reader/outdated/blocksDB_analyze_tobalaba-better.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# analyze `allblocks-tobalaba.db` data; better node connectivity\n",
    "\n",
    "calculates & plots\n",
    "\n",
    "* blocktime\n",
    "* TPS (transactions per second), over 1, 3, 5, 10 consecutive blocks\n",
    "* block size\n",
    "* gasUsed and gasLimit per second\n",
    "\n",
    "It needs an `allblocks-tobalaba.db` database (created by `blocksDB_create.py`) containing all the blocks.\n",
    "\n",
    "\n",
    "In this specific case the `Tobalaba` chain of the Energy Web Foundation (https://tobalaba.etherscan.com).\n",
    "\n",
    "---\n",
    "### new version v20 = refactored into `blocksDB_diagramming.py`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please cite this as:\n",
    "\n",
    "> Ethereum benchmarking scripts \"chainhammer\" and \"chainreader\"  \n",
    "> by Dr Andreas Krueger, Electron.org.uk, London 2018  \n",
    "> https://github.com/drandreaskrueger/chainhammer    \n",
    "\n",
    "Consider to submit your improvements & usage as pull request --> [../other-projects.md](../other-projects.md).  Thanks.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## analyzing the whole Tobalaba Chain\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "## TOC\n",
    "\n",
    "Code \n",
    "\n",
    "* [import from database](#Database)\n",
    "* [simple statistics](#stats)\n",
    "* [generate new columns](#columns)\n",
    "* [4 diagrams in one](#code4diagrams)\n",
    "\n",
    "Results\n",
    "\n",
    "* whole chain\n",
    "* whole chain, log TPS plot\n",
    "* zoom 1\n",
    "* zoom 2\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='database'>Database</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Settings\n",
    "\n",
    "DBFILE=\"allblocks-tobalaba.db\"\n",
    "RAFT = False\n",
    "NAME_PREFIX=\"tobalaba\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sqlite3 version 2.6.0\n",
      "pandas version 0.23.0\n",
      "numpy version 1.14.4\n",
      "matplotlib version 2.2.2\n",
      "\n",
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n",
      "\n",
      "Will be reading blocks table from allblocks-tobalaba.db\n"
     ]
    }
   ],
   "source": [
    "#dependencies\n",
    "\n",
    "import sqlite3; print(\"sqlite3 version\", sqlite3.version)\n",
    "import pandas; print(\"pandas version\", pandas.__version__)\n",
    "import numpy; print(\"numpy version\", numpy.__version__)\n",
    "import matplotlib; print(\"matplotlib version\", matplotlib.__version__)\n",
    "print()\n",
    "# allows to reload when external python code changed:\n",
    "%load_ext autoreload\n",
    "%reload_ext autoreload\n",
    "%autoreload 1\n",
    "\n",
    "from blocksDB_diagramming import DB_query, DB_tableSize, maxBlockNumber, check_whether_complete\n",
    "from blocksDB_diagramming import add_blocktime, add_TPS, add_GUPS, add_GLPS, diagrams\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# https://github.com/matplotlib/matplotlib/issues/5907#issuecomment-179001811\n",
    "matplotlib.rcParams['agg.path.chunksize'] = 10000\n",
    "\n",
    "print (\"\\nWill be reading blocks table from\", DBFILE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### READ Database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DB table names:  ('blocks',)\n",
      "TABLE blocks has 5173723 rows\n",
      "MIN(blocknumber), MAX(blocknumber) = [(0, 5173722)] \n",
      "len(blocknumbers)= 5173723\n",
      "\n",
      "complete between blocks 0 and 5173722.\n"
     ]
    }
   ],
   "source": [
    "# open database connection\n",
    "conn = sqlite3.connect(DBFILE)\n",
    "\n",
    "# DB table names\n",
    "print (\"DB table names: \", DB_query(\"SELECT name FROM sqlite_master WHERE type='table';\", conn)[0])\n",
    "\n",
    "# number of rows?\n",
    "_=DB_tableSize(\"blocks\", conn)\n",
    "\n",
    "# what is the first & last block we have?\n",
    "minblock, maxblock = maxBlockNumber(conn)[0]\n",
    "\n",
    "# how many\n",
    "blocknumbers = DB_query(\"SELECT blocknumber FROM blocks ORDER BY blocknumber\", conn) \n",
    "print (\"len(blocknumbers)=\", len(blocknumbers))\n",
