eda_lebara.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lebara Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly.graph_objs as go"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files in directory: ['data_lebara_2_server.csv', 'data_lebara_2_phone.csv', 'data_lebara_5_phone.csv', 'data_lebara_7_phone_380ms.csv', 'data_lebara_4_phone.csv', 'data_lebara_4_server.csv', 'data_lebara_1_server.csv', 'data_lebara_6_phone_400ms_delay.csv', 'data_lebara_5_server.csv', 'data_lebara_1_phone.csv', 'data_lebara_8_server.csv', 'data_lebara_8_phone_450ms.csv', 'data_lebara_3_phone.csv', 'data_lebara_9_server.csv', 'data_lebara_6_server.csv', 'data_lebara_3_server.csv', 'data_lebara_7_server.csv', 'data_lebara_9_phone_20ms_13runs_5mdelaybetween.csv']\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "def get_files_in_directory(directory):\n",
    "    # Initialize an empty list to store file names\n",
    "    files = []\n",
    "\n",
    "    # Loop through all files and directories in the specified directory\n",
    "    for file_name in os.listdir(directory):\n",
    "        # Check if the current entry is a file\n",
    "        if os.path.isfile(os.path.join(directory, file_name)):\n",
    "            # If it's a file, add its name to the list\n",
    "            files.append(file_name)\n",
    "\n",
    "    return files\n",
    "\n",
    "# Example usage\n",
    "directory = \"data/lebara/\"\n",
    "files_in_directory = get_files_in_directory(directory)\n",
    "print(\"Files in directory:\", files_in_directory)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LEBARA, Close ports after sent!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_5_phone.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_5_server.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "set(df_phone.columns) -  set(df_server.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "set(df_server.columns) -  set(df_phone.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(set(df_server[\"Message id\"]) & set(df_phone[\"Message id\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "df_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Create a line chart using Plotly\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines+markers', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()\n",
    "fig.write_image(\"figures/lebara_run5_chart.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_4_phone.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_4_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "df_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a line chart using Plotly\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_6_phone_400ms_delay.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_6_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_7_phone_380ms.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_7_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_8_phone_450ms.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_8_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_9_phone_20ms_13runs_5mdelaybetween.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_9_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_1_phone.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_1_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_leabara_2_phone.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_2_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_phone = pd.read_csv(\"data/lebara/data_lebara_3_phone.csv\")\n",
    "df_server = pd.read_csv(\"data/lebara/data_lebara_3_server.csv\")\n",
    "trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "df_server = df_server.rename(columns=trimmed_columns)\n",
    "trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "df_merged.sort_values(by=\"Time_y\")\n",
    "df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "df_merged.sort_values(by=\"Time_x\")\n",
    "df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(str)\n",
    "df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(str)\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a line trace\n",
    "fig.add_trace(go.Scatter(x=df_merged['Time_x'], y=df_merged['Sender Port_y'], mode='lines', name='Port_y'))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Time_x</th>\n",
       "      <th>Sender Port_x</th>\n",
       "      <th>Sender Port_y</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1706028552013</td>\n",
       "      <td>10539</td>\n",
       "      <td>1792</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1706028552219</td>\n",
       "      <td>33839</td>\n",
       "      <td>1793</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1706028552422</td>\n",
       "      <td>17471</td>\n",
       "      <td>1794</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1706028552626</td>\n",
       "      <td>56961</td>\n",
       "      <td>1798</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1706028552830</td>\n",
       "      <td>39977</td>\n",
       "      <td>1799</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227180</th>\n",
       "      <td>1706282341343</td>\n",
       "      <td>27078</td>\n",
       "      <td>35429</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227181</th>\n",
       "      <td>1706282341365</td>\n",
       "      <td>52487</td>\n",
       "      <td>35430</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227182</th>\n",
       "      <td>1706282341388</td>\n",
       "      <td>42365</td>\n",
       "      <td>35431</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227183</th>\n",
       "      <td>1706282341411</td>\n",
       "      <td>30866</td>\n",
       "      <td>35432</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227184</th>\n",
       "      <td>1706282341433</td>\n",
       "      <td>32247</td>\n",
       "      <td>35433</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>227185 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Time_x  Sender Port_x  Sender Port_y  label\n",
       "0       1706028552013          10539           1792      1\n",
       "1       1706028552219          33839           1793      1\n",
       "2       1706028552422          17471           1794      1\n",
       "3       1706028552626          56961           1798      1\n",
       "4       1706028552830          39977           1799      1\n",
       "...               ...            ...            ...    ...\n",
       "227180  1706282341343          27078          35429      9\n",
       "227181  1706282341365          52487          35430      9\n",
       "227182  1706282341388          42365          35431      9\n",
       "227183  1706282341411          30866          35432      9\n",
       "227184  1706282341433          32247          35433      9\n",
       "\n",
       "[227185 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame()\n",
    "for i in range(1,10):\n",
    "    names = list(filter(lambda x: f\"_{i}_\" in x, files_in_directory))\n",
    "    phone = list(filter(lambda x: \"phone\" in x, names))[0]\n",
    "    server = list(filter(lambda x: \"server\" in x, names))[0]\n",
    "    df_phone = pd.read_csv(f\"data/lebara/{phone}\")\n",
    "    df_server = pd.read_csv(f\"data/lebara/{server}\")\n",
    "    trimmed_columns = {col: col.strip() for col in df_server.columns}\n",
    "    df_server = df_server.rename(columns=trimmed_columns)\n",
    "    trimmed_columns = {col: col.strip() for col in df_phone.columns}\n",
    "    df_phone = df_phone.rename(columns=trimmed_columns)\n",
    "    df_merged = df_phone.merge(df_server, how=\"inner\", on=\"Message id\")\n",
    "    df_merged.sort_values(by=\"Time_y\")\n",
    "    df_merged[\"Time_y\"] = df_merged[\"Time_y\"].astype(int)\n",
    "    df_merged[\"time_difference_y\"] = df_merged['Time_y'].diff()\n",
    "    df_merged.sort_values(by=\"Time_x\")\n",
    "    df_merged[\"Time_x\"] = df_merged[\"Time_x\"].astype(int)\n",
    "    df_merged[\"time_difference_x\"] = df_merged['Time_x'].diff()\n",
    "    df_merged[\"Sender Port_x\"] = df_merged[\"Sender Port_x\"].astype(int)\n",
    "    df_merged[\"Sender Port_y\"] = df_merged[\"Sender Port_y\"].astype(int)\n",
    "    df_merged[\"label\"] = i\n",
    "    df_merged = df_merged[[\"Time_x\", 'Sender Port_x', 'Sender Port_y', \"label\"]]\n",
    "    df = pd.concat([df, df_merged], ignore_index=True)\n",
    "\n",
    "df\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "75616"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "divBy5 = df[df[\"Sender Port_y\"] % 5 == 0]\n",
    "len(divBy5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt\n",
    "df[\"time\"] = pd.to_datetime(df[\"Time_x\"], unit='ms' )\n",
    "# # Add a line trace\n",
    "# fig.add_trace(go.Scatter(x=df['time'], y=df['Sender Port_y'], name=df[\"label\"], mode='lines' ))\n",
    "df[\"label\"] = df[\"label\"].astype(str)\n",
    "# Get unique categories\n",
    "categories = df['label'].unique()\n",
    "\n",
    "colors = ['blue', 'red', 'green', 'orange', 'purple', 'cyan', 'magenta', 'yellow', 'black']\n",
    "\n",
    "\n",
    "# Create a dictionary to map categories to colors\n",
    "color_mapping = {category: color for category, color in zip(categories, colors)}\n",
    "\n",
    "\n",
    "# Create a scatter plot using Plotly\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add a scatter trace with colored markers for each category\n",
    "for category, color in color_mapping.items():\n",
    "    subset = df[df['label'] == category]\n",
    "    fig.add_trace(go.Scatter(x=subset['time'], y=subset['Sender Port_y'], mode='lines+markers', \n",
    "                                                          line=dict(color=color), name=category))\n",
    "\n",
    "# Update layout\n",
    "fig.update_layout(title='Line Chart of Time and Value',\n",
    "                  xaxis_title='Time',\n",
    "                  yaxis_title='Value')\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0, 2], [3, 11], [12, 12], [13, 17], [18, 19], [20, 20], [21, 21], [22, 22], [23, 23], [24, 24], [25, 25], [26, 26], [27, 28], [29, 29], [30, 30], [31, 31], [32, 32], [33, 34], [35, 35], [36, 36], [37, 37], [38, 38], [39, 41], [42, 42], [43, 46], [47, 47], [48, 50], [51, 51], [52, 55], [56, 58], [59, 60], [61, 61], [62, 62], [63, 63], [64, 64], [65, 65], [66, 66], [67, 67], [68, 68], [69, 69], [70, 70], [71, 71], [72, 72], [73, 73], [74, 74], [75, 75], [76, 76], [77, 77], [78, 78], [79, 79], [80, 80], [81, 81], [82, 82], [83, 83], [84, 84], [85, 85], [86, 86], [87, 87], [88, 88], [89, 89], [90, 90], [91, 91], [92, 92], [93, 96], [97, 97], [98, 98], [99, 106], [107, 119], [120, 120], [121, 131], [132, 138], [139, 145], [146, 146], [147, 175], [176, 182], [183, 187], [188, 222], [223, 223], [224, 227], [228, 228], [229, 229], [230, 230], [231, 231], [232, 232], [233, 233], [234, 234], [235, 235], [236, 319], [320, 344], [345, 362], [363, 363], [364, 366], [367, 375], [376, 435], [436, 458], [459, 483], [484, 572], [573, 668], [669, 737], [738, 778], [779, 779], [780, 785], [786, 790], [791, 795], [796, 802], [803, 803], [804, 808], [809, 826], [827, 867], [868, 875], [876, 879], [880, 922], [923, 937], [938, 944], [945, 976], [977, 977], [978, 978], [979, 979], [980, 980], [981, 981], [982, 982], [983, 984], [985, 985], [986, 986], [987, 987], [988, 988], [989, 1001], [1002, 1013], [1014, 1016], [1017, 1021], [1022, 1022], [1023, 1024], [1025, 1031], [1032, 1033], [1034, 1034], [1035, 1036], [1037, 1038], [1039, 1042], [1043, 1043], [1044, 1044], [1045, 1045], [1046, 1054], [1055, 1068], [1069, 1069], [1070, 1071], [1072, 1072], [1073, 1073], [1074, 1074], [1075, 1075], [1076, 1076], [1077, 1077], [1078, 1078], [1079, 1079], [1080, 1080], [1081, 1081], [1082, 1082], [1083, 1083], [1084, 1084], [1085, 1085], [1086, 1086], [1087, 1087], [1088, 1088], [1089, 1089], [1090, 1090], [1091, 1091], [1092, 1092], [1093, 1093], [1094, 1094], [1095, 1095], [1096, 1096], [1097, 1097], [1098, 1100], [1101, 1101], [1102, 1102], [1103, 1103], [1104, 1108], [1109, 1109], [1110, 1111], [1112, 1116], [1117, 1118], [1119, 1119], [1120, 1123], [1124, 1124], [1125, 1125], [1126, 1126], [1127, 1127], [1128, 1129], [1130, 1130], [1131, 1135], [1136, 1136], [1137, 1137], [1138, 1138], [1139, 1139], [1140, 1141], [1142, 1142], [1143, 1143], [1144, 1144], [1145, 1158], [1159, 1162], [1163, 1164], [1165, 1167], [1168, 1168], [1169, 1180], [1181, 1187], [1188, 1192], [1193, 1231], [1232, 1232], [1233, 1233], [1234, 1234], [1235, 1235], [1236, 1236], [1237, 1237], [1238, 1238], [1239, 1239], [1240, 1240], [1241, 1241], [1242, 1325], [1326, 1367], [1368, 1368], [1369, 1438], [1439, 1461], [1462, 1474], [1475, 1485], [1486, 1574], [1575, 1740], [1741, 1781], [1782, 1782], [1783, 1788], [1789, 1793], [1794, 1798], [1799, 1805], [1806, 1806], [1807, 1811], [1812, 1829], [1830, 1879], [1880, 1927], [1928, 1942], [1943, 1949], [1950, 1981], [1982, 1982], [1983, 1983], [1984, 1984], [1985, 1985], [1986, 1986], [1987, 1987], [1988, 1989], [1990, 1990], [1991, 1991], [1992, 1992], [1993, 1993], [1994, 2019], [2020, 2022], [2023, 2029], [2030, 2031], [2032, 2038], [2039, 2040], [2041, 2041], [2042, 2043], [2044, 2045], [2046, 2056], [2057, 2065], [2066, 2079], [2080, 2080], [2081, 2082], [2083, 2083], [2084, 2084], [2085, 2085], [2086, 2086], [2087, 2087], [2088, 2088], [2089, 2091], [2092, 2092], [2093, 2093], [2094, 2094], [2095, 2095], [2096, 2096], [2097, 2097], [2098, 2098], [2099, 2099], [2100, 2100], [2101, 2101], [2102, 2102], [2103, 2103], [2104, 2104], [2105, 2105], [2106, 2106], [2107, 2107], [2108, 2108], [2109, 2109], [2110, 2110], [2111, 2111], [2112, 2112], [2113, 2113], [2114, 2114], [2115, 2116], [2117, 2117], [2118, 2122], [2123, 2123], [2124, 2124], [2125, 2125], [2126, 2128], [2129, 2135], [2136, 2139], [2140, 2140], [2141, 2150], [2151, 2151], [2152, 2152], [2153, 2153], [2154, 2154], [2155, 2155], [2156, 2158], [2159, 2159], [2160, 2175], [2176, 2194], [2195, 2195], [2196, 2197], [2198, 2198], [2199, 2199], [2200, 2202], [2203, 2206], [2207, 2237], [2238, 2238], [2239, 2239], [2240, 2240], [2241, 2241], [2242, 2242], [2243, 2243], [2244, 2244], [2245, 2245], [2246, 2246], [2247, 2247], [2248, 2248], [2249, 2254], [2255, 2255], [2256, 2256], [2257, 2260], [2261, 2262], [2263, 2264], [2265, 2267], [2268, 2274], [2275, 2275], [2276, 2277], [2278, 2278], [2279, 2280], [2281, 2288], [2289, 2289], [2290, 2292], [2293, 2294], [2295, 2295], [2296, 2297], [2298, 2298], [2299, 2299], [2300, 2300], [2301, 2301], [2302, 2302], [2303, 2304], [2305, 2305], [2306, 2306], [2307, 2307], [2308, 2308], [2309, 2311], [2312, 2312], [2313, 2313], [2314, 2324], [2325, 2335], [2336, 2339], [2340, 2341], [2342, 2342], [2343, 2345], [2346, 2347], [2348, 2348], [2349, 2350], [2351, 2351], [2352, 2352], [2353, 2353], [2354, 2354], [2355, 2356], [2357, 2357], [2358, 2359], [2360, 2360], [2361, 2361], [2362, 2362], [2363, 2364], [2365, 2365], [2366, 2366], [2367, 2367], [2368, 2370], [2371, 2415], [2416, 2433], [2434, 2456], [2457, 2481], [2482, 2487], [2488, 2492], [2493, 2493], [2494, 2494], [2495, 2495], [2496, 2498], [2499, 2499], [2500, 2500], [2501, 2502], [2503, 2503], [2504, 2504], [2505, 2505], [2506, 2570], [2571, 2602], [2603, 2625], [2626, 2630], [2631, 2631], [2632, 2632], [2633, 2635], [2636, 2636], [2637, 2638], [2639, 2639], [2640, 2642], [2643, 2644], [2645, 2679], [2680, 2680], [2681, 2683], [2684, 2710], [2711, 2711], [2712, 2714], [2715, 2719], [2720, 2720], [2721, 2723], [2724, 2724], [2725, 2725], [2726, 2726], [2727, 2729], [2730, 2730], [2731, 2733], [2734, 2734], [2735, 2735], [2736, 2738], [2739, 2739], [2740, 2740], [2741, 2741], [2742, 2743], [2744, 2744], [2745, 2745], [2746, 2747], [2748, 2750], [2751, 2751], [2752, 2753], [2754, 2754], [2755, 2756], [2757, 2761], [2762, 2762], [2763, 2776], [2777, 2777], [2778, 2783], [2784, 2788], [2789, 2793], [2794, 2800], [2801, 2801], [2802, 2806], [2807, 2824], [2825, 2828], [2829, 2830], [2831, 2840], [2841, 2841], [2842, 2842], [2843, 2844], [2845, 2845], [2846, 2860], [2861, 2863], [2864, 2864], [2865, 2866], [2867, 2867], [2868, 2870], [2871, 2871], [2872, 2872], [2873, 2875], [2876, 2876], [2877, 2877], [2878, 2879], [2880, 2881], [2882, 2882], [2883, 2883], [2884, 2886], [2887, 2887], [2888, 2888], [2889, 2890], [2891, 2891], [2892, 2892], [2893, 2893], [2894, 2932], [2933, 2942], [2943, 2945], [2946, 2952], [2953, 2972], [2973, 2981], [2982, 2982], [2983, 2983], [2984, 2984], [2985, 2985], [2986, 2986], [2987, 2987], [2988, 2988], [2989, 2989], [2990, 2990], [2991, 3016], [3017, 3019], [3020, 3026], [3027, 3028], [3029, 3035], [3036, 3037], [3038, 3038], [3039, 3040], [3041, 3042], [3043, 3043], [3044, 3044], [3045, 3046], [3047, 3051], [3052, 3052], [3053, 3054], [3055, 3058], [3059, 3062], [3063, 3063], [3064, 3064], [3065, 3065], [3066, 3066], [3067, 3068], [3069, 3069], [3070, 3070], [3071, 3071], [3072, 3072], [3073, 3074], [3075, 3076], [3077, 3077], [3078, 3079], [3080, 3084], [3085, 3086], [3087, 3093], [3094, 3095], [3096, 3096], [3097, 3097], [3098, 3099], [3100, 3101], [3102, 3103], [3104, 3106], [3107, 3107], [3108, 3108], [3109, 3110], [3111, 3112], [3113, 3114], [3115, 3116], [3117, 3118], [3119, 3120], [3121, 3122], [3123, 3124], [3125, 3127], [3128, 3128], [3129, 3130], [3131, 3132], [3133, 3133], [3134, 3134], [3135, 3136], [3137, 3137], [3138, 3138], [3139, 3141], [3142, 3142], [3143, 3143], [3144, 3145], [3146, 3169], [3170, 3271], [3272, 3272], [3273, 3281], [3282, 3527], [3528, 3783], [3784, 4039], [4040, 4040], [4041, 4041], [4042, 4044], [4045, 4060], [4061, 4061], [4062, 4133], [4134, 4134], [4135, 4168], [4169, 4188], [4189, 4189], [4190, 4271], [4272, 4272], [4273, 4301], [4302, 4302], [4303, 4383], [4384, 4384], [4385, 4514], [4515, 4515], [4516, 4531], [4532, 4552], [4553, 4585], [4586, 4721], [4722, 4784], [4785, 4885], [4886, 4886], [4887, 5012], [5013, 5040], [5041, 5045], [5046, 5048], [5049, 5053], [5054, 5055], [5056, 5056], [5057, 5151], [5152, 5152], [5153, 5310], [5311, 5566], [5567, 5822], [5823, 6078], [6079, 6334], [6335, 6542], [6543, 6588], [6589, 6687], [6688, 6688], [6689, 6689], [6690, 6692], [6693, 6823], [6824, 6894], [6895, 7012], [7013, 7076], [7077, 