diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 9a2d1ae..d9f9a24 100755
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,7 +12,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -38,12 +38,206 @@
},
{
"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",
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+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
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+ " \n",
+ " | 435 | \n",
+ " 1 | \n",
+ " 3 | \n",
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+ " 16027 | \n",
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+ " 182 | \n",
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+ "
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+ " \n",
+ " | 436 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 39228 | \n",
+ " 1431 | \n",
+ " 764 | \n",
+ " 4510 | \n",
+ " 93 | \n",
+ " 2346 | \n",
+ "
\n",
+ " \n",
+ " | 437 | \n",
+ " 2 | \n",
+ " 3 | \n",
+ " 14531 | \n",
+ " 15488 | \n",
+ " 30243 | \n",
+ " 437 | \n",
+ " 14841 | \n",
+ " 1867 | \n",
+ "
\n",
+ " \n",
+ " | 438 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 10290 | \n",
+ " 1981 | \n",
+ " 2232 | \n",
+ " 1038 | \n",
+ " 168 | \n",
+ " 2125 | \n",
+ "
\n",
+ " \n",
+ " | 439 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 2787 | \n",
+ " 1698 | \n",
+ " 2510 | \n",
+ " 65 | \n",
+ " 477 | \n",
+ " 52 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
440 rows × 8 columns
\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",
+ "435 1 3 29703 12051 16027 13135 182 \n",
+ "436 1 3 39228 1431 764 4510 93 \n",
+ "437 2 3 14531 15488 30243 437 14841 \n",
+ "438 1 3 10290 1981 2232 1038 168 \n",
+ "439 1 3 2787 1698 2510 65 477 \n",
+ "\n",
+ " Delicassen \n",
+ "0 1338 \n",
+ "1 1776 \n",
+ "2 7844 \n",
+ "3 1788 \n",
+ "4 5185 \n",
+ ".. ... \n",
+ "435 2204 \n",
+ "436 2346 \n",
+ "437 1867 \n",
+ "438 2125 \n",
+ "439 52 \n",
+ "\n",
+ "[440 rows x 8 columns]"
+ ]
+ },
+ "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"
]
},
{
@@ -67,20 +261,209 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " 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\n",
+ "\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 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\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
+ " if pd.api.types.is_categorical_dtype(vector):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
+ " if pd.api.types.is_categorical_dtype(vector):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
+ " if pd.api.types.is_categorical_dtype(vector):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
+ " if pd.api.types.is_categorical_dtype(vector):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
+ " if pd.api.types.is_categorical_dtype(vector):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
+ " if pd.api.types.is_categorical_dtype(vector):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total spending in the dataset: $14619500\n",
+ "Total spending by top 20% customers: $6272473\n",
+ "Percentage of total spending by top 20% customers: 42.90%\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here\n",
+ "print(customers.head())\n",
+ "print(customers.info())\n",
+ "\n",
+ "customers['Channel'] = customers['Channel'].astype('category')\n",
+ "customers['Region'] = customers['Region'].astype('category')\n",
+ "\n",
+ "print(customers.isnull().sum())\n",
+ "\n",
+ "correlation_matrix = customers.corr()\n",
+ "\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.figure(figsize=(10, 8))\n",
+ "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n",
+ "plt.title('Correlation Matrix')\n",
+ "plt.show()\n",
+ "\n",
+ "# Visualize outliers using boxplots for each category\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "customers.boxplot()\n",
+ "plt.title('Boxplot of Spending on Product Categories')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.show()\n",
+ "\n",
+ "# Visualize the distribution of spending on each product category\n",
+ "plt.figure(figsize=(12, 8))\n",
+ "for column in customers.columns[2:]:\n",
+ " sns.histplot(customers[column], kde=True, bins=30, alpha=0.5, label=column)\n",
+ "\n",
