examples/benchmark.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "import sys\n",
    "\n",
    "logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n",
    "log = logging.getLogger(__name__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from timeit import default_timer\n",
    "from datetime import timedelta\n",
    "\n",
    "\n",
    "class Timer(object):\n",
    "    \"\"\"Timer class.\n",
    "\n",
    "    `Original code <https://github.com/miguelgfierro/pybase/blob/2298172a13fb4a243754acbc6029a4a2dcf72c20/log_base/timer.py>`_.\n",
    "    \n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self):\n",
    "        self._timer = default_timer\n",
    "        self._interval = 0\n",
    "        self.running = False\n",
    "\n",
    "    def __enter__(self):\n",
    "        self.start()\n",
    "        return self\n",
    "\n",
    "    def __exit__(self, *args):\n",
    "        self.stop()\n",
    "\n",
    "    def __str__(self):\n",
    "        return \"{:0.4f}\".format(self.interval)\n",
    "\n",
    "    def start(self):\n",
    "        \"\"\"Start the timer.\"\"\"\n",
    "        self.init = self._timer()\n",
    "        self.running = True\n",
    "\n",
    "    def stop(self):\n",
    "        \"\"\"Stop the timer. Calculate the interval in seconds.\"\"\"\n",
    "        self.end = self._timer()\n",
    "        try:\n",
    "            self._interval = self.end - self.init\n",
    "            self.running = False\n",
    "        except AttributeError:\n",
    "            raise ValueError(\n",
    "                \"Timer has not been initialized: use start() or the contextual form with Timer() as t:\"\n",
    "            )\n",
    "\n",
    "    @property\n",
    "    def interval(self):\n",
    "        \"\"\"Get time interval in seconds.\n",
    "\n",
    "        Returns:\n",
    "            float: Seconds.\n",
    "        \"\"\"\n",
    "        if self.running:\n",
    "            raise ValueError(\"Timer has not been stopped, please use stop().\")\n",
    "        else:\n",
    "            return self._interval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from pmaw import PushshiftAPI as PMAW\n",
    "from psaw import PushshiftAPI as PSAW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import pprint\n",
    "\n",
    "class Benchmark(object):\n",
    "    \"\"\"Run benchmarks on psaw and pmaw\"\"\"\n",
    "    def __init__(self, num_limits, sleep, subreddit, jitters, limit_types, base_limit=5,):\n",
    "        self.api_timing = []\n",
    "        self.sleep = sleep\n",
    "        self.subreddit = subreddit\n",
    "        \n",
    "        self._set_limits(num_limits, base_limit)\n",
    "        self._gen_options(jitters, limit_types)      \n",
    "    \n",
    "    def plot(self, plot_type='line'):\n",
    "        timing_df = pd.DataFrame(self.api_timing)\n",
    "        # create name columns\n",
    "        names = []\n",
    "        for row in timing_df.itertuples():\n",
    "            names.append(f'{row.api}-{row.limit_type}:{row.jitter}::{row.iter}')     \n",
    "        timing_df['name'] = names\n",
    "        names = timing_df['name'].unique()\n",
    "        # create plot\n",
    "        if plot_type == 'line':\n",
    "            fig, axes = plt.subplots()\n",
    "\n",
    "            fig.set_figheight(10)\n",
    "            fig.set_figwidth(15)\n",
    "\n",
    "            for name in names:\n",
    "                x = timing_df.loc[timing_df['name']== name, 'limit']\n",
    "                y = timing_df.loc[timing_df['name']== name, 'time']\n",
    "                line, = axes.plot(x, y, label=name)\n",
    "            plt.title('PMAW vs PSAW Completion Time Comparison', fontsize=15)\n",
    "            plt.xlabel('Number of Requested Posts')\n",
    "            plt.ylabel('Completion Time (s)')\n",
    "            axes.legend()\n",
    "            plt.show()\n",
    "    \n",
    "    def store_timing(self, filename):\n",
    "        print(f'Saving {len(self.api_timing)} API times to {filename}.csv')\n",
    "        pd.DataFrame(self.api_timing).to_csv(f'{filename}.csv')\n",
    "    \n",
    "    def _reset(self):\n",
    "        self.api_timing = []\n",
    "    \n",
    "    def _set_limits(self, num_limits, base_limit=5):\n",
    "        self.limits = [base_limit**i for i in range(num_limits)]\n",
    "        print(f'Set {len(self.limits)} Limits:')\n",
    "        pprint.pprint(self.limits)\n",
    "        \n",
    "    def _gen_options(self, jitters, limit_types):\n",
    "        self.options = []\n",
    "        # generate pmaw options\n",
    "        ## generate different backoff types\n",
    "        self.options.extend([{'api': 'pmaw', 'limit': limit, 'limit_type': ratelimit, 'jitter': jitter} \n",
    "                             for limit in self.limits for ratelimit in limit_types for jitter in jitters \n",
    "                             if ratelimit =='backoff'])\n",
    "        ## generate options for rate averaging\n",
    "        self.options.extend([{'api': 'pmaw', 'limit': limit, 'limit_type': ratelimit, 'jitter': None} \n",
    "                             for limit in self.limits for ratelimit in limit_types if ratelimit == 'average'])\n",
    "        \n",
    "        # generate psaw options\n",
    "        self.options.extend([{'api': 'psaw', 'limit': limit, 'limit_type': 'default', 'jitter': None} \n",
    "                             for limit in self.limits])\n",
    "        print(f'Generated {len(self.options)} Options:')\n",
    "        #pprint.pprint(self.options)\n",
    "        \n",
    "    def run(self, num_runs):\n",
    "        print(f'Running {num_runs} tests with {len(self.options)} different options configurations')\n",
    "        for i in range(num_runs):\n",
    "            for option in self.options:\n",
    "                self._call(option, i)\n",
    "                print(f'\\nSleeping {self.sleep}s\\n')\n",
    "                time.sleep(self.sleep)\n",
    "                \n",
    "    def _call(self, option, iteration):\n",
    "        api = option['api']\n",
    "        limit = option['limit']\n",
    "        limit_type = option['limit_type']\n",
    "        jitter = option['jitter']\n",
    "        \n",
    "        print(f'Run {iteration}: {api} - limit {limit} - limit_type {limit_type} - jitter {jitter}')\n",
    "        with Timer() as t:\n",
    "            if api =='pmaw':\n",
    "                pmaw = PMAW(limit_type=limit_type, jitter=jitter)\n",
    "                results = pmaw.search_submissions(subreddit=self.subreddit, limit=limit)\n",
    "            else:\n",
    "                psaw = PSAW()\n",
    "                gen = psaw.search_submissions(subreddit=self.subreddit, limit=limit)\n",
    "                results = [post for post in gen]\n",
    "        self.api_timing.append({'api': api, 'time': t.interval, 'limit': limit, 'results': len(results), \n",
    "                           'limit_type': limit_type, 'jitter': jitter, 'iter': iteration})\n",
    "        print(f'Done {iteration}: {api} -- {len(results)} results in {t}s : limit {limit} - limit_type {limit_type} - jitter {jitter}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rate-Limit Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set 7 Limits:\n",
      "[1, 5, 25, 125, 625, 3125, 15625]\n",
      "Generated 42 Options:\n",
      "[{'api': 'pmaw', 'jitter': None, 'limit': 1, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 1, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 1, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'decorr', 'limit': 1, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 5, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 5, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 5, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'decorr', 'limit': 5, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 25, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 25, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 25, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'decorr', 'limit': 25, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'decorr', 'limit': 125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'decorr', 'limit': 625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 3125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 3125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 3125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'decorr', 'limit': 3125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 15625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 15625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 15625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'decorr', 'limit': 15625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 1, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 5, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 25, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 125, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 625, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 3125, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 15625, 'limit_type': 'average'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 1, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 5, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 25, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 125, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 625, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 3125, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 15625, 'limit_type': 'default'}]\n"
     ]
    }
   ],
   "source": [
    "jitters = [None,'full', 'equal', 'decorr']\n",
    "limit_types = ['average', 'backoff']\n",
    "bench = Benchmark(num_limits=7, sleep=60, subreddit=\"science\", jitters=jitters, limit_types=limit_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running 1 tests with 42 different options configurations\n",
      "Run 0: pmaw - limit 1 - limit_type backoff - jitter None\n",
      "811774 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 2.9532s : limit 1 - limit_type backoff - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 1 - limit_type backoff - jitter full\n",
      "811774 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 5.9715s : limit 1 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 1 - limit_type backoff - jitter equal\n",
      "811774 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 3.2467s : limit 1 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 1 - limit_type backoff - jitter decorr\n",
      "811774 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 8.3102s : limit 1 - limit_type backoff - jitter decorr\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type backoff - jitter None\n",
      "811774 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 3.8985s : limit 5 - limit_type backoff - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type backoff - jitter full\n",
      "811775 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 2.5930s : limit 5 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type backoff - jitter equal\n",
      "811775 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 8.0330s : limit 5 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type backoff - jitter decorr\n",
      "811775 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 12.0013s : limit 5 - limit_type backoff - jitter decorr\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type backoff - jitter None\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 4.9452s : limit 25 - limit_type backoff - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type backoff - jitter full\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 2.9322s : limit 25 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type backoff - jitter equal\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 7.9534s : limit 25 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type backoff - jitter decorr\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 10.2492s : limit 25 - limit_type backoff - jitter decorr\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type backoff - jitter None\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 40.00% -- Total Reqs: 5 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 2.5214s : limit 125 - limit_type backoff - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type backoff - jitter full\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 40.00% -- Total Reqs: 5 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 9.8047s : limit 125 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type backoff - jitter equal\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 33.33% -- Total Reqs: 6 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 1.6350s : limit 125 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type backoff - jitter decorr\n",
      "811776 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 2 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 12.3075s : limit 125 - limit_type backoff - jitter decorr\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type backoff - jitter None\n",
      "811777 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 2.1251s : limit 625 - limit_type backoff - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type backoff - jitter full\n",
      "811777 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 8.7006s : limit 625 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type backoff - jitter equal\n",
      "811777 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 2.1058s : limit 625 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type backoff - jitter decorr\n",
      "811777 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 7 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 9.9725s : limit 625 - limit_type backoff - jitter decorr\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type backoff - jitter None\n",
      "811777 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 40.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 46.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 47.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 54.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 55.17% -- Total Reqs: 58 -- Total Batches: 6\n",
      "Done 0: pmaw -- 3125 results in 44.4688s : limit 3125 - limit_type backoff - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type backoff - jitter full\n",
      "811779 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 40.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 53.33% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 55.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 62.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 62.75% -- Total Reqs: 51 -- Total Batches: 6\n",
      "Done 0: pmaw -- 3125 results in 29.8359s : limit 3125 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type backoff - jitter equal\n",
      "811779 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 65.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 50.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 55.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 60.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 61.54% -- Total Reqs: 52 -- Total Batches: 6\n",
      "Done 0: pmaw -- 3125 results in 39.8600s : limit 3125 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type backoff - jitter decorr\n",
      "811780 total results available for the selected parameters\n",
      "Total Success Rate: 90.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 95.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 96.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 96.97% -- Total Reqs: 33 -- Total Batches: 4\n",
      "Done 0: pmaw -- 3125 results in 77.1284s : limit 3125 - limit_type backoff - jitter decorr\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type backoff - jitter None\n",
      "811780 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 40.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 50.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 47.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 52.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 55.00% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 57.14% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 58.75% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 60.00% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 61.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 61.82% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 62.50% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 63.85% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 64.29% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 64.67% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 65.00% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 65.29% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 65.56% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 65.79% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 66.00% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 66.19% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 66.82% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 66.96% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 66.53% -- Total Reqs: 236 -- Total Batches: 24\n",
      "Done 0: pmaw -- 15625 results in 1151.7660s : limit 15625 - limit_type backoff - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type backoff - jitter full\n",
      "811781 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 50.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 43.33% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 50.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 60.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 56.67% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 51.43% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 48.75% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 51.11% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 55.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 59.09% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 59.17% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 60.77% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 60.00% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 61.33% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 63.75% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 63.53% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 61.67% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 60.00% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 61.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 62.38% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 64.09% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 63.04% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 61.67% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 60.40% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 61.54% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Done 0: pmaw -- 15625 results in 173.4850s : limit 15625 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type backoff - jitter equal\n",
      "811783 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 70.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 56.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 52.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 58.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 65.00% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 60.00% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 53.75% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 53.33% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 55.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 59.09% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 57.50% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 54.62% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 52.86% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 54.67% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 56.88% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 59.41% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 57.22% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 54.74% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 53.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 54.29% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 56.36% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 54.78% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 53.33% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 54.40% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 54.62% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 55.93% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 57.19% -- Total Reqs: 278 -- Total Batches: 28\n",
      "Done 0: pmaw -- 15625 results in 193.8453s : limit 15625 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type backoff - jitter decorr\n",
      "811783 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 100.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 100.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 100.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 100.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 100.00% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 100.00% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 100.00% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 100.00% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 100.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 100.00% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 100.00% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 100.00% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 100.00% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 100.00% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 100.00% -- Total Reqs: 157 -- Total Batches: 16\n",
      "Done 0: pmaw -- 15625 results in 653.6243s : limit 15625 - limit_type backoff - jitter decorr\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 1 - limit_type average - jitter None\n",
      "811785 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 1.2368s : limit 1 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type average - jitter None\n",
      "811785 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 5.7677s : limit 5 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type average - jitter None\n",
      "811785 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 3.4298s : limit 25 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type average - jitter None\n",
      "811785 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 2 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 2.4052s : limit 125 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type average - jitter None\n",
      "811785 total results available for the selected parameters\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 100.00% -- Total Reqs: 7 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 12.1118s : limit 625 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type average - jitter None\n",
      "811785 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 95.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 96.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 96.97% -- Total Reqs: 33 -- Total Batches: 4\n",
      "Done 0: pmaw -- 3125 results in 35.0381s : limit 3125 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type average - jitter None\n",
      "811785 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 100.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 100.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 100.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 100.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 100.00% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 100.00% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 100.00% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 96.67% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 97.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 97.27% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 96.67% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 96.92% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 97.14% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 97.33% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 95.62% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 95.73% -- Total Reqs: 164 -- Total Batches: 17\n",
      "Done 0: pmaw -- 15625 results in 173.8969s : limit 15625 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 1 - limit_type default - jitter None\n",
      "Done 0: psaw -- 1 results in 1.2460s : limit 1 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 5 - limit_type default - jitter None\n",
      "Done 0: psaw -- 5 results in 0.5799s : limit 5 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 25 - limit_type default - jitter None\n",
      "Done 0: psaw -- 25 results in 1.0547s : limit 25 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 125 - limit_type default - jitter None\n",
      "Done 0: psaw -- 125 results in 8.2937s : limit 125 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 625 - limit_type default - jitter None\n",
      "Done 0: psaw -- 625 results in 18.1943s : limit 625 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 3125 - limit_type default - jitter None\n",
      "Done 0: psaw -- 3125 results in 55.9951s : limit 3125 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 15625 - limit_type default - jitter None\n",
      "Done 0: psaw -- 15625 results in 341.7821s : limit 15625 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n"
     ]
    }
   ],
   "source": [
    "bench.run(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bench.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving 42 API times to 01-ratelimitcomparison.csv\n"
     ]
    }
   ],
   "source": [
    "bench.store_timing('01-ratelimitcomparison')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "timing_df = pd.DataFrame(bench.api_timing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create name columns\n",
    "names = []\n",
    "for row in timing_df.itertuples():\n",
    "    names.append(f'{row.api}-{row.limit_type}:{row.jitter}::{row.iter}')     \n",
    "timing_df['name'] = names\n",
    "names = timing_df['name'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots()\n",
    "\n",
    "fig.set_figheight(10)\n",
    "fig.set_figwidth(15)\n",
    "\n",
    "for name in names:\n",
    "    x = timing_df.loc[timing_df['name']== name, 'limit']\n",
    "    y = timing_df.loc[timing_df['name']== name, 'time']\n",
    "    line, = axes.plot(x, y, label=name)\n",
    "plt.title('PMAW vs PSAW Completion Time Comparison', fontsize=15)\n",
    "plt.xlabel('Number of Requested Posts')\n",
    "plt.ylabel('Completion Time (s)')\n",
    "axes.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the previous comparison we can see that the three most performant rate-limiting settings are the rate-averaging, and exponential backoff with full or equal jitter.\n",
    "\n",
    "We run the comparison benchmark again with a higher number of posts requested, up to 390,000."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Submission Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set 9 Limits:\n",
      "[1, 5, 25, 125, 625, 3125, 15625, 78125, 390625]\n",
      "Generated 36 Options:\n",
