diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..51565c1 100755
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,7 +12,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -22,7 +22,8 @@
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
- "import pandas as pd"
+ "import pandas as pd\n",
+ "import seaborn as sns"
]
},
{
@@ -38,7 +39,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -67,11 +68,383 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(440, 8)"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "customers.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "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",
+ "
\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": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "customers.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "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": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "customers.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "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": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "customers.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.heatmap(customers.corr())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "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",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | count | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ " 440.000000 | \n",
+ "
\n",
+ " \n",
+ " | mean | \n",
+ " 1.322727 | \n",
+ " 2.543182 | \n",
+ " 12000.297727 | \n",
+ " 5796.265909 | \n",
+ " 7951.277273 | \n",
+ " 3071.931818 | \n",
+ " 2881.493182 | \n",
+ " 1524.870455 | \n",
+ "
\n",
+ " \n",
+ " | std | \n",
+ " 0.468052 | \n",
+ " 0.774272 | \n",
+ " 12647.328865 | \n",
+ " 7380.377175 | \n",
+ " 9503.162829 | \n",
+ " 4854.673333 | \n",
+ " 4767.854448 | \n",
+ " 2820.105937 | \n",
+ "
\n",
+ " \n",
+ " | min | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 3.000000 | \n",
+ " 55.000000 | \n",
+ " 3.000000 | \n",
+ " 25.000000 | \n",
+ " 3.000000 | \n",
+ " 3.000000 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " 1.000000 | \n",
+ " 2.000000 | \n",
+ " 3127.750000 | \n",
+ " 1533.000000 | \n",
+ " 2153.000000 | \n",
+ " 742.250000 | \n",
+ " 256.750000 | \n",
+ " 408.250000 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " 1.000000 | \n",
+ " 3.000000 | \n",
+ " 8504.000000 | \n",
+ " 3627.000000 | \n",
+ " 4755.500000 | \n",
+ " 1526.000000 | \n",
+ " 816.500000 | \n",
+ " 965.500000 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " 2.000000 | \n",
+ " 3.000000 | \n",
+ " 16933.750000 | \n",
+ " 7190.250000 | \n",
+ " 10655.750000 | \n",
+ " 3554.250000 | \n",
+ " 3922.000000 | \n",
+ " 1820.250000 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 2.000000 | \n",
+ " 3.000000 | \n",
+ " 112151.000000 | \n",
+ " 73498.000000 | \n",
+ " 92780.000000 | \n",
+ " 60869.000000 | \n",
+ " 40827.000000 | \n",
+ " 47943.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "customers.describe()"
]
},
{
@@ -80,7 +453,7 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here: There are some outliers."
]
},
{
@@ -127,7 +500,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
@@ -135,7 +508,9 @@
"\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
- "# Your code here:\n"
+ "# Your code here:\n",
+ "scaler = StandardScaler()\n",
+ "customers_scale = scaler.fit_transform(customers)"
]
},
{
@@ -149,13 +524,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\joani\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\cluster\\_kmeans.py:792: FutureWarning: 'n_jobs' was deprecated in version 0.23 and will be removed in 1.0 (renaming of 0.25).\n",
+ " warnings.warn(\"'n_jobs' was deprecated in version 0.23 and will be\"\n",
+ "C:\\Users\\joani\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\cluster\\_kmeans.py:792: FutureWarning: 'n_jobs' was deprecated in version 0.23 and will be removed in 1.0 (renaming of 0.25).\n",
+ " warnings.warn(\"'n_jobs' was deprecated in version 0.23 and will be\"\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "from sklearn.metrics import silhouette_score\n",
+ "from sklearn import cluster, datasets\n",
+ "from sklearn.cluster import KMeans\n",
+ "import numpy as np\n",
+ "\n",
+ "cluster = KMeans(random_state= 0, n_jobs=-1)\n",
+ "Kmeans_model = cluster.fit(customers_scale)\n",
+ "customers['labels'] = Kmeans_model.labels_\n",
+ "\n",
+ "preds = cluster.fit_predict(customers)\n",
+ "score = silhouette_score (customers, preds, metric='euclidean')"
]
},
{
@@ -167,11 +564,76 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1 175\n",
+ "2 92\n",
+ "6 87\n",
+ "5 41\n",
+ "0 36\n",
+ "4 6\n",
+ "7 2\n",
+ "3 1\n",
+ "Name: labels, dtype: int64"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "customers.labels.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [],
"source": [
- "# Your code here:\n"
+ "# Your code here\n",
+ "from yellowbrick.cluster import KElbowVisualizer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model = KMeans()\n",
+ "visualizer = KElbowVisualizer(model, k=(3,17))\n",
+ "visualizer.fit(customers)\n",
+ "visualizer.poof()"
]
},
{
@@ -184,30 +646,55 @@
]
},
{
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "scrolled": true
- },
- "outputs": [],
+ "cell_type": "markdown",
+ "metadata": {},
"source": [
- "# Your code here\n"
+ "Count the values in `labels_DBSCAN`."
