From add9788a740f9e31c7a745894208b6bf08530204 Mon Sep 17 00:00:00 2001
From: Jorgebra <jorge.vsbranco@gmail.com>
Date: Sat, 31 Jul 2021 14:02:21 +0100
Subject: [PATCH] lab-unsupervised-learning

---
 your-code/main.ipynb | 1669 +++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 1634 insertions(+), 35 deletions(-)

diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..3e9767d 100755
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,8 @@
     "\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import seaborn as sns"
    ]
   },
   {
@@ -38,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -67,11 +68,592 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "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": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Your code here:\n",
+    "customers.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "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>count</th>\n",
+       "      <td>440.000000</td>\n",
+       "      <td>440.000000</td>\n",
+       "      <td>440.000000</td>\n",
+       "      <td>440.000000</td>\n",
+       "      <td>440.000000</td>\n",
+       "      <td>440.000000</td>\n",
+       "      <td>440.000000</td>\n",
+       "      <td>440.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1.322727</td>\n",
+       "      <td>2.543182</td>\n",
+       "      <td>12000.297727</td>\n",
+       "      <td>5796.265909</td>\n",
+       "      <td>7951.277273</td>\n",
+       "      <td>3071.931818</td>\n",
+       "      <td>2881.493182</td>\n",
+       "      <td>1524.870455</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.468052</td>\n",
+       "      <td>0.774272</td>\n",
+       "      <td>12647.328865</td>\n",
+       "      <td>7380.377175</td>\n",
+       "      <td>9503.162829</td>\n",
+       "      <td>4854.673333</td>\n",
+       "      <td>4767.854448</td>\n",
+       "      <td>2820.105937</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>55.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3127.750000</td>\n",
+       "      <td>1533.000000</td>\n",
+       "      <td>2153.000000</td>\n",
+       "      <td>742.250000</td>\n",
+       "      <td>256.750000</td>\n",
+       "      <td>408.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>8504.000000</td>\n",
+       "      <td>3627.000000</td>\n",
+       "      <td>4755.500000</td>\n",
+       "      <td>1526.000000</td>\n",
+       "      <td>816.500000</td>\n",
+       "      <td>965.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>16933.750000</td>\n",
+       "      <td>7190.250000</td>\n",
+       "      <td>10655.750000</td>\n",
+       "      <td>3554.250000</td>\n",
+       "      <td>3922.000000</td>\n",
+       "      <td>1820.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>112151.000000</td>\n",
+       "      <td>73498.000000</td>\n",
+       "      <td>92780.000000</td>\n",
+       "      <td>60869.000000</td>\n",
+       "      <td>40827.000000</td>\n",
+       "      <td>47943.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Channel      Region          Fresh          Milk       Grocery  \\\n",
+       "count  440.000000  440.000000     440.000000    440.000000    440.000000   \n",
+       "mean     1.322727    2.543182   12000.297727   5796.265909   7951.277273   \n",
+       "std      0.468052    0.774272   12647.328865   7380.377175   9503.162829   \n",
+       "min      1.000000    1.000000       3.000000     55.000000      3.000000   \n",
+       "25%      1.000000    2.000000    3127.750000   1533.000000   2153.000000   \n",
+       "50%      1.000000    3.000000    8504.000000   3627.000000   4755.500000   \n",
+       "75%      2.000000    3.000000   16933.750000   7190.250000  10655.750000   \n",
+       "max      2.000000    3.000000  112151.000000  73498.000000  92780.000000   \n",
+       "\n",
+       "             Frozen  Detergents_Paper    Delicassen  \n",
+       "count    440.000000        440.000000    440.000000  \n",
+       "mean    3071.931818       2881.493182   1524.870455  \n",
