diff --git a/python/Supervised Learning/Project/.ipynb_checkpoints/finding_donors-checkpoint.ipynb b/python/Supervised Learning/Project/.ipynb_checkpoints/finding_donors-checkpoint.ipynb index 4f0c914..4b428e9 100644 --- a/python/Supervised Learning/Project/.ipynb_checkpoints/finding_donors-checkpoint.ipynb +++ b/python/Supervised Learning/Project/.ipynb_checkpoints/finding_donors-checkpoint.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -196,8 +196,10 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, + "execution_count": 3, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -217,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -293,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -303,22 +305,22 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 30, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -342,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -351,13 +353,13 @@ "(0, 1500)" ] }, - "execution_count": 31, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -376,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -385,13 +387,13 @@ "(0, 1000)" ] }, - "execution_count": 32, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -410,12 +412,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -446,12 +448,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -474,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -483,13 +485,13 @@ "(0, 1500)" ] }, - "execution_count": 35, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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4/8pfnNX3YKbm62fZMwFpyDY9+Phebf/pXc9+WN/EL9WJ1x9PqjLxi3/idZT6A2CyyePeXdlU34PZ9jnb78VUfT75o12zauO5aEGfCUh70+c2PTSnbfNVV5oJzwQkqcMMAUnqMENAkjrMEJCkDjMEJKnD5j0EkqxM8u0kW5NcMN/9S5J+al5DIMl+wKeAM4BjgXOSHDufY5Ak/dR83ydwIrC1qh4ASPJ5YBVw3zyPQwvEVJ+b97P00sylanZ33g3UWfIGYGVVvaOtvxU4qare2VdnDbCmrR4DfHuALo8AHhtg/+eihXZMC+14wGPaVyzkY/pnVTU2kx2ec3cMV9VaYO0w2kqyuapWDKOt54qFdkwL7XjAY9pXeEw98/3G8A5gad/6klYmSRqB+Q6BbwDLkxydZH/gbGDDPI9BktTM6+WgqtqV5J3ADcB+wLqquncvdjmUy0rPMQvtmBba8YDHtK/wmJjnN4YlSc8t3jEsSR1mCEhShy3IEFhoU1MkWZrk5iT3Jbk3ybtHPaZhSbJfkjuS/PmoxzIMSQ5Jck2SbyXZkmRmz5l8Dkvye+3n7p4kVyU5YNRjmq0k65LsTHJPX9lhSTYmub+9HjrKMc7Wbo7pD9vP3l1Jrk1yyHTtLLgQWKBTU+wC3ltVxwInA+cvgGOa8G5gy6gHMUSfBL5cVS8Bfpl9/NiSLAbeBayoquPofaDj7NGOak6uAFZOKrsAuLGqlgM3tvV9yRU8+5g2AsdV1UuBvwQunK6RBRcC9E1NUVXPABNTU+yzqurhqrq9Lf+A3i+WxaMd1eCSLAFeA3xm1GMZhiQHA6cClwNU1TNV9f3RjmooFgE/l2QRcCDw1yMez6xV1S3A5Ic/rwLWt+X1wFnzOqgBTXVMVfWVqpp48PGt9O7F2qOFGAKLgW1969tZAL8wJyRZBrwc2DTakQzFHwHvA/5h1AMZkqOBceBP2iWuzyQ5aNSDGkRV7QA+DjwEPAw8WVVfGe2ohubIqnq4LT8CHDnKwewFvwH8xXSVFmIILFhJXgD8GfC7VfU3ox7PIJK8FthZVbeNeixDtAg4Abisql4O/JB97xLDz2jXyVfRC7gXAgcl+TejHdXwVe+z8gvm8/JJfp/eZeQrp6u7EENgQU5NkeR59ALgyqr64qjHMwSnAK9P8h16l+xemeR/jHZIA9sObK+qibO0a+iFwr7sVcCDVTVeVX8PfBH41RGPaVgeTXIUQHvdOeLxDEWStwGvBX69ZnAj2EIMgQU3NUWS0LvOvKWqPjHq8QxDVV1YVUuqahm9f6Obqmqf/guzqh4BtiU5phWdxr4/TfpDwMlJDmw/h6exj7/Z3WcDsLotrwauG+FYhiLJSnqXWF9fVU/NZJ8FFwLtTZGJqSm2AFfv5akp5sMpwFvp/bV8Z/s6c9SD0pR+B7gyyV3Ay4CPjHg8A2lnNdcAtwN30/udsc9Nt5DkKuDrwDFJtic5D/go8K+S3E/vjOejoxzjbO3mmP4Y+MfAxvZ74r9O247TRkhSdy24MwFJ0swZApLUYYaAJHWYISBJHWYISFKHGQJSk+SFSa5pyy+bycdwk7xiWDOgJlmR5NJhtCXN1Lw+XlJ6Lquqvwbe0FZfBqwArp/H/jcDm+erPwk8E9ACkuTcNo/6N5P89ySvS7KpTeb21SRHtnofaNu/3uaS/81WvqzNmb8/8EHgze2GmzcnObHVvyPJ/+27K3hP4zmzze1+W5JLJ84YdtdW/1lFG+O6JF9L8kCSd+2t75u6zTMBLQhJfgn4d8CvVtVjSQ6jNyHYyVVVSd5B73b697ZdXkrv2QwHAXck+dJEW1X1TJI/oDeH/jtb+z8P/Iuq2pXkVfTuBP7XexjPAcCngVOr6sF2d+eEb82wrZcA/5LeHaDfTnJZm79HGhpDQAvFK4E/rarHAKrq8STHA19ok4PtDzzYV/+6qvoR8KMkN9N7DsWde2j/YGB9kuX0wuV504znJcADVTXR51XAmlm29aWqehp4OslOelMdb5+mX2lWvBykhew/A39cVccDvwX0PxZx8nwp082f8iHg5vZ0rddNaguAJDe0y0fTPSRn2raap/uWf4x/tGkvMAS0UNwEvDHJ4dB7fiy9v7gnphFfPan+qiQHtPqvoDf7bL8f0LsMM6G/rbdNNYCqenVVvayq3gF8G/jn7SFAAG+eTVvSfDEEtCC0mWI/DPzvJN8EPgF8APjTJLcBj03a5S7gZnqP4PtQ+2RQv5uBYyfeGAb+E/Afk9zBDP4ib5eafhv4cuv/B8CTbfOs2pL2JmcRVeck+QDwt1X18b3czwuq6m/bPPyfAu6vqkv2Zp/SbHkmIO09v5nkTuBeepeAPj3i8UjP4pmAJHWYZwKS1GGGgCR1mCEgSR1mCEhShxkCktRh/x9vFSbj1YfN2gAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -508,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -517,13 +519,13 @@ "(0, 1500)" ] }, - "execution_count": 36, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -552,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -740,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -781,113 +783,113 @@ " \n", " \n", " \n", - " 14204\n", - " 0.027397\n", - " Private\n", - " HS-grad\n", - " 0.533333\n", - " Never-married\n", - " Other-service\n", - " Own-child\n", - " Black\n", - " Female\n", - " 0.0\n", - " 0.0\n", - " 0.397959\n", - " United-States\n", - " \n", - " \n", - " 4740\n", - " 0.068493\n", - " Private\n", - " Assoc-voc\n", - " 0.666667\n", - " Never-married\n", - " Prof-specialty\n", - " Not-in-family\n", - " White\n", - " Male\n", - " 0.0\n", - " 0.0\n", - " 0.295918\n", - " United-States\n", - " \n", - " \n", - " 19821\n", - " 0.027397\n", + " 22625\n", + " 0.479452\n", " Private\n", " Some-college\n", " 0.600000\n", - " Never-married\n", - " Other-service\n", - " Own-child\n", - " White\n", - " Male\n", - " 0.0\n", - " 0.0\n", - " 0.244898\n", - " United-States\n", - " \n", - " \n", - " 15539\n", - " 0.219178\n", - " Self-emp-not-inc\n", - " 11th\n", - " 0.400000\n", " Married-civ-spouse\n", " Craft-repair\n", " Husband\n", " White\n", " Male\n", " 0.0\n", - " 0.0\n", - " 0.500000\n", + " 0.000000\n", + " 0.397959\n", " United-States\n", " \n", " \n", - " 416\n", - " 0.041096\n", - " Private\n", - " HS-grad\n", - " 0.533333\n", + " 40382\n", + " 0.315068\n", + " Federal-gov\n", + " Bachelors\n", + " 0.800000\n", " Married-civ-spouse\n", - " Machine-op-inspct\n", + " Adm-clerical\n", " Husband\n", " White\n", " Male\n", " 0.0\n", - " 0.0\n", + " 0.905759\n", " 0.397959\n", " United-States\n", " \n", + " \n", + " 10195\n", + " 0.424658\n", + " Local-gov\n", + " Some-college\n", + " 0.600000\n", + " Married-civ-spouse\n", + " Exec-managerial\n", + " Husband\n", + " White\n", + " Male\n", + " 0.0\n", + " 0.000000\n", + " 0.397959\n", + " United-States\n", + " \n", + " \n", + " 3225\n", + " 0.123288\n", + " Private\n", + " HS-grad\n", + " 0.533333\n", + " Never-married\n", + " Adm-clerical\n", + " Own-child\n", + " White\n", + " Female\n", + " 0.0\n", + " 0.000000\n", + " 0.397959\n", + " United-States\n", + " \n", + " \n", + " 31195\n", + " 0.219178\n", + " Private\n", + " Bachelors\n", + " 0.800000\n", + " Never-married\n", + " Prof-specialty\n", + " Not-in-family\n", + " White\n", + " Female\n", + " 0.0\n", + " 0.000000\n", + " 0.397959\n", + " Canada\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " age workclass education_level education-num \\\n", - "14204 0.027397 Private HS-grad 0.533333 \n", - "4740 0.068493 Private Assoc-voc 0.666667 \n", - "19821 0.027397 Private Some-college 0.600000 \n", - "15539 0.219178 Self-emp-not-inc 11th 0.400000 \n", - "416 0.041096 Private HS-grad 0.533333 \n", + " age workclass education_level education-num \\\n", + "22625 0.479452 Private Some-college 0.600000 \n", + "40382 0.315068 Federal-gov Bachelors 0.800000 \n", + "10195 0.424658 Local-gov Some-college 0.600000 \n", + "3225 0.123288 Private HS-grad 0.533333 \n", + "31195 0.219178 Private Bachelors 0.800000 \n", "\n", - " marital-status occupation relationship race \\\n", - "14204 Never-married Other-service Own-child Black \n", - "4740 Never-married Prof-specialty Not-in-family White \n", - "19821 Never-married Other-service Own-child White \n", - "15539 Married-civ-spouse Craft-repair Husband White \n", - "416 Married-civ-spouse Machine-op-inspct Husband White \n", + " marital-status occupation relationship race sex \\\n", + "22625 Married-civ-spouse Craft-repair Husband White Male \n", + "40382 Married-civ-spouse Adm-clerical Husband White Male \n", + "10195 Married-civ-spouse Exec-managerial Husband White Male \n", + "3225 Never-married Adm-clerical Own-child White Female \n", + "31195 Never-married Prof-specialty Not-in-family White Female \n", "\n", - " sex capital-gain capital-loss hours-per-week native-country \n", - "14204 Female 0.0 0.0 0.397959 United-States \n", - "4740 Male 0.0 0.0 0.295918 United-States \n", - "19821 Male 0.0 0.0 0.244898 United-States \n", - "15539 Male 0.0 0.0 0.500000 United-States \n", - "416 Male 0.0 0.0 0.397959 United-States " + " capital-gain capital-loss hours-per-week native-country \n", + "22625 0.0 0.000000 0.397959 United-States \n", + "40382 0.0 0.905759 0.397959 United-States \n", + "10195 0.0 0.000000 0.397959 United-States \n", + "3225 0.0 0.000000 0.397959 United-States \n", + "31195 0.0 0.000000 0.397959 Canada " ] }, - "execution_count": 38, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -899,7 +901,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 15, "metadata": { "scrolled": true }, @@ -914,11 +916,11 @@ "['age', 'education-num', 'capital-gain', 'capital-loss', 'hours-per-week', 'workclass_ Federal-gov', 'workclass_ Local-gov', 'workclass_ Private', 'workclass_ Self-emp-inc', 'workclass_ Self-emp-not-inc', 'workclass_ State-gov', 'workclass_ Without-pay', 'education_level_ 10th', 'education_level_ 11th', 'education_level_ 12th', 'education_level_ 1st-4th', 'education_level_ 5th-6th', 'education_level_ 7th-8th', 'education_level_ 9th', 'education_level_ Assoc-acdm', 'education_level_ Assoc-voc', 'education_level_ Bachelors', 'education_level_ Doctorate', 'education_level_ HS-grad', 'education_level_ Masters', 'education_level_ Preschool', 'education_level_ Prof-school', 'education_level_ Some-college', 'marital-status_ Divorced', 'marital-status_ Married-AF-spouse', 'marital-status_ Married-civ-spouse', 'marital-status_ Married-spouse-absent', 'marital-status_ Never-married', 'marital-status_ Separated', 'marital-status_ Widowed', 'occupation_ Adm-clerical', 'occupation_ Armed-Forces', 'occupation_ Craft-repair', 'occupation_ Exec-managerial', 'occupation_ Farming-fishing', 'occupation_ Handlers-cleaners', 'occupation_ Machine-op-inspct', 'occupation_ Other-service', 'occupation_ Priv-house-serv', 'occupation_ Prof-specialty', 'occupation_ Protective-serv', 'occupation_ Sales', 'occupation_ Tech-support', 'occupation_ Transport-moving', 'relationship_ Husband', 'relationship_ Not-in-family', 'relationship_ Other-relative', 'relationship_ Own-child', 'relationship_ Unmarried', 'relationship_ Wife', 'race_ Amer-Indian-Eskimo', 'race_ Asian-Pac-Islander', 'race_ Black', 'race_ Other', 'race_ White', 'sex_ Female', 'sex_ Male', 'native-country_ Cambodia', 'native-country_ Canada', 'native-country_ China', 'native-country_ Columbia', 'native-country_ Cuba', 