      "[{'api': 'pmaw', 'jitter': 'full', 'limit': 1, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 1, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 5, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 5, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 25, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 25, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 3125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 3125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 15625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 15625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 78125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 78125, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'full', 'limit': 390625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': 'equal', 'limit': 390625, 'limit_type': 'backoff'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 1, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 5, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 25, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 125, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 625, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 3125, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 15625, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 78125, 'limit_type': 'average'},\n",
      " {'api': 'pmaw', 'jitter': None, 'limit': 390625, 'limit_type': 'average'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 1, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 5, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 25, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 125, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 625, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 3125, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 15625, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 78125, 'limit_type': 'default'},\n",
      " {'api': 'psaw', 'jitter': None, 'limit': 390625, 'limit_type': 'default'}]\n"
     ]
    }
   ],
   "source": [
    "jitters = ['full', 'equal']\n",
    "limit_types = ['average', 'backoff']\n",
    "bench2 = Benchmark(num_limits=9, sleep=60, subreddit=\"science\", jitters=jitters, limit_types=limit_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running 1 tests with 36 different options configurations\n",
      "Run 0: pmaw - limit 1 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 3.6032s : limit 1 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 1 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 3.4746s : limit 1 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 2.9739s : limit 5 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 6.8788s : limit 5 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 3.0218s : limit 25 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 25.00% -- Total Reqs: 4 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 3.6897s : limit 25 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 40.00% -- Total Reqs: 5 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 7.8127s : limit 125 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 40.00% -- Total Reqs: 5 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 3.4567s : limit 125 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 77.78% -- Total Reqs: 9 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 8.3157s : limit 625 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 3.8506s : limit 625 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 65.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 50.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 52.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 60.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 61.54% -- Total Reqs: 52 -- Total Batches: 6\n",
      "Done 0: pmaw -- 3125 results in 35.6904s : limit 3125 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 45.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 36.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 47.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 56.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 59.26% -- Total Reqs: 54 -- Total Batches: 6\n",
      "Done 0: pmaw -- 3125 results in 44.1195s : limit 3125 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 45.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 36.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 45.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 56.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 53.33% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 47.14% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 45.00% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 50.00% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 53.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 57.27% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 54.17% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 51.54% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 49.29% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 51.33% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 54.37% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 55.29% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 52.78% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 51.05% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 52.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 52.86% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 55.00% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 54.78% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 54.58% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 54.80% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 54.62% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 56.30% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 55.00% -- Total Reqs: 280 -- Total Batches: 28\n",
      "Total Success Rate: 53.79% -- Total Reqs: 290 -- Total Batches: 29\n",
      "Total Success Rate: 53.67% -- Total Reqs: 300 -- Total Batches: 30\n",
      "Done 0: pmaw -- 15625 results in 181.2667s : limit 15625 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 45.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 53.33% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 55.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 60.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 65.00% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 70.00% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 68.75% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 70.00% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 66.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 64.55% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 66.67% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 69.23% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 66.43% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 64.00% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 63.75% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 62.94% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 65.00% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 63.16% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 61.00% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 61.43% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 60.91% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 62.61% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 60.83% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 59.20% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 58.08% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 58.36% -- Total Reqs: 269 -- Total Batches: 27\n",
      "Done 0: pmaw -- 15625 results in 191.5530s : limit 15625 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run 0: pmaw - limit 78125 - limit_type backoff - jitter full\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 45.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 53.33% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 57.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 62.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 68.33% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 67.14% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 61.25% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 60.00% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 61.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 61.82% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 65.00% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 63.08% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 60.00% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 58.00% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 59.38% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 61.76% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 62.22% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 60.00% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 60.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 60.00% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 61.82% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 60.87% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 59.17% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 58.80% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 59.62% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 61.11% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 60.71% -- Total Reqs: 280 -- Total Batches: 28\n",
      "Total Success Rate: 59.66% -- Total Reqs: 290 -- Total Batches: 29\n",
      "Total Success Rate: 60.00% -- Total Reqs: 300 -- Total Batches: 30\n",
      "Total Success Rate: 59.68% -- Total Reqs: 310 -- Total Batches: 31\n",
      "Total Success Rate: 60.94% -- Total Reqs: 320 -- Total Batches: 32\n",
      "Total Success Rate: 60.30% -- Total Reqs: 330 -- Total Batches: 33\n",
      "Total Success Rate: 59.12% -- Total Reqs: 340 -- Total Batches: 34\n",
      "Total Success Rate: 58.29% -- Total Reqs: 350 -- Total Batches: 35\n",
      "Total Success Rate: 58.61% -- Total Reqs: 360 -- Total Batches: 36\n",
      "Total Success Rate: 59.19% -- Total Reqs: 370 -- Total Batches: 37\n",
      "Total Success Rate: 60.26% -- Total Reqs: 380 -- Total Batches: 38\n",
      "Total Success Rate: 59.74% -- Total Reqs: 390 -- Total Batches: 39\n",
      "Total Success Rate: 59.75% -- Total Reqs: 400 -- Total Batches: 40\n",
      "Total Success Rate: 59.02% -- Total Reqs: 410 -- Total Batches: 41\n",
      "Total Success Rate: 58.57% -- Total Reqs: 420 -- Total Batches: 42\n",
      "Total Success Rate: 59.30% -- Total Reqs: 430 -- Total Batches: 43\n",
      "Total Success Rate: 60.23% -- Total Reqs: 440 -- Total Batches: 44\n",
      "Total Success Rate: 60.22% -- Total Reqs: 450 -- Total Batches: 45\n",
      "Total Success Rate: 59.35% -- Total Reqs: 460 -- Total Batches: 46\n",
      "Total Success Rate: 60.00% -- Total Reqs: 470 -- Total Batches: 47\n",
      "Total Success Rate: 59.79% -- Total Reqs: 480 -- Total Batches: 48\n",
      "Total Success Rate: 60.20% -- Total Reqs: 490 -- Total Batches: 49\n",
      "Total Success Rate: 61.00% -- Total Reqs: 500 -- Total Batches: 50\n",
      "Total Success Rate: 60.78% -- Total Reqs: 510 -- Total Batches: 51\n",
      "Total Success Rate: 59.81% -- Total Reqs: 520 -- Total Batches: 52\n",
      "Total Success Rate: 59.25% -- Total Reqs: 530 -- Total Batches: 53\n",
      "Total Success Rate: 59.63% -- Total Reqs: 540 -- Total Batches: 54\n",
      "Total Success Rate: 60.36% -- Total Reqs: 550 -- Total Batches: 55\n",
      "Total Success Rate: 60.00% -- Total Reqs: 560 -- Total Batches: 56\n",
      "Total Success Rate: 59.30% -- Total Reqs: 570 -- Total Batches: 57\n",
      "Total Success Rate: 58.79% -- Total Reqs: 580 -- Total Batches: 58\n",
      "Total Success Rate: 58.47% -- Total Reqs: 590 -- Total Batches: 59\n",
      "Total Success Rate: 59.17% -- Total Reqs: 600 -- Total Batches: 60\n",
      "Total Success Rate: 58.36% -- Total Reqs: 610 -- Total Batches: 61\n",
      "Total Success Rate: 57.74% -- Total Reqs: 620 -- Total Batches: 62\n",
      "Total Success Rate: 57.78% -- Total Reqs: 630 -- Total Batches: 63\n",
      "Total Success Rate: 57.66% -- Total Reqs: 640 -- Total Batches: 64\n",
      "Total Success Rate: 58.15% -- Total Reqs: 650 -- Total Batches: 65\n",
      "Total Success Rate: 58.79% -- Total Reqs: 660 -- Total Batches: 66\n",
      "Total Success Rate: 58.21% -- Total Reqs: 670 -- Total Batches: 67\n",
      "Total Success Rate: 57.50% -- Total Reqs: 680 -- Total Batches: 68\n",
      "Total Success Rate: 57.10% -- Total Reqs: 690 -- Total Batches: 69\n",
      "Total Success Rate: 57.29% -- Total Reqs: 700 -- Total Batches: 70\n",
      "Total Success Rate: 57.61% -- Total Reqs: 710 -- Total Batches: 71\n",
      "Total Success Rate: 58.19% -- Total Reqs: 720 -- Total Batches: 72\n",
      "Total Success Rate: 58.22% -- Total Reqs: 730 -- Total Batches: 73\n",
      "Total Success Rate: 57.70% -- Total Reqs: 740 -- Total Batches: 74\n",
      "Total Success Rate: 57.33% -- Total Reqs: 750 -- Total Batches: 75\n",
      "Total Success Rate: 57.11% -- Total Reqs: 760 -- Total Batches: 76\n",
      "Total Success Rate: 57.66% -- Total Reqs: 770 -- Total Batches: 77\n",
      "Total Success Rate: 57.95% -- Total Reqs: 780 -- Total Batches: 78\n",
      "Total Success Rate: 57.47% -- Total Reqs: 790 -- Total Batches: 79\n",
      "Total Success Rate: 57.12% -- Total Reqs: 800 -- Total Batches: 80\n",
      "Total Success Rate: 57.04% -- Total Reqs: 810 -- Total Batches: 81\n",
      "Total Success Rate: 57.32% -- Total Reqs: 820 -- Total Batches: 82\n",
      "Total Success Rate: 57.83% -- Total Reqs: 830 -- Total Batches: 83\n",
      "Total Success Rate: 57.86% -- Total Reqs: 840 -- Total Batches: 84\n",
      "Total Success Rate: 57.29% -- Total Reqs: 850 -- Total Batches: 85\n",
      "Total Success Rate: 57.44% -- Total Reqs: 860 -- Total Batches: 86\n",
      "Total Success Rate: 57.36% -- Total Reqs: 870 -- Total Batches: 87\n",
      "Total Success Rate: 57.50% -- Total Reqs: 880 -- Total Batches: 88\n",
      "Total Success Rate: 57.98% -- Total Reqs: 890 -- Total Batches: 89\n",
      "Total Success Rate: 58.00% -- Total Reqs: 900 -- Total Batches: 90\n",
      "Total Success Rate: 57.58% -- Total Reqs: 910 -- Total Batches: 91\n",
      "Total Success Rate: 57.17% -- Total Reqs: 920 -- Total Batches: 92\n",
      "Total Success Rate: 57.20% -- Total Reqs: 930 -- Total Batches: 93\n",
      "Total Success Rate: 57.66% -- Total Reqs: 940 -- Total Batches: 94\n",
      "Total Success Rate: 57.26% -- Total Reqs: 950 -- Total Batches: 95\n",
      "Total Success Rate: 57.19% -- Total Reqs: 960 -- Total Batches: 96\n",
      "Total Success Rate: 56.91% -- Total Reqs: 970 -- Total Batches: 97\n",
      "Total Success Rate: 56.73% -- Total Reqs: 980 -- Total Batches: 98\n",
      "Total Success Rate: 57.07% -- Total Reqs: 990 -- Total Batches: 99\n",
      "Total Success Rate: 57.50% -- Total Reqs: 1000 -- Total Batches: 100\n",
      "Total Success Rate: 57.52% -- Total Reqs: 1010 -- Total Batches: 101\n",
      "Total Success Rate: 57.06% -- Total Reqs: 1020 -- Total Batches: 102\n",
      "Total Success Rate: 56.70% -- Total Reqs: 1030 -- Total Batches: 103\n",
      "Total Success Rate: 57.02% -- Total Reqs: 1040 -- Total Batches: 104\n",
      "Total Success Rate: 57.24% -- Total Reqs: 1050 -- Total Batches: 105\n",
      "Total Success Rate: 57.64% -- Total Reqs: 1060 -- Total Batches: 106\n",
      "Total Success Rate: 57.29% -- Total Reqs: 1070 -- Total Batches: 107\n",
      "Total Success Rate: 56.85% -- Total Reqs: 1080 -- Total Batches: 108\n",
      "Total Success Rate: 56.51% -- Total Reqs: 1090 -- Total Batches: 109\n",
      "Total Success Rate: 56.27% -- Total Reqs: 1100 -- Total Batches: 110\n",
      "Total Success Rate: 56.49% -- Total Reqs: 1110 -- Total Batches: 111\n",
      "Total Success Rate: 56.88% -- Total Reqs: 1120 -- Total Batches: 112\n",
      "Total Success Rate: 56.81% -- Total Reqs: 1130 -- Total Batches: 113\n",
      "Total Success Rate: 56.40% -- Total Reqs: 1140 -- Total Batches: 114\n",
      "Total Success Rate: 56.09% -- Total Reqs: 1150 -- Total Batches: 115\n",
      "Total Success Rate: 56.21% -- Total Reqs: 1160 -- Total Batches: 116\n",
      "Total Success Rate: 56.58% -- Total Reqs: 1170 -- Total Batches: 117\n",
      "Total Success Rate: 56.61% -- Total Reqs: 1180 -- Total Batches: 118\n",
      "Total Success Rate: 56.22% -- Total Reqs: 1190 -- Total Batches: 119\n",
      "Total Success Rate: 55.92% -- Total Reqs: 1200 -- Total Batches: 120\n",
      "Total Success Rate: 55.79% -- Total Reqs: 1210 -- Total Batches: 121\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 56.07% -- Total Reqs: 1220 -- Total Batches: 122\n",
      "Total Success Rate: 56.42% -- Total Reqs: 1230 -- Total Batches: 123\n",
      "Total Success Rate: 56.45% -- Total Reqs: 1240 -- Total Batches: 124\n",
      "Total Success Rate: 56.08% -- Total Reqs: 1250 -- Total Batches: 125\n",
      "Total Success Rate: 55.79% -- Total Reqs: 1260 -- Total Batches: 126\n",
      "Total Success Rate: 55.75% -- Total Reqs: 1270 -- Total Batches: 127\n",
      "Total Success Rate: 56.09% -- Total Reqs: 1280 -- Total Batches: 128\n",
      "Total Success Rate: 55.97% -- Total Reqs: 1290 -- Total Batches: 129\n",
      "Total Success Rate: 56.00% -- Total Reqs: 1300 -- Total Batches: 130\n",
      "Total Success Rate: 55.73% -- Total Reqs: 1310 -- Total Batches: 131\n",
      "Total Success Rate: 55.61% -- Total Reqs: 1320 -- Total Batches: 132\n",
      "Total Success Rate: 55.71% -- Total Reqs: 1330 -- Total Batches: 133\n",
      "Total Success Rate: 56.04% -- Total Reqs: 1340 -- Total Batches: 134\n",
      "Total Success Rate: 55.93% -- Total Reqs: 1350 -- Total Batches: 135\n",
      "Total Success Rate: 55.59% -- Total Reqs: 1360 -- Total Batches: 136\n",
      "Total Success Rate: 55.33% -- Total Reqs: 1370 -- Total Batches: 137\n",
      "Total Success Rate: 55.29% -- Total Reqs: 1380 -- Total Batches: 138\n",
      "Total Success Rate: 55.54% -- Total Reqs: 1390 -- Total Batches: 139\n",
      "Total Success Rate: 55.86% -- Total Reqs: 1400 -- Total Batches: 140\n",
      "Total Success Rate: 55.60% -- Total Reqs: 1410 -- Total Batches: 141\n",
      "Total Success Rate: 55.35% -- Total Reqs: 1420 -- Total Batches: 142\n",
      "Total Success Rate: 55.10% -- Total Reqs: 1430 -- Total Batches: 143\n",
      "Total Success Rate: 55.07% -- Total Reqs: 1440 -- Total Batches: 144\n",
      "Total Success Rate: 55.38% -- Total Reqs: 1450 -- Total Batches: 145\n",
      "Total Success Rate: 55.41% -- Total Reqs: 1460 -- Total Batches: 146\n",
      "Total Success Rate: 55.17% -- Total Reqs: 1470 -- Total Batches: 147\n",
      "Total Success Rate: 54.93% -- Total Reqs: 1480 -- Total Batches: 148\n",
      "Total Success Rate: 55.03% -- Total Reqs: 1490 -- Total Batches: 149\n",
      "Total Success Rate: 55.33% -- Total Reqs: 1500 -- Total Batches: 150\n",
      "Total Success Rate: 55.30% -- Total Reqs: 1510 -- Total Batches: 151\n",
      "Total Success Rate: 55.07% -- Total Reqs: 1520 -- Total Batches: 152\n",
      "Total Success Rate: 54.84% -- Total Reqs: 1530 -- Total Batches: 153\n",
      "Total Success Rate: 54.94% -- Total Reqs: 1540 -- Total Batches: 154\n",
      "Total Success Rate: 55.10% -- Total Reqs: 1550 -- Total Batches: 155\n",
      "Total Success Rate: 55.38% -- Total Reqs: 1560 -- Total Batches: 156\n",
      "Total Success Rate: 55.41% -- Total Reqs: 1570 -- Total Batches: 157\n",
      "Total Success Rate: 55.27% -- Total Reqs: 1576 -- Total Batches: 158\n",
      "Done 0: pmaw -- 78125 results in 945.6589s : limit 78125 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 78125 - limit_type backoff - jitter equal\n",
      "811807 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 40.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 36.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 47.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 54.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 61.67% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 57.14% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 57.50% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 54.44% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 52.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 56.36% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 54.17% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 50.77% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 48.57% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 52.00% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 49.38% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 47.65% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 46.11% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 47.37% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 49.00% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 51.43% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 52.27% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 50.43% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 49.17% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 48.80% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 50.00% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 51.85% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 50.36% -- Total Reqs: 280 -- Total Batches: 28\n",
      "Total Success Rate: 48.97% -- Total Reqs: 290 -- Total Batches: 29\n",
      "Total Success Rate: 48.00% -- Total Reqs: 300 -- Total Batches: 30\n",
      "Total Success Rate: 49.35% -- Total Reqs: 310 -- Total Batches: 31\n",
      "Total Success Rate: 50.94% -- Total Reqs: 320 -- Total Batches: 32\n",
      "Total Success Rate: 50.61% -- Total Reqs: 330 -- Total Batches: 33\n",
      "Total Success Rate: 49.71% -- Total Reqs: 340 -- Total Batches: 34\n",
      "Total Success Rate: 48.86% -- Total Reqs: 350 -- Total Batches: 35\n",
      "Total Success Rate: 50.28% -- Total Reqs: 360 -- Total Batches: 36\n",
      "Total Success Rate: 49.19% -- Total Reqs: 370 -- Total Batches: 37\n",
      "Total Success Rate: 48.42% -- Total Reqs: 380 -- Total Batches: 38\n",
      "Total Success Rate: 47.69% -- Total Reqs: 390 -- Total Batches: 39\n",
      "Total Success Rate: 48.50% -- Total Reqs: 400 -- Total Batches: 40\n",
      "Total Success Rate: 49.51% -- Total Reqs: 410 -- Total Batches: 41\n",
      "Total Success Rate: 50.48% -- Total Reqs: 420 -- Total Batches: 42\n",
      "Total Success Rate: 51.63% -- Total Reqs: 430 -- Total Batches: 43\n",
      "Total Success Rate: 51.36% -- Total Reqs: 440 -- Total Batches: 44\n",
      "Total Success Rate: 50.44% -- Total Reqs: 450 -- Total Batches: 45\n",
      "Total Success Rate: 49.78% -- Total Reqs: 460 -- Total Batches: 46\n",
      "Total Success Rate: 50.64% -- Total Reqs: 470 -- Total Batches: 47\n",
      "Total Success Rate: 51.67% -- Total Reqs: 480 -- Total Batches: 48\n",
      "Total Success Rate: 51.84% -- Total Reqs: 490 -- Total Batches: 49\n",
      "Total Success Rate: 51.20% -- Total Reqs: 500 -- Total Batches: 50\n",
      "Total Success Rate: 50.59% -- Total Reqs: 510 -- Total Batches: 51\n",
      "Total Success Rate: 51.54% -- Total Reqs: 520 -- Total Batches: 52\n",
      "Total Success Rate: 50.75% -- Total Reqs: 530 -- Total Batches: 53\n",
      "Total Success Rate: 50.00% -- Total Reqs: 540 -- Total Batches: 54\n",
      "Total Success Rate: 49.64% -- Total Reqs: 550 -- Total Batches: 55\n",
      "Total Success Rate: 50.00% -- Total Reqs: 560 -- Total Batches: 56\n",
      "Total Success Rate: 50.70% -- Total Reqs: 570 -- Total Batches: 57\n",
      "Total Success Rate: 51.55% -- Total Reqs: 580 -- Total Batches: 58\n",
      "Total Success Rate: 51.69% -- Total Reqs: 590 -- Total Batches: 59\n",
      "Total Success Rate: 51.17% -- Total Reqs: 600 -- Total Batches: 60\n",
      "Total Success Rate: 50.66% -- Total Reqs: 610 -- Total Batches: 61\n",
      "Total Success Rate: 50.97% -- Total Reqs: 620 -- Total Batches: 62\n",
      "Total Success Rate: 51.75% -- Total Reqs: 630 -- Total Batches: 63\n",
      "Total Success Rate: 51.88% -- Total Reqs: 640 -- Total Batches: 64\n",
      "Total Success Rate: 51.23% -- Total Reqs: 650 -- Total Batches: 65\n",
      "Total Success Rate: 50.91% -- Total Reqs: 660 -- Total Batches: 66\n",
      "Total Success Rate: 51.19% -- Total Reqs: 670 -- Total Batches: 67\n",
      "Total Success Rate: 51.62% -- Total Reqs: 680 -- Total Batches: 68\n",
      "Total Success Rate: 52.32% -- Total Reqs: 690 -- Total Batches: 69\n",
      "Total Success Rate: 52.43% -- Total Reqs: 700 -- Total Batches: 70\n",
      "Total Success Rate: 51.97% -- Total Reqs: 710 -- Total Batches: 71\n",
      "Total Success Rate: 51.53% -- Total Reqs: 720 -- Total Batches: 72\n",
      "Total Success Rate: 51.51% -- Total Reqs: 730 -- Total Batches: 73\n",
      "Total Success Rate: 52.16% -- Total Reqs: 740 -- Total Batches: 74\n",
      "Total Success Rate: 52.13% -- Total Reqs: 750 -- Total Batches: 75\n",
      "Total Success Rate: 51.71% -- Total Reqs: 760 -- Total Batches: 76\n",
      "Total Success Rate: 51.30% -- Total Reqs: 770 -- Total Batches: 77\n",
      "Total Success Rate: 51.15% -- Total Reqs: 780 -- Total Batches: 78\n",
      "Total Success Rate: 51.65% -- Total Reqs: 790 -- Total Batches: 79\n",
      "Total Success Rate: 52.25% -- Total Reqs: 800 -- Total Batches: 80\n",
      "Total Success Rate: 51.85% -- Total Reqs: 810 -- Total Batches: 81\n",
      "Total Success Rate: 51.34% -- Total Reqs: 820 -- Total Batches: 82\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 50.96% -- Total Reqs: 830 -- Total Batches: 83\n",
      "Total Success Rate: 51.55% -- Total Reqs: 840 -- Total Batches: 84\n",
      "Total Success Rate: 51.18% -- Total Reqs: 850 -- Total Batches: 85\n",
      "Total Success Rate: 50.70% -- Total Reqs: 860 -- Total Batches: 86\n",
      "Total Success Rate: 50.34% -- Total Reqs: 870 -- Total Batches: 87\n",
      "Total Success Rate: 50.68% -- Total Reqs: 880 -- Total Batches: 88\n",
      "Total Success Rate: 51.24% -- Total Reqs: 890 -- Total Batches: 89\n",
      "Total Success Rate: 51.22% -- Total Reqs: 900 -- Total Batches: 90\n",
      "Total Success Rate: 50.88% -- Total Reqs: 910 -- Total Batches: 91\n",
      "Total Success Rate: 50.65% -- Total Reqs: 920 -- Total Batches: 92\n",
      "Total Success Rate: 50.86% -- Total Reqs: 930 -- Total Batches: 93\n",
      "Total Success Rate: 51.17% -- Total Reqs: 940 -- Total Batches: 94\n",
      "Total Success Rate: 51.68% -- Total Reqs: 950 -- Total Batches: 95\n",
      "Total Success Rate: 51.98% -- Total Reqs: 960 -- Total Batches: 96\n",
      "Total Success Rate: 51.55% -- Total Reqs: 970 -- Total Batches: 97\n",
      "Total Success Rate: 51.22% -- Total Reqs: 980 -- Total Batches: 98\n",
      "Total Success Rate: 51.21% -- Total Reqs: 990 -- Total Batches: 99\n",
      "Total Success Rate: 51.50% -- Total Reqs: 1000 -- Total Batches: 100\n",
      "Total Success Rate: 51.98% -- Total Reqs: 1010 -- Total Batches: 101\n",
      "Total Success Rate: 51.47% -- Total Reqs: 1020 -- Total Batches: 102\n",
      "Total Success Rate: 51.17% -- Total Reqs: 1030 -- Total Batches: 103\n",
      "Total Success Rate: 50.87% -- Total Reqs: 1040 -- Total Batches: 104\n",
      "Total Success Rate: 51.33% -- Total Reqs: 1050 -- Total Batches: 105\n",
      "Total Success Rate: 51.04% -- Total Reqs: 1060 -- Total Batches: 106\n",
      "Total Success Rate: 50.65% -- Total Reqs: 1070 -- Total Batches: 107\n",
      "Total Success Rate: 50.46% -- Total Reqs: 1080 -- Total Batches: 108\n",
      "Total Success Rate: 50.83% -- Total Reqs: 1090 -- Total Batches: 109\n",
      "Total Success Rate: 51.27% -- Total Reqs: 1100 -- Total Batches: 110\n",
      "Total Success Rate: 51.26% -- Total Reqs: 1110 -- Total Batches: 111\n",
      "Total Success Rate: 50.89% -- Total Reqs: 1120 -- Total Batches: 112\n",
      "Total Success Rate: 50.62% -- Total Reqs: 1130 -- Total Batches: 113\n",
      "Total Success Rate: 50.96% -- Total Reqs: 1140 -- Total Batches: 114\n",
      "Total Success Rate: 51.39% -- Total Reqs: 1150 -- Total Batches: 115\n",
      "Total Success Rate: 51.38% -- Total Reqs: 1160 -- Total Batches: 116\n",
      "Total Success Rate: 51.03% -- Total Reqs: 1170 -- Total Batches: 117\n",
      "Total Success Rate: 50.76% -- Total Reqs: 1180 -- Total Batches: 118\n",
      "Total Success Rate: 51.18% -- Total Reqs: 1190 -- Total Batches: 119\n",
      "Total Success Rate: 50.92% -- Total Reqs: 1200 -- Total Batches: 120\n",
