wifi_analyzer_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WiFi Analyzer notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import glob\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_signal(x):\n",
    "    return int(x[0:3])\n",
    "\n",
    "def get_MHz(x):\n",
    "    return int(x.split(\" \")[1])\n",
    "\n",
    "def get_freq(x):\n",
    "    return int(x.split(\" \")[0])\n",
    "\n",
    "my_cmap = sns.cubehelix_palette(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_PATH = os.path.normpath(\"data/\")  # data path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Name</th>\n",
       "      <th>MAC</th>\n",
       "      <th>Authorization</th>\n",
       "      <th>Freq [MHz]</th>\n",
       "      <th>Channel</th>\n",
       "      <th>Signal</th>\n",
       "      <th>CenterFreq0 [MHz]</th>\n",
       "      <th>CenterFreq1 [MHz]</th>\n",
       "      <th>ChannelWidth [MHz]</th>\n",
       "      <th>Floor</th>\n",
       "      <th>Point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>MP</td>\n",
       "      <td>e8:94:f6:e0:53:6a</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-89</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2b:d3:52</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGH-WPA</td>\n",
       "      <td>00:23:33:2c:11:f1</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGH-WPA</td>\n",
       "      <td>00:23:33:2b:d3:51</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Name                MAC  \\\n",
       "0       MP  e8:94:f6:e0:53:6a   \n",
       "1  eduroam  00:23:33:2b:d3:52   \n",
       "2  eduroam  00:23:33:2c:11:f2   \n",
       "3  AGH-WPA  00:23:33:2c:11:f1   \n",
       "4  AGH-WPA  00:23:33:2b:d3:51   \n",
       "\n",
       "                                       Authorization  Freq [MHz]  Channel  \\\n",
       "0  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2412        1   \n",
       "1            [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2462       11   \n",
       "2            [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "3            [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "4            [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2462       11   \n",
       "\n",
       "   Signal  CenterFreq0 [MHz]  CenterFreq1 [MHz]  ChannelWidth [MHz] Floor  \\\n",
       "0     -89               2422                  0                  40     2   \n",
       "1     -88                  0                  0                  20     2   \n",
       "2     -74                  0                  0                  20     2   \n",
       "3     -74                  0                  0                  20     2   \n",
       "4     -89                  0                  0                  20     2   \n",
       "\n",
       "  Point  \n",
       "0     3  \n",
       "1     3  \n",
       "2     3  \n",
       "3     3  \n",
       "4     3  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load files located in data folder\n",
    "\n",
    "dfs = [] \n",
    "\n",
    "for floor in os.listdir(DATA_PATH):  # iterate through floor folders in data folder\n",
    "    measure_points = glob.glob(os.path.join(DATA_PATH, floor) + \"/*.csv\")\n",
    "    \n",
    "    for measure_point in measure_points:  # iterate through files in floor folder\n",
    "        point = measure_point.split(\"/\")[-1][-5]\n",
    "        \n",
    "        DataFrame = pd.read_csv(measure_point, names=[\"Name\", \"MAC\", \"Authorization\", \"Freq [MHz]\", \n",
    "                                                 \"Channel\", \"Signal\", \"CenterFreq0 [MHz]\", \n",
    "                                                 \"CenterFreq1 [MHz]\", \"ChannelWidth [MHz]\", \"Floor\", \"Point\"])\n",
    "        \n",
    "        DataFrame[\"Signal\"] = DataFrame[\"Signal\"].apply(get_signal)\n",
    "        DataFrame[\"CenterFreq0 [MHz]\"] = DataFrame[\"CenterFreq0 [MHz]\"].apply(get_MHz)\n",
    "        DataFrame[\"CenterFreq1 [MHz]\"] = DataFrame[\"CenterFreq1 [MHz]\"].apply(get_MHz)\n",
    "        DataFrame[\"ChannelWidth [MHz]\"] = DataFrame[\"ChannelWidth [MHz]\"].apply(get_MHz)\n",
    "        DataFrame[\"Freq [MHz]\"] = DataFrame[\"Freq [MHz]\"].apply(get_freq)\n",
    "        DataFrame[\"Channel\"] = DataFrame[\"Channel\"].apply(get_MHz)\n",
    "        DataFrame[\"Floor\"] = floor[-1]\n",
    "        DataFrame[\"Point\"] = point[-1]\n",
    "        \n",
    "        dfs.append(DataFrame)\n",
    "\n",
    "Data = pd.concat(dfs, ignore_index=True)\n",
    "Data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating statistics\n",
    "Loaded data was used for creating simple snaphots statistics.\n",
    "\n",
    "I presented some results for five random networks appeared in the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting networks names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'3.hotspot.petroinform.net',\n",
       " 'AGH-Events',\n",
       " 'AGH-Guest',\n",
       " 'AGH-WPA',\n",
       " 'ASUS',\n",
       " 'B5*601_2.4G',\n",
       " 'Creative',\n",
       " 'Doktoranci 605',\n",
       " 'FAGH',\n",
       " 'FunBox2-DAF6',\n",
       " 'HUAWEI',\n",
       " 'HUAWEI P8 lite',\n",
       " 'HUAWEI_P9_CF7C',\n",
       " 'KSW-Sekretariat',\n",
       " 'Lumia 950 XL 9030',\n",
       " 'MP',\n",
       " 'MSM_716',\n",
       " 'Metody',\n",
       " 'NetGear 2.4GHz',\n",
       " 'OpenWrt',\n",
       " 'Redmi',\n",
       " 'RezydencjaCzarnowiejska77',\n",
       " 'RheaPLUS',\n",
       " 'TP-LINK',\n",
       " 'TP-LINK_408',\n",
       " 'TP-LINK_7C641D',\n",
       " 'TP-LINK_E9B0D0',\n",
       " 'UPC Wi-Free',\n",
       " 'UPC1421615',\n",
       " 'UPC1821152',\n",
       " 'UPC243339347',\n",
       " 'UPC248636902',\n",
       " 'UPC248884800',\n",
       " 'UPC4057500',\n",
       " 'UPC491321A',\n",
       " 'UPCB8426AC',\n",
       " 'UPCC7265CD',\n",
       " 'Unimetal',\n",
       " 'WLAN1-18DE7J',\n",
       " 'WRSS_WIMiIP',\n",
       " 'ZIP-1',\n",
       " 'ZIP407',\n",
       " 'agh-b7-18',\n",
       " 'comel57',\n",
       " 'dd-wrt',\n",
       " 'eduroam',\n",
       " 'iPhone (Arek)',\n",
       " 'iPhone (Michał)',\n",
       " 'k121opl',\n",
       " 'lab111',\n",
       " nan,\n",
       " 'pass',\n",
       " 'wms_214a'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(Data[\"Name\"].values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5 most appearing networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AGH-Events    55\n",
       "eduroam       53\n",
       "AGH-WPA       51\n",
       "AGH-Guest     51\n",
       "dd-wrt        22\n",
       "Name: Name, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data[\"Name\"].value_counts().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total networks count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data[\"Name\"].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5 most appearing MAC addresses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "00:23:33:2c:11:f0    23\n",
       "00:23:33:2c:11:f2    23\n",
       "00:23:33:2c:11:f3    22\n",
       "00:13:10:92:a6:c8    22\n",
       "00:23:33:2c:11:f1    21\n",
       "Name: MAC, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data[\"MAC\"].value_counts().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total MAC addresses count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "74"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data[\"MAC\"].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of unique networks available on each floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAFACAYAAAD07atFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAFfxJREFUeJzt3XuwrWV9H/DvT8BIvKGyNUQkx1KbhEkq2BPGFscoXuol4i3JlCZKHafHNjrFiZN4mSRKbSdJKxA7yZgcC3psVKTihVhNtCg62gQ8wJGLaL2EtijlHKv2ADEo8Osfe516PJ7LYsO7n73X/nxm1qz1Pnut9X6ZWQNf3vd5n7e6OwAArK77jA4AALARKWEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAxw+OsA8jj766N60adPoGAAAh3TFFVd8o7uXDvW+dVHCNm3alO3bt4+OAQBwSFX1P+Z5n9ORAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAOsi3tHwlpSNTrBxtI9OgHANBwJAwAYQAkDABhACQMAGGCyElZV96uqy6vqc1V1XVWdNRt/e1X9dVXtmD1OnCoDAMBaNeXE/NuTnNrdt1bVEUk+XVUfmf3tN7r7vRPuGwBgTZushHV3J7l1tnnE7OE6JwCATDwnrKoOq6odSXYm+Vh3Xzb707+tqqur6tyq+pEDfHZLVW2vqu27du2aMiYAwKqbtIR1953dfWKSY5OcXFU/k+S1SX4qyc8leWiSVx/gs1u7e3N3b15aWpoyJgDAqluVqyO7+9tJLk3yjO6+qZfdnuRtSU5ejQwAAGvJlFdHLlXVUbPXRyZ5apIvVNUxs7FK8rwk106VAQBgrZry6shjkmyrqsOyXPYu7O4PVdXHq2opSSXZkeRfTJgBAGBNmvLqyKuTnLSf8VOn2icAwHphxXwAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABJithVXW/qrq8qj5XVddV1Vmz8UdX1WVV9aWqek9V3XeqDAAAa9WUR8JuT3Jqdz82yYlJnlFVj0/y+0nO7e7HJPlWkpdOmAEAYE2arIT1sltnm0fMHp3k1CTvnY1vS/K8qTIAAKxVh0/55VV1WJIrkvzdJH+U5CtJvt3dd8zecmOSRx7gs1uSbEmS4447bsqYs/1Nvgv20T06AcBY/tuz+tbSf3smnZjf3Xd294lJjk1ycpKf3t/bDvDZrd29ubs3Ly0tTRkTAGDVrcrVkd397SSXJnl8kqOqas8RuGOTfH01MgAArCVTXh25VFVHzV4fmeSpSa5P8okkvzh72xlJPjhVBgCAtWrKOWHHJNk2mxd2nyQXdveHqurzSS6oqn+T5Kok502YAQBgTZqshHX31UlO2s/4V7M8PwwAYMOyYj4AwABKGADAAEoYAMAAShgAwABKGADAAEoYAMAAShgAwABKGADAAEoYAMAAShgAwABKGADAAEoYAMAAShgAwABKGADAAEoYAMAAShgAwABKGADAAEoYAMAAShgAwABKGADAAEoYAMAAShgAwABKGADAAEoYAMAAShgAwACHLGFV9e+q6kFVdURVXVJV36iqX12NcAAAi2qeI2FP7+7dSX4hyY1J/l6S35g0FQDAgpunhB0xe35Wknd39zfn+eKqelRVfaKqrq+q66rqzNn4G6rqa1W1Y/Z41gqzAwCsW4fP8Z4/q6ovJPlOkl+rqqUkfzvH5+5I8qruvrKqHpjkiqr62Oxv53b3m1YWGQBg/TvkkbDufk2Sf5hkc3d/L8nfJDltjs/d1N1Xzl7fkuT6JI+8Z3EBABbDPBPzz+/ub3X3nXuGkrzr7uykqjYlOSnJZbOhV1TV1VV1flU95ACf2VJV26tq+65du+7O7gAA1rx55oR9rarekiSzwvTRJH867w6q6gFJLkryytkE/7ckOT7JiUluSnL2/j7X3Vu7e3N3b15aWpp3dwAA68I8pyN/O8nuqvrjLBews7v7bfN8eVUdkeUC9s7uft/s+27u7ju7+64kb01y8orTAwCsUwcsYVX1gj2PJJcneXySq5L0bOygqqqSnJfk+u4+Z6/xY/Z62/OTXLvS8AAA69XBro58zj7bV2V5uYrnJOkk7zvEd5+S5EVJrqmqHbOx1yU5vapOnH3HDUledjczAwCsewcsYd39