7172], [7173, 7173], [7174, 7220], [7221, 7236], [7237, 7327], [7328, 7413], [7414, 7582], [7583, 7605], [7606, 7606], [7607, 7839], [7840, 7889], [7890, 7890], [7891, 7891], [7892, 8089], [8090, 8095], [8096, 8096], [8097, 8342], [8343, 8373], [8374, 8477], [8478, 8595], [8596, 8691], [8692, 8692], [8693, 8850], [8851, 9106], [9107, 9205], [9206, 9216], [9217, 9238], [9239, 9359], [9360, 9565], [9566, 9613], [9614, 9869], [9870, 10098], [10099, 10124], [10125, 10220], [10221, 10221], [10222, 10379], [10380, 10635], [10636, 10688], [10689, 10697], [10698, 10698], [10699, 10699], [10700, 10701], [10702, 10702], [10703, 10707], [10708, 10709], [10710, 10710], [10711, 10711], [10712, 10712], [10713, 10713], [10714, 10715], [10716, 10716], [10717, 10717], [10718, 10718], [10719, 10720], [10721, 10721], [10722, 10725], [10726, 10728], [10729, 10729], [10730, 10731], [10732, 10732], [10733, 10733], [10734, 10734], [10735, 10735], [10736, 10736], [10737, 10737], [10738, 10738], [10739, 10739], [10740, 10741], [10742, 10742], [10743, 10745], [10746, 10747], [10748, 10748], [10749, 10760], [10761, 10765], [10766, 10769], [10770, 10770], [10771, 10771], [10772, 10772], [10773, 10774], [10775, 10775], [10776, 10776], [10777, 10782], [10783, 10784], [10785, 10785], [10786, 10786], [10787, 10787], [10788, 10791], [10792, 10798], [10799, 10808], [10809, 10811], [10812, 11067], [11068, 11186], [11187, 11321], [11322, 11577], [11578, 11652], [11653, 11832], [11833, 11912], [11913, 11927], [11928, 11928], [11929, 12086], [12087, 12342], [12343, 12598], [12599, 12672], [12673, 12712], [12713, 12717], [12718, 12721], [12722, 12770], [12771, 12849], [12850, 12883], [12884, 12960], [12961, 12975], [12976, 12986], [12987, 12987], [12988, 13099], [13100, 13269], [13270, 13299], [13300, 13301], [13302, 13354], [13355, 13610], [13611, 13637], [13638, 13706], [13707, 13864], [13865, 13925], [13926, 14049], [14050, 14050], [14051, 14117], [14118, 14147], [14148, 14170], [14171, 14173], [14174, 14174], [14175, 14183], [14184, 14366], [14367, 14622], [14623, 14643], [14644, 14877], [14878, 14973], [14974, 14974], [14975, 15132], [15133, 15261], [15262, 15262], [15263, 15384], [15385, 15412], [15413, 15639], [15640, 15695], [15696, 15894], [15895, 15918], [15919, 16110], [16111, 16148], [16149, 16394], [16395, 16396], [16397, 16402], [16403, 16434], [16435, 16649], [16650, 16657], [16658, 16668], [16669, 16670], [16671, 16675], [16676, 16676], [16677, 16678], [16679, 16684], [16685, 16685], [16686, 16762], [16763, 16866], [16867, 16939], [16940, 17195], [17196, 17400], [17401, 17450], [17451, 17673], [17674, 17681], [17682, 17704], [17705, 17728], [17729, 17759], [17760, 17760], [17761, 17765], [17766, 17770], [17771, 17772], [17773, 17773], [17774, 17775], [17776, 17782], [17783, 17787], [17788, 17788], [17789, 17790], [17791, 17792], [17793, 17804], [17805, 17805], [17806, 17807], [17808, 17809], [17810, 17815], [17816, 17825], [17826, 17827], [17828, 17832], [17833, 17847], [17848, 17848], [17849, 17849], [17850, 17852], [17853, 17853], [17854, 17858], [17859, 17860], [17861, 17861], [17862, 17863], [17864, 17881], [17882, 17882], [17883, 17892], [17893, 17901], [17902, 17903], [17904, 17911], [17912, 17913], [17914, 17914], [17915, 17916], [17917, 17927], [17928, 17934], [17935, 17937], [17938, 18183], [18184, 18439], [18440, 18663], [18664, 18671], [18672, 18694], [18695, 18859], [18860, 18949], [18950, 19205], [19206, 19461], [19462, 19685], [19686, 19693], [19694, 19716], [19717, 19762], [19763, 19763], [19764, 19922], [19923, 19957], [19958, 19964], [19965, 19970], [19971, 20063], [20064, 20225], [20226, 20335], [20336, 20480], [20481, 20704], [20705, 20705], [20706, 20711], [20712, 20734], [20735, 20990], [20991, 21246], [21247, 21499], [21500, 21501], [21502, 21725], [21726, 21733], [21734, 21756], [21757, 22012], [22013, 22079], [22080, 22267], [22268, 22523], [22524, 22747], [22748, 22755], [22756, 22778], [22779, 23034], [23035, 23290], [23291, 23376], [23377, 23545], [23546, 23664], [23665, 23686], [23687, 23687], [23688, 23764], [23765, 23772], [23773, 23795], [23796, 24028], [24029, 24050], [24051, 24157], [24158, 24213], [24214, 24303], [24304, 24559], [24560, 24783], [24784, 24791], [24792, 24814], [24815, 25070], [25071, 25326], [25327, 25582], [25583, 25692], [25693, 25804], [25805, 25812], [25813, 25835], [25836, 26091], [26092, 26279], [26280, 26346], [26347, 26602], [26603, 26826], [26827, 26834], [26835, 26857], [26858, 27113], [27114, 27266], [27267, 27368], [27369, 27624], [27625, 27848], [27849, 27856], [27857, 27879], [27880, 28135], [28136, 28391], [28392, 28647], [28648, 28871], [28872, 28879], [28880, 28902], [28903, 29158], [29159, 29414], [29415, 29534], [29535, 29669], [29670, 29893], [29894, 29901], [29902, 29924], [29925, 30180], [30181, 30190], [30191, 30215], [30216, 30367], [30368, 30433], [30434, 30582], [30583, 30688], [30689, 30832], [30833, 30911], [30912, 30919], [30920, 30941], [30942, 31082], [31083, 31196], [31197, 31452], [31453, 31631], [31632, 31707], [31708, 31799], [31800, 31864], [31865, 31865], [31866, 31925], [31926, 31933], [31934, 31956], [31957, 32212], [32213, 32254], [32255, 32282], [32283, 32353], [32354, 32379], [32380, 32464], [32465, 32514], [32515, 32618], [32619, 32676], [32677, 32716], [32717, 32744], [32745, 32939], [32940, 32947], [32948, 32970], [32971, 33005], [33006, 33225], [33226, 33338], [33339, 33479], [33480, 33735], [33736, 33822], [33823, 33958], [33959, 33966], [33967, 33989], [33990, 34245], [34246, 34501], [34502, 34732], [34733, 34733], [34734, 34739], [34740, 34747], [34748, 34971], [34972, 34979], [34980, 35002], [35003, 35160], [35161, 35161], [35162, 35162], [35163, 35163], [35164, 35321], [35322, 35577], [35578, 35719], [35720, 35832], [35833, 35866], [35867, 35867], [35868, 35873], [35874, 35874], [35875, 36084], [36085, 36089], [36090, 36101], [36102, 36113], [36114, 36114], [36115, 36115], [36116, 36116], [36117, 36117], [36118, 36118], [36119, 36120], [36121, 36123], [36124, 36124], [36125, 36125], [36126, 36126], [36127, 36127], [36128, 36131], [36132, 36137], [36138, 36139], [36140, 36142], [36143, 36152], [36153, 36157], [36158, 36163], [36164, 36165], [36166, 36167], [36168, 36168], [36169, 36169], [36170, 36171], [36172, 36173], [36174, 36175], [36176, 36257], [36258, 36306], [36307, 36307], [36308, 36309], [36310, 36310], [36311, 36314], [36315, 36315], [36316, 36316], [36317, 36317], [36318, 36318], [36319, 36319], [36320, 36424], [36425, 36442], [36443, 36444], [36445, 36448], [36449, 36450], [36451, 36451], [36452, 36453], [36454, 36455], [36456, 36456], [36457, 36458], [36459, 36460], [36461, 36462], [36463, 36568], [36569, 36824], [36825, 36860], [36861, 36866], [36867, 36867], [36868, 37077], [37078, 37078], [37079, 37079], [37080, 37080], [37081, 37090], [37091, 37251], [37252, 37256], [37257, 37268], [37269, 37290], [37291, 37303], [37304, 37306], [37307, 37326], [37327, 37582], [37583, 37632], [37633, 37634], [37635, 37635], [37636, 37636], [37637, 37639], [37640, 37640], [37641, 37641], [37642, 37745], [37746, 37825], [37826, 38021], [38022, 38077], [38078, 38079], [38080, 38088], [38089, 38156], [38157, 38198], [38199, 38222], [38223, 38245], [38246, 38250], [38251, 38262], [38263, 38284], [38285, 38297], [38298, 38300], [38301, 38320], [38321, 38576], [38577, 38751], [38752, 38831], [38832, 38832], [38833, 39029], [39030, 39087], [39088, 39088], [39089, 39098], [39099, 39235], [39236, 39258], [39259, 39263], [39264, 39275], [39276, 39297], [39298, 39310], [39311, 39313], [39314, 39333], [39334, 39334], [39335, 39445], [39446, 39559], [39560, 39588], [39589, 39594], [39595, 39843], [39844, 39852], [39853, 39856], [39857, 39857], [39858, 39858], [39859, 39865], [39866, 39868], [39869, 39869], [39870, 39872], [39873, 39874], [39875, 40087], [40088, 40110], [40111, 40115], [40116, 40127], [40128, 40149], [40150, 40162], [40163, 40179], [40180, 40180], [40181, 40181], [40182, 40183], [40184, 40184], [40185, 40186], [40187, 40188], [40189, 40189], [40190, 40190], [40191, 40191], [40192, 40192], [40193, 40194], [40195, 40199], [40200, 40200], [40201, 40202], [40203, 40205], [40206, 40206], [40207, 40207], [40208, 40209], [40210, 40211], [40212, 40215], [40216, 40216], [40217, 40217], [40218, 40219], [40220, 40220], [40221, 40222], [40223, 40225], [40226, 40226], [40227, 40228], [40229, 40229], [40230, 40230], [40231, 40232], [40233, 40234], [40235, 40235], [40236, 40236], [40237, 40238], [40239, 40242], [40243, 40243], [40244, 40246], [40247, 40251], [40252, 40252], [40253, 40254], [40255, 40260], [40261, 40261], [40262, 40264], [40265, 40265], [40266, 40268], [40269, 40269], [40270, 40270], [40271, 40272], [40273, 40273], [40274, 40275], [40276, 40277], [40278, 40279], [40280, 40280], [40281, 40282], [40283, 40283], [40284, 40286], [40287, 40288], [40289, 40290], [40291, 40293], [40294, 40295], [40296, 40296], [40297, 40298], [40299, 40302], [40303, 40304], [40305, 40305], [40306, 40307], [40308, 40309], [40310, 40311], [40312, 40312], [40313, 40314], [40315, 40315], [40316, 40317], [40318, 40318], [40319, 40320], [40321, 40322], [40323, 40323], [40324, 40327], [40328, 40329], [40330, 40330], [40331, 40331], [40332, 40332], [40333, 40334], [40335, 40337], [40338, 40338], [40339, 40339], [40340, 40340], [40341, 40341], [40342, 40342], [40343, 40344], [40345, 40346], [40347, 40349], [40350, 40351], [40352, 40353], [40354, 40356], [40357, 40358], [40359, 40359], [40360, 40363], [40364, 40366], [40367, 40368], [40369, 40369], [40370, 40370], [40371, 40372], [40373, 40373], [40374, 40376], [40377, 40379], [40380, 40380], [40381, 40405], [40406, 40412], [40413, 40413], [40414, 40415], [40416, 40419], [40420, 40421], [40422, 40424], [40425, 40426], [40427, 40427], [40428, 40428], [40429, 40429], [40430, 40430], [40431, 40431], [40432, 40434], [40435, 40437], [40438, 40438], [40439, 40440], [40441, 40445], [40446, 40447], [40448, 40448], [40449, 40449], [40450, 40450], [40451, 40452], [40453, 40455], [40456, 40459], [40460, 40461], [40462, 40469], [40470, 40471], [40472, 40473], [40474, 40475], [40476, 40477], [40478, 40480], [40481, 40482], [40483, 40487], [40488, 40489], [40490, 40490], [40491, 40493], [40494, 40494], [40495, 40495], [40496, 40497], [40498, 40500], [40501, 40501], [40502, 40503], [40504, 40504], [40505, 40507], [40508, 40508], [40509, 40516], [40517, 40517], [40518, 40519], [40520, 40520], [40521, 40522], [40523, 40523], [40524, 40524], [40525, 40525], [40526, 40527], [40528, 40529], [40530, 40530], [40531, 40534], [40535, 40535], [40536, 40539], [40540, 40541], [40542, 40543], [40544, 40546], [40547, 40549], [40550, 40550], [40551, 40551], [40552, 40552], [40553, 40554], [40555, 40555], [40556, 40557], [40558, 40560], [40561, 40562], [40563, 40563], [40564, 40564], [40565, 40565], [40566, 40568], [40569, 40570], [40571, 40575], [40576, 40578], [40579, 40580], [40581, 40583], [40584, 40585], [40586, 40586], [40587, 40591], [40592, 40592], [40593, 40594], [40595, 40595], [40596, 40603], [40604, 40605], [40606, 40609], [40610, 40611], [40612, 40618], [40619, 40619], [40620, 40623], [40624, 40625], [40626, 40626], [40627, 40630], [40631, 40631], [40632, 40637], [40638, 40639], [40640, 40641], [40642, 40644], [40645, 40647], [40648, 40651], [40652, 40652], [40653, 40653], [40654, 40654], [40655, 40655], [40656, 40657], [40658, 40664], [40665, 40667], [40668, 40668], [40669, 40669], [40670, 40674], [40675, 40675], [40676, 40676], [40677, 40678], [40679, 40679], [40680, 40684], [40685, 40686], [40687, 40691], [40692, 40693], [40694, 40695], [40696, 40697], [40698, 40698], [40699, 40701], [40702, 40703], [40704, 40704], [40705, 40706], [40707, 40708], [40709, 40709], [40710, 40710], [40711, 40711], [40712, 40713], [40714, 40715], [40716, 40717], [40718, 40720], [40721, 40722], [40723, 40725], [40726, 40726], [40727, 40728], [40729, 40730], [40731, 40732], [40733, 40733], [40734, 40734], [40735, 40737], [40738, 40738], [40739, 40739], [40740, 40741], [40742, 40743], [40744, 40744], [40745, 40746], [40747, 40747], [40748, 40749], [40750, 40751], [40752, 40755], [40756, 40757], [40758, 40758], [40759, 40760], [40761, 40763], [40764, 40764], [40765, 40765], [40766, 40769], [40770, 40771], [40772, 40774], [40775, 40775], [40776, 40778], [40779, 40781], [40782, 40783], [40784, 40784], [40785, 40786], [40787, 40787], [40788, 40789], [40790, 40791], [40792, 40792], [40793, 40793], [40794, 40794], [40795, 40796], [40797, 40798], [40799, 40799], [40800, 40800], [40801, 40802], [40803, 40803], [40804, 40805], [40806, 40806], [40807, 40807], [40808, 40808], [40809, 40812], [40813, 40814], [40815, 40816], [40817, 40818], [40819, 40819], [40820, 40821], [40822, 40822], [40823, 40824], [40825, 40825], [40826, 40827], [40828, 40834], [40835, 40836], [40837, 40837], [40838, 40838], [40839, 40840], [40841, 40841], [40842, 40843], [40844, 40844], [40845, 40847], [40848, 40849], [40850, 40852], [40853, 40853], [40854, 40854], [40855, 40855], [40856, 40857], [40858, 40859], [40860, 40860], [40861, 40864], [40865, 40867], [40868, 40869], [40870, 40870], [40871, 40873], [40874, 40876], [40877, 40878], [40879, 40880], [40881, 40881], [40882, 40884], [40885, 40885], [40886, 40886], [40887, 40888], [40889, 40891], [40892, 40892], [40893, 40893], [40894, 40894], [40895, 40896], [40897, 40897], [40898, 40900], [40901, 40901], [40902, 40909], [40910, 40912], [40913, 40916], [40917, 40918], [40919, 40919], [40920, 40921], [40922, 40924], [40925, 40932], [40933, 40937], [40938, 40938], [40939, 40945], [40946, 40946], [40947, 40953], [40954, 40954], [40955, 40956], [40957, 40959], [40960, 40962], [40963, 40963], [40964, 40965], [40966, 40967], [40968, 40970], [40971, 40971], [40972, 40973], [40974, 40975], [40976, 40976], [40977, 40978], [40979, 40984], [40985, 40990], [40991, 40992], [40993, 40993], [40994, 40995], [40996, 40996], [40997, 40997], [40998, 41001], [41002, 41002], [41003, 41004], [41005, 41007], [41008, 41015], [41016, 41016], [41017, 41018], [41019, 41019], [41020, 41021], [41022, 41022], [41023, 41024], [41025, 41029], [41030, 41031], [41032, 41032], [41033, 41037], [41038, 41039], [41040, 41040], [41041, 41042], [41043, 41044], [41045, 41047], [41048, 41048], [41049, 41049], [41050, 41050], [41051, 41053], [41054, 41057], [41058, 41061], [41062, 41062], [41063, 41063], [41064, 41064], [41065, 41068], [41069, 41069], [41070, 41070], [41071, 41073], [41074, 41076], [41077, 41078], [41079, 41080], [41081, 41083], [41084, 41087], [41088, 41095], [41096, 41097], [41098, 41100], [41101, 41105], [41106, 41107], [41108, 41112], [41113, 41115], [41116, 41118], [41119, 41119], [41120, 41121], [41122, 41122], [41123, 41124], [41125, 41127], [41128, 41130], [41131, 41133], [41134, 41136], [41137, 41137], [41138, 41138], [41139, 41141], [41142, 41145], [41146, 41149], [41150, 41285], [41286, 41386], [41387, 41572], [41573, 41641], [41642, 41712], [41713, 41793], [41794, 41798], [41799, 41895], [41896, 41926], [41927, 42024], [42025, 42147], [42148, 42403], [42404, 42659], [42660, 42812], [42813, 42817], [42818, 42914], [42915, 43170], [43171, 43426], [43427, 43586], [43587, 43681], [43682, 43834], [43835, 43839], [43840, 43854], [43855, 43855], [43856, 43856], [43857, 43931], [43932, 44046], [44047, 44186], [44187, 44442], [44443, 44628], [44629, 44682], [44683, 44690], [44691, 44695], [44696, 44754], [44755, 44773], [44774, 44846], [44847, 44851], [44852, 44948], [44949, 45204], [45205, 45460], [45461, 45716], [45717, 45869], [45870, 45874], [45875, 45971], [45972, 46090], [46091, 46226], [46227, 46482], [46483, 46738], [46739, 46891], [46892, 46896], [46897, 46993], [46994, 47249], [47250, 47505], [47506, 47717], [47718, 47720], [47721, 47721], [47722, 47723], [47724, 47725], [47726, 47726], [47727, 47730], [47731, 47732], [47733, 47735], [47736, 47737], [47738, 47741], [47742, 47742], [47743, 47747], [47748, 47748], [47749, 47750], [47751, 47757], [47758, 47758], [47759, 47765], [47766, 47768], [47769, 47769], [47770, 47771], [47772, 47772], [47773, 47776], [47777, 47778], [47779, 47779], [47780, 47780], [47781, 47787], [47788, 47788], [47789, 47790], [47791, 47793], [47794, 47794], [47795, 47802], [47803, 47803], [47804, 47806], [47807, 47808], [47809, 47810], [47811, 47828], [47829, 47831], [47832, 47832], [47833, 47834], [47835, 47839], [47840, 47840], [47841, 47844], [47845, 47849], [47850, 47850], [47851, 47853], [47854, 47855], [47856, 47856], [47857, 47859], [47860, 47861], [47862, 47862], [47863, 47863], [47864, 47864], [47865, 47866], [47867, 47867], [47868, 47872], [47873, 47873], [47874, 47876], [47877, 47882], [47883, 47883], [47884, 47890], [47891, 47892], [47893, 47897], [47898, 47904], [47905, 47906], [47907, 47908], [47909, 47910], [47911, 47911], [47912, 47912], [47913, 47916], [47917, 47920], [47921, 47921], [47922, 47923], [47924, 47934], [47935, 47938], [47939, 47944], [47945, 47947], [47948, 47949], [47950, 47950], [47951, 47952], [47953, 47966], [47967, 47971], [47972, 47973], [47974, 47974], [47975, 47975], [47976, 47980], [47981, 47982], [47983, 47983], [47984, 47989], [47990, 47990], [47991, 47995], [47996, 47998], [47999, 48008], [48009, 48012], [48013, 48015], [48016, 48017], [48018, 48020], [48021, 48025], [48026, 48026], [48027, 48027], [48028, 48028], [48029, 48030], [48031, 48037], [48038, 48039], [48040, 48040], [48041, 48042], [48043, 48047], [48048, 48054], [48055, 48056], [48057, 48066], [48067, 48070], [48071, 48072], [48073, 48074], [48075, 48077], [48078, 48084], [48085, 48085], [48086, 48088], [48089, 48102], [48103, 48110], [48111, 48115], [48116, 48116], [48117, 48119], [48120, 48124], [48125, 48125], [48126, 48127], [48128, 48129], [48130, 48131], [48132, 48132], [48133, 48135], [48136, 48138], [48139, 48142], [48143, 48143], [48144, 48144], [48145, 48148], [48149, 48150], [48151, 48151], [48152, 48152], [48153, 48159], [48160, 48161], [48162, 48168], [48169, 48169], [48170, 48172], [48173, 48173], [48174, 48180], [48181, 48181], [48182, 48188], [48189, 48191], [48192, 48207], [48208, 48210], [48211, 48212], [48213, 48228], [48229, 48232], [48233, 48234], [48235, 48239], [48240, 48242], [48243, 48244], [48245, 48245], [48246, 48247], [48248, 48248], [48249, 48250], [48251, 48251], [48252, 