{
"cells": [
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import display, HTML\n",
"display(HTML(\"\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TU257 - Demo - ML Loop to test and evalute lots of algorithms/models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### This notebook will demonstrate how we can take all the previous ML examples our data set and recode the processing using a Loop\n",
"\n",
"#### This will allow us to create models, test them and capture the results. These results can then be displayed in a way to make it easier to compare the results across all models\n",
"\n",
"#### You should add extra comments/annotations/documentation for each cell, in words that make sense to you"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Age \n",
" WorkClass \n",
" Fnlwgt \n",
" Education \n",
" Edu_Num \n",
" MaritalStatus \n",
" Occupation \n",
" Relationship \n",
" Race \n",
" Sex \n",
" CapitalGain \n",
" CapitalLoss \n",
" HrPerWk \n",
" Native \n",
" Target \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 39 \n",
" State-gov \n",
" 77516 \n",
" Bachelors \n",
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" 0 \n",
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" Self-emp-not-inc \n",
" 83311 \n",
" Bachelors \n",
" 13 \n",
" Married-civ-spouse \n",
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" Husband \n",
" White \n",
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" Private \n",
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" Private \n",
" 160187 \n",
" 9th \n",
" 5 \n",
" Married-spouse-absent \n",
" Other-service \n",
" Not-in-family \n",
" Black \n",
" Female \n",
" 0 \n",
" 0 \n",
" 16 \n",
" Jamaica \n",
" <=50K \n",
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" Exec-managerial \n",
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" White \n",
" Female \n",
" 14084 \n",
" 0 \n",
" 50 \n",
" United-States \n",
" >50K \n",
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" 9 \n",
" 42 \n",
" Private \n",
" 159449 \n",
" Bachelors \n",
" 13 \n",
" Married-civ-spouse \n",
" Exec-managerial \n",
" Husband \n",
" White \n",
" Male \n",
" 5178 \n",
" 0 \n",
" 40 \n",
" United-States \n",
" >50K \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age WorkClass Fnlwgt Education Edu_Num \\\n",
"0 39 State-gov 77516 Bachelors 13 \n",
"1 50 Self-emp-not-inc 83311 Bachelors 13 \n",
"2 38 Private 215646 HS-grad 9 \n",
"3 53 Private 234721 11th 7 \n",
"4 28 Private 338409 Bachelors 13 \n",
"5 37 Private 284582 Masters 14 \n",
"6 49 Private 160187 9th 5 \n",
"7 52 Self-emp-not-inc 209642 HS-grad 9 \n",
"8 31 Private 45781 Masters 14 \n",
"9 42 Private 159449 Bachelors 13 \n",
"\n",
" MaritalStatus Occupation Relationship Race \\\n",
"0 Never-married Adm-clerical Not-in-family White \n",
"1 Married-civ-spouse Exec-managerial Husband White \n",
"2 Divorced Handlers-cleaners Not-in-family White \n",
"3 Married-civ-spouse Handlers-cleaners Husband Black \n",
"4 Married-civ-spouse Prof-specialty Wife Black \n",
"5 Married-civ-spouse Exec-managerial Wife White \n",
"6 Married-spouse-absent Other-service Not-in-family Black \n",
"7 Married-civ-spouse Exec-managerial Husband White \n",
"8 Never-married Prof-specialty Not-in-family White \n",
"9 Married-civ-spouse Exec-managerial Husband White \n",