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 29,
"metadata": {},
+ "outputs": [],
"source": [
- "Count the values in `labels_DBSCAN`."
+ "# Your code here\n",
+ "from sklearn.cluster import DBSCAN\n",
+ "\n",
+ "cluster = DBSCAN(eps=.5)\n",
+ "\n",
+ "model = cluster.fit(customers_scale)\n",
+ "\n",
+ "customers['labels_db'] = model.labels_"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 30,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-1 255\n",
+ " 1 130\n",
+ " 5 22\n",
+ " 4 7\n",
+ " 6 6\n",
+ " 2 5\n",
+ " 3 5\n",
+ " 7 5\n",
+ " 0 5\n",
+ "Name: labels_db, dtype: int64"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here\n"
+ "customers.labels_db.value_counts()"
]
},
{
@@ -234,11 +721,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "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",
+ "plt.figure(figsize =(6,6))\n",
+ "\n",
+ "plt.scatter(customers.Detergents_Paper, customers.Milk, c=customers.labels, cmap='viridis');\n",
+ " \n",
+ "plt.figure(figsize=(6,6))\n",
+ "plt.scatter(customers.Detergents_Paper, customers.Milk, c=customers.labels, cmap='viridis');"
]
},
{
@@ -250,11 +764,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 36,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "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",
+ "plt.figure(figsize =(6,6))\n",
+ "\n",
+ "plt.scatter(customers.Grocery, customers.Fresh, c=customers.labels, cmap='viridis');\n",
+ " \n",
+ "plt.figure(figsize=(6,6))\n",
+ "plt.scatter(customers.Grocery, customers.Fresh, c=customers.labels, cmap='viridis');"
]
},
{
@@ -266,11 +807,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 37,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "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:"
+ "# Your code here:\n",
+ "plt.figure(figsize =(6,6))\n",
+ "\n",
+ "plt.scatter(customers.Frozen, customers.Delicassen, c=customers.labels, cmap='viridis');\n",
+ " \n",
+ "plt.figure(figsize=(6,6))\n",
+ "plt.scatter(customers.Frozen, customers.Delicassen, c=customers.labels, cmap='viridis');"
]
},
{
@@ -282,11 +850,202 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 38,
"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",
+ " labels | \n",
+ "
\n",
+ " \n",
+ " | labels_db | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | -1 | \n",
+ " 1.490196 | \n",
+ " 2.45098 | \n",
+ " 13729.564706 | \n",
+ " 8359.886275 | \n",
+ " 11484.364706 | \n",
+ " 3795.003922 | \n",
+ " 4356.800000 | \n",
+ " 2080.470588 | \n",
+ " 2.870588 | \n",
+ "
\n",
+ " \n",
+ " | 0 | \n",
+ " 2.000000 | \n",
+ " 3.00000 | \n",
+ " 11401.000000 | \n",
+ " 3536.200000 | \n",
+ " 6729.000000 | \n",
+ " 720.200000 | \n",
+ " 3561.000000 | \n",
+ " 258.200000 | \n",
+ " 2.000000 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1.000000 | \n",
+ " 3.00000 | \n",
+ " 9128.823077 | \n",
+ " 1862.438462 | \n",
+ " 2423.530769 | \n",
+ " 2131.430769 | \n",
+ " 496.576923 | \n",
+ " 741.946154 | \n",
+ " 1.061538 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.000000 | \n",
