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udemy-ML/22-DBSCAN/02-DBSCAN-Project-Exercise....

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563 KiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
"<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
"___\n",
"<center><em>Copyright by Pierian Data Inc.</em></center>\n",
"<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# DBSCAN Project \n",
"\n",
"## The Data\n",
"\n",
"\n",
"Source: https://archive.ics.uci.edu/ml/datasets/Wholesale+customers\n",
"\n",
"Margarida G. M. S. Cardoso, margarida.cardoso '@' iscte.pt, ISCTE-IUL, Lisbon, Portugal\n",
"\n",
"\n",
"Data Set Information:\n",
"\n",
"Provide all relevant information about your data set.\n",
"\n",
"\n",
"Attribute Information:\n",
"\n",
" 1) FRESH: annual spending (m.u.) on fresh products (Continuous);\n",
" 2) MILK: annual spending (m.u.) on milk products (Continuous);\n",
" 3) GROCERY: annual spending (m.u.)on grocery products (Continuous);\n",
" 4) FROZEN: annual spending (m.u.)on frozen products (Continuous)\n",
" 5) DETERGENTS_PAPER: annual spending (m.u.) on detergents and paper products (Continuous)\n",
" 6) DELICATESSEN: annual spending (m.u.)on and delicatessen products (Continuous);\n",
" 7) CHANNEL: customers Channel - Horeca (Hotel/Restaurant/Café) or Retail channel (Nominal)\n",
" 8) REGION: customers Region Lisnon, Oporto or Other (Nominal)\n",
" \n",
"\n",
"Relevant Papers:\n",
"\n",
"Cardoso, Margarida G.M.S. (2013). Logical discriminant models – Chapter 8 in Quantitative Modeling in Marketing and Management Edited by Luiz Moutinho and Kun-Huang Huarng. World Scientific. p. 223-253. ISBN 978-9814407717\n",
"\n",
"Jean-Patrick Baudry, Margarida Cardoso, Gilles Celeux, Maria José Amorim, Ana Sousa Ferreira (2012). Enhancing the selection of a model-based clustering with external qualitative variables. RESEARCH REPORT N° 8124, October 2012, Project-Team SELECT. INRIA Saclay - Île-de-France, Projet select, Université Paris-Sud 11\n",
"\n",
"\n",
"\n",
"-----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DBSCAN and Clustering Examples\n",
"\n",
"**COMPLETE THE TASKS IN BOLD BELOW:**\n",
"\n",
"**TASK: Run the following cells to import the data and view the DataFrame.**"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('../DATA/wholesome_customers_data.csv')"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Channel</th>\n",
" <th>Region</th>\n",
" <th>Fresh</th>\n",
" <th>Milk</th>\n",
" <th>Grocery</th>\n",
" <th>Frozen</th>\n",
" <th>Detergents_Paper</th>\n",
" <th>Delicassen</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>12669</td>\n",
" <td>9656</td>\n",
" <td>7561</td>\n",
" <td>214</td>\n",
" <td>2674</td>\n",
" <td>1338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>7057</td>\n",
" <td>9810</td>\n",
" <td>9568</td>\n",
" <td>1762</td>\n",
" <td>3293</td>\n",
" <td>1776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>6353</td>\n",
" <td>8808</td>\n",
" <td>7684</td>\n",
" <td>2405</td>\n",
" <td>3516</td>\n",