"\n",
" Sex CapitalGain CapitalLoss HrPerWk Native Target \n",
"0 Male 2174 0 40 United-States <=50K \n",
"1 Male 0 0 13 United-States <=50K \n",
"2 Male 0 0 40 United-States <=50K \n",
"3 Male 0 0 40 United-States <=50K \n",
"4 Female 0 0 40 Cuba <=50K \n",
"5 Female 0 0 40 United-States <=50K \n",
"6 Female 0 0 16 Jamaica <=50K \n",
"7 Male 0 0 45 United-States >50K \n",
"8 Female 14084 0 50 United-States >50K \n",
"9 Male 5178 0 40 United-States >50K "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"#Load in the dataset\n",
"colnames=['Age', 'WorkClass', 'Fnlwgt', 'Education', 'Edu_Num', 'MaritalStatus', 'Occupation', 'Relationship', 'Race', 'Sex', 'CapitalGain', 'CapitalLoss', 'HrPerWk', 'Native', 'Target'] \n",
"df = pd.read_csv('/Users/brendan.tierney/Dropbox/4-Datasets/adult.csv', names=colnames, header=None)\n",
"df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isnull().values.any()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Rows : 32561\n",
"Columns : 15\n",
"\n",
"Features : \n",
" ['Age', 'WorkClass', 'Fnlwgt', 'Education', 'Edu_Num', 'MaritalStatus', 'Occupation', 'Relationship', 'Race', 'Sex', 'CapitalGain', 'CapitalLoss', 'HrPerWk', 'Native', 'Target']\n",
"\n",
"Missing values : 0\n",
"\n",
"Unique values : \n",
" Age 73\n",
"WorkClass 9\n",
"Fnlwgt 21648\n",
"Education 16\n",
"Edu_Num 16\n",
"MaritalStatus 7\n",
"Occupation 15\n",
"Relationship 6\n",
"Race 5\n",
"Sex 2\n",
"CapitalGain 119\n",
"CapitalLoss 92\n",
"HrPerWk 94\n",
"Native 42\n",
"Target 2\n",
"dtype: int64\n"
]
}
],
"source": [
"print (\"Rows : \" ,df.shape[0])\n",
"print (\"Columns : \" ,df.shape[1])\n",
"print (\"\\nFeatures : \\n\" ,df.columns.tolist())\n",
"print (\"\\nMissing values : \", df.isnull().sum().values.sum())\n",
"print (\"\\nUnique values : \\n\",df.nunique())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 32561 entries, 0 to 32560\n",
"Data columns (total 15 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 32561 non-null int64 \n",
" 1 WorkClass 32561 non-null object\n",
" 2 Fnlwgt 32561 non-null int64 \n",
" 3 Education 32561 non-null object\n",
" 4 Edu_Num 32561 non-null int64 \n",
" 5 MaritalStatus 32561 non-null object\n",
" 6 Occupation 32561 non-null object\n",
" 7 Relationship 32561 non-null object\n",
" 8 Race 32561 non-null object\n",
" 9 Sex 32561 non-null object\n",
" 10 CapitalGain 32561 non-null int64 \n",
" 11 CapitalLoss 32561 non-null int64 \n",
" 12 HrPerWk 32561 non-null int64 \n",
" 13 Native 32561 non-null object\n",
" 14 Target 32561 non-null object\n",
"dtypes: int64(6), object(9)\n",
"memory usage: 3.7+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Age \n",
" Fnlwgt \n",
" Edu_Num \n",
" CapitalGain \n",
" CapitalLoss \n",
" HrPerWk \n",
" \n",
" \n",
" \n",
" \n",
" count \n",
" 32561.000000 \n",
" 3.256100e+04 \n",
" 32561.000000 \n",
" 32561.000000 \n",
" 32561.000000 \n",
" 32561.000000 \n",
" \n",
" \n",
" mean \n",
" 38.581647 \n",
" 1.897784e+05 \n",
" 10.080679 \n",
" 1077.648844 \n",
" 87.303830 \n",
" 40.437456 \n",
" \n",
" \n",
" std \n",
" 13.640433 \n",
" 1.055500e+05 \n",
" 2.572720 \n",
" 7385.292085 \n",
" 402.960219 \n",
" 12.347429 \n",
" \n",
" \n",
" min \n",
" 17.000000 \n",
" 1.228500e+04 \n",
" 1.000000 \n",
" 0.000000 \n",
" 0.000000 \n",
" 1.000000 \n",
" \n",
" \n",
" 25% \n",
