{
"cells": [
{
"cell_type": "markdown",
"id": "863636d0-ddef-4eb2-924c-619af4bd6e9c",
"metadata": {},
"source": [
"### SESSION 2"
]
},
{
"cell_type": "markdown",
"id": "5bec12a9-2d61-441a-a0fc-93fd373fc873",
"metadata": {},
"source": [
"The Boston Housing data contain information on census tracts in Boston2 for which several measurements are taken (e.g. crime rate, pupil/teacher ratio)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c450a363-8f28-4eb0-a08a-cf45a908dd45",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2528fe2e-ee33-4e5e-af5d-1ddb68828f7f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(506, 14)\n"
]
}
],
"source": [
"housing_df = pd. read_csv(r'/Users/patriciaxufre/Documents/SBE - Disciplinas/2957 | ABA/2024-25/Datasets Examples/BostonHousing.csv')\n",
"print(housing_df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "56d5d7cf-3a31-4a1b-b7f3-6eebaaaa7ec9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" crim | \n",
" zn | \n",
" indus | \n",
" chas | \n",
" nox | \n",
" rm | \n",
" age | \n",
" dis | \n",
" rad | \n",
" tax | \n",
" ptratio | \n",
" b | \n",
" lstat | \n",
" medv | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.00632 | \n",
" 18.0 | \n",
" 2.31 | \n",
" 0 | \n",
" 0.538 | \n",
" 6.575 | \n",
" 65.2 | \n",
" 4.0900 | \n",
" 1 | \n",
" 296 | \n",
" 15.3 | \n",
" 396.90 | \n",
" 4.98 | \n",
" 24.0 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.02731 | \n",
" 0.0 | \n",
" 7.07 | \n",
" 0 | \n",
" 0.469 | \n",
" 6.421 | \n",
" 78.9 | \n",
" 4.9671 | \n",
" 2 | \n",
" 242 | \n",
" 17.8 | \n",
" 396.90 | \n",
" 9.14 | \n",
" 21.6 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.02729 | \n",
" 0.0 | \n",
" 7.07 | \n",
" 0 | \n",
" 0.469 | \n",
" 7.185 | \n",
" 61.1 | \n",
" 4.9671 | \n",
" 2 | \n",
" 242 | \n",
" 17.8 | \n",
" 392.83 | \n",
" 4.03 | \n",
" 34.7 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.03237 | \n",
" 0.0 | \n",
" 2.18 | \n",
" 0 | \n",
" 0.458 | \n",
" 6.998 | \n",
" 45.8 | \n",
" 6.0622 | \n",
" 3 | \n",
" 222 | \n",
" 18.7 | \n",
" 394.63 | \n",
" 2.94 | \n",
" 33.4 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.06905 | \n",
" 0.0 | \n",
" 2.18 | \n",
" 0 | \n",
" 0.458 | \n",
" 7.147 | \n",
" 54.2 | \n",
" 6.0622 | \n",
" 3 | \n",
" 222 | \n",
" 18.7 | \n",
" 396.90 | \n",
" 5.33 | \n",
" 36.2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" crim zn indus chas nox rm age dis rad tax ptratio \\\n",
"0 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.0900 1 296 15.3 \n",
"1 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 242 17.8 \n",
"2 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 242 17.8 \n",
"3 0.03237 0.0 2.18 0 0.458 6.998 45.8 6.0622 3 222 18.7 \n",
"4 0.06905 0.0 2.18 0 0.458 7.147 54.2 6.0622 3 222 18.7 \n",
"\n",
" b lstat medv \n",
"0 396.90 4.98 24.0 \n",
"1 396.90 9.14 21.6 \n",
"2 392.83 4.03 34.7 \n",
"3 394.63 2.94 33.4 \n",
"4 396.90 5.33 36.2 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e227e124-cc46-45ac-83ec-09cd9536121f",
"metadata": {},
"outputs": [],
"source": [
"# Learning Objectives:\n",
"# 1. Summarizing Categorical Variables\n",
"# 2. Summarizing Numerical Variables\n",
"# 3. Relationships among Categorical Variables"
]
},
{
"cell_type": "markdown",
"id": "f3fcfda0-f81a-4b47-870a-4462f79bb48f",
"metadata": {},
"source": [
"### Categorical Variable"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8a301670-d54c-4cd6-a588-28d8da0d26c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"chas\n",
"0 471\n",
"1 35\n",
"Name: count, dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_df.chas.value_counts()"
]
},
{
"cell_type": "markdown",
"id": "8f5bf3db-3f7d-4513-8cb6-b1f772818024",
"metadata": {},
"source": [
"Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4346a686-ff23-4368-9ab9-8866f885a476",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "41144847-c279-45e0-8ff9-86218441f5c2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"chas\n",
"0 93.08\n",
"1 6.92\n",
"Name: count, dtype: float64\n"
]
}
],
"source": [
"# Frequency Table\n",
"dataForPlot = round(housing_df.chas.value_counts()*100/len(housing_df),2)\n",
"print(dataForPlot)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "646872b0-03d6-4332-81ca-174142085599",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Bar Plot\n",
"plt.figure(figsize=(6,4))\n",
"plt.bar(dataForPlot.index, dataForPlot, color=['C3', 'C9'])\n",
"plt.xticks([0, 1])\n",
"plt.xlabel('CHAS')\n",
"plt.ylabel('%')\n",
"plt.title('Bar Plot')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e8190531-f546-4ee9-a568-23132d5187c3",
"metadata": {},
"source": [
"new variable CAT_MEDV:\n",
"this is a categorical variable with two classes: 0 if medv <= 30; 1 otherwise"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d0ebd19e-39d6-4f98-b4cd-3edbb1c9e6d4",
"metadata": {},
"outputs": [],
"source": [
"housing_df['CAT_MEDV'] = '0'\n",
"housing_df.loc[(housing_df['medv'] > 30),'CAT_MEDV'] = '1'"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f392f009-7a31-4abf-a0a4-d8f79f028758",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# pie chart\n",
"housing_df.CAT_MEDV.value_counts().plot(kind = 'pie', autopct = \"%.0f%%\")"
]
},
{
"cell_type": "markdown",
"id": "15c1317d-e996-4fa6-82ac-ecd2d3f36374",
"metadata": {},
"source": [
"### Numerical Variable"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "eabe5033-cb73-472c-b20c-255c7f860dd9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"missing values: 0\n"
]
}
],
"source": [
"# checking if the variable has missing values\n",
"print('missing values: ', housing_df.medv.isnull().sum())"
]
},
{
"cell_type": "markdown",
"id": "479631bb-1df3-49e0-89bc-06d905316991",
"metadata": {},
"source": [
"#### Summary Measures"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "53d4c443-b9f2-4601-942a-4266ce0ab927",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean: 22.53\n",
"Median: 21.20\n"
]
}
],
"source": [
"# Central Tendency Measures\n",
"mean = housing_df.medv.mean()\n",
"median = housing_df.medv.median()\n",
"print('Mean: ', f'{mean:.2f}')\n",
"print('Median: ', f'{median:.2f}')"
]
},
{
"cell_type": "markdown",
"id": "84231857-670e-4168-964c-fe7c7fdfa50f",
"metadata": {},
"source": [
"Python's statistics is a built-in Python library for descriptive statistics. "
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "37d4423d-c510-427f-beee-9e62779ec576",
"metadata": {},
"outputs": [],
"source": [
"import statistics"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "61d60dc2-713e-4459-8ebb-b6f66336cf98",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mode is 666 and occurred 132 times\n"
]
}
],
"source": [
"mode_value = statistics.mode(housing_df.tax)\n",
"mode_count = housing_df.tax.value_counts().max()\n",
"\n",
"print(f\"The mode is {mode_value} and occurred {mode_count} times\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "52afc14c-fe2c-422a-81e8-023ee6c7a33b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Min: 5.00\n",
"Max: 50.00\n"
]
}
],
"source": [
"print(f\"Min: {housing_df.medv.min():.2f}\")\n",
"print(f\"Max: {housing_df.medv.max():.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "96d4ba78-9729-448d-881b-e6c85e441e3a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Quartiles:\n",
" 0.25 17.02\n",
"0.50 21.20\n",
"0.75 25.00\n",
"Name: medv, dtype: float64\n",
"\n",
"Percentiles:\n",
" 0.01 7.01\n",
"0.10 12.75\n",
"0.60 22.70\n",
"0.90 34.80\n",
"Name: medv, dtype: float64\n"
]
}
],
"source": [
"# Display quartiles and percentiles\n",
"print(\"\\nQuartiles:\\n\", housing_df.medv.quantile([0.25, 0.5, 0.75]).round(2))\n",
"print(\"\\nPercentiles:\\n\", housing_df.medv.quantile([0.01, 0.10, 0.60, 0.90]).round(2))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "a048bae3-f92c-4a98-b08c-e28cc2c420e0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The percentage of houses with a crime rate below 1% is 65.61%\n"
]
}
],
"source": [
"# Compute quantiles for crime rate \n",
"n = len(housing_df.crim) \n",
"housing_df['quantiles'] = pd.qcut(housing_df.crim, np.linspace(0, 1, n + 1), labels=np.linspace(1 / (n + 1), 1, n)) \n",
"\n",
"# Percentage of houses with a crime rate below 1% \n",
"crime_less_than_1 = np.round(housing_df.quantiles.loc[housing_df.crim < 1].max() * 100, 2) \n",
"print(f\"The percentage of houses with a crime rate below 1% is {crime_less_than_1}%\") "
]
},
{
"cell_type": "markdown",
"id": "bdbf9aa0-f561-4495-bef0-a0cd94b0f820",
"metadata": {},
"source": [
"## SESSION 3"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "af6b39b6-e9b4-4fe6-9764-6c2bbfe46dd4",
"metadata": {},
"outputs": [],
"source": [
"# Learning Objectives\n",
"# 1. Summarizing Numerical Variables\n",
"# 2. Histogram and Box-Plot\n",
"# 3. Relationships among Categorical Variables"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "a62f1342-ae9e-4f6f-872c-34b864fbcb69",
"metadata": {},
"outputs": [],
"source": [
"housing_df.drop('quantiles', axis = 1, inplace = True) # we do not need anymore the new column 'quantiles', so we can delete it from the dataset"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "edd1e439-c414-4183-af86-3731e238ecb7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Range: 45.00\n",
"IQR: 7.98\n",
"Variance: 84.59\n",
"Standard Deviation: 9.20\n",
"Mean Absolute Deviation: 6.65\n"
]
}
],
"source": [
"# Variability Measures \n",
"range_val = housing_df.medv.max()-housing_df.medv.min() # Range = Maximum - Minimum\n",
"iqr = housing_df.medv.quantile(0.75) - housing_df.medv.quantile(0.25) # IQR = Q3 - Q1 \n",
"std_dev = housing_df.medv.std() \n",
"variance = std_dev ** 2 \n",
"mad = (housing_df.medv - housing_df.medv.mean()).abs().mean() # MAD = sum( |xi - mean|)/n\n",
"\n",
"# Print results using f-strings \n",
"print(f\"Range: {range_val:.2f}\") \n",
"print(f\"IQR: {iqr:.2f}\") \n",
"print(f\"Variance: {variance:.2f}\") \n",
"print(f\"Standard Deviation: {std_dev:.2f}\") \n",
"print(f\"Mean Absolute Deviation: {mad:.2f}\") "
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "c7589da2-f045-4d07-872a-dfab4fa2db84",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Skewness: 1.11\n",
"Kurtosis: 1.50\n"
]
}
],
"source": [
"# Shape Measures \n",
"skewness = housing_df.medv.skew() \n",
"kurtosis = housing_df.medv.kurtosis() \n",
"\n",
"# Print results using f-strings \n",
"print(f\"Skewness: {skewness:.2f}\") \n",
"print(f\"Kurtosis: {kurtosis:.2f}\") "
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "67130674-46c4-4f11-91cb-4be080815afa",
"metadata": {},
"outputs": [],
"source": [
"# skew > 0: MEDV is skewed to the right\n",
"# kurtosis > 0 : MEDV has more extreme values than the normal distribution"
]
},
{
"cell_type": "markdown",
"id": "a615d209-069c-44fb-846f-7542d0a5a776",
"metadata": {},
"source": [
"#### Graphical Representations"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "c9686e7a-209d-42d7-8d7d-4c729e4fff34",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,5))\n",
"plt.hist(housing_df.medv, color = 'skyblue', edgecolor = 'black')\n",
"plt.grid(True, linestyle='--', color='grey', alpha=0.7)\n",
"plt.xlabel('MEDV')\n",
"plt.ylabel('Count')\n",
"plt.title('Histogram')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "b2979d0c-591e-4683-9422-40eae1f78940",
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "f387012b-be57-4b76-b277-11bfa1273821",
"metadata": {},
"outputs": [],
"source": [
"# Seaborn is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics."
