diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..6870c2a 100755
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,9 @@
     "\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\n",
+    "from scipy import stats\n"
    ]
   },
   {
@@ -38,12 +40,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "# loading the data:\n",
-    "customers = pd.read_csv('../Wholesale customers data.csv')"
+    "customers = pd.read_csv('/Users/rickardramhoj/ironhack_assignments/lab-unsupervised-learning/Wholesale_customers_data.csv')"
    ]
   },
   {
@@ -67,20 +69,494 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "      <th>Milk</th>\n",
+       "      <th>Grocery</th>\n",
+       "      <th>Frozen</th>\n",
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+       "      <th>Delicassen</th>\n",
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+       "      <th>3</th>\n",
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+      ]
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+       "      <td>1.000000</td>\n",
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+       "      <td>0.390947</td>\n",
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+       "                   Channel    Region     Fresh      Milk   Grocery    Frozen  \\\n",
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+       "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  "
+      ]
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+     "metadata": {},
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+    },
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 437.125x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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rnwVcNdT/3u5uweOBZ4dOHUqSxMK+VpzkUuAk4IAka4GPA78LXJHkbOBh4PRu9muB04A1wPPA+/qqS5LUpt4Cq6rO2Mqkk2eYt4Bz+qpFktQ+n3QhSWqCgSVJaoKBJUlqgoElSWqCgSVJaoKBJUlqgoElSWqCgSVJaoKBJUlqgoElSWqCgSVJaoKBJUlqgoElSWqCgSVJaoKBJUlqgoElSWrCbhlYSw8+hCS9D0sPPmS+36ok7TJ6+8XhSbb2ke9ywfX3976d8045ovdtSNLuYrc8wpIktcfAkiQ1wcCSJDXBwJIkNcHAkiQ1wcCSJDXBwJIkNcHAkiQ1wcCSJDXBwJIkNcHAkiQ1wcCSJDXBwJIkNcHAkiQ1wcCSJDXBwJIkNcHAkiQ1wcCSJDXBwJIkNcHAkiQ1wcCSJDVh4XxsNMlDwPeATcDGqppKsj9wOXAo8BBwelU9PR/1SZImz3weYf18VS2rqqlu/CPAjVV1OHBjNy5JEjBZpwSXA6u79mrgnfNXiiRp0sxXYBVwfZJvJVnZ9R1YVY927ceAA2daMMnKJNNJpjds2DCOWiVJE2BermEBb6mqdUl+ErghyX3DE6uqktRMC1bVKmAVwNTU1IzzSJJ2PfNyhFVV67rX9cCVwHHA40kWA3Sv6+ejNknSZBp7YCV5VZJ9NreBU4C7gKuBs7rZzgKuGndt2n0tPfgQkoxlWHrwIfP9dqUmzccpwQOBK5Ns3v4Xquq6JN8ErkhyNvAwcPo81Kbd1NpHvssF198/lm2dd8oRY9mOtKsZe2BV1QPA0TP0PwmcPO56JEltmKTb2iVJ2ioDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1AQDS5LUBANLktQEA0uS1ISJC6wkpya5P8maJB+Z73okSZNhogIryQLgT4C3A0cCZyQ5cn6rkiRNgokKLOA4YE1VPVBV/wxcBiyf55okSRMgVTXfNfxIkncDp1bVr3bjZwI/W1UfGJpnJbCyGz0CuH8HNnUA8MROlruzrOFFk1DHJNQAk1HHJNQAk1HHjtTwRFWd2kcxu7uF813A9qqqVcCqnVlHkumqmpqjkqxhF6hjEmqYlDomoYZJqWMSatCLJu2U4Dpg6dD4QV2fJGk3N2mB9U3g8CSHJXkZsAK4ep5rkiRNgIk6JVhVG5N8APgKsAC4uKru7mFTO3VKcY5Yw4smoY5JqAEmo45JqAEmo45JqEGdibrpQpKkrZm0U4KSJM3IwJIkNWGXCqwkFydZn+SurUxPkk91j326I8mxQ9POSvKdbjirxxre0237ziTfSHL00LSHuv7bk0z3WMNJSZ7ttnN7kt8amjZnj8YaoY4PD9VwV5JNSfbvps3VZ7E0yU1J7klyd5IPzjBPr/vFiDWMY78YpY5e940RaxjHfvHyJLcm+XZXx/kzzLNXksu793tLkkOHpn20678/ydt2tA5tp6raZQbg54Bjgbu2Mv004K+AAMcDt3T9+wMPdK/7de39eqrhzZvXzeARVLcMTXsIOGAMn8NJwDUz9C8A/gH4KeBlwLeBI/uqY4t5fwH46x4+i8XAsV17H+D/bvme+t4vRqxhHPvFKHX0um+MUsOY9osAe3ftPYFbgOO3mOc3gM927RXA5V37yO797wUc1n0uC3a2JofZh13qCKuqvgY8tY1ZlgOX1MDNwL5JFgNvA26oqqeq6mngBmCHvqk+Ww1V9Y1uGwA3M/iu2Zwa4XPYmjl9NNZ21nEGcOmObmsbNTxaVbd17e8B9wJLtpit1/1ilBrGtF+M8llszZzsGztQQ1/7RVXV97vRPbthyzvQlgOru/YXgZOTpOu/rKpeqKoHgTUMPh/1bJcKrBEsAR4ZGl/b9W2tv29nM/iX/WYFXJ/kWxk8gqpPJ3SnQ/4qyVFd37x8DkleySAIvjTUPeefRXdK5xgG/5oeNrb9Yhs1DOt9v5iljrHsG7N9Fn3vF0kWJLkdWM/gHyZb3S+qaiPwLPATzN/fi93eRH0Pa3eS5OcZ/GF6y1D3W6pqXZKfBG5Icl93lDLXbgMOqarvJzkN+F/A4T1sZ1S/APyfqho+GpvTzyLJ3gz+8J1bVc/tZL291TCO/WKWOsayb4z436PX/aKqNgHLkuwLXJnkDVU14/VWTYbd7Qhra49+GusjoZK8EfgzYHlVPbm5v6rWda/rgSvp6TRDVT23+XRIVV0L7JnkAObv0Vgr2OK0z1x+Fkn2ZPDH8fNV9eUZZul9vxihhrHsF7PVMY59Y5TPotPrfjG0zmeAm/jx070/es9JFgKvBp7ER8jNn/m+iDbXA3AoW7/Z4N/y0ovrt3b9+wMPMriwvl/X3r+nGg5mcM77zVv0vwrYZ6j9DQZPru+jhn/Ji18aPw74bveZLGRwY8FhvHhh/ai+/nt001/N4DrXq/r4LLr3dQnwh9uYp9f9YsQaet8vRqyj131jlBrGtF8sAvbt2q8Avg68Y4t5zuGlN11c0bWP4qU3XTyAN12MZdilTgkmuZTBXU4HJFkLfJzBxVSq6rPAtQzuCFsDPA+8r5v2VJL/yuBZhgC/Uy89DTGXNfwWg/Pgnxlcv2VjDZ4GfSCD0xIw+OPwhaq6rqca3g38hyQbgR8AK2rwf+KcPhprhDoA3gVcX1X/OLTonH0WwInAmcCd3fUKgI8xCIhx7Rej1ND7fjFiHX3vG6PUAP3vF4uB1Rn8aOweDMLomiS/A0xX1dXARcCfJ1nDIDxXdDXeneQK4B5gI3BODU4vqmc+mkmS1ITd7RqWJKlRBpYkqQkGliSpCQaWJKkJBpYkqQkGliSpCQaWJKkJ/x9J9cB503+P4AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 430.125x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 422.625x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 416.125x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 435.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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MJzPzu236/wCPAOcBVwEb22obgasHXZskqaahXrOKiKXAq4DNwMLMfLItegpYeIht1kXElojYsmfPnsEUKkkaqqGFVUScAfw58N7M/En3ssxMIA+2XWZuyMxVmblqdHR0AJVKkoZtKGEVES+gE1RfzszbW/OuiFjcli8Gdg+jNklSPcMYDRjA54FHMvPjXYvuBNa26bXAHYOuTZJU0zC+1v4y4LeAByPigdb274CPALdGxHXANuCaIdQmSSpo4GGVmf8LiEMsvnyQtczGvslJxsfHn5tfsWIFIyPDyHxJmjt8lz1CT+/azk2PPsuFu0fYu3Mb69fAypUrh12WJJ3QDKtZWLBoCYuWLh92GZI0Z3hvQElSeYaVJKk8w0qSVJ5hJUkqz7CSJJXnaMCj4GeuJGkwfGc9Cn7mSpIGw7A6Sn7mSpL6z2tWkqTyDCtJUnmGlSSpPMNKklSeYSVJKs/RgMeIn7mSpP7x3fQY8TNXktQ/htUx5GeuJKk/vGYlSSrPsJIklWc3YB/0OthiYmKCsbGxGdeTpLnOd8Y+6HWwxdjYGB+/7V7OOfcCB2VI0mEYVn3S62CLc869wEEZkjQDr1lJksozrCRJ5RlWkqTyDCtJUnmGlSSpPMNKklSeQ9cHrPuDwOPj4+zb598LkjQTw2rAuj8I/NgD3+HsC1Zw7rCLkqTiDKsh2P9B4L07tx10+fTbMIG3YpI0t/nuV1D32RfgrZgkzXmGVVHehkmSDjCs+mz6HdgdVCFJR86w6rPuO7ADDqqQpFkwrAag+w7shxpUIUk6NMOqiO7uQrsKJWkqw6qI7u5CuwolaSr/fC9kf3fhgp83piSpm2ElSSrPsJIklec1q+NA9+CLiYkJgOduvbT/Nkzdt2iavs6h1jtcey/bSNKg+I5zHJg6+OJvOOmU07nwZS+fchumqTfIPbAOcMj1DtXe6zaSNCiG1XFi/+CLvTu3cdJpZx70VkzdN8g91Drd6/XaPtMySeo3w2oOO9xnuw61bPrto+wSPGA2XayqxS7vukr9FiJiNfBJYB7wucz8yJBLOqEd7rNdh1rW3W6X4FSz6WJVLXZ511UmrCJiHvAnwK8D24HvRMSdmfnwcCs7sXV3L/a6rPv2UZpqNl2sqsXfVU1lwgq4BBjPzMcBIuIrwFXAMQ2r7jfeH+/eyUmnnM5TT5zV0/Rstjna7Q+3zd6d2xgf74z8Gx8fZ+/OHc9bf/+/eab1ZlNn93419Wd7qJ/59GWqZfrvEJYOtR4dEJk57BoAiIg1wOrMfEeb/y3glzPzXdPWWwesa7MrgKkXA2Z2DrD3KMsdJOvtL+vtr7lY797MXH0sitEBlc6sepKZG4ANs90+IrZk5qpjWFJfWW9/WW9/Wa+OlUp3sNgBvLhrfklrkyTNcZXC6jvA8ohYFhEnA9cCdw65JklSAWW6ATNzIiLeBXyNztD1L2Tm1j4catZdiENivf1lvf1lvTomygywkCTpUCp1A0qSdFCGlSSpvDkVVhGxOiLGImI8Im4Y8LG/EBG7I+KhrrazIuIbEfFYe17Q2iMiPtXq/EFEXNy1zdq2/mMRsbar/dUR8WDb5lMREUdR64sj4p6IeDgitkbEe4rXe2pE3BcR32/1/l5rXxYRm9sxbmkDd4iIU9r8eFu+tGtfN7b2sYj4513tx/y1ExHzIuJ7EXFX9Xoj4on2+3ogIra0tpKvh7a/+RFxW0T8bUQ8EhGXVq5XPcjMOfGgM2jj74CXACcD3wcuGuDxXwdcDDzU1fb7wA1t+gbgo236CuB/AAG8Btjc2s8CHm/PC9r0grbsvrZutG3feBS1LgYubtNnAo8CFxWuN4Az2vQLgM1t37cC17b2zwD/uk2/E/hMm74WuKVNX9ReF6cAy9rrZV6/XjvAeuC/Ane1+bL1Ak8A50xrK/l6aPvbCLyjTZ8MzK9cr48efqfDLmBg/1C4FPha1/yNwI0DrmEpU8NqDFjcphcDY236s8Bbpq8HvAX4bFf7Z1vbYuBvu9qnrHcM6r6Dzj0by9cLvBD4LvDLdO5EMDL9909nxOmlbXqkrRfTXxP71+vHa4fO5wg3AW8A7mrHr1zvEzw/rEq+HoAXAT+kDSCrXq+P3h5zqRvwPOBHXfPbW9swLczMJ9v0U8DCNn2oWg/Xvv0g7UetdTm9is7ZStl6W5faA8Bu4Bt0ziyeycz9N+HrPsZzdbXlzwJnz+LfcTQ+Abwf2Nfmzy5ebwJfj4j7o3PLM6j7elgG7AG+2LpZPxcRpxeuVz2YS2FVWnb+RCv1OYKIOAP4c+C9mfmT7mXV6s3Mycx8JZ0zlkuAXxhuRYcWEVcCuzPz/mHXcgRem5kXA28Ero+I13UvLPZ6GKHT5f7pzHwV8FM63X7PKVavejCXwqri7Zx2RcRigPa8u7UfqtbDtS85SPusRcQL6ATVlzPz9ur17peZzwD30OkKmx8R+z/43n2M5+pqy18E/MMs/h2zdRnwpoh4AvgKna7ATxaul8zc0Z53A1+l8wdB1dfDdmB7Zm5u87fRCa+q9aoXw+6HHNSDzl9bj9PpIth/0XnlgGtYytRrVh9j6gXf32/Tv8HUC773tfaz6PTFL2iPHwJntWXTL/hecRR1BvAl4BPT2qvWOwrMb9OnAd8CrgT+jKkDFt7Zpq9n6oCFW9v0SqYOWHiczmCFvr12gNdzYIBFyXqB04Ezu6b/N7C66uuh7e9bwIo2/but1rL1+ujhdzrsAgb6j+2M+nmUzvWMDw742DcDTwI/o/OX33V0rjtsAh4D/mfXf4Sg80WUfwc8CKzq2s9vA+Pt8fau9lXAQ22bP2baxeUjrPW1dLpIfgA80B5XFK735cD3Wr0PAR9q7S9pbyrjdILglNZ+apsfb8tf0rWvD7aaxuga4dWv1w5Tw6pkva2u77fH1v37q/p6aPt7JbClvSb+G52wKVuvj5kf3m5JklTeXLpmJUk6ThlWkqTyDCtJUnmGlSSpPMNKklSeYSVJKs+wkiSV9/8ByN1I1hHhIVwAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 428.5x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 485x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 450.25x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of outliers:  26\n"
+     ]
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# check head\n",
+    "display(customers.head())\n",
+    "\n",
+    "# check data types\n",
+    "display(customers.dtypes)\n",
+    "\n",
+    "# check for missing data\n",
+    "display(customers.isnull().sum())\n",
+    "\n",
+    "# check correlations \n",
+    "display(customers.corr())\n",
+    "\n",
+    "# heatmap\n",
+    "sns.heatmap(customers.corr())\n",
+    "plt.show()\n",
+    "\n",
+    "# column-wise distribution\n",
+    "sns.displot(customers[[\"Channel\"]])\n",
+    "plt.show()\n",
+    "sns.displot(customers[[\"Region\"]])\n",
+    "plt.show()\n",
+    "sns.displot(customers[[\"Fresh\"]])\n",
+    "plt.show()\n",
+    "sns.displot(customers[[\"Milk\"]])\n",
+    "plt.show()\n",
+    "sns.displot(customers[[\"Grocery\"]])\n",
+    "plt.show()\n",
+    "sns.displot(customers[[\"Frozen\"]])\n",
+    "plt.show()\n",
+    "sns.displot(customers[[\"Detergents_Paper\"]])\n",
+    "plt.show()\n",
+    "sns.displot(customers[[\"Delicassen\"]])\n",
+    "plt.show()\n",
+    "\n",
+    "# check for and remove outliers\n",
+    "z_scores = stats.zscore(customers)\n",
+    "abs_z_scores = np.abs(z_scores)\n",
+    "filtered_entries = (abs_z_scores < 3).all(axis=1)\n",
+    "print(\"Number of outliers: \", len(filtered_entries[filtered_entries == False]))\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "' What does each column mean?\\nThe columns represent the annual spending in monetary units (m.u.) on diverse product categories per region and channel.\\n\\nAny categorical data to convert?\\nNo\\n\\nAny missing data to remove?\\nNo\\n\\nColumn collinearity - any high correlations?\\nThere is a 0.92 xorrelation between Detergents_Paper and Grocery. And also high correlation between both of these and Channel.\\n\\nDescriptive statistics - any outliers to remove?\\nYes. 26 rows. \\n\\nColumn-wise data distribution - is the distribution skewed?\\nMost are positively skewed. \\n\\n'"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your observations here"
