diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..2eabad6 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": [
@@ -38,14 +38,127 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Channel | \n",
+ " Region | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Frozen | \n",
+ " Detergents_Paper | \n",
+ " Delicassen | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 12669 | \n",
+ " 9656 | \n",
+ " 7561 | \n",
+ " 214 | \n",
+ " 2674 | \n",
+ " 1338 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 7057 | \n",
+ " 9810 | \n",
+ " 9568 | \n",
+ " 1762 | \n",
+ " 3293 | \n",
+ " 1776 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 6353 | \n",
+ " 8808 | \n",
+ " 7684 | \n",
+ " 2405 | \n",
+ " 3516 | \n",
+ " 7844 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 13265 | \n",
+ " 1196 | \n",
+ " 4221 | \n",
+ " 6404 | \n",
+ " 507 | \n",
+ " 1788 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 22615 | \n",
+ " 5410 | \n",
+ " 7198 | \n",
+ " 3915 | \n",
+ " 1777 | \n",
+ " 5185 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
"# loading the data:\n",
- "customers = pd.read_csv('../Wholesale customers data.csv')"
+ "customers = pd.read_csv('../Wholesale customers data.csv')\n",
+ "customers.head()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -67,13 +180,159 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 440 entries, 0 to 439\n",
+ "Data columns (total 8 columns):\n",
+ " # Column Non-Null Count Dtype\n",
+ "--- ------ -------------- -----\n",
+ " 0 Channel 440 non-null int64\n",
+ " 1 Region 440 non-null int64\n",
+ " 2 Fresh 440 non-null int64\n",
+ " 3 Milk 440 non-null int64\n",
+ " 4 Grocery 440 non-null int64\n",
+ " 5 Frozen 440 non-null int64\n",
+ " 6 Detergents_Paper 440 non-null int64\n",
+ " 7 Delicassen 440 non-null int64\n",
+ "dtypes: int64(8)\n",
+ "memory usage: 27.6 KB\n",
+ "None\n",
+ " 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 \n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "\n",
+ "import seaborn as sns\n",
+ "print(customers.info())\n",
+ "\n",
+ "print(customers.describe())\n",
+ "\n",
+ "corr = customers.corr()\n",
+ "sns.heatmap(corr, cmap='coolwarm', annot=True)\n",
+ "plt.show()\n",
+ "\n",
+ "sns.displot(customers['Fresh'], kde=True)\n",
+ "plt.show()\n",
+ "\n",
+ "sns.displot(customers['Milk'], kde=True)\n",
+ "plt.show()\n",
+ "\n",
+ "sns.displot(customers['Grocery'], kde=True)\n",
+ "plt.show()\n",
+ "\n",
+ "sns.displot(customers['Frozen'], kde=True)\n",
+ "plt.show()\n",
+ "\n",
+ "sns.displot(customers['Detergents_Paper'], kde=True)\n",
+ "plt.show()\n",
+ "\n",
+ "sns.displot(customers['Delicassen'], kde=True)\n",
+ "plt.show()\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -107,7 +366,8 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your comment here"
+ "# Your comment here\n",
+ "The dataframe is clean and well-organized, with no missing values or obvious data quality issues."