'native-country_ Dominican-Republic', 'native-country_ Ecuador', 'native-country_ El-Salvador', 'native-country_ England', 'native-country_ France', 'native-country_ Germany', 'native-country_ Greece', 'native-country_ Guatemala', 'native-country_ Haiti', 'native-country_ Holand-Netherlands', 'native-country_ Honduras', 'native-country_ Hong', 'native-country_ Hungary', 'native-country_ India', 'native-country_ Iran', 'native-country_ Ireland', 'native-country_ Italy', 'native-country_ Jamaica', 'native-country_ Japan', 'native-country_ Laos', 'native-country_ Mexico', 'native-country_ Nicaragua', 'native-country_ Outlying-US(Guam-USVI-etc)', 'native-country_ Peru', 'native-country_ Philippines', 'native-country_ Poland', 'native-country_ Portugal', 'native-country_ Puerto-Rico', 'native-country_ Scotland', 'native-country_ South', 'native-country_ Taiwan', 'native-country_ Thailand', 'native-country_ Trinadad&Tobago', 'native-country_ United-States', 'native-country_ Vietnam', 'native-country_ Yugoslavia']\n", "\n", "The income col now looks like:\n", - "16481 0\n", - "37818 0\n", - "20804 0\n", - "3242 1\n", - "23475 0\n", + "14023 0\n", + "41062 0\n", + "38718 1\n", + "36016 0\n", + "22478 0\n", "Name: income, dtype: object\n" ] } @@ -949,7 +951,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -961,7 +963,7 @@ "Name: income, dtype: int32" ] }, - "execution_count": 40, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -993,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1042,36 +1044,12 @@ " \n", " \n", " \n", - " 16702\n", - " 0.383562\n", - " 0.866667\n", + " 27005\n", + " 0.493151\n", + " 0.266667\n", " 0.0\n", " 0.0\n", - " 0.346939\n", - " 0\n", - " 1\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 1\n", - " 0\n", - " 0\n", - " \n", - " \n", - " 8879\n", - " 0.520548\n", - " 0.333333\n", - " 0.0\n", - " 0.0\n", - " 0.285714\n", + " 0.397959\n", " 0\n", " 0\n", " 1\n", @@ -1090,12 +1068,60 @@ " 0\n", " \n", " \n", - " 14928\n", - " 0.150685\n", + " 6482\n", + " 0.369863\n", + " 0.800000\n", + " 0.0\n", + " 0.0\n", + " 0.397959\n", + " 0\n", + " 0\n", + " 1\n", + " 0\n", + " 0\n", + " ...\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 1\n", + " 0\n", + " 0\n", + " \n", + " \n", + " 16984\n", + " 0.465753\n", + " 0.400000\n", + " 0.0\n", + " 0.0\n", + " 0.448980\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 1\n", + " ...\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 1\n", + " 0\n", + " 0\n", + " \n", + " \n", + " 25450\n", + " 0.287671\n", " 0.600000\n", " 0.0\n", " 0.0\n", - " 0.397959\n", + " 0.244898\n", " 0\n", " 0\n", " 1\n", @@ -1114,40 +1140,16 @@ " 0\n", " \n", " \n", - " 28087\n", - " 0.273973\n", + " 666\n", + " 0.452055\n", " 0.533333\n", " 0.0\n", " 0.0\n", - " 0.397959\n", - " 0\n", + " 0.418367\n", " 0\n", " 1\n", " 0\n", " 0\n", - " ...\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 1\n", - " 0\n", - " 0\n", - " \n", - " \n", - " 33970\n", - " 0.232877\n", - " 0.533333\n", - " 0.0\n", - " 0.0\n", - " 0.397959\n", - " 0\n", - " 0\n", - " 1\n", - " 0\n", " 0\n", " ...\n", " 0\n", @@ -1168,65 +1170,65 @@ ], "text/plain": [ " age education-num capital-gain capital-loss hours-per-week \\\n", - "16702 0.383562 0.866667 0.0 0.0 0.346939 \n", - "8879 0.520548 0.333333 0.0 0.0 0.285714 \n", - "14928 0.150685 0.600000 0.0 0.0 0.397959 \n", - "28087 0.273973 0.533333 0.0 0.0 0.397959 \n", - "33970 0.232877 0.533333 0.0 0.0 0.397959 \n", + "27005 0.493151 0.266667 0.0 0.0 0.397959 \n", + "6482 0.369863 0.800000 0.0 0.0 0.397959 \n", + "16984 0.465753 0.400000 0.0 0.0 0.448980 \n", + "25450 0.287671 0.600000 0.0 0.0 0.244898 \n", + "666 0.452055 0.533333 0.0 0.0 0.418367 \n", "\n", " workclass_ Federal-gov workclass_ Local-gov workclass_ Private \\\n", - "16702 0 1 0 \n", - "8879 0 0 1 \n", - "14928 0 0 1 \n", - "28087 0 0 1 \n", - "33970 0 0 1 \n", + "27005 0 0 1 \n", + "6482 0 0 1 \n", + "16984 0 0 0 \n", + "25450 0 0 1 \n", + "666 0 1 0 \n", "\n", " workclass_ Self-emp-inc workclass_ Self-emp-not-inc ... \\\n", - "16702 0 0 ... \n", - "8879 0 0 ... \n", - "14928 0 0 ... \n", - "28087 0 0 ... \n", - "33970 0 0 ... \n", + "27005 0 0 ... \n", + "6482 0 0 ... \n", + "16984 0 1 ... \n", + "25450 0 0 ... \n", + "666 0 0 ... \n", "\n", " native-country_ Portugal native-country_ Puerto-Rico \\\n", - "16702 0 0 \n", - "8879 0 0 \n", - "14928 0 0 \n", - "28087 0 0 \n", - "33970 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", " native-country_ Scotland native-country_ South \\\n", - "16702 0 0 \n", - "8879 0 0 \n", - "14928 0 0 \n", - "28087 0 0 \n", - "33970 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", " native-country_ Taiwan native-country_ Thailand \\\n", - "16702 0 0 \n", - "8879 0 0 \n", - "14928 0 0 \n", - "28087 0 0 \n", - "33970 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", " native-country_ Trinadad&Tobago native-country_ United-States \\\n", - "16702 0 1 \n", - "8879 0 1 \n", - "14928 0 1 \n", - "28087 0 1 \n", - "33970 0 1 \n", + "27005 0 1 \n", + "6482 0 1 \n", + "16984 0 1 \n", + "25450 0 1 \n", + "666 0 1 \n", "\n", " native-country_ Vietnam native-country_ Yugoslavia \n", - "16702 0 0 \n", - "8879 0 0 \n", - "14928 0 0 \n", - "28087 0 0 \n", - "33970 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", "[5 rows x 103 columns]" ] }, - "execution_count": 41, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1237,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1321,7 +1323,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -1333,7 +1335,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1468,7 +1470,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1578,7 +1580,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1652,7 +1654,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1666,7 +1668,7 @@ "Name: income, dtype: int32" ] }, - "execution_count": 47, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1677,7 +1679,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1708,7 +1710,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1780,7 +1782,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer: **" + "**Answer: **\n", + "\n", + "From the above graphs we can see that when working on our training data (which is a subset of the entire dataset used exlusively for training our model) that the Decision Tree classifier appears to be overfitting. We can see this because the accuracy and F-score are very very close to one for all 3 splits of our data. This most likely suggests our model is overfitting and it will not generalise well when we introduce the rest of the data to try predict the result. \n", + "\n", + "Looking at a Support vector machine in the above graphs we can see that for the testing data (and the training data) that this model appears to show some promise. Accuracy for the SVM on 100% of the data appears to be around 80% with the default values. For the fscore we can see that the value is around 65-70% for 100% of the data. This is a good indicator that with some further tuning of the model - we should be able to increase this accuracy further.\n", + "\n", + "The training time for a SVM is the highest out of all of the 3 models chosen. Indeed with 100% of the data used only SVM is showing any significant time needed to train a model. This is something we will have to work with and be careful with. If the model takes a significant amount of time to train we could look to the other two models. If we chose a decision tree we would need to be careful that we do not overfit and put some work into tuning the hyperparameters for the model. \n", + "\n", + "We discuss below the algorithms suitability and how it works in simple terms as to the reason why we are choosing a SVM." ] }, { @@ -1800,7 +1810,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer: ** " + "**Answer: ** \n", + "\n", + "A support vector machine is a supervised learning algorithm that can be used in regression, but it really shines when used as a classifier. As we are wanting to classify whether someone earns \\$50k or not we have a classification problem, which a support vector machine lends itself well to.\n", + "\n", + "\n", + "The model works by classifying points. If we had 2 features (i.e if we took age and education level), converted them to arbitrary numbers and plotted them on a grid, we could colour each point red or green: red being they earn <50k and green meaning they earn >50k. In this plot a support vector machine would attempt to find a \"line\" that seperates the data.\n", + "\n", + "In our case we have many features (much more than 2), in this case visualising a plot is impossible, but the method remains the same just extended to higher dimensions. In this case we are not finding a line, rather a hyperplane (a higher dimensional line) that will seperate the points.\n", + "\n", + "When finding a hyperplane the model uses a margin to help optimise the model. We can think of the margin as the distance from a point to the seperating line (or hyperplane). If this margin is high, then this means there is a good distance from each classified point to the seperating hyperplane. If this margin is small, this means the points are close to the hyperplane - this means we are more likely to make a mistake in classifying a point. The aim of the method is to find the best line. It knows what the best is by maxmising this distance margin. \n", + "\n", + "A support vector machine uses a technique called the kernel trick to find this hyperplane. What this means in practice is that we can find very non linear hyperplanes to seperate our data. When compared to methods such as regression which do something similar, it means a support vector machine is much more useful in a non-linear seperation problem. If we observed our data in the 2 dimensional example as above, it might be obvious from the graph that a circle might seperate our data and classify points accurately. A SVM would allow us to do this, a regression line would not. \n", + "\n", + "To make a prediction the model will take a data point we give it, and \"plot\" it. It would then read from this what it believes the point is (what region it has been plotted in) based on the data we gave the model to train using the found hyperplane. This is how it makes a prediction\n", + "\n", + "** All information here is taken from this Udacity course - I have not cited it as per https://udacity.zendesk.com/hc/en-us/articles/360001451091-What-is-plagiarism-" ] }, { @@ -1824,19 +1849,19 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SVC(C=0.01, cache_size=200, class_weight=None, coef0=0.0,\n", - " decision_function_shape='ovr', degree=3, gamma=0.1, kernel='rbf',\n", - " max_iter=-1, probability=False, random_state=None, shrinking=True,\n", - " tol=0.001, verbose=False)" + " decision_function_shape='ovr', degree=3, gamma=0.1, kernel='rbf',\n", + " max_iter=-1, probability=False, random_state=None, shrinking=True,\n", + " tol=0.001, verbose=False)" ] }, - "execution_count": 51, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1853,7 +1878,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1862,7 +1887,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1871,7 +1896,7 @@ "0.8245439469320066" ] }, - "execution_count": 54, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1882,26 +1907,22 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 28, "metadata": {}, "outputs": [ { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;31m# TODO: Fit the grid search object to the training data and find the optimal parameters using fit()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mgrid_fit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgrid_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;31m# Get the estimator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.virtualenvs/udacity-ML-3.7.3/lib/python3.7/site-packages/sklearn/model_selection/_search.