" 28.000000 \n",
" 1.178270e+05 \n",
" 9.000000 \n",
" 0.000000 \n",
" 0.000000 \n",
" 40.000000 \n",
" \n",
" \n",
" 50% \n",
" 37.000000 \n",
" 1.783560e+05 \n",
" 10.000000 \n",
" 0.000000 \n",
" 0.000000 \n",
" 40.000000 \n",
" \n",
" \n",
" 75% \n",
" 48.000000 \n",
" 2.370510e+05 \n",
" 12.000000 \n",
" 0.000000 \n",
" 0.000000 \n",
" 45.000000 \n",
" \n",
" \n",
" max \n",
" 90.000000 \n",
" 1.484705e+06 \n",
" 16.000000 \n",
" 99999.000000 \n",
" 4356.000000 \n",
" 99.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age Fnlwgt Edu_Num CapitalGain CapitalLoss \\\n",
"count 32561.000000 3.256100e+04 32561.000000 32561.000000 32561.000000 \n",
"mean 38.581647 1.897784e+05 10.080679 1077.648844 87.303830 \n",
"std 13.640433 1.055500e+05 2.572720 7385.292085 402.960219 \n",
"min 17.000000 1.228500e+04 1.000000 0.000000 0.000000 \n",
"25% 28.000000 1.178270e+05 9.000000 0.000000 0.000000 \n",
"50% 37.000000 1.783560e+05 10.000000 0.000000 0.000000 \n",
"75% 48.000000 2.370510e+05 12.000000 0.000000 0.000000 \n",
"max 90.000000 1.484705e+06 16.000000 99999.000000 4356.000000 \n",
"\n",
" HrPerWk \n",
"count 32561.000000 \n",
"mean 40.437456 \n",
"std 12.347429 \n",
"min 1.000000 \n",
"25% 40.000000 \n",
"50% 40.000000 \n",
"75% 45.000000 \n",
"max 99.000000 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Numerical feature of summary/description \n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Age 0\n",
"WorkClass 0\n",
"Fnlwgt 0\n",
"Education 0\n",
"Edu_Num 0\n",
"MaritalStatus 0\n",
"Occupation 0\n",
"Relationship 0\n",
"Race 0\n",
"Sex 0\n",
"CapitalGain 0\n",
"CapitalLoss 0\n",
"HrPerWk 0\n",
"Native 0\n",
"Target 0\n",
"dtype: int64"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# checking \"?\" values, how many are there in the whole dataset\n",
"df_missing = (df=='?').sum()\n",
"df_missing"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" <=50K 0.75919\n",
" >50K 0.24081\n",
"Name: Target, dtype: float64"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Target'].value_counts()/len(df) #calculate percentages"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" 4 \n",
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" Bachelors \n",
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" <=50K \n",
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\n",
"
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],
"text/plain": [
" WorkClass Education MaritalStatus Occupation \\\n",
"0 State-gov Bachelors Never-married Adm-clerical \n",
"1 Self-emp-not-inc Bachelors Married-civ-spouse Exec-managerial \n",
"2 Private HS-grad Divorced Handlers-cleaners \n",
"3 Private 11th Married-civ-spouse Handlers-cleaners \n",
"4 Private Bachelors Married-civ-spouse Prof-specialty \n",
"\n",
" Relationship Race Sex Native Target \n",
"0 Not-in-family White Male United-States <=50K \n",
"1 Husband White Male United-States <=50K \n",
"2 Not-in-family White Male United-States <=50K \n",
"3 Husband Black Male United-States <=50K \n",
"4 Wife Black Female Cuba <=50K "
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import preprocessing\n",
"\n",
"# encode categorical variables using label Encoder\n",
"\n",
"# select all categorical variables\n",
"df_categorical = df.select_dtypes(include=['object'])\n",
"df_categorical.head()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" \n",