    "\n",
    "# do we have consecutive blocks, none missing?\n",
    "check_whether_complete(blocknumbers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='stats'>simple statistics</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(block)size_max 420255\n",
      "txcount_max 2994\n",
      "txcount_av 0.7909907430297293\n",
      "txcount_sum 4092367\n",
      "blocks_nonempty_count 2516368\n",
      "av tx per nonempty blocks =  1.626299094568044\n"
     ]
    }
   ],
   "source": [
    "# simple statistics\n",
    "\n",
    "size_max = DB_query(\"SELECT MAX(size) FROM blocks\", conn); print (\"(block)size_max\", size_max[0][0])\n",
    "txcount_max = DB_query(\"SELECT MAX(txcount) FROM blocks\", conn); print (\"txcount_max\", txcount_max[0][0])\n",
    "txcount_av = DB_query(\"SELECT AVG(txcount) FROM blocks\", conn); print (\"txcount_av\", txcount_av[0][0])\n",
    "txcount_sum = DB_query(\"SELECT SUM(txcount) FROM blocks\", conn); print (\"txcount_sum\", txcount_sum[0][0])\n",
    "blocks_nonempty_count = DB_query(\"SELECT COUNT(blocknumber) FROM blocks WHERE txcount != 0\", conn); print (\"blocks_nonempty_count\", blocks_nonempty_count[0][0])\n",
    "print (\"av tx per nonempty blocks = \", txcount_sum[0][0] / blocks_nonempty_count[0][0] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='colums'>new columns</a>\n",
    "## read whole table, and create new columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read whole table\n",
    "\n",
    "# SQL=\"SELECT * FROM blocks WHERE 48500<blocknumber and blocknumber<49000 ORDER BY blocknumber\"\n",
    "SQL=\"SELECT * FROM blocks ORDER BY blocknumber\"\n",
    "df = pandas.read_sql(SQL, conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RAFT consensus returns a nanosecond timestamp ???"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>blocknumber</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>size</th>\n",
       "      <th>gasUsed</th>\n",
       "      <th>gasLimit</th>\n",
       "      <th>txcount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1509488585</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
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       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8372234</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1509488592</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8364059</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1509488594</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8355892</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>1509488597</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8347733</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   blocknumber   timestamp  size  gasUsed  gasLimit  txcount\n",
       "0            0           0   533        0   8388608        0\n",
       "1            1  1509488585   560        0   8380417        0\n",
       "2            2  1509488589   560        0   8372234        0\n",
       "3            3  1509488592   560        0   8364059        0\n",
       "4            4  1509488594   560        0   8355892        0\n",
       "5            5  1509488597   560        0   8347733        0"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# quorum raft uses nanoseconds, not seconds --> transform nanoseconds to seconds\n",
    "if RAFT:\n",
    "    df[\"timestamp\"]=df[\"timestamp\"]/1000000000\n",
    "    print (\"corrected timestamps because RAFT\")\n",
    "df[:6]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# generate columns:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>blocknumber</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>size</th>\n",
       "      <th>gasUsed</th>\n",
       "      <th>gasLimit</th>\n",
       "      <th>txcount</th>\n",
       "      <th>blocktime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>533</td>\n",
       "      <td>0</td>\n",