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[1;32m 685\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresults\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 686\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 687\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_run_search\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevaluate_candidates\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 688\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 689\u001b[0m \u001b[0;31m# For multi-metric evaluation, store the best_index_, best_params_ and\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.virtualenvs/udacity-ML-3.7.3/lib/python3.7/site-packages/sklearn/model_selection/_search.py\u001b[0m in \u001b[0;36m_run_search\u001b[0;34m(self, evaluate_candidates)\u001b[0m\n\u001b[1;32m 1146\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_run_search\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevaluate_candidates\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1147\u001b[0m \u001b[0;34m\"\"\"Search all candidates in param_grid\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1148\u001b[0;31m \u001b[0mevaluate_candidates\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mParameterGrid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparam_grid\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1149\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.virtualenvs/udacity-ML-3.7.3/lib/python3.7/site-packages/sklearn/model_selection/_search.py\u001b[0m in \u001b[0;36mevaluate_candidates\u001b[0;34m(candidate_params)\u001b[0m\n\u001b[1;32m 664\u001b[0m \u001b[0;32mfor\u001b[0m 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"\u001b[0;32m~/.virtualenvs/udacity-ML-3.7.3/lib/python3.7/site-packages/joblib/_parallel_backends.py\u001b[0m in \u001b[0;36mwrap_future_result\u001b[0;34m(future, timeout)\u001b[0m\n\u001b[1;32m 519\u001b[0m AsyncResults.get from multiprocessing.\"\"\"\n\u001b[1;32m 520\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 521\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 522\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mLokyTimeoutError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 523\u001b[0m \u001b[0;32mraise\u001b[0m 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\u001b[0mgotit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 298\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "name": "stdout", + "output_type": "stream", + "text": [ + "Unoptimized model\n", + "------\n", + "Accuracy score on testing data: 0.8371\n", + "F-score on testing data: 0.6745\n", + "\n", + "Optimized Model\n", + "------\n", + "Final accuracy score on the testing data: 0.8392\n", + "Final F-score on the testing data: 0.6803\n" ] } ], @@ -1915,15 +1936,15 @@ "\n", "# TODO: Create the parameters list you wish to tune, using a dictionary if needed.\n", "# HINT: parameters = {'parameter_1': [value1, value2], 'parameter_2': [value1, value2]}\n", - "parameters = {'C': np.logspace(-4, 10, 12, base=10),\n", - " 'gamma': np.logspace(-11, 3, 12, base=10),\n", + "parameters = {'C': [0.001, 0.01, 0.1, 1, 10, 20, 30],\n", + " 'gamma': [0.001, 0.01, 0.1, 1, 2, 5],\n", " 'kernel': ['linear', 'rbf']}\n", "\n", "# TODO: Make an fbeta_score scoring object using make_scorer()\n", "scorer = make_scorer(fbeta_score, beta=0.5)\n", "\n", "# TODO: Perform grid search on the classifier using 'scorer' as the scoring method using GridSearchCV()\n", - "grid_obj = GridSearchCV(clf, param_grid=parameters, scoring=scorer)\n", + "grid_obj = GridSearchCV(clf, param_grid=parameters, scoring=scorer, n_jobs=-1)\n", "\n", "# TODO: Fit the grid search object to the training data and find the optimal parameters using fit()\n", "grid_fit = grid_obj.fit(X_train, y_train)\n", @@ -1944,6 +1965,93 @@ "print(\"Final F-score on the testing data: {:.4f}\".format(fbeta_score(y_test, best_predictions, beta = 0.5)))" ] }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(C=0.01, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape='ovr', degree=3, gamma=0.001, kernel='linear',\n", + " max_iter=-1, probability=False, random_state=None, shrinking=True,\n", + " tol=0.001, verbose=False)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_clf" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grid_obj.get_params" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "\n", + "cf = confusion_matrix(y_test, best_predictions)\n", + "\n", + "sns.heatmap(cf, annot=True, fmt='d')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1965,15 +2073,30 @@ "\n", "| Metric | Unoptimized Model | Optimized Model |\n", "| :------------: | :---------------: | :-------------: | \n", - "| Accuracy Score | | |\n", - "| F-score | | EXAMPLE |\n" + "| Accuracy Score | 0.8371 | 0.8392 |\n", + "| F-score | 0.6745 | 0.6803 |\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer: **" + "**Answer: **\n", + "\n", + "The results are better (only marginally). I ran this several times with the same parameters and it remains very close whether a rbf or linear kernel was chosen.\n", + "\n", + "\n", + "The scores for the naive model were: Accuracy score: 0.2478, F-score: 0.2917\n", + "\n", + "If this were a production use case - I would do further investigation with the hyperparamters. Rather than using a step of 0.001, 0.01, 0.1 for C I would look at more granular steps in between these values. For values of C < 1 this usually suggests we have noisy data.\n", + "\n", + "We could also look at gamma - we have a relatively small value of gamma at 0.001. If this is too small then the model may not be able to accurately capture the shape of the data.\n", + "\n", + "If I were to work on this further - I would try a grid search with more granular values for gamma and C. I would then make use of the seaborn heatmap to see the validation accuracy on a scale of 0 to 1 to see the heatmap for each combination of values.\n", + "\n", + "That being said we have a much higher accuracy when compared to the naive predictor and this is to be expected. Since our assumption was naive and we have used a model with tuned parameters.\n", + "\n", + "We see that our accuracy of our tuned model is 0.8392 compared to 0.2478 of the naive model. This is an increase of ~240% which is a huge improvement. " ] }, { @@ -1996,11 +2119,187 @@ "When **Exploring the Data**, it was shown there are thirteen available features for each individual on record in the census data. Of these thirteen records, which five features do you believe to be most important for prediction, and in what order would you rank them and why?" ] }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ageworkclasseducation_leveleducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-govBachelors13.0Never-marriedAdm-clericalNot-in-familyWhiteMale2174.00.040.0United-States0
150Self-emp-not-incBachelors13.0Married-civ-spouseExec-managerialHusbandWhiteMale0.00.013.0United-States0
238PrivateHS-grad9.0DivorcedHandlers-cleanersNot-in-familyWhiteMale0.00.040.0United-States0
353Private11th7.0Married-civ-spouseHandlers-cleanersHusbandBlackMale0.00.040.0United-States0
428PrivateBachelors13.0Married-civ-spouseProf-specialtyWifeBlackFemale0.00.040.0Cuba0
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" + ], + "text/plain": [ + " age workclass education_level education-num marital-status \\\n", + "0 39 State-gov Bachelors 13.0 Never-married \n", + "1 50 Self-emp-not-inc Bachelors 13.0 Married-civ-spouse \n", + "2 38 Private HS-grad 9.0 Divorced \n", + "3 53 Private 11th 7.0 Married-civ-spouse \n", + "4 28 Private Bachelors 13.0 Married-civ-spouse \n", + "\n", + " occupation relationship race sex capital-gain \\\n", + "0 Adm-clerical Not-in-family White Male 2174.0 \n", + "1 Exec-managerial Husband White Male 0.0 \n", + "2 Handlers-cleaners Not-in-family White Male 0.0 \n", + "3 Handlers-cleaners Husband Black Male 0.0 \n", + "4 Prof-specialty Wife Black Female 0.0 \n", + "\n", + " capital-loss hours-per-week native-country income \n", + "0 0.0 40.0 United-States 0 \n", + "1 0.0 13.0 United-States 0 \n", + "2 0.0 40.0 United-States 0 \n", + "3 0.0 40.0 United-States 0 \n", + "4 0.0 40.0 Cuba 0 " + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head(5)" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer:**" + "**Answer:**\n", + "\n", + "I would rank the features in the following order\n", + "\n", + "1. Hours per week - I would consider this very important. Those who do not work full time (>35 hours a week) are much less likely to have a high income. It is noteworthy that if their marital status is married then this could explain why someone works few hours a week. As our data is income individually (and not household income) I would therefore rate this as the highest indicator.\n", + "\n", + "2. Capital gain - I would consider this important. Those who have investments that are paying off I would believe to have a high enough income to begin with to afford the investment. \n", + "\n", + "3. Education Level - Those who have a Bachelors degree or higher are more likely to be earning more than those who do not (see https://smartasset.com/retirement/the-average-salary-by-education-level)\n", + "\n", + "4. Native Country - I would expect that this would be quite important in determining whether someone earns over \\$50k. Countries such as the UK, USA and Luxembourg would have a higher median income compared to countries such as Liberia and other African states.