" 3 \n",
" 4 \n",
" 1 \n",
" 2 \n",
" 6 \n",
" 0 \n",
" 2 \n",
" 1 \n",
" 39 \n",
" 0 \n",
" \n",
" \n",
" 4 \n",
" 4 \n",
" 9 \n",
" 2 \n",
" 10 \n",
" 5 \n",
" 2 \n",
" 0 \n",
" 5 \n",
" 0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" WorkClass Education MaritalStatus Occupation Relationship Race Sex \\\n",
"0 7 9 4 1 1 4 1 \n",
"1 6 9 2 4 0 4 1 \n",
"2 4 11 0 6 1 4 1 \n",
"3 4 1 2 6 0 2 1 \n",
"4 4 9 2 10 5 2 0 \n",
"\n",
" Native Target \n",
"0 39 0 \n",
"1 39 0 \n",
"2 39 0 \n",
"3 39 0 \n",
"4 5 0 "
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# apply label encoder to df_categorical\n",
"le = preprocessing.LabelEncoder()\n",
"df_categorical = df_categorical.apply(le.fit_transform)\n",
"df_categorical.head()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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" 1 \n",
" 2 \n",
" 6 \n",
" 0 \n",
" 2 \n",
" 1 \n",
" 39 \n",
" 0 \n",
" \n",
" \n",
" 4 \n",
" 28 \n",
" 338409 \n",
" 13 \n",
" 0 \n",
" 0 \n",
" 40 \n",
" 4 \n",
" 9 \n",
" 2 \n",
" 10 \n",
" 5 \n",
" 2 \n",
" 0 \n",
" 5 \n",
" 0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age Fnlwgt Edu_Num CapitalGain CapitalLoss HrPerWk WorkClass \\\n",
"0 39 77516 13 2174 0 40 7 \n",
"1 50 83311 13 0 0 13 6 \n",
"2 38 215646 9 0 0 40 4 \n",
"3 53 234721 7 0 0 40 4 \n",
"4 28 338409 13 0 0 40 4 \n",
"\n",
" Education MaritalStatus Occupation Relationship Race Sex Native \\\n",
"0 9 4 1 1 4 1 39 \n",
"1 9 2 4 0 4 1 39 \n",
"2 11 0 6 1 4 1 39 \n",
"3 1 2 6 0 2 1 39 \n",
"4 9 2 10 5 2 0 5 \n",
"\n",
" Target \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Next, Concatenate df_categorical dataframe with original df (dataframe)\n",
"\n",
"# first, Drop earlier duplicate columns which had categorical values\n",
"df = df.drop(df_categorical.columns,axis=1)\n",
"df = pd.concat([df,df_categorical],axis=1)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Age \n",
" Fnlwgt \n",
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" CapitalGain \n",
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" \n",
" \n",
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" Age \n",
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" \n",
" \n",
" Fnlwgt \n",
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" 0.012280 \n",
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" \n",
" \n",
" CapitalGain \n",
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" 0.000432 \n",
" 0.122630 \n",
" 1.000000 \n",
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" 0.078409 \n",
" 0.033835 \n",
" 0.030046 \n",
" -0.043393 \n",
" 0.025505 \n",
" -0.057919 \n",
" 0.011145 \n",
" 0.048480 \n",
" -0.001982 \n",
" 0.223329 \n",
" \n",
" \n",
" CapitalLoss \n",
" 0.057775 \n",
" -0.010252 \n",
" 0.079923 \n",
" -0.031615 \n",
" 1.000000 \n",
" 0.054256 \n",
" 0.012216 \n",
" 0.016746 \n",
" -0.034187 \n",
" 0.017987 \n",
" -0.061062 \n",
" 0.018899 \n",
" 0.045567 \n",
" 0.000419 \n",
" 0.150526 \n",
" \n",
" \n",
" HrPerWk \n",
" 0.068756 \n",
" -0.018768 \n",
" 0.148123 \n",
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" 1.000000 \n",
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" 1.000000 \n",
" 0.023513 \n",
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" \n",
" \n",
" Education \n",