+       "std     4854.673333       4767.854448   2820.105937  \n",
+       "min       25.000000          3.000000      3.000000  \n",
+       "25%      742.250000        256.750000    408.250000  \n",
+       "50%     1526.000000        816.500000    965.500000  \n",
+       "75%     3554.250000       3922.000000   1820.250000  \n",
+       "max    60869.000000      40827.000000  47943.000000  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Channel             int64\n",
+       "Region              int64\n",
+       "Fresh               int64\n",
+       "Milk                int64\n",
+       "Grocery             int64\n",
+       "Frozen              int64\n",
+       "Detergents_Paper    int64\n",
+       "Delicassen          int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Channel             0\n",
+       "Region              0\n",
+       "Fresh               0\n",
+       "Milk                0\n",
+       "Grocery             0\n",
+       "Frozen              0\n",
+       "Detergents_Paper    0\n",
+       "Delicassen          0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "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>Channel</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.062028</td>\n",
+       "      <td>-0.169172</td>\n",
+       "      <td>0.460720</td>\n",
+       "      <td>0.608792</td>\n",
+       "      <td>-0.202046</td>\n",
+       "      <td>0.636026</td>\n",
+       "      <td>0.056011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Region</th>\n",
+       "      <td>0.062028</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.055287</td>\n",
+       "      <td>0.032288</td>\n",
+       "      <td>0.007696</td>\n",
+       "      <td>-0.021044</td>\n",
+       "      <td>-0.001483</td>\n",
+       "      <td>0.045212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fresh</th>\n",
+       "      <td>-0.169172</td>\n",
+       "      <td>0.055287</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.100510</td>\n",
+       "      <td>-0.011854</td>\n",
+       "      <td>0.345881</td>\n",
+       "      <td>-0.101953</td>\n",
+       "      <td>0.244690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Milk</th>\n",
+       "      <td>0.460720</td>\n",
+       "      <td>0.032288</td>\n",
+       "      <td>0.100510</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.728335</td>\n",
+       "      <td>0.123994</td>\n",
+       "      <td>0.661816</td>\n",
+       "      <td>0.406368</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Grocery</th>\n",
+       "      <td>0.608792</td>\n",
+       "      <td>0.007696</td>\n",
+       "      <td>-0.011854</td>\n",
+       "      <td>0.728335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.040193</td>\n",
+       "      <td>0.924641</td>\n",
+       "      <td>0.205497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Frozen</th>\n",
+       "      <td>-0.202046</td>\n",
+       "      <td>-0.021044</td>\n",
+       "      <td>0.345881</td>\n",
+       "      <td>0.123994</td>\n",
+       "      <td>-0.040193</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.131525</td>\n",
+       "      <td>0.390947</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Detergents_Paper</th>\n",
+       "      <td>0.636026</td>\n",
+       "      <td>-0.001483</td>\n",
+       "      <td>-0.101953</td>\n",
+       "      <td>0.661816</td>\n",
+       "      <td>0.924641</td>\n",
+       "      <td>-0.131525</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.069291</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Delicassen</th>\n",
+       "      <td>0.056011</td>\n",
+       "      <td>0.045212</td>\n",
+       "      <td>0.244690</td>\n",
+       "      <td>0.406368</td>\n",
+       "      <td>0.205497</td>\n",
+       "      <td>0.390947</td>\n",
+       "      <td>0.069291</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   Channel    Region     Fresh      Milk   Grocery    Frozen  \\\n",