\n", + "\n", + "5. Sex - On average women earn 78 cents to the dollar when compared to men (according to CNN in 2015 in the USA https://money.cnn.com/2015/04/13/news/economy/equal-pay-day-2015/). Although there are many reasons why this is the case in terms of looking just at the data and the problem we want to solve, I would expect more men than women to earn $50k or above." ] }, { @@ -2018,18 +2317,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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0CC2mEI4JuT7/ZR0TMtuiIhfflCVzbuaZZjaM0ML128T0zLa4jdCSnq0yPkMLCT9Sr84zPdMD1BcY7e4lF8WY2T4VWE6m1XTrrPH5kth827jMWGPr7oXAhWa2L/BzwlXkXxJalFNPCeDm6W7Cia035Zj2KnBc8qRiM6tPOJl7bAFiq0fo6ks6h3AuYIWY2U8J7/Eid/9PjiLPE05GbuDuL5dS1QTg5/EimDdj3VsBp1UgnFcJB7+LgLezus3eIPwSN0LX+crEtP8QEsZd87yHnNx9tZkVA6eY2Y2ZbmAzO4BwgvuGJICZlrK6pSx3BeHE8m2Bf8ZlVSQBfDMupy+Q3CanE443Fb49TlWLrZMTLFz1fByh1Wk6cX2ZWd0KdlNX1AuElt5zCAngB+4+MTH9NcL5a7u7+2OVsLwHCOeDPpc8vSBLZjv1JSQeGWclYlqHu38B3GtmJxJa7CH0EDil7HOV7HlCAvVtbLnPZwJwsZntlOkGjhcGHVNa5e7+nZlNJJyGM7iU1ucVlPM9u/u3ZvYcYfsvIxwrH8ma/hbQDri6lG22MZ4nXpAVTzXKpx7hh2nSz3OUy/f+Mxcv7kc8hsUfnUdUQawlYuPB1WZ2MWv3zdRTArgZcvcVZjaIcEVstj8AxwMvm9n/Eg6+1xA+uPm6jSvT84Rzgm4nnA91AOECkuzum1LFK1P/Tjh35914FVzG9+4+zd3HxtaMkWb2Z8LJ2WsIX27HAtfEbo4HCVf4/SO2KM4n/DJc57YkZch84Z3Aul+IEFoHM62x65wz5e6z43a4M563+SrhV3ALQoviA7H1LZcb4vt/2szuI3QL30j4Bbsmzzyl+Yrw67mvmb1HaK38mHClXnfCTYw/i8u5jtCCOrUiC3D3b+K2uM7MlsY69yEk8m+w/nmK1SImKb8AniGcb7Yt4UrD7wnnZ0K4kh7gKjN7kXCRRGnn822QRKvc2TGOP2RN/8bCbUhuM7OdCQnjYkIr1GHAv919ZAWWNxUotavb3Seb2dPAHy3czmUioaX9OuBvvva+l/8mrK93CJ/xIsK9BW+P9awxsw+AE83sFcIV8nO9iu5lSmjZOZfQmn0bYf+tTTiHrTfQM572cgvhgpH/xGPpqvjeFlN2V+aVhB834+Jxbl6sfx93vzKWmUbo1j2WcLyZ7+6l/Wh7iHCe6nXAK+7+edb0ywnn+422cKusLwldw0XASnf/XRkxl+VPhG78N8xsCOG8vvqEz+6B7n5KLPc84X60/49wAWBPcu9L0whJ8nnAe8AyD/fAHEc4xtweE781hIt8KnI6WpmxmtmOhB+wjxJahFfHeeoSr6wWdBXwpv5H4irgrPE1CTv+OleOxmkHEq7OW0L4kn8Z6JxVZjjhQJxrmXOAh7PG9YjLOrK0eggf5JsIB8VlhISnA1lX+FLGVcCJ5eX6G5u1vMsIV8gtZ+0tWP7Eulcx705IRpYRzke8g3CLgXViKGNbzCfrStY4vlZczw4cmmfecwitY0vjdplOuEq3eaJMrm15JuEAtoLQpXoy4cv26XJsm1zr+CTCwXllnNaPcIL5PwkH5hWE7rEniVd6lrI+1rsKOI434IoY94+xvrvIuso4zntTBT4LZZYn/1XALbPK7UO4COjjuN/MJySnRVmfsXvi/rKGxFWypSx7eBll1rkKODH+gBjnmuxYE2VOJHyeFsf9eCahNa+s7ZTzisysMoOz3x8hcRpMaKn5Ma6rG1n3StTrCAngNzGmGYTuy2SZHoQLjVaQ48rirGVmrhJtXka8Oa+yjdPqEY5BH8ZlLowxDmTdK+o7E660XxH3/WvJfzVq9tXQnQjHk0XxfU8DrkxM35+Q7CyL89+TWM/Lc8S8NaGl3cm6q0FWnU/G/TET89PA0WWsq/Ku08aEW1Vl7rn3VdzfLk6U2ZZwTvYCwo+lZwhXo6+zjgg/rp8k/ChwYEZi2k8IP5qXEI75vyplvee8erysWIFtYpzT4nIWET57p5a2DtL2l7k9hIhsBuLVqrOAm909+5FjIiIi5aIEUGQTZWZ1CTf/fYnQOrA74eT9HYG2Hs65EhERqTCdAyiy6VpNuOryTkKXx1JC18mpSv5ERGRjqAVQREREJGV0I2gRERGRlNmsu4CbNGniLVu2rO4wRERERDYJkydP/trdm5ZVbrNOAFu2bElxcXF1hyEiIiKySTCzT8oupS5gERERkdRRAigiIiKSMkoARURERFJmsz4HUEQqZuXKlcydO5fly5dXdygiZapTpw7NmzenVq1a1R2KyBZHCaBIisydO5f69evTsmVLzKy6wxHJy91ZuHAhc+fOpVWrVtUdjsgWR13AIimyfPlyGjdurORPNnlmRuPGjdVaLVJFlACKpIySP9lcaF8VqTpKAEVERERSRucAiqSYPVi5LSx+btnPFq9Rowb7779/yfAzzzxDRZ/o89133/Hoo49y8cUXVzTEMrk7TZs2ZebMmTRq1IgvvviCnXfemddff52DDz4YgKZNmzJjxgwaN26cs45Ro0Yxbdo0rr322rzLGTt2LLfeeivPPvvsetOGDBlC//79qVevXuW8KRGRLGoBFJGCqlu3LlOmTCn525DHOX733XfcfffdFZ5v9erVZZYxMw488EAmTJgAwPjx4+nQoQPjx48H4IMPPqBJkyZ5kz+A3r17l5r8lWXIkCEsW7Zsg+cXESmLEkARqXarV6/m6quvplOnTrRr1457770XgCVLlnDEEUfQsWNH9t9/f/75z38CcO211zJ79mzat2/P1VdfzdixYzn++ONL6hswYADDhw8HwiMjBw0axMEHH8yTTz7J7Nmz6dWrFwcccACHHHIIM2bMWC+ebt26lSR848eP58orr1wnITzooIMAWLBgAaeccgqdOnWiU6dOjBs3DoDhw4czYMAAAGbPnk2XLl3o1KkTAwcOZNttty1ZzpIlS+jTpw977703Z511Fu7O0KFDmTdvHocddhiHHXZYZa5mEZES6gIWkYL64YcfaN++PQCtWrXi6aef5q9//SsNGjRg0qRJrFixgm7dunH00UfTokULnn76abbbbju+/vprunTpQu/evRk8eDBTp05lypQpQOhOLU2dOnV44403ADjiiCO45557aN26NW+99RYXX3wxr7zyyjrlDzroIAYNGgTAxIkT+f3vf8+QIUOAkAB269YNgMsuu4wrrriCgw8+mE8//ZSePXsyffr0deq67LLLuOyyyzjjjDO455571pn2zjvv8P7777PzzjvTrVs3xo0bx6WXXsqf//xnxowZQ5MmTTZgDYuIlE0JoIgUVKYLOOnFF1/kvffeY+TIkQAsWrSImTNn0rx5c66//npee+01ttpqKz7//HO++uqrCi/z9NNPB0KL2/jx4zn11FNLpq1YsWK98p07d+add95h6dKlrFy5km233Zbdd9+dWbNmMX78eH79618D8NJLLzFt2rSS+b7//nsWL168Tl0TJkzgmWeeAeDMM8/kqquuWmc5zZs3B6B9+/bMmTOn5DxDkU2RPfhgldXt555bZXXL+pQAiki1c3f+8pe/0LNnz3XGDx8+nAULFjB58mRq1apFy5Ytc94XrmbNmqxZs6ZkOLvMNttsA8CaNWto2LDheglotnr16rHnnnsybNgwOnbsCECXLl0YPXo08+fPp02bNiX1TZgwgbp161b8TQO1a9cueV2jRg1WrVq1QfWIiFSUzgEUkWrXs2dP/u///o+VK1cC8OGHH7J06VIWLVrEDjvsQK1atRgzZgyffPIJAPXr11+npW233XZj2rRprFixgkWLFvHyyy/nXM52221Hq1atePLJJ4GQeL777rs5y3br1o0hQ4bQtWtXALp27codd9xBly5dSu5Pd/TRR3PnnXeWzJMrsezSpQtPPfUUACNGjCjX+sh+fyIilU0tgCIpVp7bthTC+eefz5w5c+jYsWPJbVieeeYZzjrrLE444QSKiopo3749e++9NwCNGzemW7du7LfffhxzzDHccsstnHbaabRr147WrVvToUOHvMt65JFHuOiii7jppptYuXIlffv25Sc/+cl65bp168Ydd9xRkgB27NiRuXPncv7555eUGTp0KJdccgnt2rVj1apVdO/efb3z/IYMGcLZZ5/NbbfdxnHHHUeDBg3KXB/9+/fnmGOOoVmzZowZM6Zc61BEpCLMfdP4AtgQRUVFXlxcXN1hiGw2pk+fzj777FPdYaTKsmXLqFu3LmbGiBEjeOyxx0quZpayaZ/dtOgcwE2fmU1296KyyhWsBdDMegF3ADWAB9x9cNb024HMPQ/qATu4e8NCxSciUhUmT57MgAEDcHcaNmzIsGHDqjskEZHCJIBmVgO4CzgKmAtMMrNR7l5y+Zy7X5Eo/ysgfx+OiMhm4pBDDsl7nqGISHUp1EUgnYFZ7v6Ru/8IjABOLKX8GcBjBYlMREREJGUKlQDuAnyWGJ4bx63HzHYDWgGv5Jne38yKzax4wYIFlR6oiIiIyJauUAlgrifO57v6pC8w0t1zPrTT3e9z9yJ3L2ratGmlBSgiIiKSFoVKAOcCLRLDzYF5ecr2Rd2/IiIiIlWmUFcBTwJam1kr4HNCkndmdiEzawM0AiYUKC6RVKvsWzqU5zYOX375JZdffjmTJk2idu3atGzZkiFDhrDXXntVaixJPXr04NZbb6WoKP+dEYYMGUL//v2pV68eAMceeyyPPvooDRtu3M0IWrZsSf369alRowYAd999NwcddFCF6/njH//I9ddfv1Gx5NOhQwf+9re/0b59e1atWkWDBg249957OfvsswE44IADuP/++0ueipKtuLiYhx56iKFDh+Zdxpw5czj++OOZOnXqetOGDx/O0Ucfzc4771w5b0hEylSQFkB3XwUMAF4ApgNPuPv7ZjbIzHonip4BjPDN+eaEIpKXu3PyySfTo0cPZs+ezbRp0/jjH/+4Qc/3rWxDhgxh2bJlJcOjR4/e6OQvY8yYMUyZMoUpU6ZsUPIHIQGsqPI+Wu6ggw5i/PjxALz77ru0adOmZHjp0qV89NFHOW+WnVFUVFRq8leW4cOHM29evk4hEakKBXsUnLuPdve93H0Pd785jhvo7qMSZW5092sLFZOIFNaYMWOoVasWF154Ycm49u3bc8ghhzB27FiOP/74kvEDBgxg+PDhQGhFu/766+natStFRUW8/fbb9OzZkz322KPkyRulzZ900UUXUVRURNu2bbnhhhuA8ESPefPmcdhhh3HYYYeVLPPrr7/mmmuu4e677y6Z/8Ybb+S2224D4JZbbqFTp060a9eupK7yyjfvSSedxAEHHEDbtm257777ALj22mv54YcfaN++PWeddRZz5sxhv/32K5nn1ltv5cYbbwRCa+f111/PoYceyh133MGCBQs45ZRT6NSpE506dWLcuHHrxdKtW7eShG/8+PFceOGFJY+1mzhxIh07dqRGjRosXbqUX/ziF3Tq1IkOHTqU3NA6ue4XLFjAUUcdRceOHfnlL3/Jbrvtxtdffw3A6tWrueCCC2jbti1HH300P/zwAyNHjqS4uJizzjqL9u3b88MPP1RoPYrIhtGzgEWkYKZOncoBBxywQfO2aNGCCRMmcMghh9CvXz9GjhzJm2++ycCBAytUz80330xxcTHvvfcer776Ku+99x6XXnopO++8M2PGjFnv0Wt9+/bl8ccfLxl+4oknOPXUU3nxxReZOXMmEydOZMqUKUyePJnXXnst5zIPO+ww2rdvz4EHHghQ6rzDhg1j8uTJFBcXM3ToUBYuXMjgwYOpW7cuU6ZM4ZFHHinzPX733Xe8+uqr/PrXv+ayyy7jiiuuYNKkSTz11FPrPMouI9kCOH78eLp3707t2rVZvHgx48ePp1u3biXr7vDDD2fSpEmMGTOGq6++mqVLl65T1+9//3sOP/xw3n77bU4++WQ+/fTTkmkzZ87kkksu4f3336dhw4Y89dRT9OnTh6KiIh555BGmTJlC3bp1y3x/IrLx9CxgEdks9O4dzhbZf//9WbJkCfXr16d+/frUqVOH7777rtz1PPHEE9x3332sWrWKL774gmnTptGuXbu85Tt06MD8+fOZN28eCxYsoFGjRuy6664MHTqUF1/D0AhKAAAgAElEQVR8seS5w0uWLGHmzJl07959vTrGjBlDkyZNSoZffPHFvPMOHTqUp59+GoDPPvuMmTNn0rhx43K/P4DTTz+95PVLL73EtGkl99zn+++/Z/HixdSvX79kXMuWLfnxxx/58ssvmTFjBm3atKFTp0689dZbjB8/nl/96lclcY8aNYpbb70VgOXLl6+T4AG88cYbJfH36tWLRo0alUxr1aoV7du3B8J5hXPmzKnQ+xKRyqMEUEQKpm3btowcOTLntJo1a7JmzZqS4eXLl68zvXbt2gBstdVWJa8zw6tWrSpzfoCPP/6YW2+9lUmTJtGoUSP69euXs1y2Pn36MHLkSL788kv69u0LhPMZr7vuOn75y1+WOX+2fPOOHTuWl156iQkTJlCvXj169OiRM76y3us222xT8nrNmjVMmDChzJa1rl27MnLkSJo1a4aZ0aVLF8aNG8fEiRPp0qVLSdxPPfUUbdq0WWfe5DmcpZ3CndxuNWrUUHevSDVSF7CIFMzhhx/OihUruP/++0vGTZo0iVdffZXddtuNadOmsWLFChYtWsTLL79cobrLM//333/PNttsQ4MGDfjqq6/497//XTKtfv36LF68OGfdffv2ZcSIEYwcOZI+ffoA0LNnT4YNG8aSJUsA+Pzzz5k/f365Ys0376JFi2jUqBH16tVjxowZvPnmmyXz1KpVi5UrVwKw4447Mn/+fBYuXMiKFSt49tln8y7r6KOP5s477ywZzpzbl61bt27cfvvtdO3aFQgJ4UMPPcROO+1UcjFMz549+ctf/lKS5L3zzjvr1XPwwQfzxBNPAKHF8Ntvvy1zfZS27kWkaqgFUCTFynPblspkZjz99NNcfvnlDB48mDp16pTcBqZFixacdtpptGvXjtatW5d0j5ZXeeb/yU9+QocOHWjbti277757ybltAP379+eYY46hWbNm650H2LZtWxYvXswuu+xCs2bNgJBYTZ8+vSRh2nbbbXn44YfZYYcdyow137y9evXinnvuoV27drRp06ak5S0TX7t27ejYsSOPPPIIAwcO5MADD6RVq1bsvffeeZc1dOhQLrnkEtq1a8eqVavo3r17yYUzSd26deOKK64oialZs2asXr16nauWf/e733H55ZfTrl073J2WLVuul3zecMMNnHHGGTz++OMceuihNGvWjPr165cku7n069ePCy+8kLp165artVJENp5tzndcKSoq8uLi4uoOQ2SzMX36dPbZZ5/qDkO2YCtWrKBGjRrUrFmTCRMmcNFFF+VtdSwP7bOblsq+d2hSoX+QbqnMbLK757/paaQWQBERqTSffvopp512GmvWrGHrrbdep7tfRDYdSgBFRKTStG7dOue5gSKyadFFICIpszmf9iHpon1VpOooARRJkTp16rBw4UJ9scomz91ZuHAhderUqe5QRLZI6gIWSZHmzZszd+5cFixYUN2hiJSpTp06NG/evLrDENkiKQEUSZFatWrRqlWr6g5DRESqmbqARURERFJGCaCIiIhIyigBFBEREUkZJYAiIiIiKaMEUERERCRllACKiIiIpIwSQBEREZGUUQIoIiIikjK6EbSIiFQZe/DBKqvbzz23yuoW2dKpBVBEREQkZZQAioiIiKSMEkARERGRlFECKCIiIpIySgBFREREUkYJoIiIiEjKKAEUERERSRklgCIiIiIpU7AE0Mx6mdkHZjbLzK7NU+Y0M5tmZu+b2aOFik1EREQkTQryJBAzqwHcBRwFzAUmmdkod5+WKNMauA7o5u7fmtkOhYhNREREJG0K1QLYGZjl7h+5+4/ACODErDIXAHe5+7cA7j6/QLGJiIiIpEqhEsBdgM8Sw3PjuKS9gL3MbJyZvWlmvXJVZGb9zazYzIoXLFhQReGKiIiIbLkKlQBajnGeNVwTaA30AM4AHjCzhuvN5H6fuxe5e1HTpk0rPVARERGRLV2hEsC5QIvEcHNgXo4y/3T3le7+MfABISEUERERkUpUqARwEtDazFqZ2dZAX2BUVplngMMAzKwJoUv4owLFJyIiIpIaBUkA3X0VMAB4AZgOPOHu75vZIDPrHYu9ACw0s2nAGOBqd19YiPhERERE0qQgt4EBcPfRwOiscQMTrx24Mv6JiIiISBXRk0BEREREUkYJoIiIiEjKKAEUERERSRklgCIiIiIpowRQREREJGWUAIqIiIikjBJAERERkZRRAigiIiKSMkoARURERFJGCaCIiIhIyigBFBEREUkZJYAiIiIiKaMEUERERCRllACKiIiIpIwSQBEREZGUUQIoIiIikjJKAEVERERSRgmgiIiISMooARQRERFJGSWAIiIiIimjBFBEREQkZZQAioiIiKSMEkARERGRlFECKCIiIpIySgBFREREUkYJoIiIiEjKKAEUERERSZma1R2AiEiGPfhgldXt555bZXWLiGxuCtYCaGa9zOwDM5tlZtfmmN7PzBaY2ZT4d36hYhMRERFJk4K0AJpZDeAu4ChgLjDJzEa5+7Ssoo+7+4BCxCQiIiKSVoVqAewMzHL3j9z9R2AEcGKBli0iIiIiCYVKAHcBPksMz43jsp1iZu+Z2Ugza5GrIjPrb2bFZla8YMGCqohVREREZItWqATQcozzrOF/AS3dvR3wEpDzbHB3v8/di9y9qGnTppUcpoiIiMiWr1AJ4Fwg2aLXHJiXLODuC919RRy8HzigQLGJiIiIpEqhEsBJQGsza2VmWwN9gVHJAmbWLDHYG5heoNhEREREUqUgVwG7+yozGwC8ANQAhrn7+2Y2CCh291HApWbWG1gFfAP0K0RsIiIiImlTsBtBu/toYHTWuIGJ19cB1xUqHhEREZG00qPgRERERFJGCaCIiIhIyigBFBEREUkZJYAiIiIiKaMEUERERCRllACKiIiIpIwSQBEREZGUUQIoIiIikjJKAEVERERSRgmgiIiISMooARQRERFJGSWAIiIiIimjBFBEREQkZZQAioiIiKSMEkARERGRlFECKCIiIpIySgBFREREUkYJoIiIiEjKKAEUERERSRklgCIiIiIpowRQREREJGXKnQCa2al5xvepvHBEREREpKpVpAXwr3nG31cZgYiIiIhIYdQsq4CZ7R5fbmVmrQBLTN4dWF4VgYmIiIhI1SgzAQRmAU5I/GZnTfsSuLGSYxIRERGRKlRmAujuWwGY2avufmjVhyQiIiIiVanc5wAq+RMRERHZMpSnCxiAeP7fzUB7YNvkNHfftZLjEhEREZEqUu4EEHiUcA7gr4FlVROOiIiIiFS1iiSAbYFu7r5mQxZkZr2AO4AawAPuPjhPuT7Ak0Andy/ekGWJiIiISH4VuQ/ga0CHDVmImdUA7gKOAfYFzjCzfXOUqw9cCry1IcsRERERkbKV2gJoZoMSg3OAF8zsH4Tbv5Rw94FlLKczMMvdP4r1jgBOBKZllfsD8CfgqjIjFxEREZENUlYLYIvE3zbAv4BaWeNblGM5uwCfJYbnxnElzKwD0MLdny2tIjPrb2bFZla8YMGCcixaRERERJJKbQF0959X0nIsxzgvmWi2FXA70K+sitz9PuLj54qKiryM4iIiIiKSpSK3