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" -0.028145 \n",
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" 0.030046 \n",
" 0.016746 \n",
" 0.055510 \n",
" 0.023513 \n",
" 1.000000 \n",
" -0.038407 \n",
" -0.021260 \n",
" -0.010876 \n",
" 0.014131 \n",
" -0.027356 \n",
" 0.064288 \n",
" 0.079317 \n",
" \n",
" \n",
" MaritalStatus \n",
" -0.266288 \n",
" 0.028153 \n",
" -0.069304 \n",
" -0.043393 \n",
" -0.034187 \n",
" -0.190519 \n",
" -0.064731 \n",
" -0.038407 \n",
" 1.000000 \n",
" -0.009654 \n",
" 0.185451 \n",
" -0.068013 \n",
" -0.129314 \n",
" -0.023819 \n",
" -0.199307 \n",
" \n",
" \n",
" Occupation \n",
" -0.020947 \n",
" 0.001597 \n",
" 0.109697 \n",
" 0.025505 \n",
" 0.017987 \n",
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" -0.021260 \n",
" -0.009654 \n",
" 1.000000 \n",
" -0.075607 \n",
" 0.006763 \n",
" 0.080296 \n",
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" 0.075468 \n",
" \n",
" \n",
" Relationship \n",
" -0.263698 \n",
" 0.008931 \n",
" -0.094153 \n",
" -0.057919 \n",
" -0.061062 \n",
" -0.248974 \n",
" -0.090461 \n",
" -0.010876 \n",
" 0.185451 \n",
" -0.075607 \n",
" 1.000000 \n",
" -0.116055 \n",
" -0.582454 \n",
" -0.005507 \n",
" -0.250918 \n",
" \n",
" \n",
" Race \n",
" 0.028718 \n",
" -0.021291 \n",
" 0.031838 \n",
" 0.011145 \n",
" 0.018899 \n",
" 0.041910 \n",
" 0.049742 \n",
" 0.014131 \n",
" -0.068013 \n",
" 0.006763 \n",
" -0.116055 \n",
" 1.000000 \n",
" 0.087204 \n",
" 0.137852 \n",
" 0.071846 \n",
" \n",
" \n",
" Sex \n",
" 0.088832 \n",
" 0.026858 \n",
" 0.012280 \n",
" 0.048480 \n",
" 0.045567 \n",
" 0.229309 \n",
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" -0.027356 \n",
" -0.129314 \n",
" 0.080296 \n",
" -0.582454 \n",
" 0.087204 \n",
" 1.000000 \n",
" -0.008119 \n",
" 0.215980 \n",
" \n",
" \n",
" Native \n",
" -0.001151 \n",
" -0.051966 \n",
" 0.050840 \n",
" -0.001982 \n",
" 0.000419 \n",
" -0.002671 \n",
" -0.007690 \n",
" 0.064288 \n",
" -0.023819 \n",
" -0.012543 \n",
" -0.005507 \n",
" 0.137852 \n",
" -0.008119 \n",
" 1.000000 \n",
" 0.015840 \n",
" \n",
" \n",
" Target \n",
" 0.234037 \n",
" -0.009463 \n",
" 0.335154 \n",
" 0.223329 \n",
" 0.150526 \n",
" 0.229689 \n",
" 0.051604 \n",
" 0.079317 \n",
" -0.199307 \n",
" 0.075468 \n",
" -0.250918 \n",
" 0.071846 \n",
" 0.215980 \n",
" 0.015840 \n",
" 1.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age Fnlwgt Edu_Num CapitalGain CapitalLoss \\\n",
"Age 1.000000 -0.076646 0.036527 0.077674 0.057775 \n",
"Fnlwgt -0.076646 1.000000 -0.043195 0.000432 -0.010252 \n",
"Edu_Num 0.036527 -0.043195 1.000000 0.122630 0.079923 \n",
"CapitalGain 0.077674 0.000432 0.122630 1.000000 -0.031615 \n",
"CapitalLoss 0.057775 -0.010252 0.079923 -0.031615 1.000000 \n",
"HrPerWk 0.068756 -0.018768 0.148123 0.078409 0.054256 \n",
"WorkClass 0.003787 -0.016656 0.052085 0.033835 0.012216 \n",
"Education -0.010508 -0.028145 0.359153 0.030046 0.016746 \n",
"MaritalStatus -0.266288 0.028153 -0.069304 -0.043393 -0.034187 \n",
"Occupation -0.020947 0.001597 0.109697 0.025505 0.017987 \n",
"Relationship -0.263698 0.008931 -0.094153 -0.057919 -0.061062 \n",
"Race 0.028718 -0.021291 0.031838 0.011145 0.018899 \n",
"Sex 0.088832 0.026858 0.012280 0.048480 0.045567 \n",
"Native -0.001151 -0.051966 0.050840 -0.001982 0.000419 \n",
"Target 0.234037 -0.009463 0.335154 0.223329 0.150526 \n",