+       "Channel           1.000000  0.062028 -0.169172  0.460720  0.608792 -0.202046   \n",
+       "Region            0.062028  1.000000  0.055287  0.032288  0.007696 -0.021044   \n",
+       "Fresh            -0.169172  0.055287  1.000000  0.100510 -0.011854  0.345881   \n",
+       "Milk              0.460720  0.032288  0.100510  1.000000  0.728335  0.123994   \n",
+       "Grocery           0.608792  0.007696 -0.011854  0.728335  1.000000 -0.040193   \n",
+       "Frozen           -0.202046 -0.021044  0.345881  0.123994 -0.040193  1.000000   \n",
+       "Detergents_Paper  0.636026 -0.001483 -0.101953  0.661816  0.924641 -0.131525   \n",
+       "Delicassen        0.056011  0.045212  0.244690  0.406368  0.205497  0.390947   \n",
+       "\n",
+       "                  Detergents_Paper  Delicassen  \n",
+       "Channel                   0.636026    0.056011  \n",
+       "Region                   -0.001483    0.045212  \n",
+       "Fresh                    -0.101953    0.244690  \n",
+       "Milk                      0.661816    0.406368  \n",
+       "Grocery                   0.924641    0.205497  \n",
+       "Frozen                   -0.131525    0.390947  \n",
+       "Detergents_Paper          1.000000    0.069291  \n",
+       "Delicassen                0.069291    1.000000  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "correlation = customers.corr()\n",
+    "correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corr = correlation\n",
+    "mask = np.zeros_like(corr)\n",
+    "mask[np.triu_indices_from(mask)] = True\n",
+    "with sns.axes_style(\"white\"):\n",
+    "    f, ax = plt.subplots(figsize=(7, 5))\n",
+    "    ax = sns.heatmap(corr, mask = mask, vmax = 1, square = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    298\n",
+       "2    142\n",
+       "Name: Channel, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers['Channel'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3    316\n",
+       "1     77\n",
+       "2     47\n",
+       "Name: Region, dtype: int64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers['Region'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "plot_options, charts = plt.subplots(4, 2, figsize = (10, 8))\n",
+    "charts_1d = charts.ravel()\n",
+    "for i in range(8):\n",
+    "    charts_1d[i].hist(customers.iloc[:, i], bins = 50)\n",
+    "    charts_1d[i].hist(customers.iloc[:, i], bins = 50)\n",
+    "    charts_1d[i].set_title(customers.columns[i])\n",
+    "    plot_options.tight_layout()"
    ]
   },
   {
@@ -80,12 +662,15 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your observations here"
+    "# Your observations here\n",
+    "# Channel and Region are classifiers so I will get-dummie them and the rest have a high Kurtosis and positive skewness."
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {},
+   "outputs": [],
    "source": [
     "# Challenge 2 - Data Cleaning and Transformation\n",
     "\n",
@@ -94,11 +679,314 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
+   "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>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>Channel_1</th>\n",
+       "      <th>Channel_2</th>\n",
+       "      <th>Region_1</th>\n",
+       "      <th>Region_2</th>\n",
+       "      <th>Region_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\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",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\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",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>435</th>\n",
+       "      <td>29703</td>\n",
+       "      <td>12051</td>\n",
+       "      <td>16027</td>\n",
+       "      <td>13135</td>\n",
+       "      <td>182</td>\n",
+       "      <td>2204</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>436</th>\n",
+       "      <td>39228</td>\n",
+       "      <td>1431</td>\n",
+       "      <td>764</td>\n",
+       "      <td>4510</td>\n",
+       "      <td>93</td>\n",
+       "      <td>2346</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>437</th>\n",
