman Catholic,Straight,1996,Best Director,Braveheart +Danny Boyle,1956,1956-10-20,"Manchester, England",White,Roman Catholic,Straight,2009,Best Director,Slumdog Millionaire +Tom Hanks,1956,1956-07-09,"Concord, Ca",White,Born-Again Christian,Straight,1994,Best Actor,Philadelphia +Tom Hanks,1956,1956-07-09,"Concord, Ca",White,Born-Again Christian,Straight,1995,Best Actor,Forrest Gump +Christoph Waltz,1956,1956-10-04,Na,White,,Straight,2010,Best Supporting Actor,Inglourious Basterds +Christoph Waltz,1956,1956-10-04,Na,White,,Straight,2013,Best Supporting Actor,Django Unchained +Frances McDormand,1957,1957-06-23,"Chicago, Il",White,Disciples of Christ,Straight,1997,Best Actress,Fargo +Ethan Coen,1957,1957-09-21,"St. Louis Park, Mn",White,Jewish,Straight,2008,Best Director,No Country for Old Men +Daniel Day-Lewis,1957,1957-04-29,"London, England",White,,Straight,2013,Best Actor,Lincoln +Daniel Day-Lewis,1957,1957-04-29,"London, England",White,,Straight,2008,Best Actor,There Will Be Blood +Daniel Day-Lewis,1957,1957-04-29,"London, England",White,,Straight,1990,Best Actor,My Left Foot +Holly Hunter,1958,1958-03-20,"Conyers, Ga",White,,Straight,1994,Best Actress,The Piano +Tim Robbins,1958,1958-10-16,"West Covina, Ca",White,Roman Catholic,Straight,2004,Best Supporting Actor,Mystic River +Emma Thompson,1959,1959-04-15,"London, England",White,,Straight,1993,Best Actress,Howards End +Marcia Gay Harden,1959,1959-08-14,"La Jolla, Ca",White,,Straight,2001,Best Supporting Actress,Pollock +Kevin Spacey,1959,1959-07-26,"South Orange, Nj",White,,Matter of Dispute,2000,Best Actor,American Beauty +Kevin Spacey,1959,1959-07-26,"South Orange, Nj",White,,Matter of Dispute,1996,Best Supporting Actor,The Usual Suspects +Colin Firth,1960,1960-09-10,"Grayshott, Hampshire, England",White,,Straight,2011,Best Actor,The King's Speech +Timothy Hutton,1960,1960-08-16,"Malibu, Ca",White,,Straight,1981,Best Supporting Actor,Oridnary People +Melissa Leo,1960,1960-09-14,New York City,White,,Straight,2011,Best Supporting Actress,The Fighter +Tilda Swinton,1960,1960-11-05,"London, England",White,,Straight,2007,Best Supporting Actress,Michael Clayton +Sean Penn,1960,1960-08-17,"Burbank, Ca",White,Roman Catholic,Straight,2003,Best Actor,Mystic River +Sean Penn,1960,1960-08-17,"Burbank, Ca",White,Roman Catholic,Straight,2009,Best Actor,Milk +Peter Jackson,1961,1961-10-31,"Wellington, New Zealand",White,,Straight,2004,Best Director,The Lord of the Rings: Return of the King +Forest Whitaker,1961,1961-07-15,"Longview, Tx",Black,,Straight,2007,Best Actor,The Last King of Scotland +George Clooney,1961,1961-05-06,"Lexington, Ky",White,,Straight,2006,Best Supporting Actor,Syriana +Jodie Foster,1962,1962-11-19,"Los Angeles, Ca",White,Atheist,Lesbian,1989,Best Actress,The Accused +Jodie Foster,1962,1962-11-19,"Los Angeles, Ca",White,Atheist,Lesbian,1992,Best Actress,The Silence of the Lambs +Helen Hunt,1963,1963-06-15,"Culver City, Ca",White,,Straight,1998,Best Actress,As Good As It Gets +Steven Soderbergh,1963,1963-01-14,"Atlanta, Ga",White,Atheist,Straight,2001,Best Director,Traffic +Tatum O'Neal,1963,1963-11-05,"Los Angeles, Ca",White,,Straight,1974,Best Supporting Actress,Paper Moon +Juliette Binoche,1964,1964-03-09,"Paris, France",White,,Straight,1997,Best Supporting Actress,The English Patient +Sandra Bullock,1964,1964-07-26,"Arlington, Va",White,,Straight,2010,Best Actress,The Blind Side +Marisa Tomei,1964,1964-12-04,"Brooklyn, Ny",White,,Straight,1993,Best Supporting Actress,My Cousin Vinny +Russell Crowe,1964,1964-04-07,"Wellington, New Zealand",White,,Straight,2001,Best Actor,Gladiator +Nicolas Cage,1964,1964-01-07,"Long Beach, Ca",White,Roman Catholic,Straight,1996,Best Actor,Leaving Las Vegas +Marlee Matlin,1965,1965-08-24,"Morton Grove, Il",White,Jewish,Straight,1987,Best Actress,Children of a Lesser God +Sam Mendes,1965,1965-08-01,"Reading, Berkshire, England",White,,Straight,2000,Best Director,American Beauty +Halle Berry,1966,1966-08-14,"Cleveland, Oh",Multiracial,,Straight,2002,Best Actress,Monster's Ball +Jamie Foxx,1967,1967-12-13,"Terrell, Tx",Black,Baptist,Straight,2005,Best Actor,Ray +Nicole Kidman,1967,1967-06-20,"Honolulu, Hi",White,Roman Catholic,Straight,2003,Best Actress,The Hours +Mira Sorvino,1967,1967-09-28,"Tenafly, Nj",White,Atheist,Straight,1996,Best Supporting Actress,Mighty Aphrodite +Philip Seymour Hoffman,1967,1967-07-23,"Fairport, Ny",White,,Straight,2006,Best Actor,Capote +Mo'Nique,1967,1967-12-11,"Woodlawn, Md",Black,,Straight,2010,Best Supporting Actress,Precious +Benicio Del Toro,1967,1967-02-19,"Santurce, Puerto Rico",Hispanic,,Straight,2001,Best Supporting Actor,Traffic +Julia Roberts,1967,1967-10-28,"Smyrna, Ga",White,Hindu,Straight,2001,Best Actress,Erin Brockovich +Michel Hazanavicius,1967,1967-03-29,"Paris, France",White,Jewish,Straight,2012,Best Director,The Artist +"Cuba Gooding, Jr.",1968,1968-01-02,"Bronx, Ny",Black,,Straight,1997,Best Supporting Actor,Jerry Maguire +Catherine Zeta-Jones,1969,1969-09-25,"Mumbles, Wales",White,Roman Catholic,Straight,2003,Best Supporting Actress,Chicago +Javier Bardem,1969,1969-03-01,"Las Palmas De Gran Canaria, Canary Islands",Hispanic,,Straight,2008,Best Supporting Actor,No Country for Old Men +Matthew McConaughey,1969,1969-11-04,"Uvalde, Tx",White,,Straight,2014,Best Actor,Dallas Buyers Club +RenÌ©e Zellweger,1969,1969-04-25,"Katy, Tx",White,,Straight,2004,Best Supporting Actress,Cold Mountain +Cate Blanchett,1969,1969-05-14,"Melbourne, Victoria, Australia",White,,Straight,2014,Best Actress,Blue Jasmine +Cate Blanchett,1969,1969-05-14,"Melbourne, Victoria, Australia",White,,Straight,2005,Best Supporting Actress,The Aviator +Jennifer Connelly,1970,1970-12-12,"Catskill Mountains, Ny",White,Jewish,Straight,2002,Best Supporting Actress,A Beautiful Mind +Rachel Weisz,1971,1971-03-07,"London, England",White,Jewish,Straight,2006,Best Supporting Actress,The Constant Gardener +Jared Leto,1971,1971-12-26,"Bossier City, La",White,,Straight,2014,Best Supporting Actor,Dallas Buyers Club +Tom Hooper,1972,,"London, England",White,,Na,2011,Best Director,The King's Speech +Octavia Spencer,1972,1972-05-25,"Montgomery, Al",Black,,Na,2012,Best Supporting Actress,The Help +Gwyneth Paltrow,1972,1972-09-27,"Los Angeles, Ca",White,Jewish,Straight,1999,Best Actress,Shakespeare in Love +Jean Dujardin,1972,1972-06-19,"Rueil-Malmaison, Hauts-De-Seine, France",White,,Straight,2012,Best Actor,The Artist +Adrien Brody,1973,1973-04-14,New York City,White,Jewish,Straight,2003,Best Actor,The Pianist +Penelope Cruz,1974,1974-04-28,"Madrid, Spain",Hispanic,Buddhist,Straight,2009,Best Supporting Actress,Vicky Cristina Barcelona +Christian Bale,1974,1974-01-30,"Haverfordwest, Pembrokeshire, Wales",White,,Straight,2011,Best Supporting Actor,The Fighter +Hilary Swank,1974,1974-07-30,"Lincoln, Ne",White,,Straight,2005,Best Actress,Million Dollar Baby +Hilary Swank,1974,1974-07-30,"Lincoln, Ne",White,,Straight,2000,Best Actress,Boys Don't Cry +Angelina Jolie,1975,1975-06-04,"Los Angeles, Ca",White,Buddhist,Bisexual,2000,Best Supporting Actress,"Girl, Interrupted" +Marion Cotillard,1975,1975-09-30,"Paris, France",White,,Straight,2008,Best Actress,The Passionate Life of Edith Piaf +Charlize Theron,1975,1975-08-07,"Benoni, South Africa",White,,Straight,2004,Best Actress,Monster +Kate Winslet,1975,1975-10-05,"Reading, England",White,,Straight,2009,Best Actress,The Reader +Reese Witherspoon,1976,1976-03-22,"New Orleans, La",White,,Straight,2006,Best Actress,Walk the Line +Heath Ledger,1979,1979-04-04,"Perth, Australia",White,,Straight,2009,Best Supporting Actor,The Dark Knight +Jennifer Hudson,1981,1981-09-12,"Chicago, Il",Black,Baptist,Straight,2007,Best Supporting Actress,Dreamgirls +Natalie Portman,1981,1981-06-09,"Jerusalem, Israel",White,Jewish,Straight,2011,Best Actress,Black Swan +Anne Hathaway,1982,1982-11-12,"Brooklyn, Ny",White,Christian,Straight,2013,Best Supporting Actress,Les MisÌ©rables +Anna Paquin,1982,1982-07-24,"Winnipeg, Manitoba, Canada",White,,Bisexual,1994,Best Supporting Actress,The Piano +Lupita Nyong'o,1983,1983-03-01,"Mexico City, Mexico",Black,,Na,2014,Best Supporting Actress,12 Years a Slave +Jennifer Lawrence,1990,1990-08-15,"Louisville, Ky",White,,Na,2013,Best Actress,Silver Linings Playbook