]
},
{
@@ -127,7 +387,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -135,9 +395,22 @@
"\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
- "# Your code here:\n"
+ "# Your code here:\n",
+ "\n",
+ "cols_to_scale = ['Fresh', 'Milk', 'Grocery', 'Frozen', 'Detergents_Paper', 'Delicassen']\n",
+ "\n",
+ "scaler = StandardScaler()\n",
+ "\n",
+ "customers_scale = scaler.fit_transform(customers[cols_to_scale])\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -149,15 +422,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "k = 5\n",
+ "kmeans = KMeans(n_clusters=k, random_state=42)\n",
+ "\n",
+ "kmeans.fit(customers_scale)\n",
+ "\n",
+ "customers['labels'] = kmeans.labels_\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -167,13 +455,46 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3 270\n",
+ "1 96\n",
+ "0 63\n",
+ "4 10\n",
+ "2 1\n",
+ "Name: labels, dtype: int64"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "\n",
+ "customers['labels'].value_counts()\n",
+ "\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -185,15 +506,28 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "from sklearn.cluster import DBSCAN\n",
+ "\n",
+ "dbscan = DBSCAN(eps=0.5)\n",
+ "dbscan.fit(customers_scale)\n",
+ "\n",
+ "customers['labels_DBSCAN'] = dbscan.labels_"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -201,15 +535,180 @@
"Count the values in `labels_DBSCAN`."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Channel | \n",
+ " Region | \n",
+ " Fresh | \n",
+ " Milk | \n",
+ " Grocery | \n",
+ " Frozen | \n",
+ " Detergents_Paper | \n",
+ " Delicassen | \n",
+ " labels | \n",
+ " labels_DBSCAN | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 12669 | \n",
+ " 9656 | \n",
+ " 7561 | \n",
+ " 214 | \n",
+ " 2674 | \n",
+ " 1338 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 7057 | \n",
+ " 9810 | \n",
+ " 9568 | \n",
+ " 1762 | \n",
+ " 3293 | \n",
+ " 1776 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 6353 | \n",
+ " 8808 | \n",
+ " 7684 | \n",
+ " 2405 | \n",
+ " 3516 | \n",
+ " 7844 | \n",
+ " 1 | \n",
+ " -1 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 13265 | \n",
+ " 1196 | \n",
+ " 4221 | \n",
+ " 6404 | \n",
+ " 507 | \n",
+ " 1788 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 22615 | \n",
+ " 5410 | \n",
+ " 7198 | \n",
+ " 3915 | \n",
+ " 1777 | \n",
+ " 5185 | \n",
+ " 0 | \n",
+ " -1 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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 3 0 \n",
+ "1 1776 1 0 \n",
+ "2 7844 1 -1 \n",
+ "3 1788 3 0 \n",
+ "4 5185 0 -1 "
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here\n",
+ "customers.head()"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3 270\n",
+ "1 96\n",
+ "0 63\n",
+ "4 10\n",
+ "2 1\n",
+ "Name: labels, dtype: int64"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here\n"
+ "\n",
+ "customers['labels'].value_counts()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -234,13 +733,52 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'DBSCAN')"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.figure(figsize=(10,5))\n",
+ "\n",
+ "plt.subplot(1,2,1)\n",
+ "sns.scatterplot(x=customers['Detergents_Paper'], y=customers['Milk'], hue=customers['labels'], palette='rainbow')\n",
+ "plt.title('K-Means')\n",
+ "\n",
+ "plt.subplot(1,2,2)\n",
+ "sns.scatterplot(x=customers['Detergents_Paper'], y=customers['Milk'], hue=customers['labels_DBSCAN'], palette='rainbow')\n",
+ "plt.title('DBSCAN')\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -250,18 +788,58 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "plt.scatter(customers[customers['labels'] == 0]['Grocery'], customers[customers['labels'] == 0]['Fresh'], s = 100, c = 'red', label = 'Cluster 1')\n",
+ "plt.scatter(customers[customers['labels'] == 1]['Grocery'], customers[customers['labels'] == 1]['Fresh'], s = 100, c = 'blue', label = 'Cluster 2')\n",
+ "plt.scatter(customers[customers['labels'] == 2]['Grocery'], customers[customers['labels'] == 2]['Fresh'], s = 100, c = 'green', label = 'Cluster 3')\n",
+ "plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s = 300, c = 'yellow', label = 'Centroids')\n",
+ "plt.title('Clusters of Customers')\n",
+ "plt.xlabel('Grocery')\n",
+ "plt.ylabel('Fresh')\n",
+ "plt.legend()\n",
+ "plt.show()\n"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 23,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "Visualize `Frozen` as X and `Delicassen` as y by `labels` and `labels_DBSCAN` respectively"
+ "plt.scatter(customers[customers['labels_DBSCAN'] == 0]['Grocery'], customers[customers['labels_DBSCAN'] == 0]['Fresh'], s = 100, c = 'red', label = 'Cluster 1')\n",
+ "plt.scatter(customers[customers['labels_DBSCAN'] == 1]['Grocery'], customers[customers['labels_DBSCAN'] == 1]['Fresh'], s = 100, c = 'blue', label = 'Cluster 2')\n",
+ "plt.scatter(customers[customers['labels_DBSCAN'] == -1]['Grocery'], customers[customers['labels_DBSCAN'] == -1]['Fresh'], s = 100, c = 'green', label = 'Noise')\n",
+ "plt.title('Clusters of Customers')\n",
+ "plt.xlabel('Grocery')\n",
+ "plt.ylabel('Fresh')\n",
+ "plt.legend()\n",
+ "plt.show()\n"
]
},
{
@@ -269,15 +847,48 @@
"execution_count": null,
"metadata": {},
"outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
"source": [
- "# Your code here:"
+ "Visualize `Frozen` as X and `Delicassen` as y by `labels` and `labels_DBSCAN` respectively"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 24,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "Let's use a groupby to see how the mean differs between the groups. Group `customers` by `labels` and `labels_DBSCAN` respectively and compute the means for all columns."