+       "      <td>14531</td>\n",
+       "      <td>15488</td>\n",
+       "      <td>30243</td>\n",
+       "      <td>437</td>\n",
+       "      <td>14841</td>\n",
+       "      <td>1867</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>438</th>\n",
+       "      <td>10290</td>\n",
+       "      <td>1981</td>\n",
+       "      <td>2232</td>\n",
+       "      <td>1038</td>\n",
+       "      <td>168</td>\n",
+       "      <td>2125</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>439</th>\n",
+       "      <td>2787</td>\n",
+       "      <td>1698</td>\n",
+       "      <td>2510</td>\n",
+       "      <td>65</td>\n",
+       "      <td>477</td>\n",
+       "      <td>52</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>440 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Fresh   Milk  Grocery  Frozen  Detergents_Paper  Delicassen  Channel_1  \\\n",
+       "0    12669   9656     7561     214              2674        1338          0   \n",
+       "1     7057   9810     9568    1762              3293        1776          0   \n",
+       "2     6353   8808     7684    2405              3516        7844          0   \n",
+       "3    13265   1196     4221    6404               507        1788          1   \n",
+       "4    22615   5410     7198    3915              1777        5185          0   \n",
+       "..     ...    ...      ...     ...               ...         ...        ...   \n",
+       "435  29703  12051    16027   13135               182        2204          1   \n",
+       "436  39228   1431      764    4510                93        2346          1   \n",
+       "437  14531  15488    30243     437             14841        1867          0   \n",
+       "438  10290   1981     2232    1038               168        2125          1   \n",
+       "439   2787   1698     2510      65               477          52          1   \n",
+       "\n",
+       "     Channel_2  Region_1  Region_2  Region_3  \n",
+       "0            1         0         0         1  \n",
+       "1            1         0         0         1  \n",
+       "2            1         0         0         1  \n",
+       "3            0         0         0         1  \n",
+       "4            1         0         0         1  \n",
+       "..         ...       ...       ...       ...  \n",
+       "435          0         0         0         1  \n",
+       "436          0         0         0         1  \n",
+       "437          1         0         0         1  \n",
+       "438          0         0         0         1  \n",
+       "439          0         0         0         1  \n",
+       "\n",
+       "[440 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Your code here\n",
+    "\n",
+    "cust_dum = pd.get_dummies(customers, columns=['Channel', 'Region'])\n",
+    "cust_dum"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here"
+    "from sklearn.preprocessing import Normalizer\n",
+    "from sklearn.decomposition import PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler = Normalizer()\n",
+    "\n",
+    "X = cust_dum\n",
+    "scaler.fit(X)\n",
+    "cust_scale = scaler.transform(X)\n",
+    "\n",
+    "pca = PCA(n_components = 3)\n",
+    "pca.fit(cust_scale)\n",
+    "X_pca = pca.transform(cust_scale)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (5, 5))\n",
+    "plt.scatter(X_pca[:, 0], X_pca[:, 1], alpha = 0.5)\n",
+    "plt.xlabel(\"First principal component\")\n",
+    "plt.ylabel(\"Second principal component\")\n",
+    "plt.show()\n",
+    "\n",
+    "plt.figure(figsize = (5, 5))\n",
+    "plt.scatter(X_pca[:, 0], X_pca[:, 2], alpha = 0.5)\n",
+    "plt.xlabel(\"First principal component\")\n",
+    "plt.ylabel(\"Third principal component\")\n",
+    "plt.show()"
    ]
   },
   {
@@ -135,7 +1023,9 @@
     "\n",
     "from sklearn.preprocessing import StandardScaler\n",
     "\n",
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# No need to do this step"
    ]
   },
   {