+    "# Your observations here\n",
+    "\n",
+    "\"\"\" What does each column mean?\n",
+    "The columns represent the annual spending in monetary units (m.u.) on diverse product categories per region and channel.\n",
+    "\n",
+    "Any categorical data to convert?\n",
+    "No\n",
+    "\n",
+    "Any missing data to remove?\n",
+    "No\n",
+    "\n",
+    "Column collinearity - any high correlations?\n",
+    "There is a 0.92 xorrelation between Detergents_Paper and Grocery. And also high correlation between both of these and Channel.\n",
+    "\n",
+    "Descriptive statistics - any outliers to remove?\n",
+    "Yes. 26 rows. \n",
+    "\n",
+    "Column-wise data distribution - is the distribution skewed?\n",
+    "Most are positively skewed. \n",
+    "\n",
+    "\"\"\""
    ]
   },
   {
@@ -94,20 +570,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here"
+    "# Your code here\n",
+    "\n",
+    "# removal of outliers\n",
+    "customers = customers[filtered_entries]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your comment here"
+    "# Your comment here\n",
+    "\n",
+    "# removal of outliers was done"
    ]
   },
   {
@@ -127,7 +608,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -135,7 +616,16 @@
     "\n",
     "from sklearn.preprocessing import StandardScaler\n",
     "\n",
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# initiate scaler\n",
+    "scaler = StandardScaler()\n",
+    "\n",
+    "# fit scaler\n",
+    "scaler.fit(customers)\n",
+    "\n",
+    "# transform data\n",
+    "customers_scale = scaler.transform(customers)\n"
    ]
   },
   {
@@ -149,13 +639,146 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "scrolled": true
    },
-   "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",
+       "      <th>labels</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",
+       "      <td>0</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",
+       "      <td>0</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",
+       "      <td>0</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",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22615</td>\n",
+       "      <td>5410</td>\n",
+       "      <td>7198</td>\n",
+       "      <td>3915</td>\n",
+       "      <td>1777</td>\n",
+       "      <td>5185</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Channel  Region  Fresh  Milk  Grocery  Frozen  Detergents_Paper  \\\n",
+       "0        2       3  12669  9656     7561     214              2674   \n",
+       "1        2       3   7057  9810     9568    1762              3293   \n",
+       "2        2       3   6353  8808     7684    2405              3516   \n",
+       "3        1       3  13265  1196     4221    6404               507   \n",
+       "4        2       3  22615  5410     7198    3915              1777   \n",
+       "\n",
+       "   Delicassen  labels  \n",
+       "0        1338       0  \n",
+       "1        1776       0  \n",
+       "2        7844       0  \n",
+       "3        1788       1  \n",
+       "4        5185       0  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# load the algorithm\n",
+    "from sklearn.cluster import KMeans\n",
+    "\n",
+    "# initiate model\n",
+    "model = KMeans(n_clusters=2) \n",
+    "\n",
+    "# fit model\n",
+    "model.fit(customers_scale)\n",