gdk9z6QVwBdlXBwyl3VbCpsD8xLD9YH9gLFmBrATMMrMeutCEBEREZHKVZGrgDOPhIPQopdsfVtjZqOAi939qxzzTgJax3sJfg70Bc7MTHT3RUCTzLCZjQWuUvInIiIiUvkqchXwBcAjwF5AHaAN8DBwMbA/IZm8K9eM7r4KGAC8AEwHnnD3981skJn13vDwRURERKSiKtIC+HtgT3dfHodnmdlFwIfufq+Z9QNm5pvZ3UcDo7PG5bx62N17VCAuEREREamAiiSAWwEtgRmJcbsSbuwMsKSC9YlsFHvwwSqt3889t0rrFxERqS4VSdiGAK+Y2d8It3RpDvw8jgc4DphQueGJiIiISGUrdwLo7n8ys/eAU4GOwBfAee7+fJz+DPBMlUQpIiIiIpWmQl22Mdl7vopiEREREZECKOtRcL9x95vj60H5ypXjUXAiIiIisokoqwWweeJ1eR75JiIiIiKbuLIeBXdR4nVlPRZORERERKpRhc4BNLN9gD7Aju4+wMzaALXd/b0qiU5EREREKl25nwRiZqcCrwG7AD+Lo+sDf66CuERERESkilTkUXCDgKPc/UJgdRz3LvCTSo9KRERERKpMRRLAHQgJH4An/nvu4iIiIiKyKapIAjgZOCdrXF9gYuWFIyIiIiJVrSIXgVwKvGhm5wHbmNkLwF7A0VUSmYiIiIhUiTITQDM7DXjN3WeY2d7A8cCzhOcBP+vuS6o4RhERERGpROVpAbwJ2MPMZhOuAn4VeMLdP6nSyERERESkSpR5DqC77wXsDPwG+AH4NTDbzD4xs7+b2flVHKOIiIiIVKJyXQTi7l+5+5Pu/it3bw80Ae4CjgLurcoARURERKRylesiEDMzoD3QPf4dBMwDngBer7LoRERERKTSlecikGeBjsAHwBvAfUA/d19cxbGJiIiISBUoTxdwG2AF8DEwG5il5E9ERERk81VmC6C7tzazHVnb/Xu5mTUBxhG6f99w9ylVG6aIiIiIVJZynQPo7l8BT8Y/zKwh0B/4LdAUqFFVAYqIiIhI5drQi0AOBhoCxcCwKotORERERCpdeS4CeY5w1e/WwFuEG0HfCUxw9+VVG56IiIiIVLbytAC+DtwMTHL3lVUcj4iIiIhUsfJcBDK4EIGIiIiISGGU60kgIiIiIrLlUAIoIiIikjJKAEVERERSpmAJoJn1MrMPzGyWmV2bY/qFZvZfM5tiZm+Y2b6Fik1EREQkTQqSAJpZDeAu4BhgX+CMHAneo+6+v7u3B/4E/LkQsYmIiIikTaFaADsTniH8kbv/CIwATkwWcPfvE4PbAF6g2ERERERSpVxPAqkEuwCfJYbnAgdmFzKzS4ArCTedPjxXRWbWn/AYOnbddddKD1RERERkS1eoFkDLMW69Fj53v8vd9wCuITxneP2Z3O9z9yJ3L2ratGklhykiIiKy5StUAjgXaJEYbg7MK6X8COCkKo1IREREJKUKlQBOAlqbWSsz2xroC4xKFjCz1onB44CZBYpNREREJFUKcg6gu68yswHAC0ANYJi7v29mg4Bidx8FDDCzI4GVwLfAuYWITURERCRtCnURCO4+GhidNW5g4vVlhYpFREREJM30JBARERGRlFECKCIiIpIySgBFREREUkYJoIiIiEjKKAEUERERSRklgCIiIiIpowRQREREJGWUAIqIiIikjBJAERERkZRRAigiIiKSMkoARURERFJGCaCIiIhIyigBFBEREUkZJYAiIiIiKaMEUERERCRllACKiIiIpIwSQBEREZGUUQIoIiIikjJKAEVERERSRgmgiIiISMooARQRERFJGSWAIiIiIimjBFBEREQkZZQAioiIiKRMzeoOoJDswQersPZ+VVj3psPP9eoOQURERDaSWgBFREREUkYJoIiIiEjKKAEUERERSZmCJYBm1svMPjCzWWZ2bY7pV5rZNDN7z8xeNrPdChWbiIiISJoUJAE0sxrAXcAxwL7AGWa2b1axd4Aid28HjAT+VIjYRERERNKmUC2AnYFZ7v6Ru/8IjABOTBZw9zHuviwOvgk0L1BsIiIiIqlSqARwF+CzxPDcOC6f84B/V2lEIiIiIilVqPsAWo5xOW8oZ2ZnA0XAoXmm9wf6A+y6666VFZ+IiIhIahSqBXAu0CIx3ByYl13IzI4EfgP0dvcVuSpy9/vcvcjdi5o2bVolwYqIiIhsyQqVAE4CWptZKzPbGugLjEoWMLMOwL2E5G9+geISERERSZ2CJIDuvgoYALwATAeecPf3zWyQmfWOxW4BtgWeNLMpZjYqT3UiIiIishEK9ixgdx8NjM4aNzDx+shCxSIiIiKSZnoSiIiIiEjKKAEUERERSRklgCIiIiIpowRQREREJGWUAIqIiIikjBJAERERkZRRAigiIiKSMkoARURERFKmYDeCFtnc2INW3SEUhJ/r1R2CiIgUmFoARURERFJGCaCIiIhIyigBFBEREUkZJYAiIiIiKaMEUERERCRllACKiIiIpIwSQBEREZGUUQIoIiIikjJKAEVERERSRgmgiIiISMooARQRERFJGSWAIiIiIimjBFBEREQkZZQAioiIiKRMzeoOQESkEOxBq+4QCsbP9eoOQUQ2cWoBFBEREUkZtQCKiMhmKS2tumrRlaqgFkARERGRlFECKCIiIpIySgBFREREUqZgCaCZ9TKzD8xslpldm2N6dzN728xWmVmfQsUlIiIikjYFSQDNrAZwF3AMsC9whpntm1XsU6Af8GghYhIRERFJq0JdBdwZmOXuHwGY2QjgRGBapoC7z4nT1hQoJhEREZFUKlQX8C7AZ4nhuXFchZlZfzMrNrPiBQsWVEpwIiIiImlSqAQw182aNujGRu5+n7sXuXtR06ZNNzIsERERkfQpVAI4F2iRGG4OzCvQskVEREQkoVAJ4CSgtZm1MrOtgb7AqAItW0REREQSCnIRiLuvMrMBwAtADWCYu79vZoOAYncfZWadgKeBRsAJZvZ7d29biPhERESkeqXl0X6waTzer2DPAnb30cDorHEDE68nEbqGRURERKQK6UkgIiIiIimjBFBEREQkZZQAioiIiKSMEkARERGRlFECKCIiIpIySgBFREREUkYJoIiIiEjKKAEUERERSRklgCIiIiIpowRQREREJGWUAIqIiIikjBJAERERkZRRAigiIiKSMkoARURERFJGCaCIiIhIyigBFBEREUkZJYAiIiIiKaMEUERERCRllACKiIiIpIwSQBEREZGUUQIoIiIikjJKAEVERERSRgmgiIiISMooARQRERFJGSWAIiIiIimjBFBEREQkZZQAioiIiKSMEkARERGRlFECKCIiIpIyBUsAzayXmX1gZrPM7Noc02ub2eNx+ltm1rJQsYmIiIikSUESQDOrAdwFHAPsC5xhZvtmFTsP+Nbd9wRuB/63ELGJiIiIpE2hWgA7A7Pc/SN3/xEYAZyYVeZE4MH4eiRwhJlZgeITERERSY2aBVrOLsBnieG5wIH5yrj7KjNbBDQGvk4WMrP+QP84uMTMPqiSiDctTchaD9XF+iknryTaplsebdMti7bnlict23S38hQqVAKY6536BpTB3e8D7quMoDYXZlbs7kXVHYdUHm3TLY+26ZZF23PLo226rkJ1Ac8FWiSGmwPz8pUxs5pAA+CbgkQnIiIikiKFSgAnAa3NrJWZbQ30BUZllRkFnBtf9wFecff1WgBFREREZOMUpAs4ntM3AHgBqAEMc/f3zWwQUOzuo4C/An83s1mElr++hYhtM5GqLu+U0Dbd8mibblm0Pbc82qYJpkY2ERERkXTRk0BEREREUkYJoIiIiEjKKAEUkS2OmfUzszsruc6Tkk8wMrNBZnZkZS5Dqo6Z7WxmI+Pr9mZ2bDnm6WFmz1bS8ovMbGhl1LWpM7OWZja1uuPYVJnZHDNrUt1xbNIJYCE+sNkH9Y0tt6HiDvF61rgplfEhMrPRZtawAuUr9OVpZr1zPd9ZZAtzEuFRlgC4+0B3f6ka45EKcPd57t4nDrYHyvw+qeTlF7v7pYVc5pYk3h6uEMupUYjlbAo22QTQzGoW6AO7zkG9EsptjPpmlrkX4j4VnTl7x7VgK3c/1t2/q6wgs7n7KHcfXFX1b47M7Bkzm2xm78en12Bm55nZh2Y21szuzyTZZtbUzJ4ys0nxr1v1Rr/pM7OzzWxi/JF0r5nVMLOfx/X7KtAtUXa4mfVJDC9JvP5/ZvZfM3vXzAbHcRfE7fBu3C71zOwgoDdwS1zmHsl6zewIM3sn1jXMzGrH8XPM7Pdm9nactnee95OznJndaGZXJcpNja0rLc1shpk9EMc9YmZHmtk4M5tpZp0rdYVvAszsZ2b2XtwufzezE8zsrbjeXzKzHWO5G+P0V+K6uCCObxnX1dbAIOD0uC1PN7POZjY+1jXezNqUI55j4zZ4w8yGZhoe8tVlicaJGOOweCz4yMy2xMSwRjzOvW9mL5pZXQsNOW/G7fi0mTUCiOuhKL5uYmZz4ut+Zvakmf0LeNHMmpnZa3G7TTWzQ7IXGuf5p5k9b2YfmNkNiWnrHTfi+CUWWvTfArpm1Xe3mfWOr582s2Hx9XlmdlMZ9R5tZhPi5/pJM9s2q+66Mc4LKmmdV4y7V9of0BKYATwATAUeAY4ExgEzgc6xXGdgPPBO/N8mju8HPAn8C3gl1jcV2Br4FFgATAFOL6WOHsCzeeIbDEwD3gNuBQ4i3HLm41jvHsAFhPsWvgs8BdTLU24sUBTrbQLMia/bAhNjufeA1uVcd3OA64Gr4vAg4BpgamLdvg68Hf8OSrzfMcCj8b21BKYDd8d1s1usu0ksf3YivnuBGnH8z4EPgVeB+4E788TZKy7/XeDlxHa7k3Dz7jnAVnF8PcLj/Wpl1bEN8FysYypwemId/G+MbyKwZxy/G/ByXJ8vA7vG8cOBPol6l8T/zYDX4nucChwSxx8NTIjxPwlsW5n7f9Z73D7+rxtj2CW+v+2BWnFb3hnLPAocHF/vCkyvqri2hD9gH8IxolYcvptwD9FPgaaE48W4xPrNt58cQzh21MvaZo0TZW8CfpWnnuGEe5bWifv5XnH8Q8DliX06M//FwAN53lPOcsCNxGNCHJ5K+Iy3BFYB+xN+yE8GhhGeqHQi8Ex1b6dK3uZtgQ9YexzbHmjE2jtZnA/cllhn78bPXpO4bXaO6yxzPO1H4hgHbAfUjK+PBJ6Kr3uQ4/sksc1bxeHHMuXKU1eMcTxQO8a4kKzj5Ob8l9g/28fhJwjfPe8Bh8Zxg4Ah8fVYcn+f9iM8JCLz2fw18Jv4ugZQP8ey+wFfEB4lmzn+FpH7uPGz+NqB0/K8l77ALfH1RODN+PpvQM989cb38RqwTRx/DTAwvp4T19FLmRiq468qmlT3BE4lPK93EnAmcDDh1/P1hJa0GUB3D/cHPBL4I3BKnL8r0M7dvzGzlgDu/qOZDSTsIAMAzGy7UupYj5ltD5wM7O3ubmYN3f07MxtF+FBmupq/c/f74+ubgPPc/S85yuVb1IXAHe7+SPylWZHm5JGEL5VbgROAs4Bz4rT5wFHuvtzMWhMOOJlH2nQG9nP3j+M6awP83N0vTsZqoVXxdKCbu680s7uBs8zsP8DvgQOARYSE8p0c67ApITnsHpe1fXK6uy8ys3eBQ2MdJwAvuPvKrKp6AfPc/bhYb4PEtO/dvbOZ/QwYAhxPSC4fcvcHzewXwFDCfpTPmXG5N8dfYvUsnG/xW+BId19qZtcAVxIOQlXhUjM7Ob5uQdiOr7r7NwBm9iSwV5x+JLBvYp/azszqu/viKoptc3cEYV+dFNdZXcKPtLHuvgDAzB5n7frN50jgb+6+DCCzbYD94me/IbAt4f6lpWkDfOzuH8bhB4FLCPsvwD/i/8nAT0upp7zlMj529/8CmNn7hB9kbmb/JXy5bEkOB0a6+9cQtpWZ7Q88bmbNCEn/x4ny/3T3H4AfzGwM4Rg5pZT6GwAPxmOrE36klWZv4CN3zyzzMdY+o768dT3n7iuAFWY2H9iRkOxsKT5298w6n0xoOGno7q/GcQ8SfoiX5T+Jz+YkYJiZ1SL8yMm3Tf/j7gsBzOwfhBxkFesfN+bH8qsJDT65vA5cbuEUsGlAo7jPdQUuJfz4zFVvF0Kv4bg4fmtCA0TGP4E/ufsj5VgHVaIqEsDyHJRK+4AkN3ZpKvqB/R5YDjxgZs8B+c4TrOjBP9sE4Ddm1hz4h7vPrMC83wDfmllfQivessS0WsCdZtaesLMmv9wmJg5EAJ+4+5s56s/1xTkfOJDyfXl2AV7LLCvPdnqckGSOIfxyujtHmf8Ct5rZ/xKS6uS5j48l/t8eX3dl7Rfi34E/5agzab2DhJkdSukfxkpjZj0IyUVXd19mZmMJrRf5uvW3imV/qIp4tkAGPOju15WMMDuJ8AMvl1XE010sbPytE/XkuhHqcOAkd3/XzPoRWm7Kiqc0K+L/1cRjrpm9QPjCL3b38/OVS8Ye1clRL8CaxPAaCvec90LJta3+AvzZ3UfFz9yNiWnZZcu64e0fgDHufnL8ET12vQAS2wy4a2PqipLbL7nNtxTZ76+089CT+3mdrGlLMy/c/TUz6w4cR3hwxC3AYiDTzZv5LOXa/usdNxKWu/tqADM7kNA7BqHFbpSFrupehBa97YHTCD0Ji+MxZb16zewEQj5zRp73PA44xswe9dgsWGhVcQ5geQ5KmQ/IfoRWouQGX0r5lFYHED6wsU/+AXdfRfgV+BSh9ej5PPUOBwa4+/6EVrH16o1y7rDu/iihtfMH4AUzO7yc7yfjccLB5bGs8VcAXwE/IbT8bZ2Ylr3O8q3DzI7aPv61cfcbM6GvVzicVzUl/g0i/xdm0ijCTr09Idl8xcxaJOq5MLaUHEBIBP8ntu5meJ7X5Bif84vd3V8DugOfEw4SP4ux/yfx3vd19/PKeC8bqgHwbUz+9iYkzvWAQ82skYWTmZOt1S8CAzIDMcmX/F4G+pjZDlDSuv8O0MPMGsfE/9RE+TmE/Q1C92jmx+KLwC/MrF6iHoD6wBexnrMS9SyO07LNAFqa2Z5x+BzCqRR5uXvPuB+eX1q5GHvHGF9HoFUZ5bdULwOnmVljKNlWDQifcVj7GNGME82sTizfg/CjMCl7Wybr6pcrgKxtNgPYPdNLRfjRW+66UmoRoYEjc95e8nMyh7Wf0T7kYWa7AfNjL91fgY7u/nTiuF4cix5lZtubWV3C9/04chw3Yn3rcPe3EvVlHlk7AbickAC+DlwV/1NKvW8C3TLHBQvnEicbVgYSuv5zNZIURHVdBLIhH5CN+sBaOPmygbuPJmzIzJdsdr3lPSqnrY0AAAW+SURBVPjPIccOa2a7E7oGhv7/9u4txKoqjuP495eWVpJhRDUGFVH0EBFiYEQ0FCRW0wWKrmQ9SNiDGRRRUErXFymMiKAehIJuSFZkkkaFOthoOE5lPZQKA0UZZNlUVPrv4b9Obk/nOKNzUdy/D2xmZp9932fv/d9r/dcsMhg6b4j71/AWWcLVXPI4Gfg+InaTF86BtFRq90X9lBYPz4jYVbkQHiEvgkskndGYv3kFEfEbmSexmCzd2xUR/ZXlvCCpA/g9Il4hq7unVRZxY+Vno4Sumz1dA94KrCm/b6PFg73VTYLBL8aRtAIYL6mPfFFZR35XnySP9SqyKuGXMv08YLoyMXozmUZgbUTEZrI6/4NyjFeSeZ8Lye/MKjLPs+FF8nvbQ5Z2D5TlrCCv0Q2SesmbOsDD5HlaST7oG14D7lcm959Z2Z4/yRzaN0tNx27ghRHa3aXAlLJ9c8k83dqJiC+BJ4BPlGkmT5Pn+03lf0/4qWmWHjLPeB3wWER81/T5R2TaRa+kG8l77lOS1jKEe2sprb8bWCFpDfly3rie92tZNTObbEjVRz6DGyk4i4C5krrJ3Ll2OoFeSRvJl+jFbaZbQ9YW9ZI5mBv2cd8YitVkXuc35L1lShnX9n5UatTuAF4t49eRqQNV84GJkgar1RodMfKJn19U/l5CSZpm7wTcC8kb2VryAVlN+Hyu1fLIA76ePY1A2i2jk9ZJu6eQN4U+suRpdhl/Efkw3kjmKMwlc0k+JqsYlrSZ7pyyrG4yUbyx/geBL8t2rqAkrw7h2G2jJDi32f+zyvrWAU+xJ5F9r/1tPgfNyy7HrtFA5TNgRhlfbQSymPaNQGaVY7CJLFFrdd6uJ0vpLmmzjJll/b3lnE6vbOcC8uG7nj2NQE4nGwU1NwI5qRyPnqZjMptM/N1IXqSNRO1Ly3L7ynD1SH7/h3COJ5Wf48mk4evGcv0ePNRhoKnhzCiup3E9iyzFufdg77uH/z+PPLQf3BewHTKUTf+nR0n0PtxIWkTmBk4kqx/vCV+AZiNK0kLyZXDRKK/nXvJl8yjyZXNOlAZFdvCUvN3/Goxaew4A7ZBxuAeAZmZmhwoHgKOsJCF/2OKjy6I0UzczMzMbSw4AzczMzGrmkO0KzszMzMxGhwNAMzMzs5pxAGhmZmZWMw4AzaxWJG2T9Iek3ypDxzCW1ynpcOrD1cxqwAGgmdVRV0RMqgzNPUWMmdI1oJnZmHIAaGYGSJohqVvSDkmbJHVWPrtT0leSdkraIumuMv5Y4H2go1qaKGmJpMcr8+9VSlhKIR8oXUQNSBpf5lsqabukrZLmjd3em1ndOAA0s9qTNJXsO/ZxstvJ+4Clkk4sk/wIXAUcR3ab+IykaRExQHaP+N0BlCbeDFwJHE/2H/wu2cXiVOAyYL6kmSOyg2ZmTRwAmlkdLSslfTskLQNuA5ZHxPKI2B0RK4ENwBUAEfFeRHwb6ROyK7+Lh7kNz0ZEf0T8AVwAnBgRj0bEXxGxBXgRuGmY6zAza8m5J2ZWR9dGxKrGH5KeB26Q1FWZ5kjgo/L5LGABcDb54nwM8Pkwt6G/8vtpZDXyjsq4ccDqYa7DzKwlB4BmZhmMvRwRc5o/kDQBWArcDrwdEX+XUkOVSVp1pzRABokNJ7eYpjpfP7A1Is46kI03M9tfrgI2M4NXgC5JMyWNkzSxNNw4FTgKmABsB/4ppYGXV+b9AThB0uTKuF7gCklTJJ0MzB9k/T3Ar6VhyNFlG86VdMGI7aGZWYUDQDOrvYjoB64BHiIDvX7gfuCIiNgJzAPeAH4GbgHeqcz7NfAqsKXkFHYAL5MNOraR+YKvD7L+XUAXcD6wFfgJeAmYvK/5zMwOlCJa1V6YmZmZ2eHKJYBmZmZmNeMA0MzMzKxmHACamZmZ1YwDQDMzM7OacQBoZmZmVjMOAM3MzMxqxgGgmZmZWc04ADQzMzOrmX8BHPkc8cFtRCMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# TODO: Import a supervised learning model that has 'feature_importances_'\n", - "\n", + "from sklearn.tree import DecisionTreeClassifier\n", "\n", "# TODO: Train the supervised model on the training set using .fit(X_train, y_train)\n", - "model = None\n", + "model = DecisionTreeClassifier()\n", + "model.fit(X_train, y_train)\n", "\n", "# TODO: Extract the feature importances using .feature_importances_ \n", - "importances = None\n", + "importances = model.feature_importances_\n", "\n", "# Plot\n", "vs.feature_plot(importances, X_train, y_train)" @@ -2044,14 +2357,32 @@ "Observe the visualization created above which displays the five most relevant features for predicting if an individual makes at most or above \\$50,000. \n", "* How do these five features compare to the five features you discussed in **Question 6**?\n", "* If you were close to the same answer, how does this visualization confirm your thoughts? \n", - "* If you were not close, why do you think these features are more relevant?" + "* If you were not close, why do you think these features are more relevant?