diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..0c22572 100755
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,17 +12,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Import your libraries:\n",
     "\n",
-    "%matplotlib inline\n",
-    "\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 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -67,20 +66,608 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "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": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "customers.head()\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
+   "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": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "correlation = customers.corr()\n",
+    "correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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JDBkyBLPZTJ8+fahbty5Lly4FYMCAAdSuXZuOHTvSs2dP3Nzc6Nu3b549iG+HJqO4ME1GuZEmo4g4x/kBD9n9mgpLNxdBJPZTRSciIrYV360ulehERMQ23aZHRESMTRWdiIgYmSo6ERExNlV0UhR+vde+KbRFZdTFHGeHAEBVt7I8VbOvs8MAYGFilLNDEHEoixKdiIgYmhKdiIgYWXGu6LQFmIiIGJoqOhERsa0YV3RKdCIiYlNx7rpUohMREZuU6ERExNCU6ERExNgsJtvXuCglOhERsUkVnYiIGJolVxWdiIgYmCo6ERExNIvG6ERExMhU0YmIiKEV5zE67XVZAPXr1+ell16yHufk5NC2bVuGDh0KwMaNG/n4448BmDNnDp9++ikAgwcPZt++fY4PWETkH7JY7H+4ClV0BVC2bFkOHz5MZmYmpUuXZtu2bfj6+lqff/jhh3n44YedGKGISOFSRVcCderUie+//x6AuLg4goKCrM+tWLGCqVOn3vS1ubm5vPzyy7z77rtFHaaISKGw5JrsfrgKJboC6t69O6tXr+bKlSv89ttvNG3a9LZeZzabGTt2LDVr1uT5558v4ihFRApHce66VKIroAYNGpCcnExsbCwBAQG3/bqJEydSt25dnnvuuSKMTkSkcKmiK6ECAwOZOXNmnm5LW5o3b058fDxXrlwpwshEROQaJbp/oG/fvgwfPpz69evb9ZqAgABGjx5NTk5OEUYnIlJ4LBaT3Q9XoUT3D1StWpXHH3/c7tc9+eST3HfffYwbN47c3GK8ClNESgxLrv0PV2GyWFxpyFD+7mjjrs4OAYBRF92dHQIAVd3KOjsEq4WJUc4OQcShfm/Yze7X1Du4tggisZ/W0YmIiE2u1BVpLyU6ERGxyZVmUdpLiU5ERGwqzoNcSnQiImKTKjoRETG0XI3RiYiIkWkyioiIGFpxHqPTgnEREbEp12Ky+3E7tm7dSteuXencubP1Pp752bt3Lw0bNmTtWvvX5inRiYiITUWxBZjZbGbq1Kl88sknxMXFERsby5EjR/K9btasWXTo0KFAsSvRiYiITUVxm569e/dSo0YN/Pz88PLyIigoiI0bN95w3ZdffknXrl2pXLlygWLXGJ0Lu6uda3SKX1njGptPHzafc3YIAKwbX59Lc4Y7OwwAyo6a7+wQpIQoilmXqampVK1a1Xrs6+vL3r17b7hmw4YNfP755+zbt69A7SjRiYiITQWZdRkZGUlkZKT1ODw8nPDw8L+9541f5k2mvO1Mnz6dsWPH4u5e8D13lehERMSmglR01ye261WtWpWTJ09aj1NTU6lSpUqea/bv388LL7wAwLlz59iyZQseHh488sgjtx2HEp2IiDhFkyZNSExMJCkpCV9fX+Li4pg9e3aeazZt2mT98/jx43nwwQftSnKgRCciIrehKGYMeHh4MHHiRIYMGYLZbKZPnz7UrVuXpUuXAjBgwIDCaadQ3kVERAytqLYACwgIICAgIM+5myW4t956q0BtKNGJiIhN2gJMREQMLdfZAfwDSnQiImKTBVV0IiJiYLmusX9FgSjRiYiITbmq6ERExMjUdSkiIoamySgiImJoquhERMTQVNEVA2fOnGHGjBns2bOH8uXL4+npyZAhQ+jcubOzQxMRcXlKdC7OYrEwYsQIQkNDrRuGpqSk5NksFCAnJwcPj8L/kZjN5n90iwkREWdT16WL++mnn/D09Myzf1q1atUYPHgwK1as4PvvvycrK4tLly7xwQcfMGHCBJKSkihTpgxTp06lQYMGZGRk8MYbb7B//34ARo4cSdeuXfnxxx+ZM2cOWVlZ+Pn5MWPGDMqVK0dgYCC9e/dm27ZtdOrUifXr1/Ptt98CkJiYyAsvvMCKFSuc8vMQEbFXbvHNcyUj0R0+fJj77rvvps/v2bOHlStXUqFCBaZNm8Z9993H/Pnz2b59Oy+//DIxMTHMnz8fb29vVq1aBcCFCxdIS0vjww8/ZNGiRZQtW5aPP/6YRYsWMXLkSABKlSpl3YX7P//5DwcPHqRhw4asWLGCXr16Ff0HFxEpJMV5HZ2bswNwhilTptCzZ0/69OkDQPv27alQoQIAO3fuJCQkBIB27dpx/vx50tPT2b59OwMHDrS+R/ny5fn11185cuQIAwYMICQkhOjoaP7880/rNd27d7f+OSwsjG+++Qaz2czq1avp0aOHAz6piEjhsBTg4SpKREVXt25d1q9fbz2eNGkSaWlp9O3bF4AyZcpYn7vZrd0tFssNt3i3WCy0b9+ef/3rX/m2+/f37dq1K/PmzaNt27Y0atSIihUr/qPPJCIit6dEVHRt27blypUrfPXVV9ZzmZmZ+V7bunVrVq5cCUB8fDwVK1bE29ub9u3bs3jxYut1Fy5coFmzZuzatYtjx44BcPnyZRISEvJ931KlStGhQwcmT55M7969C+ujiYg4RG4BHq6iRCQ6k8nEvHnz+PnnnwkMDKRv3768/PLLjB079oZrR44cyf79+wkODmb27NnWG/0999xzXLx4kR49etCzZ0/i4+OpVKkSM2bM4IUXXiA4OJh+/frxxx9/3DSO4OBgTCYTHTp0KLLPKiJSFHJNJrsfrsJkya+vTorEp59+Snp6OmPGjLmt6y8+06VoA7pNvdY4O4KrsixmZ4cAwLrx9Z0dglXZUfOdHYKUEMvvHmj7ouuEnVhSBJHYr0SM0bmCESNGcPz4cT7//HNnhyIiYjdX6oq0lxKdg8ybN8/ZIYiIFJjW0YmIiKEV53V0SnQiImJTcZ7MoUQnIiI2qetSREQMTZNRRETE0NR1KSIihqauSxERMTR1XYqIiKEV50SnLcBcmIdXNWeHAEDru+o5OwQApuT4OjsEAKLLuMZ/+R1XTjg7BKtfTvzg7BCkiC3wG2T3a4YlLbZ9kQOoohMREZtc4+tdwSjRiYiITUp0IiJiaMV5jKtE3I9ORERKLlV0IiJik9bRiYiIoWmMTkREDE2JTkREDE2TUURExNByTfY/bsfWrVvp2rUrnTt35uOPP77h+ZUrVxIcHExwcDD9+/fn0KFDdseuik5ERGwqiq5Ls9nM1KlTWbRoEb6+vvTt25fAwEDq1KljvaZ69eosXryY8uXLs2XLFl5//XWWL19uVzuq6ERExCZLAR627N27lxo1auDn54eXlxdBQUFs3LgxzzUtWrSgfPnyADRr1oyTJ0/aHbsqOhERsSm3AKN0kZGRREZGWo/Dw8MJDw+3HqemplK1alXrsa+vL3v37r3p+0VFRdGpUye741CiExERmwrSdXl9YrtefvcUMJnyH9z76aefiIqK4quvvrI7DiU6ERGxqShmXVatWjVPV2RqaipVqlS54bpDhw7x2muv8e9//5uKFSva3Y4SHdCwYUPq1fu/W9HMmzeP6tWrOzEiERHXUhSTUZo0aUJiYiJJSUn4+voSFxfH7Nmz81zz559/MmrUKGbOnEmtWrUK1I4SHVC6dGliYmLyfc5isWCxWHBz07wdESm5imILMA8PDyZOnMiQIUMwm8306dOHunXrsnTpUgAGDBjAvHnzOH/+PFOmTAHA3d2dFStW2NdOoUduAMnJyTzzzDO0adOGPXv2MG/ePBYvXswPP/yAyWTiueeeo3v37rz//vts2rQJgLS0NDp06MCMGTOIiYnhyy+/JDs7m6ZNmzJp0iTc3d1p3rw5jz32GJs3b6Z06dLMnz+fO++808mfVkTEtoJMRrkdAQEBBAQE5Dk3YMAA65+nT5/O9OnT/1EbKlOAzMxMQkJCCAkJYcSIEQAkJCQQGhpKdHQ0+/fv59ChQ8TExLBo0SJmzpzJqVOnGD16NDExMSxevJgKFSowcOBAjh49ypo1a1i6dCkxMTG4ubmxatUqAC5dukTTpk1ZuXIlrVq1YtmyZc782CIit60olhc4iio6buy6TE5O5p577qFZs2YA7Ny5k6CgINzd3bnzzjtp3bo1+/bt4+GHH8ZisTB27FieeOIJGjduzOLFi9m/fz99+/YFribRypUrA+Dp6clDDz0EQOPGjdm2bZtjP6iISAFpr0sDKlu2rPXP+U2BvWbOnDn4+vrSp08f67W9evXixRdfvOFaT09P69RZNzc3zGZzIUctIlI0iqrr0hHUdXkbWrduzZo1azCbzaSlpfHLL7/g7+/P5s2b+c9//sNrr71mvbZdu3asW7eOs2fPAnD+/HlSUlKcFbqISImniu42dO7cmd27dxMSEoLJZOKll17irrvuYuHChZw6dYqwsDAAAgMDGT16NGPGjOGpp54iNzcXT09PJk6cSLVq1Zz8KURECq741nNgstyqX06cysPLNZJj67vq2b7IAabk+Do7BACiy7jGaMWOKyecHYLVLyd+cHYIUsTG1hxg+6LrzEpcWgSR2E8VnYiI2FScx+iU6ERExKbim+aU6ERE5Da4Rod9wSjRiYiITZZiXNMp0YmIiE2q6ERExNA0GUVERAyt+KY5JToREbkNquhERMTQNEYnIiKGplmXUiTODW/h7BAACI667OwQABiac9DZIQCwb0AdZ4cAgOfAic4OAYAaHSKoWqGhs8MA4OR51/g3YkSq6ERExNBU0YmIiKGpohMREUPLLcY3utGNV0VExNBU0YmIiE3Ft55TohMRkdugBeMiImJomnUpIiKGplmXIiJiaOq6FBERQ1PXpYiIGJq6LkVExNAsxXjBuBKdiIjYpDE6ERExNEN3XTZs2JB69eqRk5ODu7s7vXr14vHHH8fN7ea7hyUnJ7N7926Cg4MLNVh7HDx4kFOnThEQEGDX65KTk+nevTu1atUiOzubVq1aMXny5Ft+XhERoyvOk1Fs/vYuXbo0MTExxMXFsWjRIrZs2cLcuXNv+ZqUlBRiY2PtCsRsNtt1vS0HDx5ky5YtBXrt//zP/xATE8PKlSs5evQoGzZsKNTYrinszywiUlRysdj9cBV2dV1WrlyZadOm0bdvX0aNGkVubi6zZs1ix44dZGVlMXDgQPr378/s2bM5evQoISEh9OrVi8GDB+d7XXx8PHPnzqVKlSocPHiQ2NhYpk6dys8//0z16tXJzc2lT58+dOvWjf379/PWW29x6dIlKlasyIwZM6hSpQqDBw/G39+f+Ph40tPTmT59Ov7+/nzwwQdkZmayc+dOhg4dyp133sn06dMBMJlMLF68GG9v71v/cDw8aN68OceOHWPZsmVERkaSnZ1NjRo1mDlzJmXKlGH8+PF4eXlx5MgRzp49y/jx43nooYcwm8239ZlXr15d8L89EREHKVGTUfz8/MjNzeXs2bNs3LgRHx8fvvnmG7Kysujfvz/t27fnxRdfZOHChXz00UcAREZG5nsdwL59+1i1ahV+fn6sXbuWlJQUVq1axdmzZ+nevTt9+vQhOzubN954g/nz51OpUiVWr17Nu+++y4wZM4CrlVFUVJS12vzss8+IiIhg//79TJx49S7Mw4YNY+LEibRs2ZKMjAxKlSpl87NevnyZ7du3ExERgb+/P/369QPg3XffJSoqisGDBwNXK9jFixdz/PhxHnvsMR544AGio6Nv6zOLiBQHhh6jy8+1zL5t2zZ+++031q1bB0B6ejrHjh3D09Mzz/W3uq5JkybWX/g7d+6kW7duuLm5cdddd9GmTRsAEhIS+P3333nyyScByM3N5a677rK+f+fOnQFo1KgRKSkp+cbcokUL3nrrLYKDg+nSpQvlypW76ec7fvw4ISEhmEwmHn74YQICAtixYwfvvfce6enpZGRk0KFDB+v1jz76KG5ubtSsWRM/Pz/++OOP2/7MIiLFQXEeo7M70SUlJeHu7k7lypWxWCy89tprdOzYMc818fHxeY5vdV3ZsmXzXJcfi8VC3bp1iYyMzPd5Ly8vANzc3G467vXss88SEBDAli1b6NevH4sWLaJ27dr5XnttjO7vxo8fz/z582nQoAErVqxgx44d1udMJlOea00m021/ZhGR4qCoxty2bt3K9OnTyc3NJSwsjGeffTbP8xaLhenTp7NlyxZKly7NW2+9RaNGjexqw66phGlpaUyaNImBAwdiMpno0KEDS5cuJTs7G7haeV26dIly5cqRkZFhfd3Nrrtey5YtWb9+Pbm5uZw5c8aaTGrVqkVaWhq7d+8GIDs7m8OHD98y1utjOH78OPXr1+fZZ5+lcePGJCQk2PPRycjI4K677iI7O5tVq1bleW7t2rXk5uZy/PhxkpKSqFWr1m1/ZhGRkspsNjN16lQ++eQT4uLiiI2N5ciRI3mu2bp1K4mJiaxfv55p06YxefJku9uxWdFlZmYSEhJiXV4QEhJi7UIMCwsjJSWF3r17Y7FYqFixIvPnz6d+/fq4u7vTs2dPevfuzWOPPZbvddfr2rUr27dvp0ePHtSsWRN/f398fHzw8vLigw8+4I033iA9PR2z2czjjz9O3bp1bxp3mzZt+PjjjwkJCWHo0KHs3LmT+Ph43NzcqFOnDp06dbLrBzV69GjCwsKoVq0a9erVy5NEa9WqxaBBgzh79ixTpkyhVKlSN/3ZiIgUR0UxGWXv3r3UqFHDOpQTFBTExo0bqVOnjvWajRs3EhoaislkolmzZly8eJFTp05RpUqV227HZHGxqTQZGRmUK1eOc+fOERYWxtKlS/OMx7ma8ePH8+CDD9KtW7dCf+/0Mc5bh/h3wVGXnR0CAMcun3Z2CADse7aO7YscwHPgMGeHAECNDhHODsHq5PmDzg7BsB6q3tnu1wybPSTPkFN4eDjh4eHW47Vr1/LDDz9YZ8RHR0ezd+9e6yRCgKFDh/LMM8/QqlUrAB5//HHGjh1LkyZNbjsOl9sZZdiwYVy8eJHs7GyGDx/u0klORKSkKMhklOsT2w3vmU+ddf2ch9u5xhaXS3RffvmlQ9r57bffGDduXJ5zXl5eLF++3K73eeuttwozLBERl5RbBJ1/VatW5eTJk9bj1NTUG7okr7/m5MmTdnVbggsmOkepX7/+DTMrRUQkf0UxxtWkSRMSExNJSkrC19eXuLg4Zs+eneeawMBAFi9eTFBQEL/++is+Pj5KdCIiUviKYnmBh4cHEydOZMiQIZjNZvr06UPdunVZunQpAAMGDLAuC+vcuTNlypThzTfftL+dwg5cRESMp6jW0QUEBNyw+f6AAQOsfzaZTEyaNOkftaFEJyIiNrnYBH27KNGJiIhNrnQ3Ansp0YmIiE0laq9LEREpedR1KSIihlacuy5dbgsw+T+9a/R0dggAmC2ucSeqrpYKzg4BgLakOzsEANa5+Tg7BAACs11js/J/ebrGv1OAyGPRzg6h0DWv2t7u1+w+ua0IIrGfKjoREbGpOFd0SnQiImKTJqOIiIihFcVel45i141XRUREihtVdCIiYpO6LkVExNCKc9elEp2IiNikik5ERAxNFZ2IiBiaKjoRETE0VXQiImJoquhERMTQLC6y521BKNGJiIhN2utSREQMrTjf6KZYbQHWsGFDQkJCCAoKomfPnixatIjc3FuX08nJyfTo0QOAffv28cYbbzgiVBERQ8nFYvfDVRSriq506dLExMQAcPbsWV588UXS09OJiIi4rdc3adKEJk2aFGWIIiKGpIrOCSpXrsy0adNYsmQJFosFs9nM22+/TZ8+fQgODubrr7++4TXx8fEMHToUgIyMDF555RWCg4MJDg5m3bp1AEyaNInevXsTFBTEBx98YH3trFmz6N69O8HBwbz99tsArFmzhh49etCzZ08GDhwIcNM44uPjGTx4MBEREXTr1o0XX3yxWP/DEZGSJddisfvhKopVRXc9Pz8/cnNzOXv2LBs3bsTHx4dvvvmGrKws+vfvT/v27TGZTPm+dv78+Xh7e7Nq1SoALly4AMDzzz9PhQoVMJvNPPHEExw6dIiqVavy3XffsXbtWkwmExcvXrS+x6effoqvr6/1XFRUVL5xAPz3v/8lLi6OKlWqMGDAAHbu3EmrVq2K+sckIvKPaXmBE12rirZt28Zvv/1mrczS09M5duwYNWvWzPd127dv51//+pf1uHz58sDVKm3ZsmXk5ORw+vRpjh49Sp06dShVqhSvvvoqDz74IA8++CAAzZs3Z/z48Tz66KN07tz5lnF4enri7+9P1apVAWjQoAEpKSlKdCJSLBTnHqhineiSkpJwd3encuXKWCwWXnvtNTp27JjnmuTk5Hxfa7FYbqj2kpKSWLhwIVFRUZQvX57x48dz5coVPDw8iIqKYvv27cTFxbF48WK++OILpk6dyq+//sr3339PaGgo0dHRN40jPj4eLy8v67G7uztms7mQfhIiIkXLlSaX2KvYjtGlpaUxadIkBg4ciMlkokOHDixdupTs7GwAEhISuHTp0k1f3759exYvXmw9vnDhAhkZGZQpUwYfHx/OnDnD1q1bgavjeenp6QQEBDBhwgQOHToEwPHjx2natCmjR4+mYsWKnDx50u44RESKA4vFYvfDVRSrii4zM5OQkBBycnJwd3cnJCSEJ598EoCwsDBSUlLo3bs3FouFihUrMn/+/Ju+13PPPcfUqVPp0aMHbm5ujBw5ki5dunDfffcRFBSEn58fLVq0AK4muuHDh3PlyhUAXnnlFQBmzpzJsWPHsFgstG3blgYNGlC/fn274hARkaJlsrhS2pU8etfo6ewQADC7yNY/XS0VnB0CAG1Jd3YIAKxz83F2CAAEZrtGj8W/PF3j3ylA5LFoZ4dQ6Cr51LX7NWnph4sgEvsVq4pOREScozjXREp0IiJiU3GejKJEJyIiNqmiExERQ3OlnU7spUQnIiI2aWcUERExNFV0IiJiaBqjExERQ3N01+X58+d5/vnnSUlJoVq1arz33nvWPYmvOXHiBOPGjePMmTO4ubnRr18/Hn/88Rveq9huASYiIo7j6C3APv74Y9q1a8f69etp164dH3/88Q3XuLu7M378eNasWUNkZCRfffUVR44cueE6JToREbHJ0Ylu48aNhIaGAhAaGsqGDRtuuKZKlSo0atQIAG9vb+69915SU1NvuE5dlyIiYlNB0lZkZCSRkZHW4/DwcMLDw2/rtWfPnqVKlSrA1YSWlpZ2y+uTk5M5ePAgTZs2veE5JToXtuLYSmeHIC6shbMDcDGRti+RfyAnK6VAr7tVYnviiSc4c+bMDefHjBljVxsZGRlEREQwYcIEvL29b3heiU5ERJzis88+u+lzlStX5tSpU1SpUoVTp05RqVKlfK/Lzs4mIiKC4OBgunTpku81GqMTERGXExgYSHR0NADR0dE8/PDDN1xjsVh49dVXuffee623bMuPbtMjIiIu59y5c4wZM4YTJ05w99138/7771OhQgVSU1N57bXX+Pe//80vv/zCwIEDqVevHm5uV+u2F154gYCAgDzvpUQnIiKGpq5LERExNCU6ERExNCU6ERExNCU6ERExNCU6ESmxcnNz6dGjh7PDkCKmBeMGcuDAgVs+f21POEdKTU0lJSUFs9lsPde6dWuHxpCQkMCnn37Kn3/+SU5OjvX8F1984dA43n//fUaPHm09NpvNjBs3jtmzZzs0jt69e9OnTx969Ohxw27wjpSWlsayZctISUnJ8/cyY8YMh8Xg5uZG/fr1+fPPP7nnnnsc1u7N7Nq164b/L9f2e5SCU6IzkLfeeuumz5lMJof/Yn/nnXdYs2YNtWvXxt3d3Xre0Ylu9OjR9O/fn379+lnX2jjDiRMn+Oijjxg6dChZWVlEREQ45cvHu+++y4oVK+jbty+NGzemd+/edOjQAZPJ5NA4hg8fTsuWLWnXrl2efx+Odvr0aYKCgvD396dMmTLW8wsWLHBoHC+99BJJSUk0aNDA+vMwmUxKdIVA6+ikyHTt2pVVq1bh5eXl1Dh69+7NihUrnBoDXN3FYezYsdSrV4/4+Hg6derEE0884bR4cnNz2bx5M5MnT8bNzY0+ffrw2GOPUaFCBYe0HxISQkxMjEPaupUdO3bke/7+++93aByPPvooq1evdvgXjpJAY3QGdPnyZebPn8/rr78OQGJiIps3b3Z4HH5+fmRnZzu83WvOnz/P+fPneeihh1iyZAmnTp2ynjt//rzD4jhw4AAHDhzgv//9L4899hirV6+mRo0atG7d2mZ3c1E5dOgQb731FjNnzqRr16588MEHeHt753vTyqLy4IMPsmXLFoe1dzP3338/1apVIycnh/vvv58mTZpw3333OTyOunXrcvr0aYe3WxKoojOgMWPG0KhRI2JiYoiNjSUzM5Pw8HCHf3seNWoUhw4dol