48253], [48254, 48258], [48259, 48259], [48260, 48262], [48263, 48263], [48264, 48266], [48267, 48268], [48269, 48269], [48270, 48271], [48272, 48275], [48276, 48276], [48277, 48278], [48279, 48279], [48280, 48281], [48282, 48284], [48285, 48287], [48288, 48288], [48289, 48289], [48290, 48291], [48292, 48293], [48294, 48294], [48295, 48296], [48297, 48297], [48298, 48301], [48302, 48304], [48305, 48307], [48308, 48310], [48311, 48313], [48314, 48314], [48315, 48316], [48317, 48320], [48321, 48322], [48323, 48323], [48324, 48325], [48326, 48327], [48328, 48328], [48329, 48329], [48330, 48331], [48332, 48334], [48335, 48335], [48336, 48336], [48337, 48344], [48345, 48345], [48346, 48346], [48347, 48347], [48348, 48348], [48349, 48355], [48356, 48356], [48357, 48358], [48359, 48361], [48362, 48363], [48364, 48365], [48366, 48366], [48367, 48367], [48368, 48368], [48369, 48371], [48372, 48373], [48374, 48374], [48375, 48376], [48377, 48378], [48379, 48385], [48386, 48387], [48388, 48391], [48392, 48392], [48393, 48393], [48394, 48395], [48396, 48399], [48400, 48410], [48411, 48411], [48412, 48412], [48413, 48416], [48417, 48426], [48427, 48429], [48430, 48435], [48436, 48437], [48438, 48441], [48442, 48442], [48443, 48443], [48444, 48445], [48446, 48446], [48447, 48448], [48449, 48449], [48450, 48451], [48452, 48452], [48453, 48456], [48457, 48457], [48458, 48458], [48459, 48460], [48461, 48461], [48462, 48463], [48464, 48465], [48466, 48468], [48469, 48470], [48471, 48472], [48473, 48473], [48474, 48476], [48477, 48479], [48480, 48484], [48485, 48485], [48486, 48486], [48487, 48487], [48488, 48489], [48490, 48490], [48491, 48492], [48493, 48496], [48497, 48499], [48500, 48500], [48501, 48501], [48502, 48505], [48506, 48506], [48507, 48508], [48509, 48509], [48510, 48510], [48511, 48512], [48513, 48515], [48516, 48518], [48519, 48519], [48520, 48522], [48523, 48525], [48526, 48527], [48528, 48528], [48529, 48531], [48532, 48532], [48533, 48536], [48537, 48537], [48538, 48539], [48540, 48541], [48542, 48542], [48543, 48543], [48544, 48545], [48546, 48547], [48548, 48553], [48554, 48558], [48559, 48559], [48560, 48561], [48562, 48564], [48565, 48566], [48567, 48567], [48568, 48569], [48570, 48570], [48571, 48573], [48574, 48574], [48575, 48575], [48576, 48579], [48580, 48580], [48581, 48581], [48582, 48583], [48584, 48586], [48587, 48591], [48592, 48593], [48594, 48595], [48596, 48597], [48598, 48598], [48599, 48600], [48601, 48602], [48603, 48604], [48605, 48605], [48606, 48608], [48609, 48610], [48611, 48611], [48612, 48612], [48613, 48613], [48614, 48615], [48616, 48617], [48618, 48618], [48619, 48620], [48621, 48621], [48622, 48623], [48624, 48625], [48626, 48630], [48631, 48633], [48634, 48634], [48635, 48635], [48636, 48637], [48638, 48639], [48640, 48640], [48641, 48641], [48642, 48644], [48645, 48646], [48647, 48650], [48651, 48651], [48652, 48653], [48654, 48655], [48656, 48658], [48659, 48659], [48660, 48661], [48662, 48662], [48663, 48666], [48667, 48667], [48668, 48668], [48669, 48670], [48671, 48678], [48679, 48679], [48680, 48682], [48683, 48683], [48684, 48685], [48686, 48687], [48688, 48691], [48692, 48693], [48694, 48695], [48696, 48696], [48697, 48697], [48698, 48698], [48699, 48700], [48701, 48703], [48704, 48704], [48705, 48707], [48708, 48708], [48709, 48709], [48710, 48711], [48712, 48713], [48714, 48714], [48715, 48716], [48717, 48720], [48721, 48723], [48724, 48724], [48725, 48726], [48727, 48727], [48728, 48728], [48729, 48730], [48731, 48731], [48732, 48733], [48734, 48735], [48736, 48737], [48738, 48739], [48740, 48741], [48742, 48744], [48745, 48748], [48749, 48750], [48751, 48751], [48752, 48753], [48754, 48754], [48755, 48756], [48757, 48757], [48758, 48758], [48759, 48761], [48762, 48767], [48768, 48768], [48769, 48773], [48774, 48775], [48776, 48783], [48784, 48785], [48786, 48787], [48788, 48789], [48790, 48791], [48792, 48795], [48796, 48796], [48797, 48800], [48801, 48803], [48804, 48806], [48807, 48807], [48808, 48808], [48809, 48812], [48813, 48823], [48824, 48825], [48826, 48827], [48828, 48830], [48831, 48831], [48832, 48833], [48834, 48836], [48837, 48842], [48843, 48846], [48847, 48848], [48849, 48852], [48853, 48853], [48854, 48855], [48856, 48859], [48860, 48870], [48871, 48873], [48874, 48876], [48877, 48878], [48879, 48881], [48882, 48883], [48884, 48884], [48885, 48885], [48886, 48888], [48889, 48890], [48891, 48891], [48892, 48896], [48897, 48897], [48898, 48899], [48900, 48902], [48903, 48904], [48905, 48905], [48906, 48907], [48908, 48908], [48909, 48910], [48911, 48916], [48917, 48917], [48918, 48922], [48923, 48924], [48925, 48928], [48929, 48938], [48939, 48940], [48941, 48945], [48946, 48948], [48949, 48949], [48950, 48951], [48952, 48952], [48953, 48955], [48956, 48957], [48958, 48958], [48959, 48960], [48961, 48963], [48964, 48965], [48966, 48969], [48970, 48977], [48978, 48982], [48983, 48983], [48984, 48984], [48985, 48985], [48986, 48994], [48995, 48995], [48996, 49000], [49001, 49002], [49003, 49004], [49005, 49005], [49006, 49007], [49008, 49008], [49009, 49009], [49010, 49011], [49012, 49014], [49015, 49027], [49028, 49029], [49030, 49030], [49031, 49031], [49032, 49032], [49033, 49033], [49034, 49036], [49037, 49037], [49038, 49043], [49044, 49049], [49050, 49056], [49057, 49060], [49061, 49062], [49063, 49068], [49069, 49078], [49079, 49087], [49088, 49088], [49089, 49091], [49092, 49092], [49093, 49093], [49094, 49094], [49095, 49100], [49101, 49108], [49109, 49111], [49112, 49123], [49124, 49124], [49125, 49136], [49137, 49138], [49139, 49139], [49140, 49141], [49142, 49142], [49143, 49144], [49145, 49145], [49146, 49146], [49147, 49147], [49148, 49149], [49150, 49155], [49156, 49157], [49158, 49161], [49162, 49162], [49163, 49164], [49165, 49165], [49166, 49166], [49167, 49171], [49172, 49181], [49182, 49182], [49183, 49183], [49184, 49184], [49185, 49186], [49187, 49188], [49189, 49195], [49196, 49202], [49203, 49203], [49204, 49207], [49208, 49216], [49217, 49220], [49221, 49221], [49222, 49223], [49224, 49226], [49227, 49227], [49228, 49228], [49229, 49232], [49233, 49234], [49235, 49235], [49236, 49246], [49247, 49247], [49248, 49248], [49249, 49255], [49256, 49258], [49259, 49264], [49265, 49269], [49270, 49270], [49271, 49276], [49277, 49279], [49280, 49288], [49289, 49289], [49290, 49291], [49292, 49296], [49297, 49301], [49302, 49304], [49305, 49312], [49313, 49322], [49323, 49324], [49325, 49326], [49327, 49329], [49330, 49332], [49333, 49336], [49337, 49346], [49347, 49348], [49349, 49349], [49350, 49360], [49361, 49367], [49368, 49368], [49369, 49376], [49377, 49385], [49386, 49387], [49388, 49388], [49389, 49391], [49392, 49393], [49394, 49395], [49396, 49399], [49400, 49409], [49410, 49413], [49414, 49415], [49416, 49419], [49420, 49420], [49421, 49422], [49423, 49423], [49424, 49426], [49427, 49429], [49430, 49434], [49435, 49436], [49437, 49441], [49442, 49443], [49444, 49444], [49445, 49445], [49446, 49451], [49452, 49454], [49455, 49456], [49457, 49457], [49458, 49458], [49459, 49469], [49470, 49471], [49472, 49472], [49473, 49475], [49476, 49477], [49478, 49480], [49481, 49490], [49491, 49493], [49494, 49495], [49496, 49498], [49499, 49499], [49500, 49508], [49509, 49511], [49512, 49512], [49513, 49527], [49528, 49528], [49529, 49546], [49547, 49547], [49548, 49556], [49557, 49558], [49559, 49559], [49560, 49565], [49566, 49569], [49570, 49570], [49571, 49573], [49574, 49576], [49577, 49578], [49579, 49581], [49582, 49582], [49583, 49588], [49589, 49589], [49590, 49593], [49594, 49602], [49603, 49603], [49604, 49604], [49605, 49611], [49612, 49613], [49614, 49614], [49615, 49616], [49617, 49619], [49620, 49631], [49632, 49635], [49636, 49636], [49637, 49638], [49639, 49640], [49641, 49693], [49694, 49697], [49698, 49724], [49725, 49749], [49750, 49753], [49754, 49791], [49792, 49841], [49842, 49954], [49955, 50001], [50002, 50006], [50007, 50011], [50012, 50015], [50016, 50017], [50018, 50022], [50023, 50029], [50030, 50030], [50031, 50034], [50035, 50038], [50039, 50041], [50042, 50044], [50045, 50045], [50046, 50051], [50052, 50052], [50053, 50055], [50056, 50059], [50060, 50061], [50062, 50070], [50071, 50076], [50077, 50082], [50083, 50083], [50084, 50090], [50091, 50091], [50092, 50092], [50093, 50093], [50094, 50095], [50096, 50100], [50101, 50101], [50102, 50109], [50110, 50112], [50113, 50128], [50129, 50132], [50133, 50141], [50142, 50143], [50144, 50154], [50155, 50156], [50157, 50158], [50159, 50159], [50160, 50169], [50170, 50171], [50172, 50172], [50173, 50174], [50175, 50175], [50176, 50180], [50181, 50186], [50187, 50187], [50188, 50189], [50190, 50190], [50191, 50194], [50195, 50195], [50196, 50196], [50197, 50197], [50198, 50205], [50206, 50207], [50208, 50209], [50210, 50212], [50213, 50214], [50215, 50216], [50217, 50217], [50218, 50229], [50230, 50234], [50235, 50241], [50242, 50242], [50243, 50243], [50244, 50248], [50249, 50249], [50250, 50250], [50251, 50252], [50253, 50253], [50254, 50264], [50265, 50271], [50272, 50272], [50273, 50273], [50274, 50275], [50276, 50279], [50280, 50287], [50288, 50289], [50290, 50291], [50292, 50294], [50295, 50304], [50305, 50306], [50307, 50307], [50308, 50308], [50309, 50315], [50316, 50318], [50319, 50320], [50321, 50326], [50327, 50331], [50332, 50334], [50335, 50340], [50341, 50341], [50342, 50345], [50346, 50348], [50349, 50352], [50353, 50361], [50362, 50362], [50363, 50374], [50375, 50376], [50377, 50401], [50402, 50409], [50410, 50411], [50412, 50412], [50413, 50414], [50415, 50424], [50425, 50427], [50428, 50430], [50431, 50435], [50436, 50436], [50437, 50438], [50439, 50443], [50444, 50444], [50445, 50446], [50447, 50447], [50448, 50448], [50449, 50449], [50450, 50452], [50453, 50453], [50454, 50455], [50456, 50458], [50459, 50459], [50460, 50460], [50461, 50461], [50462, 50464], [50465, 50465], [50466, 50466], [50467, 50468], [50469, 50469], [50470, 50471], [50472, 50473], [50474, 50476], [50477, 50478], [50479, 50480], [50481, 50483], [50484, 50485], [50486, 50487], [50488, 50488], [50489, 50489], [50490, 50490], [50491, 50492], [50493, 50496], [50497, 50497], [50498, 50498], [50499, 50500], [50501, 50502], [50503, 50509], [50510, 50510], [50511, 50511], [50512, 50522], [50523, 50524], [50525, 50525], [50526, 50528], [50529, 50529], [50530, 50531], [50532, 50532], [50533, 50533], [50534, 50535], [50536, 50542], [50543, 50549], [50550, 50550], [50551, 50551], [50552, 50552], [50553, 50555], [50556, 50556], [50557, 50559], [50560, 50561], [50562, 50562], [50563, 50564], [50565, 50565], [50566, 50566], [50567, 50567], [50568, 50569], [50570, 50572], [50573, 50573], [50574, 50574], [50575, 50576], [50577, 50577], [50578, 50578], [50579, 50580], [50581, 50581], [50582, 50583], [50584, 50585], [50586, 50586], [50587, 50589], [50590, 50591], [50592, 50592], [50593, 50594], [50595, 50597], [50598, 50599], [50600, 50600], [50601, 50602], [50603, 50605], [50606, 50606], [50607, 50607], [50608, 50608], [50609, 50610], [50611, 50611], [50612, 50613], [50614, 50614], [50615, 50615], [50616, 50617], [50618, 50619], [50620, 50621], [50622, 50622], [50623, 50630], [50631, 50632], [50633, 50635], [50636, 50637], [50638, 50640], [50641, 50642], [50643, 50652], [50653, 50653], [50654, 50654], [50655, 50655], [50656, 50656], [50657, 50658], [50659, 50665], [50666, 50668], [50669, 50670], [50671, 50671], [50672, 50676], [50677, 50678], [50679, 50680], [50681, 50682], [50683, 50684], [50685, 50685], [50686, 50686], [50687, 50687], [50688, 50689], [50690, 50691], [50692, 50694], [50695, 50696], [50697, 50697], [50698, 50700], [50701, 50703], [50704, 50705], [50706, 50706], [50707, 50707], [50708, 50710], [50711, 50712], [50713, 50713], [50714, 50716], [50717, 50717], [50718, 50718], [50719, 50720], [50721, 50721], [50722, 50725], [50726, 50727], [50728, 50733], [50734, 50736], [50737, 50738], [50739, 50739], [50740, 50743], [50744, 50841], [50842, 50952], [50953, 50993], [50994, 50998], [50999, 51095], [51096, 51154], [51155, 51253], [51254, 51255], [51256, 51256], [51257, 51346], [51347, 51551], [51552, 51552], [51553, 51555], [51556, 51599], [51600, 51686], [51687, 51694], [51695, 51695], [51696, 51719], [51720, 51720], [51721, 51819], [51820, 51820], [51821, 51835], [51836, 51988], [51989, 51993], [51994, 52001], [52002, 52002], [52003, 52009], [52010, 52075], [52076, 52116], [52117, 52133], [52134, 52329], [52330, 52464], [52465, 52546], [52547, 52555], [52556, 52580], [52581, 52650], [52651, 52709], [52710, 52714], [52715, 52808], [52809, 52816], [52817, 52818], [52819, 52830], [52831, 52901], [52902, 52982], [52983, 52987], [52988, 52997], [52998, 53006], [53007, 53015], [53016, 53081], [53082, 53082], [53083, 53083], [53084, 53084], [53085, 53130], [53131, 53144], [53145, 53150], [53151, 53337], [53338, 53556], [53557, 53592], [53593, 53593], [53594, 53849], [53850, 54068], [54069, 54073], [54074, 54097], [54098, 54100], [54101, 54102], [54103, 54298], [54299, 54299], [54300, 54306], [54307, 54351], [54352, 54607], [54608, 54626], [54627, 54862], [54863, 54894], [54895, 55080], [55081, 55085], [55086, 55116], [55117, 55222], [55223, 55315], [55316, 55370], [55371, 55503], [55504, 55625], [55626, 55797], [55798, 55801], [55802, 55805], [55806, 55813], [55814, 55816], [55817, 55817], [55818, 55820], [55821, 55823], [55824, 55825], [55826, 55827], [55828, 55828], [55829, 55829], [55830, 55832], [55833, 55833], [55834, 55837], [55838, 55846], [55847, 55848], [55849, 55850], [55851, 55851], [55852, 55852], [55853, 55854], [55855, 55855], [55856, 55856], [55857, 55857], [55858, 55858], [55859, 55866], [55867, 55869], [55870, 55871], [55872, 55875], [55876, 55877], [55878, 55882], [55883, 55884], [55885, 55887], [55888, 55895], [55896, 55902], [55903, 55904], [55905, 55907], [55908, 55908], [55909, 55909], [55910, 55911], [55912, 55923], [55924, 55926], [55927, 55931], [55932, 55934], [55935, 55947], [55948, 55950], [55951, 55952], [55953, 55967], [55968, 55969], [55970, 55971], [55972, 55974], [55975, 55975], [55976, 55978], [55979, 55980], [55981, 55981], [55982, 55992], [55993, 55993], [55994, 55994], [55995, 56009], [56010, 56039], [56040, 56044], [56045, 56070], [56071, 56074], [56075, 56076], [56077, 56117], [56118, 56118], [56119, 56125], [56126, 56129], [56130, 56148], [56149, 56169], [56170, 56184], [56185, 56185], [56186, 56187], [56188, 56189], [56190, 56208], [56209, 56213], [56214, 56260], [56261, 56261], [56262, 56266], [56267, 56273], [56274, 56298], [56299, 56305], [56306, 56307], [56308, 56309], [56310, 56310], [56311, 56317], [56318, 56319], [56320, 56321], [56322, 56322], [56323, 56323], [56324, 56328], [56329, 56330], [56331, 56331], [56332, 56332], [56333, 56334], [56335, 56335], [56336, 56337], [56338, 56345], [56346, 56346], [56347, 56351], [56352, 56354], [56355, 56359], [56360, 56365], [56366, 56366], [56367, 56368], [56369, 56373], [56374, 56376], [56377, 56377], [56378, 56380], [56381, 56382], [56383, 56394], [56395, 56402], [56403, 56404], [56405, 56417], [56418, 56419], [56420, 56420], [56421, 56422], [56423, 56431], [56432, 56432], [56433, 56434], [56435, 56435], [56436, 56442], [56443, 56443], [56444, 56445], [56446, 56447], [56448, 56450], [56451, 56460], [56461, 56463], [56464, 56465], [56466, 56467], [56468, 56470], [56471, 56472], [56473, 56477], [56478, 56490], [56491, 56497], [56498, 56499], [56500, 56501], [56502, 56504], [56505, 56512], [56513, 56516], [56517, 56517], [56518, 56518], [56519, 56521], [56522, 56524], [56525, 56525], [56526, 56526], [56527, 56529], [56530, 56537], [56538, 56538], [56539, 56542], [56543, 56543], [56544, 56545], [56546, 56546], [56547, 56548], [56549, 56552], [56553, 56554], [56555, 56555], [56556, 56558], [56559, 56560], [56561, 56561], [56562, 56565], [56566, 56566], [56567, 56576], [56577, 56578], [56579, 56583], [56584, 56588], [56589, 56590], [56591, 56591], [56592, 56593], [56594, 56596], [56597, 56597], [56598, 56604], [56605, 56607], [56608, 56610], [56611, 56612], [56613, 56617], [56618, 56619], [56620, 56620], [56621, 56621], [56622, 56623], [56624, 56624], [56625, 56627], [56628, 56628], [56629, 56633], [56634, 56637], [56638, 56640], [56641, 56643], [56644, 56644], [56645, 56649], [56650, 56656], [56657, 56690], [56691, 56692], [56693, 56694], [56695, 56698], [56699, 56807], [56808, 56808], [56809, 56809], [56810, 56810], [56811, 56811], [56812, 56812], [56813, 56815], [56816, 56816], [56817, 56817], [56818, 56819], [56820, 56823], [56824, 56824], [56825, 56826], [56827, 56827], [56828, 56829], [56830, 56830], [56831, 56831], [56832, 56832], [56833, 56833], [56834, 56836], [56837, 56837], [56838, 56839], [56840, 56840], [56841, 56841], [56842, 56842], [56843, 56843], [56844, 56844], [56845, 56845], [56846, 56846], [56847, 56847], [56848, 56848], [56849, 56849], [56850, 56851], [56852, 56853], [56854, 56855], [56856, 56856], [56857, 56858], [56859, 56859], [56860, 56860], [56861, 56862], [56863, 56864], [56865, 56865], [56866, 56866], [56867, 56868], [56869, 56870], [56871, 56872], [56873, 56873], [56874, 56874], [56875, 56875], [56876, 56876], [56877, 56877], [56878, 56878], [56879, 56879], [56880, 56880], [56881, 56883], [56884, 56884], [56885, 56886], [56887, 56888], [56889, 56889], [56890, 57023], [57024, 57049], [57050, 57104], [57105, 57360], [57361, 57535], [57536, 57615], [57616, 57667], [57668, 57699], [57700, 57832], [57833, 57837], [57838, 57868], [57869, 58056], [58057, 58057], [58058, 58069], [58070, 58124], [58125, 58380], [58381, 58485], [58486, 58635], [58636, 58854], [58855, 58859], [58860, 58890], [58891, 58959], [58960, 59042], [59043, 59088], [59089, 59143], [59144, 59177], [59178, 59371], [59372, 59397], [59398, 59653], [59654, 59872], [59873, 59877], [59878, 59908], [59909, 60164], [60165, 60263], [60264, 60265], [60266, 60267], [60268, 60269], [60270, 60270], [60271, 60271], [60272, 60273], [60274, 60274], [60275, 60275], [60276, 60277], [60278, 60278], [60279, 60280], [60281, 60281], [60282, 60282], [60283, 60284], [60285, 60286], [60287, 60287], [60288, 60288], [60289, 60290], [60291, 60291], [60292, 60292], [60293, 60293], [60294, 60294], [60295, 60295], [60296, 60297], [60298, 60300], [60301, 60301], [60302, 60302], [60303, 60303], [60304, 