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Created May 6, 2019 07:34
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KMeans Cluster.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import os, sys, datetime\nimport pandas as pd\nimport numpy as np\nimport seaborn as sns\nimport matplotlib.pyplot as plt",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import warnings\nwarnings.filterwarnings('ignore')",
"execution_count": 61,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv(r'raw_data2.csv')\ndf_sub = df.copy()",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "## features generation.\n\n# Add PTS_DELTA to get the running delta of Metric A over range of Metric B for each sample COMPONENT_SERIAL\ndf_sub['PTS_DELTA'] = df_sub.groupby('COMPONENT_SERIAL')['METRIC_A'].diff(periods=-1)\ndf_sub['PTS_DELTA'] = df_sub['PTS_DELTA'].fillna(0)\ndf_sub['PTS_DELTA'] = df_sub['PTS_DELTA'].abs()\n\n# Use aggregation to get the various features for each component serial\nfeature_df = df_sub.groupby('COMPONENT_SERIAL').agg({'METRIC_A':[np.std, np.ptp], 'PTS_DELTA':[np.max,np.std]}).reset_index()\nfeature_df.columns = [' '.join(col).strip() for col in feature_df.columns.values]\nfeature_df.head()",
"execution_count": 53,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 53,
"data": {
"text/plain": " COMPONENT_SERIAL METRIC_A std METRIC_A ptp PTS_DELTA amax PTS_DELTA std\n0 PRSSP0 0.007009 0.0283 0.0043 0.000334\n1 PRSSP1 0.004862 0.0195 0.0022 0.000239\n2 PRSSP2 0.012959 0.0483 0.0049 0.000463\n3 PRSSP3 0.004141 0.0178 0.0059 0.000407\n4 PRSSP4 0.005511 0.0270 0.0065 0.000547",
"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>COMPONENT_SERIAL</th>\n <th>METRIC_A std</th>\n <th>METRIC_A ptp</th>\n <th>PTS_DELTA amax</th>\n <th>PTS_DELTA std</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>PRSSP0</td>\n <td>0.007009</td>\n <td>0.0283</td>\n <td>0.0043</td>\n <td>0.000334</td>\n </tr>\n <tr>\n <th>1</th>\n <td>PRSSP1</td>\n <td>0.004862</td>\n <td>0.0195</td>\n <td>0.0022</td>\n <td>0.000239</td>\n </tr>\n <tr>\n <th>2</th>\n <td>PRSSP2</td>\n <td>0.012959</td>\n <td>0.0483</td>\n <td>0.0049</td>\n <td>0.000463</td>\n </tr>\n <tr>\n <th>3</th>\n <td>PRSSP3</td>\n <td>0.004141</td>\n <td>0.0178</td>\n <td>0.0059</td>\n <td>0.000407</td>\n </tr>\n <tr>\n <th>4</th>\n <td>PRSSP4</td>\n <td>0.005511</td>\n <td>0.0270</td>\n <td>0.0065</td>\n <td>0.000547</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Perform the actual machine learning and training the KMeans\n\nfrom sklearn.preprocessing import scale, MinMaxScaler\nfrom sklearn.cluster import KMeans\n\nonly_features = ['METRIC_A std', 'METRIC_A ptp','PTS_DELTA amax', 'PTS_DELTA std']\nX = feature_df[only_features]\n\nscaler = MinMaxScaler()\nX_scale = scaler.fit_transform(X)\n\nkcluster = KMeans(n_clusters=2, n_init=10)\nkcluster.fit(X_scale)\n\n# Perform the clustering on the sample and list the component_serial with the abnormal profile\nresult = feature_df.copy()\nresult['predict_pr'] = kcluster.predict(X_scale)\nresult[result.predict_pr==1]['COMPONENT_SERIAL'].tolist()\n\nabnormal_component_list = result[result.predict_pr==1]['COMPONENT_SERIAL'].tolist()",
"execution_count": 79,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Sample plot of those with abnormal profile.\n\ndef plot_single(tgt):\n ax =sns.lineplot( x='METRIC_B',y='METRIC_A', data = df_sub[df_sub['COMPONENT_SERIAL']== tgt])\n ax.set_ylim(1.00,1.35)\n\nfor tgt in abnormal_component_list[:5]:\n plot_single(tgt)\n\n",
"execution_count": 88,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Sample pair plot\nsns.pairplot(result, hue = 'predict_pr')",
"execution_count": 80,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 80,
"data": {
"text/plain": "<seaborn.axisgrid.PairGrid at 0x1ef75940>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 958.5x900 with 30 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "KMeans Cluster.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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