+ "plt.xlabel('Spending')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.title('Distribution of Spending on Product Categories')\n",
+ "plt.legend()\n",
+ "plt.show()\n",
+ "\n",
+ "# Calculate total spending across all categories for each customer\n",
+ "customers['Total_Spending'] = customers.iloc[:, 2:].sum(axis=1)\n",
+ "\n",
+ "# Sort customers by total spending in descending order\n",
+ "customers = customers.sort_values('Total_Spending', ascending=False)\n",
+ "\n",
+ "# Calculate the cumulative sum of total spending\n",
+ "customers['Cumulative_Spending'] = customers['Total_Spending'].cumsum()\n",
+ "\n",
+ "# Calculate the total spending in the dataset\n",
+ "total_spending = customers['Total_Spending'].sum()\n",
+ "\n",
+ "# Identify the top 20% of customers\n",
+ "top_20_percent = int(0.2 * len(customers))\n",
+ "\n",
+ "# Calculate the combined spending of the top 20%\n",
+ "top_20_spending = customers['Cumulative_Spending'].iloc[top_20_percent - 1]\n",
+ "\n",
+ "# Check if the top 20% spending meets the 80% threshold\n",
+ "pareto_percentage = (top_20_spending / total_spending) * 100\n",
+ "\n",
+ "print(f\"Total spending in the dataset: ${total_spending}\")\n",
+ "print(f\"Total spending by top 20% customers: ${top_20_spending}\")\n",
+ "print(f\"Percentage of total spending by top 20% customers: {pareto_percentage:.2f}%\")"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "\"\\nCategorical Data: The dataset includes information about customer spending across different product categories, categorized by 'Channel' and 'Region'.\\n\\nCorrelation Analysis: Some notable correlations were observed, particularly between 'Grocery' and 'Detergents_Paper', suggesting potential co-linearity between these categories.\\n\\nDescriptive Statistics and Outliers: Variations in the mean and standard deviation across product categories. Outliers were identified in several categories.\\n\\nData Distribution: 'Grocery', 'Milk', and 'Detergents_Paper' exhibited relatively higher frequencies in lower spending ranges.\\n\\nPareto Principle Analysis: Suggests a concentration of high-spending customers influencing a significant portion of total sales.\\n\""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your observations here"
+ "# Your observations here\n",
+ "\"\"\"\n",
+ "Categorical Data: The dataset includes information about customer spending across different product categories, categorized by 'Channel' and 'Region'.\n",
+ "\n",
+ "Correlation Analysis: Some notable correlations were observed, particularly between 'Grocery' and 'Detergents_Paper', suggesting potential co-linearity between these categories.\n",
+ "\n",
+ "Descriptive Statistics and Outliers: Variations in the mean and standard deviation across product categories. Outliers were identified in several categories.\n",
+ "\n",
+ "Data Distribution: 'Grocery', 'Milk', and 'Detergents_Paper' exhibited relatively higher frequencies in lower spending ranges.\n",
+ "\n",
+ "Pareto Principle Analysis: Suggests a concentration of high-spending customers influencing a significant portion of total sales.\n",
+ "\"\"\""
]
},
{
@@ -94,20 +477,37 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "# Convert 'Channel' and 'Region' columns to categorical if necessary\n",
+ "customers['Channel'] = customers['Channel'].astype('category')\n",
+ "customers['Region'] = customers['Region'].astype('category')"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\nNo missing values were found in the dataset.\\n'"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your comment here"
+ "# Your comment here\n",
+ "\"\"\"\n",
+ "No missing values were found in the dataset.\n",
+ "\"\"\""
]
},
{
@@ -127,15 +527,40 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:767: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if not hasattr(array, \"sparse\") and array.dtypes.apply(is_sparse).any():\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:605: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:614: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype) or not is_extension_array_dtype(pd_dtype):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:767: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if not hasattr(array, \"sparse\") and array.dtypes.apply(is_sparse).any():\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:605: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:614: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype) or not is_extension_array_dtype(pd_dtype):\n"