" <td>7844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>13265</td>\n",
" <td>1196</td>\n",
" <td>4221</td>\n",
" <td>6404</td>\n",
" <td>507</td>\n",
" <td>1788</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>22615</td>\n",
" <td>5410</td>\n",
" <td>7198</td>\n",
" <td>3915</td>\n",
" <td>1777</td>\n",
" <td>5185</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Channel Region Fresh Milk Grocery Frozen Detergents_Paper Delicassen\n",
"0 2 3 12669 9656 7561 214 2674 1338\n",
"1 2 3 7057 9810 9568 1762 3293 1776\n",
"2 2 3 6353 8808 7684 2405 3516 7844\n",
"3 1 3 13265 1196 4221 6404 507 1788\n",
"4 2 3 22615 5410 7198 3915 1777 5185"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 440 entries, 0 to 439\n",
"Data columns (total 8 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 Channel 440 non-null int64\n",
" 1 Region 440 non-null int64\n",
" 2 Fresh 440 non-null int64\n",
" 3 Milk 440 non-null int64\n",
" 4 Grocery 440 non-null int64\n",
" 5 Frozen 440 non-null int64\n",
" 6 Detergents_Paper 440 non-null int64\n",
" 7 Delicassen 440 non-null int64\n",
"dtypes: int64(8)\n",
"memory usage: 27.6 KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## EDA\n",
"\n",
"**TASK: Create a scatterplot showing the relation between MILK and GROCERY spending, colored by Channel column.**"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Milk', ylabel='Grocery'>"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Use seaborn to create a histogram of MILK spending, colored by Channel. Can you figure out how to use seaborn to \"stack\" the channels, instead of have them overlap?**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Milk', ylabel='Count'>"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qGQqSpJKhIEkqGQqSpJKhIEkqGQqSpJKhIEkqGQqSpJKhIEkqGQqSpJKhIEkqGQqSpJKhIEkqGQqSpFJLn7w2VK1YuZKzzjyjR/vosWO54spvtaAiSaowFFpg5LBhLJz/uR7tF87/QguqkaRXGQoNtPHppznmpFN7tL+y9ZUWVCNJ/TMUGmjMG0Zz0Dtn9Wi//6E7ml6LJFXDjmZJUslQkCSVDAVJUslQkCSVDAVJUslQkCSVDAVJUslQkCSVmh4KEbFPRCyJiFURsTIiLizax0fELyPi0eLnns2uTZKGulYcKWwF/ktmTgMOA86LiGnAxcDtmfk24PZiXpLURE0Phcx8IjPvKaafBR4EJgMfAa4rVrsO+Giza5Okoa6lfQoRMQV4D7AU2DsznygWPQns3cd7zomIZRGxbMOGDc0pVJKGiJaFQkSMBv4B+HRmbu6+LDMTyN7el5mLMrMzMzsnTpzYhEolaehoSShExAgqgfCjzPxx0fxUREwqlk8C1reiNkkaylpx9VEAVwMPZubXuy1aDMwtpucCtzS7Nkka6lrxPIUjgDOB5RFxX9H234AvAzdFxDxgLdDz6TSvEU9t2Njrw3d43bBe17/gvHPZsnlzj3Yf3ymp3poeCpn5/4DoY/GxzaylVV5+JXt9+M7vNz7U6/pbNm/28Z2SmsI7miVJJUNBklQyFCRJpVZ0NL/mbHz66V47jp/asAne2YKCJKlGhkIdjHnD6F47jm/9w983vxhJ2gWGQpX6OhqAxh8RLF+xakCXsEpSrQyFKvV1NACNPyLYc/xE9t2rZ+r0dQmrJNXKjmZJUslQkCSVPH3URv6w7nHOOvOMXtt7O33U1/oOfyGpVoZCG3n9biN6Hc6irw7uvtZ3+AtJtfL0kSSpZChIkkqePmojfQ2p3dd9EAMdgluS+mMotJG+htTu6z6IgQ7BLUn98fSRJKlkKEiSSoaCJKlkKEiSSoaCJKlkKEiSSoaCJKnkfQpDyNGzjuGRRx7p0f72t7+dJXf8qi77uOC8c9myeXOPdgfpkwYHQ2EIGT5sBMe//+Qe7fW82W3L5s0O0icNYobCDvp67GajH7lZT/fcew+T39zRo/2ll15m3z9r7BDcPjpUGtwMhR309djNRj9ys576OiK49Ve9/w71HILbR4dKg9uQDYW+vtEOpiMCSaq3IRsKfX2jHUxHBJJUb0M2FPSqvobg/tOzz9atr2Gg/Rb1ulLKq6GkgWmrUIiI44GFwDDgu5n55RaXNCT0NQT3/Q/