60307], [60308, 60308], [60309, 60309], [60310, 60311], [60312, 60313], [60314, 60314], [60315, 60315], [60316, 60316], [60317, 60317], [60318, 60318], [60319, 60319], [60320, 60322], [60323, 60327], [60328, 60328], [60329, 60329], [60330, 60330], [60331, 60331], [60332, 60332], [60333, 60333], [60334, 60334], [60335, 60338], [60339, 60343], [60344, 60345], [60346, 60346], [60347, 60348], [60349, 60349], [60350, 60350], [60351, 60351], [60352, 60352], [60353, 60353], [60354, 60354], [60355, 60355], [60356, 60356], [60357, 60358], [60359, 60360], [60361, 60362], [60363, 60363], [60364, 60364], [60365, 60368], [60369, 60369], [60370, 60370], [60371, 60372], [60373, 60374], [60375, 60376], [60377, 60378], [60379, 60379], [60380, 60382], [60383, 60383], [60384, 60384], [60385, 60385], [60386, 60388], [60389, 60389], [60390, 60390], [60391, 60391], [60392, 60392], [60393, 60393], [60394, 60394], [60395, 60395], [60396, 60396], [60397, 60397], [60398, 60398], [60399, 60402], [60403, 60404], [60405, 60406], [60407, 60407], [60408, 60408], [60409, 60409], [60410, 60410], [60411, 60411], [60412, 60414], [60415, 60415], [60416, 60416], [60417, 60417], [60418, 60418], [60419, 60419], [60420, 60420], [60421, 60421], [60422, 60423], [60424, 60425], [60426, 60426], [60427, 60427], [60428, 60429], [60430, 60430], [60431, 60431], [60432, 60432], [60433, 60433], [60434, 60436], [60437, 60437], [60438, 60439], [60440, 60440], [60441, 60441], [60442, 60442], [60443, 60446], [60447, 60449], [60450, 60451], [60452, 60452], [60453, 60456], [60457, 60457], [60458, 60460], [60461, 60463], [60464, 60464], [60465, 60466], [60467, 60467], [60468, 60468], [60469, 60469], [60470, 60470], [60471, 60471], [60472, 60472], [60473, 60474], [60475, 60475], [60476, 60477], [60478, 60478], [60479, 60479], [60480, 60482], [60483, 60484], [60485, 60485], [60486, 60488], [60489, 60489], [60490, 60492], [60493, 60494], [60495, 60496], [60497, 60497], [60498, 60501], [60502, 60504], [60505, 60506], [60507, 60507], [60508, 60508], [60509, 60510], [60511, 60511], [60512, 60513], [60514, 60514], [60515, 60517], [60518, 60519], [60520, 60521], [60522, 60523], [60524, 60524], [60525, 60527], [60528, 60528], [60529, 60530], [60531, 60533], [60534, 60535], [60536, 60536], [60537, 60538], [60539, 60539], [60540, 60542], [60543, 60543], [60544, 60544], [60545, 60546], [60547, 60548], [60549, 60550], [60551, 60554], [60555, 60558], [60559, 60559], [60560, 60560], [60561, 60561], [60562, 60562], [60563, 60563], [60564, 60565], [60566, 60566], [60567, 60567], [60568, 60569], [60570, 60573], [60574, 60574], [60575, 60577], [60578, 60579], [60580, 60581], [60582, 60582], [60583, 60583], [60584, 60584], [60585, 60586], [60587, 60587], [60588, 60588], [60589, 60592], [60593, 60593], [60594, 60594], [60595, 60597], [60598, 60598], [60599, 60599], [60600, 60600], [60601, 60601], [60602, 60606], [60607, 60607], [60608, 60611], [60612, 60612], [60613, 60614], [60615, 60616], [60617, 60617], [60618, 60619], [60620, 60620], [60621, 60621], [60622, 60622], [60623, 60623], [60624, 60624], [60625, 60629], [60630, 60630], [60631, 60631], [60632, 60632], [60633, 60633], [60634, 60634], [60635, 60635], [60636, 60638], [60639, 60639], [60640, 60642], [60643, 60643], [60644, 60645], [60646, 60647], [60648, 60648], [60649, 60650], [60651, 60659], [60660, 60661], [60662, 60663], [60664, 60770], [60771, 60874], [60875, 60876], [60877, 60877], [60878, 60878], [60879, 60880], [60881, 60881], [60882, 61016], [61017, 61272], [61273, 61448], [61449, 61490], [61491, 61495], [61496, 61526], [61527, 61623], [61624, 61759], [61760, 61780], [61781, 61983], [61984, 62035], [62036, 62104], [62105, 62106], [62107, 62108], [62109, 62111], [62112, 62112], [62113, 62222], [62223, 62284], [62285, 62353], [62354, 62502], [62503, 62507], [62508, 62538], [62539, 62794], [62795, 63050], [63051, 63247], [63248, 63305], [63306, 63354], [63355, 63523], [63524, 63528], [63529, 63559], [63560, 63815], [63816, 64071], [64072, 64277], [64278, 64326], [64327, 64545], [64546, 64547], [64548, 64549], [64550, 64580], [64581, 64836], [64837, 64837], [64838, 65091], [65092, 65347], [65348, 65566], [65567, 65571], [65572, 65602], [65603, 65684], [65685, 65857], [65858, 65882], [65883, 66004], [66005, 66111], [66112, 66321], [66322, 66366], [66367, 66585], [66586, 66590], [66591, 66621], [66622, 66877], [66878, 67133], [67134, 67255], [67256, 67388], [67389, 67607], [67608, 67612], [67613, 67643], [67644, 67899], [67900, 68155], [68156, 68411], [68412, 68630], [68631, 68635], [68636, 68666], [68667, 68922], [68923, 69123], [69124, 69142], [69143, 69175], [69176, 69241], [69242, 69430], [69431, 69642], [69643, 69643], [69644, 69646], [69647, 69651], [69652, 69682], [69683, 69938], [69939, 69983], [69984, 70193], [70194, 70449], [70450, 70668], [70669, 70673], [70674, 70704], [70705, 70960], [70961, 71005], [71006, 71053], [71054, 71085], [71086, 71212], [71213, 71468], [71469, 71687], [71688, 71692], [71693, 71723], [71724, 71979], [71980, 72235], [72236, 72482], [72483, 72484], [72485, 72489], [72490, 72708], [72709, 72713], [72714, 72744], [72745, 72908], [72909, 72999], [73000, 73109], [73110, 73254], [73255, 73510], [73511, 73729], [73730, 73734], [73735, 73765], [73766, 74021], [74022, 74054], [74055, 74276], [74277, 74532], [74533, 74751], [74752, 74756], [74757, 74787], [74788, 75043], [75044, 75084], [75085, 75158], [75159, 75297], [75298, 75553], [75554, 75772], [75773, 75777], [75778, 75797], [75798, 75807], [75808, 76063], [76064, 76319], [76320, 76575], [76576, 76794], [76795, 76799], [76800, 76830], [76831, 77007], [77008, 77085], [77086, 77241], [77242, 77242], [77243, 77243], [77244, 77244], [77245, 77245], [77246, 77334], [77335, 77404], [77405, 77589], [77590, 77808], [77809, 77813], [77814, 77826], [77827, 77840], [77841, 78042], [78043, 78095], [78096, 78351], [78352, 78607], [78608, 78664], [78665, 78785], [78786, 78824], [78825, 78829], [78830, 78860], [78861, 78976], [78977, 79115], [79116, 79253], [79254, 79370], [79371, 79422], [79423, 79625], [79626, 79771], [79772, 79843], [79844, 79848], [79849, 79879], [79880, 80135], [80136, 80162], [80163, 80172], [80173, 80389], [80390, 80514], [80515, 80517], [80518, 80521], [80522, 80629], [80630, 80848], [80849, 80853], [80854, 80874], [80875, 80879], [80880, 81135], [81136, 81391], [81392, 81647], [81648, 81688], [81689, 81865], [81866, 81870], [81871, 81893], [81894, 81899], [81900, 81900], [81901, 82156], [82157, 82412], [82413, 82668], [82669, 82718], [82719, 82893], [82894, 82898], [82899, 82922], [82923, 83178], [83179, 83319], [83320, 83431], [83432, 83687], [83688, 83913], [83914, 83918], [83919, 83942], [83943, 84198], [84199, 84340], [84341, 84452], [84453, 84454], [84455, 84710], [84711, 84936], [84937, 84941], [84942, 84960], [84961, 84962], [84963, 85170], [85171, 85217], [85218, 85271], [85272, 85436], [85437, 85471], [85472, 85474], [85475, 85484], [85485, 85724], [85725, 85876], [85877, 85944], [85945, 85948], [85949, 85953], [85954, 85974], [85975, 85976], [85977, 85991], [85992, 85992], [85993, 86228], [86229, 86484], [86485, 86499], [86500, 86519], [86520, 86738], [86739, 86739], [86740, 86855], [86856, 86963], [86964, 86968], [86969, 86989], [86990, 86991], [86992, 87247], [87248, 87371], [87372, 87502], [87503, 87749], [87750, 87756], [87757, 87982], [87983, 87987], [87988, 88008], [88009, 88010], [88011, 88266], [88267, 88451], [88452, 88521], [88522, 88769], [88770, 88776], [88777, 88789], [88790, 89001], [89002, 89006], [89007, 89027], [89028, 89029], [89030, 89170], [89171, 89241], [89242, 89242], [89243, 89285], [89286, 89541], [89542, 89733], [89734, 89796], [89797, 90022], [90023, 90027], [90028, 90048], [90049, 90050], [90051, 90306], [90307, 90562], [90563, 90818], [90819, 91044], [91045, 91049], [91050, 91073], [91074, 91329], [91330, 91585], [91586, 91841], [91842, 92067], [92068, 92072], [92073, 92096], [92097, 92352], [92353, 92415], [92416, 92607], [92608, 92863], [92864, 93089], [93090, 93094], [93095, 93118], [93119, 93130], [93131, 93131], [93132, 93372], [93373, 93628], [93629, 93884], [93885, 94110], [94111, 94115], [94116, 94139], [94140, 94395], [94396, 94651], [94652, 94867], [94868, 94906], [94907, 95132], [95133, 95137], [95138, 95161], [95162, 95417], [95418, 95478], [95479, 95672], [95673, 95928], [95929, 96154], [96155, 96159], [96160, 96183], [96184, 96243], [96244, 96266], [96267, 96267], [96268, 96389], [96390, 96390], [96391, 96394], [96395, 96403], [96404, 96404], [96405, 96421], [96422, 96499], [96500, 96500], [96501, 96673], [96674, 96929], [96930, 97155], [97156, 97160], [97161, 97184], [97185, 97282], [97283, 97283], [97284, 97284], [97285, 97286], [97287, 97289], [97290, 97292], [97293, 97293], [97294, 97297], [97298, 97298], [97299, 97299], [97300, 97302], [97303, 97303], [97304, 97305], [97306, 97306], [97307, 97307], [97308, 97308], [97309, 97318], [97319, 97334], [97335, 97363], [97364, 97364], [97365, 97365], [97366, 97407], [97408, 97409], [97410, 97410], [97411, 97412], [97413, 97418], [97419, 97420], [97421, 97421], [97422, 97422], [97423, 97424], [97425, 97425], [97426, 97426], [97427, 97484], [97485, 97485], [97486, 97562], [97563, 97564], [97565, 97567], [97568, 97569], [97570, 97570], [97571, 97571], [97572, 97572], [97573, 97573], [97574, 97574], [97575, 97576], [97577, 97582], [97583, 97585], [97586, 97587], [97588, 97589], [97590, 97590], [97591, 97596], [97597, 97597], [97598, 97598], [97599, 97599], [97600, 97600], [97601, 97602], [97603, 97604], [97605, 97605], [97606, 97817], [97818, 98073], [98074, 98099], [98100, 98101], [98102, 98104], [98105, 98108], [98109, 98110], [98111, 98111], [98112, 98116], [98117, 98118], [98119, 98126], [98127, 98131], [98132, 98132], [98133, 98149], [98150, 98152], [98153, 98160], [98161, 98163], [98164, 98165], [98166, 98177], [98178, 98240], [98241, 98261], [98262, 98308], [98309, 98309], [98310, 98310], [98311, 98311], [98312, 98312], [98313, 98313], [98314, 98314], [98315, 98315], [98316, 98316], [98317, 98317], [98318, 98318], [98319, 98380], [98381, 98385], [98386, 98391], [98392, 98393], [98394, 98394], [98395, 98395], [98396, 98397], [98398, 98399], [98400, 98400], [98401, 98460], [98461, 98462], [98463, 98561], [98562, 98563], [98564, 98565], [98566, 98566], [98567, 98567], [98568, 98568], [98569, 98569], [98570, 98570], [98571, 98571], [98572, 98572], [98573, 98573], [98574, 98829], [98830, 99085], [99086, 99089], [99090, 99097], [99098, 99100], [99101, 99102], [99103, 99201], [99202, 99248], [99249, 99277], [99278, 99296], [99297, 99334], [99335, 99335], [99336, 99336], [99337, 99337], [99338, 99436], [99437, 99505], [99506, 99592], [99593, 99627], [99628, 99668], [99669, 99742], [99743, 99808], [99809, 99843], [99844, 100099], [100100, 100198], [100199, 100245], [100246, 100274], [100275, 100345], [100346, 100352], [100353, 100451], [100452, 100460], [100461, 100518], [100519, 100592], [100593, 100604], [100605, 100682], [100683, 100859], [100860, 100860], [100861, 101116], [101117, 101215], [101216, 101262], [101263, 101291], [101292, 101321], [101322, 101334], [101335, 101358], [101359, 101365], [101366, 101464], [101465, 101474], [101475, 101532], [101533, 101606], [101607, 101618], [101619, 101619], [101620, 101814], [101815, 101815], [101816, 101873], [101874, 101982], [101983, 102085], [102086, 102125], [102126, 102224], [102225, 102271], [102272, 102347], [102348, 102371], [102372, 102378], [102379, 102430], [102431, 102435], [102436, 102621], [102622, 102632], [102633, 102661], [102662, 102712], [102713, 102713], [102714, 102716], [102717, 102887], [102888, 102912], [102913, 103065], [103066, 103100], [103101, 103140], [103141, 103287], [103288, 103388], [103389, 103395], [103396, 103438], [103439, 103650], [103651, 103906], [103907, 103915], [103916, 103955], [103956, 104159], [104160, 104306], [104307, 104407], [104408, 104414], [104415, 104670], [104671, 104707], [104708, 104708], [104709, 104921], [104922, 105177], [105178, 105324], [105325, 105425], [105426, 105432], [105433, 105502], [105503, 105686], [105687, 105942], [105943, 106025], [106026, 106119], [106120, 106195], [106196, 106342], [106343, 106443], [106444, 106450], [106451, 106521], [106522, 106664], [106665, 106665], [106666, 106667], [106668, 106668], [106669, 106698], [106699, 106699], [106700, 106955], [106956, 107133], [107134, 107170], [107171, 107191], [107192, 107208], [107209, 107236], [107237, 107299], [107300, 107353], [107354, 107370], [107371, 107449], [107450, 107452], [107453, 107459], [107460, 107592], [107593, 107603], [107604, 107641], [107642, 107713], [107714, 107742], [107743, 107967], [107968, 107968], [107969, 108221], [108222, 108223], [108224, 108364], [108365, 108369], [108370, 108442], [108443, 108469], [108470, 108476], [108477, 108621], [108622, 108659], [108660, 108731], [108732, 108734], [108735, 108752], [108753, 108985], [108986, 109131], [109132, 109176], [109177, 109239], [109240, 109386], [109387, 109446], [109447, 109486], [109487, 109493], [109494, 109568], [109569, 109579], [109580, 109636], [109637, 109674], [109675, 109746], [109747, 109794], [109795, 110001], [110002, 110257], [110258, 110404], [110405, 110505], [110506, 110512], [110513, 110657], [110658, 110695], [110696, 110767], [110768, 111023], [111024, 111279], [111280, 111426], [111427, 111445], [111446, 111526], [111527, 111533], [111534, 111608], [111609, 111677], [111678, 111715], [111716, 111787], [111788, 112043], [112044, 112182], [112183, 112298], [112299, 112445], [112446, 112546], [112547, 112553], [112554, 112809], [112810, 112829], [112830, 113063], [113064, 113181], [113182, 113208], [113209, 113317], [113318, 113441], [113442, 113463], [113464, 113564], [113565, 113571], [113572, 113766], [113767, 113826], [113827, 114035], [114036, 114081], [114082, 114337], [114338, 114351], [114352, 114483], [114484, 114584], [114585, 114591], [114592, 114653], [114654, 114955], [114956, 114957], [114958, 114959], [114960, 114960], [114961, 114963], [114964, 114964], [114965, 114965], [114966, 114967], [114968, 114968], [114969, 114969], [114970, 114970], [114971, 114972], [114973, 114974], [114975, 114975], [114976, 114981], [114982, 114983], [114984, 114986], [114987, 114988], [114989, 114989], [114990, 114990], [114991, 114992], [114993, 114994], [114995, 114996], [114997, 114998], [114999, 114999], [115000, 115000], [115001, 115007], [115008, 115010], [115011, 115013], [115014, 115014], [115015, 115016], [115017, 115018], [115019, 115020], [115021, 115021], [115022, 115023], [115024, 115024], [115025, 115026], [115027, 115031], [115032, 115033], [115034, 115035], [115036, 115039], [115040, 115041], [115042, 115043], [115044, 115044], [115045, 115045], [115046, 115047], [115048, 115048], [115049, 115052], [115053, 115056], [115057, 115058], [115059, 115061], [115062, 115062], [115063, 115063], [115064, 115064], [115065, 115069], [115070, 115070], [115071, 115072], [115073, 115076], [115077, 115078], [115079, 115080], [115081, 115082], [115083, 115084], [115085, 115085], [115086, 115087], [115088, 115090], [115091, 115199], [115200, 115281], [115282, 115288], [115289, 115427], [115428, 115528], [115529, 115535], [115536, 115791], [115792, 115876], [115877, 115877], [115878, 115878], [115879, 115879], [115880, 115969], [115970, 116038], [116039, 116134], [116135, 116293], [116294, 116344], [116345, 116439], [116440, 116540], [116541, 116547], [116548, 116655], [116656, 116802], [116803, 116880], [116881, 116894], [116895, 116895], [116896, 117055], [117056, 117056], [117057, 117312], [117313, 117459], [117460, 117544], [117545, 117559], [117560, 117566], [117567, 117822], [117823, 117825], [117826, 117980], [117981, 118073], [118074, 118075], [118076, 118146], [118147, 118148], [118149, 118149], [118150, 118150], [118151, 118208], [118209, 118325], [118326, 118403], [118404, 118433], [118434, 118470], [118471, 118571], [118572, 118578], [118579, 118834], [118835, 118994], [118995, 119087], [119088, 119089], [119090, 119294], [119295, 119344], [119345, 119491], [119492, 119531], [119532, 119550], [119551, 119590], [119591, 119597], [119598, 119606], [119607, 119610], [119611, 119848], [119849, 120008], [120009, 120061], [120062, 120100], [120101, 120102], [120103, 120358], [120359, 120505], [120506, 120544], [120545, 120605], [120606, 120612], [120613, 120759], [120760, 120801], [120802, 120866], [120867, 121026], [121027, 121119], [121120, 121121], [121122, 121377], [121378, 121524], [121525, 121625], [121626, 121632], [121633, 121888], [121889, 122144], [122145, 122341], [122342, 122399], [122400, 122518], [122519, 122545], [122546, 122646], [122647, 122653], [122654, 122893], [122894, 122907], [122908, 122918], [122919, 123060], [123061, 123161], [123162, 123279], [123280, 123374], [123375, 123415], [123416, 123423], [123424, 123561], [123562, 123568], [123569, 123661], [123662, 123668], [123669, 123924], [123925, 123943], [123944, 124179], [124180, 124435], [124436, 124560], [124561, 124581], [124582, 124588], [124589, 124681], [124682, 124688], [124689, 124834], [124835, 124943], [124944, 125158], [125159, 125198], [125199, 125220], [125221, 125221], [125222, 125348], [125349, 125449], [125450, 125596], [125597, 125697], [125698, 125704], [125705, 125960], [125961, 125979], [125980, 126215], [126216, 126471], [126472, 126618], [126619, 126677], [126678, 126718], [126719, 126725], [126726, 126873], [126874, 126980], [126981, 127236], [127237, 127492], [127493, 127639], [127640, 127740], [127741, 127747], [127748, 127859], [127860, 127972], [127973, 128000], [128001, 128256], [128257, 128512], [128513, 128659], [128660, 128760], [128761, 128767], [128768, 129023], [129024, 129174], [129175, 129278], [129279, 129534], [129535, 129681], [129682, 129782], [129783, 129789], [129790, 130045], [130046, 130222], [130223, 130300], [130301, 130556], [130557, 130703], [130704, 130804], [130805, 130811], [130812, 131038], [131039, 131066], [131067, 131322], [131323, 131578], [131579, 131725], [131726, 131826], [131827, 131833], [131834, 132089], [132090, 132345], [132346, 132601], [132602, 132748], [132749, 132849], [132850, 132856], [132857, 133046], [133047, 133110], [133111, 133128], [133129, 133365], [133366, 133445], [133446, 