@@ -149,13 +1039,191 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {
     "scrolled": true
    },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Your code here:\n",
+    "\n",
+    "from sklearn.cluster import KMeans\n",
+    "\n",
+    "Kmeans = KMeans(n_clusters = 3)\n",
+    "Kmeans.fit(X_pca)\n",
+    "pred = Kmeans.predict(X_pca)\n",
+    "\n",
+    "\n",
+    "plt.figure(figsize = (5, 5))\n",
+    "plt.scatter(X_pca[:, 0], X_pca[:, 1], c = pred, alpha = 0.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n"
+    "cust_dum['labels_KMEANS'] = pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "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>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>Channel_1</th>\n",
+       "      <th>Channel_2</th>\n",
+       "      <th>Region_1</th>\n",
+       "      <th>Region_2</th>\n",
+       "      <th>Region_3</th>\n",
+       "      <th>labels_KMEANS</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\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",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\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",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\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",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Fresh  Milk  Grocery  Frozen  Detergents_Paper  Delicassen  Channel_1  \\\n",
+       "0  12669  9656     7561     214              2674        1338          0   \n",
+       "1   7057  9810     9568    1762              3293        1776          0   \n",
+       "2   6353  8808     7684    2405              3516        7844          0   \n",
+       "3  13265  1196     4221    6404               507        1788          1   \n",
+       "4  22615  5410     7198    3915              1777        5185          0   \n",
+       "\n",
+       "   Channel_2  Region_1  Region_2  Region_3  labels_KMEANS  \n",
+       "0          1         0         0         1              0  \n",
+       "1          1         0         0         1              1  \n",
+       "2          1         0         0         1              1  \n",
+       "3          0         0         0         1              0  \n",
+       "4          1         0         0         1              0  "
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cust_dum.head()"
    ]
   },
   {
@@ -167,11 +1235,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    210\n",
+       "1    177\n",
+       "2     53\n",
+       "Name: labels_KMEANS, dtype: int64"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "cust_dum['labels_KMEANS'].value_counts()"
    ]
   },
   {
@@ -185,13 +1269,101 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {
     "scrolled": true
    },
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "\n",
+    "\n",
+    "from sklearn.cluster import DBSCAN\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "\n",
+    "scaler = StandardScaler()\n",
+    "X_to_scale = cust_dum[['Fresh', 'Milk', 'Grocery', 'Frozen', 'Detergents_Paper', 'Delicassen']]\n",
+    "X_scale = scaler.fit_transform(X_to_scale)\n",
+    "\n",
+    "model = DBSCAN(eps = 0.5)\n",
+    "pred = model.fit(X_scale)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Fresh', 'Milk', 'Grocery', 'Frozen', 'Detergents_Paper', 'Delicassen',\n",
+       "       'Channel_1', 'Channel_2', 'Region_1', 'Region_2', 'Region_3',\n",
+       "       'labels_KMEANS'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cust_dum.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0,  0, -1,  0, -1,  0,  0,  0,  0, -1, -1,  0, -1, -1, -1,  0,  0,\n",
+       "       -1,  0,  0,  0,  0, -1, -1, -1,  0,  0,  0, -1,  1, -1,  0,  0, -1,\n",
+       "        0,  0, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,  0, -1,  0,\n",
+       "        0, -1,  0,  0,  0, -1, -1,  0,  0,  0, -1, -1, -1,  0, -1, -1, -1,\n",
+       "       -1,  0, -1, -1, -1, -1,  0,  0, -1, -1,  0,  0,  0,  0,  0,  0,  0,\n",
+       "       -1, -1, -1,  0, -1,  0,  0, -1, -1,  0,  0, -1,  0,  0,  0, -1, -1,\n",