       "      <td>8388608</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1509488585</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8380417</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1509488589</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8372234</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1509488592</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8364059</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1509488594</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8355892</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>1509488597</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8347733</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>1509488600</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8339582</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>1509488603</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8331439</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>1509488607</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8323304</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>1509488610</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>8315177</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   blocknumber   timestamp  size  gasUsed  gasLimit  txcount  blocktime\n",
       "0            0           0   533        0   8388608        0        NaN\n",
       "1            1  1509488585   560        0   8380417        0        NaN\n",
       "2            2  1509488589   560        0   8372234        0        4.0\n",
       "3            3  1509488592   560        0   8364059        0        3.0\n",
       "4            4  1509488594   560        0   8355892        0        2.0\n",
       "5            5  1509488597   560        0   8347733        0        3.0\n",
       "6            6  1509488600   560        0   8339582        0        3.0\n",
       "7            7  1509488603   560        0   8331439        0        3.0\n",
       "8            8  1509488607   560        0   8323304        0        4.0\n",
       "9            9  1509488610   560        0   8315177        0        3.0"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# blocktime = timestamp[n] - timestamp[n-1]\n",
    "\n",
    "add_blocktime(df)\n",
    "df[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df[\"TPS_1\"]=df['txcount']/df['blocktime']\n",
    "#df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# transactions per second\n",
    "# with differently sized (rectangular) windows\n",
    "\n",
    "add_TPS(df, numBlocks=1)\n",
    "add_TPS(df, numBlocks=3)\n",
    "add_TPS(df, numBlocks=5)\n",
    "add_TPS(df, numBlocks=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# gasUsed and gasLimit per second\n",
    "\n",
    "add_GUPS(df, numBlocks=1)\n",
    "add_GUPS(df, numBlocks=3)\n",
    "add_GUPS(df, numBlocks=5)\n",
    "\n",
    "add_GLPS(df, numBlocks=1)\n",
    "add_GLPS(df, numBlocks=3)\n",
    "add_GLPS(df, numBlocks=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='tables'>tables of peak TPS rates</a>\n",
    "## peak TPS rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>blocknumber</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>size</th>\n",
       "      <th>gasUsed</th>\n",
       "      <th>gasLimit</th>\n",
       "      <th>txcount</th>\n",
       "      <th>blocktime</th>\n",
       "      <th>TPS_1blk</th>\n",
       "      <th>TPS_3blks</th>\n",
       "      <th>TPS_5blks</th>\n",
       "      <th>TPS_10blks</th>\n",
       "      <th>GUPS_1blk</th>\n",
       "      <th>GUPS_3blks</th>\n",
       "      <th>GUPS_5blks</th>\n",
       "      <th>GLPS_1blk</th>\n",
       "      <th>GLPS_3blks</th>\n",
       "      <th>GLPS_5blks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5172088</th>\n",
       "      <td>5172088</td>\n",
       "      <td>1530010215</td>\n",
       "      <td>416760</td>\n",
       "      <td>79911135</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2994</td>\n",
       "      <td>3.0</td>\n",
       "      <td>998.000000</td>\n",
       "      <td>397.133333</td>\n",
       "      <td>293.952381</td>\n",
       "      <td>209.850000</td>\n",
       "      <td>2.663704e+07</td>\n",
       "      <td>1.059955e+07</td>\n",
       "      <td>7.845483e+06</td>\n",
       "      <td>2.666667e+07</td>\n",
       "      <td>1.600000e+07</td>\n",
       "      <td>1.904762e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5173610</th>\n",