133620], [133621, 133660], [133661, 133766], [133767, 133855], [133856, 133856], [133857, 133857], [133858, 133858], [133859, 133865], [133866, 134050], [134051, 134119], [134120, 134281], [134282, 134373], [134374, 134435], [134436, 134436], [134437, 134492], [134493, 134552], [134553, 134622], [134623, 134769], [134770, 134868], [134869, 134869], [134870, 134876], [134877, 134914], [134915, 134996], [134997, 135130], [135131, 135293], [135294, 135385], [135386, 135386], [135387, 135492], [135493, 135640], [135641, 135786], [135787, 135887], [135888, 135894], [135895, 136128], [136129, 136149], [136150, 136278], [136279, 136660], [136661, 136807], [136808, 136908], [136909, 136915], [136916, 136946], [136947, 137170], [137171, 137231], [137232, 137292], [137293, 137424], [137425, 137680], [137681, 137827], [137828, 137928], [137929, 137935], [137936, 138113], [138114, 138114], [138115, 138189], [138190, 138390], [138391, 138444], [138445, 138700], [138701, 138762], [138763, 138846], [138847, 138947], [138948, 138954], [138955, 139146], [139147, 139209], [139210, 139465], [139466, 139721], [139722, 139852], [139853, 139867], [139868, 139968], [139969, 139975], [139976, 140231], [140232, 140367], [140368, 140486], [140487, 140612], [140613, 140678], [140679, 140740], [140741, 140887], [140888, 140988], [140989, 140995], [140996, 141079], [141080, 141143], [141144, 141249], [141250, 141505], [141506, 141761], [141762, 141908], [141909, 142009], [142010, 142016], [142017, 142272], [142273, 142417], [142418, 142458], [142459, 142526], [142527, 142782], [142783, 142853], [142854, 142928], [142929, 143029], [143030, 143036], [143037, 143163], [143164, 143193], [143194, 143289], [143290, 143545], [143546, 143562], [143563, 143797], [143798, 143798], [143799, 143808], [143809, 143942], [143943, 144043], [144044, 144050], [144051, 144306], [144307, 144562], [144563, 144818], [144819, 144965], [144966, 144975], [144976, 144985], [144986, 145064], [145065, 145071], [145072, 145327], [145328, 145583], [145584, 145839], [145840, 145986], [145987, 146062], [146063, 146086], [146087, 146093], [146094, 146135], [146136, 146348], [146349, 146604], [146605, 146816], [146817, 146859], [146860, 146955], [146956, 147005], [147006, 147025], [147026, 147105], [147106, 147112], [147113, 147368], [147369, 147624], [147625, 147711], [147712, 147879], [147880, 148026], [148027, 148127], [148128, 148134], [148135, 148267], [148268, 148388], [148389, 148644], [148645, 148900], [148901, 149047], [149048, 149130], [149131, 149147], [149148, 149154], [149155, 149410], [149411, 149666], [149667, 149922], [149923, 150069], [150070, 150170], [150171, 150177], [150178, 150433], [150434, 150689], [150690, 150945], [150946, 151092], [151093, 151193], [151194, 151200], [151201, 151456], [151457, 151712], [151713, 151938], [151939, 151939], [151940, 151941], [151942, 151945], [151946, 151952], [151953, 151967], [151968, 152098], [152099, 152175], [152176, 152198], [152199, 152205], [152206, 152417], [152418, 152419], [152420, 152458], [152459, 152549], [152550, 152550], [152551, 152557], [152558, 152684], [152685, 152700], [152701, 152956], [152957, 153050], [153051, 153051], [153052, 153099], [153100, 153200], [153201, 153207], [153208, 153356], [153357, 153418], [153419, 153420], [153421, 153459], [153460, 153569], [153570, 153697], [153698, 153713], [153714, 153714], [153715, 153970], [153971, 153975], [153976, 154116], [154117, 154187], [154188, 154189], [154190, 154211], [154212, 154218], [154219, 154474], [154475, 154730], [154731, 154870], [154871, 154984], [154985, 155108], [155109, 155130], [155131, 155205], [155206, 155230], [155231, 155237], [155238, 155493], [155494, 155749], [155750, 155890], [155891, 156004], [156005, 156005], [156006, 156152], [156153, 156201], [156202, 156226], [156227, 156251], [156252, 156258], [156259, 156514], [156515, 156770], [156771, 157026], [157027, 157173], [157174, 157248], [157249, 157273], [157274, 157280], [157281, 157536], [157537, 157792], [157793, 158048], [158049, 158195], [158196, 158209], [158210, 158269], [158270, 158294], [158295, 158301], [158302, 158446], [158447, 158555], [158556, 158811], [158812, 159062], [159063, 159066], [159067, 159213], [159214, 159288], [159289, 159313], [159314, 159320], [159321, 159576], [159577, 159640], [159641, 159830], [159831, 160071], [160072, 160085], [160086, 160232], [160233, 160333], [160334, 160340], [160341, 160596], [160597, 160661], [160662, 160851], [160852, 160852], [160853, 161108], [161109, 161255], [161256, 161356], [161357, 161363], [161364, 161564], [161565, 161601], [161602, 161805], [161806, 161806], [161807, 161807], [161808, 161808], [161809, 161811], [161812, 161815], [161816, 161877], [161878, 162070], [162071, 162270], [162271, 162271], [162272, 162324], [162325, 162471], [162472, 162572], [162573, 162579], [162580, 162616], [162617, 162824], [162825, 162834], [162835, 163090], [163091, 163346], [163347, 163493], [163494, 163594], [163595, 163601], [163602, 163830], [163831, 163862], [163863, 163966], [163967, 164116], [164117, 164372], [164373, 164486], [164487, 164518], [164519, 164619], [164620, 164626], [164627, 164882], [164883, 165064], [165065, 165137], [165138, 165393], [165394, 165540], [165541, 165641], [165642, 165648], [165649, 165811], [165812, 165812], [165813, 165813], [165814, 165900], [165901, 166121], [166122, 166155], [166156, 166411], [166412, 166558], [166559, 166659], [166660, 166666], [166667, 166922], [166923, 167178], [167179, 167434], [167435, 167581], [167582, 167682], [167683, 167689], [167690, 167782], [167783, 167795], [167796, 167943], [167944, 168199], [168200, 168268], [168269, 168269], [168270, 168453], [168454, 168600], [168601, 168701], [168702, 168708], [168709, 168788], [168789, 168963], [168964, 169219], [169220, 169475], [169476, 169622], [169623, 169723], [169724, 169730], [169731, 169986], [169987, 170242], [170243, 170498], [170499, 170645], [170646, 170746], [170747, 170753], [170754, 171009], [171010, 171265], [171266, 171521], [171522, 171668], [171669, 171769], [171770, 171776], [171777, 172032], [172033, 172288], [172289, 172544], [172545, 172561], [172562, 172630], [172631, 172688], [172689, 172789], [172790, 172796], [172797, 172845], [172846, 172847], [172848, 172854], [172855, 172855], [172856, 172859], [172860, 172861], [172862, 172863], [172864, 172865], [172866, 172870], [172871, 172871], [172872, 172872], [172873, 172880], [172881, 172881], [172882, 172883], [172884, 172890], [172891, 172891], [172892, 173037], [173038, 173065], [173066, 173292], [173293, 173548], [173549, 173595], [173596, 173596], [173597, 173691], [173692, 173748], [173749, 173791], [173792, 173798], [173799, 174054], [174055, 174278], [174279, 174297], [174298, 174308], [174309, 174564], [174565, 174711], [174712, 174812], [174813, 174819], [174820, 175075], [175076, 175199], [175200, 175221], [175222, 175325], [175326, 175536], [175537, 175580], [175581, 175836], [175837, 176084], [176085, 176091], [176092, 176242], [176243, 176346], [176347, 176602], [176603, 176826], [176827, 176856], [176857, 177112], [177113, 177263], [177264, 177353], [177354, 177366], [177367, 177470], [177471, 177621], [177622, 177877], [177878, 178133], [178134, 178284], [178285, 178388], [178389, 178644], [178645, 178900], [178901, 179156], [179157, 179307], [179308, 179411], [179412, 179667], [179668, 179923], [179924, 180079], [180080, 180178], [180179, 180329], [180330, 180433], [180434, 180689], [180690, 180798], [180799, 180944], [180945, 181140], [181141, 181141], [181142, 181198], [181199, 181349], [181350, 181453], [181454, 181487], [181488, 181708], [181709, 181964], [181965, 182220], [182221, 182371], [182372, 182378], [182379, 182379], [182380, 182471], [182472, 182727], [182728, 182737], [182738, 182982], [182983, 183214], [183215, 183237], [183238, 183388], [183389, 183492], [183493, 183680], [183681, 183747], [183748, 184003], [184004, 184259], [184260, 184410], [184411, 184514], [184515, 184770], [184771, 185026], [185027, 185282], [185283, 185433], [185434, 185443], [185444, 185535], [185536, 185791], [185792, 185962], [185963, 186046], [186047, 186156], [186157, 186157], [186158, 186159], [186160, 186160], [186161, 186161], [186162, 186288], [186289, 186439], [186440, 186543], [186544, 186799], [186800, 186807], [186808, 186813], [186814, 187052], [187053, 187169], [187170, 187307], [187308, 187458], [187459, 187499], [187500, 187500], [187501, 187563], [187564, 187819], [187820, 187828], [187829, 188074], [188075, 188075], [188076, 188192], [188193, 188283], [188284, 188286], [188287, 188289], [188290, 188314], [188315, 188460], [188461, 188463], [188464, 188476], [188477, 188477], [188478, 188552], [188553, 188562], [188563, 188573], [188574, 188666], [188667, 188667], [188668, 188672], [188673, 188715], [188716, 188716], [188717, 188724], [188725, 188725], [188726, 188726], [188727, 188796], [188797, 188829], [188830, 189051], [189052, 189123], [189124, 189164], [189165, 189302], [189303, 189352], [189353, 189353], [189354, 189454], [189455, 189470], [189471, 189557], [189558, 189747], [189748, 189811], [189812, 190067], [190068, 190184], [190185, 190268], [190269, 190321], [190322, 190472], [190473, 190576], [190577, 190601], [190602, 190731], [190732, 190828], [190829, 191077], [191078, 191083], [191084, 191339], [191340, 191490], [191491, 191586], [191587, 191587], [191588, 191588], [191589, 191591], [191592, 191847], [191848, 192103], [192104, 192359], [192360, 192510], [192511, 192614], [192615, 192870], [192871, 193126], [193127, 193382], [193383, 193533], [193534, 193637], [193638, 193893], [193894, 194053], [194054, 194147], [194148, 194212], [194213, 194213], [194214, 194404], [194405, 194555], [194556, 194574], [194575, 194658], [194659, 194914], [194915, 195170], [195171, 195426], [195427, 195577], [195578, 195681], [195682, 195937], [195938, 196054], [196055, 196060], [196061, 196061], [196062, 196064], [196065, 196067], [196068, 196069], [196070, 196070], [196071, 196071], [196072, 196074], [196075, 196076], [196077, 196078], [196079, 196079], [196080, 196081], [196082, 196082], [196083, 196084], [196085, 196086], [196087, 196087], [196088, 196088], [196089, 196089], [196090, 196090], [196091, 196091], [196092, 196092], [196093, 196094], [196095, 196095], [196096, 196162], [196163, 196418], [196419, 196674], [196675, 196825], [196826, 196929], [196930, 197040], [197041, 197041], [197042, 197181], [197182, 197355], [197356, 197436], [197437, 197692], [197693, 197843], [197844, 197844], [197845, 197946], [197947, 198202], [198203, 198364], [198365, 198387], [198388, 198456], [198457, 198712], [198713, 198863], [198864, 198967], [198968, 199222], [199223, 199478], [199479, 199634], [199635, 199733], [199734, 199884], [199885, 199988], [199989, 200244], [200245, 200500], [200501, 200637], [200638, 200721], [200722, 200754], [200755, 200905], [200906, 201009], [201010, 201265], [201266, 201521], [201522, 201777], [201778, 201928], [201929, 202032], [202033, 202288], [202289, 202544], [202545, 202601], [202602, 202798], [202799, 202949], [202950, 203053], [203054, 203309], [203310, 203565], [203566, 203821], [203822, 203972], [203973, 204076], [204077, 204304], [204305, 204305], [204306, 204317], [204318, 204326], [204327, 204582], [204583, 204838], [204839, 204989], [204990, 205093], [205094, 205349], [205350, 205605], [205606, 205861], [205862, 206012], [206013, 206116], [206117, 206372], [206373, 206388], [206389, 206627], [206628, 206883], [206884, 206895], [206896, 207032], [207033, 207136], [207137, 207392], [207393, 207419], [207420, 207647], [207648, 207903], [207904, 208054], [208055, 208158], [208159, 208414], [208415, 208670], [208671, 208874], [208875, 208925], [208926, 209076], [209077, 209180], [209181, 209436], [209437, 209692], [209693, 209948], [209949, 210099], [210100, 210203], [210204, 210459], [210460, 210715], [210716, 210971], [210972, 211122], [211123, 211206], [211207, 211224], [211225, 211480], [211481, 211726], [211727, 211735], [211736, 211991], [211992, 212012], [212013, 212059], [212060, 212140], [212141, 212244], [212245, 212500], [212501, 212756], [212757, 213012], [213013, 213163], [213164, 213267], [213268, 213523], [213524, 213779], [213780, 214035], [214036, 214060], [214061, 214185], [214186, 214289], [214290, 214545], [214546, 214758], [214759, 214761], [214762, 214772], [214773, 214776], [214777, 214829], [214830, 214839], [214840, 214936], [214937, 214942], [214943, 214948], [214949, 214954], [214955, 214955], [214956, 214956], [214957, 214961], [214962, 214963], [214964, 214964], [214965, 214967], [214968, 214972], [214973, 214980], [214981, 214992], [214993, 215013], [215014, 215015], [215016, 215016], [215017, 215247], [215248, 215335], [215336, 215502], [215503, 215616], [215617, 215742], [215743, 215743], [215744, 215745], [215746, 215755], [215756, 215876], [215877, 215879], [215880, 215881], [215882, 215992], [215993, 216189], [216190, 216247], [216248, 216316], [216317, 216318], [216319, 216381], [216382, 216476], [216477, 216478], [216479, 216479], [216480, 216486], [216487, 216496], [216497, 216687], [216688, 216694], [216695, 216715], [216716, 216716], [216717, 216718], [216719, 216721], [216722, 216938], [216939, 216945], [216946, 216966], [216967, 216967], [216968, 217171], [217172, 217174], [217175, 217182], [217183, 217218], [217219, 217474], [217475, 217691], [217692, 217695], [217696, 217729], [217730, 217730], [217731, 217828], [217829, 217829], [217830, 217831], [217832, 217941], [217942, 218037], [218038, 218196], [218197, 218452], [218453, 218627], [218628, 218664], [218665, 218665], [218666, 218674], [218675, 218681], [218682, 218702], [218703, 218717], [218718, 218722], [218723, 218852], [218853, 218911], [218912, 219027], [219028, 219043], [219044, 219045], [219046, 219072], [219073, 219163], [219164, 219419], [219420, 219577], [219578, 219637], [219638, 219638], [219639, 219671], [219672, 219769], [219770, 219858], [219859, 219888], [219889, 220144], [220145, 220156], [220157, 220163], [220164, 220184], [220185, 220217], [220218, 220218], [220219, 220399], [220400, 220535], [220536, 220612], [220613, 220613], [220614, 220614], [220615, 220651], [220652, 220846], [220847, 220864], [220865, 221013], [221014, 221119], [221120, 221201], [221202, 221202], [221203, 221206], [221207, 221369], [221370, 221381], [221382, 221388], [221389, 221587], [221588, 221590], [221591, 221635], [221636, 221642], [221643, 221761], [221762, 221840], [221841, 222096], [222097, 222352], [222353, 222505], [222506, 222563], [222564, 222565], [222566, 222567], [222568, 222599], [222600, 222811], [222812, 222974], [222975, 222975], [222976, 222976], [222977, 223061], [223062, 223317], [223318, 223366], [223367, 223373], [223374, 223538], [223539, 223540], [223541, 223542], [223543, 223548], [223549, 223553], [223554, 223556], [223557, 223563], [223564, 223578], [223579, 223584], [223585, 223590], [223591, 223591], [223592, 223596], [223597, 223597], [223598, 223599], [223600, 223600], [223601, 223602], [223603, 223605], [223606, 223606], [223607, 223612], [223613, 223614], [223615, 223625], [223626, 223632], [223633, 223634], [223635, 223637], [223638, 223639], [223640, 223640], [223641, 223642], [223643, 223643], [223644, 223644], [223645, 223646], [223647, 223653], [223654, 223660], [223661, 223666], [223667, 223671], [223672, 223674], [223675, 223676], [223677, 223678], [223679, 223691], [223692, 223694], [223695, 223696], [223697, 223698], [223699, 223699], [223700, 223700], [223701, 223702], [223703, 223703], [223704, 223706], [223707, 223707], [223708, 223712], [223713, 223718], [223719, 223721], [223722, 223722], [223723, 223723], [223724, 223725], [223726, 223731], [223732, 223732], [223733, 223734], [223735, 223743], [223744, 223748], [223749, 223753], [223754, 223765], [223766, 223773], [223774, 223777], [223778, 223783], [223784, 223790], [223791, 223797], [223798, 223802], [223803, 223809], [223810, 223815], [223816, 223822], [223823, 223829], [223830, 223835], [223836, 223842], [223843, 223846], [223847, 223848], [223849, 223855], [223856, 223862], [223863, 223866], [223867, 223881], [223882, 223888], [223889, 223899], [223900, 223907], [223908, 223922], [223923, 223929], [223930, 223934], [223935, 223942], [223943, 223948], [223949, 223954], [223955, 223958], [223959, 223959], [223960, 223964], [223965, 223972], [223973, 223977], [223978, 223984], [223985, 223997], [223998, 224004], [224005, 224017], [224018, 224022], [224023, 224027], [224028, 224033], [224034, 224040], [224041, 224046], [224047, 224053], [224054, 224060], [224061, 224066], [224067, 224089], [224090, 224111], [224112, 224117], [224118, 224127], [224128, 224149], [224150, 224156], [224157, 224162], [224163, 224166], [224167, 224173], [224174, 224179], [224180, 224186], [224187, 224189], [224190, 224192], [224193, 224206], [224207, 224212], [224213, 224214], [224215, 224218], [224219, 224226], [224227, 224232], [224233, 224236], [224237, 224238], [224239, 224243], [224244, 224250], [224251, 224261], [224262, 224266], [224267, 224272], [224273, 224279], [224280, 224284], [224285, 224297], [224298, 224303], [224304, 224316], [224317, 224318], [224319, 224319], [224320, 224325], [224326, 224331], [224332, 224338], [224339, 224350], [224351, 224357], [224358, 224359], [224360, 224364], [224365, 224369], [224370, 224372], [224373, 224374], [224375, 224375], [224376, 224412], [224413, 224459], [224460, 224625], [224626, 224881], [224882, 224999], [225000, 225136], [225137, 225219], [225220, 225226], [225227, 225353], [225354, 225355], [225356, 225461], [225462, 225468], [225469, 225538], [225539, 225568], [225569, 225569], [225570, 225597], [225598, 225853], [225854, 226109], [226110, 226314], [226315, 226329], [226330, 226330], [226331, 226341], [226342, 226345], [226346, 226351], [226352, 226355], [226356, 226358], [226359, 226365], [226366, 226372], [226373, 226377], [226378, 226384], [226385, 226391], [226392, 226396], [226397, 226404], [226405, 226409], [226410, 226418], [226419, 226420], [226421, 226426], [226427, 226442], [226443, 226448], [226449, 226454], [226455, 226459], [226460, 226467], [226468, 226473], [226474, 226479], [226480, 226487], [226488, 226494], [226495, 226499], [226500, 226504], [226505, 226517], [226518, 226524], [226525, 226529], [226530, 226535], [226536, 226543], [226544, 226548], [226549, 226550], [226551, 226551], [226552, 226555], [226556, 226557], [226558, 226562], [226563, 226570], [226571, 226580], [226581, 226587], [226588, 226594], [226595, 226599], [226600, 226606], [226607, 226612], [226613, 226619], [226620, 226623], [226624, 226630], [226631, 226637], [226638, 226650], [226651, 226655], [226656, 226660], [226661, 226661], [226662, 226663], [226664, 226667], [226668, 226674], [226675, 226681], [226682, 226687], [226688, 226694], [226695, 226700], [226701, 226708], [226709, 226713], [226714, 226721], [226722, 226727], [226728, 226734], [226735, 226740], [226741, 226746], [226747, 226753], [226754, 226760], [226761, 226766], [226767, 226771], [226772, 226772], [226773, 226778], [226779, 226784], [226785, 226798], [226799, 226804], [226805, 226811], [226812, 226817], [226818, 226824], [226825, 226830], [226831, 226837], [226838, 226844], [226845, 226851], [226852, 226857], [226858, 226864], [226865, 226869], [226870, 226876], [226877, 226883], [226884, 226887], [226888, 226895], [226896, 226900], [226901, 226907], [226908, 226914], [226915, 226922], [226923, 226929], [226930, 226936], [226937, 226942], [226943, 226948], [226949, 226955], [226956, 226970], [226971, 226975], [226976, 226983], [226984, 226989], [226990, 226993], [226994, 226994], [226995, 227000], [227001, 227007], [227008, 227013], [227014, 227020], [227021, 227027], [227028, 227032], [227033, 227039], [227040, 227046], [227047, 227052], [227053, 227057], [227058, 227063], [227064, 227068], [227069, 227081], [227082, 227088], [227089, 227091], [227092, 227093], [227094, 227097], [227098, 227100], [227101, 227104], [227105, 227111], [227112, 227116], [227117, 227130], [227131, 227145], [227146, 227151], [227152, 227159], [227160, 227166], [227167, 227172], [227173, 227179], [227180]]\n",