kqo6LMm/6u5z7+4Xd/enszyJf18fvrvfBQCwaA46J2x2ReQhl6MAAODumWex1v9WVX+Y5D1JbtszuGcNMAAA7r55Stg/mj3/673GOsmp934cAICN4ZAlrLufvBpBAAA2knlWzH9wVZ2zZ/X6qjq7qh68GuEAABbVPCvmn5/kliS/PHvsTjLXYq0AAOzfPHPCju/uF+61fdZe634BALAC8xwJ+05VPWHPRlWdkuQ700UCAFh88xwJ+5dJts3mgVWSbyY5Y9JUAAALbp6rI3ckeWxVPWi2vXvyVAAAC26eqyO/UlXvTPJPkxw7fSQAgMU3z5ywE5L8SZKHJXlTVX21qt4/bSwAgMU2Twm7M8n3Zs93Jbk5yc4pQwEALLp5JubvTnJNknOSvLW7/8+0kQAAFt88R8JOT/KpJL+W5IKqOquqnjJtLACAxTbP1ZEfTPLBqvqpJM9M8sokv5nkyImzAQAsrHmujryoqr6S5M1J7p/kxUkeMnUwAIBFNs+csDcn+Ux337lnoKp+ZLpIAACLb545YX+wdwGb+cspwgAAbBQHPBJWVT+W5JFJjqyqk7J8y6IkeVCSH12FbAAAC+tgpyP/cZJ/luVV8s/Za3x3ktdNmAkAYOEdsIR197Ys37j7hd190SpmAgBYePPMCftMVZ1XVR9Jkqo6oapeOnEuAICFNk8Je1uSv0jy47Pt/57ltcIAOIAqj9V8wHo0Twk7ursvzPJ9I9Pdd2T5PpIAAKzQPCXstqp6WJJOkqp6fJL/O2kqAIAFN89irb+e5OIkx1fVZ5IsJfnFSVMBACy4ee4deWVV/XySn8zyWmFf7O7vHepzVfWoJO9I8mNZPpW5tbvfXFUPTfKeJJuS3JDkl7v7Wyv+JwAAWIfmOR2ZJCcneWySxyU5vapePMdn7kjyqu7+6SSPT/LyqjohyWuSXNLdj0lyyWwbAGBDOeSRsKr6T0mOT7Ij35+Q31k+ynVA3X1Tkptmr2+pquuzvAL/c5M8afa2bUkuTfLqux8dAGD9mmdO2OYkJ3R3r3QnVbUpyUlJLkvyiFlBS3ffVFUPP8BntiTZkiTHHXfcSncNALAmzXM68tosz+takap6QJKLkryyu3fP+7nu3trdm7t789LS0kp3DwCwJs1zJOzoJJ+vqsuT3L5nsLtPO9QHq+qILBewd3b3+2bDN1fVMbOjYMck2bmC3AAA69o8JewNK/niqqok5yW5vrv3vgH4xUnOSPJ7s+cPruT7AQDWs3mWqPjkCr/7lCQvSnJNVe2Yjb0uy+Xrwtn9J/9nkl9a4fcDAKxb8xwJW5Hu/nSW1xXbn6dMtV8AgPVg3nXCAAC4Fx2whFXVJbPn31+9OAAAG8PBTkceM7td0WlVdUH2ObXY3VdOmgwAYIEdrIT9TpZvKXRsknP2+VsnOXWqUAAAi+6AJay735vkvVX12939xlXMBACw8OZZouKNVXVakifOhi7t7g9NGwsAYLEd8urIqvrdJGcm+fzsceZsDACAFZpnnbBnJzmxu+9KkqraluSqJK+dMhgAwCKbd52wo/Z6/eApggAAbCTzHAn73SRXVdUnsrxMxRPjKBgAwD0yz8T8d1fVpUl+Lssl7NXd/b+nDgYAsMjmundkd9+U5OKJswAAbBjuHQkAMIASBgAwwEFLWFXdp6quXa0wAAAbxUFL2GxtsM9V1XGrlAcAYEOYZ2L+MUmuq6rLk9y2Z7C7T5ssFQDAgpunhJ01eQoAgA1mnnXCPllVP5HkMd39X6vqR5McNn00AIDFNc8NvP95kvcm+ZPZ0COTfGDKUAAAi26eJSpenuSUJLuTpLu/lOThU4YCAFh085Sw27v7u3s2qurwJD1dJACAxTdPCftkVb0uyZFV9bQk/znJn00bCwBgsc1Twl6TZFeSa5K8LMmHk/zWlKEAABbdPFdH3lVV25JcluXTkF/sbqcjAQDugUOWsKp6dpI/TvKVJJXk0VX1su7+yNThAAAW1TyLtZ6d5Mnd/eUkqarjk/yXJEoYAMAKzTMnbOeeAjbz1SQ7D/Whqjq/qnbufQPwqnpDVX2tqnbMHs9aQWYAgHXvgEfCquoFs5fXVdWHk1yY5Tlhv5Tks3N899uT/GGSd+wzfm53v+nuRwUAWBwHOx35nL1e35zk52evdyV5yKG+uLs/VVWbVpwMAGCBHbCEdfdLJtrnK6rqxUm2J3lVd39rf2+qqi1JtiTJcccdN1EUAIAx5rl35KOr6pyqel9VXbznscL9vSXJ8UlOTHJTlif971d3b+3uzd29eWlpaYW7AwBYm+a5OvIDSc7L8ir5d92TnXX3zXteV9Vbk3zonnwfAMB6NU8J+9vu/g/3xs6q6pjuvmm2+fwk1x7s/QAAi2qeEvbmqnp9ko8muX3PYHdfebAPVdW7kzwpydFVdWOS1yd5UlWdmOWrLG/I8m2QAAA2nHlK2M8meVGSU/P905E92z6g7j59P8Pn3a10AAALap4S9vwkf6e7vzt1GACAjWKeFfM/l+SoqYMAAGwk8xwJe0SSL1TVZ/ODc8JOmywVAMCCm6eEvX7yFAAAG8whS1h3f3I1ggAAbCSHLGFVdUuWr4ZMkvsmOSLJbd39oCmDAQAssnmOhD1w7+2qel6SkydLBACwAcxzdeQP6O4P5BBrhAEAcHDznI58wV6b90myOd8/PQkAwArMc3Xkc/Z6fUeWbzf03EnSAABsEPPMCXvJagQBANhIDljCqup3DvK57u43TpAHAGBDONiRsNv2M3b/JC9N8rAkShgAwAodsIR199l7XlfVA5OcmeQlSS5IcvaBPgcAwKEddE5YVT00ya8n+ZUk25I8rru/tRrBAAAW2cHmhP37JC9IsjXJz3b3rauWCgBgwR1ssdZXJfnxJL+V5OtVtXv2uKWqdq9OPACAxXSwOWF3ezV9AADmo2gBAAyghAEADKCEAQAMoIQBAAyghAEADKCEAQAMoIQBAAyghAEADKCEAQAMMFkJq6rzq2pnVV2719hDq+pjVfWl2fNDpto/AMBaNuWRsLcnecY+Y69Jckl3PybJJbNtAIANZ7IS1t2fSvLNfYafm2Tb7PW2JM+bav8AAGvZas8Je0R335Qks+eHH+iNVbWlqrZX1fZdu3atWkAAgNWwZifmd/fW7t7c3ZuXlpZGxwEAuFetdgm7uaqOSZLZ885V3j8AwJqw2iXs4iRnzF6fkeSDq7x/AIA1YcolKt6d5C+T/GRV3VhVL03ye0meVlVfSvK02TYAwIZz+FRf3N2nH+BPT5lqnwAA68WanZgPALDIlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAQ4fsdOquiHJLUnuTHJHd28ekQMAYJQhJWzmyd39jYH7BwAYxulIAIABRpWwTvLRqrqiqrbs7w1VtaWqtlfV9l27dq1yPACAaY0qYad09+OSPDPJy6vqifu+obu3dvfm7t68tLS0+gkBACY0pIR199dnzzuTvD/JySNyAACMsuolrKruX1UP3PM6ydOTXLvaOQAARhpxdeQjkry/qvbs/13d/ecDcgAADLPqJay7v5rksau9XwCAtcQSFQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADKGEAAAMoYQAAAyhhAAADDClhVfWMqvpiVX25ql4zIgMAwEirXsKq6rAkf5TkmUlOSHJ6VZ2w2jkAAEYacSTs5CRf7u6vdvd3k1yQ5LkDcgAADDOihD0yyf/aa/vG2RgAwIZx+IB91n7G+ofeVLUlyZbZ5q1V9cVJU61fRyf5xugQK1H7+yUwpXX5W/E7WXV+J8xjXf5OklX7rfzEPG8aUcJuTPKovbaPTfL1fd/U3VuTbF2tUOtVVW3v7s2jc7D2+a0wD78T5uF3cu8YcTrys0keU1WPrqr7JvknSS4ekAMAYJhVPxLW3XdU1SuS/EWSw5Kc393XrXYOAICRRpyOTHd/OMmHR+x7ATlly7z8VpiH3wnz8Du5F1T3D82JBwBgYm5bBAAwgBIGADCAErZOVdWjquoTVXV9VV1XVWeOzsTaU1X3q6rLq+pzs9/JWaMzsXZV1WFVdVVVfWh0Ftauqrqhqq6pqh1VtX10nvVsyMR87hV3JHlVd19ZVQ9MckVVfay7Pz86GGvK7UlO7e5bq+qIJJ+uqo9091+NDsaadGaS65M8aHQQ1rwnd/e6XKx1LXEkbJ3q7pu6+8rZ61uy/C9Ot3/iB/SyW2ebR8wersbhh1TVsUmeneQ/js4CG4UStgCqalOSk5JcNjYJa9HsFNOOJDuTfKy7/U7Ynz9I8ptJ7hodhDWvk3y0qq6Y3WKQFVLC1rmqekCSi5K8srt3j87D2tPdd3b3iVm+RdjJVfUzozOxtlTVLyTZ2d1XjM7CunBKdz8uyTOTvLyqnjg60HqlhK1jszk+FyV5Z3e/b3Qe1rbu/naSS5M8Y3AU1p5TkpxWVTckuSDJqVX1p2MjsVZ199dnzzuTvD/JyWMTrV9K2DpVVZXkvCTXd/c5o/OwNlXVUlUdNXt9ZJKnJvnC2FSsNd392u4+trs3Zfl+vh/v7l8dHIs1qKruP7sYLFV1/yRPT3Lt2FTrl6sj169TkrwoyTWz+T5J8rrZLaFgj2OSbKuqw7L8P10XdrflB4CVekSS9y8fB8jhSd7V3X8+NtL65bZFAAADOB0JADCAEgYAMIASBgAwgBIGADCAEgYAMIASBiyUqrqzqnbs9dhUVU+qKktzAGuKdcKARfOd2W2a/r/Z/VXvsao6vLvvuDe+C8CRMGBDqaqHVtUHqurqqvqrqvr7hxh/Q1VtraqPJnnH0PDAQnEkDFg0R+51F4m/7u7n7/P3s5Jc1d3Pq6pTs1ysTjzIeJL8gyRP6O7vrEJ+YINQwoBF80OnI/fxhCQvTJLu/nhVPayqHnyQ8SS5WAED7m1ORwIbTe1nrA8yniS3TRcH2KiUMGCj+VSSX0mSqnpSkm909+6DjANMwulIYKN5Q5K3VdXVSf4myRmHGAeYRHX3od8FAMC9yulIAIABlDAAgAGUMACAAZQwAIABlDAAgAGUMACAAZQwAIAB/h8cd/pH+xs/DgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3cab00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "floors = [2,3,4,5]\n",
    "networks_number = []\n",
    "\n",
    "for x in floors:\n",
    "    floor_data = Data[Data[\"Floor\"]==str(x)][\"Name\"].nunique()\n",
    "    networks_number.append(floor_data)\n",
    "\n",
    "width = 1/1.5\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "plt.bar(floors, networks_number, width, color=\"blue\", align=\"center\")\n",
    "plt.xticks(range(2,6,1), floors)\n",
    "plt.xlabel(\"Floor\")\n",
    "plt.ylabel(\"Number of networks\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of unique MAC addresses available on each floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1388b5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "floors = [2,3,4,5]\n",
    "MAC_number = []\n",
    "\n",
    "for x in floors:\n",
    "    floor_data = Data[Data[\"Floor\"]==str(x)][\"MAC\"].nunique()\n",
    "    MAC_number.append(floor_data)\n",
    "\n",
    "width = 1/1.5\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "plt.bar(floors, MAC_number, width, color=\"blue\", align=\"center\")\n",
    "plt.xticks(range(2,6,1), floors)\n",
    "plt.xlabel(\"Floor\")\n",
    "plt.ylabel(\"Number of MAC addresses\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Networks available on 2nd floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "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>Name</th>\n",
       "      <th>MAC</th>\n",
       "      <th>Authorization</th>\n",
       "      <th>Freq [MHz]</th>\n",
       "      <th>Channel</th>\n",
       "      <th>Signal</th>\n",
       "      <th>CenterFreq0 [MHz]</th>\n",
       "      <th>CenterFreq1 [MHz]</th>\n",
       "      <th>ChannelWidth [MHz]</th>\n",
       "      <th>Floor</th>\n",
       "      <th>Point</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MP</td>\n",
       "      <td>e8:94:f6:e0:53:6a</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-89</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2b:d3:52</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGH-WPA</td>\n",
       "      <td>00:23:33:2c:11:f1</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Creative</td>\n",
       "      <td>e4:be:ed:12:c0:5e</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-90</td>\n",
       "      <td>2447</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AGH-Events</td>\n",
       "      <td>00:23:33:2b:d3:53</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>AGH-Guest</td>\n",
       "      <td>00:23:33:2c:11:f0</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>00:1d:0f:e2:75:6a</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...</td>\n",
       "      <td>2467</td>\n",
       "      <td>12</td>\n",
       "      <td>-86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>TP-LINK_E9B0D0</td>\n",
       "      <td>54:e6:fc:e9:b0:d0</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-83</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WRSS_WIMiIP</td>\n",
       "      <td>78:54:2e:f8:46:d0</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][E...</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>k121opl</td>\n",
       "      <td>00:1d:0f:fb:20:44</td>\n",
       "      <td>[WPA2-PSK-CCMP-preauth][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>HUAWEI_P9_CF7C</td>\n",
       "      <td>02:1a:11:f5:5d:1e</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>dd-wrt</td>\n",
       "      <td>00:13:10:92:a6:c8</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Redmi</td>\n",
       "      <td>ec:d0:9f:11:a8:92</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>UPC4057500</td>\n",
       "      <td>64:7c:34:0c:b1:cd</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2447</td>\n",
       "      <td>8</td>\n",
       "      <td>-92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ZIP407</td>\n",
       "      <td>54:e6:fc:b7:38:2e</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TP-LINK_408</td>\n",
       "      <td>f8:1a:67:ed:f4:65</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-92</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>OpenWrt</td>\n",
       "      <td>56:e6:fc:b7:38:2f</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>lab111</td>\n",
       "      <td>90:f6:52:fe:2d:d0</td>\n",
       "      <td>[WPA-PSK-CCMP][WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-86</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RheaPLUS</td>\n",
       "      <td>8c:79:67:cd:6c:d1</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2447</td>\n",
       "      <td>8</td>\n",