+ ]
+ }
+ ],
"source": [
"# Your import here:\n",
- "\n",
"from sklearn.preprocessing import StandardScaler\n",
+ "# Your code here:\n",
+ "# Extracting numerical columns for scaling\n",
+ "numerical_columns = customers.drop(['Channel', 'Region'], axis=1) # Exclude categorical columns\n",
"\n",
- "# Your code here:\n"
+ "scaler = StandardScaler()\n",
+ "scaled_data = scaler.fit_transform(numerical_columns)\n",
+ "\n",
+ "columns = numerical_columns.columns # Get the column names\n",
+ "customers_scale = pd.DataFrame(scaled_data, columns=columns)"
]
},
{
@@ -149,13 +574,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:767: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if not hasattr(array, \"sparse\") and array.dtypes.apply(is_sparse).any():\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:605: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:614: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype) or not is_extension_array_dtype(pd_dtype):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
+ " warnings.warn(\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "num_clusters = 5\n",
+ "kmeans = KMeans(n_clusters=num_clusters, random_state=42)\n",
+ "kmeans.fit(customers_scale)\n",
+ "\n",
+ "cluster_labels = kmeans.labels_\n",
+ "customers['labels'] = cluster_labels"
]
},
{
@@ -167,11 +615,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "labels\n",
+ "3 252\n",
+ "1 89\n",
+ "4 85\n",
+ "2 10\n",
+ "0 4\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "label_counts = customers['labels'].value_counts()\n",
+ "label_counts"
]
},
{
@@ -185,13 +652,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:767: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if not hasattr(array, \"sparse\") and array.dtypes.apply(is_sparse).any():\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:605: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype):\n",
+ "/Users/slevin/anaconda3/lib/python3.11/site-packages/sklearn/utils/validation.py:614: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead.\n",
+ " if is_sparse(pd_dtype) or not is_extension_array_dtype(pd_dtype):\n"
+ ]
+ }
+ ],
"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",
+ "dbscan_labels = dbscan.labels_\n",
+ "\n",
+ "customers['labels_DBSCAN'] = dbscan_labels\n"
]
},
{
@@ -203,11 +690,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "labels_DBSCAN\n",
+ "-1 214\n",
+ " 0 190\n",
+ " 5 15\n",
+ " 2 6\n",
+ " 1 5\n",
+ " 4 5\n",
+ " 3 5\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "scan_dbs = customers['labels_DBSCAN'].value_counts()\n",
+ "scan_dbs"
]
},
{
@@ -234,11 +742,40 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.scatter(customers['Detergents_Paper'], customers['Milk'], c=customers['labels'], cmap='viridis', alpha=0.7)\n",
+ "plt.title('K-Means Clustering')\n",
+ "plt.xlabel('Detergents_Paper')\n",
+ "plt.ylabel('Milk')\n",
+ "plt.colorbar(label='Cluster')\n",
+ "\n",
+ "plt.subplot(1, 2, 2)\n",
+ "plt.scatter(customers['Detergents_Paper'], customers['Milk'], c=customers['labels_DBSCAN'], cmap='viridis', alpha=0.7)\n",
+ "plt.title('DBSCAN Clustering')\n",
+ "plt.xlabel('Detergents_Paper')\n",
+ "plt.ylabel('Milk')\n",
+ "plt.colorbar(label='Cluster')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
]
},
{
@@ -250,11 +787,40 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.scatter(customers['Grocery'], customers['Fresh'], c=customers['labels'], cmap='viridis', alpha=0.7)\n",
+ "plt.title('K-Means Clustering')\n",
+ "plt.xlabel('Grocery')\n",
+ "plt.ylabel('Fresh')\n",
+ "plt.colorbar(label='Cluster')\n",
+ "\n",
+ "plt.subplot(1, 2, 2)\n",
+ "plt.scatter(customers['Grocery'], customers['Fresh'], c=customers['labels_DBSCAN'], cmap='viridis', alpha=0.7)\n",
+ "plt.title('DBSCAN Clustering')\n",
+ "plt.xlabel('Grocery')\n",
+ "plt.ylabel('Fresh')\n",
+ "plt.colorbar(label='Cluster')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
]
},
{