+       "        0, -1,  0,  0,  0, -1,  0, -1,  0, -1, -1,  0,  0,  0,  0,  0,  0,\n",
+       "        0,  0,  0,  0, -1, -1, -1,  0, -1,  0,  1,  0,  0,  0,  0,  0,  0,\n",
+       "       -1, -1, -1,  0,  0, -1, -1,  0,  0, -1,  0,  0,  0,  0,  0,  0,  0,\n",
+       "       -1,  0, -1, -1,  0,  0,  0,  0,  0,  0, -1, -1, -1, -1,  0,  0,  0,\n",
+       "        0, -1,  0, -1,  0,  0, -1, -1,  0, -1,  0, -1,  0, -1,  0,  0,  0,\n",
+       "       -1, -1,  0, -1,  0,  0, -1,  0,  0, -1,  0,  0,  0, -1, -1, -1,  0,\n",
+       "        0, -1,  0, -1,  0, -1,  0, -1,  0,  0,  0, -1, -1,  0, -1,  0,  0,\n",
+       "        0,  0,  0,  0,  0,  0,  0, -1,  0, -1, -1,  0,  0,  0,  0,  0,  0,\n",
+       "        0, -1, -1,  0,  0,  0,  0, -1,  0,  0,  0,  0,  0, -1,  0, -1, -1,\n",
+       "        0,  0, -1, -1, -1,  0,  0,  0, -1,  0, -1, -1, -1, -1,  0,  0,  0,\n",
+       "       -1, -1,  0,  0, -1, -1,  0,  0,  0,  0, -1, -1, -1,  1,  0,  0,  0,\n",
+       "        1,  0,  0,  0,  0, -1,  0,  0,  0,  0,  0,  0, -1,  0, -1, -1, -1,\n",
+       "       -1,  0,  0, -1, -1, -1, -1,  0,  0, -1,  0,  0,  0, -1,  0,  0,  0,\n",
+       "       -1,  0, -1,  0,  0,  0,  0,  0, -1,  0, -1, -1, -1,  0,  0, -1, -1,\n",
+       "        0,  0,  0, -1,  0,  0, -1, -1,  0, -1,  0, -1,  0, -1, -1,  0,  0,\n",
+       "       -1, -1,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, -1,  0, -1,  0,\n",
+       "        0,  0, -1,  1,  0,  0,  0, -1, -1,  0, -1,  0,  0,  0,  0,  0,  0,\n",
+       "        0,  0, -1,  0,  0, -1,  0,  0,  0,  0, -1,  0, -1,  0,  0, -1, -1,\n",
+       "        0, -1,  0, -1,  0, -1,  0,  0,  0,  0, -1,  0,  0,  0,  0,  0, -1,\n",
+       "       -1, -1, -1,  0,  0, -1, -1,  0,  0,  0, -1, -1, -1,  0,  0])"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred.labels_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cust_dum['labels_DBSCAN'] = pred.labels_"
    ]
   },
   {
@@ -203,11 +1375,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       " 0    261\n",
+       "-1    174\n",
+       " 1      5\n",
+       "Name: labels_DBSCAN, dtype: int64"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "\n",
+    "\n",
+    "cust_dum['labels_DBSCAN'].value_counts()"
    ]
   },
   {
@@ -225,6 +1414,26 @@
     "* `Frozen` as X and `Delicassen` as y"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(53, 13)"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cust_dum[cust_dum['labels_KMEANS']==2].shape"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -234,11 +1443,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "x = np.array(cust_dum['Detergents_Paper'])\n",
+    "y = np.array(cust_dum['Milk'])\n",
+    "cdict = {0: 'yellow', 1: 'red', 2: 'blue'}\n",
+    "group = np.array(cust_dum['labels_KMEANS'])\n",
+    "fig, ax = plt.subplots(figsize=(15, 8))\n",
+    "for g in np.unique(group):\n",
+    "    i = np.where(group == g) #select the datapoints that are related to a certain label (in this case three groups)\n",
+    "    ax.scatter(x[i], y[i], c = cdict[g], label = g, alpha=0.5)\n",
+    "ax.legend()\n",
+    "plt.xlabel(\"Detergents and Paper\")\n",
+    "plt.ylabel(\"Milk\")\n",
+    "plt.show()\n",
+    "\n",
+    "x = np.array(cust_dum['Detergents_Paper'])\n",
+    "y = np.array(cust_dum['Milk'])\n",
+    "cdict = {0: 'yellow', -1: 'red', 1: 'blue'}\n",
+    "group = np.array(cust_dum['labels_DBSCAN'])\n",
+    "fig, ax = plt.subplots(figsize=(15, 8))\n",
+    "for g in np.unique(group):\n",
+    "    i = np.where(group == g) #select the datapoints that are related to a certain label (in this case three groups)\n",
+    "    ax.scatter(x[i], y[i], c = cdict[g], label = g, alpha=0.5)\n",
+    "ax.legend()\n",
+    "plt.xlabel(\"Detergents and Paper\")\n",
+    "plt.ylabel(\"Milk\")\n",
+    "plt.show()"
    ]
   },
   {
@@ -250,11 +1510,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 57,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "plt.scatter(cust_dum['Grocery'], cust_dum['Fresh'],c=cust_dum['labels_KMEANS'],alpha=0.5)\n",
+    "plt.xlabel(\"Grocery\")\n",
+    "plt.ylabel(\"Fresh\")\n",
+    "plt.xlim([0, 20000])\n",
+    "plt.show()\n",
+    "\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "plt.scatter(cust_dum['Grocery'], cust_dum['Fresh'],c=cust_dum['labels_DBSCAN'],alpha=0.5)\n",
+    "plt.xlabel(\"Grocery\")\n",
+    "plt.ylabel(\"Fresh\")\n",
+    "plt.xlim([0, 20000])\n",
+    "plt.show()"
    ]
   },
   {
@@ -266,11 +1566,58 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:"
+    "# Your code here:\n",
+    "\n",
+    "colors = np.array(['yellow', 'red', 'blue'])\n",
+    "colors_label = colors[cust_dum['labels_KMEANS']]\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "plt.scatter(cust_dum['Frozen'], cust_dum['Delicassen'],c=colors_label,alpha=0.5)\n",
+    "plt.xlabel(\"Frozen\")\n",
+    "plt.ylabel(\"Delicassen\")\n",
+    "plt.xlim([-1000, 20000])\n",
+    "plt.ylim([-1000, 20000])\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "colors = np.array(['yellow', 'red', 'blue'])\n",
+    "colors_label = colors[cust_dum['labels_DBSCAN']]\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "plt.scatter(cust_dum['Frozen'], cust_dum['Delicassen'],\n",
+    "             c=colors_label,alpha=0.5)\n",
+    "plt.xlabel(\"Frozen\")\n",
+    "plt.ylabel('Delicassen')\n",
+    "plt.xlim([-1000, 20000])\n",
+    "plt.ylim([-1000, 20000])\n",
+    "plt.show()"
    ]
   },
   {
@@ -282,11 +1629,261 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "metadata": {},
-   "outputs": [],
+   "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>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>Channel_1</th>\n",
+       "      <th>Channel_2</th>\n",
+       "      <th>Region_1</th>\n",
+       "      <th>Region_2</th>\n",
+       "      <th>Region_3</th>\n",
+       "      <th>labels_DBSCAN</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>labels_KMEANS</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>19130.280952</td>\n",
+       "      <td>3243.714286</td>\n",
+       "      <td>4176.947619</td>\n",
+       "      <td>2938.800000</td>\n",
+       "      <td>892.009524</td>\n",
+       "      <td>1340.785714</td>\n",
+       "      <td>0.857143</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>0.161905</td>\n",
+       "      <td>0.095238</td>\n",
+       "      <td>0.742857</td>\n",
+       "      <td>-0.261905</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4851.141243</td>\n",
+       "      <td>9578.887006</td>\n",
+       "      <td>13837.474576</td>\n",
+       "      <td>1451.598870</td>\n",
+       "      <td>5946.011299</td>\n",
+       "      <td>1599.265537</td>\n",
+       "      <td>0.384181</td>\n",
+       "      <td>0.615819</td>\n",
+       "      <td>0.175141</td>\n",
+       "      <td>0.107345</td>\n",
+       "      <td>0.717514</td>\n",
+       "      <td>-0.536723</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7624.905660</td>\n",
+       "      <td>3277.622642</td>\n",
+       "      <td>3248.490566</td>\n",
+       "      <td>9010.735849</td>\n",
+       "      <td>530.018868</td>\n",
+       "      <td>2005.811321</td>\n",
+       "      <td>0.943396</td>\n",
+       "      <td>0.056604</td>\n",
+       "      <td>0.226415</td>\n",
+       "      <td>0.150943</td>\n",
+       "      <td>0.622642</td>\n",
+       "      <td>-0.358491</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      Fresh         Milk       Grocery       Frozen  \\\n",
+       "labels_KMEANS                                                         \n",
+       "0              19130.280952  3243.714286   4176.947619  2938.800000   \n",
+       "1               4851.141243  9578.887006  13837.474576  1451.598870   \n",
+       "2               7624.905660  3277.622642   3248.490566  9010.735849   \n",
+       "\n",
+       "               Detergents_Paper   Delicassen  Channel_1  Channel_2  Region_1  \\\n",
+       "labels_KMEANS                                                                  \n",