      "5135\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[227180]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l = [[0]]\n",
    "THRESHOLD = 1\n",
    "prev = df.iloc[0]\n",
    "for index, row in df.iterrows():\n",
    "    \n",
    "\n",
    "    if abs(row[\"Sender Port_y\"] - prev[\"Sender Port_y\"]) > THRESHOLD or row[\"Time_x\"] - prev[\"Time_x\"] > 10000:\n",
    "        l[-1].append(index -1)\n",
    "        l.append([index])\n",
    "\n",
    "\n",
    "    prev = row\n",
    "\n",
    "print(l)\n",
    "print(len(l))\n",
    "l.pop()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, 8, 0, 4, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 3, 0, 2, 0, 3, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 7, 12, 0, 10, 6, 6, 0, 28, 6, 4, 34, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 83, 24, 17, 0, 2, 8, 59, 22, 24, 88, 95, 68, 40, 0, 5, 4, 4, 6, 0, 4, 17, 40, 7, 3, 42, 14, 6, 31, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 12, 11, 2, 4, 0, 1, 6, 1, 0, 1, 1, 3, 0, 0, 0, 8, 13, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 4, 0, 1, 4, 1, 0, 3, 0, 0, 0, 0, 1, 0, 4, 0, 0, 0, 0, 1, 0, 0, 0, 13, 3, 1, 2, 0, 11, 6, 4, 38, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 83, 41, 0, 69, 22, 12, 10, 88, 165, 40, 0, 5, 4, 4, 6, 0, 4, 17, 49, 47, 14, 6, 31, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 25, 2, 6, 1, 6, 1, 0, 1, 1, 10, 8, 13, 0, 1, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 4, 0, 0, 0, 2, 6, 3, 0, 9, 0, 0, 0, 0, 0, 2, 0, 15, 18, 0, 1, 0, 0, 2, 3, 30, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 3, 1, 1, 2, 6, 0, 1, 0, 1, 7, 0, 2, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 0, 10, 10, 3, 1, 0, 2, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 2, 44, 17, 22, 24, 5, 4, 0, 0, 0, 2, 0, 0, 1, 0, 0, 0, 64, 31, 22, 4, 0, 0, 2, 0, 1, 0, 2, 1, 34, 0, 2, 26, 0, 2, 4, 0, 2, 0, 0, 0, 2, 0, 2, 0, 0, 2, 0, 0, 0, 1, 0, 0, 1, 2, 0, 1, 0, 1, 4, 0, 13, 0, 5, 4, 4, 6, 0, 4, 17, 3, 1, 9, 0, 0, 1, 0, 14, 2, 0, 1, 0, 2, 0, 0, 2, 0, 0, 1, 1, 0, 0, 2, 0, 0, 1, 0, 0, 0, 38, 9, 2, 6, 19, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25, 2, 6, 1, 6, 1, 0, 1, 1, 0, 0, 1, 4, 0, 1, 3, 3, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 4, 1, 6, 1, 0, 0, 1, 1, 1, 2, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 0, 1, 1, 0, 0, 1, 0, 0, 2, 0, 0, 1, 23, 101, 0, 8, 245, 255, 255, 0, 0, 2, 15, 0, 71, 0, 33, 19, 0, 81, 0, 28, 0, 80, 0, 129, 0, 15, 20, 32, 135, 62, 100, 0, 125, 27, 4, 2, 4, 1, 0, 94, 0, 157, 255, 255, 255, 255, 207, 45, 98, 0, 0, 2, 130, 70, 117, 63, 95, 0, 46, 15, 90, 85, 168, 22, 0, 232, 49, 0, 0, 197, 5, 0, 245, 30, 103, 117, 95, 0, 157, 255, 98, 10, 21, 120, 205, 47, 255, 228, 25, 95, 0, 157, 255, 52, 8, 0, 0, 1, 0, 4, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 3, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 2, 1, 0, 11, 4, 3, 0, 0, 0, 1, 0, 0, 5, 1, 0, 0, 0, 3, 6, 9, 2, 255, 118, 134, 255, 74, 179, 79, 14, 0, 157, 255, 255, 73, 39, 4, 3, 48, 78, 33, 76, 14, 10, 0, 111, 169, 29, 1, 52, 255, 26, 68, 157, 60, 123, 0, 66, 29, 22, 2, 0, 8, 182, 255, 20, 233, 95, 0, 157, 128, 0, 121, 27, 226, 55, 198, 23, 191, 37, 245, 1, 5, 31, 214, 7, 10, 1, 4, 0, 1, 5, 0, 76, 103, 72, 255, 204, 49, 222, 7, 22, 23, 30, 0, 4, 4, 1, 0, 1, 6, 4, 0, 1, 1, 11, 0, 1, 1, 5, 9, 1, 4, 14, 0, 0, 2, 0, 4, 1, 0, 1, 17, 0, 9, 8, 1, 7, 1, 0, 1, 10, 6, 2, 245, 255, 223, 7, 22, 164, 89, 255, 255, 223, 7, 22, 45, 0, 158, 34, 6, 5, 92, 161, 109, 144, 223, 0, 5, 22, 255, 255, 252, 1, 223, 7, 22, 255, 66, 187, 255, 223, 7, 22, 255, 255, 85, 168, 118, 21, 0, 76, 7, 22, 232, 21, 106, 55, 89, 255, 223, 7, 22, 255, 255, 255, 109, 111, 7, 22, 255, 187, 66, 255, 223, 7, 22, 255, 152, 101, 255, 223, 7, 22, 255, 255, 255, 223, 7, 22, 255, 255, 119, 134, 223, 7, 22, 255, 9, 24, 151, 65, 148, 105, 143, 78, 7, 21, 140, 113, 255, 178, 75, 91, 64, 0, 59, 7, 22, 255, 41, 27, 70, 25, 84, 49, 103, 57, 39, 27, 194, 7, 22, 34, 219, 112, 140, 255, 86, 135, 7, 22, 255, 255, 230, 0, 5, 7, 223, 7, 22, 157, 0, 0, 0, 157, 255, 141, 112, 33, 0, 5, 0, 209, 4, 11, 11, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 3, 5, 1, 2, 9, 4, 5, 1, 1, 0, 0, 1, 1, 1, 81, 48, 0, 1, 0, 3, 0, 0, 0, 0, 0, 104, 17, 1, 3, 1, 0, 1, 1, 0, 1, 1, 1, 105, 255, 35, 5, 0, 209, 0, 0, 0, 9, 160, 4, 11, 21, 12, 2, 19, 255, 49, 1, 0, 0, 2, 0, 0, 103, 79, 195, 55, 1, 8, 67, 41, 23, 22, 4, 11, 21, 12, 2, 19, 255, 174, 79, 0, 196, 57, 0, 9, 136, 22, 4, 11, 21, 12, 2, 19, 0, 110, 113, 28, 5, 248, 8, 3, 0, 0, 6, 2, 0, 2, 1, 212, 22, 4, 11, 21, 12, 16, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 4, 0, 1, 2, 0, 0, 1, 1, 3, 0, 0, 1, 0, 1, 2, 0, 1, 0, 0, 1, 1, 0, 0, 1, 3, 0, 2, 4, 0, 1, 5, 0, 2, 0, 2, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 2, 1, 1, 2, 1, 0, 1, 3, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 3, 1, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 1, 1, 2, 1, 1, 2, 1, 0, 3, 2, 1, 0, 0, 1, 0, 2, 2, 0, 24, 6, 0, 1, 3, 1, 2, 1, 0, 0, 0, 0, 0, 2, 2, 0, 1, 4, 1, 0, 0, 0, 1, 2, 3, 1, 7, 1, 1, 1, 1, 2, 1, 4, 1, 0, 2, 0, 0, 1, 2, 0, 1, 0, 2, 0, 7, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 3, 0, 3, 1, 1, 2, 2, 0, 0, 0, 1, 0, 1, 2, 1, 0, 0, 0, 2, 1, 4, 2, 1, 2, 1, 0, 4, 0, 1, 0, 7, 1, 3, 1, 6, 0, 3, 1, 0, 3, 0, 5, 1, 1, 2, 2, 3, 0, 0, 0, 0, 1, 6, 2, 0, 0, 4, 0, 0, 1, 0, 4, 1, 4, 1, 1, 1, 0, 2, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 2, 1, 2, 0, 1, 1, 1, 0, 0, 2, 0, 0, 1, 1, 0, 1, 0, 1, 1, 3, 1, 0, 1, 2, 0, 0, 3, 1, 2, 0, 2, 2, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 3, 1, 1, 1, 0, 1, 0, 1, 0, 1, 6, 1, 0, 0, 1, 0, 1, 0, 2, 1, 2, 0, 0, 0, 1, 1, 0, 3, 2, 1, 0, 2, 2, 1, 1, 0, 2, 0, 0, 1, 2, 0, 0, 0, 1, 0, 2, 0, 7, 2, 3, 1, 0, 1, 2, 7, 4, 0, 6, 0, 6, 0, 1, 2, 2, 0, 1, 1, 2, 0, 1, 1, 0, 1, 5, 5, 1, 0, 1, 0, 0, 3, 0, 1, 2, 7, 0, 1, 0, 1, 0, 1, 4, 1, 0, 4, 1, 0, 1, 1, 2, 0, 0, 0, 2, 3, 3, 0, 0, 0, 3, 0, 0, 2, 2, 1, 1, 2, 3, 7, 1, 2, 4, 1, 4, 2, 2, 0, 1, 0, 1, 2, 2, 2, 2, 0, 0, 2, 3, 3, 135, 100, 185, 68, 70, 80, 4, 96, 30, 97, 122, 255, 255, 152, 4, 96, 255, 255, 159, 94, 152, 4, 14, 0, 0, 74, 114, 139, 255, 185, 53, 7, 4, 58, 18, 72, 4, 96, 255, 255, 255, 152, 4, 96, 118, 135, 255, 255, 152, 4, 96, 255, 255, 211, 2, 0, 1, 1, 0, 3, 1, 2, 1, 3, 0, 4, 0, 1, 6, 0, 6, 2, 0, 1, 0, 3, 1, 0, 0, 6, 0, 1, 2, 0, 7, 0, 2, 1, 1, 17, 2, 0, 1, 4, 0, 3, 4, 0, 2, 1, 0, 2, 1, 0, 0, 0, 1, 0, 4, 0, 2, 5, 0, 6, 1, 4, 6, 1, 1, 1, 0, 0, 3, 3, 0, 1, 10, 3, 5, 2, 1, 0, 1, 13, 4, 1, 0, 0, 4, 1, 0, 5, 0, 4, 2, 9, 3, 2, 1, 2, 4, 0, 0, 0, 1, 6, 1, 0, 1, 4, 6, 1, 9, 3, 1, 1, 2, 6, 0, 2, 13, 7, 4, 0, 2, 4, 0, 1, 1, 1, 0, 2, 2, 3, 0, 0, 3, 1, 0, 0, 6, 1, 6, 0, 2, 0, 6, 0, 6, 2, 15, 2, 1, 15, 3, 1, 4, 2, 1, 0, 1, 0, 1, 0, 1, 4, 0, 2, 0, 2, 1, 0, 1, 3, 0, 1, 0, 1, 2, 2, 0, 0, 1, 1, 0, 1, 0, 3, 2, 2, 2, 2, 0, 1, 3, 1, 0, 1, 1, 0, 0, 1, 2, 0, 0, 7, 0, 0, 0, 0, 6, 0, 1, 2, 1, 1, 0, 0, 0, 2, 1, 0, 1, 1, 6, 1, 3, 0, 0, 1, 3, 10, 0, 0, 3, 9, 2, 5, 1, 3, 0, 0, 1, 0, 1, 0, 1, 0, 3, 0, 0, 1, 0, 1, 1, 2, 1, 1, 0, 2, 2, 4, 0, 0, 0, 1, 0, 1, 3, 2, 0, 0, 3, 0, 1, 0, 0, 1, 2, 2, 0, 2, 2, 1, 0, 2, 0, 3, 0, 1, 1, 0, 0, 1, 1, 5, 4, 0, 1, 2, 1, 0, 1, 0, 2, 0, 0, 3, 0, 0, 1, 2, 4, 1, 1, 1, 0, 1, 1, 1, 0, 2, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 4, 2, 0, 0, 1, 1, 0, 0, 2, 1, 3, 0, 1, 1, 2, 0, 1, 0, 3, 0, 0, 1, 7, 0, 2, 0, 1, 1, 3, 1, 1, 0, 0, 0, 1, 2, 0, 2, 0, 0, 1, 1, 0, 1, 3, 2, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 2, 3, 1, 0, 1, 0, 1, 0, 0, 2, 5, 0, 4, 1, 7, 1, 1, 1, 1, 3, 0, 3, 2, 2, 0, 0, 3, 10, 1, 1, 2, 0, 1, 2, 5, 3, 1, 3, 0, 1, 3, 10, 2, 2, 1, 2, 1, 0, 0, 2, 1, 0, 4, 0, 1, 2, 1, 0, 1, 0, 1, 5, 0, 4, 1, 3, 9, 1, 4, 2, 0, 1, 0, 2, 1, 0, 1, 2, 1, 3, 7, 4, 0, 0, 0, 8, 0, 4, 1, 1, 0, 1, 0, 0, 1, 2, 12, 1, 0, 0, 0, 0, 2, 0, 5, 5, 6, 3, 1, 5, 9, 8, 0, 2, 0, 0, 0, 5, 7, 2, 11, 0, 11, 1, 0, 1, 0, 1, 0, 0, 0, 1, 5, 1, 3, 0, 1, 0, 0, 4, 9, 0, 0, 0, 1, 1, 6, 6, 0, 3, 8, 3, 0, 1, 2, 0, 0, 3, 1, 0, 10, 0, 0, 6, 2, 5, 4, 0, 5, 2, 8, 0, 1, 4, 4, 2, 7, 9, 1, 1, 2, 2, 3, 9, 1, 0, 10, 6, 0, 7, 8, 1, 0, 2, 1, 1, 3, 9, 3, 1, 3, 0, 1, 0, 2, 2, 4, 1, 4, 1, 0, 0, 5, 2, 1, 0, 0, 10, 1, 0, 2, 1, 2, 9, 2, 1, 2, 0, 8, 2, 0, 14, 0, 17, 0, 8, 1, 0, 5, 3, 0, 2, 2, 1, 2, 0, 5, 0, 3, 8, 0, 0, 6, 1, 0, 1, 2, 11, 3, 0, 1, 1, 52, 3, 26, 24, 3, 37, 49, 112, 46, 4, 4, 3, 1, 4, 6, 0, 3, 3, 2, 2, 0, 5, 0, 2, 3, 1, 8, 5, 5, 0, 6, 0, 0, 0, 1, 4, 0, 7, 2, 15, 3, 8, 1, 10, 1, 1, 0, 9, 1, 0, 1, 0, 4, 5, 0, 1, 0, 3, 0, 0, 0, 7, 1, 1, 2, 1, 1, 0, 11, 4, 6, 0, 0, 4, 0, 0, 1, 0, 10, 6, 0, 0, 1, 3, 7, 1, 1, 2, 9, 1, 0, 0, 6, 2, 1, 5, 4, 2, 5, 0, 3, 2, 3, 8, 0, 11, 1, 24, 7, 1, 0, 1, 9, 2, 2, 4, 0, 1, 4, 0, 1, 0, 0, 0, 2, 0, 1, 2, 0, 0, 0, 2, 0, 0, 1, 0, 1, 1, 2, 1, 1, 2, 1, 1, 0, 0, 0, 1, 3, 0, 0, 1, 1, 6, 0, 0, 10, 1, 0, 2, 0, 1, 0, 0, 1, 6, 6, 0, 0, 0, 2, 0, 2, 1, 0, 1, 0, 0, 0, 1, 2, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 2, 1, 0, 1, 2, 1, 0, 1, 2, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 7, 1, 2, 1, 2, 1, 9, 0, 0, 0, 0, 1, 6, 2, 1, 0, 4, 1, 1, 1, 1, 0, 0, 0, 1, 1, 2, 1, 0, 2, 2, 1, 0, 0, 2, 1, 0, 2, 0, 0, 1, 0, 3, 1, 5, 2, 1, 0, 3, 97, 110, 40, 4, 96, 58, 98, 1, 0, 89, 204, 0, 2, 43, 86, 7, 0, 23, 0, 98, 0, 14, 152, 4, 7, 0, 6, 65, 40, 16, 195, 134, 81, 8, 24, 69, 58, 4, 93, 7, 1, 11, 70, 80, 4, 9, 8, 8, 65, 0, 0, 0, 45, 13, 5, 186, 218, 35, 0, 255, 218, 4, 23, 2, 1, 195, 0, 6, 44, 255, 18, 235, 31, 185, 4, 30, 105, 92, 54, 132, 121, 171, 3, 3, 7, 2, 0, 2, 2, 1, 1, 0, 0, 2, 0, 3, 8, 1, 1, 0, 0, 1, 0, 0, 0, 0, 7, 2, 1, 3, 1, 4, 1, 2, 7, 6, 1, 2, 0, 0, 1, 11, 2, 4, 2, 12, 2, 1, 14, 1, 1, 2, 0, 2, 1, 0, 10, 0, 0, 14, 29, 4, 25, 3, 1, 40, 0, 6, 3, 18, 20, 14, 0, 1, 1, 18, 4, 46, 0, 4, 6, 24, 6, 1, 1, 0, 6, 1, 1, 0, 0, 4, 1, 0, 0, 1, 0, 1, 7, 0, 4, 2, 4, 5, 0, 1, 4, 2, 0, 2, 1, 11, 7, 1, 12, 1, 0, 1, 8, 0, 1, 0, 6, 0, 1, 1, 2, 9, 2, 1, 1, 2, 1, 4, 12, 6, 1, 1, 2, 7, 3, 0, 0, 2, 2, 0, 0, 2, 7, 0, 3, 0, 1, 0, 1, 3, 1, 0, 2, 1, 0, 3, 0, 9, 1, 4, 4, 1, 0, 1, 2, 0, 6, 2, 2, 1, 4, 1, 0, 0, 1, 0, 2, 0, 4, 3, 2, 2, 0, 4, 6, 33, 1, 1, 3, 108, 0, 0, 0, 0, 0, 2, 0, 0, 1, 3, 0, 1, 0, 1, 0, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 1, 1, 0, 133, 25, 54, 255, 174, 79, 51, 31, 132, 4, 30, 187, 0, 11, 54, 255, 104, 149, 218, 4, 30, 68, 82, 45, 54, 33, 193, 25, 255, 218, 4, 30, 255, 98, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 3, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 2, 4, 0, 0, 0, 0, 0, 0, 0, 3, 4, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 3, 0, 0, 1, 1, 1, 1, 0, 2, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 1, 1, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 2, 0, 1, 0, 0, 0, 3, 2, 1, 0, 3, 0, 2, 2, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 2, 1, 0, 2, 0, 2, 1, 1, 0, 3, 2, 1, 0, 0, 1, 0, 1, 0, 2, 1, 1, 1, 0, 2, 0, 1, 2, 1, 0, 1, 0, 2, 0, 0, 1, 1, 1, 3, 3, 0, 0, 0, 0, 0, 1, 0, 0, 1, 3, 0, 2, 1, 1, 0, 0, 0, 1, 0, 0, 3, 0, 0, 2, 0, 0, 0, 0, 4, 0, 3, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 2, 0, 2, 0, 1, 1, 0, 1, 8, 1, 1, 106, 103, 1, 0, 0, 1, 0, 134, 255, 175, 41, 4, 30, 96, 135, 20, 202, 51, 68, 1, 1, 2, 0, 109, 61, 68, 148, 4, 30, 255, 255, 196, 57, 48, 168, 4, 30, 255, 255, 205, 48, 218, 1, 1, 30, 255, 0, 253, 255, 218, 4, 30, 81, 172, 24, 121, 106, 209, 44, 218, 4, 30, 255, 255, 121, 132, 218, 4, 30, 255, 255, 255, 218, 4, 30, 255, 200, 18, 32, 65, 188, 211, 0, 2, 4, 30, 255, 44, 209, 255, 218, 4, 30, 255, 44, 47, 31, 126, 255, 218, 4, 30, 255, 255, 246, 1, 4, 218, 4, 30, 163, 90, 109, 144, 255, 218, 4, 30, 255, 32, 221, 255, 218, 4, 30, 255, 40, 73, 138, 255, 218, 4, 19, 9, 255, 255, 255, 218, 4, 30, 176, 77, 155, 0, 0, 0, 0, 88, 69, 184, 218, 4, 12, 13, 201, 52, 255, 255, 56, 120, 38, 4, 30, 115, 138, 137, 116, 51, 202, 145, 71, 4, 30, 255, 26, 9, 216, 124, 2, 3, 107, 218, 4, 20, 4, 255, 255, 255, 40, 176, 4, 22, 5, 0, 255, 255, 255, 49, 174, 4, 23, 255, 140, 111, 255, 225, 4, 23, 255, 141, 111, 1, 255, 225, 4, 18, 1, 207, 46, 53, 164, 34, 2, 9, 239, 151, 67, 3, 4, 20, 1, 14, 0, 235, 255, 14, 19, 218, 0, 115, 107, 4, 20, 1, 255, 123, 130, 246, 6, 225, 4, 20, 1, 255, 184, 69, 247, 6, 12, 211, 4, 20, 1, 140, 70, 0, 42, 255, 191, 62, 225, 4, 20, 1, 255, 255, 255, 225, 4, 23, 255, 255, 255, 225, 4, 23, 255, 62, 191, 255, 225, 4, 23, 11, 0, 240, 255, 255, 225, 4, 23, 255, 255, 215, 38, 225, 4, 23, 255, 60, 193, 255, 225, 4, 23, 59, 22, 0, 121, 0, 3, 8, 0, 16, 77, 0, 172, 255, 225, 4, 23, 97, 0, 0, 1, 2, 2, 0, 3, 0, 0, 2, 0, 1, 0, 0, 0, 9, 15, 28, 0, 0, 41, 1, 0, 1, 5, 1, 0, 0, 1, 0, 0, 57, 0, 76, 1, 2, 1, 0, 0, 0, 0, 0, 1, 5, 2, 1, 1, 0, 5, 0, 0, 0, 0, 1, 1, 0, 211, 255, 25, 1, 2, 3, 1, 0, 4, 1, 7, 4, 0, 16, 2, 7, 2, 1, 11, 62, 20, 46, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 4, 5, 1, 0, 0, 1, 1, 0, 59, 1, 98, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 255, 255, 3, 7, 2, 1, 98, 46, 28, 18, 37, 0, 0, 0, 98, 68, 86, 34, 40, 73, 65, 34, 255, 98, 46, 28, 70, 6, 98, 8, 57, 73, 11, 77, 176, 0, 255, 98, 46, 28, 29, 12, 23, 6, 98, 9, 57, 73, 11, 0, 194, 0, 57, 108, 102, 39, 98, 46, 75, 23, 6, 51, 4, 185, 10, 28, 50, 0, 2, 170, 24, 152, 34, 39, 146, 100, 6, 42, 211, 255, 8, 39, 203, 146, 100, 6, 255, 36, 0, 212, 255, 146, 100, 6, 69, 183, 255, 82, 93, 75, 146, 100, 6, 70, 142, 0, 1, 0, 29, 0, 255, 177, 36, 20, 16, 27, 62, 53, 16, 78, 2, 6, 132, 10, 37, 71, 28, 224, 0, 252, 1, 140, 4, 72, 26, 6, 144, 37, 71, 2, 17, 232, 145, 44, 62, 146, 59, 39, 6, 74, 10, 56, 37, 71, 47, 206, 255, 146, 100, 6, 144, 37, 71, 255, 255, 146, 18, 80, 6, 74, 68, 37, 71, 255, 138, 115, 146, 100, 6, 255, 19, 233, 117, 26, 108, 123, 21, 100, 6, 194, 59, 208, 45, 255, 13, 131, 100, 6, 61, 301, 1, 1, 0, 2, 0, 0, 1, 0, 0, 0, 1, 1, 0, 5, 1, 2, 1, 0, 0, 1, 1, 1, 1, 0, 0, 6, 2, 2, 0, 1, 1, 1, 0, 1, 0, 1, 4, 1, 1, 3, 1, 1, 0, 0, 1, 0, 3, 3, 1, 2, 0, 0, 0, 4, 0, 1, 3, 1, 1, 1, 1, 0, 1, 2, 108, 81, 6, 138, 100, 6, 255, 84, 0, 0, 0, 89, 68, 95, 158, 50, 94, 100, 6, 107, 146, 77, 13, 0, 159, 0, 255, 146, 84, 14, 6, 255, 2, 154, 92, 1, 70, 1, 0, 0, 57, 116, 77, 29, 36, 100, 6, 255, 159, 92, 1, 204, 49, 146, 39, 18, 39, 6, 8, 3, 237, 159, 52, 38, 1, 255, 146, 38, 60, 6, 146, 41, 64, 159, 92, 1, 255, 146, 100, 6, 255, 255, 196, 57, 118, 26, 100, 6, 239, 13, 10, 141, 100, 117, 94, 40, 7, 137, 6, 92, 6, 255, 18, 235, 255, 124, 20, 6, 92, 6, 145, 108, 214, 39, 21, 0, 126, 100, 146, 100, 6, 255, 18, 235, 255, 146, 58, 40, 6, 147, 106, 255, 255, 146, 100, 6, 111, 112, 27, 255, 255, 146, 100, 6, 255, 150, 103, 255, 146, 100, 6, 255, 176, 77, 255, 146, 100, 6, 226, 27, 255, 255, 146, 100, 6, 255, 255, 255, 146, 100, 6, 189, 63, 17, 236, 79, 174, 39, 105, 88, 0, 0, 0, 6, 184, 68, 161, 91, 61, 0, 55, 59, 69, 146, 98, 0, 6, 37, 81, 133, 162, 91, 0, 105, 147, 145, 100, 6, 233, 20, 128, 381, 146, 100, 6, 30, 223, 60, 60, 131, 255, 146, 100, 6, 177, 0, 74, 200, 53, 255, 61, 83, 100, 6, 191, 62, 255, 255, 130, 14, 100, 6, 255, 135, 118, 125, 65, 61, 146, 100, 6, 83, 63, 105, 255, 255, 146, 100, 6, 255, 144, 40, 67, 255, 70, 74, 100, 6, 126, 29, 95, 255, 16, 234, 0, 9, 133, 100, 6, 255, 255, 255, 146, 9, 9, 78, 6, 255, 255, 255, 146, 75, 23, 6, 41, 212, 255, 211, 42, 95, 49, 19, 79, 6, 255, 255, 86, 167, 146, 100, 6, 132, 120, 255, 255, 146, 82, 16, 6, 255, 255, 255, 146, 100, 6, 255, 255, 255, 146, 100, 6, 255, 255, 225, 0, 1, 3, 6, 14, 130, 76, 22, 6, 211, 1, 38, 90, 0, 6, 126, 15, 255, 93, 0, 47, 100, 6, 148, 61, 1, 38, 109, 127, 15, 0, 255, 4, 140, 70, 1, 21, 6, 255, 255, 139, 113, 123, 21, 74, 24, 6, 255, 255, 140, 113, 0, 146, 48, 24, 24, 6, 255, 255, 255, 146, 74, 24, 6, 255, 255, 255, 146, 13, 59, 24, 6, 144, 108, 255, 250, 3, 146, 74, 24, 6, 255, 63, 189, 240, 13, 146, 100, 6, 255, 64, 189, 0, 255, 146, 100, 6, 200, 36, 203, 0, 0, 0, 2, 3, 61, 192, 199, 0, 52, 146, 100, 6, 36, 207, 9, 255, 255, 146, 100, 6, 228, 31, 103, 149, 255, 113, 31, 100, 6, 255, 181, 72, 255, 146, 100, 6, 162, 0, 0, 86, 220, 33, 255, 146, 100, 6, 255, 255, 255, 146, 100, 6, 92, 12, 147, 255, 68, 0, 183, 146, 100, 6, 79, 174, 255, 255, 146, 100, 6, 255, 255, 255, 146, 100, 6, 255, 255, 255, 146, 100, 6, 255, 255, 255, 16, 68, 57, 100, 6, 48, 1, 6, 0, 3, 1, 1, 1, 4, 0, 0, 7, 0, 1, 6, 0, 145, 27, 226, 255, 46, 0, 94, 56, 42, 6, 255, 223, 18, 10, 255, 146, 100, 6, 255, 123, 21, 103, 210, 43, 255, 247, 6, 150, 103, 255, 223, 29, 255, 150, 89, 12, 103, 150, 255, 255, 150, 103, 255, 255, 255, 150, 103, 255, 255, 155, 98, 150, 103, 255, 108, 145, 195, 0, 56, 150, 103, 33, 220, 255, 255, 150, 6, 0, 91, 255, 9, 244, 231, 22, 150, 103, 187, 66, 255, 255, 150, 103, 255, 255, 255, 150, 9, 91, 255, 170, 83, 109, 0, 1, 0, 0, 126, 150, 103, 255, 7, 5, 238, 116, 137, 150, 40, 0, 62, 255, 8, 245, 0, 116, 90, 2, 2, 24, 145, 2, 12, 0, 74, 9, 10, 92, 0, 4, 42, 0, 7, 0, 0, 69, 32, 221, 71, 40, 137, 49, 0, 100, 15, 86, 189, 63, 255, 116, 83, 52, 150, 103, 24, 129, 96, 248, 5, 255, 150, 95, 0, 0, 2, 255, 255, 255, 150, 103, 255, 255, 255, 150, 103, 255, 159, 93, 64, 0, 190, 150, 18, 83, 255, 255, 255, 150, 103, 255, 116, 5, 0, 2, 2, 1, 0, 0, 2, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 66, 255, 255, 150, 103, 110, 0, 139, 173, 80, 255, 150, 0, 101, 255, 161, 22, 68, 255, 150, 103, 254, 255, 155, 98, 150, 103, 255, 255, 136, 83, 32, 150, 103, 255, 255, 255, 150, 103, 255, 255, 56, 196, 150, 103, 255, 255, 255, 150, 103, 227, 0, 11, 8, 255, 255, 150, 103, 255, 255, 255, 150, 103, 255, 15, 238, 255, 11, 136, 103, 255, 26, 227, 255, 150, 103, 255, 255, 203, 50, 150, 103, 255, 255, 255, 150, 103, 255, 255, 255, 150, 83, 17, 255, 245, 8, 255, 20, 46, 80, 103, 255, 255, 255, 150, 103, 255, 255, 255, 24, 124, 103, 255, 212, 2, 10, 3, 52, 9, 96, 5, 5, 5, 0, 0, 4, 1, 0, 2, 4, 7, 11, 20, 1, 0, 230, 87, 166, 113, 125, 0, 1, 9, 120, 2, 1, 110, 196, 57, 68, 1, 62, 94, 1, 0, 6, 9, 190, 6, 20, 0, 1, 2, 216, 6, 20, 0, 203, 2, 7, 35, 255, 216, 3, 33, 0, 97, 0, 1, 109, 95, 158, 255, 174, 36, 0, 8, 6, 20, 14, 4, 129, 58, 115, 15, 1, 26, 90, 255, 157, 59, 0, 32, 97, 88, 29, 255, 11, 6, 20, 32, 0, 180, 135, 76, 0, 0, 36, 194, 17, 148, 105, 81, 0, 3, 162, 11, 6, 198, 2, 44, 6, 118, 78, 255, 255, 152, 57, 1, 1, 31, 211, 162, 0, 0, 84, 255, 48, 6, 164, 1, 1, 5, 4, 2, 6, 14, 5, 5, 0, 4, 0, 1, 0, 1, 2, 0, 5, 1, 10, 6, 1, 2, 1, 0, 1, 0, 0, 1, 6, 6, 5, 4, 2, 1, 1, 12, 2, 1, 1, 0, 0, 1, 0, 2, 0, 4, 5, 2, 0, 0, 1, 5, 0, 1, 8, 4, 4, 11, 7, 3, 5, 6, 6, 4, 6, 5, 6, 6, 5, 6, 3, 1, 6, 6, 3, 14, 6, 10, 7, 14, 6, 4, 7, 5, 5, 3, 0, 4, 7, 4, 6, 12, 6, 12, 4, 4, 5, 6, 5, 6, 6, 5, 22, 21, 5, 9, 21, 6, 5, 3, 6, 5, 6, 2, 2, 13, 5, 1, 3, 7, 5, 3, 1, 4, 6, 10, 4, 5, 6, 4, 12, 5, 12, 1, 0, 5, 5, 6, 11, 6, 1, 4, 4, 2, 1, 0, 36, 46, 165, 255, 117, 136, 82, 6, 126, 1, 105, 6, 69, 29, 0, 27, 255, 255, 204, 14, 0, 10, 3, 5, 3, 2, 6, 6, 4, 6, 6, 4, 7, 4, 8, 1, 5, 15, 5, 5, 4, 7, 5, 5, 7, 6, 4, 4, 12, 6, 4, 5, 7, 4, 1, 0, 3, 1, 4, 7, 9, 6, 6, 4, 6, 5, 6, 3, 6, 6, 12, 4, 4, 0, 1, 3, 6, 6, 5, 6, 5, 7, 4, 7, 5, 6, 5, 5, 6, 6, 5, 4, 0, 5, 5, 13, 5, 6, 5, 6, 5, 6, 6, 6, 5, 6, 4, 6, 6, 3, 7, 4, 6, 6, 7, 6, 6, 5, 5, 6, 14, 4, 7, 5, 3, 0, 5, 6, 5, 6, 6, 4, 6, 6, 5, 4, 5, 4, 12, 6, 2, 1, 3, 2, 3, 6, 4, 13, 14, 5, 7, 6, 5, 6]\n",