dUbe+hoH2W9TrSimvhpIGpm1CISKGAVcCxwFdwG8iYnFmrmptZdrRv/zr0l6vboK+r3Cq1wOB+rqy6vnnn2f33Xfv0R757xzzwPJd3m9fajmiadVRUDPuU+lNX/ttxr5fC5r9ubVNKACHAKsz8zGAiLgB+AhgKLSZ0bvvzhEzZve6rK8rnOr1QKCdXVnVV3sjH0RUyxFNq46CmnGfykD224x9vxY0+3OLzGzIhgcqIk4Bjs/MTxTzZwKHZub5O6x3DnBOMfsO4OEad7kXsLHG9zbTYKjTGutnMNQ5GGqEwVFnq2rcLzMn9ragnY4UqpKZi4BFu7qdiFiWmZ11KKmhBkOd1lg/g6HOwVAjDI4627HGdhoQbx2wT7f5jqJNktQk7RQKvwHeFhFTI2IkMAdY3OKaJGlIaZvTR5m5NSLOB35O5ZLU72XmygbucpdPQTXJYKjTGutnMNQ5GGqEwVFn29XYNh3NkqTWa6fTR5KkFjMUJEmlIRkKEXF8RDwcEasj4uIm7O97EbE+IlZ0axsfEb+MiEeLn3sW7RER3yhqeyAiZnR7z9xi/UcjYm639pkRsbx4zzciImqocZ+IWBIRqyJiZURc2KZ1joqIuyLi/qLOy4r2qRGxtNj2jcXFCkTEbsX86mL5lG7buqRofzgiPtCtvS5/HxExLCLujYhb27HGiFhTfB73RcSyoq2tPu9iO+Mi4uaIeCgiHoyIw9upzoh4R/HfcNtrc0R8up1qHJDMHFIvKp3YvwXeAowE7gemNXifRwEzgBXd2i4HLi6mLwa+UkzPBv4PEMBhwNKifTzwWPFzz2J6z2LZXcW6Ubz3gzXUOAmYUUyPAR4BprVhnQGMLqZHAEuLbd4EzCnavwP8p2L6XOA7xfQc4MZielrx2e8GTC3+JobV8+8DuAj4O+DWYr6tagTWAHvt0NZWn3exneuATxTTI4Fx7Vhnsa1hwJPAfu1aY7+/Q6M23K4v4HDg593mLwEuacJ+p7B9KDwMTCqmJwEPF9NXAaftuB5wGnBVt/arirZJwEPd2rdbbxfqvYXKOFRtWyewO3APcCiVu0KH7/gZU7ma7fBienixXuz4uW9br15/H1Tus7kdOAa4tdhnu9W4hp6h0FafN7AH8DuKi2Latc5u7/8PwJ3tXGN/r6F4+mgy8Hi3+a6irdn2zswniukngb2L6b7q21l7Vy/tNStOX7yHyrfwtquzOC1zH7Ae+CWVb83PZObWXrZd1lMs/xMwoYb6B2oB8NfAvxfzE9qwxgR+ERF3R2X4GGi/z3sqsAG4pjgV992IeEMb1rnNHOD6Yrpda9ypoRgKbScr8d8W1wZHxGjgH4BPZ+Z2Q3C2S52Z+W+ZeTCVb+OH0GbPyouIE4D1mXl3q2vpx5GZOQP4IHBeRBzVfWGbfN7DqZx6/XZmvgd4jsqpmFKb1EnRR/RhoMeokO1SYzWGYii0y3AaT0XEJIDi5/qiva/6dtbe0Uv7gEXECCqB8KPM/HG71rlNZj4DLKFyOmVcRGy7GbP7tst6iuV7AJtqqH8gjgA+HBFrgBuonEJa2GY1kpnrip/rgZ9QCdh2+7y7gK7MXFrM30wlJNqtTqiE6z2Z+VQx34419q9R56Xa9UXlm8djVA5Lt3XSTW/CfqewfZ/C/2T7TqjLi+k/Z/tOqLuK9vFUzq3uWbx+B4wvlu3YCTW7hvoC+D6wYIf2dqtzIjCumH498GvgBCrfzrp34p5bTJ/H9p24NxXT09m+E/cxKp2Edf37AGbxakdz29QIvAEY0236n4Hj2+3zLrbza+AdxfT8osZ2rPMG4Kx2/bdT9e/RqA2384tK7/8jVM5Ff7YJ+7seeAJ4hco3n3lUzhnfDjwK3Nbtww8qDxv6LbAc6Oy2nbOB1cWr+x9fJ7CieM832aFTrsoaj6RyePsAcF/xmt2Gdb4buLeocwXwP4r2txT/cFZT+Z/vbkX7qGJ+dbH8Ld229dmilofpdjVHPf8+2D4U2qbGopb7i9fKbdtot8+72M7BwLLiM/9fVP6H2VZ1UgnWTcAe3draqsZqXw5zIUkqDcU+BUlSHwwFSVLJUJAklQwFSVLJUJAklQwFaYAiIiPih93mh0fEhnh1NNQPbxu5NCLmR8R/LabviIi2eki7tKO2eRynNIg8BxwYEa/PzBeoDBxY3mGamYvx+eIapDxSkGrzMyp3pkJl1Mptg6ARER+PiG/29caIeF1EXBsRX2xwjdKAGQpSbW4A5kTEKCp3WS/tZ/1thgM/Ah7NzP/eqOKkWhkKUg0y8wEq41mdRuWooVpXURkD628aUZe0qwwFqXaLga/S7dRRFf4ZOLo4wpDajqEg1e57wGWZuXwA77maypHFTd2G0ZbahqEg1SgzuzLzGzW87+tURnr9QUT4b1BtxVFSJUklv6VIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkr/HxFm7LL46ZlBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create an annotated clustermap of the correlations between spending on different cateogires.**"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Between Spending Categories\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a PairPlot of the dataframe, colored by Region.**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x2d711759c40>"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1302.38x1260 with 56 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DBSCAN\n",
"\n",