       "      <td>-96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>iPhone (Arek)</td>\n",
       "      <td>6e:96:cf:9e:72:43</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lumia 950 XL 9030</td>\n",
       "      <td>7e:8f:b5:64:f5:8c</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>HUAWEI</td>\n",
       "      <td>fc:3f:7c:08:c6:78</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>KSW-Sekretariat</td>\n",
       "      <td>e8:de:27:b7:6d:1c</td>\n",
       "      <td>[WPA-PSK-CCMP][WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>UPC Wi-Free</td>\n",
       "      <td>06:7c:34:0c:b1:cd</td>\n",
       "      <td>[WPA-EAP-CCMP+TKIP][WPA2-EAP-CCMP+TKIP][ESS]</td>\n",
       "      <td>2447</td>\n",
       "      <td>8</td>\n",
       "      <td>-99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>HUAWEI P8 lite</td>\n",
       "      <td>7c:7d:3d:e5:a0:c1</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-77</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>agh-b7-18</td>\n",
       "      <td>c0:56:27:12:79:9e</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>pass</td>\n",
       "      <td>48:9d:24:c7:12:91</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>WLAN1-18DE7J</td>\n",
       "      <td>5c:c3:07:4a:8c:0d</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2422</td>\n",
       "      <td>3</td>\n",
       "      <td>-91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>UPC1821152</td>\n",
       "      <td>c4:27:95:85:70:df</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>UPC491321A</td>\n",
       "      <td>54:67:51:bd:fc:bd</td>\n",
       "      <td>[WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>UPC248884800</td>\n",
       "      <td>2c:a1:7d:d8:dc:3b</td>\n",
       "      <td>[WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Name                MAC  \\\n",
       "NR                                         \n",
       "1                  MP  e8:94:f6:e0:53:6a   \n",
       "2             eduroam  00:23:33:2b:d3:52   \n",
       "3             AGH-WPA  00:23:33:2c:11:f1   \n",
       "4            Creative  e4:be:ed:12:c0:5e   \n",
       "5          AGH-Events  00:23:33:2b:d3:53   \n",
       "6           AGH-Guest  00:23:33:2c:11:f0   \n",
       "7                 NaN  00:1d:0f:e2:75:6a   \n",
       "8      TP-LINK_E9B0D0  54:e6:fc:e9:b0:d0   \n",
       "9         WRSS_WIMiIP  78:54:2e:f8:46:d0   \n",
       "10            k121opl  00:1d:0f:fb:20:44   \n",
       "11     HUAWEI_P9_CF7C  02:1a:11:f5:5d:1e   \n",
       "12             dd-wrt  00:13:10:92:a6:c8   \n",
       "13              Redmi  ec:d0:9f:11:a8:92   \n",
       "14         UPC4057500  64:7c:34:0c:b1:cd   \n",
       "15             ZIP407  54:e6:fc:b7:38:2e   \n",
       "16        TP-LINK_408  f8:1a:67:ed:f4:65   \n",
       "17            OpenWrt  56:e6:fc:b7:38:2f   \n",
       "18             lab111  90:f6:52:fe:2d:d0   \n",
       "19           RheaPLUS  8c:79:67:cd:6c:d1   \n",
       "20      iPhone (Arek)  6e:96:cf:9e:72:43   \n",
       "21  Lumia 950 XL 9030  7e:8f:b5:64:f5:8c   \n",
       "22             HUAWEI  fc:3f:7c:08:c6:78   \n",
       "23    KSW-Sekretariat  e8:de:27:b7:6d:1c   \n",
       "24        UPC Wi-Free  06:7c:34:0c:b1:cd   \n",
       "25     HUAWEI P8 lite  7c:7d:3d:e5:a0:c1   \n",
       "26          agh-b7-18  c0:56:27:12:79:9e   \n",
       "27               pass  48:9d:24:c7:12:91   \n",
       "28       WLAN1-18DE7J  5c:c3:07:4a:8c:0d   \n",
       "29         UPC1821152  c4:27:95:85:70:df   \n",
       "30         UPC491321A  54:67:51:bd:fc:bd   \n",
       "31       UPC248884800  2c:a1:7d:d8:dc:3b   \n",
       "\n",
       "                                        Authorization  Freq [MHz]  Channel  \\\n",
       "NR                                                                           \n",
       "1   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2412        1   \n",
       "2             [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2462       11   \n",
       "3             [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "4        [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2437        6   \n",
       "5                                          [ESS][BLE]        2462       11   \n",
       "6                                          [ESS][BLE]        2412        1   \n",
       "7   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...        2467       12   \n",
       "8   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...        2437        6   \n",
       "9   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][E...        2462       11   \n",
       "10                       [WPA2-PSK-CCMP-preauth][ESS]        2462       11   \n",
       "11                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "12                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "13                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "14  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2447        8   \n",
       "15                               [WPA2-PSK-CCMP][ESS]        2412        1   \n",
       "16  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2437        6   \n",
       "17                                              [ESS]        2412        1   \n",
       "18            [WPA-PSK-CCMP][WPA2-PSK-CCMP][WPS][ESS]        2412        1   \n",
       "19                          [WPA2-PSK-CCMP][WPS][ESS]        2447        8   \n",
       "20                               [WPA2-PSK-CCMP][ESS]        2412        1   \n",
       "21                          [WPA2-PSK-CCMP][WPS][ESS]        2462       11   \n",
       "22                          [WPA2-PSK-CCMP][ESS][BLE]        2412        1   \n",
       "23            [WPA-PSK-CCMP][WPA2-PSK-CCMP][WPS][ESS]        2437        6   \n",
       "24       [WPA-EAP-CCMP+TKIP][WPA2-EAP-CCMP+TKIP][ESS]        2447        8   \n",
       "25                                              [ESS]        2437        6   \n",
       "26       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2462       11   \n",
       "27                          [WPA2-PSK-CCMP][WPS][ESS]        2437        6   \n",
       "28  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2422        3   \n",
       "29  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2437        6   \n",
       "30      [WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2412        1   \n",
       "31                [WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2412        1   \n",
       "\n",
       "    Signal  CenterFreq0 [MHz]  CenterFreq1 [MHz]  ChannelWidth [MHz] Floor  \\\n",
       "NR                                                                           \n",
       "1      -89               2422                  0                  40     2   \n",
       "2      -88                  0                  0                  20     2   \n",
       "3      -74                  0                  0                  20     2   \n",
       "4      -90               2447                  0                  40     2   \n",
       "5      -92                  0                  0                  20     2   \n",
       "6      -74                  0                  0                  20     2   \n",
       "7      -86                  0                  0                  20     2   \n",
       "8      -83                  0                  0                  20     2   \n",
       "9      -94                  0                  0                  20     2   \n",
       "10     -93                  0                  0                  20     2   \n",
       "11     -88                  0                  0                  20     2   \n",
       "12     -91                  0                  0                  20     2   \n",
       "13     -98                  0                  0                  20     2   \n",
       "14     -92                  0                  0                  20     2   \n",
       "15     -95                  0                  0                  20     2   \n",
       "16     -92               2427                  0                  40     2   \n",
       "17     -97                  0                  0                  20     2   \n",
       "18     -86               2422                  0                  40     2   \n",
       "19     -96                  0                  0                  20     2   \n",
       "20     -95                  0                  0                  20     2   \n",
       "21     -87                  0                  0                  20     2   \n",
       "22     -84                  0                  0                  20     2   \n",
       "23     -97               2427                  0                  40     2   \n",
       "24     -99                  0                  0                  20     2   \n",
       "25     -77                  0                  0                  20     2   \n",
       "26     -93                  0                  0                  20     2   \n",
       "27     -92                  0                  0                  20     2   \n",
       "28     -91                  0                  0                  20     2   \n",
       "29     -84                  0                  0                  20     2   \n",
       "30     -95                  0                  0                  20     2   \n",
       "31     -97                  0                  0                  20     2   \n",
       "\n",
       "   Point  \n",
       "NR        \n",
       "1      3  \n",
       "2      3  \n",
       "3      3  \n",
       "4      3  \n",
       "5      3  \n",
       "6      3  \n",
       "7      3  \n",
       "8      3  \n",