      "5134\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2865"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the differences and store them in a new list\n",
    "differences = [ e-b  for b,e in l ]\n",
    "print(differences)\n",
    "print(len(differences))\n",
    "\n",
    "filtered = list(filter(lambda x: x < 5, differences))\n",
    "len(filtered)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "differences_df = pd.DataFrame(differences, columns=[\"diffs\"])\n",
    "fig = go.Figure(data=[go.Histogram(x=differences_df[\"diffs\"], nbinsx=100)])\n",
    "fig.update_layout(title='Number of concecutive port numbers used', xaxis_title='Value', yaxis_title='Frequency')\n",
    "fig.show()\n",
    "fig.write_image(\"figures/lebara-histogram.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate the PDF using numpy\n",
    "data = differences\n",
    "density, bins = np.histogram(data, bins=10, density=True)\n",
    "midpoints = (bins[1:] + bins[:-1]) / 2\n",
    "\n",
    "# Create line plot of the PDF using Plotly\n",
    "fig = go.Figure(data=[go.Scatter(x=midpoints, y=density, mode='lines')])\n",
    "fig.update_layout(title='Probability Density Function of Sample Data', xaxis_title='Value', yaxis_title='Density')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[381,\n",
       " 301,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 255,\n",
       " 254,\n",
       " 253,\n",
       " 252,\n",
       " 252,\n",
       " 250,\n",
       " 248,\n",
       " 248,\n",
       " 247,\n",
       " 247,\n",
       " 246,\n",
       " 246,\n",
       " 245,\n",
       " 245,\n",
       " 245,\n",
       " 245,\n",
       " 245,\n",
       " 245,\n",
       " 244,\n",
       " 240,\n",
       " 240,\n",
       " 239,\n",
       " 239,\n",
       " 238,\n",
       " 238,\n",
       " 237,\n",
       " 236,\n",
       " 235,\n",
       " 235,\n",
       " 235,\n",
       " 235,\n",
       " 234,\n",
       " 233,\n",
       " 233,\n",
       " 233,\n",
       " 232,\n",
       " 232,\n",
       " 232,\n",
       " 231,\n",
       " 230,\n",
       " 230,\n",
       " 228,\n",
       " 228,\n",
       " 227,\n",
       " 227,\n",
       " 226,\n",
       " 226,\n",
       " 226,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 225,\n",
       " 224,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 223,\n",
       " 222,\n",
       " 221,\n",
       " 221,\n",
       " 220,\n",
       " 220,\n",
       " 219,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 218,\n",
       " 216,\n",
       " 216,\n",
       " 216,\n",
       " 215,\n",
       " 214,\n",
       " 214,\n",
       " 212,\n",
       " 212,\n",
       " 212,\n",
       " 212,\n",
       " 211,\n",
       " 211,\n",
       " 211,\n",
       " 211,\n",
       " 211,\n",
       " 211,\n",
       " 211,\n",
       " 211,\n",
       " 210,\n",
       " 209,\n",
       " 209,\n",
       " 209,\n",
       " 209,\n",
       " 208,\n",
       " 207,\n",
       " 207,\n",
       " 207,\n",
       " 206,\n",
       " 205,\n",
       " 205,\n",
       " 204,\n",
       " 204,\n",
       " 204,\n",
       " 204,\n",
       " 203,\n",
       " 203,\n",
       " 203,\n",
       " 203,\n",
       " 202,\n",
       " 202,\n",
       " 201,\n",
       " 200,\n",
       " 200,\n",
       " 200,\n",
       " 199,\n",
       " 198,\n",
       " 198,\n",
       " 197,\n",
       " 196,\n",
       " 196,\n",
       " 196,\n",
       " 196,\n",
       " 196,\n",
       " 195,\n",
       " 195,\n",
       " 195,\n",
       " 195,\n",
       " 194,\n",
       " 194,\n",
       " 194,\n",
       " 194,\n",
       " 193,\n",
       " 193,\n",
       " 192,\n",
       " 191,\n",
       " 191,\n",
       " 191,\n",
       " 191,\n",
       " 190,\n",
       " 190,\n",
       " 189,\n",
       " 189,\n",
       " 189,\n",
       " 189,\n",
       " 188,\n",
       " 187,\n",
       " 187,\n",
       " 187,\n",
       " 187,\n",
       " 186,\n",
       " 185,\n",
       " 185,\n",
       " 185,\n",
       " 185,\n",
       " 184,\n",
       " 184,\n",
       " 184,\n",
       " 183,\n",
       " 183,\n",
       " 182,\n",
       " 181,\n",
       " 180,\n",
       " 179,\n",
       " 178,\n",
       " 177,\n",
       " 177,\n",
       " 176,\n",
       " 176,\n",
       " 176,\n",
       " 176,\n",
       " 175,\n",
       " 174,\n",
       " 174,\n",
       " 174,\n",
       " 174,\n",
       " 174,\n",
       " 174,\n",
       " 173,\n",
       " 172,\n",
       " 172,\n",
       " 171,\n",
       " 170,\n",
       " 170,\n",
       " 169,\n",
       " 168,\n",
       " 168,\n",
       " 168,\n",
       " 167,\n",
       " 166,\n",
       " 165,\n",
       " 165,\n",
       " 164,\n",
       " 164,\n",
       " 164,\n",
       " 163,\n",
       " 162,\n",
       " 162,\n",
       " 162,\n",
       " 162,\n",
       " 161,\n",
       " 161,\n",
       " 161,\n",
       " 160,\n",
       " 159,\n",
       " 159,\n",
       " 159,\n",
       " 159,\n",
       " 159,\n",
       " 159,\n",
       " 158,\n",
       " 158,\n",
       " 158,\n",
       " 157,\n",
       " 157,\n",
       " 157,\n",
       " 157,\n",
       " 157,\n",
       " 157,\n",
       " 157,\n",
       " 157,\n",
       " 157,\n",
       " 155,\n",
       " 155,\n",
       " 155,\n",
       " 154,\n",
       " 152,\n",
       " 152,\n",
       " 152,\n",
       " 152,\n",
       " 152,\n",
       " 152,\n",
       " 152,\n",
       " 152,\n",
       " 151,\n",
       " 151,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 150,\n",
       " 149,\n",
       " 149,\n",
       " 148,\n",
       " 148,\n",
       " 148,\n",
       " 148,\n",
       " 147,\n",
       " 147,\n",
       " 147,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 146,\n",
       " 145,\n",
       " 145,\n",
       " 145,\n",
       " 145,\n",
       " 145,\n",
       " 145,\n",
       " 145,\n",
       " 144,\n",
       " 144,\n",
       " 144,\n",
       " 144,\n",
       " 144,\n",
       " 144,\n",
       " 143,\n",
       " 142,\n",
       " 141,\n",
       " 141,\n",
       " 141,\n",
       " 140,\n",
       " 140,\n",
       " 140,\n",
       " 140,\n",
       " 140,\n",
       " 140,\n",
       " 140,\n",
       " 139,\n",
       " 139,\n",
       " 139,\n",
       " 138,\n",
       " 138,\n",
       " 138,\n",
       " 138,\n",
       " 137,\n",
       " 137,\n",
       " 137,\n",
       " 137,\n",
       " 136,\n",
       " 136,\n",
       " 136,\n",
       " 136,\n",
       " 135,\n",
       " 135,\n",
       " 135,\n",
       " 135,\n",
       " 135,\n",
       " 135,\n",
       " 135,\n",
       " 134,\n",
       " 134,\n",
       " 134,\n",
       " 134,\n",
       " 133,\n",
       " 133,\n",
       " 133,\n",
       " 132,\n",
       " 132,\n",
       " 132,\n",
       " 132,\n",
       " 132,\n",
       " 131,\n",
       " 131,\n",
       " 130,\n",
       " 130,\n",
       " 130,\n",
       " 130,\n",
       " 129,\n",
       " 129,\n",
       " 129,\n",
       " 128,\n",
       " 128,\n",
       " 127,\n",
       " 126,\n",
       " 126,\n",
       " 126,\n",
       " 126,\n",
       " 126,\n",
       " 126,\n",
       " 125,\n",
       " 125,\n",
       " 125,\n",
       " 124,\n",
       " 124,\n",
       " 124,\n",
       " 123,\n",
       " 123,\n",
       " 123,\n",
       " 123,\n",
       " 123,\n",
       " 122,\n",
       " 121,\n",
       " 121,\n",
       " 121,\n",
       " 121,\n",
       " 121,\n",
       " 120,\n",
       " 120,\n",
       " 120,\n",
       " 120,\n",
       " 119,\n",
       " 118,\n",
       " 118,\n",
       " 118,\n",
       " 118,\n",
       " 118,\n",
       " 118,\n",
       " 117,\n",
       " 117,\n",
       " 117,\n",
       " 117,\n",
       " 117,\n",
       " 116,\n",
       " 116,\n",
       " 116,\n",
       " 116,\n",
       " 116,\n",
       " 116,\n",
       " 115,\n",
       " 115,\n",
       " 115,\n",
       " 115,\n",
       " 114,\n",
       " 113,\n",
       " 113,\n",
       " 113,\n",
       " 113,\n",
       " 113,\n",
       " 113,\n",
       " 112,\n",
       " 112,\n",
       " 112,\n",
       " 112,\n",
       " 111,\n",
       " 111,\n",
       " 111,\n",
       " 111,\n",
       " 111,\n",
       " 110,\n",
       " 110,\n",
       " 110,\n",
       " 110,\n",
       " 109,\n",
       " 109,\n",
       " 109,\n",
       " 109,\n",
       " 109,\n",
       " 109,\n",
       " 109,\n",
       " 108,\n",
       " 108,\n",
       " 108,\n",
       " 108,\n",
       " 108,\n",
       " 108,\n",
       " 108,\n",
       " 107,\n",
       " 107,\n",
       " 107,\n",
       " 106,\n",
       " 106,\n",
       " 106,\n",
       " 106,\n",
       " 105,\n",
       " 105,\n",
       " 105,\n",
       " 105,\n",
       " 105,\n",
       " 105,\n",
       " 105,\n",
       " 105,\n",
       " 104,\n",
       " 104,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 103,\n",
       " 102,\n",
       " 101,\n",
       " 101,\n",
       " 101,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 100,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 98,\n",
       " 97,\n",
       " 97,\n",
       " 97,\n",
       " 97,\n",
       " 97,\n",
       " 96,\n",
       " 96,\n",
       " 96,\n",
       " 96,\n",
       " 96,\n",
       " 96,\n",
       " 96,\n",
       " 96,\n",
       " 96,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 95,\n",
       " 94,\n",
       " 94,\n",
       " 94,\n",
       " 94,\n",
       " 94,\n",
       " 94,\n",
       " 93,\n",
       " 93,\n",
       " 93,\n",
       " 93,\n",
       " 92,\n",
       " 92,\n",
       " 92,\n",
       " 92,\n",
       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differences.sort(reverse=True)\n",
    "differences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Time_x</th>\n",
       "      <th>Sender Port_x</th>\n",
       "      <th>Sender Port_y</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1706028562554</td>\n",
       "      <td>55548</td>\n",
       "      <td>1883</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1706028562761</td>\n",
       "      <td>14561</td>\n",
       "      <td>9785</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1706028562968</td>\n",
       "      <td>24848</td>\n",
       "      <td>1884</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Time_x  Sender Port_x  Sender Port_y  label\n",
       "50  1706028562554          55548           1883      1\n",
       "51  1706028562761          14561           9785      1\n",
       "52  1706028562968          24848           1884      1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[50:53]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "236"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp =[50, 0, 13, 0, 0, 0, 2, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 55, 0, 75, 0, 3, 2, 1, 1, 0]\n",
    "sum(temp) + len(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate the differences and store them in a new list\n",
    "time_differences = [(df.iloc[e], df.iloc[b])  for b,e in l if e-b == 255]\n",
    "for i in time_differences:\n",
    "    print(i, \"\\n\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate the differences and store them in a new list\n",
    "time_differences = [(b,e)  for b,e in l if e-b >400]\n",
    "print(time_differences)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[136150: 136660][\"Time_x\"].max() - df.loc[136150: 136660][\"Time_x\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[0:400]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sum([50, 0, 15, 0, 8, 0, 0, 0, 0, 1, 0, 3, 0, 55, 0, 75, 0, 3, 7]) + len([50, 0, 15, 0, 8, 0, 0, 0, 0, 1, 0, 3, 0, 55, 0, 75, 0, 3, 7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexes = [i for i, value in enumerate(l) if value[1] - value[0] == 255]\n",
    "print(indexes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ranges = [l[index] for index in indexes]\n",
    "ranges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.iloc[3528:3784]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test whether all the starting ports of full buckets are divisible by 256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for range in ranges:\n",
    "    port_y = df.iloc[range[0]]['Sender Port_y']\n",
    "    if(port_y % 256 !=0 ):\n",
    "        print(port_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test in the ones who miss 1 or two elements which position of the list they are missing, are they the head tail or random "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexes = [i for i, value in enumerate(l) if value[1] - value[0] == 254]\n",
    "missing_head = []\n",
    "missing_tail = []\n",
    "ranges = [l[index] for index in indexes]\n",
    "for range in ranges:\n",
    "    port_y_start = df.iloc[range[0]]['Sender Port_y']\n",
    "    port_y_end = df.iloc[range[1]]['Sender Port_y']\n",
    "    if port_y_start % 256 !=0:\n",
    "        missing_head.append(port_y_start)\n",
    "    elif port_y_end % 255 !=0:\n",
    "        missing_tail.append(port_y_end)\n",
    "print(f\"List of 254 size {len(indexes)}, missing head of those {len(missing_head)}, missing tail of those {len(missing_tail)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "LEBARA: 256 queues of consecutive ports. Each time you connect you get assigned to a queue (how that is decided is yet unknown). \n",
    "You start consuming this queue and if you need more you get another queue etc.When a port times out it goes back to its queue. There should be some strategy on how you are assigned a queue since some queues are repeatedly seen again and again\n",
    "\n",
    "TODO Test that when those sequences are seen again is consistent with the timeout time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1357\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[12,\n",
       " 20,\n",
       " 21,\n",
       " 22,\n",
       " 23,\n",
       " 24,\n",
       " 25,\n",
       " 26,\n",
       " 29,\n",
       " 30,\n",
       " 31,\n",
       " 32,\n",
       " 35,\n",
       " 36,\n",
       " 37,\n",
       " 38,\n",
       " 42,\n",
       " 47,\n",
       " 51,\n",
       " 61,\n",
       " 62,\n",
       " 63,\n",
       " 64,\n",
       " 65,\n",
       " 66,\n",
       " 67,\n",
       " 68,\n",
       " 69,\n",
       " 70,\n",
       " 71,\n",
       " 72,\n",
       " 73,\n",
       " 74,\n",
       " 75,\n",
       " 76,\n",
       " 77,\n",
       " 78,\n",
       " 79,\n",
       " 80,\n",
       " 81,\n",
       " 82,\n",
       " 83,\n",
       " 84,\n",
       " 85,\n",
       " 86,\n",
       " 87,\n",
       " 88,\n",
       " 89,\n",
       " 90,\n",
       " 91,\n",
       " 92,\n",
       " 97,\n",
       " 98,\n",
       " 120,\n",
       " 146,\n",
       " 223,\n",
       " 228,\n",
       " 229,\n",
       " 230,\n",
       " 231,\n",
       " 232,\n",
       " 233,\n",
       " 234,\n",
       " 235,\n",
       " 363,\n",
       " 779,\n",
       " 803,\n",
       " 977,\n",
       " 978,\n",
       " 979,\n",
       " 980,\n",
       " 981,\n",
       " 982,\n",
       " 985,\n",
       " 986,\n",
       " 987,\n",
       " 988,\n",
       " 1022,\n",
       " 1034,\n",
       " 1043,\n",
       " 1044,\n",
       " 1045,\n",
       " 1069,\n",
       " 1072,\n",
       " 1073,\n",
       " 1074,\n",
       " 1075,\n",
       " 1076,\n",
       " 1077,\n",
       " 1078,\n",
       " 1079,\n",
       " 1080,\n",
       " 1081,\n",
       " 1082,\n",
       " 1083,\n",
       " 1084,\n",
       " 1085,\n",
       " 1086,\n",
       " 1087,\n",
       " 1088,\n",
       " 1089,\n",
       " 1090,\n",
       " 1091,\n",
