bt_monitor_server/bt_monitor_analyze.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"data_file = \"/home/martin/code/ansible/roles/bluetooth-monitor/other/logfile_2024-03-07 20:23:13.359108.csv\"\n",
"df = pd.read_csv(data_file)\n",
"\n",
"# Cleanup\n",
"df = df.rename(columns=lambda x: x.strip())\n",
"df.applymap(lambda x: x.strip() if isinstance(x, str) else x)\n",
"rooms = set(df['real_room']).union(set(df['room']))\n",
"room_dtype = pd.CategoricalDtype(categories=list(rooms), ordered=True)\n",
"df['room'] = df['room'].astype(room_dtype)\n",
"df['real_room'] = df['real_room'].astype(room_dtype)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/tmp/ipykernel_449868/2929942538.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'# device'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"martins_apple_watch\"\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tx_power'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tx_power'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/usr/lib/python3/dist-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1535\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mfinal\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1536\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__nonzero__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1537\u001b[0;31m raise ValueError(\n\u001b[0m\u001b[1;32m 1538\u001b[0m \u001b[0;34mf\"The truth value of a {type(self).__name__} is ambiguous. \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1539\u001b[0m \u001b[0;34m\"Use a.empty, a.bool(), a.item(), a.any() or a.all().\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
]
}
],
"source": [
"df[df['# device'] == \"martins_apple_watch\" and df['tx_power'] > 0]['tx_power'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_449868/10187827.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
" ax.set_xticklabels(labels, rotation=90) # set new labels\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 2880x432 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 4102.1x360 with 11 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams[\"xtick.labelsize\"] = 5\n",
"sns.set_theme()\n",
"plt.figure(figsize=(40, 6))\n",
"g = sns.relplot(data=df, x=\"room\", y=\"rssi\", style=\"room\", hue=\"room\", col=\"real_room\")\n",
"for ax in g.axes.flat:\n",
" labels = ax.get_xticklabels() # get x labels\n",
" ax.set_xticklabels(labels, rotation=90) # set new labels"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# SVM"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import svm\n"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CategoricalDtype(categories=[' arbeitszimmer', ' küche', ' wohnzimmer', ' kinderzimmer',\n",
" ' kueche', ' wohnzimmeroben', ' schlafzimmer', ' garten',\n",
" ' az_oben', ' esszimmer', ' sofa'],\n",
", ordered=True)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"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># device</th>\n",
" <th>room</th>\n",
" <th>rssi</th>\n",
" <th>tx_power</th>\n",
" <th>real_room</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>martins_iphone</td>\n",
" <td>wohnzimmeroben</td>\n",
" <td>-90</td>\n",
" <td>12</td>\n",
" <td>arbeitszimmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>martins_apple_watch</td>\n",
" <td>wohnzimmer</td>\n",
" <td>-97</td>\n",
" <td>2</td>\n",
" <td>arbeitszimmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>martins_iphone</td>\n",
" <td>garten</td>\n",
" <td>-89</td>\n",
" <td>-1</td>\n",
" <td>arbeitszimmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>martins_iphone</td>\n",
" <td>wohnzimmeroben</td>\n",
" <td>-89</td>\n",
" <td>12</td>\n",
" <td>arbeitszimmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>martins_iphone</td>\n",
" <td>garten</td>\n",
" <td>-89</td>\n",
" <td>-1</td>\n",
" <td>arbeitszimmer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49258</th>\n",
" <td>martins_apple_watch</td>\n",
" <td>kinderzimmer</td>\n",
" <td>-91</td>\n",
" <td>8</td>\n",
" <td>sofa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49259</th>\n",
" <td>martins_iphone</td>\n",
" <td>kueche</td>\n",
" <td>-96</td>\n",
" <td>12</td>\n",
" <td>sofa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49260</th>\n",
" <td>martins_iphone</td>\n",
" <td>wohnzimmer</td>\n",
" <td>-69</td>\n",
" <td>2</td>\n",
" <td>sofa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49261</th>\n",
" <td>martins_iphone</td>\n",
" <td>garten</td>\n",
" <td>-86</td>\n",
" <td>2</td>\n",
" <td>sofa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49262</th>\n",
" <td>martins_apple_watch</td>\n",
" <td>wohnzimmeroben</td>\n",
" <td>-86</td>\n",
" <td>8</td>\n",
" <td>sofa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>49263 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" # device room rssi tx_power real_room\n",
"0 martins_iphone wohnzimmeroben -90 12 arbeitszimmer\n",
"1 martins_apple_watch wohnzimmer -97 2 arbeitszimmer\n",
"2 martins_iphone garten -89 -1 arbeitszimmer\n",
"3 martins_iphone wohnzimmeroben -89 12 arbeitszimmer\n",
"4 martins_iphone garten -89 -1 arbeitszimmer\n",
"... ... ... ... ... ...\n",
"49258 martins_apple_watch kinderzimmer -91 8 sofa\n",
"49259 martins_iphone kueche -96 12 sofa\n",
"49260 martins_iphone wohnzimmer -69 2 sofa\n",
"49261 martins_iphone garten -86 2 sofa\n",
"49262 martins_apple_watch wohnzimmeroben -86 8 sofa\n",
"\n",
"[49263 rows x 5 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def cleanup_data(df):\n",
" df['real_room']\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}