       "9      3  \n",
       "10     3  \n",
       "11     3  \n",
       "12     3  \n",
       "13     3  \n",
       "14     3  \n",
       "15     3  \n",
       "16     3  \n",
       "17     3  \n",
       "18     2  \n",
       "19     2  \n",
       "20     1  \n",
       "21     5  \n",
       "22     5  \n",
       "23     5  \n",
       "24     4  \n",
       "25     6  \n",
       "26     6  \n",
       "27     7  \n",
       "28     7  \n",
       "29     7  \n",
       "30     7  \n",
       "31     7  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "second_floor = Data[Data[\"Floor\"]==\"2\"]\n",
    "second_floor = second_floor.reset_index(drop=True)\n",
    "second_floor.drop_duplicates([\"Name\"],inplace=True)\n",
    "second_floor.insert(0, \"NR\", range(1, 1 + len(second_floor)))\n",
    "second_floor.set_index(\"NR\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Networks available on 3rd floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "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>Name</th>\n",
       "      <th>MAC</th>\n",
       "      <th>Authorization</th>\n",
       "      <th>Freq [MHz]</th>\n",
       "      <th>Channel</th>\n",
       "      <th>Signal</th>\n",
       "      <th>CenterFreq0 [MHz]</th>\n",
       "      <th>CenterFreq1 [MHz]</th>\n",
       "      <th>ChannelWidth [MHz]</th>\n",
       "      <th>Floor</th>\n",
       "      <th>Point</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TP-LINK_E9B0D0</td>\n",
       "      <td>54:e6:fc:e9:b0:d0</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGH-Events</td>\n",
       "      <td>00:23:33:2c:11:f3</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGH-Guest</td>\n",
       "      <td>00:23:33:2c:11:f0</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AGH-WPA</td>\n",
       "      <td>00:23:33:2c:11:f1</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NetGear 2.4GHz</td>\n",
       "      <td>c4:04:15:18:3a:b3</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-96</td>\n",
       "      <td>2452</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>dd-wrt</td>\n",
       "      <td>00:13:10:92:a6:c8</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>TP-LINK_408</td>\n",
       "      <td>f8:1a:67:ed:f4:65</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-96</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>k121opl</td>\n",
       "      <td>00:1d:0f:fb:20:44</td>\n",
       "      <td>[WPA2-PSK-CCMP-preauth][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ZIP407</td>\n",
       "      <td>54:e6:fc:b7:38:2e</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>OpenWrt</td>\n",
       "      <td>56:e6:fc:b7:38:2f</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>RheaPLUS</td>\n",
       "      <td>8c:79:67:cd:6c:d1</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2447</td>\n",
       "      <td>8</td>\n",
       "      <td>-73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MP</td>\n",
       "      <td>e8:94:f6:e0:53:6a</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-88</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Creative</td>\n",
       "      <td>e4:be:ed:12:c0:5e</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-88</td>\n",
       "      <td>2447</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>iPhone (Michał)</td>\n",
       "      <td>fe:a9:04:1f:c3:f9</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>lab111</td>\n",
       "      <td>90:f6:52:fe:2d:d0</td>\n",
       "      <td>[WPA-PSK-CCMP][WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-97</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>wms_214a</td>\n",
       "      <td>00:18:f8:db:17:44</td>\n",
       "      <td>[WPA-PSK-CCMP][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>HUAWEI_P9_CF7C</td>\n",
       "      <td>02:1a:11:f5:5d:1e</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>HUAWEI P8 lite</td>\n",
       "      <td>7c:7d:3d:e5:a0:c1</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ZIP-1</td>\n",
       "      <td>00:0f:66:5b:24:5c</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>agh-b7-18</td>\n",
       "      <td>c0:56:27:12:79:9e</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ASUS</td>\n",
       "      <td>2c:56:dc:5c:71:7b</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10:bf:48:3b:ff:a7</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2432</td>\n",
       "      <td>5</td>\n",
       "      <td>-98</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>WRSS_WIMiIP</td>\n",
       "      <td>78:54:2e:f8:46:d0</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][E...</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>WLAN1-18DE7J</td>\n",
       "      <td>5c:c3:07:4a:8c:0d</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2422</td>\n",
       "      <td>3</td>\n",
       "      <td>-91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>TP-LINK_7C641D</td>\n",
       "      <td>30:b5:c2:7c:64:1c</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-93</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>UPC Wi-Free</td>\n",
       "      <td>c6:27:95:85:70:d1</td>\n",
       "      <td>[WPA2-EAP-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>UPC1821152</td>\n",
       "      <td>c4:27:95:85:70:df</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>UPCB8426AC</td>\n",
       "      <td>90:5c:44:cd:9c:eb</td>\n",
       "      <td>[WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>UPC248636902</td>\n",
       "      <td>64:12:69:c1:ea:1c</td>\n",
       "      <td>[WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>UPCC7265CD</td>\n",
       "      <td>90:5c:44:46:de:1f</td>\n",
       "      <td>[WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>RezydencjaCzarnowiejska77</td>\n",
       "      <td>28:be:9b:d2:ed:f0</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>UPC491321A</td>\n",
       "      <td>54:67:51:bd:fc:bd</td>\n",
       "      <td>[WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Unimetal</td>\n",
       "      <td>14:5f:94:9d:fa:07</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2427</td>\n",
       "      <td>4</td>\n",
       "      <td>-94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>FunBox2-DAF6</td>\n",
       "      <td>18:90:d8:90:da:f6</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>UPC243339347</td>\n",
       "      <td>34:7a:60:72:7a:9a</td>\n",
       "      <td>[WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Redmi</td>\n",
       "      <td>ec:d0:9f:11:a8:92</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Name                MAC  \\\n",
       "NR                                                 \n",
       "1              TP-LINK_E9B0D0  54:e6:fc:e9:b0:d0   \n",
       "2                     eduroam  00:23:33:2c:11:f2   \n",
       "3                  AGH-Events  00:23:33:2c:11:f3   \n",
       "4                   AGH-Guest  00:23:33:2c:11:f0   \n",
       "5                     AGH-WPA  00:23:33:2c:11:f1   \n",
       "6              NetGear 2.4GHz  c4:04:15:18:3a:b3   \n",
       "7                      dd-wrt  00:13:10:92:a6:c8   \n",
       "8                 TP-LINK_408  f8:1a:67:ed:f4:65   \n",
       "9                     k121opl  00:1d:0f:fb:20:44   \n",
       "10                     ZIP407  54:e6:fc:b7:38:2e   \n",
       "11                    OpenWrt  56:e6:fc:b7:38:2f   \n",
       "12                   RheaPLUS  8c:79:67:cd:6c:d1   \n",
       "13                         MP  e8:94:f6:e0:53:6a   \n",
       "14                   Creative  e4:be:ed:12:c0:5e   \n",
       "15            iPhone (Michał)  fe:a9:04:1f:c3:f9   \n",
       "16                     lab111  90:f6:52:fe:2d:d0   \n",
       "17                   wms_214a  00:18:f8:db:17:44   \n",
       "18             HUAWEI_P9_CF7C  02:1a:11:f5:5d:1e   \n",
       "19             HUAWEI P8 lite  7c:7d:3d:e5:a0:c1   \n",
       "20                      ZIP-1  00:0f:66:5b:24:5c   \n",
       "21                  agh-b7-18  c0:56:27:12:79:9e   \n",
       "22                       ASUS  2c:56:dc:5c:71:7b   \n",
       "23                        NaN  10:bf:48:3b:ff:a7   \n",
       "24                WRSS_WIMiIP  78:54:2e:f8:46:d0   \n",
       "25               WLAN1-18DE7J  5c:c3:07:4a:8c:0d   \n",
       "26             TP-LINK_7C641D  30:b5:c2:7c:64:1c   \n",
       "27                UPC Wi-Free  c6:27:95:85:70:d1   \n",
       "28                 UPC1821152  c4:27:95:85:70:df   \n",
       "29                 UPCB8426AC  90:5c:44:cd:9c:eb   \n",
       "30               UPC248636902  64:12:69:c1:ea:1c   \n",
       "31                 UPCC7265CD  90:5c:44:46:de:1f   \n",
       "32  RezydencjaCzarnowiejska77  28:be:9b:d2:ed:f0   \n",
       "33                 UPC491321A  54:67:51:bd:fc:bd   \n",
       "34                   Unimetal  14:5f:94:9d:fa:07   \n",
       "35               FunBox2-DAF6  18:90:d8:90:da:f6   \n",
       "36               UPC243339347  34:7a:60:72:7a:9a   \n",
       "37                      Redmi  ec:d0:9f:11:a8:92   \n",
       "\n",
       "                                        Authorization  Freq [MHz]  Channel  \\\n",
       "NR                                                                           \n",
       "1   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...        2437        6   \n",
       "2             [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "3                                          [ESS][BLE]        2412        1   \n",
       "4                                          [ESS][BLE]        2412        1   \n",
       "5             [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "6                           [WPA2-PSK-CCMP][WPS][ESS]        2462       11   \n",