+ "# Your code here:\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "fig, axs = plt.subplots(ncols=2, figsize=(12, 6))\n",
+ "\n",
+ "axs[0].scatter(customers['Frozen'], customers['Delicassen'], c=customers['labels'], cmap='rainbow')\n",
+ "axs[0].set_xlabel('Frozen')\n",
+ "axs[0].set_ylabel('Delicassen')\n",
+ "axs[0].set_title('K-Means Clustering')\n",
+ "\n",
+ "axs[1].scatter(customers['Frozen'], customers['Delicassen'], c=customers['labels_DBSCAN'], cmap='rainbow')\n",
+ "axs[1].set_xlabel('Frozen')\n",
+ "axs[1].set_ylabel('Delicassen')\n",
+ "axs[1].set_title('DBSCAN Clustering')\n",
+ "\n",
+ "plt.show()\n"
]
},
{
@@ -285,10 +896,72 @@
"execution_count": null,
"metadata": {},
"outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
"source": [
- "# Your code here:\n"
+ "Let's use a groupby to see how the mean differs between the groups. Group `customers` by `labels` and `labels_DBSCAN` respectively and compute the means for all columns."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "K-Means Means:\n",
+ " Channel Region Fresh Milk Grocery \\\n",
+ "labels \n",
+ "0 1.126984 2.682540 32957.984127 4997.349206 5884.761905 \n",
+ "1 1.906250 2.520833 5754.166667 10866.604167 16607.104167 \n",
+ "2 1.000000 3.000000 36847.000000 43950.000000 20170.000000 \n",
+ "3 1.137037 2.518519 9092.155556 2967.759259 3807.411111 \n",
+ "4 2.000000 2.500000 15964.900000 34708.500000 48536.900000 \n",
+ "\n",
+ " Frozen Detergents_Paper Delicassen labels_DBSCAN \n",
+ "labels \n",
+ "0 8422.841270 954.603175 2462.968254 -0.746032 \n",
+ "1 1464.125000 7202.875000 1813.385417 -0.729167 \n",
+ "2 36534.000000 239.000000 47943.000000 -1.000000 \n",
+ "3 2271.759259 989.814815 978.962963 -0.151852 \n",
+ "4 3054.600000 24875.200000 2942.800000 -1.000000 \n",
+ " Channel Region Fresh Milk Grocery \\\n",
+ "labels_DBSCAN \n",
+ "-1 1.522989 2.551724 15608.988506 10000.408046 13693.298851 \n",
+ " 0 1.195402 2.528736 9030.398467 3077.318008 4234.061303 \n",
+ " 1 1.000000 3.000000 41446.600000 1421.200000 2167.600000 \n",
+ "\n",
+ " Frozen Detergents_Paper Delicassen labels \n",
+ "labels_DBSCAN \n",
+ "-1 4786.275862 5291.373563 2510.781609 1.350575 \n",
+ " 0 1963.432950 1322.134100 881.773946 2.731801 \n",
+ " 1 1276.400000 416.200000 784.800000 0.000000 \n"
+ ]
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "\n",
+ "kmeans_means = customers.groupby('labels').mean()\n",
+ "print(\"K-Means Means:\")\n",
+ "print(kmeans_means)\n",
+ "\n",
+ "dbscan_means = customers.groupby('labels_DBSCAN').mean()\n",
+ "print(dbscan_means)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -302,7 +975,8 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here\n",
+ " it appears that the K-Means algorithm has performed better for this dataset than the DBSCAN algorithm."
]
},
{
@@ -364,7 +1038,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -378,7 +1052,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.9.13"
}
},
"nbformat": 4,