       "      <td>5173610</td>\n",
       "      <td>1530015930</td>\n",
       "      <td>416709</td>\n",
       "      <td>79912854</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2994</td>\n",
       "      <td>3.0</td>\n",
       "      <td>998.000000</td>\n",
       "      <td>199.933333</td>\n",
       "      <td>204.666667</td>\n",
       "      <td>119.761905</td>\n",
       "      <td>2.663762e+07</td>\n",
       "      <td>5.336090e+06</td>\n",
       "      <td>5.462413e+06</td>\n",
       "      <td>2.666667e+07</td>\n",
       "      <td>1.600000e+07</td>\n",
       "      <td>1.666667e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997301</th>\n",
       "      <td>4997301</td>\n",
       "      <td>1529330700</td>\n",
       "      <td>406463</td>\n",
       "      <td>77936065</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2920</td>\n",
       "      <td>3.0</td>\n",
       "      <td>973.333333</td>\n",
       "      <td>324.888889</td>\n",
       "      <td>162.611111</td>\n",
       "      <td>75.128205</td>\n",
       "      <td>2.597869e+07</td>\n",
       "      <td>8.670874e+06</td>\n",
       "      <td>4.339702e+06</td>\n",
       "      <td>2.666667e+07</td>\n",
       "      <td>2.666667e+07</td>\n",
       "      <td>2.222222e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5173637</th>\n",
       "      <td>5173637</td>\n",
       "      <td>1530016029</td>\n",
       "      <td>325523</td>\n",
       "      <td>62403558</td>\n",
       "      <td>79999923</td>\n",
       "      <td>2338</td>\n",
       "      <td>3.0</td>\n",
       "      <td>779.333333</td>\n",
       "      <td>259.888889</td>\n",
       "      <td>178.333333</td>\n",
       "      <td>74.500000</td>\n",
       "      <td>2.080119e+07</td>\n",
       "      <td>6.936510e+06</td>\n",
       "      <td>4.760560e+06</td>\n",
       "      <td>2.666664e+07</td>\n",
       "      <td>2.665798e+07</td>\n",
       "      <td>2.666145e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5173656</th>\n",
       "      <td>5173656</td>\n",
       "      <td>1530016111</td>\n",
       "      <td>419721</td>\n",
       "      <td>79912854</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2994</td>\n",
       "      <td>4.0</td>\n",
       "      <td>748.500000</td>\n",
       "      <td>192.437500</td>\n",
       "      <td>140.045455</td>\n",
       "      <td>140.883721</td>\n",
       "      <td>1.997821e+07</td>\n",
       "      <td>5.136035e+06</td>\n",
       "      <td>3.737574e+06</td>\n",
       "      <td>2.000000e+07</td>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>1.818182e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5173658</th>\n",
       "      <td>5173658</td>\n",
       "      <td>1530016119</td>\n",
       "      <td>420255</td>\n",
       "      <td>79912854</td>\n",
       "      <td>79999923</td>\n",
       "      <td>2994</td>\n",
       "      <td>4.0</td>\n",
       "      <td>748.500000</td>\n",
       "      <td>499.083333</td>\n",
       "      <td>253.083333</td>\n",
       "      <td>156.422222</td>\n",
       "      <td>1.997821e+07</td>\n",
       "      <td>1.332090e+07</td>\n",
       "      <td>6.754769e+06</td>\n",
       "      <td>1.999998e+07</td>\n",
       "      <td>1.999348e+07</td>\n",
       "      <td>1.666341e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5172043</th>\n",
       "      <td>5172043</td>\n",
       "      <td>1530010044</td>\n",
       "      <td>295368</td>\n",
       "      <td>56611611</td>\n",
       "      <td>79999923</td>\n",
       "      <td>2121</td>\n",
       "      <td>3.0</td>\n",
       "      <td>707.000000</td>\n",
       "      <td>236.000000</td>\n",
       "      <td>178.600000</td>\n",
       "      <td>74.611111</td>\n",
       "      <td>1.887054e+07</td>\n",
       "      <td>6.298892e+06</td>\n",
       "      <td>4.767677e+06</td>\n",
       "      <td>2.666664e+07</td>\n",
       "      <td>2.665798e+07</td>\n",
       "      <td>2.666145e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         blocknumber   timestamp    size   gasUsed  gasLimit  txcount  \\\n",