      "Total Success Rate: 50.58% -- Total Reqs: 1210 -- Total Batches: 121\n",
      "Total Success Rate: 50.33% -- Total Reqs: 1220 -- Total Batches: 122\n",
      "Total Success Rate: 50.73% -- Total Reqs: 1230 -- Total Batches: 123\n",
      "Total Success Rate: 50.48% -- Total Reqs: 1240 -- Total Batches: 124\n",
      "Total Success Rate: 50.24% -- Total Reqs: 1250 -- Total Batches: 125\n",
      "Total Success Rate: 50.00% -- Total Reqs: 1260 -- Total Batches: 126\n",
      "Total Success Rate: 50.31% -- Total Reqs: 1270 -- Total Batches: 127\n",
      "Total Success Rate: 50.70% -- Total Reqs: 1280 -- Total Batches: 128\n",
      "Total Success Rate: 50.62% -- Total Reqs: 1290 -- Total Batches: 129\n",
      "Total Success Rate: 50.38% -- Total Reqs: 1300 -- Total Batches: 130\n",
      "Total Success Rate: 50.23% -- Total Reqs: 1310 -- Total Batches: 131\n",
      "Total Success Rate: 50.45% -- Total Reqs: 1320 -- Total Batches: 132\n",
      "Total Success Rate: 50.68% -- Total Reqs: 1330 -- Total Batches: 133\n",
      "Total Success Rate: 51.04% -- Total Reqs: 1340 -- Total Batches: 134\n",
      "Total Success Rate: 50.89% -- Total Reqs: 1350 -- Total Batches: 135\n",
      "Total Success Rate: 50.66% -- Total Reqs: 1360 -- Total Batches: 136\n",
      "Total Success Rate: 50.58% -- Total Reqs: 1370 -- Total Batches: 137\n",
      "Total Success Rate: 50.72% -- Total Reqs: 1380 -- Total Batches: 138\n",
      "Total Success Rate: 51.08% -- Total Reqs: 1390 -- Total Batches: 139\n",
      "Total Success Rate: 51.07% -- Total Reqs: 1400 -- Total Batches: 140\n",
      "Total Success Rate: 50.85% -- Total Reqs: 1410 -- Total Batches: 141\n",
      "Total Success Rate: 50.63% -- Total Reqs: 1420 -- Total Batches: 142\n",
      "Total Success Rate: 50.84% -- Total Reqs: 1430 -- Total Batches: 143\n",
      "Total Success Rate: 51.18% -- Total Reqs: 1440 -- Total Batches: 144\n",
      "Total Success Rate: 51.10% -- Total Reqs: 1450 -- Total Batches: 145\n",
      "Total Success Rate: 50.89% -- Total Reqs: 1460 -- Total Batches: 146\n",
      "Total Success Rate: 50.75% -- Total Reqs: 1470 -- Total Batches: 147\n",
      "Total Success Rate: 50.81% -- Total Reqs: 1480 -- Total Batches: 148\n",
      "Total Success Rate: 51.14% -- Total Reqs: 1490 -- Total Batches: 149\n",
      "Total Success Rate: 51.20% -- Total Reqs: 1500 -- Total Batches: 150\n",
      "Total Success Rate: 50.99% -- Total Reqs: 1510 -- Total Batches: 151\n",
      "Total Success Rate: 50.86% -- Total Reqs: 1520 -- Total Batches: 152\n",
      "Total Success Rate: 50.78% -- Total Reqs: 1530 -- Total Batches: 153\n",
      "Total Success Rate: 50.97% -- Total Reqs: 1540 -- Total Batches: 154\n",
      "Total Success Rate: 51.29% -- Total Reqs: 1550 -- Total Batches: 155\n",
      "Total Success Rate: 51.09% -- Total Reqs: 1560 -- Total Batches: 156\n",
      "Total Success Rate: 50.83% -- Total Reqs: 1570 -- Total Batches: 157\n",
      "Total Success Rate: 50.70% -- Total Reqs: 1580 -- Total Batches: 158\n",
      "Total Success Rate: 50.75% -- Total Reqs: 1590 -- Total Batches: 159\n",
      "Total Success Rate: 51.06% -- Total Reqs: 1600 -- Total Batches: 160\n",
      "Total Success Rate: 50.99% -- Total Reqs: 1610 -- Total Batches: 161\n",
      "Total Success Rate: 50.80% -- Total Reqs: 1620 -- Total Batches: 162\n",
      "Total Success Rate: 50.67% -- Total Reqs: 1630 -- Total Batches: 163\n",
      "Total Success Rate: 50.67% -- Total Reqs: 1640 -- Total Batches: 164\n",
      "Total Success Rate: 50.97% -- Total Reqs: 1650 -- Total Batches: 165\n",
      "Total Success Rate: 51.08% -- Total Reqs: 1660 -- Total Batches: 166\n",
      "Total Success Rate: 50.90% -- Total Reqs: 1670 -- Total Batches: 167\n",
      "Total Success Rate: 50.71% -- Total Reqs: 1680 -- Total Batches: 168\n",
      "Total Success Rate: 50.71% -- Total Reqs: 1690 -- Total Batches: 169\n",
      "Total Success Rate: 50.88% -- Total Reqs: 1700 -- Total Batches: 170\n",
      "Total Success Rate: 51.00% -- Total Reqs: 1704 -- Total Batches: 171\n",
      "Done 0: pmaw -- 78125 results in 992.5847s : limit 78125 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 390625 - limit_type backoff - jitter full\n",
      "811810 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 45.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 40.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 50.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 60.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 58.33% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 52.86% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 50.00% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 50.00% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 55.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 59.09% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 55.83% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 53.08% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 51.43% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 54.00% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 56.25% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 58.82% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 58.89% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 56.84% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 58.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 58.10% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 60.00% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 58.26% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 56.67% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 55.20% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 56.15% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 57.04% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 58.57% -- Total Reqs: 280 -- Total Batches: 28\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 58.97% -- Total Reqs: 290 -- Total Batches: 29\n",
      "Total Success Rate: 57.67% -- Total Reqs: 300 -- Total Batches: 30\n",
      "Total Success Rate: 58.71% -- Total Reqs: 310 -- Total Batches: 31\n",
      "Total Success Rate: 58.44% -- Total Reqs: 320 -- Total Batches: 32\n",
      "Total Success Rate: 59.39% -- Total Reqs: 330 -- Total Batches: 33\n",
      "Total Success Rate: 60.59% -- Total Reqs: 340 -- Total Batches: 34\n",
      "Total Success Rate: 60.29% -- Total Reqs: 350 -- Total Batches: 35\n",
      "Total Success Rate: 59.17% -- Total Reqs: 360 -- Total Batches: 36\n",
      "Total Success Rate: 59.19% -- Total Reqs: 370 -- Total Batches: 37\n",
      "Total Success Rate: 58.95% -- Total Reqs: 380 -- Total Batches: 38\n",
      "Total Success Rate: 59.49% -- Total Reqs: 390 -- Total Batches: 39\n",
      "Total Success Rate: 60.50% -- Total Reqs: 400 -- Total Batches: 40\n",
      "Total Success Rate: 60.00% -- Total Reqs: 410 -- Total Batches: 41\n",
      "Total Success Rate: 59.05% -- Total Reqs: 420 -- Total Batches: 42\n",
      "Total Success Rate: 58.14% -- Total Reqs: 430 -- Total Batches: 43\n",
      "Total Success Rate: 58.86% -- Total Reqs: 440 -- Total Batches: 44\n",
      "Total Success Rate: 59.78% -- Total Reqs: 450 -- Total Batches: 45\n",
      "Total Success Rate: 60.00% -- Total Reqs: 460 -- Total Batches: 46\n",
      "Total Success Rate: 59.15% -- Total Reqs: 470 -- Total Batches: 47\n",
      "Total Success Rate: 58.75% -- Total Reqs: 480 -- Total Batches: 48\n",
      "Total Success Rate: 59.18% -- Total Reqs: 490 -- Total Batches: 49\n",
      "Total Success Rate: 59.80% -- Total Reqs: 500 -- Total Batches: 50\n",
      "Total Success Rate: 60.59% -- Total Reqs: 510 -- Total Batches: 51\n",
      "Total Success Rate: 60.19% -- Total Reqs: 520 -- Total Batches: 52\n",
      "Total Success Rate: 59.43% -- Total Reqs: 530 -- Total Batches: 53\n",
      "Total Success Rate: 59.44% -- Total Reqs: 540 -- Total Batches: 54\n",
      "Total Success Rate: 59.45% -- Total Reqs: 550 -- Total Batches: 55\n",
      "Total Success Rate: 60.18% -- Total Reqs: 560 -- Total Batches: 56\n",
      "Total Success Rate: 59.82% -- Total Reqs: 570 -- Total Batches: 57\n",
      "Total Success Rate: 59.14% -- Total Reqs: 580 -- Total Batches: 58\n",
      "Total Success Rate: 58.47% -- Total Reqs: 590 -- Total Batches: 59\n",
      "Total Success Rate: 59.00% -- Total Reqs: 600 -- Total Batches: 60\n",
      "Total Success Rate: 59.51% -- Total Reqs: 610 -- Total Batches: 61\n",
      "Total Success Rate: 60.16% -- Total Reqs: 620 -- Total Batches: 62\n",
      "Total Success Rate: 60.32% -- Total Reqs: 630 -- Total Batches: 63\n",
      "Total Success Rate: 59.69% -- Total Reqs: 640 -- Total Batches: 64\n",
      "Total Success Rate: 60.15% -- Total Reqs: 650 -- Total Batches: 65\n",
      "Total Success Rate: 60.00% -- Total Reqs: 660 -- Total Batches: 66\n",
      "Total Success Rate: 60.45% -- Total Reqs: 670 -- Total Batches: 67\n",
      "Total Success Rate: 60.88% -- Total Reqs: 680 -- Total Batches: 68\n",
      "Total Success Rate: 61.45% -- Total Reqs: 690 -- Total Batches: 69\n",
      "Total Success Rate: 61.43% -- Total Reqs: 700 -- Total Batches: 70\n",
      "Total Success Rate: 60.85% -- Total Reqs: 710 -- Total Batches: 71\n",
      "Total Success Rate: 60.97% -- Total Reqs: 720 -- Total Batches: 72\n",
      "Total Success Rate: 60.82% -- Total Reqs: 730 -- Total Batches: 73\n",
      "Total Success Rate: 61.35% -- Total Reqs: 740 -- Total Batches: 74\n",
      "Total Success Rate: 61.20% -- Total Reqs: 750 -- Total Batches: 75\n",
      "Total Success Rate: 60.66% -- Total Reqs: 760 -- Total Batches: 76\n",
      "Total Success Rate: 60.78% -- Total Reqs: 770 -- Total Batches: 77\n",
      "Total Success Rate: 60.64% -- Total Reqs: 780 -- Total Batches: 78\n",
      "Total Success Rate: 60.76% -- Total Reqs: 790 -- Total Batches: 79\n",
      "Total Success Rate: 61.25% -- Total Reqs: 800 -- Total Batches: 80\n",
      "Total Success Rate: 60.99% -- Total Reqs: 810 -- Total Batches: 81\n",
      "Total Success Rate: 60.37% -- Total Reqs: 820 -- Total Batches: 82\n",
      "Total Success Rate: 60.00% -- Total Reqs: 830 -- Total Batches: 83\n",
      "Total Success Rate: 60.00% -- Total Reqs: 840 -- Total Batches: 84\n",
      "Total Success Rate: 60.35% -- Total Reqs: 850 -- Total Batches: 85\n",
      "Total Success Rate: 60.81% -- Total Reqs: 860 -- Total Batches: 86\n",
      "Total Success Rate: 60.57% -- Total Reqs: 870 -- Total Batches: 87\n",
      "Total Success Rate: 60.11% -- Total Reqs: 880 -- Total Batches: 88\n",
      "Total Success Rate: 59.78% -- Total Reqs: 890 -- Total Batches: 89\n",
      "Total Success Rate: 60.00% -- Total Reqs: 900 -- Total Batches: 90\n",
      "Total Success Rate: 60.44% -- Total Reqs: 910 -- Total Batches: 91\n",
      "Total Success Rate: 60.54% -- Total Reqs: 920 -- Total Batches: 92\n",
      "Total Success Rate: 60.11% -- Total Reqs: 930 -- Total Batches: 93\n",
      "Total Success Rate: 59.89% -- Total Reqs: 940 -- Total Batches: 94\n",
      "Total Success Rate: 60.11% -- Total Reqs: 950 -- Total Batches: 95\n",
      "Total Success Rate: 60.31% -- Total Reqs: 960 -- Total Batches: 96\n",
      "Total Success Rate: 60.72% -- Total Reqs: 970 -- Total Batches: 97\n",
      "Total Success Rate: 60.82% -- Total Reqs: 980 -- Total Batches: 98\n",
      "Total Success Rate: 60.40% -- Total Reqs: 990 -- Total Batches: 99\n",
      "Total Success Rate: 60.60% -- Total Reqs: 1000 -- Total Batches: 100\n",
      "Total Success Rate: 60.69% -- Total Reqs: 1010 -- Total Batches: 101\n",
      "Total Success Rate: 60.88% -- Total Reqs: 1020 -- Total Batches: 102\n",
      "Total Success Rate: 61.26% -- Total Reqs: 1030 -- Total Batches: 103\n",
      "Total Success Rate: 61.25% -- Total Reqs: 1040 -- Total Batches: 104\n",
      "Total Success Rate: 60.86% -- Total Reqs: 1050 -- Total Batches: 105\n",
      "Total Success Rate: 60.47% -- Total Reqs: 1060 -- Total Batches: 106\n",
      "Total Success Rate: 60.84% -- Total Reqs: 1070 -- Total Batches: 107\n",
      "Total Success Rate: 60.37% -- Total Reqs: 1080 -- Total Batches: 108\n",
      "Total Success Rate: 60.00% -- Total Reqs: 1090 -- Total Batches: 109\n",
      "Total Success Rate: 59.73% -- Total Reqs: 1100 -- Total Batches: 110\n",
      "Total Success Rate: 59.91% -- Total Reqs: 1110 -- Total Batches: 111\n",
      "Total Success Rate: 60.18% -- Total Reqs: 1120 -- Total Batches: 112\n",
      "Total Success Rate: 60.53% -- Total Reqs: 1130 -- Total Batches: 113\n",
      "Total Success Rate: 60.44% -- Total Reqs: 1140 -- Total Batches: 114\n",
      "Total Success Rate: 60.26% -- Total Reqs: 1150 -- Total Batches: 115\n",
      "Total Success Rate: 60.52% -- Total Reqs: 1160 -- Total Batches: 116\n",
      "Total Success Rate: 60.85% -- Total Reqs: 1170 -- Total Batches: 117\n",
      "Total Success Rate: 60.85% -- Total Reqs: 1180 -- Total Batches: 118\n",
      "Total Success Rate: 60.50% -- Total Reqs: 1190 -- Total Batches: 119\n",
      "Total Success Rate: 60.17% -- Total Reqs: 1200 -- Total Batches: 120\n",
      "Total Success Rate: 60.17% -- Total Reqs: 1210 -- Total Batches: 121\n",
      "Total Success Rate: 60.16% -- Total Reqs: 1220 -- Total Batches: 122\n",
      "Total Success Rate: 60.49% -- Total Reqs: 1230 -- Total Batches: 123\n",
      "Total Success Rate: 60.56% -- Total Reqs: 1240 -- Total Batches: 124\n",
      "Total Success Rate: 60.24% -- Total Reqs: 1250 -- Total Batches: 125\n",
      "Total Success Rate: 59.92% -- Total Reqs: 1260 -- Total Batches: 126\n",
      "Total Success Rate: 59.76% -- Total Reqs: 1270 -- Total Batches: 127\n",
      "Total Success Rate: 60.08% -- Total Reqs: 1280 -- Total Batches: 128\n",
      "Total Success Rate: 59.77% -- Total Reqs: 1290 -- Total Batches: 129\n",
      "Total Success Rate: 59.38% -- Total Reqs: 1300 -- Total Batches: 130\n",
      "Total Success Rate: 59.08% -- Total Reqs: 1310 -- Total Batches: 131\n",
      "Total Success Rate: 59.32% -- Total Reqs: 1320 -- Total Batches: 132\n",
      "Total Success Rate: 59.55% -- Total Reqs: 1330 -- Total Batches: 133\n",
      "Total Success Rate: 59.85% -- Total Reqs: 1340 -- Total Batches: 134\n",
      "Total Success Rate: 59.70% -- Total Reqs: 1350 -- Total Batches: 135\n",
      "Total Success Rate: 59.41% -- Total Reqs: 1360 -- Total Batches: 136\n",
      "Total Success Rate: 59.20% -- Total Reqs: 1370 -- Total Batches: 137\n",
      "Total Success Rate: 59.49% -- Total Reqs: 1380 -- Total Batches: 138\n",
      "Total Success Rate: 59.14% -- Total Reqs: 1390 -- Total Batches: 139\n",
      "Total Success Rate: 58.86% -- Total Reqs: 1400 -- Total Batches: 140\n",
      "Total Success Rate: 58.65% -- Total Reqs: 1410 -- Total Batches: 141\n",
      "Total Success Rate: 58.66% -- Total Reqs: 1420 -- Total Batches: 142\n",
      "Total Success Rate: 58.74% -- Total Reqs: 1430 -- Total Batches: 143\n",
      "Total Success Rate: 59.03% -- Total Reqs: 1440 -- Total Batches: 144\n",
      "Total Success Rate: 59.10% -- Total Reqs: 1450 -- Total Batches: 145\n",
      "Total Success Rate: 58.84% -- Total Reqs: 1460 -- Total Batches: 146\n",
      "Total Success Rate: 58.64% -- Total Reqs: 1470 -- Total Batches: 147\n",
      "Total Success Rate: 58.78% -- Total Reqs: 1480 -- Total Batches: 148\n",
      "Total Success Rate: 59.06% -- Total Reqs: 1490 -- Total Batches: 149\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 58.93% -- Total Reqs: 1500 -- Total Batches: 150\n",
      "Total Success Rate: 58.68% -- Total Reqs: 1510 -- Total Batches: 151\n",
      "Total Success Rate: 58.42% -- Total Reqs: 1520 -- Total Batches: 152\n",
      "Total Success Rate: 58.37% -- Total Reqs: 1530 -- Total Batches: 153\n",
      "Total Success Rate: 58.64% -- Total Reqs: 1540 -- Total Batches: 154\n",
      "Total Success Rate: 58.77% -- Total Reqs: 1550 -- Total Batches: 155\n",
      "Total Success Rate: 58.53% -- Total Reqs: 1560 -- Total Batches: 156\n",
      "Total Success Rate: 58.28% -- Total Reqs: 1570 -- Total Batches: 157\n",
      "Total Success Rate: 58.16% -- Total Reqs: 1580 -- Total Batches: 158\n",
      "Total Success Rate: 58.30% -- Total Reqs: 1590 -- Total Batches: 159\n",
      "Total Success Rate: 58.56% -- Total Reqs: 1600 -- Total Batches: 160\n",
      "Total Success Rate: 58.57% -- Total Reqs: 1610 -- Total Batches: 161\n",
      "Total Success Rate: 58.33% -- Total Reqs: 1620 -- Total Batches: 162\n",
      "Total Success Rate: 58.10% -- Total Reqs: 1630 -- Total Batches: 163\n",
      "Total Success Rate: 58.23% -- Total Reqs: 1640 -- Total Batches: 164\n",
      "Total Success Rate: 58.48% -- Total Reqs: 1650 -- Total Batches: 165\n",
      "Total Success Rate: 58.55% -- Total Reqs: 1660 -- Total Batches: 166\n",
      "Total Success Rate: 58.32% -- Total Reqs: 1670 -- Total Batches: 167\n",
      "Total Success Rate: 58.39% -- Total Reqs: 1680 -- Total Batches: 168\n",
      "Total Success Rate: 58.34% -- Total Reqs: 1690 -- Total Batches: 169\n",
      "Total Success Rate: 58.59% -- Total Reqs: 1700 -- Total Batches: 170\n",
      "Total Success Rate: 58.42% -- Total Reqs: 1710 -- Total Batches: 171\n",
      "Total Success Rate: 58.20% -- Total Reqs: 1720 -- Total Batches: 172\n",
      "Total Success Rate: 58.03% -- Total Reqs: 1730 -- Total Batches: 173\n",
      "Total Success Rate: 58.22% -- Total Reqs: 1740 -- Total Batches: 174\n",
      "Total Success Rate: 58.46% -- Total Reqs: 1750 -- Total Batches: 175\n",
      "Total Success Rate: 58.52% -- Total Reqs: 1760 -- Total Batches: 176\n",
      "Total Success Rate: 58.31% -- Total Reqs: 1770 -- Total Batches: 177\n",
      "Total Success Rate: 58.15% -- Total Reqs: 1780 -- Total Batches: 178\n",
      "Total Success Rate: 58.38% -- Total Reqs: 1790 -- Total Batches: 179\n",
      "Total Success Rate: 58.11% -- Total Reqs: 1800 -- Total Batches: 180\n",
      "Total Success Rate: 57.90% -- Total Reqs: 1810 -- Total Batches: 181\n",
      "Total Success Rate: 57.97% -- Total Reqs: 1820 -- Total Batches: 182\n",
      "Total Success Rate: 57.92% -- Total Reqs: 1830 -- Total Batches: 183\n",
      "Total Success Rate: 58.15% -- Total Reqs: 1840 -- Total Batches: 184\n",
      "Total Success Rate: 58.00% -- Total Reqs: 1850 -- Total Batches: 185\n",
      "Total Success Rate: 57.80% -- Total Reqs: 1860 -- Total Batches: 186\n",
      "Total Success Rate: 57.65% -- Total Reqs: 1870 -- Total Batches: 187\n",
      "Total Success Rate: 57.77% -- Total Reqs: 1880 -- Total Batches: 188\n",
      "Total Success Rate: 57.94% -- Total Reqs: 1890 -- Total Batches: 189\n",
      "Total Success Rate: 58.16% -- Total Reqs: 1900 -- Total Batches: 190\n",
      "Total Success Rate: 58.01% -- Total Reqs: 1910 -- Total Batches: 191\n",
      "Total Success Rate: 57.81% -- Total Reqs: 1920 -- Total Batches: 192\n",
      "Total Success Rate: 57.62% -- Total Reqs: 1930 -- Total Batches: 193\n",
      "Total Success Rate: 57.78% -- Total Reqs: 1940 -- Total Batches: 194\n",
      "Total Success Rate: 58.00% -- Total Reqs: 1950 -- Total Batches: 195\n",
      "Total Success Rate: 58.01% -- Total Reqs: 1960 -- Total Batches: 196\n",
      "Total Success Rate: 57.87% -- Total Reqs: 1970 -- Total Batches: 197\n",
      "Total Success Rate: 57.83% -- Total Reqs: 1980 -- Total Batches: 198\n",
      "Total Success Rate: 57.94% -- Total Reqs: 1990 -- Total Batches: 199\n",
      "Total Success Rate: 58.10% -- Total Reqs: 2000 -- Total Batches: 200\n",
      "Total Success Rate: 58.31% -- Total Reqs: 2010 -- Total Batches: 201\n",
      "Total Success Rate: 58.32% -- Total Reqs: 2020 -- Total Batches: 202\n",
      "Total Success Rate: 58.13% -- Total Reqs: 2030 -- Total Batches: 203\n",
      "Total Success Rate: 57.99% -- Total Reqs: 2040 -- Total Batches: 204\n",
      "Total Success Rate: 58.10% -- Total Reqs: 2050 -- Total Batches: 205\n",
      "Total Success Rate: 58.20% -- Total Reqs: 2060 -- Total Batches: 206\n",
      "Total Success Rate: 58.41% -- Total Reqs: 2070 -- Total Batches: 207\n",
      "Total Success Rate: 58.37% -- Total Reqs: 2080 -- Total Batches: 208\n",
      "Total Success Rate: 58.18% -- Total Reqs: 2090 -- Total Batches: 209\n",
      "Total Success Rate: 58.05% -- Total Reqs: 2100 -- Total Batches: 210\n",
      "Total Success Rate: 58.10% -- Total Reqs: 2110 -- Total Batches: 211\n",
      "Total Success Rate: 58.30% -- Total Reqs: 2120 -- Total Batches: 212\n",
      "Total Success Rate: 58.17% -- Total Reqs: 2130 -- Total Batches: 213\n",
      "Total Success Rate: 57.99% -- Total Reqs: 2140 -- Total Batches: 214\n",
      "Total Success Rate: 57.86% -- Total Reqs: 2150 -- Total Batches: 215\n",
      "Total Success Rate: 57.92% -- Total Reqs: 2160 -- Total Batches: 216\n",
      "Total Success Rate: 58.11% -- Total Reqs: 2170 -- Total Batches: 217\n",
      "Total Success Rate: 58.17% -- Total Reqs: 2180 -- Total Batches: 218\n",
      "Total Success Rate: 57.99% -- Total Reqs: 2190 -- Total Batches: 219\n",
      "Total Success Rate: 57.82% -- Total Reqs: 2200 -- Total Batches: 220\n",
      "Total Success Rate: 57.96% -- Total Reqs: 2210 -- Total Batches: 221\n",
      "Total Success Rate: 58.11% -- Total Reqs: 2220 -- Total Batches: 222\n",
      "Total Success Rate: 58.30% -- Total Reqs: 2230 -- Total Batches: 223\n",
      "Total Success Rate: 58.35% -- Total Reqs: 2240 -- Total Batches: 224\n",
      "Total Success Rate: 58.18% -- Total Reqs: 2250 -- Total Batches: 225\n",
      "Total Success Rate: 58.36% -- Total Reqs: 2260 -- Total Batches: 226\n",
      "Total Success Rate: 58.19% -- Total Reqs: 2270 -- Total Batches: 227\n",
      "Total Success Rate: 58.03% -- Total Reqs: 2280 -- Total Batches: 228\n",
      "Total Success Rate: 58.08% -- Total Reqs: 2290 -- Total Batches: 229\n",
      "Total Success Rate: 58.04% -- Total Reqs: 2300 -- Total Batches: 230\n",
      "Total Success Rate: 58.18% -- Total Reqs: 2310 -- Total Batches: 231\n",
      "Total Success Rate: 58.36% -- Total Reqs: 2320 -- Total Batches: 232\n",
      "Total Success Rate: 58.28% -- Total Reqs: 2330 -- Total Batches: 233\n",
      "Total Success Rate: 58.12% -- Total Reqs: 2340 -- Total Batches: 234\n",
      "Total Success Rate: 58.09% -- Total Reqs: 2350 -- Total Batches: 235\n",
      "Total Success Rate: 58.22% -- Total Reqs: 2360 -- Total Batches: 236\n",
      "Total Success Rate: 58.40% -- Total Reqs: 2370 -- Total Batches: 237\n",
      "Total Success Rate: 58.28% -- Total Reqs: 2380 -- Total Batches: 238\n",
      "Total Success Rate: 58.12% -- Total Reqs: 2390 -- Total Batches: 239\n",
      "Total Success Rate: 58.00% -- Total Reqs: 2400 -- Total Batches: 240\n",
      "Total Success Rate: 58.13% -- Total Reqs: 2410 -- Total Batches: 241\n",
      "Total Success Rate: 58.31% -- Total Reqs: 2420 -- Total Batches: 242\n",
      "Total Success Rate: 58.31% -- Total Reqs: 2430 -- Total Batches: 243\n",
      "Total Success Rate: 58.16% -- Total Reqs: 2440 -- Total Batches: 244\n",
      "Total Success Rate: 58.04% -- Total Reqs: 2450 -- Total Batches: 245\n",
      "Total Success Rate: 58.17% -- Total Reqs: 2460 -- Total Batches: 246\n",
      "Total Success Rate: 58.34% -- Total Reqs: 2470 -- Total Batches: 247\n",
      "Total Success Rate: 58.27% -- Total Reqs: 2480 -- Total Batches: 248\n",
      "Total Success Rate: 58.11% -- Total Reqs: 2490 -- Total Batches: 249\n",
      "Total Success Rate: 58.00% -- Total Reqs: 2500 -- Total Batches: 250\n",
      "Total Success Rate: 58.13% -- Total Reqs: 2510 -- Total Batches: 251\n",
      "Total Success Rate: 58.29% -- Total Reqs: 2520 -- Total Batches: 252\n",
      "Total Success Rate: 58.30% -- Total Reqs: 2530 -- Total Batches: 253\n",
      "Total Success Rate: 58.15% -- Total Reqs: 2540 -- Total Batches: 254\n",
      "Total Success Rate: 58.04% -- Total Reqs: 2550 -- Total Batches: 255\n",
      "Total Success Rate: 58.20% -- Total Reqs: 2560 -- Total Batches: 256\n",
      "Total Success Rate: 58.02% -- Total Reqs: 2570 -- Total Batches: 257\n",
      "Total Success Rate: 57.87% -- Total Reqs: 2580 -- Total Batches: 258\n",
      "Total Success Rate: 57.99% -- Total Reqs: 2590 -- Total Batches: 259\n",
      "Total Success Rate: 58.00% -- Total Reqs: 2600 -- Total Batches: 260\n",
      "Total Success Rate: 58.05% -- Total Reqs: 2610 -- Total Batches: 261\n",
      "Total Success Rate: 58.21% -- Total Reqs: 2620 -- Total Batches: 262\n",
      "Total Success Rate: 58.25% -- Total Reqs: 2630 -- Total Batches: 263\n",
      "Total Success Rate: 58.11% -- Total Reqs: 2640 -- Total Batches: 264\n",
      "Total Success Rate: 57.96% -- Total Reqs: 2650 -- Total Batches: 265\n",
      "Total Success Rate: 57.97% -- Total Reqs: 2660 -- Total Batches: 266\n",
      "Total Success Rate: 58.13% -- Total Reqs: 2670 -- Total Batches: 267\n",
      "Total Success Rate: 58.17% -- Total Reqs: 2680 -- Total Batches: 268\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 58.03% -- Total Reqs: 2690 -- Total Batches: 269\n",
      "Total Success Rate: 58.00% -- Total Reqs: 2700 -- Total Batches: 270\n",
      "Total Success Rate: 58.04% -- Total Reqs: 2710 -- Total Batches: 271\n",
      "Total Success Rate: 57.98% -- Total Reqs: 2720 -- Total Batches: 272\n",
      "Total Success Rate: 58.13% -- Total Reqs: 2730 -- Total Batches: 273\n",
      "Total Success Rate: 58.18% -- Total Reqs: 2740 -- Total Batches: 274\n",
      "Total Success Rate: 58.04% -- Total Reqs: 2750 -- Total Batches: 275\n",
      "Total Success Rate: 57.90% -- Total Reqs: 2760 -- Total Batches: 276\n",
      "Total Success Rate: 57.87% -- Total Reqs: 2770 -- Total Batches: 277\n",
      "Total Success Rate: 58.02% -- Total Reqs: 2780 -- Total Batches: 278\n",
      "Total Success Rate: 58.06% -- Total Reqs: 2790 -- Total Batches: 279\n",
      "Total Success Rate: 57.93% -- Total Reqs: 2800 -- Total Batches: 280\n",
      "Total Success Rate: 57.79% -- Total Reqs: 2810 -- Total Batches: 281\n",
      "Total Success Rate: 57.73% -- Total Reqs: 2820 -- Total Batches: 282\n",
      "Total Success Rate: 57.81% -- Total Reqs: 2830 -- Total Batches: 283\n",
      "Total Success Rate: 57.96% -- Total Reqs: 2840 -- Total Batches: 284\n",
      "Total Success Rate: 57.93% -- Total Reqs: 2850 -- Total Batches: 285\n",
      "Total Success Rate: 57.80% -- Total Reqs: 2860 -- Total Batches: 286\n",
      "Total Success Rate: 57.67% -- Total Reqs: 2870 -- Total Batches: 287\n",
      "Total Success Rate: 57.74% -- Total Reqs: 2880 -- Total Batches: 288\n",
      "Total Success Rate: 57.85% -- Total Reqs: 2890 -- Total Batches: 289\n",
      "Total Success Rate: 58.00% -- Total Reqs: 2900 -- Total Batches: 290\n",
      "Total Success Rate: 57.97% -- Total Reqs: 2910 -- Total Batches: 291\n",
      "Total Success Rate: 57.84% -- Total Reqs: 2920 -- Total Batches: 292\n",
      "Total Success Rate: 57.71% -- Total Reqs: 2930 -- Total Batches: 293\n",
      "Total Success Rate: 57.86% -- Total Reqs: 2940 -- Total Batches: 294\n",
      "Total Success Rate: 57.73% -- Total Reqs: 2950 -- Total Batches: 295\n",
      "Total Success Rate: 57.57% -- Total Reqs: 2960 -- Total Batches: 296\n",
      "Total Success Rate: 57.44% -- Total Reqs: 2970 -- Total Batches: 297\n",
      "Total Success Rate: 57.52% -- Total Reqs: 2980 -- Total Batches: 298\n",
      "Total Success Rate: 57.63% -- Total Reqs: 2990 -- Total Batches: 299\n",
      "Total Success Rate: 57.77% -- Total Reqs: 3000 -- Total Batches: 300\n",
      "Total Success Rate: 57.77% -- Total Reqs: 3010 -- Total Batches: 301\n",
      "Total Success Rate: 57.65% -- Total Reqs: 3020 -- Total Batches: 302\n",
      "Total Success Rate: 57.56% -- Total Reqs: 3030 -- Total Batches: 303\n",
      "Total Success Rate: 57.70% -- Total Reqs: 3040 -- Total Batches: 304\n",
      "Total Success Rate: 57.54% -- Total Reqs: 3050 -- Total Batches: 305\n",
      "Total Success Rate: 57.39% -- Total Reqs: 3060 -- Total Batches: 306\n",
      "Total Success Rate: 57.30% -- Total Reqs: 3070 -- Total Batches: 307\n",
      "Total Success Rate: 57.40% -- Total Reqs: 3080 -- Total Batches: 308\n",
      "Total Success Rate: 57.51% -- Total Reqs: 3090 -- Total Batches: 309\n",