+    "\n",
+    "# add cluster column\n",
+    "customers[\"labels\"] = model.labels_\n",
+    "\n",
+    "# check dataset\n",
+    "customers.head()"
    ]
   },
   {
@@ -167,11 +790,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    287\n",
+       "0    127\n",
+       "Name: labels, dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# count values in labels\n",
+    "display(customers[\"labels\"].value_counts())\n"
    ]
   },
   {
@@ -185,13 +823,152 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
     "scrolled": true
    },
-   "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",
+       "      <th>labels</th>\n",
+       "      <th>labels_DBSCAN</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",
+       "      <td>0</td>\n",
+       "      <td>-1</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",
+       "      <td>0</td>\n",
+       "      <td>-1</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",
+       "      <td>0</td>\n",
+       "      <td>-1</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",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22615</td>\n",
+       "      <td>5410</td>\n",
+       "      <td>7198</td>\n",
+       "      <td>3915</td>\n",
+       "      <td>1777</td>\n",
+       "      <td>5185</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Channel  Region  Fresh  Milk  Grocery  Frozen  Detergents_Paper  \\\n",
+       "0        2       3  12669  9656     7561     214              2674   \n",
+       "1        2       3   7057  9810     9568    1762              3293   \n",
+       "2        2       3   6353  8808     7684    2405              3516   \n",
+       "3        1       3  13265  1196     4221    6404               507   \n",
+       "4        2       3  22615  5410     7198    3915              1777   \n",
+       "\n",
+       "   Delicassen  labels  labels_DBSCAN  \n",
+       "0        1338       0             -1  \n",
+       "1        1776       0             -1  \n",
+       "2        7844       0             -1  \n",
+       "3        1788       1             -1  \n",
+       "4        5185       0             -1  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "\n",
+    "# load algorithm\n",
+    "from sklearn.cluster import DBSCAN\n",
+    "\n",
+    "# initiate model\n",
+    "dbs = DBSCAN(eps=0.5)\n",
+    "\n",
+    "# fit model\n",
+    "dbs.fit(customers_scale)\n",
+    "\n",
+    "# add cluster column\n",
+    "customers[\"labels_DBSCAN\"] = dbs.labels_\n",
+    "\n",
+    "# check dataset\n",
+    "customers.head()\n"
    ]
   },
   {
@@ -203,11 +980,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-1    343\n",
+       " 0     71\n",
+       "Name: labels_DBSCAN, dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "\n",
+    "# count values in labels_DBSCAN\n",
+    "display(customers[\"labels_DBSCAN\"].value_counts())"
    ]
   },
   {
@@ -234,11 +1026,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# Define x and y\n",
+    "x = customers[\"Detergents_Paper\"]\n",
+    "y = customers[\"Milk\"]\n",
+    "\n",
+    "# create plot 1\n",
+    "plt.scatter(x, y, c=customers[\"labels\"])\n",
+    "plt.show()\n",
+    "\n",
+    "# create plot 2\n",
+    "plt.scatter(x, y, c=customers[\"labels_DBSCAN\"])\n",
+    "plt.show()\n"
    ]
   },
   {
@@ -250,11 +1079,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# Define x and y\n",