       "5172088      5172088  1530010215  416760  79911135  80000000     2994   \n",
       "5173610      5173610  1530015930  416709  79912854  80000000     2994   \n",
       "4997301      4997301  1529330700  406463  77936065  80000000     2920   \n",
       "5173637      5173637  1530016029  325523  62403558  79999923     2338   \n",
       "5173656      5173656  1530016111  419721  79912854  80000000     2994   \n",
       "5173658      5173658  1530016119  420255  79912854  79999923     2994   \n",
       "5172043      5172043  1530010044  295368  56611611  79999923     2121   \n",
       "\n",
       "         blocktime    TPS_1blk   TPS_3blks   TPS_5blks  TPS_10blks  \\\n",
       "5172088        3.0  998.000000  397.133333  293.952381  209.850000   \n",
       "5173610        3.0  998.000000  199.933333  204.666667  119.761905   \n",
       "4997301        3.0  973.333333  324.888889  162.611111   75.128205   \n",
       "5173637        3.0  779.333333  259.888889  178.333333   74.500000   \n",
       "5173656        4.0  748.500000  192.437500  140.045455  140.883721   \n",
       "5173658        4.0  748.500000  499.083333  253.083333  156.422222   \n",
       "5172043        3.0  707.000000  236.000000  178.600000   74.611111   \n",
       "\n",
       "            GUPS_1blk    GUPS_3blks    GUPS_5blks     GLPS_1blk    GLPS_3blks  \\\n",
       "5172088  2.663704e+07  1.059955e+07  7.845483e+06  2.666667e+07  1.600000e+07   \n",
       "5173610  2.663762e+07  5.336090e+06  5.462413e+06  2.666667e+07  1.600000e+07   \n",
       "4997301  2.597869e+07  8.670874e+06  4.339702e+06  2.666667e+07  2.666667e+07   \n",
       "5173637  2.080119e+07  6.936510e+06  4.760560e+06  2.666664e+07  2.665798e+07   \n",
       "5173656  1.997821e+07  5.136035e+06  3.737574e+06  2.000000e+07  1.500000e+07   \n",
       "5173658  1.997821e+07  1.332090e+07  6.754769e+06  1.999998e+07  1.999348e+07   \n",
       "5172043  1.887054e+07  6.298892e+06  4.767677e+06  2.666664e+07  2.665798e+07   \n",
       "\n",
       "           GLPS_5blks  \n",
       "5172088  1.904762e+07  \n",
       "5173610  1.666667e+07  \n",
       "4997301  2.222222e+07  \n",
       "5173637  2.666145e+07  \n",
       "5173656  1.818182e+07  \n",
       "5173658  1.666341e+07  \n",
       "5172043  2.666145e+07  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# peak TPS single block\n",
    "\n",
    "df.sort_values(by=['TPS_1blk'], ascending=False)[0:7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2.666145e+07</td>\n",
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       "    <tr>\n",
       "      <th>5173619</th>\n",
       "      <td>5173619</td>\n",
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       "      <td>741</td>\n",
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       "      <td>224.250000</td>\n",
       "      <td>266.777778</td>\n",
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       "      <td>294.666667</td>\n",
       "      <td>287.791667</td>\n",
       "      <td>225.190476</td>\n",
       "      <td>1.724233e+04</td>\n",
       "      <td>7.864669e+06</td>\n",
       "      <td>7.681100e+06</td>\n",
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       "      <td>1.333333e+07</td>\n",
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      ],
      "text/plain": [
       "         blocknumber   timestamp    size   gasUsed  gasLimit  txcount  \\\n",
       "5173614      5173614  1530015942   86779  16546765  80000000      620   \n",
       "5172091      5172091  1530010224  225176  43132656  79999923     1616   \n",
       "5172092      5172092  1530010227     741     25036  80000000        1   \n",
       "5173619      5173619  1530015960     741     25036  80000000        1   \n",
       "5173618      5173618  1530015957     741     25036  80000000        1   \n",
       "5173615      5173615  1530015948    3104    478783  80000000       18   \n",
       "5173646      5173646  1530016068     881     51727  80000000        2   \n",
       "\n",
       "         blocktime    TPS_1blk   TPS_3blks   TPS_5blks  TPS_10blks  \\\n",
       "5173614        3.0  206.666667  297.000000  518.533333  248.666667   \n",