+       "0                    892.009524  1340.785714   0.857143   0.142857  0.161905   \n",
+       "1                   5946.011299  1599.265537   0.384181   0.615819  0.175141   \n",
+       "2                    530.018868  2005.811321   0.943396   0.056604  0.226415   \n",
+       "\n",
+       "               Region_2  Region_3  labels_DBSCAN  \n",
+       "labels_KMEANS                                     \n",
+       "0              0.095238  0.742857      -0.261905  \n",
+       "1              0.107345  0.717514      -0.536723  \n",
+       "2              0.150943  0.622642      -0.358491  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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>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>Channel_1</th>\n",
+       "      <th>Channel_2</th>\n",
+       "      <th>Region_1</th>\n",
+       "      <th>Region_2</th>\n",
+       "      <th>Region_3</th>\n",
+       "      <th>labels_KMEANS</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>labels_DBSCAN</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-1</th>\n",
+       "      <td>15608.988506</td>\n",
+       "      <td>10000.408046</td>\n",
+       "      <td>13693.298851</td>\n",
+       "      <td>4786.275862</td>\n",
+       "      <td>5291.373563</td>\n",
+       "      <td>2510.781609</td>\n",
+       "      <td>0.477011</td>\n",
+       "      <td>0.522989</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.114943</td>\n",
+       "      <td>0.718391</td>\n",
+       "      <td>0.764368</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>9030.398467</td>\n",
+       "      <td>3077.318008</td>\n",
+       "      <td>4234.061303</td>\n",
+       "      <td>1963.432950</td>\n",
+       "      <td>1322.134100</td>\n",
+       "      <td>881.773946</td>\n",
+       "      <td>0.804598</td>\n",
+       "      <td>0.195402</td>\n",
+       "      <td>0.183908</td>\n",
+       "      <td>0.103448</td>\n",
+       "      <td>0.712644</td>\n",
+       "      <td>0.574713</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>41446.600000</td>\n",
+       "      <td>1421.200000</td>\n",
+       "      <td>2167.600000</td>\n",
+       "      <td>1276.400000</td>\n",
+       "      <td>416.200000</td>\n",
+       "      <td>784.800000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      Fresh          Milk       Grocery       Frozen  \\\n",
+       "labels_DBSCAN                                                          \n",
+       "-1             15608.988506  10000.408046  13693.298851  4786.275862   \n",
+       " 0              9030.398467   3077.318008   4234.061303  1963.432950   \n",
+       " 1             41446.600000   1421.200000   2167.600000  1276.400000   \n",
+       "\n",
+       "               Detergents_Paper   Delicassen  Channel_1  Channel_2  Region_1  \\\n",
+       "labels_DBSCAN                                                                  \n",
+       "-1                  5291.373563  2510.781609   0.477011   0.522989  0.166667   \n",
+       " 0                  1322.134100   881.773946   0.804598   0.195402  0.183908   \n",
+       " 1                   416.200000   784.800000   1.000000   0.000000  0.000000   \n",
+       "\n",
+       "               Region_2  Region_3  labels_KMEANS  \n",
+       "labels_DBSCAN                                     \n",
+       "-1             0.114943  0.718391       0.764368  \n",
+       " 0             0.103448  0.712644       0.574713  \n",
+       " 1             0.000000  1.000000       0.000000  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "display(cust_dum.groupby('labels_KMEANS').agg('mean'))\n",
+    "display(cust_dum.groupby('labels_DBSCAN').agg('mean'))"
    ]
   },
   {
@@ -302,7 +1899,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your observations here"
+    "# Your observations here\n",
+    "\n",
+    "# DBSCAN has a more uniform grouping so I think it's the best."
    ]
   },
   {
@@ -378,7 +1977,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,