@@ -266,11 +832,41 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your code here:"
+ "# Your code here:\n",
+ "# Your code here:\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.scatter(customers['Frozen'], customers['Delicassen'], c=customers['labels'], cmap='viridis', alpha=0.7)\n",
+ "plt.title('K-Means Clustering')\n",
+ "plt.xlabel('Frozen')\n",
+ "plt.ylabel('Delicassen')\n",
+ "plt.colorbar(label='Cluster')\n",
+ "\n",
+ "plt.subplot(1, 2, 2)\n",
+ "plt.scatter(customers['Frozen'], customers['Delicassen'], c=customers['labels_DBSCAN'], cmap='viridis', alpha=0.7)\n",
+ "plt.title('DBSCAN Clustering')\n",
+ "plt.xlabel('Frozen')\n",
+ "plt.ylabel('Delicassen')\n",
+ "plt.colorbar(label='Cluster')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
]
},
{
@@ -282,11 +878,81 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Means for K-Means Clustering:\n",
+ " Fresh Milk Grocery Frozen \\\n",
+ "labels \n",
+ "0 52022.000000 31696.000000 18490.750000 29825.500000 \n",
+ "1 5659.808989 10921.426966 16846.561798 1472.820225 \n",
+ "2 15964.900000 34708.500000 48536.900000 3054.600000 \n",
+ "3 7804.670635 2840.682540 3756.007937 2267.690476 \n",
+ "4 28728.164706 4572.105882 5804.376471 5873.682353 \n",
+ "\n",
+ " Detergents_Paper Delicassen Total_Spending Cumulative_Spending \n",
+ "labels \n",
+ "0 2699.000000 19656.250000 154389.500000 1.003444e+06 \n",
+ "1 7299.426966 1606.314607 43806.359551 7.029795e+06 \n",
+ "2 24875.200000 2942.800000 130082.900000 1.355108e+06 \n",
+ "3 1057.571429 906.027778 18632.650794 1.277303e+07 \n",
+ "4 1084.141176 2254.223529 48316.694118 6.263291e+06 \n",
+ "\n",
+ "Means for DBSCAN Clustering:\n",
+ " Fresh Milk Grocery Frozen \\\n",
+ "labels_DBSCAN \n",
+ "-1 15647.813084 9088.630841 12461.873832 4158.098131 \n",
+ " 0 8821.994737 2030.094737 2688.531579 2064.142105 \n",
+ " 1 15674.200000 5794.800000 6729.600000 1103.600000 \n",
+ " 2 6927.000000 6843.000000 9363.666667 1534.833333 \n",
+ " 3 403.800000 8985.000000 12913.000000 596.800000 \n",
+ " 4 16873.000000 2160.000000 2468.800000 8253.400000 \n",
+ " 5 3266.866667 6261.000000 10277.400000 710.133333 \n",
+ "\n",
+ " Detergents_Paper Delicassen Total_Spending \\\n",
+ "labels_DBSCAN \n",
+ "-1 4770.700935 2274.429907 48401.546729 \n",
+ " 0 565.678947 705.073684 16875.515789 \n",
+ " 1 2516.000000 2221.000000 34039.200000 \n",
+ " 2 3285.500000 2178.500000 30132.500000 \n",
+ " 3 7085.600000 232.400000 30216.600000 \n",
+ " 4 457.600000 990.200000 31203.000000 \n",
+ " 5 4629.266667 1330.800000 26475.466667 \n",
+ "\n",
+ " Cumulative_Spending \n",
+ "labels_DBSCAN \n",
+ "-1 7.149752e+06 \n",
+ " 0 1.312053e+07 \n",
+ " 1 8.868673e+06 \n",
+ " 2 1.003242e+07 \n",
+ " 3 1.006026e+07 \n",
+ " 4 9.758647e+06 \n",
+ " 5 1.118805e+07 \n"
+ ]
+ }
+ ],
"source": [
- "# Your code here:\n"
+ "# Your code here:\n",
+ "# Exclude categorical columns for mean calculation\n",
+ "numerical_columns = customers.drop(['Channel', 'Region', 'labels', 'labels_DBSCAN'], axis=1)\n",
+ "\n",
+ "# Group by 'labels' and calculate the means for numerical columns\n",
+ "kmeans_means = numerical_columns.groupby(customers['labels']).mean()\n",
+ "\n",
+ "# Group by 'labels_DBSCAN' and calculate the means for numerical columns\n",
+ "dbscan_means = numerical_columns.groupby(customers['labels_DBSCAN']).mean()\n",
+ "\n",
+ "# Display the means for K-Means clustering\n",
+ "print(\"Means for K-Means Clustering:\")\n",
+ "print(kmeans_means)\n",
+ "\n",
+ "# Display the means for DBSCAN clustering\n",
+ "print(\"\\nMeans for DBSCAN Clustering:\")\n",
+ "print(dbscan_means)"
]
},
{
@@ -302,7 +968,12 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your observations here"
+ "# Your observations here\n",
+ "\"\"\"\n",
+ "I would lean toward DBSCAN's adaptability and robustness in capturing diverse cluster shapes and densities, \n",
+ "especially in scenarios where the structure of the data might not be explicitly clear or doesn’t conform\n",
+ "to assumptions like spherical clusters. \n",
+ "\"\"\""
]
},
{
@@ -334,6 +1005,13 @@
"# Your comment here"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -378,7 +1056,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.11.0"
}
},
"nbformat": 4,