"\n",
" HrPerWk WorkClass Education MaritalStatus Occupation \\\n",
"Age 0.068756 0.003787 -0.010508 -0.266288 -0.020947 \n",
"Fnlwgt -0.018768 -0.016656 -0.028145 0.028153 0.001597 \n",
"Edu_Num 0.148123 0.052085 0.359153 -0.069304 0.109697 \n",
"CapitalGain 0.078409 0.033835 0.030046 -0.043393 0.025505 \n",
"CapitalLoss 0.054256 0.012216 0.016746 -0.034187 0.017987 \n",
"HrPerWk 1.000000 0.138962 0.055510 -0.190519 0.080383 \n",
"WorkClass 0.138962 1.000000 0.023513 -0.064731 0.254892 \n",
"Education 0.055510 0.023513 1.000000 -0.038407 -0.021260 \n",
"MaritalStatus -0.190519 -0.064731 -0.038407 1.000000 -0.009654 \n",
"Occupation 0.080383 0.254892 -0.021260 -0.009654 1.000000 \n",
"Relationship -0.248974 -0.090461 -0.010876 0.185451 -0.075607 \n",
"Race 0.041910 0.049742 0.014131 -0.068013 0.006763 \n",
"Sex 0.229309 0.095981 -0.027356 -0.129314 0.080296 \n",
"Native -0.002671 -0.007690 0.064288 -0.023819 -0.012543 \n",
"Target 0.229689 0.051604 0.079317 -0.199307 0.075468 \n",
"\n",
" Relationship Race Sex Native Target \n",
"Age -0.263698 0.028718 0.088832 -0.001151 0.234037 \n",
"Fnlwgt 0.008931 -0.021291 0.026858 -0.051966 -0.009463 \n",
"Edu_Num -0.094153 0.031838 0.012280 0.050840 0.335154 \n",
"CapitalGain -0.057919 0.011145 0.048480 -0.001982 0.223329 \n",
"CapitalLoss -0.061062 0.018899 0.045567 0.000419 0.150526 \n",
"HrPerWk -0.248974 0.041910 0.229309 -0.002671 0.229689 \n",
"WorkClass -0.090461 0.049742 0.095981 -0.007690 0.051604 \n",
"Education -0.010876 0.014131 -0.027356 0.064288 0.079317 \n",
"MaritalStatus 0.185451 -0.068013 -0.129314 -0.023819 -0.199307 \n",
"Occupation -0.075607 0.006763 0.080296 -0.012543 0.075468 \n",
"Relationship 1.000000 -0.116055 -0.582454 -0.005507 -0.250918 \n",
"Race -0.116055 1.000000 0.087204 0.137852 0.071846 \n",
"Sex -0.582454 0.087204 1.000000 -0.008119 0.215980 \n",
"Native -0.005507 0.137852 -0.008119 1.000000 0.015840 \n",
"Target -0.250918 0.071846 0.215980 0.015840 1.000000 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr_matrix=df.corr()\n",
"corr_matrix"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sn\n",
"import matplotlib.pyplot as plt\n",
"\n",
"fig = plt.subplots(figsize=(17,14))\n",
"sn.heatmap(corr_matrix, annot=True)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 24720\n",
"1 7841\n",
"Name: Target, dtype: int64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Target'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"# Putting independent variables/features to X\n",
"X = df.drop('Target',axis=1)\n",
"\n",
"# Putting response/dependent variable/feature to y\n",
"y = df['Target']"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Splitting the data into train and test\n",
"X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.30,random_state=99)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"22792\n",
"22792\n",
"9769\n",
"9769\n",
"0.6999785018887626\n",
"0.30002149811123735\n"
]
}
],
"source": [
"y_train.dtypes\n",
"print(len(X_train))\n",
"print(len(y_train))\n",
"print(len(X_test))\n",
"print(len(y_test))\n",
"print(len(X_train)/(len(X_train)+len(X_test)))\n",
"print(len(X_test)/(len(X_train)+len(X_test)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Now we can setup and Loop through the different algorithm, gathering data and results with each iteration of the loop\n",