      "Total Success Rate: 57.65% -- Total Reqs: 3100 -- Total Batches: 310\n",
      "Total Success Rate: 57.52% -- Total Reqs: 3110 -- Total Batches: 311\n",
      "Total Success Rate: 57.37% -- Total Reqs: 3120 -- Total Batches: 312\n",
      "Total Success Rate: 57.25% -- Total Reqs: 3130 -- Total Batches: 313\n",
      "Total Success Rate: 57.36% -- Total Reqs: 3140 -- Total Batches: 314\n",
      "Total Success Rate: 57.49% -- Total Reqs: 3150 -- Total Batches: 315\n",
      "Total Success Rate: 57.47% -- Total Reqs: 3160 -- Total Batches: 316\n",
      "Total Success Rate: 57.35% -- Total Reqs: 3170 -- Total Batches: 317\n",
      "Total Success Rate: 57.23% -- Total Reqs: 3180 -- Total Batches: 318\n",
      "Total Success Rate: 57.21% -- Total Reqs: 3190 -- Total Batches: 319\n",
      "Total Success Rate: 57.34% -- Total Reqs: 3200 -- Total Batches: 320\n",
      "Total Success Rate: 57.26% -- Total Reqs: 3210 -- Total Batches: 321\n",
      "Total Success Rate: 57.33% -- Total Reqs: 3220 -- Total Batches: 322\n",
      "Total Success Rate: 57.28% -- Total Reqs: 3230 -- Total Batches: 323\n",
      "Total Success Rate: 57.35% -- Total Reqs: 3240 -- Total Batches: 324\n",
      "Total Success Rate: 57.48% -- Total Reqs: 3250 -- Total Batches: 325\n",
      "Total Success Rate: 57.48% -- Total Reqs: 3260 -- Total Batches: 326\n",
      "Total Success Rate: 57.37% -- Total Reqs: 3270 -- Total Batches: 327\n",
      "Total Success Rate: 57.26% -- Total Reqs: 3280 -- Total Batches: 328\n",
      "Total Success Rate: 57.20% -- Total Reqs: 3290 -- Total Batches: 329\n",
      "Total Success Rate: 57.27% -- Total Reqs: 3300 -- Total Batches: 330\n",
      "Total Success Rate: 57.40% -- Total Reqs: 3310 -- Total Batches: 331\n",
      "Total Success Rate: 57.41% -- Total Reqs: 3320 -- Total Batches: 332\n",
      "Total Success Rate: 57.27% -- Total Reqs: 3330 -- Total Batches: 333\n",
      "Total Success Rate: 57.16% -- Total Reqs: 3340 -- Total Batches: 334\n",
      "Total Success Rate: 57.28% -- Total Reqs: 3350 -- Total Batches: 335\n",
      "Total Success Rate: 57.17% -- Total Reqs: 3360 -- Total Batches: 336\n",
      "Total Success Rate: 57.03% -- Total Reqs: 3370 -- Total Batches: 337\n",
      "Total Success Rate: 56.92% -- Total Reqs: 3380 -- Total Batches: 338\n",
      "Total Success Rate: 57.02% -- Total Reqs: 3390 -- Total Batches: 339\n",
      "Total Success Rate: 57.15% -- Total Reqs: 3400 -- Total Batches: 340\n",
      "Total Success Rate: 57.16% -- Total Reqs: 3410 -- Total Batches: 341\n",
      "Total Success Rate: 57.05% -- Total Reqs: 3420 -- Total Batches: 342\n",
      "Total Success Rate: 56.94% -- Total Reqs: 3430 -- Total Batches: 343\n",
      "Total Success Rate: 57.03% -- Total Reqs: 3440 -- Total Batches: 344\n",
      "Total Success Rate: 57.10% -- Total Reqs: 3450 -- Total Batches: 345\n",
      "Total Success Rate: 57.23% -- Total Reqs: 3460 -- Total Batches: 346\n",
      "Total Success Rate: 57.18% -- Total Reqs: 3470 -- Total Batches: 347\n",
      "Total Success Rate: 57.04% -- Total Reqs: 3480 -- Total Batches: 348\n",
      "Total Success Rate: 56.99% -- Total Reqs: 3490 -- Total Batches: 349\n",
      "Total Success Rate: 57.09% -- Total Reqs: 3500 -- Total Batches: 350\n",
      "Total Success Rate: 57.12% -- Total Reqs: 3510 -- Total Batches: 351\n",
      "Total Success Rate: 57.24% -- Total Reqs: 3520 -- Total Batches: 352\n",
      "Total Success Rate: 57.28% -- Total Reqs: 3530 -- Total Batches: 353\n",
      "Total Success Rate: 57.15% -- Total Reqs: 3540 -- Total Batches: 354\n",
      "Total Success Rate: 57.07% -- Total Reqs: 3550 -- Total Batches: 355\n",
      "Total Success Rate: 57.16% -- Total Reqs: 3560 -- Total Batches: 356\n",
      "Total Success Rate: 57.28% -- Total Reqs: 3570 -- Total Batches: 357\n",
      "Total Success Rate: 57.26% -- Total Reqs: 3580 -- Total Batches: 358\n",
      "Total Success Rate: 57.13% -- Total Reqs: 3590 -- Total Batches: 359\n",
      "Total Success Rate: 57.06% -- Total Reqs: 3600 -- Total Batches: 360\n",
      "Total Success Rate: 57.12% -- Total Reqs: 3610 -- Total Batches: 361\n",
      "Total Success Rate: 57.24% -- Total Reqs: 3620 -- Total Batches: 362\n",
      "Total Success Rate: 57.27% -- Total Reqs: 3630 -- Total Batches: 363\n",
      "Total Success Rate: 57.17% -- Total Reqs: 3640 -- Total Batches: 364\n",
      "Total Success Rate: 57.07% -- Total Reqs: 3650 -- Total Batches: 365\n",
      "Total Success Rate: 57.16% -- Total Reqs: 3660 -- Total Batches: 366\n",
      "Total Success Rate: 57.25% -- Total Reqs: 3670 -- Total Batches: 367\n",
      "Total Success Rate: 57.36% -- Total Reqs: 3680 -- Total Batches: 368\n",
      "Total Success Rate: 57.37% -- Total Reqs: 3690 -- Total Batches: 369\n",
      "Total Success Rate: 57.24% -- Total Reqs: 3700 -- Total Batches: 370\n",
      "Total Success Rate: 57.17% -- Total Reqs: 3710 -- Total Batches: 371\n",
      "Total Success Rate: 57.28% -- Total Reqs: 3720 -- Total Batches: 372\n",
      "Total Success Rate: 57.16% -- Total Reqs: 3730 -- Total Batches: 373\n",
      "Total Success Rate: 57.03% -- Total Reqs: 3740 -- Total Batches: 374\n",
      "Total Success Rate: 56.99% -- Total Reqs: 3750 -- Total Batches: 375\n",
      "Total Success Rate: 57.02% -- Total Reqs: 3760 -- Total Batches: 376\n",
      "Total Success Rate: 57.14% -- Total Reqs: 3770 -- Total Batches: 377\n",
      "Total Success Rate: 57.09% -- Total Reqs: 3780 -- Total Batches: 378\n",
      "Total Success Rate: 56.97% -- Total Reqs: 3790 -- Total Batches: 379\n",
      "Total Success Rate: 56.89% -- Total Reqs: 3800 -- Total Batches: 380\n",
      "Total Success Rate: 56.90% -- Total Reqs: 3810 -- Total Batches: 381\n",
      "Total Success Rate: 56.99% -- Total Reqs: 3820 -- Total Batches: 382\n",
      "Total Success Rate: 57.10% -- Total Reqs: 3830 -- Total Batches: 383\n",
      "Total Success Rate: 57.14% -- Total Reqs: 3840 -- Total Batches: 384\n",
      "Total Success Rate: 57.04% -- Total Reqs: 3850 -- Total Batches: 385\n",
      "Total Success Rate: 56.94% -- Total Reqs: 3860 -- Total Batches: 386\n",
      "Total Success Rate: 56.95% -- Total Reqs: 3870 -- Total Batches: 387\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 57.06% -- Total Reqs: 3880 -- Total Batches: 388\n",
      "Total Success Rate: 56.97% -- Total Reqs: 3890 -- Total Batches: 389\n",
      "Total Success Rate: 57.00% -- Total Reqs: 3900 -- Total Batches: 390\n",
      "Total Success Rate: 56.93% -- Total Reqs: 3910 -- Total Batches: 391\n",
      "Total Success Rate: 56.89% -- Total Reqs: 3920 -- Total Batches: 392\n",
      "Total Success Rate: 56.95% -- Total Reqs: 3930 -- Total Batches: 393\n",
      "Total Success Rate: 57.06% -- Total Reqs: 3940 -- Total Batches: 394\n",
      "Total Success Rate: 57.01% -- Total Reqs: 3950 -- Total Batches: 395\n",
      "Total Success Rate: 56.89% -- Total Reqs: 3960 -- Total Batches: 396\n",
      "Total Success Rate: 56.80% -- Total Reqs: 3970 -- Total Batches: 397\n",
      "Total Success Rate: 56.83% -- Total Reqs: 3980 -- Total Batches: 398\n",
      "Total Success Rate: 56.94% -- Total Reqs: 3990 -- Total Batches: 399\n",
      "Total Success Rate: 56.95% -- Total Reqs: 4000 -- Total Batches: 400\n",
      "Total Success Rate: 56.86% -- Total Reqs: 4010 -- Total Batches: 401\n",
      "Total Success Rate: 56.77% -- Total Reqs: 4020 -- Total Batches: 402\n",
      "Total Success Rate: 56.82% -- Total Reqs: 4030 -- Total Batches: 403\n",
      "Total Success Rate: 56.93% -- Total Reqs: 4040 -- Total Batches: 404\n",
      "Total Success Rate: 56.96% -- Total Reqs: 4050 -- Total Batches: 405\n",
      "Total Success Rate: 56.85% -- Total Reqs: 4060 -- Total Batches: 406\n",
      "Total Success Rate: 56.76% -- Total Reqs: 4070 -- Total Batches: 407\n",
      "Total Success Rate: 56.79% -- Total Reqs: 4080 -- Total Batches: 408\n",
      "Total Success Rate: 56.85% -- Total Reqs: 4090 -- Total Batches: 409\n",
      "Total Success Rate: 56.95% -- Total Reqs: 4100 -- Total Batches: 410\n",
      "Total Success Rate: 57.03% -- Total Reqs: 4110 -- Total Batches: 411\n",
      "Total Success Rate: 56.97% -- Total Reqs: 4120 -- Total Batches: 412\n",
      "Total Success Rate: 56.88% -- Total Reqs: 4130 -- Total Batches: 413\n",
      "Total Success Rate: 56.91% -- Total Reqs: 4140 -- Total Batches: 414\n",
      "Total Success Rate: 56.99% -- Total Reqs: 4150 -- Total Batches: 415\n",
      "Total Success Rate: 57.09% -- Total Reqs: 4160 -- Total Batches: 416\n",
      "Total Success Rate: 57.15% -- Total Reqs: 4170 -- Total Batches: 417\n",
      "Total Success Rate: 57.06% -- Total Reqs: 4180 -- Total Batches: 418\n",
      "Total Success Rate: 56.97% -- Total Reqs: 4190 -- Total Batches: 419\n",
      "Total Success Rate: 56.93% -- Total Reqs: 4200 -- Total Batches: 420\n",
      "Total Success Rate: 57.01% -- Total Reqs: 4210 -- Total Batches: 421\n",
      "Total Success Rate: 57.11% -- Total Reqs: 4220 -- Total Batches: 422\n",
      "Total Success Rate: 57.04% -- Total Reqs: 4230 -- Total Batches: 423\n",
      "Total Success Rate: 56.96% -- Total Reqs: 4240 -- Total Batches: 424\n",
      "Total Success Rate: 56.87% -- Total Reqs: 4250 -- Total Batches: 425\n",
      "Total Success Rate: 56.92% -- Total Reqs: 4260 -- Total Batches: 426\n",
      "Total Success Rate: 57.03% -- Total Reqs: 4270 -- Total Batches: 427\n",
      "Total Success Rate: 56.96% -- Total Reqs: 4280 -- Total Batches: 428\n",
      "Total Success Rate: 56.88% -- Total Reqs: 4290 -- Total Batches: 429\n",
      "Total Success Rate: 56.79% -- Total Reqs: 4300 -- Total Batches: 430\n",
      "Total Success Rate: 56.75% -- Total Reqs: 4310 -- Total Batches: 431\n",
      "Total Success Rate: 56.83% -- Total Reqs: 4320 -- Total Batches: 432\n",
      "Total Success Rate: 56.91% -- Total Reqs: 4330 -- Total Batches: 433\n",
      "Total Success Rate: 57.00% -- Total Reqs: 4340 -- Total Batches: 434\n",
      "Total Success Rate: 57.01% -- Total Reqs: 4350 -- Total Batches: 435\n",
      "Total Success Rate: 57.00% -- Total Reqs: 4360 -- Total Batches: 436\n",
      "Total Success Rate: 56.96% -- Total Reqs: 4370 -- Total Batches: 437\n",
      "Total Success Rate: 56.92% -- Total Reqs: 4380 -- Total Batches: 438\n",
      "Total Success Rate: 56.97% -- Total Reqs: 4390 -- Total Batches: 439\n",
      "Total Success Rate: 57.07% -- Total Reqs: 4400 -- Total Batches: 440\n",
      "Total Success Rate: 57.07% -- Total Reqs: 4410 -- Total Batches: 441\n",
      "Total Success Rate: 56.97% -- Total Reqs: 4420 -- Total Batches: 442\n",
      "Total Success Rate: 56.88% -- Total Reqs: 4430 -- Total Batches: 443\n",
      "Total Success Rate: 56.89% -- Total Reqs: 4440 -- Total Batches: 444\n",
      "Total Success Rate: 56.99% -- Total Reqs: 4450 -- Total Batches: 445\n",
      "Total Success Rate: 56.93% -- Total Reqs: 4460 -- Total Batches: 446\n",
      "Total Success Rate: 56.85% -- Total Reqs: 4470 -- Total Batches: 447\n",
      "Total Success Rate: 56.76% -- Total Reqs: 4480 -- Total Batches: 448\n",
      "Total Success Rate: 56.75% -- Total Reqs: 4490 -- Total Batches: 449\n",
      "Total Success Rate: 56.84% -- Total Reqs: 4500 -- Total Batches: 450\n",
      "Total Success Rate: 56.81% -- Total Reqs: 4510 -- Total Batches: 451\n",
      "Total Success Rate: 56.84% -- Total Reqs: 4520 -- Total Batches: 452\n",
      "Total Success Rate: 56.78% -- Total Reqs: 4530 -- Total Batches: 453\n",
      "Total Success Rate: 56.74% -- Total Reqs: 4540 -- Total Batches: 454\n",
      "Total Success Rate: 56.79% -- Total Reqs: 4550 -- Total Batches: 455\n",
      "Total Success Rate: 56.89% -- Total Reqs: 4560 -- Total Batches: 456\n",
      "Total Success Rate: 56.87% -- Total Reqs: 4570 -- Total Batches: 457\n",
      "Total Success Rate: 56.77% -- Total Reqs: 4580 -- Total Batches: 458\n",
      "Total Success Rate: 56.69% -- Total Reqs: 4590 -- Total Batches: 459\n",
      "Total Success Rate: 56.67% -- Total Reqs: 4600 -- Total Batches: 460\n",
      "Total Success Rate: 56.77% -- Total Reqs: 4610 -- Total Batches: 461\n",
      "Total Success Rate: 56.77% -- Total Reqs: 4620 -- Total Batches: 462\n",
      "Total Success Rate: 56.70% -- Total Reqs: 4630 -- Total Batches: 463\n",
      "Total Success Rate: 56.62% -- Total Reqs: 4640 -- Total Batches: 464\n",
      "Total Success Rate: 56.65% -- Total Reqs: 4650 -- Total Batches: 465\n",
      "Total Success Rate: 56.70% -- Total Reqs: 4660 -- Total Batches: 466\n",
      "Total Success Rate: 56.79% -- Total Reqs: 4670 -- Total Batches: 467\n",
      "Total Success Rate: 56.77% -- Total Reqs: 4680 -- Total Batches: 468\n",
      "Total Success Rate: 56.78% -- Total Reqs: 4690 -- Total Batches: 469\n",
      "Total Success Rate: 56.72% -- Total Reqs: 4700 -- Total Batches: 470\n",
      "Total Success Rate: 56.69% -- Total Reqs: 4710 -- Total Batches: 471\n",
      "Total Success Rate: 56.72% -- Total Reqs: 4720 -- Total Batches: 472\n",
      "Total Success Rate: 56.81% -- Total Reqs: 4730 -- Total Batches: 473\n",
      "Total Success Rate: 56.77% -- Total Reqs: 4740 -- Total Batches: 474\n",
      "Total Success Rate: 56.67% -- Total Reqs: 4750 -- Total Batches: 475\n",
      "Total Success Rate: 56.60% -- Total Reqs: 4760 -- Total Batches: 476\n",
      "Total Success Rate: 56.65% -- Total Reqs: 4770 -- Total Batches: 477\n",
      "Total Success Rate: 56.74% -- Total Reqs: 4780 -- Total Batches: 478\n",
      "Total Success Rate: 56.72% -- Total Reqs: 4790 -- Total Batches: 479\n",
      "Total Success Rate: 56.62% -- Total Reqs: 4800 -- Total Batches: 480\n",
      "Total Success Rate: 56.55% -- Total Reqs: 4810 -- Total Batches: 481\n",
      "Total Success Rate: 56.51% -- Total Reqs: 4820 -- Total Batches: 482\n",
      "Total Success Rate: 56.58% -- Total Reqs: 4830 -- Total Batches: 483\n",
      "Total Success Rate: 56.67% -- Total Reqs: 4840 -- Total Batches: 484\n",
      "Total Success Rate: 56.68% -- Total Reqs: 4850 -- Total Batches: 485\n",
      "Total Success Rate: 56.58% -- Total Reqs: 4860 -- Total Batches: 486\n",
      "Total Success Rate: 56.51% -- Total Reqs: 4870 -- Total Batches: 487\n",
      "Total Success Rate: 56.54% -- Total Reqs: 4880 -- Total Batches: 488\n",
      "Total Success Rate: 56.63% -- Total Reqs: 4890 -- Total Batches: 489\n",
      "Total Success Rate: 56.61% -- Total Reqs: 4900 -- Total Batches: 490\n",
      "Total Success Rate: 56.52% -- Total Reqs: 4910 -- Total Batches: 491\n",
      "Total Success Rate: 56.46% -- Total Reqs: 4920 -- Total Batches: 492\n",
      "Total Success Rate: 56.49% -- Total Reqs: 4930 -- Total Batches: 493\n",
      "Total Success Rate: 56.58% -- Total Reqs: 4940 -- Total Batches: 494\n",
      "Total Success Rate: 56.57% -- Total Reqs: 4950 -- Total Batches: 495\n",
      "Total Success Rate: 56.47% -- Total Reqs: 4960 -- Total Batches: 496\n",
      "Total Success Rate: 56.40% -- Total Reqs: 4970 -- Total Batches: 497\n",
      "Total Success Rate: 56.37% -- Total Reqs: 4980 -- Total Batches: 498\n",
      "Total Success Rate: 56.43% -- Total Reqs: 4990 -- Total Batches: 499\n",
      "Total Success Rate: 56.52% -- Total Reqs: 5000 -- Total Batches: 500\n",
      "Total Success Rate: 56.49% -- Total Reqs: 5010 -- Total Batches: 501\n",
      "Total Success Rate: 56.39% -- Total Reqs: 5020 -- Total Batches: 502\n",
      "Total Success Rate: 56.32% -- Total Reqs: 5030 -- Total Batches: 503\n",
      "Total Success Rate: 56.31% -- Total Reqs: 5040 -- Total Batches: 504\n",
      "Total Success Rate: 56.40% -- Total Reqs: 5050 -- Total Batches: 505\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5060 -- Total Batches: 506\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 56.35% -- Total Reqs: 5070 -- Total Batches: 507\n",
      "Total Success Rate: 56.28% -- Total Reqs: 5080 -- Total Batches: 508\n",
      "Total Success Rate: 56.25% -- Total Reqs: 5090 -- Total Batches: 509\n",
      "Total Success Rate: 56.31% -- Total Reqs: 5100 -- Total Batches: 510\n",
      "Total Success Rate: 56.40% -- Total Reqs: 5110 -- Total Batches: 511\n",
      "Total Success Rate: 56.37% -- Total Reqs: 5120 -- Total Batches: 512\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5130 -- Total Batches: 513\n",
      "Total Success Rate: 56.25% -- Total Reqs: 5140 -- Total Batches: 514\n",
      "Total Success Rate: 56.31% -- Total Reqs: 5150 -- Total Batches: 515\n",
      "Total Success Rate: 56.32% -- Total Reqs: 5160 -- Total Batches: 516\n",
      "Total Success Rate: 56.40% -- Total Reqs: 5170 -- Total Batches: 517\n",
      "Total Success Rate: 56.41% -- Total Reqs: 5180 -- Total Batches: 518\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5190 -- Total Batches: 519\n",
      "Total Success Rate: 56.27% -- Total Reqs: 5200 -- Total Batches: 520\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5210 -- Total Batches: 521\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5220 -- Total Batches: 522\n",
      "Total Success Rate: 56.41% -- Total Reqs: 5230 -- Total Batches: 523\n",
      "Total Success Rate: 56.49% -- Total Reqs: 5240 -- Total Batches: 524\n",
      "Total Success Rate: 56.51% -- Total Reqs: 5250 -- Total Batches: 525\n",
      "Total Success Rate: 56.44% -- Total Reqs: 5260 -- Total Batches: 526\n",
      "Total Success Rate: 56.38% -- Total Reqs: 5270 -- Total Batches: 527\n",
      "Total Success Rate: 56.42% -- Total Reqs: 5280 -- Total Batches: 528\n",
      "Total Success Rate: 56.50% -- Total Reqs: 5290 -- Total Batches: 529\n",
      "Total Success Rate: 56.53% -- Total Reqs: 5300 -- Total Batches: 530\n",
      "Total Success Rate: 56.46% -- Total Reqs: 5310 -- Total Batches: 531\n",
      "Total Success Rate: 56.45% -- Total Reqs: 5320 -- Total Batches: 532\n",
      "Total Success Rate: 56.47% -- Total Reqs: 5330 -- Total Batches: 533\n",
      "Total Success Rate: 56.48% -- Total Reqs: 5340 -- Total Batches: 534\n",
      "Total Success Rate: 56.56% -- Total Reqs: 5350 -- Total Batches: 535\n",
      "Total Success Rate: 56.55% -- Total Reqs: 5360 -- Total Batches: 536\n",
      "Total Success Rate: 56.46% -- Total Reqs: 5370 -- Total Batches: 537\n",
      "Total Success Rate: 56.39% -- Total Reqs: 5380 -- Total Batches: 538\n",
      "Total Success Rate: 56.42% -- Total Reqs: 5390 -- Total Batches: 539\n",
      "Total Success Rate: 56.48% -- Total Reqs: 5400 -- Total Batches: 540\n",
      "Total Success Rate: 56.56% -- Total Reqs: 5410 -- Total Batches: 541\n",
      "Total Success Rate: 56.57% -- Total Reqs: 5420 -- Total Batches: 542\n",
      "Total Success Rate: 56.50% -- Total Reqs: 5430 -- Total Batches: 543\n",
      "Total Success Rate: 56.43% -- Total Reqs: 5440 -- Total Batches: 544\n",
      "Total Success Rate: 56.46% -- Total Reqs: 5450 -- Total Batches: 545\n",
      "Total Success Rate: 56.54% -- Total Reqs: 5460 -- Total Batches: 546\n",
      "Total Success Rate: 56.54% -- Total Reqs: 5470 -- Total Batches: 547\n",
      "Total Success Rate: 56.48% -- Total Reqs: 5480 -- Total Batches: 548\n",
      "Total Success Rate: 56.39% -- Total Reqs: 5490 -- Total Batches: 549\n",
      "Total Success Rate: 56.36% -- Total Reqs: 5500 -- Total Batches: 550\n",
      "Total Success Rate: 56.44% -- Total Reqs: 5510 -- Total Batches: 551\n",
      "Total Success Rate: 56.38% -- Total Reqs: 5520 -- Total Batches: 552\n",
      "Total Success Rate: 56.29% -- Total Reqs: 5530 -- Total Batches: 553\n",
      "Total Success Rate: 56.23% -- Total Reqs: 5540 -- Total Batches: 554\n",
      "Total Success Rate: 56.25% -- Total Reqs: 5550 -- Total Batches: 555\n",
      "Total Success Rate: 56.33% -- Total Reqs: 5560 -- Total Batches: 556\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5570 -- Total Batches: 557\n",
      "Total Success Rate: 56.29% -- Total Reqs: 5580 -- Total Batches: 558\n",
      "Total Success Rate: 56.23% -- Total Reqs: 5590 -- Total Batches: 559\n",
      "Total Success Rate: 56.20% -- Total Reqs: 5600 -- Total Batches: 560\n",
      "Total Success Rate: 56.24% -- Total Reqs: 5610 -- Total Batches: 561\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5620 -- Total Batches: 562\n",
      "Total Success Rate: 56.38% -- Total Reqs: 5630 -- Total Batches: 563\n",
      "Total Success Rate: 56.38% -- Total Reqs: 5640 -- Total Batches: 564\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5650 -- Total Batches: 565\n",
      "Total Success Rate: 56.24% -- Total Reqs: 5660 -- Total Batches: 566\n",
      "Total Success Rate: 56.24% -- Total Reqs: 5670 -- Total Batches: 567\n",
      "Total Success Rate: 56.29% -- Total Reqs: 5680 -- Total Batches: 568\n",
      "Total Success Rate: 56.36% -- Total Reqs: 5690 -- Total Batches: 569\n",
      "Total Success Rate: 56.39% -- Total Reqs: 5700 -- Total Batches: 570\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5710 -- Total Batches: 571\n",
      "Total Success Rate: 56.26% -- Total Reqs: 5720 -- Total Batches: 572\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5730 -- Total Batches: 573\n",
      "Total Success Rate: 56.38% -- Total Reqs: 5740 -- Total Batches: 574\n",
      "Total Success Rate: 56.40% -- Total Reqs: 5750 -- Total Batches: 575\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5760 -- Total Batches: 576\n",
      "Total Success Rate: 56.27% -- Total Reqs: 5770 -- Total Batches: 577\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5780 -- Total Batches: 578\n",
      "Total Success Rate: 56.32% -- Total Reqs: 5790 -- Total Batches: 579\n",
      "Total Success Rate: 56.40% -- Total Reqs: 5800 -- Total Batches: 580\n",
      "Total Success Rate: 56.42% -- Total Reqs: 5810 -- Total Batches: 581\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5820 -- Total Batches: 582\n",
      "Total Success Rate: 56.28% -- Total Reqs: 5830 -- Total Batches: 583\n",
      "Total Success Rate: 56.32% -- Total Reqs: 5840 -- Total Batches: 584\n",
      "Total Success Rate: 56.36% -- Total Reqs: 5850 -- Total Batches: 585\n",
      "Total Success Rate: 56.43% -- Total Reqs: 5860 -- Total Batches: 586\n",
      "Total Success Rate: 56.42% -- Total Reqs: 5870 -- Total Batches: 587\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5880 -- Total Batches: 588\n",
      "Total Success Rate: 56.28% -- Total Reqs: 5890 -- Total Batches: 589\n",
      "Total Success Rate: 56.31% -- Total Reqs: 5900 -- Total Batches: 590\n",
      "Total Success Rate: 56.33% -- Total Reqs: 5910 -- Total Batches: 591\n",
      "Total Success Rate: 56.40% -- Total Reqs: 5920 -- Total Batches: 592\n",
      "Total Success Rate: 56.42% -- Total Reqs: 5930 -- Total Batches: 593\n",
      "Total Success Rate: 56.35% -- Total Reqs: 5940 -- Total Batches: 594\n",
      "Total Success Rate: 56.29% -- Total Reqs: 5950 -- Total Batches: 595\n",
      "Total Success Rate: 56.26% -- Total Reqs: 5960 -- Total Batches: 596\n",
      "Total Success Rate: 56.30% -- Total Reqs: 5970 -- Total Batches: 597\n",
      "Total Success Rate: 56.37% -- Total Reqs: 5980 -- Total Batches: 598\n",
      "Total Success Rate: 56.34% -- Total Reqs: 5990 -- Total Batches: 599\n",
      "Total Success Rate: 56.27% -- Total Reqs: 6000 -- Total Batches: 600\n",
      "Total Success Rate: 56.21% -- Total Reqs: 6010 -- Total Batches: 601\n",
      "Total Success Rate: 56.21% -- Total Reqs: 6020 -- Total Batches: 602\n",
      "Total Success Rate: 56.29% -- Total Reqs: 6030 -- Total Batches: 603\n",
      "Total Success Rate: 56.23% -- Total Reqs: 6040 -- Total Batches: 604\n",
      "Total Success Rate: 56.20% -- Total Reqs: 6050 -- Total Batches: 605\n",
      "Total Success Rate: 56.16% -- Total Reqs: 6060 -- Total Batches: 606\n",
      "Total Success Rate: 56.13% -- Total Reqs: 6070 -- Total Batches: 607\n",
      "Total Success Rate: 56.20% -- Total Reqs: 6080 -- Total Batches: 608\n",
      "Total Success Rate: 56.14% -- Total Reqs: 6090 -- Total Batches: 609\n",
      "Total Success Rate: 56.07% -- Total Reqs: 6100 -- Total Batches: 610\n",
      "Total Success Rate: 56.01% -- Total Reqs: 6110 -- Total Batches: 611\n",
      "Total Success Rate: 56.00% -- Total Reqs: 6120 -- Total Batches: 612\n",
      "Total Success Rate: 56.07% -- Total Reqs: 6130 -- Total Batches: 613\n",
      "Total Success Rate: 55.99% -- Total Reqs: 6140 -- Total Batches: 614\n",
      "Total Success Rate: 56.00% -- Total Reqs: 6150 -- Total Batches: 615\n",
      "Total Success Rate: 55.96% -- Total Reqs: 6160 -- Total Batches: 616\n",
      "Total Success Rate: 55.93% -- Total Reqs: 6170 -- Total Batches: 617\n",
      "Total Success Rate: 55.95% -- Total Reqs: 6180 -- Total Batches: 618\n",
      "Total Success Rate: 56.03% -- Total Reqs: 6190 -- Total Batches: 619\n",
      "Total Success Rate: 55.97% -- Total Reqs: 6200 -- Total Batches: 620\n",
      "Total Success Rate: 55.91% -- Total Reqs: 6210 -- Total Batches: 621\n",
      "Total Success Rate: 55.85% -- Total Reqs: 6220 -- Total Batches: 622\n",
      "Total Success Rate: 55.84% -- Total Reqs: 6230 -- Total Batches: 623\n",
      "Total Success Rate: 55.91% -- Total Reqs: 6240 -- Total Batches: 624\n",
      "Total Success Rate: 55.86% -- Total Reqs: 6250 -- Total Batches: 625\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 55.86% -- Total Reqs: 6260 -- Total Batches: 626\n",
      "Total Success Rate: 55.82% -- Total Reqs: 6270 -- Total Batches: 627\n",
      "Total Success Rate: 55.80% -- Total Reqs: 6280 -- Total Batches: 628\n",
      "Total Success Rate: 55.83% -- Total Reqs: 6290 -- Total Batches: 629\n",
      "Total Success Rate: 55.90% -- Total Reqs: 6300 -- Total Batches: 630\n",
      "Total Success Rate: 55.90% -- Total Reqs: 6310 -- Total Batches: 631\n",
      "Total Success Rate: 55.82% -- Total Reqs: 6320 -- Total Batches: 632\n",
      "Total Success Rate: 55.77% -- Total Reqs: 6330 -- Total Batches: 633\n",
      "Total Success Rate: 55.80% -- Total Reqs: 6340 -- Total Batches: 634\n",
      "Total Success Rate: 55.86% -- Total Reqs: 6350 -- Total Batches: 635\n",
      "Total Success Rate: 55.93% -- Total Reqs: 6360 -- Total Batches: 636\n",
      "Total Success Rate: 55.93% -- Total Reqs: 6370 -- Total Batches: 637\n",
      "Total Success Rate: 55.88% -- Total Reqs: 6380 -- Total Batches: 638\n",
      "Total Success Rate: 55.90% -- Total Reqs: 6390 -- Total Batches: 639\n",
      "Total Success Rate: 55.88% -- Total Reqs: 6400 -- Total Batches: 640\n",
      "Total Success Rate: 55.94% -- Total Reqs: 6410 -- Total Batches: 641\n",
      "Total Success Rate: 55.90% -- Total Reqs: 6420 -- Total Batches: 642\n",
      "Total Success Rate: 55.83% -- Total Reqs: 6430 -- Total Batches: 643\n",
      "Total Success Rate: 55.79% -- Total Reqs: 6440 -- Total Batches: 644\n",
      "Total Success Rate: 55.81% -- Total Reqs: 6450 -- Total Batches: 645\n",
      "Total Success Rate: 55.87% -- Total Reqs: 6460 -- Total Batches: 646\n",
      "Total Success Rate: 55.94% -- Total Reqs: 6470 -- Total Batches: 647\n",
      "Total Success Rate: 55.91% -- Total Reqs: 6480 -- Total Batches: 648\n",
      "Total Success Rate: 55.87% -- Total Reqs: 6490 -- Total Batches: 649\n",
      "Total Success Rate: 55.82% -- Total Reqs: 6500 -- Total Batches: 650\n",
      "Total Success Rate: 55.84% -- Total Reqs: 6510 -- Total Batches: 651\n",
      "Total Success Rate: 55.89% -- Total Reqs: 6520 -- Total Batches: 652\n",
      "Total Success Rate: 55.96% -- Total Reqs: 6530 -- Total Batches: 653\n",
      "Total Success Rate: 55.98% -- Total Reqs: 6540 -- Total Batches: 654\n",
      "Total Success Rate: 55.92% -- Total Reqs: 6550 -- Total Batches: 655\n",
      "Total Success Rate: 55.87% -- Total Reqs: 6560 -- Total Batches: 656\n",
      "Total Success Rate: 55.84% -- Total Reqs: 6570 -- Total Batches: 657\n",
      "Total Success Rate: 55.87% -- Total Reqs: 6580 -- Total Batches: 658\n",
      "Total Success Rate: 55.93% -- Total Reqs: 6590 -- Total Batches: 659\n",
      "Total Success Rate: 55.92% -- Total Reqs: 6600 -- Total Batches: 660\n",
      "Total Success Rate: 55.85% -- Total Reqs: 6610 -- Total Batches: 661\n",
      "Total Success Rate: 55.80% -- Total Reqs: 6620 -- Total Batches: 662\n",