\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer:**" + "**Answer:**\n", + "\n", + "Features that are the same:\n", + "1. Capital Gain\n", + "2. Hours per Week\n", + "\n", + "Features that differ:\n", + "1. Marital Status\n", + "2. Age\n", + "3. Education Number\n", + "\n", + "We can see that the five most important features from the graph account for nearly 70% of the feature weight. This means that these features account for 70% of the variability in determining our answer. \n", + "\n", + "Age is one feature I would have included instead of Sex - it makes sense that the older one is, the more money they would be earning. I can see why this is second in terms of importance when considering the data and the problem we are trying to answer.\n", + "\n", + "I am somewhat surprised to see that someone who is married to be number one in terms of importance. It is plausible that those who are married are able to earn more if we considered household income. \n", + "\n", + "Education Number is a metric I am not familiar with being from the UK - I am guessing that this is closely related to Education Level (e.g in a few cells up we see the first 5 rows of our data and everyone who has a Bachelors degree has an education number of 13). If this is the case then my suspicion that the level to which one is educated is an important factor in considering their income level." ] }, { @@ -2064,23 +2395,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time took to fit: 5.49s\n", + "Final Model trained on full data\n", + "------\n", + "Accuracy on testing data: 0.8392\n", + "F-score on testing data: 0.6803\n", + "\n", + "Final Model trained on reduced data\n", + "------\n", + "Accuracy on testing data: 0.8226\n", + "F-score on testing data: 0.6420\n" + ] + } + ], "source": [ "# Import functionality for cloning a model\n", "from sklearn.base import clone\n", + "import time \n", "\n", "# Reduce the feature space\n", "X_train_reduced = X_train[X_train.columns.values[(np.argsort(importances)[::-1])[:5]]]\n", "X_test_reduced = X_test[X_test.columns.values[(np.argsort(importances)[::-1])[:5]]]\n", "\n", + "start_time = time.time()\n", "# Train on the \"best\" model found from grid search earlier\n", "clf = (clone(best_clf)).fit(X_train_reduced, y_train)\n", + "end_time = time.time()\n", + "\n", "\n", "# Make new predictions\n", "reduced_predictions = clf.predict(X_test_reduced)\n", "\n", + "\n", + "\n", + "print(f'Time took to fit: {end_time - start_time:.2f}s')\n", "# Report scores from the final model using both versions of data\n", "print(\"Final Model trained on full data\\n------\")\n", "print(\"Accuracy on testing data: {:.4f}\".format(accuracy_score(y_test, best_predictions)))\n", @@ -2104,7 +2459,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer:**" + "**Answer:**\n", + "\n", + "The final model using the reduced features is very close to the result if we trained on the whole dataset. The accuracy decreases by 2% and the f-score decreases by 5.6%. **It took a mere 5.5 seconds to fit the data to the whole dataset.** Such a small trade off in accuracy for such a huge increase in time savings is something I would most certainly consider if training time was a factor.\n", + "\n", + "Indeed when using grid search I initially tried a much more granular approach to find the C and gamma values for the SVM. I initially tried a logspace of 14 numbers (np.logspace(-12, 3, num=14)) but even on powerful hardware (an intel i9 9900k with 32GB RAM) this hadn't completed after 72 hours continuously running. This was most likely due to the very small precise values of gamma and C oweing to much longer training times needed. Working with a much smaller feature set would be interesting to see if we can find more precise values in a much smaller time.\n", + "\n" ] }, { diff --git a/python/Supervised Learning/Project/finding_donors.ipynb b/python/Supervised Learning/Project/finding_donors.ipynb index 1a04253..4b428e9 100644 --- a/python/Supervised Learning/Project/finding_donors.ipynb +++ b/python/Supervised Learning/Project/finding_donors.ipynb @@ -311,7 +311,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -783,71 +783,55 @@ " \n", " \n", " \n", - " 2817\n", - " 0.328767\n", + " 22625\n", + " 0.479452\n", + " Private\n", + " Some-college\n", + " 0.600000\n", + " Married-civ-spouse\n", + " Craft-repair\n", + " Husband\n", + " White\n", + " Male\n", + " 0.0\n", + " 0.000000\n", + " 0.397959\n", + " United-States\n", + " \n", + " \n", + " 40382\n", + " 0.315068\n", + " Federal-gov\n", + " Bachelors\n", + " 0.800000\n", + " Married-civ-spouse\n", + " Adm-clerical\n", + " Husband\n", + " White\n", + " Male\n", + " 0.0\n", + " 0.905759\n", + " 0.397959\n", + " United-States\n", + " \n", + " \n", + " 10195\n", + " 0.424658\n", " Local-gov\n", - " Bachelors\n", - " 0.800000\n", - " Widowed\n", - " Adm-clerical\n", - " Not-in-family\n", + " Some-college\n", + " 0.600000\n", + " Married-civ-spouse\n", + " Exec-managerial\n", + " Husband\n", " White\n", - " Female\n", - " 0.0\n", + " Male\n", " 0.0\n", + " 0.000000\n", " 0.397959\n", " United-States\n", " \n", " \n", - " 30811\n", - " 0.123288\n", - " Private\n", - " HS-grad\n", - " 0.533333\n", - " Divorced\n", - " Adm-clerical\n", - " Not-in-family\n", - " White\n", - " Male\n", - " 0.0\n", - " 0.0\n", - " 0.397959\n", - " United-States\n", - " \n", - " \n", - " 30395\n", - " 0.150685\n", - " Private\n", - " Bachelors\n", - " 0.800000\n", - " Never-married\n", - " Tech-support\n", - " Own-child\n", - " White\n", - " Male\n", - " 0.0\n", - " 0.0\n", - " 0.500000\n", - " United-States\n", - " \n", - " \n", - " 42586\n", - " 0.123288\n", - " Private\n", - " Bachelors\n", - " 0.800000\n", - " Never-married\n", - " Sales\n", - " Not-in-family\n", - " White\n", - " Male\n", - " 0.0\n", - " 0.0\n", - " 0.397959\n", - " United-States\n", - " \n", - " \n", - " 8534\n", + " 3225\n", " 0.123288\n", " Private\n", " HS-grad\n", @@ -858,35 +842,51 @@ " White\n", " Female\n", " 0.0\n", - " 0.0\n", + " 0.000000\n", " 0.397959\n", " United-States\n", " \n", + " \n", + " 31195\n", + " 0.219178\n", + " Private\n", + " Bachelors\n", + " 0.800000\n", + " Never-married\n", + " Prof-specialty\n", + " Not-in-family\n", + " White\n", + " Female\n", + " 0.0\n", + " 0.000000\n", + " 0.397959\n", + " Canada\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " age workclass education_level education-num marital-status \\\n", - "2817 0.328767 Local-gov Bachelors 0.800000 Widowed \n", - "30811 0.123288 Private HS-grad 0.533333 Divorced \n", - "30395 0.150685 Private Bachelors 0.800000 Never-married \n", - "42586 0.123288 Private Bachelors 0.800000 Never-married \n", - "8534 0.123288 Private HS-grad 0.533333 Never-married \n", + " age workclass education_level education-num \\\n", + "22625 0.479452 Private Some-college 0.600000 \n", + "40382 0.315068 Federal-gov Bachelors 0.800000 \n", + "10195 0.424658 Local-gov Some-college 0.600000 \n", + "3225 0.123288 Private HS-grad 0.533333 \n", + "31195 0.219178 Private Bachelors 0.800000 \n", "\n", - " occupation relationship race sex capital-gain \\\n", - "2817 Adm-clerical Not-in-family White Female 0.0 \n", - "30811 Adm-clerical Not-in-family White Male 0.0 \n", - "30395 Tech-support Own-child White Male 0.0 \n", - "42586 Sales Not-in-family White Male 0.0 \n", - "8534 Adm-clerical Own-child White Female 0.0 \n", + " marital-status occupation relationship race sex \\\n", + "22625 Married-civ-spouse Craft-repair Husband White Male \n", + "40382 Married-civ-spouse Adm-clerical Husband White Male \n", + "10195 Married-civ-spouse Exec-managerial Husband White Male \n", + "3225 Never-married Adm-clerical Own-child White Female \n", + "31195 Never-married Prof-specialty Not-in-family White Female \n", "\n", - " capital-loss hours-per-week native-country \n", - "2817 0.0 0.397959 United-States \n", - "30811 0.0 0.397959 United-States \n", - "30395 0.0 0.500000 United-States \n", - "42586 0.0 0.397959 United-States \n", - "8534 0.0 0.397959 United-States " + " capital-gain capital-loss hours-per-week native-country \n", + "22625 0.0 0.000000 0.397959 United-States \n", + "40382 0.0 0.905759 0.397959 United-States \n", + "10195 0.0 0.000000 0.397959 United-States \n", + "3225 0.0 0.000000 0.397959 United-States \n", + "31195 0.0 0.000000 0.397959 Canada " ] }, "execution_count": 14, @@ -916,11 +916,11 @@ "['age', 'education-num', 'capital-gain', 'capital-loss', 'hours-per-week', 'workclass_ Federal-gov', 'workclass_ Local-gov', 'workclass_ Private', 'workclass_ Self-emp-inc', 'workclass_ Self-emp-not-inc', 'workclass_ State-gov', 'workclass_ Without-pay', 'education_level_ 10th', 'education_level_ 11th', 'education_level_ 12th', 'education_level_ 1st-4th', 'education_level_ 5th-6th', 'education_level_ 7th-8th', 'education_level_ 9th', 'education_level_ Assoc-acdm', 'education_level_ Assoc-voc', 'education_level_ Bachelors', 'education_level_ Doctorate', 'education_level_ HS-grad', 'education_level_ Masters', 'education_level_ Preschool', 'education_level_ Prof-school', 'education_level_ Some-college', 'marital-status_ Divorced', 'marital-status_ Married-AF-spouse', 'marital-status_ Married-civ-spouse', 'marital-status_ Married-spouse-absent', 'marital-status_ Never-married', 'marital-status_ Separated', 'marital-status_ Widowed', 'occupation_ Adm-clerical', 'occupation_ Armed-Forces', 'occupation_ Craft-repair', 'occupation_ Exec-managerial', 'occupation_ Farming-fishing', 'occupation_ Handlers-cleaners', 'occupation_ Machine-op-inspct', 'occupation_ Other-service', 'occupation_ Priv-house-serv', 'occupation_ Prof-specialty', 'occupation_ Protective-serv', 'occupation_ Sales', 'occupation_ Tech-support', 'occupation_ Transport-moving', 'relationship_ Husband', 'relationship_ Not-in-family', 'relationship_ Other-relative', 'relationship_ Own-child', 'relationship_ Unmarried', 'relationship_ Wife', 'race_ Amer-Indian-Eskimo', 'race_ Asian-Pac-Islander', 'race_ Black', 'race_ Other', 'race_ White', 'sex_ Female', 'sex_ Male', 'native-country_ Cambodia', 'native-country_ Canada', 'native-country_ China', 'native-country_ Columbia', 'native-country_ Cuba', 'native-country_ Dominican-Republic', 'native-country_ Ecuador', 'native-country_ El-Salvador', 'native-country_ England', 'native-country_ France', 'native-country_ Germany', 'native-country_ Greece', 'native-country_ Guatemala', 'native-country_ Haiti', 'native-country_ Holand-Netherlands', 'native-country_ Honduras', 'native-country_ Hong', 'native-country_ Hungary', 'native-country_ India', 'native-country_ Iran', 'native-country_ Ireland', 'native-country_ Italy', 'native-country_ Jamaica', 'native-country_ Japan', 'native-country_ Laos', 'native-country_ Mexico', 'native-country_ Nicaragua', 'native-country_ Outlying-US(Guam-USVI-etc)', 'native-country_ Peru', 'native-country_ Philippines', 'native-country_ Poland', 'native-country_ Portugal', 'native-country_ Puerto-Rico', 'native-country_ Scotland', 'native-country_ South', 'native-country_ Taiwan', 'native-country_ Thailand', 'native-country_ Trinadad&Tobago', 'native-country_ United-States', 'native-country_ Vietnam', 'native-country_ Yugoslavia']\n", "\n", "The income col now looks like:\n", - "33781 0\n", - "9143 0\n", - "17867 0\n", - "11402 0\n", - "635 0\n", + "14023 0\n", + "41062 0\n", + "38718 1\n", + "36016 0\n", + "22478 0\n", "Name: income, dtype: object\n" ] } @@ -1044,9 +1044,9 @@ " \n", " \n", " \n", - " 8794\n", - " 0.109589\n", - " 0.866667\n", + " 27005\n", + " 0.493151\n", + " 0.266667\n", " 0.0\n", " 0.0\n", " 0.397959\n", @@ -1068,17 +1068,17 @@ " 0\n", " \n", " \n", - " 32608\n", - " 0.835616\n", - " 0.200000\n", + " 6482\n", + " 0.369863\n", + " 0.800000\n", " 0.0\n", " 0.0\n", - " 0.193878\n", - " 0\n", - " 0\n", + " 0.397959\n", " 0\n", " 0\n", " 1\n", + " 0\n", + " 0\n", " ...