+    "x = customers[\"Grocery\"]\n",
+    "y = customers[\"Fresh\"]\n",
+    "\n",
+    "# create plot 1\n",
+    "plt.scatter(x, y, c=customers[\"labels\"])\n",
+    "plt.show()\n",
+    "\n",
+    "# create plot 2\n",
+    "plt.scatter(x, y, c=customers[\"labels_DBSCAN\"])\n",
+    "plt.show()"
    ]
   },
   {
@@ -266,11 +1132,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Your code here:"
+    "# Your code here:\n",
+    "\n",
+    "# Define x and y\n",
+    "x = customers[\"Frozen\"]\n",
+    "y = customers[\"Delicassen\"]\n",
+    "\n",
+    "# create plot 1\n",
+    "plt.scatter(x, y, c=customers[\"labels\"])\n",
+    "plt.show()\n",
+    "\n",
+    "# create plot 2\n",
+    "plt.scatter(x, y, c=customers[\"labels_DBSCAN\"])\n",
+    "plt.show()"
    ]
   },
   {
@@ -282,11 +1185,106 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "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",
+       "      <th>labels</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",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-1</th>\n",
+       "      <td>1.379009</td>\n",
+       "      <td>2.45481</td>\n",
+       "      <td>11641.819242</td>\n",
+       "      <td>5565.478134</td>\n",
+       "      <td>7822.857143</td>\n",
+       "      <td>2781.938776</td>\n",
+       "      <td>2779.647230</td>\n",
+       "      <td>1377.119534</td>\n",
+       "      <td>0.629738</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.00000</td>\n",
+       "      <td>6218.647887</td>\n",
+       "      <td>1521.352113</td>\n",
+       "      <td>1940.478873</td>\n",
+       "      <td>1428.915493</td>\n",
+       "      <td>410.788732</td>\n",
+       "      <td>565.563380</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Channel   Region         Fresh         Milk      Grocery  \\\n",
+       "labels_DBSCAN                                                              \n",
+       "-1             1.379009  2.45481  11641.819242  5565.478134  7822.857143   \n",
+       " 0             1.000000  3.00000   6218.647887  1521.352113  1940.478873   \n",
+       "\n",
+       "                    Frozen  Detergents_Paper   Delicassen    labels  \n",
+       "labels_DBSCAN                                                        \n",
+       "-1             2781.938776       2779.647230  1377.119534  0.629738  \n",
+       " 0             1428.915493        410.788732   565.563380  1.000000  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "\n",
+    "# mean per group\n",
+    "display(customers.groupby([\"labels\"]).agg(\"mean\")\n",
+    "\n",
+    "customers.groupby([\"labels_DBSCAN\"]).agg(\"mean\")"
    ]
   },
   {
@@ -298,11 +1296,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your observations here"
+    "# Your observations here\n",
+    "\n",
+    "# DBSCAN seems to make the division between low and high values, which makes sense. \n",
+    "# Therefore DBSCAN mightbe seen to perform better. "
    ]
   },
   {
@@ -318,7 +1319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -327,7 +1328,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -345,7 +1346,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -354,7 +1355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -364,7 +1365,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -378,7 +1379,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,