       "7                                [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "8   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2437        6   \n",
       "9                        [WPA2-PSK-CCMP-preauth][ESS]        2462       11   \n",
       "10                               [WPA2-PSK-CCMP][ESS]        2412        1   \n",
       "11                                              [ESS]        2412        1   \n",
       "12                          [WPA2-PSK-CCMP][WPS][ESS]        2447        8   \n",
       "13  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2412        1   \n",
       "14       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2437        6   \n",
       "15                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "16            [WPA-PSK-CCMP][WPA2-PSK-CCMP][WPS][ESS]        2412        1   \n",
       "17                                [WPA-PSK-CCMP][ESS]        2462       11   \n",
       "18                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "19                                              [ESS]        2437        6   \n",
       "20                                              [ESS]        2437        6   \n",
       "21       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2462       11   \n",
       "22                          [WPA2-PSK-CCMP][WPS][ESS]        2437        6   \n",
       "23       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2432        5   \n",
       "24  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][E...        2462       11   \n",
       "25  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2422        3   \n",
       "26                          [WPA2-PSK-CCMP][WPS][ESS]        2412        1   \n",
       "27                     [WPA2-EAP-CCMP+TKIP][ESS][BLE]        2437        6   \n",
       "28  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2437        6   \n",
       "29      [WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2437        6   \n",
       "30                [WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2462       11   \n",
       "31      [WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2437        6   \n",
       "32       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2462       11   \n",
       "33      [WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2412        1   \n",
       "34                                              [ESS]        2427        4   \n",
       "35  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2462       11   \n",
       "36                [WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2412        1   \n",
       "37                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "\n",
       "    Signal  CenterFreq0 [MHz]  CenterFreq1 [MHz]  ChannelWidth [MHz] Floor  \\\n",
       "NR                                                                           \n",
       "1      -92                  0                  0                  20     3   \n",
       "2      -74                  0                  0                  20     3   \n",
       "3      -73                  0                  0                  20     3   \n",
       "4      -75                  0                  0                  20     3   \n",
       "5      -76                  0                  0                  20     3   \n",
       "6      -96               2452                  0                  40     3   \n",
       "7      -94                  0                  0                  20     3   \n",
       "8      -96               2427                  0                  40     3   \n",
       "9      -88                  0                  0                  20     3   \n",
       "10     -96                  0                  0                  20     3   \n",
       "11     -96                  0                  0                  20     3   \n",
       "12     -73                  0                  0                  20     3   \n",
       "13     -88               2422                  0                  40     3   \n",
       "14     -88               2447                  0                  40     3   \n",
       "15     -88                  0                  0                  20     3   \n",
       "16     -97               2422                  0                  40     3   \n",
       "17     -89                  0                  0                  20     3   \n",
       "18     -96                  0                  0                  20     3   \n",
       "19     -94                  0                  0                  20     3   \n",
       "20     -98                  0                  0                  20     3   \n",
       "21     -92                  0                  0                  20     3   \n",
       "22     -97                  0                  0                  20     3   \n",
       "23     -98               2422                  0                  40     3   \n",
       "24     -94                  0                  0                  20     3   \n",
       "25     -91                  0                  0                  20     3   \n",
       "26     -93               2422                  0                  40     3   \n",
       "27     -90                  0                  0                  20     3   \n",
       "28     -90                  0                  0                  20     3   \n",
       "29     -87                  0                  0                  20     3   \n",
       "30     -89                  0                  0                  20     3   \n",
       "31     -91                  0                  0                  20     3   \n",
       "32     -97                  0                  0                  20     3   \n",
       "33     -96                  0                  0                  20     3   \n",
       "34     -94                  0                  0                  20     3   \n",
       "35     -92                  0                  0                  20     3   \n",
       "36     -97                  0                  0                  20     3   \n",
       "37     -90                  0                  0                  20     3   \n",
       "\n",
       "   Point  \n",
       "NR        \n",
       "1      3  \n",
       "2      3  \n",
       "3      3  \n",
       "4      3  \n",
       "5      3  \n",
       "6      3  \n",
       "7      3  \n",
       "8      3  \n",
       "9      3  \n",
       "10     3  \n",
       "11     3  \n",
       "12     3  \n",
       "13     3  \n",
       "14     3  \n",
       "15     3  \n",
       "16     3  \n",
       "17     2  \n",
       "18     5  \n",
       "19     5  \n",
       "20     5  \n",
       "21     5  \n",
       "22     4  \n",
       "23     6  \n",
       "24     6  \n",
       "25     7  \n",
       "26     7  \n",
       "27     7  \n",
       "28     7  \n",
       "29     7  \n",
       "30     7  \n",
       "31     7  \n",
       "32     7  \n",
       "33     7  \n",
       "34     7  \n",
       "35     7  \n",
       "36     7  \n",
       "37     7  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "third_floor = Data[Data[\"Floor\"]==\"3\"]\n",
    "third_floor = third_floor.reset_index(drop=True)\n",
    "third_floor.drop_duplicates([\"Name\"],inplace=True)\n",
    "third_floor.insert(0, \"NR\", range(1, 1 + len(third_floor)))\n",
    "third_floor.set_index(\"NR\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Networks available on 4th floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Name</th>\n",
       "      <th>MAC</th>\n",
       "      <th>Authorization</th>\n",
       "      <th>Freq [MHz]</th>\n",
       "      <th>Channel</th>\n",
       "      <th>Signal</th>\n",
       "      <th>CenterFreq0 [MHz]</th>\n",
       "      <th>CenterFreq1 [MHz]</th>\n",
       "      <th>ChannelWidth [MHz]</th>\n",
       "      <th>Floor</th>\n",
       "      <th>Point</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TP-LINK_408</td>\n",
       "      <td>f8:1a:67:ed:f4:65</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-76</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10:bf:48:3b:ff:a7</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2432</td>\n",
       "      <td>5</td>\n",
       "      <td>-80</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>dd-wrt</td>\n",
       "      <td>00:13:10:92:a6:c8</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NetGear 2.4GHz</td>\n",
       "      <td>c4:04:15:18:3a:b3</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-77</td>\n",
       "      <td>2452</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ZIP407</td>\n",
       "      <td>54:e6:fc:b7:38:2e</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ZIP-1</td>\n",
       "      <td>00:0f:66:5b:24:5c</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>AGH-Guest</td>\n",
       "      <td>00:23:33:2c:11:f0</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>AGH-WPA</td>\n",
       "      <td>00:23:33:2c:11:f1</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-83</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>AGH-Events</td>\n",
       "      <td>00:23:33:2c:11:f3</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-72</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>k121opl</td>\n",
       "      <td>00:1d:0f:fb:20:44</td>\n",
       "      <td>[WPA2-PSK-CCMP-preauth][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>OpenWrt</td>\n",
       "      <td>56:e6:fc:b7:38:2f</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>RheaPLUS</td>\n",
       "      <td>8c:79:67:cd:6c:d1</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2447</td>\n",