27dnmqutdee80h7QcGBmIymfK9L5bJZGLjxo0OiWPw4ME3fc4ZXcq9e/fGx8eHvn370rVr1zx/NyNHjmTu3LkOiaN58+ZcvnwZT09PPD09sVgsmEwmdu3a5ZD2r1m2bBmRkZFcuHCBDRs2kJiYyKRJk/j8888dGsfgwYM5dOgQ/v7+eHp6Ws87ugvViDRGZ0DHjx/nvffeIy4uDoDSpUv/45sgFkRgYCCBgYEOb/eaTZs2Oa3tv/vyyy+dHYJVbm4uXbp0YdiwYfk+76gkB7B7926HtXUrS5YsYfny5fTr1w+AmjVr2rz3WVEYNWqUw9ssKZToDMjLy4vMzExrX//x48edMk7Wq1cvsrKySExMBKBWrVp5vqk6ypo1a+jYsSPe3t7Mnz+f//73vwwfPtxh3VOLFi265fO32nW9sLm5ufHDDz/cNNE5ksViYeXKlSQnJzNixAhOnDjB6dOn8ff3d2gcXl5eef5//H0GqCPdf//9pKSkcOzYMR544AEuX76cZ/alFJzG6Axo1KhRDBkyhBMnTvDiiy/yxBNP8NJLLzk8jvj4eLp27crUqVOZMmUKXbt25eeff3Z4HPPnz8fb25tffvmFH3/8kdDQUCZNmuSw9jMyMm75cLQHHniATz/9lBMnTjhlzPKayZMns2fPHmJjYwEoW7YsU6ZMcXgcrVu3ZsGCBWRmZrJt2zZGjx7tlJ6IZcuWERERwcSJE4GrS3NGjBjh8DiMSBWdAbVv35777ruPX3/91Xq/ppvdtLAovf3223z66afce++9wNX1bC+++KLDZ0Bem6q9ZcsWBgwYwCOPPOLQLrqRI0c6rK3b8c033wBXu+yuceSY5TV79+7l22+/tU6fL1++vFMmL40dO5aoqCjq1atHZGQkAQEBhIWFOTwOV+lCNSIlOoPKysrijjvuwGw2c/ToUY4ePerw9WvZ2dnWJAdXuy6d8YvM19eXiRMn8p///IdnnnmGrKwscnNzHdb+v//9b5555hmmTZuW79RxR03OucZVxi49PDwwm83Wn0laWppT1jm6ubkRGhqKv78/JpOJWrVqOWWKv6t0oRqREp0BXVuoXadOnTy/OByd6Bo3bsyECRMICQkBYNWqVTRu3NihMQC89957/PDDDzz11FPccccdnDp1inHjxjms/dq1awM45bPn5/LlyyxatIgTJ04wbdo0EhMTSUhI4KGHHnJoHIMHD2bEiBGcPXuWd999l7Vr1zJmzBiHxgDw/fffM2nSJP7nf/4Hi8VCcnIyU6ZMueHmnUXt+i7Ur776yqmTuYxEywsMyFUWamdlZbFkyRJ27tyJxWKhdevW/O///q9T4vrll184duwYffr0IS0tjYyMDPz8/BwehytwleUnAEePHuWnn37CYrHQrl0765cCR+rWrRsfffQRNWrUAK5O3nr22WdZu3atQ+PIzc0lKiqKH3/8EYAOHToQFhamBeSFQBWdAV1bqO3sROfl5cWTTz7p0FmF+Zk7dy779+8nISGBPn36kJ2dzUsvvcTXX3/tkPZtzXB09DopV1l+MmHCBAYPHszAgQOt5+bMmePwafaVK1e2Jjm4+v+ncuXKDo0Brnah9uvXj379+nH+/HlOnjypJFdIlOgMqEyZMoSGhjptofbo0aN5//33CQ4Ozvf5VatWOSSOa7777juio6Pp1asXcHXMzpGzHffs2cPdd99NUFAQTZs2dUpS+TtXWX7y448/cuDAAZ588knrhJRNmzY5PNHVqVOHZ555hkcffRSTycTatWtp0qQJ69evB6BLly4OiWPw4MF8+OGH5OTkEBoaSqVKlWjdujWvvPKKQ9o3MiU6A3L2Qu1XX30VcJ0dHTw9PTGZTNZf7JcuXXJo+9u2bWPbtm3ExcURGxtLQEAAPXr0oG7dug6N45rrl5/s3r3boXcMuKZy5cp8+eWXjB07ll9//ZVXX33VKV8CsrKyuPPOO61LXypVqsSFCxes2+Y5KtGlp6fj7e3N8uXL6d27NxERETf9sij2UaIzoGuVi7NUqVIFgGrVqjk1jmseffRRJk6cyMWLF1m2bBnffPONdQq3I7i7u9OpUyc6depEVlYWsbGx1okYt9oerKi4yvITi8WCt7c3CxYsYM6cOQwaNIj09HSHx+GMJJ8fs9nMqVOnWLNmjVMm5RiZEp0B7dy5k7lz51rvv3ZtD0FHr5Nq3rz5DWMMPj4+NG7cmPHjxztkMojFYqF79+788ccflCtXjoSEBCIiImjfvn2Rt/13WVlZfP/998TGxpKSksLgwYMdVilc77vvvqNt27Y8+OCDAFy8eJENGzbwyCOPODSOv/c6jBo1isaNG9vcRaYoXLlyhaioKA4fPsyVK1es5x2dAIcPH87TTz9Ny5Yt8ff3JykpiZo1azo0BqPSrEsD6tatG6+88gqNGzfOs7ygYsWKDo3jgw8+oEqVKtY7OMfFxXH69Gnuvfdeli5d6rA9IJ19m56XX36Zw4cP07FjR4KCgqhXr57TYoH8b48TGhpKdHS0w2M5c+YM+/btA8Df398pk0AiIiK49957iY2NZcSIEaxatYp7773X4esbpehoCzAD8vHxISAggMqVK1OxYkXrw9F++OEH+vfvj7e3N97e3oSHh7N161a6d+/OhQsXHBZH06ZN2bt3r8Pau15MTAwJCQl88cUX9O/fnxYtWtCiRQuaN29OixYtHB5PfovlnbGn4urVqwkLC2Pt2rWsWbPG+mdHO378OGPGjKFMmTL06tWLjz76iN9//93hccycOZO//vqL7OxsHn/8cdq0aeMS9+szAnVdGlCbNm14++236dKlS57ZdI6+m7WbmxurV6+mW7duAHl+iTly2nR8fDxff/011apVy3MHaUfN/jx06JBD2rldjRs3ZsaMGQwcOBCTycSXX37plDudL1iwgKioKGsVl5aWxhNPPGH99+IoHh5Xfw3ecccd/P7779x5552kpKQ4NAa4Omlp3LhxfPfdd1StWpX333+fxx57zLrhghScEp0B/frrrwDs37/fes4Z9z2bNWsW06dPZ8qUKZhMJpo1a8Y777xDZmam9aawRenPP//knnvu4d///neRt1WcvP7668yfP9864aF9+/bWjYQdyWKx5OmqrFChglNmXYaHh3PhwgVGjx7Nc889x6VLlxg9erTD47i25deWLVsICgpy2J3eSwKN0Ylh9erVi2+//Ra4Otlhzpw5To7Itfz111+YTCbKlSvnlPbffvttfv/9d4KCgoCrXZn169d36J02NmzYwLFjx6hXrx4dO3Z0WLv5mTVrFhs2bKB06dIsX76c9PR0hg4dyvLly50alxEo0RnU999/f8MsMkfvop+QkMDkyZM5e/YssbGxHDp0iE2bNjF8+HCHtP/3CRbOmmzhin777Tdefvll6zhpxYoVeeuttxw6ScZisXDy5En27duXZ4u4zp07OyyGyZMnc+TIEZo3b8727dt56KGHnH5bnAsXLuDt7Y27uzuXL1/mr7/+4q677nJqTEagrksDmjhxIpmZmcTHxxMWFsa6deto0qSJw+N4/fXXGTdunLVbrEGDBowdO9Zhie7v44DaSun/TJo0ifHjx9O2bVvg6hjmxIkTHbYlGlz9+xgxYgQrVqxw2jKLX375hZiYGGtSGThwoNMTXWpqKtu2bSMrK8t67tquMVJwSnQGtHv3blatWkVwcDAjR47kySefdPi2SnB1l/zr7xZ97d5wjnDo0CFatGiBxWLhypUr1hmO19YV7tq1y2GxuJJLly5Zkxxcnbzk6N1i4P9mwzr6juLXeHp6Wv89lilTxulbs82dO5f4+HiOHj1KQEAAW7dupWXLlkp0hUCJzoBKly4NXP3Pm5qaSsWKFUlOTnZ4HBUrVuT48ePWamrt2rUO7YY5ePCgw9oqTvz8/Jg3b551Nt/KlSupXr26w+Nw9mzYP/74I88WW8ePH89z7Og9WdetW0dMTAyhoaHMmDGDM2fOaC1fIVGiM6AHH3yQixcv8vTTT9O7d29MJhN9+/Z1eByTJk3i9ddf548//qBjx45Ur16dWbNmOTwOyevNN9/Mc5eAVq1aOXQXEFeZDbt69Wqntn+9UqVK4ebmhoeHB3/99ReVK1cmKSnJ2WEZgiajGFxWVhZXrlzBx8fHaTFcunSJ3NxcSpcuzerVq+nZs6fTYinpzGYzTz/9NJ999pnTYihus2HDw8OJjIws8nYmT57MCy+8QFxcHIsWLaJs2bI0bNjQZfbiLM5U0RnUrl27SElJybPjhaP6+v/66y+WLFlCamoqDz/8MA888ABLlixh4cKF1K9fX4nOidzd3SldujTp6elO+/Lz9+/WxaFi+fvM5aI0efJkAAYMGEDHjh3566+/aNCggUPaNjolOgN66aWXSEpKokGDBtbBdpPJ5LBE99JLL1G+fHmaNWvGsmXL+OSTT8jOzmbevHk0bNjQITHIzZUqVYrg4GAeeOABypYtaz3vqPGg4jYb1lExXtts28fHh+rVqztts20jUqIzoP3797N69Wqn/RJJTk7mww8/BCAsLIy2bduyefNmvL29nRKP5PXggw9a71xw7d+II0cwNBs2f3Pnzs2zjvCOO+5g7ty5SnSFQInOgOrWrcvp06et94VztGt7B8LVrrLq1asrybmADRs2kJqaysCBAwHo27cvaWlpmEwmxo4d67A4ittsWEd9CXCVzbaNSInOQIYNGwZARkYGQUFB+Pv74+npaX3eUXf8vvaNHcjzrb2kf2N3tk8++YR3333Xepydnc2KFSu4dOkSr7zyCo8++qgTo3OeS5cuUbp0adzc3EhISOCPP/6gU6dO1v87M2fOdEgcrrLZthEp0RlIYGAgZ86coVWrVnnO79ixA19fX4fFUdy+sZcU2dnZ3H333dbjli1bUqFCBSpUqMDly5edGJlzDRo0iCVLlnDx4kWeeOIJGjduzOrVq5k9ezaAw7ZGc5XNto1Iic5ANm7cyPPPP3/DTK0yZcowb948wsLCnBSZuIKLFy/mOf77L9G0tDRHh+MyLBYLZcqUISoqikGDBvHMM884ZTeSsmXLOrQLuSRRojOQlJSUfKcjN2nSxCn31xLX4u/vz7Jly+jXr1+e819//bXTtuFyBRaLxbpt3vTp0wHHjo1Nnz6dV1991Tr0cD1HDTkYmRKdgdxqvU9mZqYDIxFXNGHCBEaMGMGqVausYz8HDhwgKyuLefPmOTk653n11Vf56KOPeOSRR6hbty5JSUm0adPGYe1f24rtqaeeclibJY0SnYE0adIk32/sy5cv16C2ULlyZb7++mu2b9/OkSNHAAgICKBdu3ZOjsy5zpw5k6dq8vPzo2XLlg5rv3HjxgDcf//9DmuzpNEWYAZy5swZRo4ciaenpzWx7d+/n+zsbObOnav7Wonk4+9bkt3qXFH5+0bS+XH05tJGpERnQD/99BOHDx8GoE6dOiX+G7tIfrZs2cLWrVtZs2YN3bt3t57/66+/OHLkCFFRUQ6Jw9b4ebVq1RwSh5Ep0YlIiXTo0CEOHjzIBx98QEREhPV8uXLlaNOmDeXLl3d4TCkpKRw7dowHHniAzMxMcnJytNlCIVCiE5ESLTs7O8/GCs6ybNkyIiMjuXDhAhs2bCAxMZFJkybx+eefOzu0Yk+TUUSkRNu7dy9z587lzz//JCcnx7qDz8aNGx0ax5IlS1i+fLl1MlnNmjVL9PrGwqREJyIl2quvvsorr7xC48aNcXNzc1ocXl5eeHl5WY9zcnKcFovRKNGJSInm4+NDQECAs8OgdevWLFiwgMzMTLZt28ZXX31FYGCgs8MyBI3RiUiJNmvWLMxmM126dMlTUTl67Wlubi5RUVH8+OOPAHTo0IGwsLBicc8+V6dEJyIl2uDBg284ZzKZ+OKLLxwey7UxuUqVKjm8bSNTohMRcSKLxcLcuXNZvHix9djNzY1BgwYxcuRIJ0dnDM4beRURcQFnzpxhwoQJDBkyBIAjR46wfPlyh7X/+eefs2vXLqKiooiPj2fHjh0sX76c3bt389lnnzksDiNTohOREm38+PF06NCBU6dOAVen9Tuy2zI6OprZs2fj5+dnPefn58c777xDdHS0w+IwMiU6ESnRzp07R/fu3a1LCzw8PBy6zCAnJyffMblKlSppiUEhUaITkRKtbNmynDt3zjq7cc+ePfj4+Dis/VvtyuIKO7YYgSajiEiJduDAAaZNm8bhw4epW7cu586d4/3338/3JsZFoWHDhpQpU+aG8xaLhaysLA4cOOCQOIxMiU5ESrycnBwSEhKwWCzUqlVLlZTBKNGJSIm2fv36G875+PhQr149Kleu7ISIpLBpCzARKdGioqLYs2cPbdq0AWDHjh00bdqUxMREhg8fTmhoqHMDlH9MiU5ESjQ3NzdWr17NnXfeCVxdVzd58mSWLVvGoEGDlOgMQLMuRaRES0lJsSY5gMqVK5OYmEiFChXw8FAtYAT6WxSREq1ly5YMHTqUbt26AbBu3TpatWrFpUuXHLrMQIqOJqOISIm3bt06du7cicVioWXLlnTt2lV3DTAQJToRKbFyc3Pp2bMnsbGxzg5FipDG6ESkxHJzc6N+/fr8+eefzg5FipDG6ESkRDt9+jRBQUH4+/vn2aFkwYIFToxKCpMSnYiUaLrnm/FpjE5ESryUlBSOHTvGAw88wOXLlzGbzXh7ezs7LCkkGqMTkRJt2bJlREREMHHiRABSU1MZMWKEk6OSwqREJyIl2pIlS1i6dKm1gqtZsyZpaWlOjkoKkxKdiJRoXl5eeHl5WY91s1Pj0WQUESnRWrduzYIFC8jMzGTbtm189dVXBAYGOjssKUSajCIiJVpubi5RUVH8+OOPAHTo0IF+/fo5OSopTEp0IlKiff755zz++OM2z0nxpTE6ESnRoqOjbzj37bffOj4QKTIaoxOREik2NpbY2FiSk5MZNmyY9XxGRgYVKlRwXmBS6JToRKREat68OXfddRfnzp3jqaeesp4vV64c9evXd2JkUtg0RiciJd7fd0bJzMwkJydHO6MYiMboRKREu35nlJMnT2pnFINRohOREk07oxifEp2IlGjaGcX4NBlFREo07YxifJqMIiIlWn47o4SFhWEymZwcmRQWJToRKfGujclVqlTJyZFIUVDXpYiUSBaLhblz57J48WLrsZubG4MGDdJdxw1Gk1FEpET6/PPP2bVrF1FRUcTHx7Njxw6WL1/O7t27+eyzz5wdnhQidV2KSIkUGhrKwoULb+iuTEtL46mnnsp3D0wpnlTRiUiJlJOTk++YXKVKlbTEwGCU6ESkRPL09CzQc1L8aDKKiJRIhw4dokWLFject1gsZGVlOSEiKSoaoxMREUNT16WIiBiaEp2IiBiaEp2IiBiaEp2IiBiaEp2IiBja/wMNkCglS2zmbQAAAABJRU5ErkJggg==\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": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    298\n",
+       "2    142\n",
+       "Name: Channel, dtype: int64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers['Channel'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3    316\n",
+       "1     77\n",
+       "2     47\n",
+       "Name: Region, dtype: int64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers['Region'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "scrolled": true
+   },
+   "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": [
+    "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()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your observations here"
+    "# Your observations here\n",
+    "\n",
+    "# all the distribuitions have positive skewness and positive high kurtosis.\n",
+    "# Channel and Region are classifiers, so we can dummy them."