+ " 3.00000 | \n",
+ " 41446.600000 | \n",
+ " 1421.200000 | \n",
+ " 2167.600000 | \n",
+ " 1276.400000 | \n",
+ " 416.200000 | \n",
+ " 784.800000 | \n",
+ " 5.000000 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 2.000000 | \n",
+ " 3.00000 | \n",
+ " 2357.200000 | \n",
+ " 10224.800000 | \n",
+ " 11862.800000 | \n",
+ " 609.600000 | \n",
+ " 5780.000000 | \n",
+ " 572.800000 | \n",
+ " 2.000000 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 2.000000 | \n",
+ " 3.00000 | \n",
+ " 3068.142857 | \n",
+ " 6095.857143 | \n",
+ " 10355.000000 | \n",
+ " 994.000000 | \n",
+ " 4675.571429 | \n",
+ " 1826.428571 | \n",
+ " 2.000000 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " 1.000000 | \n",
+ " 1.00000 | \n",
+ " 9837.863636 | \n",
+ " 1751.863636 | \n",
+ " 2161.681818 | \n",
+ " 1513.181818 | \n",
+ " 333.954545 | \n",
+ " 669.045455 | \n",
+ " 6.000000 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 1.000000 | \n",
+ " 1.00000 | \n",
+ " 6823.000000 | \n",
+ " 1943.000000 | \n",
+ " 2372.666667 | \n",
+ " 6780.333333 | \n",
+ " 386.500000 | \n",
+ " 613.666667 | \n",
+ " 6.000000 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " 1.000000 | \n",
+ " 2.00000 | \n",
+ " 7494.600000 | \n",
+ " 1537.600000 | \n",
+ " 3383.000000 | \n",
+ " 2575.400000 | \n",
+ " 227.400000 | \n",
+ " 941.000000 | \n",
+ " 6.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Channel Region Fresh Milk Grocery \\\n",
+ "labels_db \n",
+ "-1 1.490196 2.45098 13729.564706 8359.886275 11484.364706 \n",
+ " 0 2.000000 3.00000 11401.000000 3536.200000 6729.000000 \n",
+ " 1 1.000000 3.00000 9128.823077 1862.438462 2423.530769 \n",
+ " 2 1.000000 3.00000 41446.600000 1421.200000 2167.600000 \n",
+ " 3 2.000000 3.00000 2357.200000 10224.800000 11862.800000 \n",
+ " 4 2.000000 3.00000 3068.142857 6095.857143 10355.000000 \n",
+ " 5 1.000000 1.00000 9837.863636 1751.863636 2161.681818 \n",
+ " 6 1.000000 1.00000 6823.000000 1943.000000 2372.666667 \n",
+ " 7 1.000000 2.00000 7494.600000 1537.600000 3383.000000 \n",
+ "\n",
+ " Frozen Detergents_Paper Delicassen labels \n",
+ "labels_db \n",
+ "-1 3795.003922 4356.800000 2080.470588 2.870588 \n",
+ " 0 720.200000 3561.000000 258.200000 2.000000 \n",
+ " 1 2131.430769 496.576923 741.946154 1.061538 \n",
+ " 2 1276.400000 416.200000 784.800000 5.000000 \n",
+ " 3 609.600000 5780.000000 572.800000 2.000000 \n",
+ " 4 994.000000 4675.571429 1826.428571 2.000000 \n",
+ " 5 1513.181818 333.954545 669.045455 6.000000 \n",
+ " 6 6780.333333 386.500000 613.666667 6.000000 \n",
+ " 7 2575.400000 227.400000 941.000000 6.000000 "
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "kmeans = customers.groupby(by='labels').agg('mean')\n",
+ "dbscan = customers.groupby(by='labels_db').agg('mean')\n",
+ "dbscan"
]
},
{
@@ -302,7 +1061,7 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here: KMeans?"
]
},
{
@@ -378,7 +1137,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.9.6"
}
},
"nbformat": 4,