       "      <td>8</td>\n",
       "      <td>-65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>TP-LINK_E9B0D0</td>\n",
       "      <td>54:e6:fc:e9:b0:d0</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ASUS</td>\n",
       "      <td>2c:56:dc:5c:71:7b</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>B5*601_2.4G</td>\n",
       "      <td>e4:be:ed:13:0c:ba</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-93</td>\n",
       "      <td>2447</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>wms_214a</td>\n",
       "      <td>00:18:f8:db:17:44</td>\n",
       "      <td>[WPA-PSK-CCMP][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Doktoranci 605</td>\n",
       "      <td>54:e6:fc:fd:03:1e</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>WLAN1-18DE7J</td>\n",
       "      <td>5c:c3:07:4a:8c:0d</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2422</td>\n",
       "      <td>3</td>\n",
       "      <td>-88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>FunBox2-DAF6</td>\n",
       "      <td>18:90:d8:90:da:f6</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>UPC Wi-Free</td>\n",
       "      <td>c6:27:95:85:70:d1</td>\n",
       "      <td>[WPA2-EAP-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>UPC1821152</td>\n",
       "      <td>c4:27:95:85:70:df</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name                MAC  \\\n",
       "NR                                      \n",
       "1      TP-LINK_408  f8:1a:67:ed:f4:65   \n",
       "2              NaN  10:bf:48:3b:ff:a7   \n",
       "3           dd-wrt  00:13:10:92:a6:c8   \n",
       "4   NetGear 2.4GHz  c4:04:15:18:3a:b3   \n",
       "5           ZIP407  54:e6:fc:b7:38:2e   \n",
       "6            ZIP-1  00:0f:66:5b:24:5c   \n",
       "7        AGH-Guest  00:23:33:2c:11:f0   \n",
       "8          AGH-WPA  00:23:33:2c:11:f1   \n",
       "9       AGH-Events  00:23:33:2c:11:f3   \n",
       "10         k121opl  00:1d:0f:fb:20:44   \n",
       "11         OpenWrt  56:e6:fc:b7:38:2f   \n",
       "12        RheaPLUS  8c:79:67:cd:6c:d1   \n",
       "13         eduroam  00:23:33:2c:11:f2   \n",
       "14  TP-LINK_E9B0D0  54:e6:fc:e9:b0:d0   \n",
       "15            ASUS  2c:56:dc:5c:71:7b   \n",
       "16     B5*601_2.4G  e4:be:ed:13:0c:ba   \n",
       "17        wms_214a  00:18:f8:db:17:44   \n",
       "18  Doktoranci 605  54:e6:fc:fd:03:1e   \n",
       "19    WLAN1-18DE7J  5c:c3:07:4a:8c:0d   \n",
       "20    FunBox2-DAF6  18:90:d8:90:da:f6   \n",
       "21     UPC Wi-Free  c6:27:95:85:70:d1   \n",
       "22      UPC1821152  c4:27:95:85:70:df   \n",
       "\n",
       "                                        Authorization  Freq [MHz]  Channel  \\\n",
       "NR                                                                           \n",
       "1   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2437        6   \n",
       "2        [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2432        5   \n",
       "3                                [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "4                           [WPA2-PSK-CCMP][WPS][ESS]        2462       11   \n",
       "5                                [WPA2-PSK-CCMP][ESS]        2412        1   \n",
       "6                                               [ESS]        2437        6   \n",
       "7                                          [ESS][BLE]        2412        1   \n",
       "8             [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "9                                          [ESS][BLE]        2412        1   \n",
       "10                       [WPA2-PSK-CCMP-preauth][ESS]        2462       11   \n",
       "11                                              [ESS]        2412        1   \n",
       "12                          [WPA2-PSK-CCMP][WPS][ESS]        2447        8   \n",
       "13            [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "14  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...        2437        6   \n",
       "15                          [WPA2-PSK-CCMP][WPS][ESS]        2437        6   \n",
       "16       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2437        6   \n",
       "17                                [WPA-PSK-CCMP][ESS]        2462       11   \n",
       "18  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...        2412        1   \n",
       "19  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2422        3   \n",
       "20  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2462       11   \n",
       "21                     [WPA2-EAP-CCMP+TKIP][ESS][BLE]        2437        6   \n",
       "22  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2437        6   \n",
       "\n",
       "    Signal  CenterFreq0 [MHz]  CenterFreq1 [MHz]  ChannelWidth [MHz] Floor  \\\n",
       "NR                                                                           \n",
       "1      -76               2427                  0                  40     4   \n",
       "2      -80               2422                  0                  40     4   \n",
       "3      -61                  0                  0                  20     4   \n",
       "4      -77               2452                  0                  40     4   \n",
       "5      -64                  0                  0                  20     4   \n",
       "6      -96                  0                  0                  20     4   \n",
       "7      -84                  0                  0                  20     4   \n",
       "8      -83                  0                  0                  20     4   \n",
       "9      -72                  0                  0                  20     4   \n",
       "10     -67                  0                  0                  20     4   \n",
       "11     -64                  0                  0                  20     4   \n",
       "12     -65                  0                  0                  20     4   \n",
       "13     -74                  0                  0                  20     4   \n",
       "14     -95                  0                  0                  20     4   \n",
       "15     -97                  0                  0                  20     4   \n",
       "16     -93               2447                  0                  40     4   \n",
       "17     -95                  0                  0                  20     4   \n",
       "18     -91                  0                  0                  20     4   \n",
       "19     -88                  0                  0                  20     4   \n",
       "20     -95                  0                  0                  20     4   \n",
       "21     -97                  0                  0                  20     4   \n",
       "22     -97                  0                  0                  20     4   \n",
       "\n",
       "   Point  \n",
       "NR        \n",
       "1      3  \n",
       "2      3  \n",
       "3      3  \n",
       "4      3  \n",
       "5      3  \n",
       "6      3  \n",
       "7      3  \n",
       "8      3  \n",
       "9      3  \n",
       "10     3  \n",
       "11     3  \n",
       "12     3  \n",
       "13     3  \n",
       "14     3  \n",
       "15     3  \n",
       "16     3  \n",
       "17     3  \n",
       "18     4  \n",
       "19     7  \n",
       "20     7  \n",
       "21     7  \n",
       "22     7  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forth_floor = Data[Data[\"Floor\"]==\"4\"]\n",
    "forth_floor = forth_floor.reset_index(drop=True)\n",
    "forth_floor.drop_duplicates([\"Name\"],inplace=True)\n",
    "forth_floor.insert(0, \"NR\", range(1, 1 + len(forth_floor)))\n",
    "forth_floor.set_index(\"NR\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Networks available on 5th floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "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>Name</th>\n",
       "      <th>MAC</th>\n",
       "      <th>Authorization</th>\n",
       "      <th>Freq [MHz]</th>\n",
       "      <th>Channel</th>\n",
       "      <th>Signal</th>\n",
       "      <th>CenterFreq0 [MHz]</th>\n",
       "      <th>CenterFreq1 [MHz]</th>\n",
       "      <th>ChannelWidth [MHz]</th>\n",
       "      <th>Floor</th>\n",
       "      <th>Point</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RheaPLUS</td>\n",
       "      <td>8c:79:67:cd:6c:d1</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2447</td>\n",
       "      <td>8</td>\n",
       "      <td>-75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AGH-WPA</td>\n",
       "      <td>00:23:33:2b:da:01</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGH-Guest</td>\n",
       "      <td>00:23:33:2b:da:00</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2b:da:02</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AGH-Events</td>\n",
       "      <td>00:23:33:2b:da:03</td>\n",
       "      <td>[ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B5*601_2.4G</td>\n",
       "      <td>e4:be:ed:13:0c:ba</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-75</td>\n",
       "      <td>2447</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>k121opl</td>\n",
       "      <td>00:1d:0f:fb:20:44</td>\n",
       "      <td>[WPA2-PSK-CCMP-preauth][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>iPhone (Michał)</td>\n",
       "      <td>fe:a9:04:1f:c3:f9</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>TP-LINK_408</td>\n",
       "      <td>f8:1a:67:ed:f4:65</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-88</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Doktoranci 605</td>\n",