      "Total Success Rate: 55.81% -- Total Reqs: 6630 -- Total Batches: 663\n",
      "Total Success Rate: 55.86% -- Total Reqs: 6640 -- Total Batches: 664\n",
      "Total Success Rate: 55.92% -- Total Reqs: 6650 -- Total Batches: 665\n",
      "Total Success Rate: 55.93% -- Total Reqs: 6660 -- Total Batches: 666\n",
      "Total Success Rate: 55.89% -- Total Reqs: 6670 -- Total Batches: 667\n",
      "Total Success Rate: 55.84% -- Total Reqs: 6680 -- Total Batches: 668\n",
      "Total Success Rate: 55.86% -- Total Reqs: 6690 -- Total Batches: 669\n",
      "Total Success Rate: 55.87% -- Total Reqs: 6700 -- Total Batches: 670\n",
      "Total Success Rate: 55.93% -- Total Reqs: 6710 -- Total Batches: 671\n",
      "Total Success Rate: 55.92% -- Total Reqs: 6720 -- Total Batches: 672\n",
      "Total Success Rate: 55.87% -- Total Reqs: 6730 -- Total Batches: 673\n",
      "Total Success Rate: 55.83% -- Total Reqs: 6740 -- Total Batches: 674\n",
      "Total Success Rate: 55.85% -- Total Reqs: 6750 -- Total Batches: 675\n",
      "Total Success Rate: 55.92% -- Total Reqs: 6760 -- Total Batches: 676\n",
      "Total Success Rate: 55.89% -- Total Reqs: 6770 -- Total Batches: 677\n",
      "Total Success Rate: 55.86% -- Total Reqs: 6780 -- Total Batches: 678\n",
      "Total Success Rate: 55.82% -- Total Reqs: 6790 -- Total Batches: 679\n",
      "Total Success Rate: 55.85% -- Total Reqs: 6800 -- Total Batches: 680\n",
      "Total Success Rate: 55.87% -- Total Reqs: 6810 -- Total Batches: 681\n",
      "Total Success Rate: 55.94% -- Total Reqs: 6820 -- Total Batches: 682\n",
      "Total Success Rate: 55.96% -- Total Reqs: 6830 -- Total Batches: 683\n",
      "Total Success Rate: 55.91% -- Total Reqs: 6840 -- Total Batches: 684\n",
      "Total Success Rate: 55.85% -- Total Reqs: 6850 -- Total Batches: 685\n",
      "Total Success Rate: 55.89% -- Total Reqs: 6860 -- Total Batches: 686\n",
      "Total Success Rate: 55.95% -- Total Reqs: 6870 -- Total Batches: 687\n",
      "Total Success Rate: 55.94% -- Total Reqs: 6880 -- Total Batches: 688\n",
      "Total Success Rate: 55.88% -- Total Reqs: 6890 -- Total Batches: 689\n",
      "Total Success Rate: 55.84% -- Total Reqs: 6900 -- Total Batches: 690\n",
      "Total Success Rate: 55.82% -- Total Reqs: 6910 -- Total Batches: 691\n",
      "Total Success Rate: 55.84% -- Total Reqs: 6920 -- Total Batches: 692\n",
      "Total Success Rate: 55.90% -- Total Reqs: 6930 -- Total Batches: 693\n",
      "Total Success Rate: 55.89% -- Total Reqs: 6940 -- Total Batches: 694\n",
      "Total Success Rate: 55.84% -- Total Reqs: 6950 -- Total Batches: 695\n",
      "Total Success Rate: 55.89% -- Total Reqs: 6960 -- Total Batches: 696\n",
      "Total Success Rate: 55.88% -- Total Reqs: 6970 -- Total Batches: 697\n",
      "Total Success Rate: 55.92% -- Total Reqs: 6980 -- Total Batches: 698\n",
      "Total Success Rate: 55.98% -- Total Reqs: 6990 -- Total Batches: 699\n",
      "Total Success Rate: 55.97% -- Total Reqs: 7000 -- Total Batches: 700\n",
      "Total Success Rate: 55.92% -- Total Reqs: 7010 -- Total Batches: 701\n",
      "Total Success Rate: 55.88% -- Total Reqs: 7020 -- Total Batches: 702\n",
      "Total Success Rate: 55.87% -- Total Reqs: 7030 -- Total Batches: 703\n",
      "Total Success Rate: 55.94% -- Total Reqs: 7040 -- Total Batches: 704\n",
      "Total Success Rate: 55.96% -- Total Reqs: 7050 -- Total Batches: 705\n",
      "Total Success Rate: 55.91% -- Total Reqs: 7060 -- Total Batches: 706\n",
      "Total Success Rate: 55.91% -- Total Reqs: 7070 -- Total Batches: 707\n",
      "Total Success Rate: 55.92% -- Total Reqs: 7080 -- Total Batches: 708\n",
      "Total Success Rate: 55.98% -- Total Reqs: 7090 -- Total Batches: 709\n",
      "Total Success Rate: 55.94% -- Total Reqs: 7100 -- Total Batches: 710\n",
      "Total Success Rate: 55.89% -- Total Reqs: 7110 -- Total Batches: 711\n",
      "Total Success Rate: 55.84% -- Total Reqs: 7120 -- Total Batches: 712\n",
      "Total Success Rate: 55.86% -- Total Reqs: 7130 -- Total Batches: 713\n",
      "Total Success Rate: 55.92% -- Total Reqs: 7140 -- Total Batches: 714\n",
      "Total Success Rate: 55.93% -- Total Reqs: 7150 -- Total Batches: 715\n",
      "Total Success Rate: 55.88% -- Total Reqs: 7160 -- Total Batches: 716\n",
      "Total Success Rate: 55.86% -- Total Reqs: 7170 -- Total Batches: 717\n",
      "Total Success Rate: 55.89% -- Total Reqs: 7180 -- Total Batches: 718\n",
      "Total Success Rate: 55.95% -- Total Reqs: 7190 -- Total Batches: 719\n",
      "Total Success Rate: 55.90% -- Total Reqs: 7200 -- Total Batches: 720\n",
      "Total Success Rate: 55.84% -- Total Reqs: 7210 -- Total Batches: 721\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7220 -- Total Batches: 722\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7230 -- Total Batches: 723\n",
      "Total Success Rate: 55.84% -- Total Reqs: 7240 -- Total Batches: 724\n",
      "Total Success Rate: 55.82% -- Total Reqs: 7250 -- Total Batches: 725\n",
      "Total Success Rate: 55.81% -- Total Reqs: 7260 -- Total Batches: 726\n",
      "Total Success Rate: 55.76% -- Total Reqs: 7270 -- Total Batches: 727\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7280 -- Total Batches: 728\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7290 -- Total Batches: 729\n",
      "Total Success Rate: 55.85% -- Total Reqs: 7300 -- Total Batches: 730\n",
      "Total Success Rate: 55.84% -- Total Reqs: 7310 -- Total Batches: 731\n",
      "Total Success Rate: 55.81% -- Total Reqs: 7320 -- Total Batches: 732\n",
      "Total Success Rate: 55.76% -- Total Reqs: 7330 -- Total Batches: 733\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7340 -- Total Batches: 734\n",
      "Total Success Rate: 55.82% -- Total Reqs: 7350 -- Total Batches: 735\n",
      "Total Success Rate: 55.88% -- Total Reqs: 7360 -- Total Batches: 736\n",
      "Total Success Rate: 55.88% -- Total Reqs: 7370 -- Total Batches: 737\n",
      "Total Success Rate: 55.83% -- Total Reqs: 7380 -- Total Batches: 738\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7390 -- Total Batches: 739\n",
      "Total Success Rate: 55.76% -- Total Reqs: 7400 -- Total Batches: 740\n",
      "Total Success Rate: 55.82% -- Total Reqs: 7410 -- Total Batches: 741\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7420 -- Total Batches: 742\n",
      "Total Success Rate: 55.81% -- Total Reqs: 7430 -- Total Batches: 743\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7440 -- Total Batches: 744\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 55.77% -- Total Reqs: 7450 -- Total Batches: 745\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7460 -- Total Batches: 746\n",
      "Total Success Rate: 55.85% -- Total Reqs: 7470 -- Total Batches: 747\n",
      "Total Success Rate: 55.83% -- Total Reqs: 7480 -- Total Batches: 748\n",
      "Total Success Rate: 55.77% -- Total Reqs: 7490 -- Total Batches: 749\n",
      "Total Success Rate: 55.72% -- Total Reqs: 7500 -- Total Batches: 750\n",
      "Total Success Rate: 55.77% -- Total Reqs: 7510 -- Total Batches: 751\n",
      "Total Success Rate: 55.82% -- Total Reqs: 7520 -- Total Batches: 752\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7530 -- Total Batches: 753\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7540 -- Total Batches: 754\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7550 -- Total Batches: 755\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7560 -- Total Batches: 756\n",
      "Total Success Rate: 55.76% -- Total Reqs: 7570 -- Total Batches: 757\n",
      "Total Success Rate: 55.82% -- Total Reqs: 7580 -- Total Batches: 758\n",
      "Total Success Rate: 55.84% -- Total Reqs: 7590 -- Total Batches: 759\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7600 -- Total Batches: 760\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7610 -- Total Batches: 761\n",
      "Total Success Rate: 55.72% -- Total Reqs: 7620 -- Total Batches: 762\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7630 -- Total Batches: 763\n",
      "Total Success Rate: 55.77% -- Total Reqs: 7640 -- Total Batches: 764\n",
      "Total Success Rate: 55.83% -- Total Reqs: 7650 -- Total Batches: 765\n",
      "Total Success Rate: 55.85% -- Total Reqs: 7660 -- Total Batches: 766\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7670 -- Total Batches: 767\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7680 -- Total Batches: 768\n",
      "Total Success Rate: 55.77% -- Total Reqs: 7690 -- Total Batches: 769\n",
      "Total Success Rate: 55.83% -- Total Reqs: 7700 -- Total Batches: 770\n",
      "Total Success Rate: 55.80% -- Total Reqs: 7710 -- Total Batches: 771\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7720 -- Total Batches: 772\n",
      "Total Success Rate: 55.69% -- Total Reqs: 7730 -- Total Batches: 773\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7740 -- Total Batches: 774\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7750 -- Total Batches: 775\n",
      "Total Success Rate: 55.80% -- Total Reqs: 7760 -- Total Batches: 776\n",
      "Total Success Rate: 55.75% -- Total Reqs: 7770 -- Total Batches: 777\n",
      "Total Success Rate: 55.71% -- Total Reqs: 7780 -- Total Batches: 778\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7790 -- Total Batches: 779\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7800 -- Total Batches: 780\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7810 -- Total Batches: 781\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7820 -- Total Batches: 782\n",
      "Total Success Rate: 55.68% -- Total Reqs: 7830 -- Total Batches: 783\n",
      "Total Success Rate: 55.71% -- Total Reqs: 7840 -- Total Batches: 784\n",
      "Total Success Rate: 55.77% -- Total Reqs: 7850 -- Total Batches: 785\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7860 -- Total Batches: 786\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7870 -- Total Batches: 787\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7880 -- Total Batches: 788\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7890 -- Total Batches: 789\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7900 -- Total Batches: 790\n",
      "Total Success Rate: 55.79% -- Total Reqs: 7910 -- Total Batches: 791\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7920 -- Total Batches: 792\n",
      "Total Success Rate: 55.69% -- Total Reqs: 7930 -- Total Batches: 793\n",
      "Total Success Rate: 55.67% -- Total Reqs: 7940 -- Total Batches: 794\n",
      "Total Success Rate: 55.71% -- Total Reqs: 7950 -- Total Batches: 795\n",
      "Total Success Rate: 55.77% -- Total Reqs: 7960 -- Total Batches: 796\n",
      "Total Success Rate: 55.75% -- Total Reqs: 7970 -- Total Batches: 797\n",
      "Total Success Rate: 55.69% -- Total Reqs: 7980 -- Total Batches: 798\n",
      "Total Success Rate: 55.64% -- Total Reqs: 7990 -- Total Batches: 799\n",
      "Total Success Rate: 55.66% -- Total Reqs: 8000 -- Total Batches: 800\n",
      "Total Success Rate: 55.72% -- Total Reqs: 8010 -- Total Batches: 801\n",
      "Total Success Rate: 55.72% -- Total Reqs: 8020 -- Total Batches: 802\n",
      "Total Success Rate: 55.68% -- Total Reqs: 8030 -- Total Batches: 803\n",
      "Total Success Rate: 55.63% -- Total Reqs: 8040 -- Total Batches: 804\n",
      "Total Success Rate: 55.66% -- Total Reqs: 8050 -- Total Batches: 805\n",
      "Total Success Rate: 55.70% -- Total Reqs: 8057 -- Total Batches: 806\n",
      "Done 0: pmaw -- 390625 results in 5079.3670s : limit 390625 - limit_type backoff - jitter full\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 390625 - limit_type backoff - jitter equal\n",
      "811818 total results available for the selected parameters\n",
      "Total Success Rate: 70.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 75.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 66.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 75.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 64.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 56.67% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 51.43% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 57.50% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 52.22% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 48.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 45.45% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 49.17% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 53.08% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 52.14% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 50.00% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 48.12% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 50.00% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 52.78% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 52.63% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 50.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 49.05% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 51.36% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 50.00% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 48.75% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 47.60% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 49.62% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 48.52% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 47.14% -- Total Reqs: 280 -- Total Batches: 28\n",
      "Total Success Rate: 46.21% -- Total Reqs: 290 -- Total Batches: 29\n",
      "Total Success Rate: 48.00% -- Total Reqs: 300 -- Total Batches: 30\n",
      "Total Success Rate: 47.10% -- Total Reqs: 310 -- Total Batches: 31\n",
      "Total Success Rate: 46.25% -- Total Reqs: 320 -- Total Batches: 32\n",
      "Total Success Rate: 45.45% -- Total Reqs: 330 -- Total Batches: 33\n",
      "Total Success Rate: 46.47% -- Total Reqs: 340 -- Total Batches: 34\n",
      "Total Success Rate: 47.71% -- Total Reqs: 350 -- Total Batches: 35\n",
      "Total Success Rate: 49.17% -- Total Reqs: 360 -- Total Batches: 36\n",
      "Total Success Rate: 49.19% -- Total Reqs: 370 -- Total Batches: 37\n",
      "Total Success Rate: 49.21% -- Total Reqs: 380 -- Total Batches: 38\n",
      "Total Success Rate: 48.72% -- Total Reqs: 390 -- Total Batches: 39\n",
      "Total Success Rate: 49.00% -- Total Reqs: 400 -- Total Batches: 40\n",
      "Total Success Rate: 50.24% -- Total Reqs: 410 -- Total Batches: 41\n",
      "Total Success Rate: 50.00% -- Total Reqs: 420 -- Total Batches: 42\n",
      "Total Success Rate: 50.47% -- Total Reqs: 430 -- Total Batches: 43\n",
      "Total Success Rate: 50.00% -- Total Reqs: 440 -- Total Batches: 44\n",
      "Total Success Rate: 50.89% -- Total Reqs: 450 -- Total Batches: 45\n",
      "Total Success Rate: 51.52% -- Total Reqs: 460 -- Total Batches: 46\n",
      "Total Success Rate: 52.55% -- Total Reqs: 470 -- Total Batches: 47\n",
      "Total Success Rate: 52.92% -- Total Reqs: 480 -- Total Batches: 48\n",
      "Total Success Rate: 52.24% -- Total Reqs: 490 -- Total Batches: 49\n",
      "Total Success Rate: 52.80% -- Total Reqs: 500 -- Total Batches: 50\n",
      "Total Success Rate: 52.94% -- Total Reqs: 510 -- Total Batches: 51\n",
      "Total Success Rate: 53.46% -- Total Reqs: 520 -- Total Batches: 52\n",
      "Total Success Rate: 54.34% -- Total Reqs: 530 -- Total Batches: 53\n",
      "Total Success Rate: 53.52% -- Total Reqs: 540 -- Total Batches: 54\n",
      "Total Success Rate: 52.91% -- Total Reqs: 550 -- Total Batches: 55\n",
      "Total Success Rate: 52.32% -- Total Reqs: 560 -- Total Batches: 56\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 52.81% -- Total Reqs: 570 -- Total Batches: 57\n",
      "Total Success Rate: 53.62% -- Total Reqs: 580 -- Total Batches: 58\n",
      "Total Success Rate: 53.56% -- Total Reqs: 590 -- Total Batches: 59\n",
      "Total Success Rate: 52.83% -- Total Reqs: 600 -- Total Batches: 60\n",
      "Total Success Rate: 52.30% -- Total Reqs: 610 -- Total Batches: 61\n",
      "Total Success Rate: 52.58% -- Total Reqs: 620 -- Total Batches: 62\n",
      "Total Success Rate: 53.17% -- Total Reqs: 630 -- Total Batches: 63\n",
      "Total Success Rate: 53.91% -- Total Reqs: 640 -- Total Batches: 64\n",
      "Total Success Rate: 54.00% -- Total Reqs: 650 -- Total Batches: 65\n",
      "Total Success Rate: 53.48% -- Total Reqs: 660 -- Total Batches: 66\n",
      "Total Success Rate: 52.99% -- Total Reqs: 670 -- Total Batches: 67\n",
      "Total Success Rate: 52.94% -- Total Reqs: 680 -- Total Batches: 68\n",
      "Total Success Rate: 53.48% -- Total Reqs: 690 -- Total Batches: 69\n",
      "Total Success Rate: 54.14% -- Total Reqs: 700 -- Total Batches: 70\n",
      "Total Success Rate: 54.37% -- Total Reqs: 710 -- Total Batches: 71\n",
      "Total Success Rate: 53.89% -- Total Reqs: 720 -- Total Batches: 72\n",
      "Total Success Rate: 53.56% -- Total Reqs: 730 -- Total Batches: 73\n",
      "Total Success Rate: 53.65% -- Total Reqs: 740 -- Total Batches: 74\n",
      "Total Success Rate: 54.27% -- Total Reqs: 750 -- Total Batches: 75\n",
      "Total Success Rate: 54.34% -- Total Reqs: 760 -- Total Batches: 76\n",
      "Total Success Rate: 54.03% -- Total Reqs: 770 -- Total Batches: 77\n",
      "Total Success Rate: 53.59% -- Total Reqs: 780 -- Total Batches: 78\n",
      "Total Success Rate: 53.80% -- Total Reqs: 790 -- Total Batches: 79\n",
      "Total Success Rate: 54.25% -- Total Reqs: 800 -- Total Batches: 80\n",
      "Total Success Rate: 54.69% -- Total Reqs: 810 -- Total Batches: 81\n",
      "Total Success Rate: 55.24% -- Total Reqs: 820 -- Total Batches: 82\n",
      "Total Success Rate: 55.06% -- Total Reqs: 830 -- Total Batches: 83\n",
      "Total Success Rate: 54.76% -- Total Reqs: 840 -- Total Batches: 84\n",
      "Total Success Rate: 54.35% -- Total Reqs: 850 -- Total Batches: 85\n",
      "Total Success Rate: 54.53% -- Total Reqs: 860 -- Total Batches: 86\n",
      "Total Success Rate: 54.94% -- Total Reqs: 870 -- Total Batches: 87\n",
      "Total Success Rate: 55.45% -- Total Reqs: 880 -- Total Batches: 88\n",
      "Total Success Rate: 55.06% -- Total Reqs: 890 -- Total Batches: 89\n",
      "Total Success Rate: 54.56% -- Total Reqs: 900 -- Total Batches: 90\n",
      "Total Success Rate: 54.29% -- Total Reqs: 910 -- Total Batches: 91\n",
      "Total Success Rate: 54.46% -- Total Reqs: 920 -- Total Batches: 92\n",
      "Total Success Rate: 54.73% -- Total Reqs: 930 -- Total Batches: 93\n",
      "Total Success Rate: 55.21% -- Total Reqs: 940 -- Total Batches: 94\n",
      "Total Success Rate: 55.26% -- Total Reqs: 950 -- Total Batches: 95\n",
      "Total Success Rate: 54.90% -- Total Reqs: 960 -- Total Batches: 96\n",
      "Total Success Rate: 54.74% -- Total Reqs: 970 -- Total Batches: 97\n",
      "Total Success Rate: 54.80% -- Total Reqs: 980 -- Total Batches: 98\n",
      "Total Success Rate: 55.25% -- Total Reqs: 990 -- Total Batches: 99\n",
      "Total Success Rate: 54.90% -- Total Reqs: 1000 -- Total Batches: 100\n",
      "Total Success Rate: 55.25% -- Total Reqs: 1010 -- Total Batches: 101\n",
      "Total Success Rate: 54.90% -- Total Reqs: 1020 -- Total Batches: 102\n",
      "Total Success Rate: 54.95% -- Total Reqs: 1030 -- Total Batches: 103\n",
      "Total Success Rate: 55.29% -- Total Reqs: 1040 -- Total Batches: 104\n",
      "Total Success Rate: 55.71% -- Total Reqs: 1050 -- Total Batches: 105\n",
      "Total Success Rate: 55.75% -- Total Reqs: 1060 -- Total Batches: 106\n",
      "Total Success Rate: 55.42% -- Total Reqs: 1070 -- Total Batches: 107\n",
      "Total Success Rate: 55.19% -- Total Reqs: 1080 -- Total Batches: 108\n",
      "Total Success Rate: 55.32% -- Total Reqs: 1090 -- Total Batches: 109\n",
      "Total Success Rate: 55.55% -- Total Reqs: 1100 -- Total Batches: 110\n",
      "Total Success Rate: 55.95% -- Total Reqs: 1110 -- Total Batches: 111\n",
      "Total Success Rate: 56.07% -- Total Reqs: 1120 -- Total Batches: 112\n",
      "Total Success Rate: 55.66% -- Total Reqs: 1130 -- Total Batches: 113\n",
      "Total Success Rate: 55.35% -- Total Reqs: 1140 -- Total Batches: 114\n",
      "Total Success Rate: 55.30% -- Total Reqs: 1150 -- Total Batches: 115\n",
      "Total Success Rate: 55.69% -- Total Reqs: 1160 -- Total Batches: 116\n",
      "Total Success Rate: 55.30% -- Total Reqs: 1170 -- Total Batches: 117\n",
      "Total Success Rate: 55.42% -- Total Reqs: 1180 -- Total Batches: 118\n",
      "Total Success Rate: 55.38% -- Total Reqs: 1190 -- Total Batches: 119\n",
      "Total Success Rate: 55.58% -- Total Reqs: 1200 -- Total Batches: 120\n",
      "Total Success Rate: 55.79% -- Total Reqs: 1210 -- Total Batches: 121\n",
      "Total Success Rate: 56.15% -- Total Reqs: 1220 -- Total Batches: 122\n",
      "Total Success Rate: 56.18% -- Total Reqs: 1230 -- Total Batches: 123\n",
      "Total Success Rate: 55.97% -- Total Reqs: 1240 -- Total Batches: 124\n",
      "Total Success Rate: 55.68% -- Total Reqs: 1250 -- Total Batches: 125\n",
      "Total Success Rate: 55.87% -- Total Reqs: 1260 -- Total Batches: 126\n",
      "Total Success Rate: 56.14% -- Total Reqs: 1270 -- Total Batches: 127\n",
      "Total Success Rate: 56.48% -- Total Reqs: 1280 -- Total Batches: 128\n",
      "Total Success Rate: 56.59% -- Total Reqs: 1290 -- Total Batches: 129\n",
      "Total Success Rate: 56.31% -- Total Reqs: 1300 -- Total Batches: 130\n",
      "Total Success Rate: 56.18% -- Total Reqs: 1310 -- Total Batches: 131\n",
      "Total Success Rate: 56.36% -- Total Reqs: 1320 -- Total Batches: 132\n",
      "Total Success Rate: 56.62% -- Total Reqs: 1330 -- Total Batches: 133\n",
      "Total Success Rate: 56.94% -- Total Reqs: 1340 -- Total Batches: 134\n",
      "Total Success Rate: 56.74% -- Total Reqs: 1350 -- Total Batches: 135\n",
      "Total Success Rate: 56.47% -- Total Reqs: 1360 -- Total Batches: 136\n",
      "Total Success Rate: 56.50% -- Total Reqs: 1370 -- Total Batches: 137\n",
      "Total Success Rate: 56.38% -- Total Reqs: 1380 -- Total Batches: 138\n",
      "Total Success Rate: 56.69% -- Total Reqs: 1390 -- Total Batches: 139\n",
      "Total Success Rate: 56.43% -- Total Reqs: 1400 -- Total Batches: 140\n",
      "Total Success Rate: 56.10% -- Total Reqs: 1410 -- Total Batches: 141\n",
      "Total Success Rate: 55.92% -- Total Reqs: 1420 -- Total Batches: 142\n",
      "Total Success Rate: 56.01% -- Total Reqs: 1430 -- Total Batches: 143\n",
      "Total Success Rate: 56.32% -- Total Reqs: 1440 -- Total Batches: 144\n",
      "Total Success Rate: 56.28% -- Total Reqs: 1450 -- Total Batches: 145\n",
      "Total Success Rate: 55.96% -- Total Reqs: 1460 -- Total Batches: 146\n",
      "Total Success Rate: 55.71% -- Total Reqs: 1470 -- Total Batches: 147\n",
      "Total Success Rate: 55.61% -- Total Reqs: 1480 -- Total Batches: 148\n",
      "Total Success Rate: 55.77% -- Total Reqs: 1490 -- Total Batches: 149\n",
      "Total Success Rate: 56.07% -- Total Reqs: 1500 -- Total Batches: 150\n",
      "Total Success Rate: 55.83% -- Total Reqs: 1510 -- Total Batches: 151\n",
      "Total Success Rate: 55.59% -- Total Reqs: 1520 -- Total Batches: 152\n",
      "Total Success Rate: 55.42% -- Total Reqs: 1530 -- Total Batches: 153\n",
      "Total Success Rate: 55.58% -- Total Reqs: 1540 -- Total Batches: 154\n",
      "Total Success Rate: 55.87% -- Total Reqs: 1550 -- Total Batches: 155\n",
      "Total Success Rate: 55.77% -- Total Reqs: 1560 -- Total Batches: 156\n",
      "Total Success Rate: 55.54% -- Total Reqs: 1570 -- Total Batches: 157\n",
      "Total Success Rate: 55.63% -- Total Reqs: 1580 -- Total Batches: 158\n",
      "Total Success Rate: 55.60% -- Total Reqs: 1590 -- Total Batches: 159\n",
      "Total Success Rate: 55.88% -- Total Reqs: 1600 -- Total Batches: 160\n",
      "Total Success Rate: 55.71% -- Total Reqs: 1610 -- Total Batches: 161\n",
      "Total Success Rate: 55.56% -- Total Reqs: 1620 -- Total Batches: 162\n",
      "Total Success Rate: 55.77% -- Total Reqs: 1630 -- Total Batches: 163\n",
      "Total Success Rate: 55.79% -- Total Reqs: 1640 -- Total Batches: 164\n",
      "Total Success Rate: 56.00% -- Total Reqs: 1650 -- Total Batches: 165\n",
      "Total Success Rate: 56.27% -- Total Reqs: 1660 -- Total Batches: 166\n",
      "Total Success Rate: 56.11% -- Total Reqs: 1670 -- Total Batches: 167\n",
      "Total Success Rate: 55.89% -- Total Reqs: 1680 -- Total Batches: 168\n",
      "Total Success Rate: 56.04% -- Total Reqs: 1690 -- Total Batches: 169\n",
      "Total Success Rate: 56.06% -- Total Reqs: 1700 -- Total Batches: 170\n",
      "Total Success Rate: 56.26% -- Total Reqs: 1710 -- Total Batches: 171\n",
      "Total Success Rate: 56.51% -- Total Reqs: 1720 -- Total Batches: 172\n",
      "Total Success Rate: 56.30% -- Total Reqs: 1730 -- Total Batches: 173\n",
      "Total Success Rate: 56.09% -- Total Reqs: 1740 -- Total Batches: 174\n",
      "Total Success Rate: 56.11% -- Total Reqs: 1750 -- Total Batches: 175\n",
      "Total Success Rate: 56.08% -- Total Reqs: 1760 -- Total Batches: 176\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 56.21% -- Total Reqs: 1770 -- Total Batches: 177\n",
      "Total Success Rate: 56.46% -- Total Reqs: 1780 -- Total Batches: 178\n",
      "Total Success Rate: 56.31% -- Total Reqs: 1790 -- Total Batches: 179\n",
      "Total Success Rate: 56.06% -- Total Reqs: 1800 -- Total Batches: 180\n",
      "Total Success Rate: 56.30% -- Total Reqs: 1810 -- Total Batches: 181\n",
      "Total Success Rate: 56.10% -- Total Reqs: 1820 -- Total Batches: 182\n",
      "Total Success Rate: 55.85% -- Total Reqs: 1830 -- Total Batches: 183\n",
      "Total Success Rate: 55.65% -- Total Reqs: 1840 -- Total Batches: 184\n",
      "Total Success Rate: 55.73% -- Total Reqs: 1850 -- Total Batches: 185\n",
      "Total Success Rate: 55.91% -- Total Reqs: 1860 -- Total Batches: 186\n",
      "Total Success Rate: 56.15% -- Total Reqs: 1870 -- Total Batches: 187\n",
      "Total Success Rate: 56.01% -- Total Reqs: 1880 -- Total Batches: 188\n",
      "Total Success Rate: 55.82% -- Total Reqs: 1890 -- Total Batches: 189\n",
      "Total Success Rate: 55.89% -- Total Reqs: 1900 -- Total Batches: 190\n",
      "Total Success Rate: 55.97% -- Total Reqs: 1910 -- Total Batches: 191\n",
      "Total Success Rate: 56.04% -- Total Reqs: 1920 -- Total Batches: 192\n",
      "Total Success Rate: 56.27% -- Total Reqs: 1930 -- Total Batches: 193\n",
      "Total Success Rate: 56.03% -- Total Reqs: 1940 -- Total Batches: 194\n",
      "Total Success Rate: 55.85% -- Total Reqs: 1950 -- Total Batches: 195\n",
      "Total Success Rate: 55.66% -- Total Reqs: 1960 -- Total Batches: 196\n",
      "Total Success Rate: 55.89% -- Total Reqs: 1970 -- Total Batches: 197\n",
      "Total Success Rate: 55.71% -- Total Reqs: 1980 -- Total Batches: 198\n",
      "Total Success Rate: 55.53% -- Total Reqs: 1990 -- Total Batches: 199\n",
      "Total Success Rate: 55.40% -- Total Reqs: 2000 -- Total Batches: 200\n",
      "Total Success Rate: 55.47% -- Total Reqs: 2010 -- Total Batches: 201\n",
      "Total Success Rate: 55.69% -- Total Reqs: 2020 -- Total Batches: 202\n",
      "Total Success Rate: 55.57% -- Total Reqs: 2030 -- Total Batches: 203\n",
      "Total Success Rate: 55.34% -- Total Reqs: 2040 -- Total Batches: 204\n",
      "Total Success Rate: 55.22% -- Total Reqs: 2050 -- Total Batches: 205\n",
      "Total Success Rate: 55.19% -- Total Reqs: 2060 -- Total Batches: 206\n",
      "Total Success Rate: 55.41% -- Total Reqs: 2070 -- Total Batches: 207\n",
      "Total Success Rate: 55.43% -- Total Reqs: 2080 -- Total Batches: 208\n",
      "Total Success Rate: 55.26% -- Total Reqs: 2090 -- Total Batches: 209\n",
      "Total Success Rate: 55.10% -- Total Reqs: 2100 -- Total Batches: 210\n",
      "Total Success Rate: 55.02% -- Total Reqs: 2110 -- Total Batches: 211\n",
      "Total Success Rate: 55.19% -- Total Reqs: 2120 -- Total Batches: 212\n",
      "Total Success Rate: 55.35% -- Total Reqs: 2130 -- Total Batches: 213\n",
      "Total Success Rate: 55.56% -- Total Reqs: 2140 -- Total Batches: 214\n",
      "Total Success Rate: 55.53% -- Total Reqs: 2150 -- Total Batches: 215\n",