"**TASK: Since the values of the features are in different orders of magnitude, let's scale the data. Use StandardScaler to scale the data.**"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1.44865163, 0.59066829, 0.05293319, ..., -0.58936716,\n",
" -0.04356873, -0.06633906],\n",
" [ 1.44865163, 0.59066829, -0.39130197, ..., -0.27013618,\n",
" 0.08640684, 0.08915105],\n",
" [ 1.44865163, 0.59066829, -0.44702926, ..., -0.13753572,\n",
" 0.13323164, 2.24329255],\n",
" ...,\n",
" [ 1.44865163, 0.59066829, 0.20032554, ..., -0.54337975,\n",
" 2.51121768, 0.12145607],\n",
" [-0.69029709, 0.59066829, -0.13538389, ..., -0.41944059,\n",
" -0.56977032, 0.21304614],\n",
" [-0.69029709, 0.59066829, -0.72930698, ..., -0.62009417,\n",
" -0.50488752, -0.52286938]])"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Use DBSCAN and a for loop to create a variety of models testing different epsilon values. Set min_samples equal to 2 times the number of features. During the loop, keep track of and log the percentage of points that are outliers. For reference the solutions notebooks uses the following range of epsilon values for testing:**\n",
"\n",
" np.linspace(0.001,3,50)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a line plot of the percentage of outlier points versus the epsilon value choice.**"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Epsilon Value')"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DBSCAN with Chosen Epsilon\n",
"\n",
"**TASK: Based on the plot created in the previous task, retrain a DBSCAN model with a reasonable epsilon value. Note: For reference, the solutions use eps=2.**"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DBSCAN(eps=2)"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a scatterplot of Milk vs Grocery, colored by the discovered labels of the DBSCAN model.**"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Grocery', ylabel='Milk'>"
]
},
"execution_count": 128,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a scatterplot of Milk vs. Detergents Paper colored by the labels.**"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Detergents_Paper', ylabel='Milk'>"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create a new column on the original dataframe called \"Labels\" consisting of the DBSCAN labels.**"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th></th>\n",
" <th>Channel</th>\n",
" <th>Region</th>\n",
" <th>Fresh</th>\n",
" <th>Milk</th>\n",
" <th>Grocery</th>\n",
" <th>Frozen</th>\n",
" <th>Detergents_Paper</th>\n",
" <th>Delicassen</th>\n",
" <th>Labels</th>\n",
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" <td>3516</td>\n",
" <td>7844</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>13265</td>\n",
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" <td>4221</td>\n",
" <td>6404</td>\n",
" <td>507</td>\n",
" <td>1788</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>22615</td>\n",
" <td>5410</td>\n",
" <td>7198</td>\n",
" <td>3915</td>\n",
" <td>1777</td>\n",