       "      <td>54:e6:fc:fd:03:1e</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>dd-wrt</td>\n",
       "      <td>00:13:10:92:a6:c8</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>OpenWrt</td>\n",
       "      <td>56:e6:fc:b7:38:2f</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MSM_716</td>\n",
       "      <td>c4:6e:1f:63:fc:66</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2427</td>\n",
       "      <td>4</td>\n",
       "      <td>-96</td>\n",
       "      <td>2437</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ZIP407</td>\n",
       "      <td>54:e6:fc:b7:38:2e</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Creative</td>\n",
       "      <td>e4:be:ed:12:c0:5e</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-96</td>\n",
       "      <td>2447</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3.hotspot.petroinform.net</td>\n",
       "      <td>68:72:51:1a:83:cd</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-96</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NetGear 2.4GHz</td>\n",
       "      <td>c4:04:15:18:3a:b3</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-83</td>\n",
       "      <td>2452</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>TP-LINK</td>\n",
       "      <td>e8:de:27:fd:1e:d7</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10:bf:48:3b:ff:a7</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]</td>\n",
       "      <td>2432</td>\n",
       "      <td>5</td>\n",
       "      <td>-97</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>TP-LINK_E9B0D0</td>\n",
       "      <td>54:e6:fc:e9:b0:d0</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>FAGH</td>\n",
       "      <td>b0:48:7a:f3:95:c0</td>\n",
       "      <td>[WPA2-PSK-CCMP-preauth][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>wms_214a</td>\n",
       "      <td>00:18:f8:db:17:44</td>\n",
       "      <td>[WPA-PSK-CCMP][ESS]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Metody</td>\n",
       "      <td>14:cc:20:08:1b:bc</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>comel57</td>\n",
       "      <td>c0:4a:00:3d:c2:9c</td>\n",
       "      <td>[WPA2-PSK-CCMP][ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-97</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ZIP-1</td>\n",
       "      <td>00:0f:66:5b:24:5c</td>\n",
       "      <td>[ESS]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>UPC Wi-Free</td>\n",
       "      <td>46:32:c8:a1:9b:d0</td>\n",
       "      <td>[WPA2-EAP-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>UPC1421615</td>\n",
       "      <td>44:32:c8:a1:9b:de</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>TP-LINK_7C641D</td>\n",
       "      <td>30:b5:c2:7c:64:1c</td>\n",
       "      <td>[WPA2-PSK-CCMP][WPS][ESS]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-86</td>\n",
       "      <td>2422</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>UPCC7265CD</td>\n",
       "      <td>90:5c:44:46:de:1f</td>\n",
       "      <td>[WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>UPC248636902</td>\n",
       "      <td>64:12:69:c1:ea:1c</td>\n",
       "      <td>[WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]</td>\n",
       "      <td>2462</td>\n",
       "      <td>11</td>\n",
       "      <td>-87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>UPC1821152</td>\n",
       "      <td>c4:27:95:85:70:df</td>\n",
       "      <td>[WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]</td>\n",
       "      <td>2437</td>\n",
       "      <td>6</td>\n",
       "      <td>-89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Name                MAC  \\\n",
       "NR                                                 \n",
       "1                    RheaPLUS  8c:79:67:cd:6c:d1   \n",
       "2                     AGH-WPA  00:23:33:2b:da:01   \n",
       "3                   AGH-Guest  00:23:33:2b:da:00   \n",
       "4                     eduroam  00:23:33:2b:da:02   \n",
       "5                  AGH-Events  00:23:33:2b:da:03   \n",
       "6                 B5*601_2.4G  e4:be:ed:13:0c:ba   \n",
       "7                     k121opl  00:1d:0f:fb:20:44   \n",
       "8             iPhone (Michał)  fe:a9:04:1f:c3:f9   \n",
       "9                 TP-LINK_408  f8:1a:67:ed:f4:65   \n",
       "10             Doktoranci 605  54:e6:fc:fd:03:1e   \n",
       "11                     dd-wrt  00:13:10:92:a6:c8   \n",
       "12                    OpenWrt  56:e6:fc:b7:38:2f   \n",
       "13                    MSM_716  c4:6e:1f:63:fc:66   \n",
       "14                     ZIP407  54:e6:fc:b7:38:2e   \n",
       "15                   Creative  e4:be:ed:12:c0:5e   \n",
       "16  3.hotspot.petroinform.net  68:72:51:1a:83:cd   \n",
       "17             NetGear 2.4GHz  c4:04:15:18:3a:b3   \n",
       "18                    TP-LINK  e8:de:27:fd:1e:d7   \n",
       "19                        NaN  10:bf:48:3b:ff:a7   \n",
       "20             TP-LINK_E9B0D0  54:e6:fc:e9:b0:d0   \n",
       "21                       FAGH  b0:48:7a:f3:95:c0   \n",
       "22                   wms_214a  00:18:f8:db:17:44   \n",
       "23                     Metody  14:cc:20:08:1b:bc   \n",
       "24                    comel57  c0:4a:00:3d:c2:9c   \n",
       "25                      ZIP-1  00:0f:66:5b:24:5c   \n",
       "26                UPC Wi-Free  46:32:c8:a1:9b:d0   \n",
       "27                 UPC1421615  44:32:c8:a1:9b:de   \n",
       "28             TP-LINK_7C641D  30:b5:c2:7c:64:1c   \n",
       "29                 UPCC7265CD  90:5c:44:46:de:1f   \n",
       "30               UPC248636902  64:12:69:c1:ea:1c   \n",
       "31                 UPC1821152  c4:27:95:85:70:df   \n",
       "\n",
       "                                        Authorization  Freq [MHz]  Channel  \\\n",
       "NR                                                                           \n",
       "1                           [WPA2-PSK-CCMP][WPS][ESS]        2447        8   \n",
       "2             [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "3                                          [ESS][BLE]        2412        1   \n",
       "4             [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]        2412        1   \n",
       "5                                          [ESS][BLE]        2412        1   \n",
       "6        [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2437        6   \n",
       "7                        [WPA2-PSK-CCMP-preauth][ESS]        2462       11   \n",
       "8                                [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "9   [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][WPS][ESS]        2437        6   \n",
       "10  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...        2412        1   \n",
       "11                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "12                                              [ESS]        2412        1   \n",
       "13                          [WPA2-PSK-CCMP][WPS][ESS]        2427        4   \n",
       "14                               [WPA2-PSK-CCMP][ESS]        2412        1   \n",
       "15       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2437        6   \n",
       "16                                              [ESS]        2412        1   \n",
       "17                          [WPA2-PSK-CCMP][WPS][ESS]        2462       11   \n",
       "18       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2462       11   \n",
       "19       [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS]        2432        5   \n",
       "20  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP-preauth...        2437        6   \n",
       "21                       [WPA2-PSK-CCMP-preauth][ESS]        2437        6   \n",
       "22                                [WPA-PSK-CCMP][ESS]        2462       11   \n",
       "23                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "24                               [WPA2-PSK-CCMP][ESS]        2437        6   \n",
       "25                                              [ESS]        2437        6   \n",
       "26                     [WPA2-EAP-CCMP+TKIP][ESS][BLE]        2462       11   \n",
       "27  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2462       11   \n",
       "28                          [WPA2-PSK-CCMP][WPS][ESS]        2412        1   \n",
       "29      [WPA-PSK-][WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2437        6   \n",
       "30                [WPA2-PSK-CCMP+TKIP][WPS][ESS][BLE]        2462       11   \n",
       "31  [WPA-PSK-CCMP+TKIP][WPA2-PSK-CCMP+TKIP][ESS][BLE]        2437        6   \n",
       "\n",
       "    Signal  CenterFreq0 [MHz]  CenterFreq1 [MHz]  ChannelWidth [MHz] Floor  \\\n",
       "NR                                                                           \n",
       "1      -75                  0                  0                  20     5   \n",
       "2      -76                  0                  0                  20     5   \n",
       "3      -74                  0                  0                  20     5   \n",
       "4      -80                  0                  0                  20     5   \n",
       "5      -82                  0                  0                  20     5   \n",
       "6      -75               2447                  0                  40     5   \n",
       "7      -88                  0                  0                  20     5   \n",
       "8      -96                  0                  0                  20     5   \n",
       "9      -88               2427                  0                  40     5   \n",
       "10     -84                  0                  0                  20     5   \n",