\n", " 0\n", " 0\n", @@ -1092,16 +1092,40 @@ " 0\n", " \n", " \n", - " 42465\n", - " 0.506849\n", - " 0.533333\n", + " 16984\n", + " 0.465753\n", + " 0.400000\n", " 0.0\n", " 0.0\n", " 0.448980\n", " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 1\n", + " ...\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " 1\n", " 0\n", " 0\n", + " \n", + " \n", + " 25450\n", + " 0.287671\n", + " 0.600000\n", + " 0.0\n", + " 0.0\n", + " 0.244898\n", + " 0\n", + " 0\n", + " 1\n", + " 0\n", " 0\n", " ...\n", " 0\n", @@ -1116,41 +1140,17 @@ " 0\n", " \n", " \n", - " 43216\n", - " 0.342466\n", - " 0.666667\n", + " 666\n", + " 0.452055\n", + " 0.533333\n", " 0.0\n", " 0.0\n", - " 0.397959\n", - " 0\n", - " 0\n", - " 0\n", + " 0.418367\n", " 0\n", " 1\n", - " ...\n", " 0\n", " 0\n", " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " \n", - " \n", - " 8185\n", - " 0.397260\n", - " 0.866667\n", - " 0.0\n", - " 0.0\n", - " 0.551020\n", - " 0\n", - " 0\n", - " 1\n", - " 0\n", - " 0\n", " ...\n", " 0\n", " 0\n", @@ -1170,60 +1170,60 @@ ], "text/plain": [ " age education-num capital-gain capital-loss hours-per-week \\\n", - "8794 0.109589 0.866667 0.0 0.0 0.397959 \n", - "32608 0.835616 0.200000 0.0 0.0 0.193878 \n", - "42465 0.506849 0.533333 0.0 0.0 0.448980 \n", - "43216 0.342466 0.666667 0.0 0.0 0.397959 \n", - "8185 0.397260 0.866667 0.0 0.0 0.551020 \n", + "27005 0.493151 0.266667 0.0 0.0 0.397959 \n", + "6482 0.369863 0.800000 0.0 0.0 0.397959 \n", + "16984 0.465753 0.400000 0.0 0.0 0.448980 \n", + "25450 0.287671 0.600000 0.0 0.0 0.244898 \n", + "666 0.452055 0.533333 0.0 0.0 0.418367 \n", "\n", " workclass_ Federal-gov workclass_ Local-gov workclass_ Private \\\n", - "8794 0 0 1 \n", - "32608 0 0 0 \n", - "42465 0 1 0 \n", - "43216 0 0 0 \n", - "8185 0 0 1 \n", + "27005 0 0 1 \n", + "6482 0 0 1 \n", + "16984 0 0 0 \n", + "25450 0 0 1 \n", + "666 0 1 0 \n", "\n", " workclass_ Self-emp-inc workclass_ Self-emp-not-inc ... \\\n", - "8794 0 0 ... \n", - "32608 0 1 ... \n", - "42465 0 0 ... \n", - "43216 0 1 ... \n", - "8185 0 0 ... \n", + "27005 0 0 ... \n", + "6482 0 0 ... \n", + "16984 0 1 ... \n", + "25450 0 0 ... \n", + "666 0 0 ... \n", "\n", " native-country_ Portugal native-country_ Puerto-Rico \\\n", - "8794 0 0 \n", - "32608 0 0 \n", - "42465 0 0 \n", - "43216 0 0 \n", - "8185 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", " native-country_ Scotland native-country_ South \\\n", - "8794 0 0 \n", - "32608 0 0 \n", - "42465 0 0 \n", - "43216 0 0 \n", - "8185 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", " native-country_ Taiwan native-country_ Thailand \\\n", - "8794 0 0 \n", - "32608 0 0 \n", - "42465 0 0 \n", - "43216 0 0 \n", - "8185 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", " native-country_ Trinadad&Tobago native-country_ United-States \\\n", - "8794 0 1 \n", - "32608 0 1 \n", - "42465 0 1 \n", - "43216 0 0 \n", - "8185 0 1 \n", + "27005 0 1 \n", + "6482 0 1 \n", + "16984 0 1 \n", + "25450 0 1 \n", + "666 0 1 \n", "\n", " native-country_ Vietnam native-country_ Yugoslavia \n", - "8794 0 0 \n", - "32608 0 0 \n", - "42465 0 0 \n", - "43216 0 0 \n", - "8185 0 0 \n", + "27005 0 0 \n", + "6482 0 0 \n", + "16984 0 0 \n", + "25450 0 0 \n", + "666 0 0 \n", "\n", "[5 rows x 103 columns]" ] @@ -1710,7 +1710,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1782,7 +1782,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer: **" + "**Answer: **\n", + "\n", + "From the above graphs we can see that when working on our training data (which is a subset of the entire dataset used exlusively for training our model) that the Decision Tree classifier appears to be overfitting. We can see this because the accuracy and F-score are very very close to one for all 3 splits of our data. This most likely suggests our model is overfitting and it will not generalise well when we introduce the rest of the data to try predict the result. \n", + "\n", + "Looking at a Support vector machine in the above graphs we can see that for the testing data (and the training data) that this model appears to show some promise. Accuracy for the SVM on 100% of the data appears to be around 80% with the default values. For the fscore we can see that the value is around 65-70% for 100% of the data. This is a good indicator that with some further tuning of the model - we should be able to increase this accuracy further.\n", + "\n", + "The training time for a SVM is the highest out of all of the 3 models chosen. Indeed with 100% of the data used only SVM is showing any significant time needed to train a model. This is something we will have to work with and be careful with. If the model takes a significant amount of time to train we could look to the other two models. If we chose a decision tree we would need to be careful that we do not overfit and put some work into tuning the hyperparameters for the model. \n", + "\n", + "We discuss below the algorithms suitability and how it works in simple terms as to the reason why we are choosing a SVM." ] }, { @@ -1802,7 +1810,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer: ** " + "**Answer: ** \n", + "\n", + "A support vector machine is a supervised learning algorithm that can be used in regression, but it really shines when used as a classifier. As we are wanting to classify whether someone earns \\$50k or not we have a classification problem, which a support vector machine lends itself well to.\n", + "\n", + "\n", + "The model works by classifying points. If we had 2 features (i.e if we took age and education level), converted them to arbitrary numbers and plotted them on a grid, we could colour each point red or green: red being they earn <50k and green meaning they earn >50k. In this plot a support vector machine would attempt to find a \"line\" that seperates the data.\n", + "\n", + "In our case we have many features (much more than 2), in this case visualising a plot is impossible, but the method remains the same just extended to higher dimensions. In this case we are not finding a line, rather a hyperplane (a higher dimensional line) that will seperate the points.\n", + "\n", + "When finding a hyperplane the model uses a margin to help optimise the model. We can think of the margin as the distance from a point to the seperating line (or hyperplane). If this margin is high, then this means there is a good distance from each classified point to the seperating hyperplane. If this margin is small, this means the points are close to the hyperplane - this means we are more likely to make a mistake in classifying a point. The aim of the method is to find the best line. It knows what the best is by maxmising this distance margin. \n", + "\n", + "A support vector machine uses a technique called the kernel trick to find this hyperplane. What this means in practice is that we can find very non linear hyperplanes to seperate our data. When compared to methods such as regression which do something similar, it means a support vector machine is much more useful in a non-linear seperation problem. If we observed our data in the 2 dimensional example as above, it might be obvious from the graph that a circle might seperate our data and classify points accurately. A SVM would allow us to do this, a regression line would not. \n", + "\n", + "To make a prediction the model will take a data point we give it, and \"plot\" it. It would then read from this what it believes the point is (what region it has been plotted in) based on the data we gave the model to train using the found hyperplane. This is how it makes a prediction\n", + "\n", + "** All information here is taken from this Udacity course - I have not cited it as per https://udacity.zendesk.com/hc/en-us/articles/360001451091-What-is-plagiarism-" ] }, { @@ -1884,9 +1907,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unoptimized model\n", + "------\n", + "Accuracy score on testing data: 0.8371\n", + "F-score on testing data: 0.6745\n", + "\n", + "Optimized Model\n", + "------\n", + "Final accuracy score on the testing data: 0.8392\n", + "Final F-score on the testing data: 0.6803\n" + ] + } + ], "source": [ "# TODO: Import 'GridSearchCV', 'make_scorer', and any other necessary libraries\n", "from sklearn.model_selection import GridSearchCV\n", @@ -1897,8 +1936,8 @@ "\n", "# TODO: Create the parameters list you wish to tune, using a dictionary if needed.\n", "# HINT: parameters = {'parameter_1': [value1, value2], 'parameter_2': [value1, value2]}\n", - "parameters = {'C': np.logspace(-4, 10, 12, base=10),\n", - " 'gamma': np.logspace(-11, 3, 12, base=10),\n", + "parameters = {'C': [0.001, 0.01, 0.1, 1, 10, 20, 30],\n", + " 'gamma': [0.001, 0.01, 0.1, 1, 2, 5],\n", " 'kernel': ['linear', 'rbf']}\n", "\n", "# TODO: Make an fbeta_score scoring object using make_scorer()\n", @@ -1926,6 +1965,93 @@ "print(\"Final F-score on the testing data: {:.4f}\".format(fbeta_score(y_test, best_predictions, beta = 0.5)))" ] }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(C=0.01, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape='ovr', degree=3, gamma=0.001, kernel='linear',\n", + " max_iter=-1, probability=False, random_state=None, shrinking=True,\n", + " tol=0.001, verbose=False)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_clf" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grid_obj.get_params" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "\n", + "cf = confusion_matrix(y_test, best_predictions)\n", + "\n", + "sns.heatmap(cf, annot=True, fmt='d')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1947,15 +2073,30 @@ "\n", "| Metric | Unoptimized Model | Optimized Model |\n", "| :------------: | :---------------: | :-------------: | \n", - "| Accuracy Score | | |\n", - "| F-score | | EXAMPLE |\n" + "| Accuracy Score | 0.8371 | 0.8392 |\n", + "| F-score | 0.6745 | 0.6803 |\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer: **" + "**Answer: **\n", + "\n", + "The results are better (only marginally). I ran this several times with the same parameters and it remains very close whether a rbf or linear kernel was chosen.