       "5172091        3.0  538.666667  179.666667  321.466667  245.638889   \n",
       "5172092        3.0    0.333333  179.666667  307.466667  245.611111   \n",
       "5173619        3.0    0.333333    8.333333   11.333333  241.878788   \n",
       "5173618        3.0    0.333333   20.555556   45.722222  241.878788   \n",
       "5173615        6.0    3.000000  224.250000  266.777778  231.285714   \n",
       "5173646        3.0    0.666667  294.666667  287.791667  225.190476   \n",
       "\n",
       "            GUPS_1blk    GUPS_3blks    GUPS_5blks     GLPS_1blk    GLPS_3blks  \\\n",
       "5173614  5.515588e+06  7.927043e+06  1.383995e+07  2.666667e+07  2.665798e+07   \n",
       "5172091  1.437755e+07  4.795299e+06  8.579932e+06  2.666664e+07  2.665798e+07   \n",
       "5172092  8.345333e+03  4.795299e+06  8.206258e+06  2.666667e+07  2.665798e+07   \n",
       "5173619  8.345333e+03  2.218733e+05  3.019463e+05  2.666667e+07  2.666667e+07   \n",
       "5173618  8.345333e+03  5.479128e+05  1.219820e+06  2.666667e+07  2.666667e+07   \n",
       "5173615  7.979717e+04  5.985181e+06  7.120290e+06  1.333333e+07  1.999999e+07   \n",
       "5173646  1.724233e+04  7.864669e+06  7.681100e+06  2.666667e+07  1.333333e+07   \n",
       "\n",
       "           GLPS_5blks  \n",
       "5173614  2.666145e+07  \n",
       "5172091  2.666145e+07  \n",
       "5172092  2.666145e+07  \n",
       "5173619  2.222222e+07  \n",
       "5173618  2.222222e+07  \n",
       "5173615  2.221788e+07  \n",
       "5173646  1.666667e+07  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# peak TPS over ten blocks\n",
    "\n",
    "df.sort_values(by=['TPS_10blks'], ascending=False)[0:7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>GUPS_5blks</th>\n",
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       "      <td>748.500000</td>\n",
       "      <td>499.083333</td>\n",
       "      <td>253.083333</td>\n",
       "      <td>156.422222</td>\n",
       "      <td>1.997821e+07</td>\n",
       "      <td>1.332090e+07</td>\n",
       "      <td>6.754769e+06</td>\n",
       "      <td>1.999998e+07</td>\n",
       "      <td>19993483.25</td>\n",
       "      <td>1.666341e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5173656</th>\n",
       "      <td>5173656</td>\n",
       "      <td>1530016111</td>\n",
       "      <td>419721</td>\n",
       "      <td>79912854</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2994</td>\n",
       "      <td>4.0</td>\n",
       "      <td>748.500000</td>\n",
       "      <td>192.437500</td>\n",
       "      <td>140.045455</td>\n",
       "      <td>140.883721</td>\n",
       "      <td>1.997821e+07</td>\n",
       "      <td>5.136035e+06</td>\n",
       "      <td>3.737574e+06</td>\n",
       "      <td>2.000000e+07</td>\n",
       "      <td>15000000.00</td>\n",
       "      <td>1.818182e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5172088</th>\n",
       "      <td>5172088</td>\n",
       "      <td>1530010215</td>\n",
       "      <td>416760</td>\n",
       "      <td>79911135</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2994</td>\n",
       "      <td>3.0</td>\n",
       "      <td>998.000000</td>\n",
       "      <td>397.133333</td>\n",
       "      <td>293.952381</td>\n",
       "      <td>209.850000</td>\n",
       "      <td>2.663704e+07</td>\n",
       "      <td>1.059955e+07</td>\n",
       "      <td>7.845483e+06</td>\n",
       "      <td>2.666667e+07</td>\n",
       "      <td>16000000.00</td>\n",
       "      <td>1.904762e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5173610</th>\n",
       "      <td>5173610</td>\n",
       "      <td>1530015930</td>\n",
       "      <td>416709</td>\n",
       "      <td>79912854</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2994</td>\n",
       "      <td>3.0</td>\n",
       "      <td>998.000000</td>\n",
       "      <td>199.933333</td>\n",
       "      <td>204.666667</td>\n",
       "      <td>119.761905</td>\n",
       "      <td>2.663762e+07</td>\n",
       "      <td>5.336090e+06</td>\n",
       "      <td>5.462413e+06</td>\n",
       "      <td>2.666667e+07</td>\n",