       "11     -85                  0                  0                  20     5   \n",
       "12     -85                  0                  0                  20     5   \n",
       "13     -96               2437                  0                  40     5   \n",
       "14     -85                  0                  0                  20     5   \n",
       "15     -96               2447                  0                  40     5   \n",
       "16     -96               2422                  0                  40     5   \n",
       "17     -83               2452                  0                  40     5   \n",
       "18     -91                  0                  0                  20     5   \n",
       "19     -97               2422                  0                  40     5   \n",
       "20     -95                  0                  0                  20     5   \n",
       "21     -97                  0                  0                  20     5   \n",
       "22     -97                  0                  0                  20     5   \n",
       "23     -97                  0                  0                  20     5   \n",
       "24     -97               2427                  0                  40     5   \n",
       "25     -10                  0                  0                  20     5   \n",
       "26     -84                  0                  0                  20     5   \n",
       "27     -85                  0                  0                  20     5   \n",
       "28     -86               2422                  0                  40     5   \n",
       "29     -86                  0                  0                  20     5   \n",
       "30     -87                  0                  0                  20     5   \n",
       "31     -89                  0                  0                  20     5   \n",
       "\n",
       "   Point  \n",
       "NR        \n",
       "1      3  \n",
       "2      3  \n",
       "3      3  \n",
       "4      3  \n",
       "5      3  \n",
       "6      3  \n",
       "7      3  \n",
       "8      3  \n",
       "9      3  \n",
       "10     3  \n",
       "11     3  \n",
       "12     3  \n",
       "13     3  \n",
       "14     3  \n",
       "15     2  \n",
       "16     1  \n",
       "17     5  \n",
       "18     5  \n",
       "19     5  \n",
       "20     5  \n",
       "21     4  \n",
       "22     4  \n",
       "23     6  \n",
       "24     6  \n",
       "25     6  \n",
       "26     7  \n",
       "27     7  \n",
       "28     7  \n",
       "29     7  \n",
       "30     7  \n",
       "31     7  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifth_floor = Data[Data[\"Floor\"]==\"5\"]\n",
    "fifth_floor = fifth_floor.reset_index(drop=True)\n",
    "fifth_floor.drop_duplicates([\"Name\"],inplace=True)\n",
    "fifth_floor.insert(0, \"NR\", range(1, 1 + len(fifth_floor)))\n",
    "fifth_floor.set_index(\"NR\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1c6992b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "channels = Data[\"Channel\"].unique()\n",
    "channels = np.array(channels).tolist()\n",
    "channels.sort()\n",
    "\n",
    "channel_number = []\n",
    "\n",
    "for x in channels:\n",
    "    floor_data = Data[Data[\"Channel\"]==int(x)][\"MAC\"].nunique()\n",
    "    floor_data = int(floor_data)\n",
    "    channel_number.append(floor_data)\n",
    "\n",
    "width = 1/1.5\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "plt.bar(channels, channel_number, width, color=\"blue\", align=\"center\")\n",
    "plt.xticks(range(1,13,1))\n",
    "plt.xlabel(\"Channel\")\n",
    "plt.ylabel(\"Number of channels\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heatmap example\n",
    "I presented statistics and a couple of heatmap examples created from Wifi Analyzer snapshots for **eduroam** network."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Number of unique MAC addresses or eduroam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "00:23:33:2c:11:f2    23\n",
       "00:23:33:2b:da:02    13\n",
       "00:23:33:2b:d3:52    10\n",
       "00:23:33:2c:18:92     7\n",
       "Name: MAC, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data[Data[\"Name\"]==\"eduroam\"][\"MAC\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 00:23:33:2c:11:f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>Name</th>\n",
       "      <th>MAC</th>\n",
       "      <th>Authorization</th>\n",
       "      <th>Freq [MHz]</th>\n",
       "      <th>Channel</th>\n",
       "      <th>Signal</th>\n",
       "      <th>CenterFreq0 [MHz]</th>\n",
       "      <th>CenterFreq1 [MHz]</th>\n",
       "      <th>ChannelWidth [MHz]</th>\n",
       "      <th>Floor</th>\n",
       "      <th>Point</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>eduroam</td>\n",
       "      <td>00:23:33:2c:11:f2</td>\n",
       "      <td>[WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]</td>\n",
       "      <td>2412</td>\n",
       "      <td>1</td>\n",
       "      <td>-83</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Name                MAC                            Authorization  \\\n",
       "2   eduroam  00:23:33:2c:11:f2  [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]   \n",
       "24  eduroam  00:23:33:2c:11:f2  [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]   \n",
       "41  eduroam  00:23:33:2c:11:f2  [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]   \n",
       "57  eduroam  00:23:33:2c:11:f2  [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]   \n",
       "77  eduroam  00:23:33:2c:11:f2  [WPA-EAP-CCMP][WPA2-EAP-CCMP][ESS][BLE]   \n",
       "\n",
       "    Freq [MHz]  Channel  Signal  CenterFreq0 [MHz]  CenterFreq1 [MHz]  \\\n",
       "2         2412        1     -74                  0                  0   \n",
       "24        2412        1     -74                  0                  0   \n",
       "41        2412        1     -82                  0                  0   \n",
       "57        2412        1     -87                  0                  0   \n",
       "77        2412        1     -83                  0                  0   \n",
       "\n",
       "    ChannelWidth [MHz] Floor Point  \n",
       "2                   20     2     3  \n",
       "24                  20     2     2  \n",
       "41                  20     2     1  \n",
       "57                  20     2     5  \n",
       "77                  20     2     4  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "network = Data.loc[(Data[\"Name\"] == \"eduroam\") & (Data[\"MAC\"] == \"00:23:33:2c:11:f2\")]\n",
    "network.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "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>Point</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Floor</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-88.0</td>\n",
       "      <td>-76.0</td>\n",
       "      <td>-91.0</td>\n",
       "      <td>-97.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-68.0</td>\n",
       "      <td>-74.0</td>\n",
       "      <td>-72.0</td>\n",
       "      <td>-89.0</td>\n",
       "      <td>-90.0</td>\n",
       "      <td>-90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-82.0</td>\n",
       "      <td>-81.0</td>\n",
       "      <td>-74.0</td>\n",
       "      <td>-57.0</td>\n",
       "      <td>-74.0</td>\n",
       "      <td>-79.0</td>\n",
       "      <td>-80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-82.0</td>\n",
       "      <td>-74.0</td>\n",
       "      <td>-74.0</td>\n",
       "      <td>-83.0</td>\n",
       "      <td>-87.0</td>\n",
       "      <td>-91.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Point     1     2     3     4     5     6     7\n",
       "Floor                                          \n",
       "5       NaN   NaN -88.0 -76.0 -91.0 -97.0   NaN\n",
       "4       NaN -68.0 -74.0 -72.0 -89.0 -90.0 -90.0\n",
       "3     -82.0 -81.0 -74.0 -57.0 -74.0 -79.0 -80.0\n",
       "2     -82.0 -74.0 -74.0 -83.0 -87.0 -91.0   NaN"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pivot = network.pivot(index=\"Floor\", columns=\"Point\", values=\"Signal\")\n",
    "#eduroam_pivot.fillna(-99, inplace=True)\n",
    "pivot.sort_index(level=0, ascending=False, inplace=True)\n",
    "pivot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1c92cd68>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1c703128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(pivot, annot=True, cmap=my_cmap)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 00:23:33:2b:da:02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1ca8e438>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1ca7be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "network = Data.loc[(Data[\"Name\"] == \"eduroam\") & (Data[\"MAC\"] == \"00:23:33:2b:da:02\")]\n",
    "pivot = network.pivot(index=\"Floor\", columns=\"Point\", values=\"Signal\")\n",
    "pivot.sort_index(level=0, ascending=False, inplace=True)\n",
    "sns.heatmap(pivot, annot=True, cmap=my_cmap)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 00:23:33:2c:11:f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1ca8e3c8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1ca950f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "network = Data.loc[(Data[\"Name\"] == \"eduroam\") & (Data[\"MAC\"] == \"00:23:33:2c:11:f2\")]\n",
    "pivot = network.pivot(index=\"Floor\", columns=\"Point\", values=\"Signal\")\n",
    "pivot.sort_index(level=0, ascending=False, inplace=True)\n",
    "sns.heatmap(pivot, annot=True, cmap=my_cmap)"
   ]
  },
  {
   "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}