      "Total Success Rate: 55.42% -- Total Reqs: 2160 -- Total Batches: 216\n",
      "Total Success Rate: 55.35% -- Total Reqs: 2170 -- Total Batches: 217\n",
      "Total Success Rate: 55.46% -- Total Reqs: 2180 -- Total Batches: 218\n",
      "Total Success Rate: 55.57% -- Total Reqs: 2190 -- Total Batches: 219\n",
      "Total Success Rate: 55.68% -- Total Reqs: 2200 -- Total Batches: 220\n",
      "Total Success Rate: 55.88% -- Total Reqs: 2210 -- Total Batches: 221\n",
      "Total Success Rate: 55.72% -- Total Reqs: 2220 -- Total Batches: 222\n",
      "Total Success Rate: 55.56% -- Total Reqs: 2230 -- Total Batches: 223\n",
      "Total Success Rate: 55.40% -- Total Reqs: 2240 -- Total Batches: 224\n",
      "Total Success Rate: 55.51% -- Total Reqs: 2250 -- Total Batches: 225\n",
      "Total Success Rate: 55.71% -- Total Reqs: 2260 -- Total Batches: 226\n",
      "Total Success Rate: 55.55% -- Total Reqs: 2270 -- Total Batches: 227\n",
      "Total Success Rate: 55.39% -- Total Reqs: 2280 -- Total Batches: 228\n",
      "Total Success Rate: 55.50% -- Total Reqs: 2290 -- Total Batches: 229\n",
      "Total Success Rate: 55.48% -- Total Reqs: 2300 -- Total Batches: 230\n",
      "Total Success Rate: 55.67% -- Total Reqs: 2310 -- Total Batches: 231\n",
      "Total Success Rate: 55.52% -- Total Reqs: 2320 -- Total Batches: 232\n",
      "Total Success Rate: 55.32% -- Total Reqs: 2330 -- Total Batches: 233\n",
      "Total Success Rate: 55.21% -- Total Reqs: 2340 -- Total Batches: 234\n",
      "Total Success Rate: 55.28% -- Total Reqs: 2350 -- Total Batches: 235\n",
      "Total Success Rate: 55.42% -- Total Reqs: 2360 -- Total Batches: 236\n",
      "Total Success Rate: 55.57% -- Total Reqs: 2370 -- Total Batches: 237\n",
      "Total Success Rate: 55.76% -- Total Reqs: 2380 -- Total Batches: 238\n",
      "Total Success Rate: 55.77% -- Total Reqs: 2390 -- Total Batches: 239\n",
      "Total Success Rate: 55.62% -- Total Reqs: 2400 -- Total Batches: 240\n",
      "Total Success Rate: 55.68% -- Total Reqs: 2410 -- Total Batches: 241\n",
      "Total Success Rate: 55.66% -- Total Reqs: 2420 -- Total Batches: 242\n",
      "Total Success Rate: 55.84% -- Total Reqs: 2430 -- Total Batches: 243\n",
      "Total Success Rate: 55.74% -- Total Reqs: 2440 -- Total Batches: 244\n",
      "Total Success Rate: 55.59% -- Total Reqs: 2450 -- Total Batches: 245\n",
      "Total Success Rate: 55.77% -- Total Reqs: 2460 -- Total Batches: 246\n",
      "Total Success Rate: 55.75% -- Total Reqs: 2470 -- Total Batches: 247\n",
      "Total Success Rate: 55.60% -- Total Reqs: 2480 -- Total Batches: 248\n",
      "Total Success Rate: 55.62% -- Total Reqs: 2490 -- Total Batches: 249\n",
      "Total Success Rate: 55.64% -- Total Reqs: 2500 -- Total Batches: 250\n",
      "Total Success Rate: 55.74% -- Total Reqs: 2510 -- Total Batches: 251\n",
      "Total Success Rate: 55.91% -- Total Reqs: 2520 -- Total Batches: 252\n",
      "Total Success Rate: 55.81% -- Total Reqs: 2530 -- Total Batches: 253\n",
      "Total Success Rate: 55.63% -- Total Reqs: 2540 -- Total Batches: 254\n",
      "Total Success Rate: 55.80% -- Total Reqs: 2550 -- Total Batches: 255\n",
      "Total Success Rate: 55.66% -- Total Reqs: 2560 -- Total Batches: 256\n",
      "Total Success Rate: 55.53% -- Total Reqs: 2570 -- Total Batches: 257\n",
      "Total Success Rate: 55.39% -- Total Reqs: 2580 -- Total Batches: 258\n",
      "Total Success Rate: 55.44% -- Total Reqs: 2590 -- Total Batches: 259\n",
      "Total Success Rate: 55.62% -- Total Reqs: 2600 -- Total Batches: 260\n",
      "Total Success Rate: 55.56% -- Total Reqs: 2610 -- Total Batches: 261\n",
      "Total Success Rate: 55.38% -- Total Reqs: 2620 -- Total Batches: 262\n",
      "Total Success Rate: 55.29% -- Total Reqs: 2630 -- Total Batches: 263\n",
      "Total Success Rate: 55.30% -- Total Reqs: 2640 -- Total Batches: 264\n",
      "Total Success Rate: 55.43% -- Total Reqs: 2650 -- Total Batches: 265\n",
      "Total Success Rate: 55.60% -- Total Reqs: 2660 -- Total Batches: 266\n",
      "Total Success Rate: 55.62% -- Total Reqs: 2670 -- Total Batches: 267\n",
      "Total Success Rate: 55.49% -- Total Reqs: 2680 -- Total Batches: 268\n",
      "Total Success Rate: 55.35% -- Total Reqs: 2690 -- Total Batches: 269\n",
      "Total Success Rate: 55.48% -- Total Reqs: 2700 -- Total Batches: 270\n",
      "Total Success Rate: 55.65% -- Total Reqs: 2710 -- Total Batches: 271\n",
      "Total Success Rate: 55.59% -- Total Reqs: 2720 -- Total Batches: 272\n",
      "Total Success Rate: 55.46% -- Total Reqs: 2730 -- Total Batches: 273\n",
      "Total Success Rate: 55.33% -- Total Reqs: 2740 -- Total Batches: 274\n",
      "Total Success Rate: 55.31% -- Total Reqs: 2750 -- Total Batches: 275\n",
      "Total Success Rate: 55.47% -- Total Reqs: 2760 -- Total Batches: 276\n",
      "Total Success Rate: 55.42% -- Total Reqs: 2770 -- Total Batches: 277\n",
      "Total Success Rate: 55.32% -- Total Reqs: 2780 -- Total Batches: 278\n",
      "Total Success Rate: 55.20% -- Total Reqs: 2790 -- Total Batches: 279\n",
      "Total Success Rate: 55.14% -- Total Reqs: 2800 -- Total Batches: 280\n",
      "Total Success Rate: 55.23% -- Total Reqs: 2810 -- Total Batches: 281\n",
      "Total Success Rate: 55.39% -- Total Reqs: 2820 -- Total Batches: 282\n",
      "Total Success Rate: 55.30% -- Total Reqs: 2830 -- Total Batches: 283\n",
      "Total Success Rate: 55.14% -- Total Reqs: 2840 -- Total Batches: 284\n",
      "Total Success Rate: 55.02% -- Total Reqs: 2850 -- Total Batches: 285\n",
      "Total Success Rate: 55.10% -- Total Reqs: 2860 -- Total Batches: 286\n",
      "Total Success Rate: 55.23% -- Total Reqs: 2870 -- Total Batches: 287\n",
      "Total Success Rate: 55.31% -- Total Reqs: 2880 -- Total Batches: 288\n",
      "Total Success Rate: 55.47% -- Total Reqs: 2890 -- Total Batches: 289\n",
      "Total Success Rate: 55.41% -- Total Reqs: 2900 -- Total Batches: 290\n",
      "Total Success Rate: 55.29% -- Total Reqs: 2910 -- Total Batches: 291\n",
      "Total Success Rate: 55.27% -- Total Reqs: 2920 -- Total Batches: 292\n",
      "Total Success Rate: 55.36% -- Total Reqs: 2930 -- Total Batches: 293\n",
      "Total Success Rate: 55.51% -- Total Reqs: 2940 -- Total Batches: 294\n",
      "Total Success Rate: 55.46% -- Total Reqs: 2950 -- Total Batches: 295\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 55.30% -- Total Reqs: 2960 -- Total Batches: 296\n",
      "Total Success Rate: 55.39% -- Total Reqs: 2970 -- Total Batches: 297\n",
      "Total Success Rate: 55.34% -- Total Reqs: 2980 -- Total Batches: 298\n",
      "Total Success Rate: 55.48% -- Total Reqs: 2990 -- Total Batches: 299\n",
      "Total Success Rate: 55.43% -- Total Reqs: 3000 -- Total Batches: 300\n",
      "Total Success Rate: 55.32% -- Total Reqs: 3010 -- Total Batches: 301\n",
      "Total Success Rate: 55.20% -- Total Reqs: 3020 -- Total Batches: 302\n",
      "Total Success Rate: 55.31% -- Total Reqs: 3030 -- Total Batches: 303\n",
      "Total Success Rate: 55.46% -- Total Reqs: 3040 -- Total Batches: 304\n",
      "Total Success Rate: 55.44% -- Total Reqs: 3050 -- Total Batches: 305\n",
      "Total Success Rate: 55.33% -- Total Reqs: 3060 -- Total Batches: 306\n",
      "Total Success Rate: 55.21% -- Total Reqs: 3070 -- Total Batches: 307\n",
      "Total Success Rate: 55.26% -- Total Reqs: 3080 -- Total Batches: 308\n",
      "Total Success Rate: 55.37% -- Total Reqs: 3090 -- Total Batches: 309\n",
      "Total Success Rate: 55.52% -- Total Reqs: 3100 -- Total Batches: 310\n",
      "Total Success Rate: 55.56% -- Total Reqs: 3110 -- Total Batches: 311\n",
      "Total Success Rate: 55.42% -- Total Reqs: 3120 -- Total Batches: 312\n",
      "Total Success Rate: 55.30% -- Total Reqs: 3130 -- Total Batches: 313\n",
      "Total Success Rate: 55.25% -- Total Reqs: 3140 -- Total Batches: 314\n",
      "Total Success Rate: 55.33% -- Total Reqs: 3150 -- Total Batches: 315\n",
      "Total Success Rate: 55.47% -- Total Reqs: 3160 -- Total Batches: 316\n",
      "Total Success Rate: 55.36% -- Total Reqs: 3170 -- Total Batches: 317\n",
      "Total Success Rate: 55.22% -- Total Reqs: 3180 -- Total Batches: 318\n",
      "Total Success Rate: 55.30% -- Total Reqs: 3190 -- Total Batches: 319\n",
      "Total Success Rate: 55.25% -- Total Reqs: 3200 -- Total Batches: 320\n",
      "Total Success Rate: 55.39% -- Total Reqs: 3210 -- Total Batches: 321\n",
      "Total Success Rate: 55.34% -- Total Reqs: 3220 -- Total Batches: 322\n",
      "Total Success Rate: 55.23% -- Total Reqs: 3230 -- Total Batches: 323\n",
      "Total Success Rate: 55.28% -- Total Reqs: 3240 -- Total Batches: 324\n",
      "Total Success Rate: 55.32% -- Total Reqs: 3250 -- Total Batches: 325\n",
      "Total Success Rate: 55.43% -- Total Reqs: 3260 -- Total Batches: 326\n",
      "Total Success Rate: 55.57% -- Total Reqs: 3270 -- Total Batches: 327\n",
      "Total Success Rate: 55.43% -- Total Reqs: 3280 -- Total Batches: 328\n",
      "Total Success Rate: 55.32% -- Total Reqs: 3290 -- Total Batches: 329\n",
      "Total Success Rate: 55.21% -- Total Reqs: 3300 -- Total Batches: 330\n",
      "Total Success Rate: 55.35% -- Total Reqs: 3310 -- Total Batches: 331\n",
      "Total Success Rate: 55.24% -- Total Reqs: 3320 -- Total Batches: 332\n",
      "Total Success Rate: 55.11% -- Total Reqs: 3330 -- Total Batches: 333\n",
      "Total Success Rate: 55.03% -- Total Reqs: 3340 -- Total Batches: 334\n",
      "Total Success Rate: 55.10% -- Total Reqs: 3350 -- Total Batches: 335\n",
      "Total Success Rate: 55.24% -- Total Reqs: 3360 -- Total Batches: 336\n",
      "Total Success Rate: 55.19% -- Total Reqs: 3370 -- Total Batches: 337\n",
      "Total Success Rate: 55.12% -- Total Reqs: 3380 -- Total Batches: 338\n",
      "Total Success Rate: 55.01% -- Total Reqs: 3390 -- Total Batches: 339\n",
      "Total Success Rate: 55.09% -- Total Reqs: 3400 -- Total Batches: 340\n",
      "Total Success Rate: 55.22% -- Total Reqs: 3410 -- Total Batches: 341\n",
      "Total Success Rate: 55.18% -- Total Reqs: 3420 -- Total Batches: 342\n",
      "Total Success Rate: 55.07% -- Total Reqs: 3430 -- Total Batches: 343\n",
      "Total Success Rate: 55.03% -- Total Reqs: 3440 -- Total Batches: 344\n",
      "Total Success Rate: 55.10% -- Total Reqs: 3450 -- Total Batches: 345\n",
      "Total Success Rate: 55.23% -- Total Reqs: 3460 -- Total Batches: 346\n",
      "Total Success Rate: 55.24% -- Total Reqs: 3470 -- Total Batches: 347\n",
      "Total Success Rate: 55.14% -- Total Reqs: 3480 -- Total Batches: 348\n",
      "Total Success Rate: 55.07% -- Total Reqs: 3490 -- Total Batches: 349\n",
      "Total Success Rate: 55.11% -- Total Reqs: 3500 -- Total Batches: 350\n",
      "Total Success Rate: 55.19% -- Total Reqs: 3510 -- Total Batches: 351\n",
      "Total Success Rate: 55.31% -- Total Reqs: 3520 -- Total Batches: 352\n",
      "Total Success Rate: 55.35% -- Total Reqs: 3530 -- Total Batches: 353\n",
      "Total Success Rate: 55.25% -- Total Reqs: 3540 -- Total Batches: 354\n",
      "Total Success Rate: 55.18% -- Total Reqs: 3550 -- Total Batches: 355\n",
      "Total Success Rate: 55.28% -- Total Reqs: 3560 -- Total Batches: 356\n",
      "Total Success Rate: 55.41% -- Total Reqs: 3570 -- Total Batches: 357\n",
      "Total Success Rate: 55.42% -- Total Reqs: 3580 -- Total Batches: 358\n",
      "Total Success Rate: 55.32% -- Total Reqs: 3590 -- Total Batches: 359\n",
      "Total Success Rate: 55.25% -- Total Reqs: 3600 -- Total Batches: 360\n",
      "Total Success Rate: 55.29% -- Total Reqs: 3610 -- Total Batches: 361\n",
      "Total Success Rate: 55.36% -- Total Reqs: 3620 -- Total Batches: 362\n",
      "Total Success Rate: 55.48% -- Total Reqs: 3630 -- Total Batches: 363\n",
      "Total Success Rate: 55.49% -- Total Reqs: 3640 -- Total Batches: 364\n",
      "Total Success Rate: 55.40% -- Total Reqs: 3650 -- Total Batches: 365\n",
      "Total Success Rate: 55.33% -- Total Reqs: 3660 -- Total Batches: 366\n",
      "Total Success Rate: 55.37% -- Total Reqs: 3670 -- Total Batches: 367\n",
      "Total Success Rate: 55.43% -- Total Reqs: 3680 -- Total Batches: 368\n",
      "Total Success Rate: 55.56% -- Total Reqs: 3690 -- Total Batches: 369\n",
      "Total Success Rate: 55.57% -- Total Reqs: 3700 -- Total Batches: 370\n",
      "Total Success Rate: 55.47% -- Total Reqs: 3710 -- Total Batches: 371\n",
      "Total Success Rate: 55.38% -- Total Reqs: 3720 -- Total Batches: 372\n",
      "Total Success Rate: 55.50% -- Total Reqs: 3730 -- Total Batches: 373\n",
      "Total Success Rate: 55.40% -- Total Reqs: 3740 -- Total Batches: 374\n",
      "Total Success Rate: 55.31% -- Total Reqs: 3750 -- Total Batches: 375\n",
      "Total Success Rate: 55.37% -- Total Reqs: 3760 -- Total Batches: 376\n",
      "Total Success Rate: 55.36% -- Total Reqs: 3770 -- Total Batches: 377\n",
      "Total Success Rate: 55.48% -- Total Reqs: 3780 -- Total Batches: 378\n",
      "Total Success Rate: 55.38% -- Total Reqs: 3790 -- Total Batches: 379\n",
      "Total Success Rate: 55.29% -- Total Reqs: 3800 -- Total Batches: 380\n",
      "Total Success Rate: 55.20% -- Total Reqs: 3810 -- Total Batches: 381\n",
      "Total Success Rate: 55.31% -- Total Reqs: 3820 -- Total Batches: 382\n",
      "Total Success Rate: 55.22% -- Total Reqs: 3830 -- Total Batches: 383\n",
      "Total Success Rate: 55.16% -- Total Reqs: 3840 -- Total Batches: 384\n",
      "Total Success Rate: 55.19% -- Total Reqs: 3850 -- Total Batches: 385\n",
      "Total Success Rate: 55.18% -- Total Reqs: 3860 -- Total Batches: 386\n",
      "Total Success Rate: 55.25% -- Total Reqs: 3870 -- Total Batches: 387\n",
      "Total Success Rate: 55.36% -- Total Reqs: 3880 -- Total Batches: 388\n",
      "Total Success Rate: 55.30% -- Total Reqs: 3890 -- Total Batches: 389\n",
      "Total Success Rate: 55.21% -- Total Reqs: 3900 -- Total Batches: 390\n",
      "Total Success Rate: 55.22% -- Total Reqs: 3910 -- Total Batches: 391\n",
      "Total Success Rate: 55.20% -- Total Reqs: 3920 -- Total Batches: 392\n",
      "Total Success Rate: 55.27% -- Total Reqs: 3930 -- Total Batches: 393\n",
      "Total Success Rate: 55.38% -- Total Reqs: 3940 -- Total Batches: 394\n",
      "Total Success Rate: 55.32% -- Total Reqs: 3950 -- Total Batches: 395\n",
      "Total Success Rate: 55.25% -- Total Reqs: 3960 -- Total Batches: 396\n",
      "Total Success Rate: 55.29% -- Total Reqs: 3970 -- Total Batches: 397\n",
      "Total Success Rate: 55.28% -- Total Reqs: 3980 -- Total Batches: 398\n",
      "Total Success Rate: 55.36% -- Total Reqs: 3990 -- Total Batches: 399\n",
      "Total Success Rate: 55.47% -- Total Reqs: 4000 -- Total Batches: 400\n",
      "Total Success Rate: 55.41% -- Total Reqs: 4010 -- Total Batches: 401\n",
      "Total Success Rate: 55.30% -- Total Reqs: 4020 -- Total Batches: 402\n",
      "Total Success Rate: 55.36% -- Total Reqs: 4030 -- Total Batches: 403\n",
      "Total Success Rate: 55.37% -- Total Reqs: 4040 -- Total Batches: 404\n",
      "Total Success Rate: 55.46% -- Total Reqs: 4050 -- Total Batches: 405\n",
      "Total Success Rate: 55.57% -- Total Reqs: 4060 -- Total Batches: 406\n",
      "Total Success Rate: 55.48% -- Total Reqs: 4070 -- Total Batches: 407\n",
      "Total Success Rate: 55.37% -- Total Reqs: 4080 -- Total Batches: 408\n",
      "Total Success Rate: 55.28% -- Total Reqs: 4090 -- Total Batches: 409\n",
      "Total Success Rate: 55.32% -- Total Reqs: 4100 -- Total Batches: 410\n",
      "Total Success Rate: 55.40% -- Total Reqs: 4110 -- Total Batches: 411\n",
      "Total Success Rate: 55.51% -- Total Reqs: 4120 -- Total Batches: 412\n",
      "Total Success Rate: 55.50% -- Total Reqs: 4130 -- Total Batches: 413\n",
      "Total Success Rate: 55.41% -- Total Reqs: 4140 -- Total Batches: 414\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 55.35% -- Total Reqs: 4150 -- Total Batches: 415\n",
      "Total Success Rate: 55.31% -- Total Reqs: 4160 -- Total Batches: 416\n",
      "Total Success Rate: 55.37% -- Total Reqs: 4170 -- Total Batches: 417\n",
      "Total Success Rate: 55.48% -- Total Reqs: 4180 -- Total Batches: 418\n",
      "Total Success Rate: 55.39% -- Total Reqs: 4190 -- Total Batches: 419\n",
      "Total Success Rate: 55.31% -- Total Reqs: 4200 -- Total Batches: 420\n",
      "Total Success Rate: 55.39% -- Total Reqs: 4210 -- Total Batches: 421\n",
      "Total Success Rate: 55.40% -- Total Reqs: 4220 -- Total Batches: 422\n",
      "Total Success Rate: 55.48% -- Total Reqs: 4230 -- Total Batches: 423\n",
      "Total Success Rate: 55.57% -- Total Reqs: 4240 -- Total Batches: 424\n",
      "Total Success Rate: 55.67% -- Total Reqs: 4250 -- Total Batches: 425\n",
      "Total Success Rate: 55.63% -- Total Reqs: 4260 -- Total Batches: 426\n",
      "Total Success Rate: 55.55% -- Total Reqs: 4270 -- Total Batches: 427\n",
      "Total Success Rate: 55.56% -- Total Reqs: 4280 -- Total Batches: 428\n",
      "Total Success Rate: 55.52% -- Total Reqs: 4290 -- Total Batches: 429\n",
      "Total Success Rate: 55.63% -- Total Reqs: 4300 -- Total Batches: 430\n",
      "Total Success Rate: 55.57% -- Total Reqs: 4310 -- Total Batches: 431\n",
      "Total Success Rate: 55.49% -- Total Reqs: 4320 -- Total Batches: 432\n",
      "Total Success Rate: 55.40% -- Total Reqs: 4330 -- Total Batches: 433\n",
      "Total Success Rate: 55.48% -- Total Reqs: 4340 -- Total Batches: 434\n",
      "Total Success Rate: 55.59% -- Total Reqs: 4350 -- Total Batches: 435\n",
      "Total Success Rate: 55.50% -- Total Reqs: 4360 -- Total Batches: 436\n",
      "Total Success Rate: 55.42% -- Total Reqs: 4370 -- Total Batches: 437\n",
      "Total Success Rate: 55.34% -- Total Reqs: 4380 -- Total Batches: 438\n",
      "Total Success Rate: 55.33% -- Total Reqs: 4390 -- Total Batches: 439\n",
      "Total Success Rate: 55.43% -- Total Reqs: 4400 -- Total Batches: 440\n",
      "Total Success Rate: 55.44% -- Total Reqs: 4410 -- Total Batches: 441\n",
      "Total Success Rate: 55.34% -- Total Reqs: 4420 -- Total Batches: 442\n",
      "Total Success Rate: 55.30% -- Total Reqs: 4430 -- Total Batches: 443\n",
      "Total Success Rate: 55.36% -- Total Reqs: 4440 -- Total Batches: 444\n",
      "Total Success Rate: 55.44% -- Total Reqs: 4450 -- Total Batches: 445\n",
      "Total Success Rate: 55.54% -- Total Reqs: 4460 -- Total Batches: 446\n",
      "Total Success Rate: 55.55% -- Total Reqs: 4470 -- Total Batches: 447\n",
      "Total Success Rate: 55.49% -- Total Reqs: 4480 -- Total Batches: 448\n",
      "Total Success Rate: 55.41% -- Total Reqs: 4490 -- Total Batches: 449\n",
      "Total Success Rate: 55.38% -- Total Reqs: 4500 -- Total Batches: 450\n",
      "Total Success Rate: 55.43% -- Total Reqs: 4510 -- Total Batches: 451\n",
      "Total Success Rate: 55.51% -- Total Reqs: 4520 -- Total Batches: 452\n",
      "Total Success Rate: 55.61% -- Total Reqs: 4530 -- Total Batches: 453\n",
      "Total Success Rate: 55.62% -- Total Reqs: 4540 -- Total Batches: 454\n",
      "Total Success Rate: 55.54% -- Total Reqs: 4550 -- Total Batches: 455\n",
      "Total Success Rate: 55.57% -- Total Reqs: 4560 -- Total Batches: 456\n",
      "Total Success Rate: 55.54% -- Total Reqs: 4570 -- Total Batches: 457\n",
      "Total Success Rate: 55.63% -- Total Reqs: 4580 -- Total Batches: 458\n",
      "Total Success Rate: 55.60% -- Total Reqs: 4590 -- Total Batches: 459\n",
      "Total Success Rate: 55.52% -- Total Reqs: 4600 -- Total Batches: 460\n",
      "Total Success Rate: 55.44% -- Total Reqs: 4610 -- Total Batches: 461\n",
      "Total Success Rate: 55.48% -- Total Reqs: 4620 -- Total Batches: 462\n",
      "Total Success Rate: 55.53% -- Total Reqs: 4630 -- Total Batches: 463\n",
      "Total Success Rate: 55.62% -- Total Reqs: 4640 -- Total Batches: 464\n",
      "Total Success Rate: 55.63% -- Total Reqs: 4650 -- Total Batches: 465\n",
      "Total Success Rate: 55.58% -- Total Reqs: 4660 -- Total Batches: 466\n",
      "Total Success Rate: 55.52% -- Total Reqs: 4670 -- Total Batches: 467\n",
      "Total Success Rate: 55.58% -- Total Reqs: 4680 -- Total Batches: 468\n",
      "Total Success Rate: 55.63% -- Total Reqs: 4690 -- Total Batches: 469\n",
      "Total Success Rate: 55.72% -- Total Reqs: 4700 -- Total Batches: 470\n",
      "Total Success Rate: 55.73% -- Total Reqs: 4710 -- Total Batches: 471\n",
      "Total Success Rate: 55.74% -- Total Reqs: 4720 -- Total Batches: 472\n",
      "Total Success Rate: 55.71% -- Total Reqs: 4730 -- Total Batches: 473\n",
      "Total Success Rate: 55.76% -- Total Reqs: 4740 -- Total Batches: 474\n",
      "Total Success Rate: 55.83% -- Total Reqs: 4750 -- Total Batches: 475\n",
      "Total Success Rate: 55.92% -- Total Reqs: 4760 -- Total Batches: 476\n",
      "Total Success Rate: 55.89% -- Total Reqs: 4770 -- Total Batches: 477\n",
      "Total Success Rate: 55.82% -- Total Reqs: 4780 -- Total Batches: 478\n",
      "Total Success Rate: 55.76% -- Total Reqs: 4790 -- Total Batches: 479\n",
      "Total Success Rate: 55.85% -- Total Reqs: 4800 -- Total Batches: 480\n",
      "Total Success Rate: 55.80% -- Total Reqs: 4810 -- Total Batches: 481\n",
      "Total Success Rate: 55.73% -- Total Reqs: 4820 -- Total Batches: 482\n",
      "Total Success Rate: 55.71% -- Total Reqs: 4830 -- Total Batches: 483\n",
      "Total Success Rate: 55.74% -- Total Reqs: 4840 -- Total Batches: 484\n",
      "Total Success Rate: 55.84% -- Total Reqs: 4850 -- Total Batches: 485\n",
      "Total Success Rate: 55.82% -- Total Reqs: 4860 -- Total Batches: 486\n",
      "Total Success Rate: 55.77% -- Total Reqs: 4870 -- Total Batches: 487\n",
      "Total Success Rate: 55.74% -- Total Reqs: 4880 -- Total Batches: 488\n",
      "Total Success Rate: 55.81% -- Total Reqs: 4890 -- Total Batches: 489\n",
      "Total Success Rate: 55.90% -- Total Reqs: 4900 -- Total Batches: 490\n",
      "Total Success Rate: 55.80% -- Total Reqs: 4910 -- Total Batches: 491\n",
      "Total Success Rate: 55.73% -- Total Reqs: 4920 -- Total Batches: 492\n",
      "Total Success Rate: 55.66% -- Total Reqs: 4930 -- Total Batches: 493\n",
      "Total Success Rate: 55.71% -- Total Reqs: 4940 -- Total Batches: 494\n",
      "Total Success Rate: 55.78% -- Total Reqs: 4950 -- Total Batches: 495\n",
      "Total Success Rate: 55.87% -- Total Reqs: 4960 -- Total Batches: 496\n",
      "Total Success Rate: 55.77% -- Total Reqs: 4970 -- Total Batches: 497\n",
      "Total Success Rate: 55.68% -- Total Reqs: 4980 -- Total Batches: 498\n",
      "Total Success Rate: 55.63% -- Total Reqs: 4990 -- Total Batches: 499\n",
      "Total Success Rate: 55.70% -- Total Reqs: 5000 -- Total Batches: 500\n",
      "Total Success Rate: 55.79% -- Total Reqs: 5010 -- Total Batches: 501\n",
      "Total Success Rate: 55.78% -- Total Reqs: 5020 -- Total Batches: 502\n",
      "Total Success Rate: 55.73% -- Total Reqs: 5030 -- Total Batches: 503\n",
      "Total Success Rate: 55.75% -- Total Reqs: 5040 -- Total Batches: 504\n",
      "Total Success Rate: 55.72% -- Total Reqs: 5050 -- Total Batches: 505\n",
      "Total Success Rate: 55.77% -- Total Reqs: 5060 -- Total Batches: 506\n",
      "Total Success Rate: 55.84% -- Total Reqs: 5070 -- Total Batches: 507\n",
      "Total Success Rate: 55.93% -- Total Reqs: 5080 -- Total Batches: 508\n",
      "Total Success Rate: 55.89% -- Total Reqs: 5090 -- Total Batches: 509\n",
      "Total Success Rate: 55.82% -- Total Reqs: 5100 -- Total Batches: 510\n",
      "Total Success Rate: 55.87% -- Total Reqs: 5110 -- Total Batches: 511\n",
      "Total Success Rate: 55.84% -- Total Reqs: 5120 -- Total Batches: 512\n",
      "Total Success Rate: 55.93% -- Total Reqs: 5130 -- Total Batches: 513\n",
      "Total Success Rate: 55.88% -- Total Reqs: 5140 -- Total Batches: 514\n",
      "Total Success Rate: 55.79% -- Total Reqs: 5150 -- Total Batches: 515\n",
      "Total Success Rate: 55.74% -- Total Reqs: 5160 -- Total Batches: 516\n",
      "Total Success Rate: 55.78% -- Total Reqs: 5170 -- Total Batches: 517\n",
      "Total Success Rate: 55.87% -- Total Reqs: 5180 -- Total Batches: 518\n",
      "Total Success Rate: 55.86% -- Total Reqs: 5190 -- Total Batches: 519\n",
      "Total Success Rate: 55.79% -- Total Reqs: 5200 -- Total Batches: 520\n",
      "Total Success Rate: 55.74% -- Total Reqs: 5210 -- Total Batches: 521\n",
      "Total Success Rate: 55.79% -- Total Reqs: 5220 -- Total Batches: 522\n",
      "Total Success Rate: 55.83% -- Total Reqs: 5230 -- Total Batches: 523\n",
      "Total Success Rate: 55.92% -- Total Reqs: 5240 -- Total Batches: 524\n",
      "Total Success Rate: 55.92% -- Total Reqs: 5250 -- Total Batches: 525\n",
      "Total Success Rate: 55.89% -- Total Reqs: 5260 -- Total Batches: 526\n",
      "Total Success Rate: 55.84% -- Total Reqs: 5270 -- Total Batches: 527\n",
      "Total Success Rate: 55.81% -- Total Reqs: 5280 -- Total Batches: 528\n",
      "Total Success Rate: 55.86% -- Total Reqs: 5290 -- Total Batches: 529\n",
      "Total Success Rate: 55.94% -- Total Reqs: 5300 -- Total Batches: 530\n",
      "Total Success Rate: 55.89% -- Total Reqs: 5310 -- Total Batches: 531\n",
      "Total Success Rate: 55.83% -- Total Reqs: 5320 -- Total Batches: 532\n",
      "Total Success Rate: 55.76% -- Total Reqs: 5330 -- Total Batches: 533\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 55.77% -- Total Reqs: 5340 -- Total Batches: 534\n",
      "Total Success Rate: 55.85% -- Total Reqs: 5350 -- Total Batches: 535\n",
      "Total Success Rate: 55.84% -- Total Reqs: 5360 -- Total Batches: 536\n",
      "Total Success Rate: 55.77% -- Total Reqs: 5370 -- Total Batches: 537\n",
      "Total Success Rate: 55.72% -- Total Reqs: 5380 -- Total Batches: 538\n",
      "Total Success Rate: 55.77% -- Total Reqs: 5390 -- Total Batches: 539\n",
      "Total Success Rate: 55.81% -- Total Reqs: 5400 -- Total Batches: 540\n",
      "Total Success Rate: 55.90% -- Total Reqs: 5410 -- Total Batches: 541\n",
      "Total Success Rate: 55.92% -- Total Reqs: 5420 -- Total Batches: 542\n",
      "Total Success Rate: 55.86% -- Total Reqs: 5430 -- Total Batches: 543\n",
      "Total Success Rate: 55.81% -- Total Reqs: 5440 -- Total Batches: 544\n",
      "Total Success Rate: 55.85% -- Total Reqs: 5450 -- Total Batches: 545\n",
      "Total Success Rate: 55.93% -- Total Reqs: 5460 -- Total Batches: 546\n",
      "Total Success Rate: 55.89% -- Total Reqs: 5470 -- Total Batches: 547\n",
      "Total Success Rate: 55.80% -- Total Reqs: 5480 -- Total Batches: 548\n",
      "Total Success Rate: 55.74% -- Total Reqs: 5490 -- Total Batches: 549\n",
      "Total Success Rate: 55.78% -- Total Reqs: 5500 -- Total Batches: 550\n",
      "Total Success Rate: 55.83% -- Total Reqs: 5510 -- Total Batches: 551\n",
      "Total Success Rate: 55.91% -- Total Reqs: 5520 -- Total Batches: 552\n",
      "Total Success Rate: 55.91% -- Total Reqs: 5530 -- Total Batches: 553\n",
      "Total Success Rate: 55.88% -- Total Reqs: 5540 -- Total Batches: 554\n",
      "Total Success Rate: 55.84% -- Total Reqs: 5550 -- Total Batches: 555\n",
      "Total Success Rate: 55.83% -- Total Reqs: 5560 -- Total Batches: 556\n",
      "Total Success Rate: 55.85% -- Total Reqs: 5570 -- Total Batches: 557\n",
      "Total Success Rate: 55.93% -- Total Reqs: 5580 -- Total Batches: 558\n",
      "Total Success Rate: 55.89% -- Total Reqs: 5590 -- Total Batches: 559\n",
      "Total Success Rate: 55.80% -- Total Reqs: 5600 -- Total Batches: 560\n",
      "Total Success Rate: 55.85% -- Total Reqs: 5610 -- Total Batches: 561\n",
      "Total Success Rate: 55.85% -- Total Reqs: 5620 -- Total Batches: 562\n",
      "Total Success Rate: 55.93% -- Total Reqs: 5630 -- Total Batches: 563\n",
      "Total Success Rate: 55.87% -- Total Reqs: 5640 -- Total Batches: 564\n",
      "Total Success Rate: 55.79% -- Total Reqs: 5650 -- Total Batches: 565\n",
      "Total Success Rate: 55.80% -- Total Reqs: 5660 -- Total Batches: 566\n",
      "Total Success Rate: 55.84% -- Total Reqs: 5670 -- Total Batches: 567\n",
      "Total Success Rate: 55.92% -- Total Reqs: 5680 -- Total Batches: 568\n",