"#### "
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from sklearn import model_selection\n",
"from sklearn.metrics import accuracy_score, log_loss\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.naive_bayes import GaussianNB\n",
"\n",
"log_cols=[\"Classifier\", \"Accuracy\"]\n",
"log = pd.DataFrame(columns=log_cols)\n",
"\n",
"classifiers = [\n",
" ('KNN', KNeighborsClassifier(3)),\n",
" ('NB', GaussianNB()),\n",
" ('DT', DecisionTreeClassifier()),\n",
" ('RF', RandomForestClassifier()),\n",
" ('LR', LogisticRegression())]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create Models & Generate Confusion Matrix & ROC Chart\n",
"\n",
"Create a Loop to process each algorithm in the list, calculate the accuracy, confusion matrix and values for creating a ROC chart."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"KNeighborsClassifier Accuracy= 0.7597502303204012\n",
"Predicted 0 1 All\n",
"Actual \n",
"0 1854 402 2256\n",
"1 563 147 710\n",
"All 2417 549 2966\n",
"\n",
"GaussianNB Accuracy= 0.7937352850854744\n",
"Predicted 0 1 All\n",
"Actual \n",
"0 2004 252 2256\n",
"1 609 101 710\n",
"All 2613 353 2966\n",
"\n",
"DecisionTreeClassifier Accuracy= 0.8110349063363701\n",
"Predicted 0 1 All\n",
"Actual \n",
"0 1720 536 2256\n",
"1 531 179 710\n",
"All 2251 715 2966\n",
"\n",
"RandomForestClassifier Accuracy= 0.8607841130105436\n",
"Predicted 0 1 All\n",
"Actual \n",
"0 1835 421 2256\n",
"1 573 137 710\n",
"All 2408 558 2966\n",
"\n",
"LogisticRegression Accuracy= 0.7884123247005835\n",
"Predicted 0 1 All\n",
"Actual \n",
"0 2004 252 2256\n",
"1 624 86 710\n",
"All 2628 338 2966\n",
"\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_curve, auc\n",
"\n",
"plt.clf()\n",
"plt.figure(figsize=(18,13))\n",
"\n",
"for name, model in classifiers:\n",
" model.fit(X_train, y_train)\n",
" name = model.__class__.__name__\n",
"\n",
" train_predictions = model.predict(X_test)\n",
" acc = accuracy_score(y_test, train_predictions)\n",
" print (name, \"Accuracy=\", acc)\n",
"\n",
" log_entry = pd.DataFrame([[name, acc*100]], columns=log_cols)\n",
"# log = log.append(log_entry)\n",
" log = pd.concat([log, log_entry])\n",
"\n",
" Y_predict_prob = model.predict_proba(X_test)[:,1]\n",
"\n",
" fpr, tpr, thresholds = roc_curve(y_test, Y_predict_prob)\n",
" roc_auc = auc(fpr, tpr)\n",
"\n",
" print(pd.crosstab(pd.Series(y_test), pd.Series(train_predictions), rownames=['Actual'], colnames=['Predicted'], margins=True))\n",
" print('')\n",
"\n",
" plt.plot(fpr, tpr, label='%s ROC (area = %0.2f)' % (name, roc_auc))\n",
"\n",
"plt.plot([0, 1], [0, 1], 'k--')\n",
"plt.xlim([0.0, 1.0])\n",
"plt.ylim([0.0, 1.0])\n",
"plt.xlabel('False Positive Rate')\n",
"plt.ylabel('True Positive Rate')\n",
"plt.title('ROC Curve')\n",
"plt.legend(loc=0, fontsize='small')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"sns.set_color_codes(\"muted\")\n",
"sns.barplot(x='Accuracy', y='Classifier', data=log, color=\"b\")\n",
"\n",
"plt.xlabel('Accuracy %')\n",
"plt.title('Classifier Accuracy')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"#Challenge: Can you add XGBoast & NNet to the loop? \n",
"#Include these results in the listing of Confusion Matrix, include in ROC Chart and include in Bar Chart\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}