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "43100c55-2b8b-40db-85ae-fc5b7945a682",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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hXXMiLS1NycnJSktLU15enqKiouRwOJSWlmZ3qwB6gD0UAAKqtLRUXq9XtbW1+tWvfqURI0aoX79++uSTT3T06FHrtuWlpaVcfhsIIgQKAAHVtjZi4sSJ2rdvn44cOWJtczgcmjBhgvbu3csaCiDIECgABFTb2og9e/Zo5MiRGjZsmE6fPq3k5GQdO3ZMe/fu9RkHIDiwhgJAQF28hmLcuHHKyMjQuHHjWEMBBDH2UAAIqPZrKDZv3mztoaivr9exY8dYQwEEKQIFgIBqWxsxYcIE/elPf9Lf//53axtrKIDgRaAAEFBtayP27t2r7Oxs6yyP8+fP6+jRo6yhAIIUaygABFT7NRTz5s3TNddco/j4eF1zzTWaN28eayiAIEWgABBQF6+hKC0tVWVlpUpLS7V582bV1tbK6/WqtLTU7lYB9ACHPAAEVNvaiDlz5mj79u167rnnrG3x8fGaM2eOXn75ZdZQAEGGPRQAAqptbcS5c+dkmqbPNq/Xq3PnzvmMAxAc2EMBIKDS09MVGRmp7du3KyzM91dQXV2dtm/frsjISKWnp9vTIIBLQqAAEHAtLS2SpPDwcI0bN04DBw7Up59+qr/+9a9qaWlRa2urzR0C6CkCBYCAKioqUlNTk2JiYlRbW6v33nvP2uZwOBQdHa2amhoVFRVp2LBhNnYKoCcIFAACqri4WJJUXV2t7OxsxcfHq6KiQoMGDZLH47FuFlZcXEygAIIIgQJAQLUtxExMTNTp06etAFFUVKS4uDglJibq7NmzHRZsAujbCBQAAioiIkKSdPbsWWVnZ2vy5MnW3UYLCwutgNE2DkBwIFAACKjIyEjr62PHjlkBQpKcTmen4wD0fVyHAkBA1dfXW197vV6fbe0ftx8HoO8jUAAIqAEDBkiSXC6XoqKifLZFRUXJ5XL5jAMQHDjkASCg2vY8NDU1dbjeRENDg3WNCvZQAMGFPRQAAqr92gjDMHy2tX/MGgoguLCHAkBAtb9HR2ZmpoYNG2ad5dF+kSb38gCCC4ECgC2SkpJ8rkMhXbjbaFJSks6cOWNjZwAuBYECQEDV1dVJks6cOdPh5mA1NTXWGoq2cQCCA2soAARU+0MZn7WGgkMeQHBhDwWAgEpLS5PD4VB4eLjCw8N1/vx5a1tERIScTqeam5uVlpZmY5cAeopAASCgSktL5fV61djYqLCwMM2aNUutra1yOp36/e9/r8bGRmtcZmamzd0C6C4CBYCAqqqqkiQNHjxYDQ0Nev31161t8fHxGjx4sE6dOmWNAxAcCBQAAqptseX48eN19dVXq7i4WNXV1YqJiVFGRobef/99bd26lUWZQJAhUAAIqLYLVhUUFOjqq69WZmamGhsb1b9/f5mmqcOHD/uMAxAcCBQAAio2NlaSdPToUb344ou69tprdfbsWSUmJuqPf/yjjh496jMOQHAgUAAIqPT0dMXHx2vAgAEqLy/Xc889Z22Lj4/XkCFDVF9fr/T0dPuaBNBjXIcCQEA5HA7NmDFDJ0+eVHJysmbOnKmvfOUrmjlzpgYNGqSTJ09qxowZcjj49QQEkz7zjl25cqUMw9ADDzxg1UzTVH5+vlJSUhQREaHc3FwVFBTY1ySAXjF69GjNnTtXFRUVeuutt/T+++/rrbfeUkVFhebOnavRo0fb3SKAHuoThzz279+v9evXa8yYMT71VatWafXq1dq4caNGjBihxx9/XFOnTtWRI0e4ih4Q5EaPHq2RI0dq3759qqysVEJCgsaPH9/hctwAgoPt79za2lrNmzdPzz33nB5//HGrbpqm1qxZo2XLlmn27NmSpE2bNik5OVmbN2/W3XffbVfLAHrBoUOHtG3bNnk8Hqu2d+9ezZgxgz0UQBCy/ZDHkiVLNHPmTN1www0+9eLiYpWXl2vatGlWzeVy6brrrtOePXsC3SaAXnTo0CFt2bJFycnJuuuuu3TLLbforrvuUnJysrZs2aJDhw7Z3SKAHrJ1D8VLL72kDz74QPv37++wrby8XJKUnJzsU09OTtbx48e7fM2mpiY1NTVZj6urqyVJra2tam1tlXThBkQOh0Ner1emaVpj2+pt4z6v7nA4ZBhGp3VJ8nq93ao7nU6Zptlp/eIeu6ozJ+YULHMyTVPbtm3TiBEjNHfuXJmmKY/HoyuuuELz58/Xf//3f2vbtm3Kzs6Ww+EIijmF4s+JOTGnnrItUJSVlen+++/X9u3b1b9//y7HXXw3QtM0O9TaW7lypZYvX96hXlBQoKioKElSQkKC0tLSdOLECVVWVlpj3G633G63SkpKVFNTY9VTU1M1cOBAFRYWWvcZkKTMzEzFxMTo8OHDPj+07OxshYeH6+DBgz495OTkqLm5WUeOHLFqTqdTOTk5qqmpUVFRkVXv37+/Ro4cKY/Ho7KyMqseHR2trKwsVVRUWKGLOTGnYJqTJHk8Ho0fP14FBQUyTVOVlZWqra1VXFyc0tLSdOTIEe3cuVODBg0KijmF4s+JOTEnp9OpoUOHqrsM8+LIFCBbt27VLbfcIqfTadVaW1uttHXkyBENGzZMH3zwgcaOHWuNmTVrluLi4rRp06ZOX7ezPRSpqamqrKxUTEyMpL6XAEMx1TIn5tRV7x999JF+85vf6N///d/lcrnU2tqqY8eOacSIEQoLC1N9fb0ef/xxffvb39aYMWOCYk6h+HNiTsxJunCp/NjYWFVVVVl/Q7ti2x6KKVOmdEhIt99+u0aOHKmHH35YmZmZcrvd2rFjhxUompubtXv3bj355JNdvq7L5ZLL5epQdzqdPuFF+r9/wM7GBrpuGEan9a567GmdOTGnruqBnlPbFTDPnj2rtLQ0OZ1OjRo1ytp+9uxZa1z75/blOQWizpyYU2/1eCn17rAtUERHR3dYyR0ZGamBAwda9QceeEArVqzQ8OHDNXz4cK1YsUIDBgxQXl6eHS0D6AVtV8rctWuX8vLyVFJSovLycrndbqWnp2vXrl2Kj4/nSplAkLH9tNHPsnTpUjU0NGjx4sXyeDwaN26ctm/fzjUogCDmcFy4UubmzZv12GOP6fz589a2fv366fz588rLy+vy/9AA9E19KlDs2rXL57FhGMrPz1d+fr4t/QAAgO7pU4ECQOjzer3atm2bRo4caR3yOHz4sEaNGqX09HRt3rxZ27Zt06hRo9hLAQQR3q0AAqqkpEQej0e5ubkKCwtTRkaGrrzySmVkZCgsLEy5ubnyeDwqKSmxu1UAPUCgABBQbefQJycny+v16vjx46qtrdXx48fl9Xqti9ldfO0KAH0bhzwABFTbouq9e/fqz3/+s86dO2dti4uL0zXXXOMzDkBwIFAACKj09HRFRkZq+/bt6tevn8+2uro6bd++XZGRkZw2CgQZAgWAgGtpaZF04TTRr371q2psbFT//v114MABnT9/3toOIHgQKAAEVFFRkZqamhQTE6OamhqfuwcbhqHo6GjrfgjDhg2zsVMAPcGiTAABVVxcLOnCfXYuvsyv0+m0FmO2jQMQHAgUAAKqu/cjtOm+hQAuEYc8AARU//79ra+zsrKUm5urlpYWhYWFadeuXdbtk9uPA9D3sYcCQEDV19dbX7fd6rmysrLD7ZrbjwPQ97GHAkBAVVdXW18XFxfr6NGj1uP2p5G2Hweg72MPBYCAiouLkyQlJiZqwIABPtsiIyOVmJjoMw5AcGAPBYCAyszM1K5du3T27FllZ2fr2muvVUNDgyIiIlRYWGitocjMzLS5UwA9QaAAQkBzc7POnDljdxvd4nK5FBERoYaGBh07dswKEJIUFnbhV1JERIRcLpc++eQTu9rstqSkJIWHh9vdBmA7AgUQAs6cOaNnn33W7jZ6rLW11edx2xUyGxoatG7dOjta6rElS5ZoyJAhdrcB2I5AAYSApKQkLVmyxO42euTjjz/We++953NX0ejoaE2aNElZWVk2dtYzSUlJdrcA9AmGGeJXj6murlZsbKyqqqoUExNjdzsA2vF6vfrzn/+sN954Q9/85jd1zTXXyOFgrTjQV/TkbyjvXAC2cTgc1uGCIUOGECaAIMa7F4CtDMPw+QwgOBEoANiKQAGEBgIFAFt5vV6fzwCCE4ECAAD4jUABAAD8RqAAAAB+I1AAsBWLMoHQQKAAYCsCBRAaCBQAbMVZHkBoIFAAAAC/ESgAAIDfCBQAAMBvBAoAtmJRJhAaCBQAAMBvBAoAtjJN0+czgOBEoAAAAH4jUAAAAL8RKAAAgN8IFABsxVkeQGggUAAAAL8RKADYirM8gNBAoAAAAH4jUAAAAL8RKAAAgN8IFABs5XA4fD4DCE68gwHYikWZQGggUACwFYECCA0ECgAA4DcCBQAA8BuBAgAA+I1AAcBWnOUBhAbewQBsxaJMIDTYGijWrVunMWPGKCYmRjExMZowYYK2bdtmbTdNU/n5+UpJSVFERIRyc3NVUFBgY8cAehuBAggNtgaKK664Qj/5yU/0/vvv6/3339fXv/51zZo1ywoNq1at0urVq7V27Vrt379fbrdbU6dOVU1NjZ1tAwCAi9gaKG666SbdeOONGjFihEaMGKEnnnhCUVFR2rdvn0zT1Jo1a7Rs2TLNnj1bo0eP1qZNm1RfX6/Nmzfb2TYAALjIJQWKlpYW/e53v9MvfvELa2/ByZMnVVtbe8mNtLa26qWXXlJdXZ0mTJig4uJilZeXa9q0adYYl8ul6667Tnv27Lnk7wMAAHpfWE+fcPz4cU2fPl2lpaVqamrS1KlTFR0drVWrVqmxsVE///nPe/R6Bw8e1IQJE9TY2KioqCi99tprGjVqlBUakpOTfcYnJyfr+PHjXb5eU1OTmpqarMfV1dWSLgSW1tZWSZJhGHI4HPJ6vT7HbdvqbeM+r+5wOGQYRqd1SfJ6vd2qO51OmabZaf3iHruqMyfmFOxzMgxDkkJqTqH4c2JOX6w59USPA8X999+vr3zlK/rwww81cOBAq37LLbfoO9/5To8byM7O1oEDB3Tu3Dm98sorWrBggXbv3m1tb/sl08Y0zQ619lauXKnly5d3qBcUFCgqKkqSlJCQoLS0NJ04cUKVlZXWGLfbLbfbrZKSEp91GqmpqRo4cKAKCwvV2Nho1TMzMxUTE6PDhw/7/NCys7MVHh6ugwcP+vSQk5Oj5uZmHTlyxKo5nU7l5OSopqZGRUVFVr1///4aOXKkPB6PysrKrHp0dLSysrJUUVGh8vJyq86cmFOwzqntOXV1dZIUEnNqE0o/J+b0xZzT0KFD1V2G2cOl1YmJiXrvvfeUnZ2t6Ohoffjhh8rMzFRJSYlGjRql+vr6nrxcBzfccIOysrL08MMPKysrSx988IHGjh1rbZ81a5bi4uK0adOmTp/f2R6K1NRUVVZWKiYmRlLfS4ChmGqZE3Pq7pzKysq0fv163XPPPUpLSwuJObXvMVR+Tszpizmnuro6xcbGqqqqyvob2pUe76Hwer0dGpSkEydOKDo6uqcv14FpmmpqalJGRobcbrd27NhhBYrm5mbt3r1bTz75ZJfPd7lccrlcHepOp1NOp9On1tWFdC4eF4i6YRid1rvqsad15sScuqrbPae2z217HkNhTpejzpyYU2/1eCn17ujxosypU6dqzZo11mPDMFRbW6tHH31UN954Y49e65FHHtEf//hHlZSU6ODBg1q2bJl27dqlefPmyTAMPfDAA1qxYoVee+01HTp0SAsXLtSAAQOUl5fX07YBAMBl1OM9FE8//bSuv/56jRo1So2NjcrLy1NhYaESExO1ZcuWHr3W6dOndeutt+rUqVOKjY3VmDFj9Pbbb2vq1KmSpKVLl6qhoUGLFy+Wx+PRuHHjtH379l7ZEwKgb2jbM/FZa6MA9H09XkMhSQ0NDdqyZYs++OADeb1eXXXVVZo3b54iIiIuR49+qa6u7vbxHwCB98knn+jZZ5/VkiVLNGTIELvbAdBOT/6G9ngPhSRFRERo0aJFWrRo0SU1CABtuPQ2EBp6HCheeOGFz9x+2223XXIzAL54CBRAaLik61C0d/78edXX1ys8PFwDBgwgUAAA8AXU47M8PB6Pz0dtba2OHDmiyZMn93hRJgAACA29cnOw4cOH6yc/+UmHvRcA8Hk4ywMIDb12t1Gn06mTJ0/21ssB+IIgUAChocdrKN544w2fx6Zp6tSpU1q7dq0mTZrUa40B+GJou9SvPzclAmC/HgeKm2++2eexYRhKSkrS17/+dT311FO91RcAAAgil3QvDwAAgPZ6bQ0FAAD44urWHoqHHnqo2y+4evXqS24GwBcPizKB0NCtQPHXv/61Wy/GLwQAPUWgAEJDtwLFzp07L3cfAL6gOMsDCA2soQAAAH67pLuN7t+/X7/5zW9UWlqq5uZmn22vvvpqrzQGAACCR4/3ULz00kuaNGmSDh8+rNdee03nz5/X4cOH9c477yg2NvZy9AgAAPq4HgeKFStW6Omnn9abb76p8PBwPfPMM/rb3/6mOXPmKC0t7XL0CCCEsSgTCA09DhQff/yxZs6cKUlyuVyqq6uTYRh68MEHtX79+l5vEEBoI1AAoaHHgSIhIUE1NTWSpCFDhujQoUOSpHPnzqm+vr53uwMQ8jjLAwgN3Q4UBw4ckCRde+212rFjhyRpzpw5uv/++3XnnXdq7ty5mjJlymVpEgAA9G3dPsvjqquu0tixY3XzzTdr7ty5kqQf/OAH6tevn959913Nnj1bP/zhDy9bowAAoO/q9h6K9957T1dddZX+4z/+Q1lZWZo/f752796tpUuX6o033tDq1asVHx9/OXsFAAB9VLcDxYQJE/Tcc8+pvLxc69at04kTJ3TDDTcoKytLTzzxhE6cOHE5+wQQoliUCYSGHi/KjIiI0IIFC7Rr1y4dPXpUc+fO1S9+8QtlZGToxhtvvBw9AgCAPu6SrpTZJisrS9///veVmpqqRx55RP/7v//bW30Btjl37pzq6ursbuMLo6KiwvrMXorAiYyMVFxcnN1tIIRccqDYvXu3nn/+eb3yyityOp2aM2eO7rjjjt7sDQi4c+fOafXTT6vl/Hm7W/nC+e1vf2t3C18oYf366aEHHyRUoNf0KFCUlZVp48aN2rhxo4qLizVx4kT953/+p+bMmaPIyMjL1SMQMHV1dWo5f17DJ16vAbEsMkZoqq/yqHDPTtXV1REo0Gu6HSimTp2qnTt3KikpSbfddpsWLVqk7Ozsy9kbYJsBsfGKSki0uw0ACBrdDhQRERF65ZVX9I//+I9yOp2XsycAABBkuh0o3njjjcvZBwAACGI9Pm0UAADgYgQKAADgNwIFAADwG4ECAAD4jUABAAD8RqAAAAB+I1AAAAC/ESgAAIDfCBQAAMBvBAoAAOA3AgUAAPAbgQIAAPiNQAEAAPxGoAAAAH4jUAAAAL8RKAAAgN8IFAAAwG9hdjcA9EX1VR67WwAuG/77xuVAoAA6Ubhnp90tAEBQIVAAnRg+8XoNiI23uw3gsqiv8hCa0esIFEAnBsTGKyoh0e42ACBo2Looc+XKlfrqV7+q6OhoDRo0SDfffLOOHDniM8Y0TeXn5yslJUURERHKzc1VQUGBTR0DAIDO2Boodu/erSVLlmjfvn3asWOHWlpaNG3aNNXV1VljVq1apdWrV2vt2rXav3+/3G63pk6dqpqaGhs7BwAA7dl6yOPtt9/2ebxhwwYNGjRIf/nLX/S1r31NpmlqzZo1WrZsmWbPni1J2rRpk5KTk7V582bdfffddrQNAAAu0qeuQ1FVVSVJSkhIkCQVFxervLxc06ZNs8a4XC5dd9112rNnjy09AgCAjvrMokzTNPXQQw9p8uTJGj16tCSpvLxckpScnOwzNjk5WcePH+/0dZqamtTU1GQ9rq6uliS1traqtbVVkmQYhhwOh7xer0zTtMa21dvGfV7d4XDIMIxO65Lk9Xq7VXc6nTJNs9P6xT12VWdOvTOni/sFQpnX65XX6+V3BHPqst4TfSZQ3Hffffroo4/07rvvdthmGIbPY9M0O9TarFy5UsuXL+9QLygoUFRUlKQLe0DS0tJ04sQJVVZWWmPcbrfcbrdKSkp81mikpqZq4MCBKiwsVGNjo1XPzMxUTEyMDh8+7PNDy87OVnh4uA4ePOjTQ05Ojpqbm30WnjqdTuXk5KimpkZFRUVWvX///ho5cqQ8Ho/KysqsenR0tLKyslRRUWEFLubUe3PyeLjgD744jh07pn79+vE7gjl1OaehQ4equwzz4shkg+9+97vaunWr/vCHPygjI8OqFxUVKSsrSx988IHGjh1r1WfNmqW4uDht2rSpw2t1tociNTVVlZWViomJkdT3EmAoptpgndPJkye1bt06fXnGbE4bRciqrTyrD7e9qnvvvVdDhgzhdwRz6rJeV1en2NhYVVVVWX9Du2LrHgrTNPXd735Xr732mnbt2uUTJiQpIyNDbrdbO3bssAJFc3Ozdu/erSeffLLT13S5XHK5XB3qTqdTTqfTp9b2D9jZ2EDXDcPotN5Vjz2tM6fu1bv6XkAocjgc1n/z/I5gTp9V7w5bA8WSJUu0efNmvf7664qOjrZ2+8TGxioiIkKGYeiBBx7QihUrNHz4cA0fPlwrVqzQgAEDlJeXZ2frAACgHVsDxbp16yRJubm5PvUNGzZo4cKFkqSlS5eqoaFBixcvlsfj0bhx47R9+3ZFR0cHuFsAANAV2w95fB7DMJSfn6/8/PzL3xAAALgkHDAGAAB+I1AAAAC/ESgAAIDfCBQAAMBvBAoAAOA3AgUAAPAbgQIAAPiNQAEAAPxGoAAAAH4jUAAAAL8RKAAAgN9svZcH0FfVV3nsbgG4bPjvG5cDgQJoJzIyUmH9+qlwz067WwEuq7B+/RQZGWl3GwghBAqgnbi4OD304IOqq6uzu5UvjIqKCv3mN7/Rt7/9bQ0aNMjudr4wIiMjFRcXZ3cbCCEECuAicXFx/KININM0JUlJSUkaMmSIzd0AuFQsygRgq7ZA0fYZQHAiUAAAAL8RKAAAgN8IFAAAwG8ECgC2MgzD5zOA4ESgAAAAfiNQALAVZ3kAoYFAAQAA/EagAAAAfiNQAAAAvxEoANjK4XD4fAYQnHgHA7AVizKB0ECgAGArAgUQGggUAADAbwQKAADgNwIFAADwG4ECgK04ywMIDbyDAdiKRZlAaCBQALAVgQIIDQQKAADgNwIFAADwG4ECAAD4jUABwFac5QGEBt7BAGzFokwgNBAoANiKQAGEBgIFAADwG4ECAAD4jUABwFaGYfh8BhCcCBQAbEWgAEIDgQKArViUCYQGAgUAWxEogNBAoAAAAH4jUAAAAL8RKADYikWZQGggUACwFYECCA0ECgC28nq9Pp8BBCcCBQAA8JutgeIPf/iDbrrpJqWkpMgwDG3dutVnu2mays/PV0pKiiIiIpSbm6uCggJ7mgUAAF2yNVDU1dXpy1/+stauXdvp9lWrVmn16tVau3at9u/fL7fbralTp6qmpibAnQIAgM8SZuc3nzFjhmbMmNHpNtM0tWbNGi1btkyzZ8+WJG3atEnJycnavHmz7r777kC2CuAyYVEmEBpsDRSfpbi4WOXl5Zo2bZpVc7lcuu6667Rnz54uA0VTU5Oampqsx9XV1ZKk1tZWtba2Srrwi8vhcMjr9fpcna+t3jbu8+oOh0OGYXRalzouMuuq7nQ6ZZpmp/WLe+yqzpyYU7DO6eLvEQpzat9jqPycmNMXc0490WcDRXl5uSQpOTnZp56cnKzjx493+byVK1dq+fLlHeoFBQWKioqSJCUkJCgtLU0nTpxQZWWlNcbtdsvtdqukpMTnsEpqaqoGDhyowsJCNTY2WvXMzEzFxMTo8OHDPj+07OxshYeH6+DBgz495OTkqLm5WUeOHLFqTqdTOTk5qqmpUVFRkVXv37+/Ro4cKY/Ho7KyMqseHR2trKwsVVRUWP9GzIk5BfOc2p5TW1srSSExpzah9HNiTl/MOQ0dOlTdZZh95AL6hmHotdde08033yxJ2rNnjyZNmqSTJ09q8ODB1rg777xTZWVlevvttzt9nc72UKSmpqqyslIxMTHW9+pLCTAUUy1zYk7dnVNZWZnWr1+ve+65R2lpaSExp/Y9hsrPiTl9MedUV1en2NhYVVVVWX9Du9Jn91C43W5JF/ZUtA8UFRUVHfZatOdyueRyuTrUnU6nnE6nT63tH7CzsYGuG4bRab2rHntaZ07Mqau63XNq+9y2hiIU5nQ56syJOfVWj5dS744+ex2KjIwMud1u7dixw6o1Nzdr9+7dmjhxoo2dAQCAi9m6h6K2tlbHjh2zHhcXF+vAgQPWMaQHHnhAK1as0PDhwzV8+HCtWLFCAwYMUF5eno1dA+hNnOUBhAZbA8X777+v66+/3nr80EMPSZIWLFigjRs3aunSpWpoaNDixYvl8Xg0btw4bd++XdHR0Xa1DKCXESiA0GBroMjNze2wSKU9wzCUn5+v/Pz8wDUFIKC4lwcQGvrsGgoAABA8CBQAAMBvBAoAAOA3AgUAW7EoEwgNBAoAAOA3AgUAW7Wd6dVH7gIA4BIRKAAAgN8IFAAAwG8ECgAA4DcCBQBbcZYHEBoIFAAAwG8ECgC24iwPIDQQKAAAgN8IFAAAwG8ECgAA4DcCBQBbORwOn88AghPvYAC2YlEmEBoIFABsRaAAQgOBAgAA+I1AAcA2LS0t+vDDDyVJH374oVpaWmzuCMClCrO7AQD+a25u1pkzZ+xuo0fee+89ffjhh9ahjj179mjv3r368pe/rEmTJtncXfclJSUpPDzc7jYA2xEogBBw5swZPfvss3a34TfTNHXgwAEdOHDA7la6bcmSJRoyZIjdbQC2I1AAISApKUlLliyxu41uaWlp0fr169W/f38tXLhQhmGourpaMTExMk1TGzduVGNjo+666y6FhfX9X1FJSUl2twD0CX3/3Qrgc4WHhwfN/yW/++67Mk1T06dPV2pqqlpbW3X27FkNHjxYTqdT3/jGN7R161aVlZVp8uTJdrcLoJtYlAkgoCorKyVJI0eO7HR7W71tHIDgQKAAEFAJCQmSpL///e+dbm+rt40DEBwIFAACavz48XI4HNqxY4d1mmh0dLSkC+srfve738nhcGj8+PF2tgmghwgUAAIqLCxMkyZNUm1trVatWqW//OUvSkpK0l/+8hetWrVKtbW1mjRpUlAsyATwf3jHAgi4GTNmSLpwLYqtW7dadYfDoWuvvdbaDiB4GGaIX0C/urpasbGxqqqqUkxMjN3tAGinpaVFe/fuVWFhoYYPH64JEyawZwLoQ3ryN5R3LgDbhIWFaeLEiYqOjlZOTo6cTqfdLQG4RKyhAAAAfiNQALCVYRhKSEiQYRh2twLADxzyAGArh8OhtLQ0u9sA4Cf2UACwldfrVWlpqbxer92tAPADgQKArUzTVGVlpUL8hDMg5BEoAACA30J+DUXb//VUV1fb3AmAzrS2tqq2tlbV1dWcNgr0MW1/O7uzBzHkA0VNTY0kKTU11eZOAAAITjU1NYqNjf3MMSF/pUyv16uTJ08qOjqa09KAPqi6ulqpqakqKyvjarZAH2OapmpqapSSkiKH47NXSYR8oADQt3F5fCA0sCgTAAD4jUABAAD8RqAAYCuXy6VHH31ULpfL7lYA+IE1FAAAwG/soQAAAH4jUAAAAL8RKAAAgN8IFAAAwG8ECgCXZOHChTIMQ/fcc0+HbYsXL5ZhGFq4cKHP2Is/pk+fbj0nPT3dqkdERCg9PV1z5szRO++8Y4156qmnFBsbq/r6+g7fs7GxUXFxcVq9enXvTxbA5yJQALhkqampeumll9TQ0GDVGhsbtWXLFqWlpfmMnT59uk6dOuXzsWXLFp8xP/7xj3Xq1CkdOXJEL7zwguLi4nTDDTfoiSeekCTddtttamho0CuvvNKhl1deeUX19fW69dZbL8NMAXyekL85GIDL56qrrlJRUZFeffVVzZs3T5L06quvKjU1VZmZmT5jXS6X3G73Z75edHS0NSYtLU1f+9rXNHjwYP3oRz/St771LWVnZ+umm27S888/3yE4PP/88/rmN7+ppKSkXpwhgO5iDwUAv9x+++3asGGD9fj555/XokWLeu3177//fpmmqddff12SdMcdd2j37t0qLi62xpSUlGjnzp264447eu37AugZAgUAv9x666169913VVJSouPHj+u9997T/PnzO4x78803FRUV5fPx2GOPfe7rJyQkaNCgQSopKZEkfeMb31BKSoo2btxojdmwYYNSUlI0bdq03poWgB7ikAcAvyQmJmrmzJnatGmTTNPUzJkzlZiY2GHc9ddfr3Xr1vnUEhISuvU9TNOUYRiSJKfTqQULFmjjxo169NFHZRiGNm3apIULF8rpdPo/IQCXhEABwG+LFi3SfffdJ0l69tlnOx0TGRmpYcOG9fi1P/30U505c0YZGRk+32/lypXWGSClpaW6/fbbL6FzAL2FQAHAb9OnT1dzc7OkC4cketMzzzwjh8Ohm2++2aplZWXpuuuu04YNG2SapnJzc5WVldWr3xdAzxAoAPjN6XTqb3/7m/V1Z5qamlReXu5TCwsL8zk8UlNTo/Lycp0/f17FxcV68cUX9ctf/lIrV67ssHfjjjvu0J133ilJ+uUvf9mb0wFwCViUCaBXxMTEKCYmpsvtb7/9tgYPHuzzMXnyZJ8xP/rRjzR48GANGzZMt956q6qqqvT73/9eDz/8cIfX+6d/+ie5XC65XC7Nnj271+cDoGe4fTkAAPAbeygAAIDfCBQAAMBvBAoAAOA3AgUAAPAbgQIAAPiNQAEAAPxGoAAAAH4jUAAAAL8RKAAAgN8IFAAAwG8ECgAA4DcCBQAA8Nv/A9QVAHPT4B1tAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,4))\n",
"sns.boxplot(y=housing_df.medv, color = 'lightblue', width = 0.4)\n",
"\n",
"plt.xticks([0], ['MEDV'])\n",
"plt.ylabel('Value')\n",
"plt.title('Boxplot')\n",
"plt.grid(True, linestyle='--', alpha=0.6)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "afdfd2f1-54df-43b4-be0b-34419746cf96",
"metadata": {},
"source": [
"## Relationships among variables"
]
},
{
"cell_type": "markdown",
"id": "9af7bb73-331a-426e-b493-325db66353ab",
"metadata": {},
"source": [
"### Two Categorical Variables"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "5a4c5cc8-1243-4e03-9aee-f3fd06f589b2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" CAT_MEDV | \n",
" 0 | \n",
" 1 | \n",
" All | \n",
"
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" \n",
" chas | \n",
" | \n",
" | \n",
" | \n",
"
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" \n",
" \n",
" \n",
" 0 | \n",
" 398 | \n",
" 73 | \n",
" 471 | \n",
"
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" 1 | \n",
" 24 | \n",
" 11 | \n",
" 35 | \n",
"
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" All | \n",
" 422 | \n",
" 84 | \n",
" 506 | \n",
"
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" \n",
"
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"
"
],
"text/plain": [
"CAT_MEDV 0 1 All\n",
"chas \n",
"0 398 73 471\n",
"1 24 11 35\n",
"All 422 84 506"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.crosstab(housing_df.chas, housing_df.CAT_MEDV, margins = True)"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "2cc01a9a-5fd1-4da7-914b-64c97569891f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" CAT_MEDV | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" chas | \n",
" | \n",
" | \n",
"
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" \n",
" \n",
" \n",
" 0 | \n",
" 0.85 | \n",
" 0.15 | \n",
"
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" \n",
" 1 | \n",
" 0.69 | \n",
" 0.31 | \n",
"
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" \n",
"
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"
"
],
"text/plain": [
"CAT_MEDV 0 1\n",
"chas \n",
"0 0.85 0.15\n",
"1 0.69 0.31"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# To modify the pd.crosstab() function to compute relative frequencies, you can use the normalize parameter\n",
"CTab1 = pd.crosstab(housing_df.chas, housing_df.CAT_MEDV, margins = False, normalize = 'index' ).round(2)\n",
"CTab2 = pd.crosstab(housing_df.chas, housing_df.CAT_MEDV, margins = False, normalize = 'columns').round(2)\n",
"CTab1"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5657156d-159f-40f9-90ba-270ec522460c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "b9b233dc-b40f-422e-8c44-76291bd9935b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "9fe998cb-9d4c-4382-952b-f4749a2b0d4c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 102,
"id": "d51f7cd3-eab0-4111-bb6d-b0e11eebb3b3",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" CAT_MEDV | \n",
" 0 | \n",
" 1 | \n",
"
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" \n",
" chas | \n",
" | \n",
" | \n",
"
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" \n",
" \n",
" \n",
" 0 | \n",
" 0.94 | \n",
" 0.87 | \n",
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" 1 | \n",
" 0.06 | \n",
" 0.13 | \n",
"
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" \n",
"
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"
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],
"text/plain": [
"CAT_MEDV 0 1\n",
"chas \n",
"0 0.94 0.87\n",
"1 0.06 0.13"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CTab2"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "748d1957-ecd5-4fc1-95c4-27f46bd353ed",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"CTab1.plot(kind = 'barh', stacked = True, figsize=(8,6), color=['C3', 'C9'])\n",
"\n",
"plt.ylabel(\"Proportion\")\n",
"plt.xlabel(\"CHAS\")\n",
"plt.title(\"Relative Frequency of CAT_MEDV by CHAS\")\n",
"plt.legend(title=\"CAT_MEDV\", bbox_to_anchor=(1,1))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "40e81c37-f2d9-422e-9d26-9f9b85b1c9c4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XQ4cO1fvvv69Dhw7ZTT24WknzScPCwlRYWKjTp0+revXqJW7nag0aNLBOmykrDw8P67xxR+9dqbCwUIsXL1ZYWJhiYmKsczd79uwpf39/paamatSoUTbrVKtWTf3791f//v0lSYcPH1bv3r01d+5c/e1vf1N0dHSJ9RX3Z0W6/DkWfUdjx47VqFGj9O2336pRo0b697//rXvuucfh+ldq0KCBvvvuO507d07+/v4l9pWkTz75RAcPHlRycrJNcB0wYIA2bNig5cuX64EHHih1O8669dZb1bRpUy1cuFD/+c9/NH78eJt/GDoSFRVV7HdcVkX/0AsLC7O2denSRc2aNVN6eromTpyo//73v9q5c6f1Fn9ARRFmgWJc+cPevXt3FRQUaNGiRXrrrbd0zz33WEPc5MmTi71Ypnnz5g7bc3Jy9P7772vq1Kl67LHHrO0XLlzQqVOnKlR3XFycwsLClJ6erri4OKWnp6tDhw42t9cpuqBp7dq1DrdRs2bNCtVQ5Or/URV9ZkVzGotTFCKzs7Pt3ru6rWi+adHFZUWuDqYV+b6KU69ePUmX50aGh4eX2Hfs2LG69957tXPnTs2ZM0fNmjWzjtgVp+hzcHR/1mPHjsnDw8Op+YZxcXGaPXu2tm3bVu55s2Wxfv16a6i5+h8EkrRt2zbt27evxFtONWjQQPfff7/Gjx+vvXv3lhpmS/qzcmUNQ4YM0aRJkzR37lzdcsstys7OLnVkXbr8ma1bt07vvfdemS6iKpob/OKLL+rFF190+P61DLPS5Tn0TzzxhCwWi+Lj46/pvqTLo7Lvvfee/P397UJxQkKCHnvsMX355ZdatmyZPDw8ir03MVBeTDMAymjmzJmqXbu2nnrqKRUWFqp58+Zq2rSpvv76a7Vr187hUlwotFgsMgzDOtJXZNGiRXYXXFw9GlgaT09PDR8+XKtXr9bmzZu1fft2m1O9knTnnXfq5MmTKigocFh3eUNdWcXFxcnLy0s//PBDsZ+ZdDlUhoaGavny5TanLX/88Udt2bLFZptFp+n/+9//2rS/++67Nq8r8n0VJzY2Vp6enpo/f36pfe+66y41aNBAEydO1Pr16zV69OhSR6WaN2+u+vXra9myZTafw7lz57Ry5UrrHQ7Ka8KECfL399fo0aOVk5Nj975hGGV6WEFxUlNT5eHhodWrV2vDhg02S9Gp5qILgvLy8nT27FmH2ymabnPlKF9xPv74Y5s7jRQUFGjFihVq3Lixzci5n5+f7r//fr366qt68cUX1aZNG3Xu3LnU7ScmJiokJESPPvqozQMlrrRq1SpJl6f2vP322+rcubPd8W/YsEFDhw7VV199pW+++abU/VZEfHy8+vbtq0ceecR6b9trafr06dq3b5/GjRtnd1FjfHy89ULIpUuXqkePHiX+gxYoD0ZmgTKqXbu2Jk+erEcffVTLli3TsGHDtHDhQvXu3VtxcXEaOXKk6tevr1OnTikzM1M7d+4s9lY/AQEBuvXWW/XCCy8oKChIDRs21KeffqrU1FTVqlXLpm+rVq0kSa+88opq1qwpPz8/RUZGOhzxKpKQkKDnn39eQ4YMUbVq1TRw4ECb9wcNGqSlS5fqjjvu0Lhx49S+fXt5e3vr6NGj2rBhg/r163dNblTfsGFDpaSkaMqUKTpw4IB1LvLPP/+sL7/8Uv7+/po+fbo8PDz09NNPa9SoUbrrrrv017/+VWfOnNG0adPsTgeHhISoZ8+emjFjhmrXrq2IiAh9/PHH1mBxJWe/r5KO5/HHH9fTTz+tX3/9VYMHD1ZgYKD27dunEydOaPr06da+np6eGjNmjCZNmiR/f/8yjUp5eHho5syZGjp0qO6880498MADunDhgl544QWdOXNGzz33XLnqLRIZGak33nhDAwcOVJs2bawPTZAuP6QjLS1NhmE49Wfg5MmTeueddxQXF6d+/fo57PPSSy9pyZIlmjFjhr799lvFxcVp0KBB6tq1q0JDQ3X69Gl98MEHeuWVV9StW7cyzZMOCgrSbbfdpieffFL+/v6aN2+e9u/fb3N7riKjR4/WzJkztWPHDutDHUoTGBiod955R3feeafatm1r89CE7777Tq+//rq+/vpr/eUvf9HSpUv122+/aezYsQ5vkVa3bl0tXbpUqampeumll8q0f2eEhYVp9erVZe7/zTffOLw7RePGja1nISTpzJkz2rZtm6TL/7AqemjC5s2bNWDAAJs/90VCQkJ0xx13WG9NlpiYWP4DAorjtkvPgCqqpBuI//rrr0aDBg2Mpk2bGvn5+YZhGMbXX39tDBgwwLjhhhsMb29vIyQkxLjtttuMBQsWWNdzdMX90aNHjbvvvtuoXbu2UbNmTeP22283vvnmGyMiIsLuyvBZs2YZkZGRhqenp82VyFffzeBKnTp1MiQVe6X9pUuXjH/84x9G69atDT8/P6NGjRpGixYtjAceeMD47rvvSvyMSntoQmk3YV+9erXRvXt3IyAgwPD19TUiIiKMe+65x1i/fr1Nv0WLFhlNmzY1fHx8jGbNmhlpaWkOjzkrK8u45557jDp16hiBgYHGsGHDjO3bt9tdtW0YZfu+iqu/uDsnLFmyxLj55putn2Pbtm3t9msYl6/wl2QkJSU5/FyKs3r1aqNDhw6Gn5+f4e/vb/To0cP4/PPPHdZWlrsZFPnhhx+M0aNHG02aNDF8fX2NatWqGS1btjSSk5Nt7rJQnocmzJo1y5BkrF69utj+CxYssN5N4/Tp08Yzzzxj3HbbbUb9+vUNHx8fw9/f32jTpo3xzDPPGOfPny/1OPT/H5owb948o3Hjxoa3t7fRokULY+nSpcWu061bN6NOnTpl2v6VsrOzjUmTJhnR0dFG9erVDV9fX6NJkybGAw88YOzZs8cwDMNo06aN3d0rrnbLLbcYQUFBNn1ceTeD4pT3bgaSjH//+9/WvhEREdZ2i8Vi1KhRw2jevLkxfPhw46OPPipx3++8844hyahTp47x22+/OX2cwNUshnGN794MAC40cuRIbdy40en7kbrT7NmzNXbsWH3zzTelzgHFtXP8+HFFRETooYcecviYVQDmwjQDALjGdu3apYMHDyolJUX9+vUjyLrJ0aNHdeDAAb3wwgvy8PDQuHHj3F0SABcgzALANXbXXXcpOztbXbp00YIFC9xdznVr0aJFSklJUcOGDbV06dJKuSjKFQoKCkp8BK7FYpGnp2clVgRULUwzAACgCmvYsKH1VmeOXPnAEeB6xMgsAABV2HvvvWd3H+Urueq+0IBZMTILAAAA0+KhCQAAADCt626aQWFhoY4dO6aaNWvyTGgAAIAqyDAM5eXlKSwsTB4eJY+9Xndh9tixY6U+Qx0AAADud+TIEZtHUjty3YXZoonyR44cUUBAgJurAQAAwNVyc3MVHh5epgscr7swWzS1ICAggDALAABQhZVlSigXgAEAAMC0CLMAAAAwLcIsAAAATOu6mzMLAABgBoWFhbp48aK7y7hmfHx8Sr3tVlkQZgEAAKqYixcv6uDBgyosLHR3KdeMh4eHIiMj5ePjU6HtEGYBAACqEMMwlJWVJU9PT4WHh7tk9LKqKXqIVVZWlho0aFChB1kRZgEAAKqQ/Px8nT9/XmFhYapevbq7y7lm6tWrp2PHjik/P1/e3t5Ob+f3F/UBAABMrKCgQJIqfPq9qis6vqLjdRZhFgAAoAqqyKl3M3DV8RFmAQAAYFqEWQAAAJgWYRYAAOB3IDs7Ww899JAaNWokX19fhYeHq2/fvvr4448lSQ0bNtSsWbPs1ps2bZratGlj13706FH5+PioRYsWDve3YcMGde/eXXXq1FH16tXVtGlTxcfHKz8/35WHVSrCLAAAgMkdOnRIMTEx+uSTTzRz5kzt2bNHa9euVffu3TVmzBintrl48WINGDBA58+f1+eff27z3t69e9W7d2/dfPPN2rRpk/bs2aPZs2fL29u70u+Ny625AAAATG706NGyWCz68ssv5e/vb22Pjo5WQkJCubdnGIbS09M1b948/eEPf1Bqaqo6d+5sfT8jI0OhoaGaOXOmta1x48a6/fbbK3YgTmBkFgAAwMROnTqltWvXasyYMTZBtkitWrXKvc0NGzbo/Pnz6tmzp4YPH67//Oc/ysvLs74fEhKirKwsbdq0qSKlu4Rbw+ymTZvUt29fhYWFyWKxaPXq1aWu8+mnnyomJkZ+fn5q1KiRFixYcO0LBQAAqKK+//57GYZR7NzWK02aNEk1atSwWZ599lm7fqmpqRo0aJA8PT0VHR2tJk2aaMWKFdb37733Xg0ePFhdu3ZVaGio7rrrLs2ZM0e5ubkuPbaycGuYPXfunFq3bq05c+aUqf/Bgwd1xx13qEuXLtq1a5cef/xxjR07VitXrrzGlQIAAFRNhmFIKtt9Wx955BHt3r3bZklKSrLpc+bMGa1atUrDhg2ztg0bNkxpaWnW156enkpPT9fRo0c1c+ZMhYWF6e9//7uio6OVlZXloiMrG7fOme3du7d69+5d5v4LFixQgwYNrFfiRUVFafv27frHP/6hu++++xpVCQAAUHU1bdpUFotFmZmZ6t+/f4l9g4KC1KRJE5u2OnXq2LxetmyZfvvtN3Xo0MHaZhiGCgsLtW/fPrVs2dLaXr9+fQ0fPlzDhw/XM888o2bNmmnBggWaPn16xQ+sjEw1Z3br1q2KjY21aYuLi9P27dt16dIlh+tcuHBBubm5NgsAAMDvRZ06dRQXF6e5c+fq3Llzdu+fOXOmXNtLTU3VxIkTbUZvv/76a3Xv3t1mdPZqtWvXVmhoqMMariVT3c0gOztbwcHBNm3BwcHKz8/XiRMnFBoaarfOjBkzKvVfB79nIRt2u7sEXCeyu7dxdwm4TvC7hspyrX/X5s2bp06dOql9+/ZKSUnRjTfeqPz8fGVkZGj+/PnKzMws03Z2796tnTt3aunSpXZzcAcPHqwpU6ZoxowZSktL0+7du3XXXXepcePG+u2337RkyRLt3btXs2fPvhaHWCxTjcxK9vNBSpsnMnnyZOXk5FiXI0eOXPMaAQAAKlNkZKR27typ7t27a+LEiWrVqpV69eqljz/+WPPnzy/zdlJTU9WyZUuHF5P1799fp06d0nvvvaf27dvr7NmzSkpKUnR0tLp27apt27Zp9erV6tq1qysPrVSmGpkNCQlRdna2Tdvx48fl5eWlunXrOlzH19dXvr6+lVEeAACA24SGhmrOnDnFXlh/6NAhh+3Tpk3TtGnTJKnEUdV69erZPN3rtddec7pWVzLVyGzHjh2VkZFh07Zu3Tq1a9dO3t7ebqoKAAAA7uLWMHv27FnrxGLp8q23du/ercOHD0u6PEVgxIgR1v5JSUn68ccflZycrMzMTKWlpSk1NVUPP/ywO8oHAACAm7l1msH27dvVvXt36+vk5GRJUnx8vBYvXqysrCxrsJUuzwdZs2aNJkyYoLlz5yosLEwvv/wyt+UCAAC4Trk1zHbr1s16AZcjixcvtmvr2rWrdu7ceQ2rAgAAgFmYas4sAAAAcCXCLAAAAEyLMAsAAADTIswCAADAtAizAAAAMC3CLAAAAEzLVI+zBQAAuF5ltoiq1P1F7c90ar158+bphRdeUFZWlqKjozVr1ix16dLFxdX9DyOzAAAAcIkVK1Zo/PjxmjJlinbt2qUuXbqod+/eNg/BcjXCLAAAAFzixRdfVGJiokaNGqWoqCjNmjVL4eHhmj9//jXbJ2EWAAAAFXbx4kXt2LFDsbGxNu2xsbHasmXLNdsvYRYAAAAVduLECRUUFCg4ONimPTg4WNnZ2ddsv4RZAAAAuIzFYrF5bRiGXZsrEWYBAABQYUFBQfL09LQbhT1+/LjdaK0rEWYBAABQYT4+PoqJiVFGRoZNe0ZGhjp16nTN9st9ZgEAAOASycnJGj58uNq1a6eOHTvqlVde0eHDh5WUlHTN9kmYBQAAMAFnH2JQmQYOHKiTJ08qJSVFWVlZatWqldasWaOIiIhrtk/CLAAAAFxm9OjRGj16dKXtjzmzAAAAMC3CLAAAAEyLaQYosw1/G+zuEnC9MMG8MABA1cDILAAAAEyLMAsAAADTIswCAADAtAizAAAAMC3CLAAAAEyLMAsAAADTIswCAADAtLjPLAAAgAmEbNhdqfvL7t6m3Ots2rRJL7zwgnbs2KGsrCy9/fbb6t+/v8truxIjswAAAHCJc+fOqXXr1pozZ06l7ZORWQAAALhE79691bt370rdJyOzAAAAMC3CLAAAAEyLMAsAAADTIswCAADAtAizAAAAMC3uZgAAAACXOHv2rL7//nvr64MHD2r37t2qU6eOGjRocE32SZgFAAAwAWceYlDZtm/fru7du1tfJycnS5Li4+O1ePHia7JPwiwAAABcolu3bjIMo1L3yZxZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAACAKqiyL6SqbK46PsIsAABAFeLp6SlJunjxopsrubaKjq/oeJ3FrbkAAACqEC8vL1WvXl2//PKLvL295eHx+xt7LCws1C+//KLq1avLy6ticZQwCwAAUIVYLBaFhobq4MGD+vHHH91dzjXj4eGhBg0ayGKxVGg7hFkAAIAqxsfHR02bNv1dTzXw8fFxyagzYRYAAKAK8vDwkJ+fn7vLqPJ+f5MwAAAAcN0gzAIAAMC0mGYAALhubfjbYHeXgOvF/kx3V/C7xcgsAAAATIswCwAAANMizAIAAMC0CLMAAAAwLcIsAAAATIswCwAAANMizAIAAMC0CLMAAAAwLcIsAAAATIswCwAAANMizAIAAMC0CLMAAAAwLcIsAAAATIswCwAAANMizAIAAMC0CLMAAAAwLcIsAAAATIswCwAAANMizAIAAMC0CLMAAAAwLcIsAAAATIswCwAAANMizAIAAMC0CLMAAAAwLcIsAAAATIswCwAAANNye5idN2+eIiMj5efnp5iYGG3evLnE/kuXLlXr1q1VvXp1hYaG6r777tPJkycrqVoAAABUJW4NsytWrND48eM1ZcoU7dq1S126dFHv3r11+PBhh/0/++wzjRgxQomJidq7d6/efPNNffXVVxo1alQlVw4AAICqwK1h9sUXX1RiYqJGjRqlqKgozZo1S+Hh4Zo/f77D/tu2bVPDhg01duxYRUZG6k9/+pMeeOABbd++vZIrBwAAQFXgtjB78eJF7dixQ7GxsTbtsbGx2rJli8N1OnXqpKNHj2rNmjUyDEM///yz3nrrLfXp06fY/Vy4cEG5ubk2CwAAAH4f3BZmT5w4oYKCAgUHB9u0BwcHKzs72+E6nTp10tKlSzVw4ED5+PgoJCREtWrV0uzZs4vdz4wZMxQYGGhdwsPDXXocAAAAcB+3XwBmsVhsXhuGYddWZN++fRo7dqyeeuop7dixQ2vXrtXBgweVlJRU7PYnT56snJwc63LkyBGX1g8AAAD38XLXjoOCguTp6Wk3Cnv8+HG70doiM2bMUOfOnfXII49Ikm688Ub5+/urS5cueuaZZxQaGmq3jq+vr3x9fV1/AAAAAHA7t43M+vj4KCYmRhkZGTbtGRkZ6tSpk8N1zp8/Lw8P25I9PT0lXR7RBQAAwPXFrdMMkpOTtWjRIqWlpSkzM1MTJkzQ4cOHrdMGJk+erBEjRlj79+3bV6tWrdL8+fN14MABff755xo7dqzat2+vsLAwdx0GAAAA3MRt0wwkaeDAgTp58qRSUlKUlZWlVq1aac2aNYqIiJAkZWVl2dxzduTIkcrLy9OcOXM0ceJE1apVS7fddpuef/55dx0CAAAA3MhiXGfn53NzcxUYGKicnBwFBAS4uxxTyWwR5e4ScJ2I2p/p7hJwneB3DZWF37XyKU9ec/vdDAAAAABnEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpuT3Mzps3T5GRkfLz81NMTIw2b95cYv8LFy5oypQpioiIkK+vrxo3bqy0tLRKqhYAAABViZc7d75ixQqNHz9e8+bNU+fOnbVw4UL17t1b+/btU4MGDRyuM2DAAP38889KTU1VkyZNdPz4ceXn51dy5QAAAKgK3BpmX3zxRSUmJmrUqFGSpFmzZumjjz7S/PnzNWPGDLv+a9eu1aeffqoDBw6oTp06kqSGDRtWZskAAACoQtw2zeDixYvasWOHYmNjbdpjY2O1ZcsWh+u8++67ateunWbOnKn69eurWbNmevjhh/Xrr78Wu58LFy4oNzfXZgEAAMDvg9tGZk+cOKGCggIFBwfbtAcHBys7O9vhOgcOHNBnn30mPz8/vf322zpx4oRGjx6tU6dOFTtvdsaMGZo+fbrL6wcAAID7ORVmz507p+eee04ff/yxjh8/rsLCQpv3Dxw4UOZtWSwWm9eGYdi1FSksLJTFYtHSpUsVGBgo6fJUhXvuuUdz585VtWrV7NaZPHmykpOTra9zc3MVHh5e5voAAABQdTkVZkeNGqVPP/1Uw4cPV2hoaLHhsyRBQUHy9PS0G4U9fvy43WhtkdDQUNWvX98aZCUpKipKhmHo6NGjatq0qd06vr6+8vX1LXd9AAAAqPqcCrMffvihPvjgA3Xu3NnpHfv4+CgmJkYZGRm66667rO0ZGRnq16+fw3U6d+6sN998U2fPnlWNGjUkSf/3f/8nDw8P/eEPf3C6FgAAAJiTUxeA1a5d23o3gYpITk7WokWLlJaWpszMTE2YMEGHDx9WUlKSpMtTBEaMGGHtP2TIENWtW1f33Xef9u3bp02bNumRRx5RQkKCwykGAAAA+H1zKsw+/fTTeuqpp3T+/PkK7XzgwIGaNWuWUlJS1KZNG23atElr1qxRRESEJCkrK0uHDx+29q9Ro4YyMjJ05swZtWvXTkOHDlXfvn318ssvV6gOAAAAmJPFMAyjvCu1bdtWP/zwgwzDUMOGDeXt7W3z/s6dO11WoKvl5uYqMDBQOTk5CggIcHc5ppLZIsrdJeA6EbU/090l4DrB7xoqC79r5VOevObUnNn+/fs7sxoAAADgUk6F2alTp7q6DgAAAKDcKvTQhB07digzM1MWi0UtW7ZU27ZtXVUXAAAAUCqnwuzx48c1aNAgbdy4UbVq1ZJhGMrJyVH37t31xhtvqF69eq6uEwAAALDj1N0MHnroIeXm5mrv3r06deqUTp8+rW+++Ua5ubkaO3asq2sEAAAAHHJqZHbt2rVav369oqL+dxVoy5YtNXfuXMXGxrqsOAAAAKAkTo3MFhYW2t2OS5K8vb1VWFhY4aIAAACAsnAqzN52220aN26cjh07Zm376aefNGHCBPXo0cNlxQEAAAAlcSrMzpkzR3l5eWrYsKEaN26sJk2aKDIyUnl5eZo9e7arawQAAAAccmrObHh4uHbu3KmMjAzt379fhmGoZcuW6tmzp6vrAwAAAIpVofvM9urVS7169XJVLQAAAEC5lDnMvvzyy7r//vvl5+enl19+ucS+3J4LAAAAlaHMYfall17S0KFD5efnp5deeqnYfhaLhTALAACASlHmMHvw4EGH/w0AAAC4i1N3M0hJSdH58+ft2n/99VelpKRUuCgAAACgLJwKs9OnT9fZs2ft2s+fP6/p06dXuCgAAACgLJwKs4ZhyGKx2LV//fXXqlOnToWLAgAAAMqiXLfmql27tiwWiywWi5o1a2YTaAsKCnT27FklJSW5vEgAAADAkXKF2VmzZskwDCUkJGj69OkKDAy0vufj46OGDRuqY8eOLi8SAAAAcKRcYTY+Pl75+fmSpJ49e+oPf/jDNSkKAAAAKItyz5n18vLS6NGjVVBQcC3qAQAAAMrMqQvAOnTooF27drm6FgAAAKBcyjXNoMjo0aM1ceJEHT16VDExMfL397d5/8Ybb3RJcQAAAEBJnAqzAwcOlCSbx9ZaLBbrLbuYggAAAIDK4FSY5XG2AAAAqAqcCrMRERGurgMAAAAoN6fCrCT98MMPmjVrljIzM2WxWBQVFaVx48apcePGrqwPAAAAKJZTdzP46KOP1LJlS3355Ze68cYb1apVK33xxReKjo5WRkaGq2sEAAAAHHJqZPaxxx7ThAkT9Nxzz9m1T5o0Sb169XJJcQAAAEBJnBqZzczMVGJiol17QkKC9u3bV+GiAAAAgLJwKszWq1dPu3fvtmvfvXu3brjhhorWBAAAAJSJU9MM/vrXv+r+++/XgQMH1KlTJ1ksFn322Wd6/vnnNXHiRFfXCAAAADjkVJh98sknVbNmTf3zn//U5MmTJUlhYWGaNm2azYMUAAAAgGvJqTBrsVg0YcIETZgwQXl5eZKkmjVrurQwAAAAoDRO32dWko4fP65vv/1WFotFzZs3V7169VxVFwAAAFAqpy4Ay83N1fDhwxUWFqauXbvq1ltvVVhYmIYNG6acnBxX1wgAAAA45FSYHTVqlL744gt98MEHOnPmjHJycvT+++9r+/bt+utf/+rqGgEAAACHnJpm8MEHH+ijjz7Sn/70J2tbXFyc/v3vf+v22293WXEAAABASZwama1bt64CAwPt2gMDA1W7du0KFwUAAACUhVNh9oknnlBycrKysrKsbdnZ2XrkkUf05JNPuqw4AAAAoCROTTOYP3++vv/+e0VERKhBgwaSpMOHD8vX11e//PKLFi5caO27c+dO11QKAAAAXMWpMNu/f38XlwEAAACUn1NhdurUqa6uAwAAACi3Cj00YceOHcrMzJTFYlHLli3Vtm1bV9UFAAAAlMqpMHv8+HENGjRIGzduVK1atWQYhnJyctS9e3e98cYbPAkMAAAAlcKpuxk89NBDys3N1d69e3Xq1CmdPn1a33zzjXJzczV27FhX1wgAAAA45NTI7Nq1a7V+/XpFRUVZ21q2bKm5c+cqNjbWZcUBAAAAJXFqZLawsFDe3t527d7e3iosLKxwUQAAAEBZOBVmb7vtNo0bN07Hjh2ztv3000+aMGGCevTo4bLiAAAAgJI4FWbnzJmjvLw8NWzYUI0bN1aTJk0UGRmpvLw8zZ4929U1AgAAAA45NWc2PDxcO3fuVEZGhvbv3y/DMNSyZUv17NnT1fUBAAAAxSp3mM3Pz5efn592796tXr16qVevXteiLgAAAKBU5Z5m4OXlpYiICBUUFFyLegAAAIAyc2rO7BNPPKHJkyfr1KlTrq4HAAAAKDOn5sy+/PLL+v777xUWFqaIiAj5+/vbvL9z506XFAcAAACUxKkw279/f1ksFhmG4ep6AAAAgDIrV5g9f/68HnnkEa1evVqXLl1Sjx49NHv2bAUFBV2r+gAAAIBilWvO7NSpU7V48WL16dNHgwcP1vr16/W3v/3tWtUGAAAAlKhcI7OrVq1SamqqBg0aJEkaOnSoOnfurIKCAnl6el6TAgEAAIDilGtk9siRI+rSpYv1dfv27eXl5WXzWFsAAACgspQrzBYUFMjHx8emzcvLS/n5+S4tCgAAACiLck0zMAxDI0eOlK+vr7Xtt99+U1JSks3tuVatWuW6CgEAAIBilCvMxsfH27UNGzbMZcUAAAAA5VGuMJuenn6t6gAAAADKzanH2QIAAABVAWEWAAAApkWYBQAAgGkRZgEAAGBahFkAAACYFmEWAAAApkWYBQAAgGkRZgEAAGBahFkAAACYFmEWAAAApkWYBQAAgGkRZgEAAGBahFkAAACYltvD7Lx58xQZGSk/Pz/FxMRo8+bNZVrv888/l5eXl9q0aXNtCwQAAECV5dYwu2LFCo0fP15TpkzRrl271KVLF/Xu3VuHDx8ucb2cnByNGDFCPXr0qKRKAQAAUBW5Ncy++OKLSkxM1KhRoxQVFaVZs2YpPDxc8+fPL3G9Bx54QEOGDFHHjh0rqVIAAABURW4LsxcvXtSOHTsUGxtr0x4bG6stW7YUu156erp++OEHTZ06tUz7uXDhgnJzc20WAAAA/D64LcyeOHFCBQUFCg4OtmkPDg5Wdna2w3W+++47PfbYY1q6dKm8vLzKtJ8ZM2YoMDDQuoSHh1e4dgAAAFQNbr8AzGKx2Lw2DMOuTZIKCgo0ZMgQTZ8+Xc2aNSvz9idPnqycnBzrcuTIkQrXDAAAgKqhbMOb10BQUJA8PT3tRmGPHz9uN1orSXl5edq+fbt27dqlBx98UJJUWFgowzDk5eWldevW6bbbbrNbz9fXV76+vtfmIAAAAOBWbhuZ9fHxUUxMjDIyMmzaMzIy1KlTJ7v+AQEB2rNnj3bv3m1dkpKS1Lx5c+3evVsdOnSorNIBAABQRbhtZFaSkpOTNXz4cLVr104dO3bUK6+8osOHDyspKUnS5SkCP/30k5YsWSIPDw+1atXKZv0bbrhBfn5+du0AAAC4Prg1zA4cOFAnT55USkqKsrKy1KpVK61Zs0YRERGSpKysrFLvOQsAAIDrl8UwDMPdRVSm3NxcBQYGKicnRwEBAe4ux1QyW0S5uwRcJ6L2Z7q7BFwn+F1DZeF3rXzKk9fcfjcDAAAAwFmEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFqEWQAAAJgWYRYAAACmRZgFAACAaRFmAQAAYFpuD7Pz5s1TZGSk/Pz8FBMTo82bNxfbd9WqVerVq5fq1aungIAAdezYUR999FElVgsAAICqxK1hdsWKFRo/frymTJmiXbt2qUuXLurdu7cOHz7ssP+mTZvUq1cvrVmzRjt27FD37t3Vt29f7dq1q5IrBwAAQFVgMQzDcNfOO3TooJtuuknz58+3tkVFRal///6aMWNGmbYRHR2tgQMH6qmnnipT/9zcXAUGBionJ0cBAQFO1X29ymwR5e4ScJ2I2p/p7hJwneB3DZWF37XyKU9ec9vI7MWLF7Vjxw7FxsbatMfGxmrLli1l2kZhYaHy8vJUp06dYvtcuHBBubm5NgsAAAB+H9wWZk+cOKGCggIFBwfbtAcHBys7O7tM2/jnP/+pc+fOacCAAcX2mTFjhgIDA61LeHh4heoGAABA1eH2C8AsFovNa8Mw7NocWb58uaZNm6YVK1bohhtuKLbf5MmTlZOTY12OHDlS4ZoBAABQNXi5a8dBQUHy9PS0G4U9fvy43Wjt1VasWKHExES9+eab6tmzZ4l9fX195evrW+F6AQAAUPW4bWTWx8dHMTExysjIsGnPyMhQp06dil1v+fLlGjlypJYtW6Y+ffpc6zIBAABQhbltZFaSkpOTNXz4cLVr104dO3bUK6+8osOHDyspKUnS5SkCP/30k5YsWSLpcpAdMWKE/vWvf+mWW26xjupWq1ZNgYGBbjsOAAAAuIdbw+zAgQN18uRJpaSkKCsrS61atdKaNWsUEREhScrKyrK55+zChQuVn5+vMWPGaMyYMdb2+Ph4LV68uLLLBwAAgJu59T6z7sB9Zp3H/RhRWbgfIyoLv2uoLPyulY8p7jMLAAAAVBRhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmBZhFgAAAKZFmAUAAIBpEWYBAABgWoRZAAAAmJbbw+y8efMUGRkpPz8/xcTEaPPmzSX2//TTTxUTEyM/Pz81atRICxYsqKRKAQAAUNW4NcyuWLFC48eP15QpU7Rr1y516dJFvXv31uHDhx32P3jwoO644w516dJFu3bt0uOPP66xY8dq5cqVlVw5AAAAqgKLYRiGu3beoUMH3XTTTZo/f761LSoqSv3799eMGTPs+k+aNEnvvvuuMjMzrW1JSUn6+uuvtXXr1jLtMzc3V4GBgcrJyVFAQEDFD+I6ktkiyt0l4DoRtT+z9E6AC/C7hsrC71r5lCeveVVSTXYuXryoHTt26LHHHrNpj42N1ZYtWxyus3XrVsXGxtq0xcXFKTU1VZcuXZK3t7fdOhcuXNCFCxesr3NyciRd/pBQPmcLCtxdAq4T/P1EZeF3DZWF37XyKfq8yjLm6rYwe+LECRUUFCg4ONimPTg4WNnZ2Q7Xyc7Odtg/Pz9fJ06cUGhoqN06M2bM0PTp0+3aw8PDK1A9gGsqMNDdFQCAa/G75pS8vDwFlvLZuS3MFrFYLDavDcOwayutv6P2IpMnT1ZycrL1dWFhoU6dOqW6deuWuB+gonJzcxUeHq4jR44wpQXA7wK/a6gshmEoLy9PYWFhpfZ1W5gNCgqSp6en3Sjs8ePH7UZfi4SEhDjs7+Xlpbp16zpcx9fXV76+vjZttWrVcr5woJwCAgL40Qfwu8LvGipDaSOyRdx2NwMfHx/FxMQoIyPDpj0jI0OdOnVyuE7Hjh3t+q9bt07t2rVzOF8WAAAAv29uvTVXcnKyFi1apLS0NGVmZmrChAk6fPiwkpKSJF2eIjBixAhr/6SkJP34449KTk5WZmam0tLSlJqaqocffthdhwAAAAA3cuuc2YEDB+rkyZNKSUlRVlaWWrVqpTVr1igiIkKSlJWVZXPP2cjISK1Zs0YTJkzQ3LlzFRYWppdffll33323uw4BKJavr6+mTp1qN80FAMyK3zVURW69zywAAABQEW5/nC0AAADgLMIsAAAATIswCwAAANMizAIAAMC0CLMAAAAwLbc/zhb4vTh69Kjmz5+vLVu2KDs7WxaLRcHBwerUqZOSkpIUHh7u7hIBAPjd4dZcgAt89tln6t27t8LDwxUbG6vg4GAZhqHjx48rIyNDR44c0YcffqjOnTu7u1QAcJkjR45o6tSpSktLc3cpuI4RZgEXuPnmm/WnP/1JL730ksP3J0yYoM8++0xfffVVJVcGANfO119/rZtuukkFBQXuLgXXMcIs4ALVqlXT7t271bx5c4fv79+/X23bttWvv/5ayZUBgPPefffdEt8/cOCAJk6cSJiFWzFnFnCB0NBQbdmypdgwu3XrVoWGhlZyVQBQMf3795fFYlFJ414Wi6USKwLsEWYBF3j44YeVlJSkHTt2qFevXgoODpbFYlF2drYyMjK0aNEizZo1y91lAkC5hIaGau7cuerfv7/D93fv3q2YmJjKLQq4CmEWcIHRo0erbt26eumll7Rw4ULrKTdPT0/FxMRoyZIlGjBggJurBIDyiYmJ0c6dO4sNs6WN2gKVgTmzgItdunRJJ06ckCQFBQXJ29vbzRUBgHM2b96sc+fO6fbbb3f4/rlz57R9+3Z17dq1kisD/ocwCwAAANPiCWAAAAAwLcIsAAAATIswCwAAANMizAIAAMC0CLMAUAHZ2dl66KGH1KhRI/n6+io8PFx9+/bVxx9/bNPv2Weflaenp5577jlrW8OGDWWxWIpdunXrVur+i7bxxhtv2L0XHR0ti8WixYsXl7rPoroOHTpk016zZk1FR0drzJgx+u6776zb6du3r3r27Omwpq1bt8pisWjnzp2l1g8AFUWYBQAnHTp0SDExMfrkk080c+ZM7dmzR2vXrlX37t01ZswYm77p6el69NFHlZaWZm376quvlJWVpaysLK1cuVKS9O2331rbVq1aVaY6wsPDlZ6ebtO2bds2ZWdny9/f365/SkqKdR9Fy0MPPWTTZ/369crKytLXX3+tZ599VpmZmWrdurU1pCcmJuqTTz7Rjz/+aLf9tLQ0tWnTRjfddFOZ6geAiiDMAoCTRo8eLYvFoi+//FL33HOPmjVrpujoaCUnJ2vbtm3Wfp9++ql+/fVXpaSk6Ny5c9q0aZMkqV69egoJCVFISIjq1KkjSbrhhhvs2kozdOhQffrppzpy5Ii1LS0tTUOHDpWXl/2zcWrWrGndR9FydeitW7euQkJC1KhRI/Xr10/r169Xhw4dlJiYqIKCAt1555264YYbbEZ9Jen8+fNasWKFEhMTy1Q7AFQUYRYAnHDq1CmtXbtWY8aMcTj6WatWLet/p6amavDgwfL29tbgwYOVmprq0lqCg4MVFxenV199VdL/AmVCQoLL9uHh4aFx48bpxx9/1I4dO+Tl5aURI0Zo8eLFNk+AevPNN3Xx4kUNHTrUZfsGgJIQZgHACd9//70Mw1CLFi1K7Jebm6uVK1dq2LBhkqRhw4bprbfeUm5urkvrSUhIsAbLt956S40bN1abNm0c9p00aZJq1Khhs2zcuLHUfRQd66FDh6z7PHTokM26aWlp+stf/qLatWtX8IgAoGwIswDghKLRSIvFUmK/ZcuWqVGjRmrdurUkqU2bNmrUqJHDC7Yqok+fPjp79qw2bdqktLS0EkdlH3nkEe3evdtm6dChQ6n7uPqYW7RooU6dOlnnAf/www/avHmzS0eEAaA0hFkAcELTpk1lsViUmZlZYr+0tDTt3btXXl5e1mXv3r0un2rg5eWl4cOHa+rUqfriiy9KPM0fFBSkJk2a2CzVqlUrdR9FxxoZGWltS0xM1MqVK5Wbm6v09HRFRESoR48eFT8gACgjwiwAOKFOnTqKi4vT3Llzde7cObv3z5w5oz179mj79u3auHGjzSjopk2b9NVXX+mbb75xaU0JCQn69NNP1a9fP5ef5i8sLNTLL7+syMhItW3b1to+YMAAeXp6atmyZXr11Vd13333lTpaDQCuZH+ZKwCgTObNm6dOnTqpffv2SklJ0Y033qj8/HxlZGRo/vz5iouLU/v27XXrrbfarduxY0elpqbqpZdeclk9UVFROnHihKpXr15iv7y8PGVnZ9u0Va9eXQEBAdbXJ0+eVHZ2ts6fP69vvvlGs2bN0pdffqkPPvhAnp6e1n41atTQwIED9fjjjysnJ0cjR4502fEAQFkwMgsAToqMjNTOnTvVvXt3TZw4Ua1atVKvXr308ccf61//+pdef/113X333Q7Xvfvuu/X666/r4sWLLq2pbt26pU4ZeOqppxQaGmqzPProozZ9evbsqdDQUP3xj3/UY489pqioKP33v/9V9+7d7baXmJio06dPq2fPnmrQoIFLjwcASmMxrrynCgAAAGAijMwCAADAtAizAFBFLV261O5+sEVLdHS0u8sDgCqBaQYAUEXl5eXp559/dviet7e3IiIiKrkiAKh6CLMAAAAwLaYZAAAAwLQIswAAADAtwiwAAABMizALAAAA0yLMAgAAwLQIswAAADAtwiwAAABMizALAAAA0/p/wkT4SJVrwlgAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"CTab2.T.plot(kind='bar', stacked=True, figsize=(8,6), color=['C3', 'C9']) # .T means that we are transposing the cross table\n",
"\n",
"plt.ylabel(\"Proportion\")\n",
"plt.xlabel(\"CAT_MEDV\")\n",
"plt.title(\"Relative Frequency of CHAS by CAT_MEDV\")\n",
"plt.legend(title=\"CHAS\", bbox_to_anchor=(1,1))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "85245110-33ce-4bc5-be3e-d5f46be9c239",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" CAT_MEDV | \n",
" 0 | \n",
" 1 | \n",
" All | \n",
"
\n",
" \n",
" chas | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 70.23 | \n",
" 55.29 | \n",
" 67.91 | \n",
"
\n",
" \n",
" 1 | \n",
" 83.36 | \n",
" 64.71 | \n",
" 77.50 | \n",
"
\n",
" \n",
" All | \n",
" 70.97 | \n",
" 56.52 | \n",
" 68.57 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"CAT_MEDV 0 1 All\n",
"chas \n",
"0 70.23 55.29 67.91\n",
"1 83.36 64.71 77.50\n",
"All 70.97 56.52 68.57"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.pivot_table(housing_df, values = 'age', index = ['chas'], columns = ['CAT_MEDV'], aggfunc = 'mean', margins = True).round(2) "
]
},
{
"cell_type": "markdown",
"id": "1ea3c5d7-7663-4ed6-92f6-8cd5f36b016d",
"metadata": {},
"source": [
"### One Categorical Variable and One Numerical Variable"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "9e7cddfe-32cf-412a-9ae8-7ce0c41b7420",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" chas | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 471.0 | \n",
" 22.09 | \n",
" 8.83 | \n",
" 5.0 | \n",