      "Total Success Rate: 55.83% -- Total Reqs: 5690 -- Total Batches: 569\n",
      "Total Success Rate: 55.77% -- Total Reqs: 5700 -- Total Batches: 570\n",
      "Total Success Rate: 55.73% -- Total Reqs: 5710 -- Total Batches: 571\n",
      "Total Success Rate: 55.75% -- Total Reqs: 5720 -- Total Batches: 572\n",
      "Total Success Rate: 55.79% -- Total Reqs: 5730 -- Total Batches: 573\n",
      "Total Success Rate: 55.87% -- Total Reqs: 5740 -- Total Batches: 574\n",
      "Total Success Rate: 55.90% -- Total Reqs: 5750 -- Total Batches: 575\n",
      "Total Success Rate: 55.85% -- Total Reqs: 5760 -- Total Batches: 576\n",
      "Total Success Rate: 55.81% -- Total Reqs: 5770 -- Total Batches: 577\n",
      "Total Success Rate: 55.88% -- Total Reqs: 5780 -- Total Batches: 578\n",
      "Total Success Rate: 55.84% -- Total Reqs: 5790 -- Total Batches: 579\n",
      "Total Success Rate: 55.78% -- Total Reqs: 5800 -- Total Batches: 580\n",
      "Total Success Rate: 55.71% -- Total Reqs: 5810 -- Total Batches: 581\n",
      "Total Success Rate: 55.74% -- Total Reqs: 5820 -- Total Batches: 582\n",
      "Total Success Rate: 55.78% -- Total Reqs: 5830 -- Total Batches: 583\n",
      "Total Success Rate: 55.86% -- Total Reqs: 5840 -- Total Batches: 584\n",
      "Total Success Rate: 55.86% -- Total Reqs: 5850 -- Total Batches: 585\n",
      "Total Success Rate: 55.78% -- Total Reqs: 5860 -- Total Batches: 586\n",
      "Total Success Rate: 55.74% -- Total Reqs: 5870 -- Total Batches: 587\n",
      "Total Success Rate: 55.71% -- Total Reqs: 5880 -- Total Batches: 588\n",
      "Total Success Rate: 55.76% -- Total Reqs: 5890 -- Total Batches: 589\n",
      "Total Success Rate: 55.83% -- Total Reqs: 5900 -- Total Batches: 590\n",
      "Total Success Rate: 55.79% -- Total Reqs: 5910 -- Total Batches: 591\n",
      "Total Success Rate: 55.73% -- Total Reqs: 5920 -- Total Batches: 592\n",
      "Total Success Rate: 55.68% -- Total Reqs: 5930 -- Total Batches: 593\n",
      "Total Success Rate: 55.72% -- Total Reqs: 5940 -- Total Batches: 594\n",
      "Total Success Rate: 55.80% -- Total Reqs: 5950 -- Total Batches: 595\n",
      "Total Success Rate: 55.76% -- Total Reqs: 5960 -- Total Batches: 596\n",
      "Total Success Rate: 55.70% -- Total Reqs: 5970 -- Total Batches: 597\n",
      "Total Success Rate: 55.64% -- Total Reqs: 5980 -- Total Batches: 598\n",
      "Total Success Rate: 55.66% -- Total Reqs: 5990 -- Total Batches: 599\n",
      "Total Success Rate: 55.72% -- Total Reqs: 6000 -- Total Batches: 600\n",
      "Total Success Rate: 55.79% -- Total Reqs: 6010 -- Total Batches: 601\n",
      "Total Success Rate: 55.76% -- Total Reqs: 6020 -- Total Batches: 602\n",
      "Total Success Rate: 55.70% -- Total Reqs: 6030 -- Total Batches: 603\n",
      "Total Success Rate: 55.65% -- Total Reqs: 6040 -- Total Batches: 604\n",
      "Total Success Rate: 55.69% -- Total Reqs: 6050 -- Total Batches: 605\n",
      "Total Success Rate: 55.76% -- Total Reqs: 6060 -- Total Batches: 606\n",
      "Total Success Rate: 55.73% -- Total Reqs: 6070 -- Total Batches: 607\n",
      "Total Success Rate: 55.67% -- Total Reqs: 6080 -- Total Batches: 608\n",
      "Total Success Rate: 55.63% -- Total Reqs: 6090 -- Total Batches: 609\n",
      "Total Success Rate: 55.66% -- Total Reqs: 6100 -- Total Batches: 610\n",
      "Total Success Rate: 55.68% -- Total Reqs: 6110 -- Total Batches: 611\n",
      "Total Success Rate: 55.75% -- Total Reqs: 6120 -- Total Batches: 612\n",
      "Total Success Rate: 55.82% -- Total Reqs: 6130 -- Total Batches: 613\n",
      "Total Success Rate: 55.78% -- Total Reqs: 6140 -- Total Batches: 614\n",
      "Total Success Rate: 55.72% -- Total Reqs: 6150 -- Total Batches: 615\n",
      "Total Success Rate: 55.68% -- Total Reqs: 6160 -- Total Batches: 616\n",
      "Total Success Rate: 55.74% -- Total Reqs: 6170 -- Total Batches: 617\n",
      "Total Success Rate: 55.81% -- Total Reqs: 6180 -- Total Batches: 618\n",
      "Total Success Rate: 55.75% -- Total Reqs: 6190 -- Total Batches: 619\n",
      "Total Success Rate: 55.68% -- Total Reqs: 6200 -- Total Batches: 620\n",
      "Total Success Rate: 55.64% -- Total Reqs: 6210 -- Total Batches: 621\n",
      "Total Success Rate: 55.66% -- Total Reqs: 6220 -- Total Batches: 622\n",
      "Total Success Rate: 55.73% -- Total Reqs: 6230 -- Total Batches: 623\n",
      "Total Success Rate: 55.72% -- Total Reqs: 6240 -- Total Batches: 624\n",
      "Total Success Rate: 55.66% -- Total Reqs: 6250 -- Total Batches: 625\n",
      "Total Success Rate: 55.61% -- Total Reqs: 6260 -- Total Batches: 626\n",
      "Total Success Rate: 55.65% -- Total Reqs: 6270 -- Total Batches: 627\n",
      "Total Success Rate: 55.72% -- Total Reqs: 6280 -- Total Batches: 628\n",
      "Total Success Rate: 55.72% -- Total Reqs: 6290 -- Total Batches: 629\n",
      "Total Success Rate: 55.67% -- Total Reqs: 6300 -- Total Batches: 630\n",
      "Total Success Rate: 55.61% -- Total Reqs: 6310 -- Total Batches: 631\n",
      "Total Success Rate: 55.66% -- Total Reqs: 6320 -- Total Batches: 632\n",
      "Total Success Rate: 55.73% -- Total Reqs: 6330 -- Total Batches: 633\n",
      "Total Success Rate: 55.69% -- Total Reqs: 6340 -- Total Batches: 634\n",
      "Total Success Rate: 55.62% -- Total Reqs: 6350 -- Total Batches: 635\n",
      "Total Success Rate: 55.58% -- Total Reqs: 6360 -- Total Batches: 636\n",
      "Total Success Rate: 55.62% -- Total Reqs: 6370 -- Total Batches: 637\n",
      "Total Success Rate: 55.69% -- Total Reqs: 6380 -- Total Batches: 638\n",
      "Total Success Rate: 55.70% -- Total Reqs: 6390 -- Total Batches: 639\n",
      "Total Success Rate: 55.64% -- Total Reqs: 6400 -- Total Batches: 640\n",
      "Total Success Rate: 55.59% -- Total Reqs: 6410 -- Total Batches: 641\n",
      "Total Success Rate: 55.65% -- Total Reqs: 6420 -- Total Batches: 642\n",
      "Total Success Rate: 55.58% -- Total Reqs: 6430 -- Total Batches: 643\n",
      "Total Success Rate: 55.53% -- Total Reqs: 6440 -- Total Batches: 644\n",
      "Total Success Rate: 55.47% -- Total Reqs: 6450 -- Total Batches: 645\n",
      "Total Success Rate: 55.54% -- Total Reqs: 6460 -- Total Batches: 646\n",
      "Total Success Rate: 55.49% -- Total Reqs: 6470 -- Total Batches: 647\n",
      "Total Success Rate: 55.43% -- Total Reqs: 6480 -- Total Batches: 648\n",
      "Total Success Rate: 55.39% -- Total Reqs: 6490 -- Total Batches: 649\n",
      "Total Success Rate: 55.40% -- Total Reqs: 6500 -- Total Batches: 650\n",
      "Total Success Rate: 55.47% -- Total Reqs: 6510 -- Total Batches: 651\n",
      "Total Success Rate: 55.46% -- Total Reqs: 6520 -- Total Batches: 652\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 55.41% -- Total Reqs: 6530 -- Total Batches: 653\n",
      "Total Success Rate: 55.35% -- Total Reqs: 6540 -- Total Batches: 654\n",
      "Total Success Rate: 55.33% -- Total Reqs: 6550 -- Total Batches: 655\n",
      "Total Success Rate: 55.38% -- Total Reqs: 6560 -- Total Batches: 656\n",
      "Total Success Rate: 55.45% -- Total Reqs: 6570 -- Total Batches: 657\n",
      "Total Success Rate: 55.41% -- Total Reqs: 6580 -- Total Batches: 658\n",
      "Total Success Rate: 55.37% -- Total Reqs: 6590 -- Total Batches: 659\n",
      "Total Success Rate: 55.42% -- Total Reqs: 6600 -- Total Batches: 660\n",
      "Total Success Rate: 55.42% -- Total Reqs: 6610 -- Total Batches: 661\n",
      "Total Success Rate: 55.47% -- Total Reqs: 6620 -- Total Batches: 662\n",
      "Total Success Rate: 55.52% -- Total Reqs: 6630 -- Total Batches: 663\n",
      "Total Success Rate: 55.59% -- Total Reqs: 6640 -- Total Batches: 664\n",
      "Total Success Rate: 55.55% -- Total Reqs: 6650 -- Total Batches: 665\n",
      "Total Success Rate: 55.50% -- Total Reqs: 6660 -- Total Batches: 666\n",
      "Total Success Rate: 55.49% -- Total Reqs: 6670 -- Total Batches: 667\n",
      "Total Success Rate: 55.52% -- Total Reqs: 6680 -- Total Batches: 668\n",
      "Total Success Rate: 55.59% -- Total Reqs: 6690 -- Total Batches: 669\n",
      "Total Success Rate: 55.57% -- Total Reqs: 6700 -- Total Batches: 670\n",
      "Total Success Rate: 55.51% -- Total Reqs: 6710 -- Total Batches: 671\n",
      "Total Success Rate: 55.54% -- Total Reqs: 6720 -- Total Batches: 672\n",
      "Total Success Rate: 55.56% -- Total Reqs: 6730 -- Total Batches: 673\n",
      "Total Success Rate: 55.61% -- Total Reqs: 6740 -- Total Batches: 674\n",
      "Total Success Rate: 55.66% -- Total Reqs: 6750 -- Total Batches: 675\n",
      "Total Success Rate: 55.72% -- Total Reqs: 6760 -- Total Batches: 676\n",
      "Total Success Rate: 55.75% -- Total Reqs: 6770 -- Total Batches: 677\n",
      "Total Success Rate: 55.74% -- Total Reqs: 6780 -- Total Batches: 678\n",
      "Total Success Rate: 55.68% -- Total Reqs: 6790 -- Total Batches: 679\n",
      "Total Success Rate: 55.66% -- Total Reqs: 6800 -- Total Batches: 680\n",
      "Total Success Rate: 55.71% -- Total Reqs: 6810 -- Total Batches: 681\n",
      "Total Success Rate: 55.78% -- Total Reqs: 6820 -- Total Batches: 682\n",
      "Total Success Rate: 55.72% -- Total Reqs: 6830 -- Total Batches: 683\n",
      "Total Success Rate: 55.67% -- Total Reqs: 6840 -- Total Batches: 684\n",
      "Total Success Rate: 55.65% -- Total Reqs: 6850 -- Total Batches: 685\n",
      "Total Success Rate: 55.69% -- Total Reqs: 6860 -- Total Batches: 686\n",
      "Total Success Rate: 55.75% -- Total Reqs: 6870 -- Total Batches: 687\n",
      "Total Success Rate: 55.70% -- Total Reqs: 6880 -- Total Batches: 688\n",
      "Total Success Rate: 55.65% -- Total Reqs: 6890 -- Total Batches: 689\n",
      "Total Success Rate: 55.68% -- Total Reqs: 6900 -- Total Batches: 690\n",
      "Total Success Rate: 55.67% -- Total Reqs: 6910 -- Total Batches: 691\n",
      "Total Success Rate: 55.71% -- Total Reqs: 6920 -- Total Batches: 692\n",
      "Total Success Rate: 55.77% -- Total Reqs: 6930 -- Total Batches: 693\n",
      "Total Success Rate: 55.71% -- Total Reqs: 6940 -- Total Batches: 694\n",
      "Total Success Rate: 55.64% -- Total Reqs: 6950 -- Total Batches: 695\n",
      "Total Success Rate: 55.59% -- Total Reqs: 6960 -- Total Batches: 696\n",
      "Total Success Rate: 55.62% -- Total Reqs: 6970 -- Total Batches: 697\n",
      "Total Success Rate: 55.67% -- Total Reqs: 6980 -- Total Batches: 698\n",
      "Total Success Rate: 55.74% -- Total Reqs: 6990 -- Total Batches: 699\n",
      "Total Success Rate: 55.69% -- Total Reqs: 7000 -- Total Batches: 700\n",
      "Total Success Rate: 55.63% -- Total Reqs: 7010 -- Total Batches: 701\n",
      "Total Success Rate: 55.58% -- Total Reqs: 7020 -- Total Batches: 702\n",
      "Total Success Rate: 55.65% -- Total Reqs: 7030 -- Total Batches: 703\n",
      "Total Success Rate: 55.60% -- Total Reqs: 7040 -- Total Batches: 704\n",
      "Total Success Rate: 55.53% -- Total Reqs: 7050 -- Total Batches: 705\n",
      "Total Success Rate: 55.48% -- Total Reqs: 7060 -- Total Batches: 706\n",
      "Total Success Rate: 55.53% -- Total Reqs: 7070 -- Total Batches: 707\n",
      "Total Success Rate: 55.59% -- Total Reqs: 7080 -- Total Batches: 708\n",
      "Total Success Rate: 55.57% -- Total Reqs: 7090 -- Total Batches: 709\n",
      "Total Success Rate: 55.54% -- Total Reqs: 7100 -- Total Batches: 710\n",
      "Total Success Rate: 55.49% -- Total Reqs: 7110 -- Total Batches: 711\n",
      "Total Success Rate: 55.51% -- Total Reqs: 7120 -- Total Batches: 712\n",
      "Total Success Rate: 55.53% -- Total Reqs: 7130 -- Total Batches: 713\n",
      "Total Success Rate: 55.59% -- Total Reqs: 7140 -- Total Batches: 714\n",
      "Total Success Rate: 55.58% -- Total Reqs: 7150 -- Total Batches: 715\n",
      "Total Success Rate: 55.54% -- Total Reqs: 7160 -- Total Batches: 716\n",
      "Total Success Rate: 55.51% -- Total Reqs: 7170 -- Total Batches: 717\n",
      "Total Success Rate: 55.54% -- Total Reqs: 7180 -- Total Batches: 718\n",
      "Total Success Rate: 55.58% -- Total Reqs: 7190 -- Total Batches: 719\n",
      "Total Success Rate: 55.64% -- Total Reqs: 7200 -- Total Batches: 720\n",
      "Total Success Rate: 55.62% -- Total Reqs: 7210 -- Total Batches: 721\n",
      "Total Success Rate: 55.62% -- Total Reqs: 7220 -- Total Batches: 722\n",
      "Total Success Rate: 55.59% -- Total Reqs: 7230 -- Total Batches: 723\n",
      "Total Success Rate: 55.58% -- Total Reqs: 7240 -- Total Batches: 724\n",
      "Total Success Rate: 55.61% -- Total Reqs: 7250 -- Total Batches: 725\n",
      "Total Success Rate: 55.66% -- Total Reqs: 7260 -- Total Batches: 726\n",
      "Total Success Rate: 55.72% -- Total Reqs: 7270 -- Total Batches: 727\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7280 -- Total Batches: 728\n",
      "Total Success Rate: 55.65% -- Total Reqs: 7290 -- Total Batches: 729\n",
      "Total Success Rate: 55.62% -- Total Reqs: 7300 -- Total Batches: 730\n",
      "Total Success Rate: 55.64% -- Total Reqs: 7310 -- Total Batches: 731\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7320 -- Total Batches: 732\n",
      "Total Success Rate: 55.68% -- Total Reqs: 7330 -- Total Batches: 733\n",
      "Total Success Rate: 55.63% -- Total Reqs: 7340 -- Total Batches: 734\n",
      "Total Success Rate: 55.58% -- Total Reqs: 7350 -- Total Batches: 735\n",
      "Total Success Rate: 55.56% -- Total Reqs: 7360 -- Total Batches: 736\n",
      "Total Success Rate: 55.59% -- Total Reqs: 7370 -- Total Batches: 737\n",
      "Total Success Rate: 55.65% -- Total Reqs: 7380 -- Total Batches: 738\n",
      "Total Success Rate: 55.60% -- Total Reqs: 7390 -- Total Batches: 739\n",
      "Total Success Rate: 55.55% -- Total Reqs: 7400 -- Total Batches: 740\n",
      "Total Success Rate: 55.57% -- Total Reqs: 7410 -- Total Batches: 741\n",
      "Total Success Rate: 55.55% -- Total Reqs: 7420 -- Total Batches: 742\n",
      "Total Success Rate: 55.61% -- Total Reqs: 7430 -- Total Batches: 743\n",
      "Total Success Rate: 55.60% -- Total Reqs: 7440 -- Total Batches: 744\n",
      "Total Success Rate: 55.57% -- Total Reqs: 7450 -- Total Batches: 745\n",
      "Total Success Rate: 55.59% -- Total Reqs: 7460 -- Total Batches: 746\n",
      "Total Success Rate: 55.58% -- Total Reqs: 7470 -- Total Batches: 747\n",
      "Total Success Rate: 55.63% -- Total Reqs: 7480 -- Total Batches: 748\n",
      "Total Success Rate: 55.69% -- Total Reqs: 7490 -- Total Batches: 749\n",
      "Total Success Rate: 55.65% -- Total Reqs: 7500 -- Total Batches: 750\n",
      "Total Success Rate: 55.61% -- Total Reqs: 7510 -- Total Batches: 751\n",
      "Total Success Rate: 55.65% -- Total Reqs: 7520 -- Total Batches: 752\n",
      "Total Success Rate: 55.66% -- Total Reqs: 7530 -- Total Batches: 753\n",
      "Total Success Rate: 55.69% -- Total Reqs: 7540 -- Total Batches: 754\n",
      "Total Success Rate: 55.75% -- Total Reqs: 7550 -- Total Batches: 755\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7560 -- Total Batches: 756\n",
      "Total Success Rate: 55.65% -- Total Reqs: 7570 -- Total Batches: 757\n",
      "Total Success Rate: 55.67% -- Total Reqs: 7580 -- Total Batches: 758\n",
      "Total Success Rate: 55.67% -- Total Reqs: 7590 -- Total Batches: 759\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7600 -- Total Batches: 760\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7610 -- Total Batches: 761\n",
      "Total Success Rate: 55.80% -- Total Reqs: 7620 -- Total Batches: 762\n",
      "Total Success Rate: 55.81% -- Total Reqs: 7630 -- Total Batches: 763\n",
      "Total Success Rate: 55.75% -- Total Reqs: 7640 -- Total Batches: 764\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7650 -- Total Batches: 765\n",
      "Total Success Rate: 55.72% -- Total Reqs: 7660 -- Total Batches: 766\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7670 -- Total Batches: 767\n",
      "Total Success Rate: 55.76% -- Total Reqs: 7680 -- Total Batches: 768\n",
      "Total Success Rate: 55.71% -- Total Reqs: 7690 -- Total Batches: 769\n",
      "Total Success Rate: 55.66% -- Total Reqs: 7700 -- Total Batches: 770\n",
      "Total Success Rate: 55.65% -- Total Reqs: 7710 -- Total Batches: 771\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 55.69% -- Total Reqs: 7720 -- Total Batches: 772\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7730 -- Total Batches: 773\n",
      "Total Success Rate: 55.72% -- Total Reqs: 7740 -- Total Batches: 774\n",
      "Total Success Rate: 55.68% -- Total Reqs: 7750 -- Total Batches: 775\n",
      "Total Success Rate: 55.68% -- Total Reqs: 7760 -- Total Batches: 776\n",
      "Total Success Rate: 55.68% -- Total Reqs: 7770 -- Total Batches: 777\n",
      "Total Success Rate: 55.73% -- Total Reqs: 7780 -- Total Batches: 778\n",
      "Total Success Rate: 55.69% -- Total Reqs: 7790 -- Total Batches: 779\n",
      "Total Success Rate: 55.64% -- Total Reqs: 7800 -- Total Batches: 780\n",
      "Total Success Rate: 55.60% -- Total Reqs: 7810 -- Total Batches: 781\n",
      "Total Success Rate: 55.60% -- Total Reqs: 7820 -- Total Batches: 782\n",
      "Total Success Rate: 55.64% -- Total Reqs: 7830 -- Total Batches: 783\n",
      "Total Success Rate: 55.70% -- Total Reqs: 7840 -- Total Batches: 784\n",
      "Total Success Rate: 55.71% -- Total Reqs: 7850 -- Total Batches: 785\n",
      "Total Success Rate: 55.67% -- Total Reqs: 7860 -- Total Batches: 786\n",
      "Total Success Rate: 55.63% -- Total Reqs: 7870 -- Total Batches: 787\n",
      "Total Success Rate: 55.67% -- Total Reqs: 7880 -- Total Batches: 788\n",
      "Total Success Rate: 55.72% -- Total Reqs: 7890 -- Total Batches: 789\n",
      "Total Success Rate: 55.77% -- Total Reqs: 7900 -- Total Batches: 790\n",
      "Total Success Rate: 55.78% -- Total Reqs: 7910 -- Total Batches: 791\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7920 -- Total Batches: 792\n",
      "Total Success Rate: 55.71% -- Total Reqs: 7930 -- Total Batches: 793\n",
      "Total Success Rate: 55.74% -- Total Reqs: 7940 -- Total Batches: 794\n",
      "Total Success Rate: 55.75% -- Total Reqs: 7941 -- Total Batches: 795\n",
      "Done 0: pmaw -- 390625 results in 5325.9195s : limit 390625 - limit_type backoff - jitter equal\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 1 - limit_type average - jitter None\n",
      "811829 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 1 results in 1.9085s : limit 1 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 5 - limit_type average - jitter None\n",
      "811829 total results available for the selected parameters\n",
      "Total Success Rate: 50.00% -- Total Reqs: 2 -- Total Batches: 1\n",
      "Done 0: pmaw -- 5 results in 9.9657s : limit 5 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 25 - limit_type average - jitter None\n",
      "811829 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 1 -- Total Batches: 1\n",
      "Done 0: pmaw -- 25 results in 0.9520s : limit 25 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 125 - limit_type average - jitter None\n",
      "811829 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 2 -- Total Batches: 1\n",
      "Done 0: pmaw -- 125 results in 1.2122s : limit 125 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 625 - limit_type average - jitter None\n",
      "811829 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 7 -- Total Batches: 1\n",
      "Done 0: pmaw -- 625 results in 9.9057s : limit 625 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 3125 - limit_type average - jitter None\n",
      "811829 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 100.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 100.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 100.00% -- Total Reqs: 32 -- Total Batches: 4\n",
      "Done 0: pmaw -- 3125 results in 33.7604s : limit 3125 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 15625 - limit_type average - jitter None\n",
      "811829 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 95.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 96.67% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 97.50% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 98.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 98.33% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 98.57% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 98.75% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 94.44% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 95.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 92.73% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 93.33% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 93.85% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 94.29% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 91.33% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 91.88% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 90.00% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 90.23% -- Total Reqs: 174 -- Total Batches: 18\n",
      "Done 0: pmaw -- 15625 results in 181.3357s : limit 15625 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 78125 - limit_type average - jitter None\n",
      "811830 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 100.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 100.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 100.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 100.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 100.00% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 100.00% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 95.00% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 95.56% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 96.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 92.73% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 93.33% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 93.85% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 90.71% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 91.33% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 91.88% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 90.59% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 91.11% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 91.58% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 90.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 90.95% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 91.36% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 91.74% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 90.83% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 91.20% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 91.54% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 91.11% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 91.43% -- Total Reqs: 280 -- Total Batches: 28\n",
      "Total Success Rate: 91.72% -- Total Reqs: 290 -- Total Batches: 29\n",
      "Total Success Rate: 90.67% -- Total Reqs: 300 -- Total Batches: 30\n",
      "Total Success Rate: 90.97% -- Total Reqs: 310 -- Total Batches: 31\n",
      "Total Success Rate: 91.25% -- Total Reqs: 320 -- Total Batches: 32\n",
      "Total Success Rate: 90.61% -- Total Reqs: 330 -- Total Batches: 33\n",
      "Total Success Rate: 90.88% -- Total Reqs: 340 -- Total Batches: 34\n",
      "Total Success Rate: 91.14% -- Total Reqs: 350 -- Total Batches: 35\n",
      "Total Success Rate: 90.28% -- Total Reqs: 360 -- Total Batches: 36\n",
      "Total Success Rate: 90.54% -- Total Reqs: 370 -- Total Batches: 37\n",
      "Total Success Rate: 89.74% -- Total Reqs: 380 -- Total Batches: 38\n",
      "Total Success Rate: 90.00% -- Total Reqs: 390 -- Total Batches: 39\n",
      "Total Success Rate: 90.25% -- Total Reqs: 400 -- Total Batches: 40\n",
      "Total Success Rate: 90.24% -- Total Reqs: 410 -- Total Batches: 41\n",
      "Total Success Rate: 90.48% -- Total Reqs: 420 -- Total Batches: 42\n",
      "Total Success Rate: 90.70% -- Total Reqs: 430 -- Total Batches: 43\n",
      "Total Success Rate: 89.77% -- Total Reqs: 440 -- Total Batches: 44\n",
      "Total Success Rate: 90.00% -- Total Reqs: 450 -- Total Batches: 45\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 90.22% -- Total Reqs: 460 -- Total Batches: 46\n",
      "Total Success Rate: 90.43% -- Total Reqs: 470 -- Total Batches: 47\n",
      "Total Success Rate: 90.21% -- Total Reqs: 480 -- Total Batches: 48\n",
      "Total Success Rate: 90.41% -- Total Reqs: 490 -- Total Batches: 49\n",
      "Total Success Rate: 89.80% -- Total Reqs: 500 -- Total Batches: 50\n",
      "Total Success Rate: 90.00% -- Total Reqs: 510 -- Total Batches: 51\n",
      "Total Success Rate: 90.19% -- Total Reqs: 520 -- Total Batches: 52\n",
      "Total Success Rate: 90.38% -- Total Reqs: 530 -- Total Batches: 53\n",
      "Total Success Rate: 90.19% -- Total Reqs: 540 -- Total Batches: 54\n",
      "Total Success Rate: 90.36% -- Total Reqs: 550 -- Total Batches: 55\n",
      "Total Success Rate: 90.36% -- Total Reqs: 560 -- Total Batches: 56\n",
      "Total Success Rate: 90.53% -- Total Reqs: 570 -- Total Batches: 57\n",
      "Total Success Rate: 90.69% -- Total Reqs: 580 -- Total Batches: 58\n",
      "Total Success Rate: 90.85% -- Total Reqs: 590 -- Total Batches: 59\n",
      "Total Success Rate: 91.00% -- Total Reqs: 600 -- Total Batches: 60\n",
      "Total Success Rate: 91.15% -- Total Reqs: 610 -- Total Batches: 61\n",
      "Total Success Rate: 90.81% -- Total Reqs: 620 -- Total Batches: 62\n",
      "Total Success Rate: 90.95% -- Total Reqs: 630 -- Total Batches: 63\n",
      "Total Success Rate: 90.94% -- Total Reqs: 640 -- Total Batches: 64\n",
      "Total Success Rate: 91.08% -- Total Reqs: 650 -- Total Batches: 65\n",
      "Total Success Rate: 91.21% -- Total Reqs: 660 -- Total Batches: 66\n",
      "Total Success Rate: 91.34% -- Total Reqs: 670 -- Total Batches: 67\n",
      "Total Success Rate: 90.88% -- Total Reqs: 680 -- Total Batches: 68\n",
      "Total Success Rate: 91.01% -- Total Reqs: 690 -- Total Batches: 69\n",
      "Total Success Rate: 91.14% -- Total Reqs: 700 -- Total Batches: 70\n",
      "Total Success Rate: 91.13% -- Total Reqs: 710 -- Total Batches: 71\n",
      "Total Success Rate: 91.25% -- Total Reqs: 720 -- Total Batches: 72\n",
      "Total Success Rate: 91.37% -- Total Reqs: 730 -- Total Batches: 73\n",
      "Total Success Rate: 91.22% -- Total Reqs: 740 -- Total Batches: 74\n",
      "Total Success Rate: 91.33% -- Total Reqs: 750 -- Total Batches: 75\n",
      "Total Success Rate: 91.45% -- Total Reqs: 760 -- Total Batches: 76\n",
      "Total Success Rate: 91.56% -- Total Reqs: 770 -- Total Batches: 77\n",
      "Total Success Rate: 91.67% -- Total Reqs: 780 -- Total Batches: 78\n",
      "Total Success Rate: 91.77% -- Total Reqs: 790 -- Total Batches: 79\n",
      "Total Success Rate: 91.88% -- Total Reqs: 800 -- Total Batches: 80\n",
      "Total Success Rate: 91.60% -- Total Reqs: 810 -- Total Batches: 81\n",
      "Total Success Rate: 91.71% -- Total Reqs: 820 -- Total Batches: 82\n",
      "Total Success Rate: 91.81% -- Total Reqs: 830 -- Total Batches: 83\n",
      "Total Success Rate: 91.90% -- Total Reqs: 840 -- Total Batches: 84\n",
      "Total Success Rate: 92.00% -- Total Reqs: 850 -- Total Batches: 85\n",
      "Total Success Rate: 91.86% -- Total Reqs: 860 -- Total Batches: 86\n",
      "Total Success Rate: 91.84% -- Total Reqs: 870 -- Total Batches: 87\n",
      "Total Success Rate: 91.70% -- Total Reqs: 880 -- Total Batches: 88\n",
      "Total Success Rate: 91.80% -- Total Reqs: 890 -- Total Batches: 89\n",
      "Total Success Rate: 91.89% -- Total Reqs: 900 -- Total Batches: 90\n",
      "Total Success Rate: 91.98% -- Total Reqs: 910 -- Total Batches: 91\n",
      "Total Success Rate: 92.07% -- Total Reqs: 920 -- Total Batches: 92\n",
      "Total Success Rate: 91.83% -- Total Reqs: 930 -- Total Batches: 93\n",
      "Total Success Rate: 91.91% -- Total Reqs: 940 -- Total Batches: 94\n",
      "Total Success Rate: 91.68% -- Total Reqs: 950 -- Total Batches: 95\n",
      "Total Success Rate: 91.71% -- Total Reqs: 953 -- Total Batches: 96\n",
      "Done 0: pmaw -- 78125 results in 984.1716s : limit 78125 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit 390625 - limit_type average - jitter None\n",
