166 lines
175 KiB
Plaintext
166 lines
175 KiB
Plaintext
{
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"metadata": {
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"kernelspec": {
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"name": "python",
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"display_name": "Python (Pyodide)",
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"language": "python"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "python",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8"
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}
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},
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"nbformat_minor": 5,
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"nbformat": 4,
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"cells": [
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{
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"id": "86da0179-ef95-47a5-a285-ca3628301e2b",
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"cell_type": "code",
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"source": "import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.cluster import KMeans\nfrom sklearn.preprocessing import StandardScaler",
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"metadata": {
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"trusted": true
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": "Matplotlib is building the font cache; this may take a moment.\n"
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}
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],
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"execution_count": 1
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},
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{
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"id": "ec894fff-8bc6-4b0c-aabe-10ce06b5a772",
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"cell_type": "code",
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"source": "data = pd.read_csv(\"sales_data_sample.csv\", encoding='latin1')\nprint(data.head())",
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"metadata": {
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"trusted": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": " ORDERNUMBER QUANTITYORDERED PRICEEACH ORDERLINENUMBER SALES \\\n0 10107 30 95.70 2 2871.00 \n1 10121 34 81.35 5 2765.90 \n2 10134 41 94.74 2 3884.34 \n3 10145 45 83.26 6 3746.70 \n4 10159 49 100.00 14 5205.27 \n\n ORDERDATE STATUS QTR_ID MONTH_ID YEAR_ID ... \\\n0 2/24/2003 0:00 Shipped 1 2 2003 ... \n1 5/7/2003 0:00 Shipped 2 5 2003 ... \n2 7/1/2003 0:00 Shipped 3 7 2003 ... \n3 8/25/2003 0:00 Shipped 3 8 2003 ... \n4 10/10/2003 0:00 Shipped 4 10 2003 ... \n\n ADDRESSLINE1 ADDRESSLINE2 CITY STATE \\\n0 897 Long Airport Avenue NaN NYC NY \n1 59 rue de l'Abbaye NaN Reims NaN \n2 27 rue du Colonel Pierre Avia NaN Paris NaN \n3 78934 Hillside Dr. NaN Pasadena CA \n4 7734 Strong St. NaN San Francisco CA \n\n POSTALCODE COUNTRY TERRITORY CONTACTLASTNAME CONTACTFIRSTNAME DEALSIZE \n0 10022 USA NaN Yu Kwai Small \n1 51100 France EMEA Henriot Paul Small \n2 75508 France EMEA Da Cunha Daniel Medium \n3 90003 USA NaN Young Julie Medium \n4 NaN USA NaN Brown Julie Medium \n\n[5 rows x 25 columns]\n"
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}
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],
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"execution_count": 2
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},
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{
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"id": "22332424-8530-4d22-b641-5376e66e7e5c",
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"cell_type": "code",
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"source": "numeric_cols = ['QUANTITYORDERED', 'PRICEEACH', 'SALES']\ndf = data[numeric_cols].dropna()",
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"metadata": {
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"trusted": true
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},
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"outputs": [],
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"execution_count": 3
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},
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{
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"id": "cab54e6b-f2d1-4b8b-99c1-d0589d2ac625",
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"cell_type": "code",
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"source": "scaler = StandardScaler()\nscaled_data = scaler.fit_transform(df)",
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"metadata": {
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"trusted": true
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},
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"outputs": [],
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"execution_count": 4
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},
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{
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"id": "2f7e7ef6-d130-4eeb-bf08-9458a0329fd8",
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"cell_type": "code",
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"source": "wcss = []\nfor k in range(1, 11):\n kmeans = KMeans(n_clusters=k, init='k-means++', random_state=42)\n kmeans.fit(scaled_data)\n wcss.append(kmeans.inertia_)",
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"metadata": {
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"trusted": true
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},
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"outputs": [],
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"execution_count": 5
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},
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{
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"id": "4465b2dc-acd6-4a4e-8129-28859d2b4b1d",
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"cell_type": "code",
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"source": "plt.figure(figsize=(8, 5))\nplt.plot(range(1, 11), wcss, marker='o')\nplt.title('Elbow Method to Determine Optimal k')\nplt.xlabel('Number of Clusters (k)')\nplt.ylabel('WCSS')\nplt.grid(True)\nplt.show()",
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"metadata": {
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"trusted": true
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},
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"outputs": [
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{
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"output_type": "display_data",
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"data": {
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"text/plain": "<Figure size 800x500 with 1 Axes>",
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"image/png": 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"
|
|
},
|
|
"metadata": {}
|
|
}
|
|
],
|
|
"execution_count": 6
|
|
},
|
|
{
|
|
"id": "a847fed0-109c-4e7b-b661-fabfa7efcf67",
|
|
"cell_type": "code",
|
|
"source": "optimal_k = 3\nkmeans_final = KMeans(n_clusters=optimal_k, init='k-means++', random_state=42)\ndf['Cluster'] = kmeans_final.fit_predict(scaled_data)",
|
|
"metadata": {
|
|
"trusted": true
|
|
},
|
|
"outputs": [],
|
|
"execution_count": 7
|
|
},
|
|
{
|
|
"id": "ce36d17c-594d-4c4d-a545-8117967ff928",
|
|
"cell_type": "code",
|
|
"source": "print(\"\\nCluster Centers (Scaled Data):\\n\", kmeans_final.cluster_centers_)",
|
|
"metadata": {
|
|
"trusted": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": "\nCluster Centers (Scaled Data):\n [[ 0.00340709 -1.31519107 -0.83846133]\n [ 0.89846585 0.64278204 1.10107381]\n [-0.79188456 0.55612886 -0.2525054 ]]\n"
|
|
}
|
|
],
|
|
"execution_count": 8
|
|
},
|
|
{
|
|
"id": "c518674f-6b38-4276-929c-89b1fba8c758",
|
|
"cell_type": "code",
|
|
"source": "print(df.head())\n\nplt.figure(figsize=(8,5))\nplt.scatter(scaled_data[:, 0], scaled_data[:, 1], c=df['Cluster'], cmap='viridis', s=30)\nplt.title('K-Means Clustering (Sales Data)')\nplt.xlabel('Quantity Ordered (scaled)')\nplt.ylabel('Price Each (scaled)')\nplt.show()",
|
|
"metadata": {
|
|
"trusted": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": " QUANTITYORDERED PRICEEACH SALES Cluster\n0 30 95.70 2871.00 2\n1 34 81.35 2765.90 2\n2 41 94.74 3884.34 1\n3 45 83.26 3746.70 1\n4 49 100.00 5205.27 1\n"
|
|
},
|
|
{
|
|
"output_type": "display_data",
|
|
"data": {
|
|
"text/plain": "<Figure size 800x500 with 1 Axes>",
|
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"image/png": 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"
|
|
},
|
|
"metadata": {}
|
|
}
|
|
],
|
|
"execution_count": 9
|
|
},
|
|
{
|
|
"id": "d1a7c7cc-52ee-4ca3-8926-dee4c6c79ab9",
|
|
"cell_type": "code",
|
|
"source": "",
|
|
"metadata": {
|
|
"trusted": true
|
|
},
|
|
"outputs": [],
|
|
"execution_count": null
|
|
}
|
|
]
|
|
} |