" 16.6 | \n",
" 20.9 | \n",
" 24.80 | \n",
" 50.0 | \n",
"
\n",
" \n",
" 1 | \n",
" 35.0 | \n",
" 28.44 | \n",
" 11.82 | \n",
" 13.4 | \n",
" 21.1 | \n",
" 23.3 | \n",
" 33.15 | \n",
" 50.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std min 25% 50% 75% max\n",
"chas \n",
"0 471.0 22.09 8.83 5.0 16.6 20.9 24.80 50.0\n",
"1 35.0 28.44 11.82 13.4 21.1 23.3 33.15 50.0"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_df.groupby('chas')['medv'].describe().round(2) # .describe() will return several summary measures a numerical variable"
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "02c9e6b2-656b-48b5-aae4-d7132fb3a546",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,6))\n",
"sns.boxplot(x=housing_df.chas, y = housing_df.medv, hue = housing_df.chas, palette = 'coolwarm', legend = False)\n",
"\n",
"plt.xlabel(\"CHAS (Charles River Dummy Variable)\")\n",
"plt.ylabel(\"MEDV (Median House Value)\")\n",
"plt.title(\"Distribution of MEDV by CHAS\")\n",
"plt.grid(True, linestyle='--', alpha=0.6)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "1b8fb712-ed01-4a29-b111-dfc765912d97",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# side-by-side Box Plots\n",
"variables = ['nox', 'lstat', 'ptratio', 'indus']\n",
"\n",
"# Create subplots\n",
"fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(10, 5))\n",
"\n",
"for i, var in enumerate(variables):\n",
" sns.boxplot(x = housing_df.CAT_MEDV, y = housing_df[var], ax = axes[i], hue = housing_df['CAT_MEDV'], palette = 'coolwarm', legend = False)\n",
" axes[i].set_xlabel('CAT_MEDV')\n",
" axes[i].set_ylabel('')\n",
" axes[i].set_title(f'{var}')\n",
" \n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "dd6d2656-274a-4876-a443-cd88007d397f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# heatmap of correlations\n",
"corr = housing_df.corr()\n",
"fig, axes = plt.subplots(figsize=(8, 6))\n",
"sns.heatmap(corr, annot = True, fmt = \".1f\", cmap = \"RdBu\", center = 0, ax = axes)"
]
},
{
"cell_type": "code",
"execution_count": 112,
"id": "cb985945-1858-4e7f-8e6e-86e0803a2620",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(5, 5, 'correlation = -0.74')"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(housing_df.lstat, housing_df.medv, edgecolor = 'steelblue', facecolor = 'none')\n",
"plt.xlabel('LSTAT')\n",
"plt.ylabel('MEDV')\n",
"plt.text(5,5, f'correlation = {housing_df.lstat.corr(housing_df.medv).round(2)}')"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "34a12721-2d86-45a9-ad57-2494fd909dda",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# One Categorical Variable and Two Numerical Variables: compute LSTAT vs NOX per CAT_MEDV\n",
"# Plot first the data points for CAT_MEDV of 0 and then of 1\n",
"_, ax = plt.subplots()\n",
"for catValue, color in [('0', 'C9'), ('1', 'C3')]:\n",
" df = housing_df[housing_df.CAT_MEDV == catValue]\n",
" ax.scatter(df.lstat, df.nox, edgecolor = color, facecolor = 'none', label = f'CAT_MEDV {catValue}')\n",
"\n",
"ax.set_xlabel('LSTAT')\n",
"ax.set_ylabel('NOX')\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "71adcf02-64de-420a-a783-15ccac824b8a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Panel Plots\n",
"# Compute mean MEDV per RAD and CHAS\n",
"dataForPlot = housing_df.groupby(['chas', 'rad'])['medv'].mean().unstack()\n",
"ticks = set(housing_df.rad)\n",
"for i in ['0','1']:\n",
" missing_rads = ticks.difference(dataForPlot.columns)\n",
" for t in missing_rads:\n",
" dataForPlot.loc[i,t] = 0\n",
"\n",
"dataForPlot = dataForPlot.sort_index(axis = 1)\n",
"colors = ['C'+str(k) for k in range(len(dataForPlot.columns))]\n",
"yRange = [0, max(dataForPlot.max()) * 1.1]\n",
"fig, axes = plt.subplots(nrows = 2, ncols = 1)\n",
"dataForPlot.loc[0].plot(kind='bar', ax=axes[0], color=colors, ylim=yRange)\n",
"axes[0].set_title(\"CHAS = 0\")\n",
"dataForPlot.loc[1].plot(kind='bar', ax=axes[1], color=colors, ylim=yRange)\n",
"axes[1].set_title(\"CHAS = 1\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "d9251061-5327-49e7-8c7a-a03b37dd25df",
"metadata": {},
"outputs": [],
"source": [
"from pandas.plotting import scatter_matrix, parallel_coordinates"
]
},
{
"cell_type": "code",
"execution_count": 128,
"id": "d8d3c975-84f9-4ed7-b039-78375ff6b2c7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Scatterplots between different Numerical Variables\n",
"# The diagonal shows the distribution for each variable\n",
"df = housing_df[['crim', 'indus', 'lstat', 'medv']]\n",
"axes = scatter_matrix(df, alpha = 0.5, figsize = (6,6), diagonal = 'kde')\n",
"corr = df.corr().values\n",
"upper_tri_indices = np.triu_indices_from(corr, k=1)\n",
"for i, j in zip(*upper_tri_indices):\n",
" axes[i,j].annotate(f'{corr[i,j]:.3f}', (0.8,0.8), xycoords = 'axes fraction', ha='center', va = 'center',fontsize=10)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "efdc16ae-d3fe-4ecf-83d3-2be51e555d21",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import MinMaxScaler"
]
},
{
"cell_type": "code",
"execution_count": 142,
"id": "7ed4cd5e-a68c-4ffc-aaf8-39ffd3e926d5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Parallel Coordinates\n",
"scaler = MinMaxScaler()\n",
"numeric_cols = housing_df.drop(columns = ['chas', 'CAT_MEDV'])\n",
"scaled_data = scaler.fit_transform(numeric_cols)\n",
"dataToPlot = pd.DataFrame(scaled_data, columns = numeric_cols.columns)\n",
"dataToPlot[['chas', 'CAT_MEDV']] = housing_df[['chas', 'CAT_MEDV']].values\n",
"fig, axes = plt.subplots(nrows = 2, ncols = 1)\n",
"for i in (0,1):\n",
" parallel_coordinates(dataToPlot.loc[dataToPlot.CAT_MEDV == str(i)], 'CAT_MEDV', ax = axes[i], linewidth = 0.5)\n",
" axes[i].set_title(f'CAT_MEDV= {i}')\n",
" axes[i].set_yticklabels([])\n",
" axes[i].legend().set_visible(False)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8d7c49e4-5362-4b4c-9b7e-dcafc928638f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:base] *",
"language": "python",
"name": "conda-base-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}