    ]
   },
   {
@@ -92,18 +679,349 @@
     "If your conclusion from the previous challenge is the data need cleaning/transformation, do it in the cells below. However, if your conclusion is the data need not be cleaned or transformed, feel free to skip this challenge. But if you do choose the latter, please provide rationale."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customers_dummy = pd.get_dummies(customers, columns=['Channel','Region'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "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": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers_dummy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.preprocessing import Normalizer\n",
+    "scaler = Normalizer()\n",
+    "\n",
+    "X = customers_dummy\n",
+    "\n",
+    "scaler.fit(X)\n",
+    "# transform \n",
+    "customer_scale = scaler.transform(X)\n",
+    "\n",
+    "\n",
+    "# create the PCA object\n",
+    "# the number of components chosen will be the new number of features!\n",
+    "pca = PCA(n_components = 3)\n",
+    "# fit the PCA model to breast cancer data\n",
+    "pca.fit(customer_scale)\n",
+    "# it's like we have three new axis (those defined by the PCA principal components)\n",
+    "X_pca = pca.transform(customer_scale)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "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()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Your code here"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -127,15 +1045,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Your import here:\n",
     "\n",
-    "from sklearn.preprocessing import StandardScaler\n",
-    "\n",
-    "# Your code here:\n"
+    "# I've already used the Normalizer and the PCA for preprocessing, so im jumping this step."
    ]
   },
   {
@@ -149,7 +1065,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {
     "scrolled": true
    },
@@ -158,6 +1074,204 @@
     "# Your code here:\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#from yellowbrick.cluster import KElbowVisualizer\n",
+    "\n",
+    "# model = cluster.KMeans()\n",
+    "# visualizer = KElbowVisualizer(model, k=(2,20))\n",
+    "# visualizer.fit(X_pca)\n",
+    "# visualizer.poof()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "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"
+    }
+   ],
+   "source": [
+    "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",
+    "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": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customers_dummy['labels_KMEANS'] = pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "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": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers_dummy.head()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -167,11 +1281,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    210\n",
+       "1    177\n",
+       "2     53\n",
+       "Name: labels_KMEANS, dtype: int64"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "customers_dummy['labels_KMEANS'].value_counts()"
    ]
   },
   {
@@ -185,13 +1315,107 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {
     "scrolled": true
    },
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "\n",
+    "from sklearn.cluster import DBSCAN\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "\n",
+    "scaler = StandardScaler()\n",
+    "\n",
+    "X_to_scale = customers_dummy[['Fresh','Milk','Grocery','Frozen','Detergents_Paper','Delicassen']]\n",
+    "\n",
+    "X_scale = scaler.fit_transform(X_to_scale)\n",
+    "\n",
+    "#X_scale = pd.concat([pd.DataFrame(X_scale), customers_dummy[['Channel_1','Channel_2','Region_1','Region_2','Region_3']]])\n",
+    "\n",
+    "model = DBSCAN(eps=0.5)\n",
+    "\n",
+    "pred = model.fit(X_scale)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "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": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers_dummy.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "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],\n",
+       "      dtype=int64)"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred.labels_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customers_dummy['labels_DBSCAN'] = pred.labels_"
    ]
   },
   {
@@ -203,11 +1427,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       " 0    261\n",
+       "-1    174\n",
+       " 1      5\n",
+       "Name: labels_DBSCAN, dtype: int64"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "\n",
+    "customers_dummy['labels_DBSCAN'].value_counts()\n",
+    "\n",
+    "\n"
    ]
   },
   {
@@ -225,6 +1467,26 @@
     "* `Frozen` as X and `Delicassen` as y"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(53, 13)"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "customers_dummy[customers_dummy['labels_KMEANS']==2].shape"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -234,11 +1496,63 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 94,
    "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",
+    "x = np.array(customers_dummy['Detergents_Paper'])\n",
+    "y = np.array(customers_dummy['Milk'])\n",
+    "cdict = {0: 'yellow', 1: 'red', 2: 'blue'}\n",
+    "group = np.array(customers_dummy['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(customers_dummy['Detergents_Paper'])\n",
+    "y = np.array(customers_dummy['Milk'])\n",
+    "cdict = {0: 'yellow', -1: 'red', 1: 'blue'}\n",
+    "group = np.array(customers_dummy['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 +1564,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "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",
+    "plt.figure(figsize=(15, 8))\n",
+    "plt.scatter(customers_dummy['Grocery'], customers_dummy['Fresh'],c=customers_dummy['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(customers_dummy['Grocery'], customers_dummy['Fresh'],c=customers_dummy['labels_DBSCAN'],alpha=0.5)\n",
+    "plt.xlabel(\"Grocery\")\n",
+    "plt.ylabel(\"Fresh\")\n",
+    "plt.xlim([0, 20000])\n",
+    "plt.show()\n"
    ]
   },
   {
@@ -266,11 +1619,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 74,
    "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[customers_dummy['labels_KMEANS']]\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "plt.scatter(customers_dummy['Frozen'], customers_dummy['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[customers_dummy['labels_DBSCAN']]\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "plt.scatter(customers_dummy['Frozen'], customers_dummy['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()\n",
+    "\n"
    ]
   },
   {
@@ -282,18 +1683,268 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 83,
    "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(customers_dummy.groupby('labels_KMEANS').agg('mean'))\n",
+    "display(customers_dummy.groupby('labels_DBSCAN').agg('mean'))\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Which algorithm appears to perform better?"
+    "# Which algorithm appears to perform better?"
    ]
   },
   {
@@ -302,7 +1953,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your observations here"
+    "# Your observations here\n",
+    "\n",
+    "# DBSCAN appears to perfom better because visually its grouping is more uniform."
    ]
   },
   {
@@ -378,7 +2031,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.8.5"
   }
  },
  "nbformat": 4,