" <td>5185</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Channel Region Fresh Milk Grocery Frozen Detergents_Paper \\\n",
"0 2 3 12669 9656 7561 214 2674 \n",
"1 2 3 7057 9810 9568 1762 3293 \n",
"2 2 3 6353 8808 7684 2405 3516 \n",
"3 1 3 13265 1196 4221 6404 507 \n",
"4 2 3 22615 5410 7198 3915 1777 \n",
"\n",
" Delicassen Labels \n",
"0 1338 0 \n",
"1 1776 0 \n",
"2 7844 0 \n",
"3 1788 1 \n",
"4 5185 0 "
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Compare the statistical mean of the clusters and outliers for the spending amounts on the categories.**"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
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" <td>14612.294118</td>\n",
" <td>8185.411765</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>8200.681818</td>\n",
" <td>8849.446970</td>\n",
" <td>13919.113636</td>\n",
" <td>1527.174242</td>\n",
" <td>6037.280303</td>\n",
" <td>1548.310606</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12662.869416</td>\n",
" <td>3180.065292</td>\n",
" <td>3747.250859</td>\n",
" <td>3228.862543</td>\n",
" <td>764.697595</td>\n",
" <td>1125.134021</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Fresh Milk Grocery Frozen \\\n",
"Labels \n",
"-1 30161.529412 26872.411765 33575.823529 12380.235294 \n",
" 0 8200.681818 8849.446970 13919.113636 1527.174242 \n",
" 1 12662.869416 3180.065292 3747.250859 3228.862543 \n",
"\n",
" Detergents_Paper Delicassen \n",
"Labels \n",
"-1 14612.294118 8185.411765 \n",
" 0 6037.280303 1548.310606 \n",
" 1 764.697595 1125.134021 "
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Normalize the dataframe from the previous task using MinMaxScaler so the spending means go from 0-1 and create a heatmap of the values.**"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Fresh</th>\n",
" <th>Milk</th>\n",
" <th>Grocery</th>\n",
" <th>Frozen</th>\n",
" <th>Detergents_Paper</th>\n",
" <th>Delicassen</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Labels</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>-1</th>\n",
" <td>1.000000</td>\n",
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" <td>0.341011</td>\n",
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" <td>0.059938</td>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" Fresh Milk Grocery Frozen Detergents_Paper Delicassen\n",
"Labels \n",
"-1 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000\n",
" 0 0.000000 0.239292 0.341011 0.000000 0.380758 0.059938\n",
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},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Labels'>"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: Create another heatmap similar to the one above, but with the outliers removed**"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Labels'>"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TASK: What spending category were the two clusters mode different in?**"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [],
"source": [
"#CODE HERE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}