       " 1092,\n",
       " 1093,\n",
       " 1094,\n",
       " 1095,\n",
       " 1096,\n",
       " 1097,\n",
       " 1101,\n",
       " 1102,\n",
       " 1103,\n",
       " 1109,\n",
       " 1119,\n",
       " 1124,\n",
       " 1125,\n",
       " 1126,\n",
       " 1127,\n",
       " 1130,\n",
       " 1136,\n",
       " 1137,\n",
       " 1138,\n",
       " 1139,\n",
       " 1142,\n",
       " 1143,\n",
       " 1144,\n",
       " 1168,\n",
       " 1232,\n",
       " 1233,\n",
       " 1234,\n",
       " 1235,\n",
       " 1236,\n",
       " 1237,\n",
       " 1238,\n",
       " 1239,\n",
       " 1240,\n",
       " 1241,\n",
       " 1368,\n",
       " 1782,\n",
       " 1806,\n",
       " 1982,\n",
       " 1983,\n",
       " 1984,\n",
       " 1985,\n",
       " 1986,\n",
       " 1987,\n",
       " 1990,\n",
       " 1991,\n",
       " 1992,\n",
       " 1993,\n",
       " 2041,\n",
       " 2080,\n",
       " 2083,\n",
       " 2084,\n",
       " 2085,\n",
       " 2086,\n",
       " 2087,\n",
       " 2088,\n",
       " 2092,\n",
       " 2093,\n",
       " 2094,\n",
       " 2095,\n",
       " 2096,\n",
       " 2097,\n",
       " 2098,\n",
       " 2099,\n",
       " 2100,\n",
       " 2101,\n",
       " 2102,\n",
       " 2103,\n",
       " 2104,\n",
       " 2105,\n",
       " 2106,\n",
       " 2107,\n",
       " 2108,\n",
       " 2109,\n",
       " 2110,\n",
       " 2111,\n",
       " 2112,\n",
       " 2113,\n",
       " 2114,\n",
       " 2117,\n",
       " 2123,\n",
       " 2124,\n",
       " 2125,\n",
       " 2140,\n",
       " 2151,\n",
       " 2152,\n",
       " 2153,\n",
       " 2154,\n",
       " 2155,\n",
       " 2159,\n",
       " 2195,\n",
       " 2198,\n",
       " 2199,\n",
       " 2238,\n",
       " 2239,\n",
       " 2240,\n",
       " 2241,\n",
       " 2242,\n",
       " 2243,\n",
       " 2244,\n",
       " 2245,\n",
       " 2246,\n",
       " 2247,\n",
       " 2248,\n",
       " 2255,\n",
       " 2256,\n",
       " 2275,\n",
       " 2278,\n",
       " 2289,\n",
       " 2295,\n",
       " 2298,\n",
       " 2299,\n",
       " 2300,\n",
       " 2301,\n",
       " 2302,\n",
       " 2305,\n",
       " 2306,\n",
       " 2307,\n",
       " 2308,\n",
       " 2312,\n",
       " 2313,\n",
       " 2342,\n",
       " 2348,\n",
       " 2351,\n",
       " 2352,\n",
       " 2353,\n",
       " 2354,\n",
       " 2357,\n",
       " 2360,\n",
       " 2361,\n",
       " 2362,\n",
       " 2365,\n",
       " 2366,\n",
       " 2367,\n",
       " 2493,\n",
       " 2494,\n",
       " 2495,\n",
       " 2499,\n",
       " 2500,\n",
       " 2503,\n",
       " 2504,\n",
       " 2505,\n",
       " 2631,\n",
       " 2632,\n",
       " 2636,\n",
       " 2639,\n",
       " 2680,\n",
       " 2711,\n",
       " 2720,\n",
       " 2724,\n",
       " 2725,\n",
       " 2726,\n",
       " 2730,\n",
       " 2734,\n",
       " 2735,\n",
       " 2739,\n",
       " 2740,\n",
       " 2741,\n",
       " 2744,\n",
       " 2745,\n",
       " 2751,\n",
       " 2754,\n",
       " 2762,\n",
       " 2777,\n",
       " 2801,\n",
       " 2841,\n",
       " 2842,\n",
       " 2845,\n",
       " 2864,\n",
       " 2867,\n",
       " 2871,\n",
       " 2872,\n",
       " 2876,\n",
       " 2877,\n",
       " 2882,\n",
       " 2883,\n",
       " 2887,\n",
       " 2888,\n",
       " 2891,\n",
       " 2892,\n",
       " 2893,\n",
       " 2982,\n",
       " 2983,\n",
       " 2984,\n",
       " 2985,\n",
       " 2986,\n",
       " 2987,\n",
       " 2988,\n",
       " 2989,\n",
       " 2990,\n",
       " 3038,\n",
       " 3043,\n",
       " 3044,\n",
       " 3052,\n",
       " 3063,\n",
       " 3064,\n",
       " 3065,\n",
       " 3066,\n",
       " 3069,\n",
       " 3070,\n",
       " 3071,\n",
       " 3072,\n",
       " 3077,\n",
       " 3096,\n",
       " 3097,\n",
       " 3107,\n",
       " 3108,\n",
       " 3128,\n",
       " 3133,\n",
       " 3134,\n",
       " 3137,\n",
       " 3138,\n",
       " 3142,\n",
       " 3143,\n",
       " 3272,\n",
       " 4040,\n",
       " 4041,\n",
       " 4061,\n",
       " 4134,\n",
       " 4189,\n",
       " 4272,\n",
       " 4302,\n",
       " 4384,\n",
       " 4515,\n",
       " 4886,\n",
       " 5056,\n",
       " 5152,\n",
       " 6688,\n",
       " 6689,\n",
       " 7173,\n",
       " 7606,\n",
       " 7890,\n",
       " 7891,\n",
       " 8096,\n",
       " 8692,\n",
       " 10221,\n",
       " 10698,\n",
       " 10699,\n",
       " 10702,\n",
       " 10710,\n",
       " 10711,\n",
       " 10712,\n",
       " 10713,\n",
       " 10716,\n",
       " 10717,\n",
       " 10718,\n",
       " 10721,\n",
       " 10729,\n",
       " 10732,\n",
       " 10733,\n",
       " 10734,\n",
       " 10735,\n",
       " 10736,\n",
       " 10737,\n",
       " 10738,\n",
       " 10739,\n",
       " 10742,\n",
       " 10748,\n",
       " 10770,\n",
       " 10771,\n",
       " 10772,\n",
       " 10775,\n",
       " 10776,\n",
       " 10785,\n",
       " 10786,\n",
       " 10787,\n",
       " 11928,\n",
       " 12987,\n",
       " 14050,\n",
       " 14174,\n",
       " 14974,\n",
       " 15262,\n",
       " 16676,\n",
       " 16685,\n",
       " 17760,\n",
       " 17773,\n",
       " 17788,\n",
       " 17805,\n",
       " 17848,\n",
       " 17849,\n",
       " 17853,\n",
       " 17861,\n",
       " 17882,\n",
       " 17914,\n",
       " 19763,\n",
       " 20705,\n",
       " 23687,\n",
       " 31865,\n",
       " 34733,\n",
       " 35161,\n",
       " 35162,\n",
       " 35163,\n",
       " 35867,\n",
       " 35874,\n",
       " 36114,\n",
       " 36115,\n",
       " 36116,\n",
       " 36117,\n",
       " 36118,\n",
       " 36124,\n",
       " 36125,\n",
       " 36126,\n",
       " 36127,\n",
       " 36168,\n",
       " 36169,\n",
       " 36307,\n",
       " 36310,\n",
       " 36315,\n",
       " 36316,\n",
       " 36317,\n",
       " 36318,\n",
       " 36319,\n",
       " 36451,\n",
       " 36456,\n",
       " 36867,\n",
       " 37078,\n",
       " 37079,\n",
       " 37080,\n",
       " 37635,\n",
       " 37636,\n",
       " 37640,\n",
       " 37641,\n",
       " 38832,\n",
       " 39088,\n",
       " 39334,\n",
       " 39857,\n",
       " 39858,\n",
       " 39869,\n",
       " 40180,\n",
       " 40181,\n",
       " 40184,\n",
       " 40189,\n",
       " 40190,\n",
       " 40191,\n",
       " 40192,\n",
       " 40200,\n",
       " 40206,\n",
       " 40207,\n",
       " 40216,\n",
       " 40217,\n",
       " 40220,\n",
       " 40226,\n",
       " 40229,\n",
       " 40230,\n",
       " 40235,\n",
       " 40236,\n",
       " 40243,\n",
       " 40252,\n",
       " 40261,\n",
       " 40265,\n",
       " 40269,\n",
       " 40270,\n",
       " 40273,\n",
       " 40280,\n",
       " 40283,\n",
       " 40296,\n",
       " 40305,\n",
       " 40312,\n",
       " 40315,\n",
       " 40318,\n",
       " 40323,\n",
       " 40330,\n",
       " 40331,\n",
       " 40332,\n",
       " 40338,\n",
       " 40339,\n",
       " 40340,\n",
       " 40341,\n",
       " 40342,\n",
       " 40359,\n",
       " 40369,\n",
       " 40370,\n",
       " 40373,\n",
       " 40380,\n",
       " 40413,\n",
       " 40427,\n",
       " 40428,\n",
       " 40429,\n",
       " 40430,\n",
       " 40431,\n",
       " 40438,\n",
       " 40448,\n",
       " 40449,\n",
       " 40450,\n",
       " 40490,\n",
       " 40494,\n",
       " 40495,\n",
       " 40501,\n",
       " 40504,\n",
       " 40508,\n",
       " 40517,\n",
       " 40520,\n",
       " 40523,\n",
       " 40524,\n",
       " 40525,\n",
       " 40530,\n",
       " 40535,\n",
       " 40550,\n",
       " 40551,\n",
       " 40552,\n",
       " 40555,\n",
       " 40563,\n",
       " 40564,\n",
       " 40565,\n",
       " 40586,\n",
       " 40592,\n",
       " 40595,\n",
       " 40619,\n",
       " 40626,\n",
       " 40631,\n",
       " 40652,\n",
       " 40653,\n",
       " 40654,\n",
       " 40655,\n",
       " 40668,\n",
       " 40669,\n",
       " 40675,\n",
       " 40676,\n",
       " 40679,\n",
       " 40698,\n",
       " 40704,\n",
       " 40709,\n",
       " 40710,\n",
       " 40711,\n",
       " 40726,\n",
       " 40733,\n",
       " 40734,\n",
       " 40738,\n",
       " 40739,\n",
       " 40744,\n",
       " 40747,\n",
       " 40758,\n",
       " 40764,\n",
       " 40765,\n",
       " 40775,\n",
       " 40784,\n",
       " 40787,\n",
       " 40792,\n",
       " 40793,\n",
       " 40794,\n",
       " 40799,\n",
       " 40800,\n",
       " 40803,\n",
       " 40806,\n",
       " 40807,\n",
       " 40808,\n",
       " 40819,\n",
       " 40822,\n",
       " 40825,\n",
       " 40837,\n",
       " 40838,\n",
       " 40841,\n",
       " 40844,\n",
       " 40853,\n",
       " 40854,\n",
       " 40855,\n",
       " 40860,\n",
       " 40870,\n",
       " 40881,\n",
       " 40885,\n",
       " 40886,\n",
       " 40892,\n",
       " 40893,\n",
       " 40894,\n",
       " 40897,\n",
       " 40901,\n",
       " 40919,\n",
       " 40938,\n",
       " 40946,\n",
       " 40954,\n",
       " 40963,\n",
       " 40971,\n",
       " 40976,\n",
       " 40993,\n",
       " 40996,\n",
       " 40997,\n",
       " 41002,\n",
       " 41016,\n",
       " 41019,\n",
       " 41022,\n",
       " 41032,\n",
       " 41040,\n",
       " 41048,\n",
       " 41049,\n",
       " 41050,\n",
       " 41062,\n",
       " 41063,\n",
       " 41064,\n",
       " 41069,\n",
       " 41070,\n",
       " 41119,\n",
       " 41122,\n",
       " 41137,\n",
       " 41138,\n",
       " 43855,\n",
       " 43856,\n",
       " 47721,\n",
       " 47726,\n",
       " 47742,\n",
       " 47748,\n",
       " 47758,\n",
       " 47769,\n",
       " 47772,\n",
       " 47779,\n",
       " 47780,\n",
       " 47788,\n",
       " 47794,\n",
       " 47803,\n",
       " 47832,\n",
       " 47840,\n",
       " 47850,\n",
       " 47856,\n",
       " 47862,\n",
       " 47863,\n",
       " 47864,\n",
       " 47867,\n",
       " 47873,\n",
       " 47883,\n",
       " 47911,\n",
       " 47912,\n",
       " 47921,\n",
       " 47950,\n",
       " 47974,\n",
       " 47975,\n",
       " 47983,\n",
       " 47990,\n",
       " 48026,\n",
       " 48027,\n",
       " 48028,\n",
       " 48040,\n",
       " 48085,\n",
       " 48116,\n",
       " 48125,\n",
       " 48132,\n",
       " 48143,\n",
       " 48144,\n",
       " 48151,\n",
       " 48152,\n",
       " 48169,\n",
       " 48173,\n",
       " 48181,\n",
       " 48245,\n",
       " 48248,\n",
       " 48251,\n",
       " 48259,\n",
       " 48263,\n",
       " 48269,\n",
       " 48276,\n",
       " 48279,\n",
       " 48288,\n",
       " 48289,\n",
       " 48294,\n",
       " 48297,\n",
       " 48314,\n",
       " 48323,\n",
       " 48328,\n",
       " 48329,\n",
       " 48335,\n",
       " 48336,\n",
       " 48345,\n",
       " 48346,\n",
       " 48347,\n",
       " 48348,\n",
       " 48356,\n",
       " 48366,\n",
       " 48367,\n",
       " 48368,\n",
       " 48374,\n",
       " 48392,\n",
       " 48393,\n",
       " 48411,\n",
       " 48412,\n",
       " 48442,\n",
       " 48443,\n",
       " 48446,\n",
       " 48449,\n",
       " 48452,\n",
       " 48457,\n",
       " 48458,\n",
       " 48461,\n",
       " 48473,\n",
       " 48485,\n",
       " 48486,\n",
       " 48487,\n",
       " 48490,\n",
       " 48500,\n",
       " 48501,\n",
       " 48506,\n",
       " 48509,\n",
       " 48510,\n",
       " 48519,\n",
       " 48528,\n",
       " 48532,\n",
       " 48537,\n",
       " 48542,\n",
       " 48543,\n",
       " 48559,\n",
       " 48567,\n",
       " 48570,\n",
       " 48574,\n",
       " 48575,\n",
       " 48580,\n",
       " 48581,\n",
       " 48598,\n",
       " 48605,\n",
       " 48611,\n",
       " 48612,\n",
       " 48613,\n",
       " 48618,\n",
       " 48621,\n",
       " 48634,\n",
       " 48635,\n",
       " 48640,\n",
       " 48641,\n",
       " 48651,\n",
       " 48659,\n",
       " 48662,\n",
       " 48667,\n",
       " 48668,\n",
       " 48679,\n",
       " 48683,\n",
       " 48696,\n",
       " 48697,\n",
       " 48698,\n",
       " 48704,\n",
       " 48708,\n",
       " 48709,\n",
       " 48714,\n",
       " 48724,\n",
       " 48727,\n",
       " 48728,\n",
       " 48731,\n",
       " 48751,\n",
       " 48754,\n",
       " 48757,\n",
       " 48758,\n",
       " 48768,\n",
       " 48796,\n",
       " 48807,\n",
       " 48808,\n",
       " 48831,\n",
       " 48853,\n",
       " 48884,\n",
       " 48885,\n",
       " 48891,\n",
       " 48897,\n",
       " 48905,\n",
       " 48908,\n",
       " 48917,\n",
       " 48949,\n",
       " 48952,\n",
       " 48958,\n",
       " 48983,\n",
       " 48984,\n",
       " 48985,\n",
       " 48995,\n",
       " 49005,\n",
       " 49008,\n",
       " 49009,\n",
       " 49030,\n",
       " 49031,\n",
       " 49032,\n",
       " 49033,\n",
       " 49037,\n",
       " 49088,\n",
       " 49092,\n",
       " 49093,\n",
       " 49094,\n",
       " 49124,\n",
       " 49139,\n",
       " 49142,\n",
       " 49145,\n",
       " 49146,\n",
       " 49147,\n",
       " 49162,\n",
       " 49165,\n",
       " 49166,\n",
       " 49182,\n",
       " 49183,\n",
       " 49184,\n",
       " 49203,\n",
       " 49221,\n",
       " 49227,\n",
       " 49228,\n",
       " 49235,\n",
       " 49247,\n",
       " 49248,\n",
       " 49270,\n",
       " 49289,\n",
       " 49349,\n",
       " 49368,\n",
       " 49388,\n",
       " 49420,\n",
       " 49423,\n",
       " 49444,\n",
       " 49445,\n",
       " 49457,\n",
       " 49458,\n",
       " 49472,\n",
       " 49499,\n",
       " 49512,\n",
       " 49528,\n",
       " 49547,\n",
       " 49559,\n",
       " 49570,\n",
       " 49582,\n",
       " 49589,\n",
       " 49603,\n",
       " 49604,\n",
       " 49614,\n",
       " 49636,\n",
       " 50030,\n",
       " 50045,\n",
       " 50052,\n",
       " 50083,\n",
       " 50091,\n",
       " 50092,\n",
       " 50093,\n",
       " 50101,\n",
       " 50159,\n",
       " 50172,\n",
       " 50175,\n",
       " 50187,\n",
       " 50190,\n",
       " 50195,\n",
       " 50196,\n",
       " 50197,\n",
       " 50217,\n",
       " 50242,\n",
       " 50243,\n",
       " 50249,\n",
       " 50250,\n",
       " 50253,\n",
       " 50272,\n",
       " 50273,\n",
       " 50307,\n",
       " 50308,\n",
       " 50341,\n",
       " 50362,\n",
       " 50412,\n",
       " 50436,\n",
       " 50444,\n",
       " 50447,\n",
       " 50448,\n",
       " 50449,\n",
       " 50453,\n",
       " 50459,\n",
       " 50460,\n",
       " 50461,\n",
       " 50465,\n",
       " 50466,\n",
       " 50469,\n",
       " 50488,\n",
       " 50489,\n",
       " 50490,\n",
       " 50497,\n",
       " 50498,\n",
       " 50510,\n",
       " 50511,\n",
       " 50525,\n",
       " 50529,\n",
       " 50532,\n",
       " 50533,\n",
       " 50550,\n",
       " 50551,\n",
       " 50552,\n",
       " 50556,\n",
       " 50562,\n",
       " 50565,\n",
       " 50566,\n",
       " 50567,\n",
       " 50573,\n",
       " 50574,\n",
       " 50577,\n",
       " 50578,\n",
       " 50581,\n",
       " 50586,\n",
       " 50592,\n",
       " 50600,\n",
       " 50606,\n",
       " 50607,\n",
       " 50608,\n",
       " 50611,\n",
       " 50614,\n",
       " 50615,\n",
       " 50622,\n",
       " 50653,\n",
       " 50654,\n",
       " 50655,\n",
       " 50656,\n",
       " 50671,\n",
       " 50685,\n",
       " 50686,\n",
       " 50687,\n",
       " 50697,\n",
       " 50706,\n",
       " 50707,\n",
       " 50713,\n",
       " 50717,\n",
       " 50718,\n",
       " 50721,\n",
       " 50739,\n",
       " 51256,\n",
       " 51552,\n",
       " 51695,\n",
       " 51720,\n",
       " 51820,\n",
       " 52002,\n",
       " 53082,\n",
       " 53083,\n",
       " 53084,\n",
       " 53593,\n",
       " 54299,\n",
       " 55817,\n",
       " 55828,\n",
       " 55829,\n",
       " 55833,\n",
       " 55851,\n",
       " 55852,\n",
       " 55855,\n",
       " 55856,\n",
       " 55857,\n",
       " 55858,\n",
       " 55908,\n",
       " 55909,\n",
       " 55975,\n",
       " 55981,\n",
       " 55993,\n",
       " 55994,\n",
       " 56118,\n",
       " 56185,\n",
       " 56261,\n",
       " 56310,\n",
       " 56322,\n",
       " 56323,\n",
       " 56331,\n",
       " 56332,\n",
       " 56335,\n",
       " 56346,\n",
       " 56366,\n",
       " 56377,\n",
       " 56420,\n",
       " 56432,\n",
       " 56435,\n",
       " 56443,\n",
       " 56517,\n",
       " 56518,\n",
       " 56525,\n",
       " 56526,\n",
       " 56538,\n",
       " 56543,\n",
       " 56546,\n",
       " 56555,\n",
       " 56561,\n",
       " 56566,\n",
       " 56591,\n",
       " 56597,\n",
       " 56620,\n",
       " 56621,\n",
       " 56624,\n",
       " 56628,\n",
       " 56644,\n",
       " 56808,\n",
       " 56809,\n",
       " 56810,\n",
       " 56811,\n",
       " 56812,\n",
       " 56816,\n",
       " 56817,\n",
       " 56824,\n",
       " 56827,\n",
       " 56830,\n",
       " 56831,\n",
       " 56832,\n",
       " 56833,\n",
       " 56837,\n",
       " 56840,\n",
       " 56841,\n",
       " 56842,\n",
       " 56843,\n",
       " 56844,\n",
       " 56845,\n",
       " 56846,\n",
       " 56847,\n",
       " 56848,\n",
       " 56849,\n",
       " 56856,\n",
       " 56859,\n",
       " 56860,\n",
       " 56865,\n",
       " 56866,\n",
       " 56873,\n",
       " 56874,\n",
       " 56875,\n",
       " 56876,\n",
       " 56877,\n",
       " 56878,\n",
       " 56879,\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indexes = [i for i, value in enumerate(l) if value[1] - value[0] == 0]\n",
    "elements = [l[index][0] for index in indexes]\n",
    "print(len(elements))\n",
    "elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1333"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l = []\n",
    "for el in elements:\n",
    "    port_y = df.iloc[el]['Sender Port_y']\n",
    "    if(port_y % 256/2 !=0 ):\n",
    "        l.append(port_y)\n",
    "len(l)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "telecom-analysis",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}