\n", + "\n", + "\n", + "The scores for the naive model were: Accuracy score: 0.2478, F-score: 0.2917\n", + "\n", + "If this were a production use case - I would do further investigation with the hyperparamters. Rather than using a step of 0.001, 0.01, 0.1 for C I would look at more granular steps in between these values. For values of C < 1 this usually suggests we have noisy data.\n", + "\n", + "We could also look at gamma - we have a relatively small value of gamma at 0.001. If this is too small then the model may not be able to accurately capture the shape of the data.\n", + "\n", + "If I were to work on this further - I would try a grid search with more granular values for gamma and C. I would then make use of the seaborn heatmap to see the validation accuracy on a scale of 0 to 1 to see the heatmap for each combination of values.\n", + "\n", + "That being said we have a much higher accuracy when compared to the naive predictor and this is to be expected. Since our assumption was naive and we have used a model with tuned parameters.\n", + "\n", + "We see that our accuracy of our tuned model is 0.8392 compared to 0.2478 of the naive model. This is an increase of ~240% which is a huge improvement. " ] }, { @@ -1978,11 +2119,187 @@ "When **Exploring the Data**, it was shown there are thirteen available features for each individual on record in the census data. Of these thirteen records, which five features do you believe to be most important for prediction, and in what order would you rank them and why?" ] }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ageworkclasseducation_leveleducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-govBachelors13.0Never-marriedAdm-clericalNot-in-familyWhiteMale2174.00.040.0United-States0
150Self-emp-not-incBachelors13.0Married-civ-spouseExec-managerialHusbandWhiteMale0.00.013.0United-States0
238PrivateHS-grad9.0DivorcedHandlers-cleanersNot-in-familyWhiteMale0.00.040.0United-States0
353Private11th7.0Married-civ-spouseHandlers-cleanersHusbandBlackMale0.00.040.0United-States0
428PrivateBachelors13.0Married-civ-spouseProf-specialtyWifeBlackFemale0.00.040.0Cuba0
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" + ], + "text/plain": [ + " age workclass education_level education-num marital-status \\\n", + "0 39 State-gov Bachelors 13.0 Never-married \n", + "1 50 Self-emp-not-inc Bachelors 13.0 Married-civ-spouse \n", + "2 38 Private HS-grad 9.0 Divorced \n", + "3 53 Private 11th 7.0 Married-civ-spouse \n", + "4 28 Private Bachelors 13.0 Married-civ-spouse \n", + "\n", + " occupation relationship race sex capital-gain \\\n", + "0 Adm-clerical Not-in-family White Male 2174.0 \n", + "1 Exec-managerial Husband White Male 0.0 \n", + "2 Handlers-cleaners Not-in-family White Male 0.0 \n", + "3 Handlers-cleaners Husband Black Male 0.0 \n", + "4 Prof-specialty Wife Black Female 0.0 \n", + "\n", + " capital-loss hours-per-week native-country income \n", + "0 0.0 40.0 United-States 0 \n", + "1 0.0 13.0 United-States 0 \n", + "2 0.0 40.0 United-States 0 \n", + "3 0.0 40.0 United-States 0 \n", + "4 0.0 40.0 Cuba 0 " + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head(5)" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer:**" + "**Answer:**\n", + "\n", + "I would rank the features in the following order\n", + "\n", + "1. Hours per week - I would consider this very important. Those who do not work full time (>35 hours a week) are much less likely to have a high income. It is noteworthy that if their marital status is married then this could explain why someone works few hours a week. As our data is income individually (and not household income) I would therefore rate this as the highest indicator.\n", + "\n", + "2. Capital gain - I would consider this important. Those who have investments that are paying off I would believe to have a high enough income to begin with to afford the investment. \n", + "\n", + "3. Education Level - Those who have a Bachelors degree or higher are more likely to be earning more than those who do not (see https://smartasset.com/retirement/the-average-salary-by-education-level)\n", + "\n", + "4. Native Country - I would expect that this would be quite important in determining whether someone earns over \\$50k. Countries such as the UK, USA and Luxembourg would have a higher median income compared to countries such as Liberia and other African states.\n", + "\n", + "5. Sex - On average women earn 78 cents to the dollar when compared to men (according to CNN in 2015 in the USA https://money.cnn.com/2015/04/13/news/economy/equal-pay-day-2015/). Although there are many reasons why this is the case in terms of looking just at the data and the problem we want to solve, I would expect more men than women to earn $50k or above." ] }, { @@ -2000,18 +2317,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# TODO: Import a supervised learning model that has 'feature_importances_'\n", - "\n", + "from sklearn.tree import DecisionTreeClassifier\n", "\n", "# TODO: Train the supervised model on the training set using .fit(X_train, y_train)\n", - "model = None\n", + "model = DecisionTreeClassifier()\n", + "model.fit(X_train, y_train)\n", "\n", "# TODO: Extract the feature importances using .feature_importances_ \n", - "importances = None\n", + "importances = model.feature_importances_\n", "\n", "# Plot\n", "vs.feature_plot(importances, X_train, y_train)" @@ -2026,14 +2357,32 @@ "Observe the visualization created above which displays the five most relevant features for predicting if an individual makes at most or above \\$50,000. \n", "* How do these five features compare to the five features you discussed in **Question 6**?\n", "* If you were close to the same answer, how does this visualization confirm your thoughts? \n", - "* If you were not close, why do you think these features are more relevant?" + "* If you were not close, why do you think these features are more relevant?\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer:**" + "**Answer:**\n", + "\n", + "Features that are the same:\n", + "1. Capital Gain\n", + "2. Hours per Week\n", + "\n", + "Features that differ:\n", + "1. Marital Status\n", + "2. Age\n", + "3. Education Number\n", + "\n", + "We can see that the five most important features from the graph account for nearly 70% of the feature weight. This means that these features account for 70% of the variability in determining our answer. \n", + "\n", + "Age is one feature I would have included instead of Sex - it makes sense that the older one is, the more money they would be earning. I can see why this is second in terms of importance when considering the data and the problem we are trying to answer.\n", + "\n", + "I am somewhat surprised to see that someone who is married to be number one in terms of importance. It is plausible that those who are married are able to earn more if we considered household income. \n", + "\n", + "Education Number is a metric I am not familiar with being from the UK - I am guessing that this is closely related to Education Level (e.g in a few cells up we see the first 5 rows of our data and everyone who has a Bachelors degree has an education number of 13). If this is the case then my suspicion that the level to which one is educated is an important factor in considering their income level." ] }, { @@ -2046,23 +2395,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time took to fit: 5.49s\n", + "Final Model trained on full data\n", + "------\n", + "Accuracy on testing data: 0.8392\n", + "F-score on testing data: 0.6803\n", + "\n", + "Final Model trained on reduced data\n", + "------\n", + "Accuracy on testing data: 0.8226\n", + "F-score on testing data: 0.6420\n" + ] + } + ], "source": [ "# Import functionality for cloning a model\n", "from sklearn.base import clone\n", + "import time \n", "\n", "# Reduce the feature space\n", "X_train_reduced = X_train[X_train.columns.values[(np.argsort(importances)[::-1])[:5]]]\n", "X_test_reduced = X_test[X_test.columns.values[(np.argsort(importances)[::-1])[:5]]]\n", "\n", + "start_time = time.time()\n", "# Train on the \"best\" model found from grid search earlier\n", "clf = (clone(best_clf)).fit(X_train_reduced, y_train)\n", + "end_time = time.time()\n", + "\n", "\n", "# Make new predictions\n", "reduced_predictions = clf.predict(X_test_reduced)\n", "\n", + "\n", + "\n", + "print(f'Time took to fit: {end_time - start_time:.2f}s')\n", "# Report scores from the final model using both versions of data\n", "print(\"Final Model trained on full data\\n------\")\n", "print(\"Accuracy on testing data: {:.4f}\".format(accuracy_score(y_test, best_predictions)))\n", @@ -2086,7 +2459,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Answer:**" + "**Answer:**\n", + "\n", + "The final model using the reduced features is very close to the result if we trained on the whole dataset. The accuracy decreases by 2% and the f-score decreases by 5.6%. **It took a mere 5.5 seconds to fit the data to the whole dataset.** Such a small trade off in accuracy for such a huge increase in time savings is something I would most certainly consider if training time was a factor.\n", + "\n", + "Indeed when using grid search I initially tried a much more granular approach to find the C and gamma values for the SVM. I initially tried a logspace of 14 numbers (np.logspace(-12, 3, num=14)) but even on powerful hardware (an intel i9 9900k with 32GB RAM) this hadn't completed after 72 hours continuously running. This was most likely due to the very small precise values of gamma and C oweing to much longer training times needed. Working with a much smaller feature set would be interesting to see if we can find more precise values in a much smaller time.\n", + "\n" ] }, {