       "      <td>16000000.00</td>\n",
       "      <td>1.666667e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4993735</th>\n",
       "      <td>4993735</td>\n",
       "      <td>1529316789</td>\n",
       "      <td>409916</td>\n",
       "      <td>78604995</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2945</td>\n",
       "      <td>9.0</td>\n",
       "      <td>327.222222</td>\n",
       "      <td>196.466667</td>\n",
       "      <td>143.095238</td>\n",
       "      <td>77.153846</td>\n",
       "      <td>8.733888e+06</td>\n",
       "      <td>5.243671e+06</td>\n",
       "      <td>3.819675e+06</td>\n",
       "      <td>8.888889e+06</td>\n",
       "      <td>16000000.00</td>\n",
       "      <td>1.904762e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         blocknumber   timestamp    size   gasUsed  gasLimit  txcount  \\\n",
       "5173658      5173658  1530016119  420255  79912854  79999923     2994   \n",
       "5173656      5173656  1530016111  419721  79912854  80000000     2994   \n",
       "5172088      5172088  1530010215  416760  79911135  80000000     2994   \n",
       "5173610      5173610  1530015930  416709  79912854  80000000     2994   \n",
       "4993735      4993735  1529316789  409916  78604995  80000000     2945   \n",
       "\n",
       "         blocktime    TPS_1blk   TPS_3blks   TPS_5blks  TPS_10blks  \\\n",
       "5173658        4.0  748.500000  499.083333  253.083333  156.422222   \n",
       "5173656        4.0  748.500000  192.437500  140.045455  140.883721   \n",
       "5172088        3.0  998.000000  397.133333  293.952381  209.850000   \n",
       "5173610        3.0  998.000000  199.933333  204.666667  119.761905   \n",
       "4993735        9.0  327.222222  196.466667  143.095238   77.153846   \n",
       "\n",
       "            GUPS_1blk    GUPS_3blks    GUPS_5blks     GLPS_1blk   GLPS_3blks  \\\n",
       "5173658  1.997821e+07  1.332090e+07  6.754769e+06  1.999998e+07  19993483.25   \n",
       "5173656  1.997821e+07  5.136035e+06  3.737574e+06  2.000000e+07  15000000.00   \n",
       "5172088  2.663704e+07  1.059955e+07  7.845483e+06  2.666667e+07  16000000.00   \n",
       "5173610  2.663762e+07  5.336090e+06  5.462413e+06  2.666667e+07  16000000.00   \n",
       "4993735  8.733888e+06  5.243671e+06  3.819675e+06  8.888889e+06  16000000.00   \n",
       "\n",
       "           GLPS_5blks  \n",
       "5173658  1.666341e+07  \n",
       "5173656  1.818182e+07  \n",
       "5172088  1.904762e+07  \n",
       "5173610  1.666667e+07  \n",
       "4993735  1.904762e+07  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# peak size over ten blocks\n",
    "\n",
    "df.sort_values(by=['size'], ascending=False)[0:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='code4diagrams'>code: 4 diagrams in one</a>\n",
    "## all 4 diagrams in one"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## whole chain DB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the whole range of blocks\n",
    "\n",
    "diagrams(df, 0, len(blocknumbers)-1, NAME_PREFIX, gas_logy=True, bt_logy=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## whole chain DB, TPS plotted logarithmic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the whole range of blocks\n",
    "\n",
    "diagrams(df, 0, len(blocknumbers)-1, NAME_PREFIX+\"_logTPS\", gas_logy=True, bt_logy=True, tps_logy=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## zooming in\n",
    "## my own experiment, 10,000 tx in blocks 5172078 ...\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# zooming in\n",
    "\n",
    "diagrams(df, 5172077, 5172102, NAME_PREFIX, gas_logy=True, bt_logy=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## zooming in\n",
    "## my own experiment: 20,000 tx in blocks 5173632 ...\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# zooming in\n",
    "\n",
    "diagrams(df, 5173630, 5173671, NAME_PREFIX, gas_logy=True, bt_logy=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python.3.py3eth",
   "language": "python",
   "name": "python.3.py3eth"
  },
  "language_info": {
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