      "811832 total results available for the selected parameters\n",
      "Total Success Rate: 100.00% -- Total Reqs: 10 -- Total Batches: 1\n",
      "Total Success Rate: 100.00% -- Total Reqs: 20 -- Total Batches: 2\n",
      "Total Success Rate: 100.00% -- Total Reqs: 30 -- Total Batches: 3\n",
      "Total Success Rate: 100.00% -- Total Reqs: 40 -- Total Batches: 4\n",
      "Total Success Rate: 100.00% -- Total Reqs: 50 -- Total Batches: 5\n",
      "Total Success Rate: 100.00% -- Total Reqs: 60 -- Total Batches: 6\n",
      "Total Success Rate: 100.00% -- Total Reqs: 70 -- Total Batches: 7\n",
      "Total Success Rate: 100.00% -- Total Reqs: 80 -- Total Batches: 8\n",
      "Total Success Rate: 100.00% -- Total Reqs: 90 -- Total Batches: 9\n",
      "Total Success Rate: 98.00% -- Total Reqs: 100 -- Total Batches: 10\n",
      "Total Success Rate: 98.18% -- Total Reqs: 110 -- Total Batches: 11\n",
      "Total Success Rate: 98.33% -- Total Reqs: 120 -- Total Batches: 12\n",
      "Total Success Rate: 98.46% -- Total Reqs: 130 -- Total Batches: 13\n",
      "Total Success Rate: 98.57% -- Total Reqs: 140 -- Total Batches: 14\n",
      "Total Success Rate: 98.67% -- Total Reqs: 150 -- Total Batches: 15\n",
      "Total Success Rate: 98.75% -- Total Reqs: 160 -- Total Batches: 16\n",
      "Total Success Rate: 97.06% -- Total Reqs: 170 -- Total Batches: 17\n",
      "Total Success Rate: 97.22% -- Total Reqs: 180 -- Total Batches: 18\n",
      "Total Success Rate: 97.37% -- Total Reqs: 190 -- Total Batches: 19\n",
      "Total Success Rate: 97.50% -- Total Reqs: 200 -- Total Batches: 20\n",
      "Total Success Rate: 97.62% -- Total Reqs: 210 -- Total Batches: 21\n",
      "Total Success Rate: 97.27% -- Total Reqs: 220 -- Total Batches: 22\n",
      "Total Success Rate: 96.96% -- Total Reqs: 230 -- Total Batches: 23\n",
      "Total Success Rate: 97.08% -- Total Reqs: 240 -- Total Batches: 24\n",
      "Total Success Rate: 97.20% -- Total Reqs: 250 -- Total Batches: 25\n",
      "Total Success Rate: 97.31% -- Total Reqs: 260 -- Total Batches: 26\n",
      "Total Success Rate: 97.41% -- Total Reqs: 270 -- Total Batches: 27\n",
      "Total Success Rate: 96.07% -- Total Reqs: 280 -- Total Batches: 28\n",
      "Total Success Rate: 96.21% -- Total Reqs: 290 -- Total Batches: 29\n",
      "Total Success Rate: 96.33% -- Total Reqs: 300 -- Total Batches: 30\n",
      "Total Success Rate: 96.45% -- Total Reqs: 310 -- Total Batches: 31\n",
      "Total Success Rate: 96.56% -- Total Reqs: 320 -- Total Batches: 32\n",
      "Total Success Rate: 95.45% -- Total Reqs: 330 -- Total Batches: 33\n",
      "Total Success Rate: 95.29% -- Total Reqs: 340 -- Total Batches: 34\n",
      "Total Success Rate: 94.57% -- Total Reqs: 350 -- Total Batches: 35\n",
      "Total Success Rate: 94.72% -- Total Reqs: 360 -- Total Batches: 36\n",
      "Total Success Rate: 94.86% -- Total Reqs: 370 -- Total Batches: 37\n",
      "Total Success Rate: 95.00% -- Total Reqs: 380 -- Total Batches: 38\n",
      "Total Success Rate: 95.13% -- Total Reqs: 390 -- Total Batches: 39\n",
      "Total Success Rate: 94.75% -- Total Reqs: 400 -- Total Batches: 40\n",
      "Total Success Rate: 94.63% -- Total Reqs: 410 -- Total Batches: 41\n",
      "Total Success Rate: 94.52% -- Total Reqs: 420 -- Total Batches: 42\n",
      "Total Success Rate: 94.65% -- Total Reqs: 430 -- Total Batches: 43\n",
      "Total Success Rate: 94.77% -- Total Reqs: 440 -- Total Batches: 44\n",
      "Total Success Rate: 94.89% -- Total Reqs: 450 -- Total Batches: 45\n",
      "Total Success Rate: 94.57% -- Total Reqs: 460 -- Total Batches: 46\n",
      "Total Success Rate: 94.04% -- Total Reqs: 470 -- Total Batches: 47\n",
      "Total Success Rate: 94.17% -- Total Reqs: 480 -- Total Batches: 48\n",
      "Total Success Rate: 94.29% -- Total Reqs: 490 -- Total Batches: 49\n",
      "Total Success Rate: 94.40% -- Total Reqs: 500 -- Total Batches: 50\n",
      "Total Success Rate: 94.51% -- Total Reqs: 510 -- Total Batches: 51\n",
      "Total Success Rate: 93.85% -- Total Reqs: 520 -- Total Batches: 52\n",
      "Total Success Rate: 93.40% -- Total Reqs: 530 -- Total Batches: 53\n",
      "Total Success Rate: 93.52% -- Total Reqs: 540 -- Total Batches: 54\n",
      "Total Success Rate: 93.64% -- Total Reqs: 550 -- Total Batches: 55\n",
      "Total Success Rate: 93.75% -- Total Reqs: 560 -- Total Batches: 56\n",
      "Total Success Rate: 93.86% -- Total Reqs: 570 -- Total Batches: 57\n",
      "Total Success Rate: 93.45% -- Total Reqs: 580 -- Total Batches: 58\n",
      "Total Success Rate: 93.56% -- Total Reqs: 590 -- Total Batches: 59\n",
      "Total Success Rate: 93.17% -- Total Reqs: 600 -- Total Batches: 60\n",
      "Total Success Rate: 93.28% -- Total Reqs: 610 -- Total Batches: 61\n",
      "Total Success Rate: 93.39% -- Total Reqs: 620 -- Total Batches: 62\n",
      "Total Success Rate: 93.49% -- Total Reqs: 630 -- Total Batches: 63\n",
      "Total Success Rate: 92.97% -- Total Reqs: 640 -- Total Batches: 64\n",
      "Total Success Rate: 93.08% -- Total Reqs: 650 -- Total Batches: 65\n",
      "Total Success Rate: 93.18% -- Total Reqs: 660 -- Total Batches: 66\n",
      "Total Success Rate: 93.13% -- Total Reqs: 670 -- Total Batches: 67\n",
      "Total Success Rate: 93.24% -- Total Reqs: 680 -- Total Batches: 68\n",
      "Total Success Rate: 93.19% -- Total Reqs: 690 -- Total Batches: 69\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 92.71% -- Total Reqs: 700 -- Total Batches: 70\n",
      "Total Success Rate: 92.82% -- Total Reqs: 710 -- Total Batches: 71\n",
      "Total Success Rate: 92.64% -- Total Reqs: 720 -- Total Batches: 72\n",
      "Total Success Rate: 92.74% -- Total Reqs: 730 -- Total Batches: 73\n",
      "Total Success Rate: 92.84% -- Total Reqs: 740 -- Total Batches: 74\n",
      "Total Success Rate: 92.93% -- Total Reqs: 750 -- Total Batches: 75\n",
      "Total Success Rate: 92.24% -- Total Reqs: 760 -- Total Batches: 76\n",
      "Total Success Rate: 92.34% -- Total Reqs: 770 -- Total Batches: 77\n",
      "Total Success Rate: 92.05% -- Total Reqs: 780 -- Total Batches: 78\n",
      "Total Success Rate: 92.15% -- Total Reqs: 790 -- Total Batches: 79\n",
      "Total Success Rate: 92.25% -- Total Reqs: 800 -- Total Batches: 80\n",
      "Total Success Rate: 92.35% -- Total Reqs: 810 -- Total Batches: 81\n",
      "Total Success Rate: 91.83% -- Total Reqs: 820 -- Total Batches: 82\n",
      "Total Success Rate: 91.93% -- Total Reqs: 830 -- Total Batches: 83\n",
      "Total Success Rate: 92.02% -- Total Reqs: 840 -- Total Batches: 84\n",
      "Total Success Rate: 92.00% -- Total Reqs: 850 -- Total Batches: 85\n",
      "Total Success Rate: 92.09% -- Total Reqs: 860 -- Total Batches: 86\n",
      "Total Success Rate: 91.95% -- Total Reqs: 870 -- Total Batches: 87\n",
      "Total Success Rate: 91.59% -- Total Reqs: 880 -- Total Batches: 88\n",
      "Total Success Rate: 91.69% -- Total Reqs: 890 -- Total Batches: 89\n",
      "Total Success Rate: 91.78% -- Total Reqs: 900 -- Total Batches: 90\n",
      "Total Success Rate: 91.87% -- Total Reqs: 910 -- Total Batches: 91\n",
      "Total Success Rate: 91.96% -- Total Reqs: 920 -- Total Batches: 92\n",
      "Total Success Rate: 92.04% -- Total Reqs: 930 -- Total Batches: 93\n",
      "Total Success Rate: 91.70% -- Total Reqs: 940 -- Total Batches: 94\n",
      "Total Success Rate: 91.79% -- Total Reqs: 950 -- Total Batches: 95\n",
      "Total Success Rate: 91.56% -- Total Reqs: 960 -- Total Batches: 96\n",
      "Total Success Rate: 91.65% -- Total Reqs: 970 -- Total Batches: 97\n",
      "Total Success Rate: 91.73% -- Total Reqs: 980 -- Total Batches: 98\n",
      "Total Success Rate: 91.82% -- Total Reqs: 990 -- Total Batches: 99\n",
      "Total Success Rate: 91.30% -- Total Reqs: 1000 -- Total Batches: 100\n",
      "Total Success Rate: 91.39% -- Total Reqs: 1010 -- Total Batches: 101\n",
      "Total Success Rate: 91.47% -- Total Reqs: 1020 -- Total Batches: 102\n",
      "Total Success Rate: 91.55% -- Total Reqs: 1030 -- Total Batches: 103\n",
      "Total Success Rate: 91.63% -- Total Reqs: 1040 -- Total Batches: 104\n",
      "Total Success Rate: 91.71% -- Total Reqs: 1050 -- Total Batches: 105\n",
      "Total Success Rate: 91.23% -- Total Reqs: 1060 -- Total Batches: 106\n",
      "Total Success Rate: 91.31% -- Total Reqs: 1070 -- Total Batches: 107\n",
      "Total Success Rate: 91.39% -- Total Reqs: 1080 -- Total Batches: 108\n",
      "Total Success Rate: 91.47% -- Total Reqs: 1090 -- Total Batches: 109\n",
      "Total Success Rate: 91.55% -- Total Reqs: 1100 -- Total Batches: 110\n",
      "Total Success Rate: 91.35% -- Total Reqs: 1110 -- Total Batches: 111\n",
      "Total Success Rate: 91.25% -- Total Reqs: 1120 -- Total Batches: 112\n",
      "Total Success Rate: 91.33% -- Total Reqs: 1130 -- Total Batches: 113\n",
      "Total Success Rate: 91.14% -- Total Reqs: 1140 -- Total Batches: 114\n",
      "Total Success Rate: 91.22% -- Total Reqs: 1150 -- Total Batches: 115\n",
      "Total Success Rate: 91.29% -- Total Reqs: 1160 -- Total Batches: 116\n",
      "Total Success Rate: 91.37% -- Total Reqs: 1170 -- Total Batches: 117\n",
      "Total Success Rate: 91.19% -- Total Reqs: 1180 -- Total Batches: 118\n",
      "Total Success Rate: 91.26% -- Total Reqs: 1190 -- Total Batches: 119\n",
      "Total Success Rate: 91.33% -- Total Reqs: 1200 -- Total Batches: 120\n",
      "Total Success Rate: 91.32% -- Total Reqs: 1210 -- Total Batches: 121\n",
      "Total Success Rate: 91.39% -- Total Reqs: 1220 -- Total Batches: 122\n",
      "Total Success Rate: 91.30% -- Total Reqs: 1230 -- Total Batches: 123\n",
      "Total Success Rate: 91.05% -- Total Reqs: 1240 -- Total Batches: 124\n",
      "Total Success Rate: 91.12% -- Total Reqs: 1250 -- Total Batches: 125\n",
      "Total Success Rate: 91.03% -- Total Reqs: 1260 -- Total Batches: 126\n",
      "Total Success Rate: 91.10% -- Total Reqs: 1270 -- Total Batches: 127\n",
      "Total Success Rate: 91.17% -- Total Reqs: 1280 -- Total Batches: 128\n",
      "Total Success Rate: 90.85% -- Total Reqs: 1290 -- Total Batches: 129\n",
      "Total Success Rate: 90.85% -- Total Reqs: 1300 -- Total Batches: 130\n",
      "Total Success Rate: 90.92% -- Total Reqs: 1310 -- Total Batches: 131\n",
      "Total Success Rate: 90.61% -- Total Reqs: 1320 -- Total Batches: 132\n",
      "Total Success Rate: 90.68% -- Total Reqs: 1330 -- Total Batches: 133\n",
      "Total Success Rate: 90.75% -- Total Reqs: 1340 -- Total Batches: 134\n",
      "Total Success Rate: 90.52% -- Total Reqs: 1350 -- Total Batches: 135\n",
      "Total Success Rate: 90.44% -- Total Reqs: 1360 -- Total Batches: 136\n",
      "Total Success Rate: 90.51% -- Total Reqs: 1370 -- Total Batches: 137\n",
      "Total Success Rate: 90.36% -- Total Reqs: 1380 -- Total Batches: 138\n",
      "Total Success Rate: 90.43% -- Total Reqs: 1390 -- Total Batches: 139\n",
      "Total Success Rate: 90.50% -- Total Reqs: 1400 -- Total Batches: 140\n",
      "Total Success Rate: 90.07% -- Total Reqs: 1410 -- Total Batches: 141\n",
      "Total Success Rate: 90.00% -- Total Reqs: 1420 -- Total Batches: 142\n",
      "Total Success Rate: 90.07% -- Total Reqs: 1430 -- Total Batches: 143\n",
      "Total Success Rate: 89.72% -- Total Reqs: 1440 -- Total Batches: 144\n",
      "Total Success Rate: 89.79% -- Total Reqs: 1450 -- Total Batches: 145\n",
      "Total Success Rate: 89.86% -- Total Reqs: 1460 -- Total Batches: 146\n",
      "Total Success Rate: 89.59% -- Total Reqs: 1470 -- Total Batches: 147\n",
      "Total Success Rate: 89.66% -- Total Reqs: 1480 -- Total Batches: 148\n",
      "Total Success Rate: 89.73% -- Total Reqs: 1490 -- Total Batches: 149\n",
      "Total Success Rate: 89.60% -- Total Reqs: 1500 -- Total Batches: 150\n",
      "Total Success Rate: 89.60% -- Total Reqs: 1510 -- Total Batches: 151\n",
      "Total Success Rate: 89.67% -- Total Reqs: 1520 -- Total Batches: 152\n",
      "Total Success Rate: 89.41% -- Total Reqs: 1530 -- Total Batches: 153\n",
      "Total Success Rate: 89.42% -- Total Reqs: 1540 -- Total Batches: 154\n",
      "Total Success Rate: 89.48% -- Total Reqs: 1550 -- Total Batches: 155\n",
      "Total Success Rate: 89.23% -- Total Reqs: 1560 -- Total Batches: 156\n",
      "Total Success Rate: 89.30% -- Total Reqs: 1570 -- Total Batches: 157\n",
      "Total Success Rate: 89.37% -- Total Reqs: 1580 -- Total Batches: 158\n",
      "Total Success Rate: 89.06% -- Total Reqs: 1590 -- Total Batches: 159\n",
      "Total Success Rate: 89.00% -- Total Reqs: 1600 -- Total Batches: 160\n",
      "Total Success Rate: 89.07% -- Total Reqs: 1610 -- Total Batches: 161\n",
      "Total Success Rate: 88.70% -- Total Reqs: 1620 -- Total Batches: 162\n",
      "Total Success Rate: 88.77% -- Total Reqs: 1630 -- Total Batches: 163\n",
      "Total Success Rate: 88.84% -- Total Reqs: 1640 -- Total Batches: 164\n",
      "Total Success Rate: 88.55% -- Total Reqs: 1650 -- Total Batches: 165\n",
      "Total Success Rate: 88.61% -- Total Reqs: 1660 -- Total Batches: 166\n",
      "Total Success Rate: 88.68% -- Total Reqs: 1670 -- Total Batches: 167\n",
      "Total Success Rate: 88.63% -- Total Reqs: 1680 -- Total Batches: 168\n",
      "Total Success Rate: 88.70% -- Total Reqs: 1690 -- Total Batches: 169\n",
      "Total Success Rate: 88.76% -- Total Reqs: 1700 -- Total Batches: 170\n",
      "Total Success Rate: 88.54% -- Total Reqs: 1710 -- Total Batches: 171\n",
      "Total Success Rate: 88.60% -- Total Reqs: 1720 -- Total Batches: 172\n",
      "Total Success Rate: 88.67% -- Total Reqs: 1730 -- Total Batches: 173\n",
      "Total Success Rate: 88.56% -- Total Reqs: 1740 -- Total Batches: 174\n",
      "Total Success Rate: 88.40% -- Total Reqs: 1750 -- Total Batches: 175\n",
      "Total Success Rate: 88.47% -- Total Reqs: 1760 -- Total Batches: 176\n",
      "Total Success Rate: 88.36% -- Total Reqs: 1770 -- Total Batches: 177\n",
      "Total Success Rate: 88.37% -- Total Reqs: 1780 -- Total Batches: 178\n",
      "Total Success Rate: 88.44% -- Total Reqs: 1790 -- Total Batches: 179\n",
      "Total Success Rate: 88.17% -- Total Reqs: 1800 -- Total Batches: 180\n",
      "Total Success Rate: 88.01% -- Total Reqs: 1810 -- Total Batches: 181\n",
      "Total Success Rate: 88.08% -- Total Reqs: 1820 -- Total Batches: 182\n",
      "Total Success Rate: 87.81% -- Total Reqs: 1830 -- Total Batches: 183\n",
      "Total Success Rate: 87.88% -- Total Reqs: 1840 -- Total Batches: 184\n",
      "Total Success Rate: 87.95% -- Total Reqs: 1850 -- Total Batches: 185\n",
      "Total Success Rate: 87.80% -- Total Reqs: 1860 -- Total Batches: 186\n",
      "Total Success Rate: 87.65% -- Total Reqs: 1870 -- Total Batches: 187\n",
      "Total Success Rate: 87.71% -- Total Reqs: 1880 -- Total Batches: 188\n",
      "Total Success Rate: 87.72% -- Total Reqs: 1890 -- Total Batches: 189\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 87.79% -- Total Reqs: 1900 -- Total Batches: 190\n",
      "Total Success Rate: 87.85% -- Total Reqs: 1910 -- Total Batches: 191\n",
      "Total Success Rate: 87.60% -- Total Reqs: 1920 -- Total Batches: 192\n",
      "Total Success Rate: 87.41% -- Total Reqs: 1930 -- Total Batches: 193\n",
      "Total Success Rate: 87.47% -- Total Reqs: 1940 -- Total Batches: 194\n",
      "Total Success Rate: 87.33% -- Total Reqs: 1950 -- Total Batches: 195\n",
      "Total Success Rate: 87.40% -- Total Reqs: 1960 -- Total Batches: 196\n",
      "Total Success Rate: 87.46% -- Total Reqs: 1970 -- Total Batches: 197\n",
      "Total Success Rate: 87.27% -- Total Reqs: 1980 -- Total Batches: 198\n",
      "Total Success Rate: 87.24% -- Total Reqs: 1990 -- Total Batches: 199\n",
      "Total Success Rate: 87.30% -- Total Reqs: 2000 -- Total Batches: 200\n",
      "Total Success Rate: 87.01% -- Total Reqs: 2010 -- Total Batches: 201\n",
      "Total Success Rate: 87.08% -- Total Reqs: 2020 -- Total Batches: 202\n",
      "Total Success Rate: 87.14% -- Total Reqs: 2030 -- Total Batches: 203\n",
      "Total Success Rate: 87.11% -- Total Reqs: 2040 -- Total Batches: 204\n",
      "Total Success Rate: 86.98% -- Total Reqs: 2050 -- Total Batches: 205\n",
      "Total Success Rate: 87.04% -- Total Reqs: 2060 -- Total Batches: 206\n",
      "Total Success Rate: 87.00% -- Total Reqs: 2070 -- Total Batches: 207\n",
      "Total Success Rate: 86.97% -- Total Reqs: 2080 -- Total Batches: 208\n",
      "Total Success Rate: 87.03% -- Total Reqs: 2090 -- Total Batches: 209\n",
      "Total Success Rate: 87.10% -- Total Reqs: 2100 -- Total Batches: 210\n",
      "Total Success Rate: 86.87% -- Total Reqs: 2110 -- Total Batches: 211\n",
      "Total Success Rate: 86.93% -- Total Reqs: 2120 -- Total Batches: 212\n",
      "Total Success Rate: 86.90% -- Total Reqs: 2130 -- Total Batches: 213\n",
      "Total Success Rate: 86.96% -- Total Reqs: 2140 -- Total Batches: 214\n",
      "Total Success Rate: 87.02% -- Total Reqs: 2150 -- Total Batches: 215\n",
      "Total Success Rate: 86.94% -- Total Reqs: 2160 -- Total Batches: 216\n",
      "Total Success Rate: 87.00% -- Total Reqs: 2170 -- Total Batches: 217\n",
      "Total Success Rate: 87.06% -- Total Reqs: 2180 -- Total Batches: 218\n",
      "Total Success Rate: 86.89% -- Total Reqs: 2190 -- Total Batches: 219\n",
      "Total Success Rate: 86.95% -- Total Reqs: 2200 -- Total Batches: 220\n",
      "Total Success Rate: 87.01% -- Total Reqs: 2210 -- Total Batches: 221\n",
      "Total Success Rate: 87.07% -- Total Reqs: 2220 -- Total Batches: 222\n",
      "Total Success Rate: 87.13% -- Total Reqs: 2230 -- Total Batches: 223\n",
      "Total Success Rate: 87.19% -- Total Reqs: 2240 -- Total Batches: 224\n",
      "Total Success Rate: 87.02% -- Total Reqs: 2250 -- Total Batches: 225\n",
      "Total Success Rate: 87.04% -- Total Reqs: 2260 -- Total Batches: 226\n",
      "Total Success Rate: 87.09% -- Total Reqs: 2270 -- Total Batches: 227\n",
      "Total Success Rate: 87.11% -- Total Reqs: 2280 -- Total Batches: 228\n",
      "Total Success Rate: 87.16% -- Total Reqs: 2290 -- Total Batches: 229\n",
      "Total Success Rate: 87.22% -- Total Reqs: 2300 -- Total Batches: 230\n",
      "Total Success Rate: 87.01% -- Total Reqs: 2310 -- Total Batches: 231\n",
      "Total Success Rate: 86.94% -- Total Reqs: 2320 -- Total Batches: 232\n",
      "Total Success Rate: 87.00% -- Total Reqs: 2330 -- Total Batches: 233\n",
      "Total Success Rate: 86.88% -- Total Reqs: 2340 -- Total Batches: 234\n",
      "Total Success Rate: 86.94% -- Total Reqs: 2350 -- Total Batches: 235\n",
      "Total Success Rate: 86.99% -- Total Reqs: 2360 -- Total Batches: 236\n",
      "Total Success Rate: 86.84% -- Total Reqs: 2370 -- Total Batches: 237\n",
      "Total Success Rate: 86.89% -- Total Reqs: 2380 -- Total Batches: 238\n",
      "Total Success Rate: 86.95% -- Total Reqs: 2390 -- Total Batches: 239\n",
      "Total Success Rate: 86.92% -- Total Reqs: 2400 -- Total Batches: 240\n",
      "Total Success Rate: 86.97% -- Total Reqs: 2410 -- Total Batches: 241\n",
      "Total Success Rate: 87.02% -- Total Reqs: 2420 -- Total Batches: 242\n",
      "Total Success Rate: 86.91% -- Total Reqs: 2430 -- Total Batches: 243\n",
      "Total Success Rate: 86.89% -- Total Reqs: 2440 -- Total Batches: 244\n",
      "Total Success Rate: 86.94% -- Total Reqs: 2450 -- Total Batches: 245\n",
      "Total Success Rate: 86.91% -- Total Reqs: 2460 -- Total Batches: 246\n",
      "Total Success Rate: 86.96% -- Total Reqs: 2470 -- Total Batches: 247\n",
      "Total Success Rate: 87.02% -- Total Reqs: 2480 -- Total Batches: 248\n",
      "Total Success Rate: 86.87% -- Total Reqs: 2490 -- Total Batches: 249\n",
      "Total Success Rate: 86.80% -- Total Reqs: 2500 -- Total Batches: 250\n",
      "Total Success Rate: 86.85% -- Total Reqs: 2510 -- Total Batches: 251\n",
      "Total Success Rate: 86.79% -- Total Reqs: 2520 -- Total Batches: 252\n",
      "Total Success Rate: 86.84% -- Total Reqs: 2530 -- Total Batches: 253\n",
      "Total Success Rate: 86.89% -- Total Reqs: 2540 -- Total Batches: 254\n",
      "Total Success Rate: 86.75% -- Total Reqs: 2550 -- Total Batches: 255\n",
      "Total Success Rate: 86.80% -- Total Reqs: 2560 -- Total Batches: 256\n",
      "Total Success Rate: 86.85% -- Total Reqs: 2570 -- Total Batches: 257\n",
      "Total Success Rate: 86.86% -- Total Reqs: 2580 -- Total Batches: 258\n",
      "Total Success Rate: 86.83% -- Total Reqs: 2590 -- Total Batches: 259\n",
      "Total Success Rate: 86.88% -- Total Reqs: 2600 -- Total Batches: 260\n",
      "Total Success Rate: 86.74% -- Total Reqs: 2610 -- Total Batches: 261\n",
      "Total Success Rate: 86.79% -- Total Reqs: 2620 -- Total Batches: 262\n",
      "Total Success Rate: 86.84% -- Total Reqs: 2630 -- Total Batches: 263\n",
      "Total Success Rate: 86.89% -- Total Reqs: 2640 -- Total Batches: 264\n",
      "Total Success Rate: 86.94% -- Total Reqs: 2650 -- Total Batches: 265\n",
      "Total Success Rate: 86.95% -- Total Reqs: 2660 -- Total Batches: 266\n",
      "Total Success Rate: 86.85% -- Total Reqs: 2670 -- Total Batches: 267\n",
      "Total Success Rate: 86.79% -- Total Reqs: 2680 -- Total Batches: 268\n",
      "Total Success Rate: 86.84% -- Total Reqs: 2690 -- Total Batches: 269\n",
      "Total Success Rate: 86.85% -- Total Reqs: 2700 -- Total Batches: 270\n",
      "Total Success Rate: 86.90% -- Total Reqs: 2710 -- Total Batches: 271\n",
      "Total Success Rate: 86.95% -- Total Reqs: 2720 -- Total Batches: 272\n",
      "Total Success Rate: 86.74% -- Total Reqs: 2730 -- Total Batches: 273\n",
      "Total Success Rate: 86.68% -- Total Reqs: 2740 -- Total Batches: 274\n",
      "Total Success Rate: 86.73% -- Total Reqs: 2750 -- Total Batches: 275\n",
      "Total Success Rate: 86.78% -- Total Reqs: 2760 -- Total Batches: 276\n",
      "Total Success Rate: 86.68% -- Total Reqs: 2770 -- Total Batches: 277\n",
      "Total Success Rate: 86.73% -- Total Reqs: 2780 -- Total Batches: 278\n",
      "Total Success Rate: 86.59% -- Total Reqs: 2790 -- Total Batches: 279\n",
      "Total Success Rate: 86.61% -- Total Reqs: 2800 -- Total Batches: 280\n",
      "Total Success Rate: 86.65% -- Total Reqs: 2810 -- Total Batches: 281\n",
      "Total Success Rate: 86.70% -- Total Reqs: 2820 -- Total Batches: 282\n",
      "Total Success Rate: 86.71% -- Total Reqs: 2830 -- Total Batches: 283\n",
      "Total Success Rate: 86.76% -- Total Reqs: 2840 -- Total Batches: 284\n",
      "Total Success Rate: 86.70% -- Total Reqs: 2850 -- Total Batches: 285\n",
      "Total Success Rate: 86.64% -- Total Reqs: 2860 -- Total Batches: 286\n",
      "Total Success Rate: 86.69% -- Total Reqs: 2870 -- Total Batches: 287\n",
      "Total Success Rate: 86.74% -- Total Reqs: 2880 -- Total Batches: 288\n",
      "Total Success Rate: 86.78% -- Total Reqs: 2890 -- Total Batches: 289\n",
      "Total Success Rate: 86.83% -- Total Reqs: 2900 -- Total Batches: 290\n",
      "Total Success Rate: 86.70% -- Total Reqs: 2910 -- Total Batches: 291\n",
      "Total Success Rate: 86.61% -- Total Reqs: 2920 -- Total Batches: 292\n",
      "Total Success Rate: 86.66% -- Total Reqs: 2930 -- Total Batches: 293\n",
      "Total Success Rate: 86.67% -- Total Reqs: 2940 -- Total Batches: 294\n",
      "Total Success Rate: 86.71% -- Total Reqs: 2950 -- Total Batches: 295\n",
      "Total Success Rate: 86.76% -- Total Reqs: 2960 -- Total Batches: 296\n",
      "Total Success Rate: 86.63% -- Total Reqs: 2970 -- Total Batches: 297\n",
      "Total Success Rate: 86.68% -- Total Reqs: 2980 -- Total Batches: 298\n",
      "Total Success Rate: 86.72% -- Total Reqs: 2990 -- Total Batches: 299\n",
      "Total Success Rate: 86.77% -- Total Reqs: 3000 -- Total Batches: 300\n",
      "Total Success Rate: 86.71% -- Total Reqs: 3010 -- Total Batches: 301\n",
      "Total Success Rate: 86.75% -- Total Reqs: 3020 -- Total Batches: 302\n",
      "Total Success Rate: 86.73% -- Total Reqs: 3030 -- Total Batches: 303\n",
      "Total Success Rate: 86.78% -- Total Reqs: 3040 -- Total Batches: 304\n",
      "Total Success Rate: 86.82% -- Total Reqs: 3050 -- Total Batches: 305\n",
      "Total Success Rate: 86.83% -- Total Reqs: 3060 -- Total Batches: 306\n",
      "Total Success Rate: 86.81% -- Total Reqs: 3070 -- Total Batches: 307\n",
      "Total Success Rate: 86.85% -- Total Reqs: 3080 -- Total Batches: 308\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 86.80% -- Total Reqs: 3090 -- Total Batches: 309\n",
      "Total Success Rate: 86.84% -- Total Reqs: 3100 -- Total Batches: 310\n",
      "Total Success Rate: 86.88% -- Total Reqs: 3110 -- Total Batches: 311\n",
      "Total Success Rate: 86.92% -- Total Reqs: 3120 -- Total Batches: 312\n",
      "Total Success Rate: 86.81% -- Total Reqs: 3130 -- Total Batches: 313\n",
      "Total Success Rate: 86.85% -- Total Reqs: 3140 -- Total Batches: 314\n",
      "Total Success Rate: 86.76% -- Total Reqs: 3150 -- Total Batches: 315\n",
      "Total Success Rate: 86.80% -- Total Reqs: 3160 -- Total Batches: 316\n",
      "Total Success Rate: 86.85% -- Total Reqs: 3170 -- Total Batches: 317\n",
      "Total Success Rate: 86.89% -- Total Reqs: 3180 -- Total Batches: 318\n",
      "Total Success Rate: 86.83% -- Total Reqs: 3190 -- Total Batches: 319\n",
      "Total Success Rate: 86.88% -- Total Reqs: 3200 -- Total Batches: 320\n",
      "Total Success Rate: 86.82% -- Total Reqs: 3210 -- Total Batches: 321\n",
      "Total Success Rate: 86.86% -- Total Reqs: 3220 -- Total Batches: 322\n",
      "Total Success Rate: 86.90% -- Total Reqs: 3230 -- Total Batches: 323\n",
      "Total Success Rate: 86.94% -- Total Reqs: 3240 -- Total Batches: 324\n",
      "Total Success Rate: 86.98% -- Total Reqs: 3250 -- Total Batches: 325\n",
      "Total Success Rate: 86.96% -- Total Reqs: 3260 -- Total Batches: 326\n",
      "Total Success Rate: 87.00% -- Total Reqs: 3270 -- Total Batches: 327\n",
      "Total Success Rate: 86.98% -- Total Reqs: 3280 -- Total Batches: 328\n",
      "Total Success Rate: 87.02% -- Total Reqs: 3290 -- Total Batches: 329\n",
      "Total Success Rate: 87.06% -- Total Reqs: 3300 -- Total Batches: 330\n",
      "Total Success Rate: 87.10% -- Total Reqs: 3310 -- Total Batches: 331\n",
      "Total Success Rate: 86.99% -- Total Reqs: 3320 -- Total Batches: 332\n",
      "Total Success Rate: 87.03% -- Total Reqs: 3330 -- Total Batches: 333\n",
      "Total Success Rate: 86.98% -- Total Reqs: 3340 -- Total Batches: 334\n",
      "Total Success Rate: 87.01% -- Total Reqs: 3350 -- Total Batches: 335\n",
      "Total Success Rate: 87.02% -- Total Reqs: 3360 -- Total Batches: 336\n",
      "Total Success Rate: 87.06% -- Total Reqs: 3370 -- Total Batches: 337\n",
      "Total Success Rate: 87.01% -- Total Reqs: 3380 -- Total Batches: 338\n",
      "Total Success Rate: 87.05% -- Total Reqs: 3390 -- Total Batches: 339\n",
      "Total Success Rate: 87.09% -- Total Reqs: 3400 -- Total Batches: 340\n",
      "Total Success Rate: 87.13% -- Total Reqs: 3410 -- Total Batches: 341\n",
      "Total Success Rate: 87.05% -- Total Reqs: 3420 -- Total Batches: 342\n",
      "Total Success Rate: 87.08% -- Total Reqs: 3430 -- Total Batches: 343\n",
      "Total Success Rate: 87.01% -- Total Reqs: 3440 -- Total Batches: 344\n",
      "Total Success Rate: 87.04% -- Total Reqs: 3450 -- Total Batches: 345\n",
      "Total Success Rate: 87.08% -- Total Reqs: 3460 -- Total Batches: 346\n",
      "Total Success Rate: 87.12% -- Total Reqs: 3470 -- Total Batches: 347\n",
      "Total Success Rate: 87.10% -- Total Reqs: 3480 -- Total Batches: 348\n",
      "Total Success Rate: 87.13% -- Total Reqs: 3490 -- Total Batches: 349\n",
      "Total Success Rate: 87.17% -- Total Reqs: 3500 -- Total Batches: 350\n",
      "Total Success Rate: 87.09% -- Total Reqs: 3510 -- Total Batches: 351\n",
      "Total Success Rate: 87.13% -- Total Reqs: 3520 -- Total Batches: 352\n",
      "Total Success Rate: 87.17% -- Total Reqs: 3530 -- Total Batches: 353\n",
      "Total Success Rate: 87.03% -- Total Reqs: 3540 -- Total Batches: 354\n",
      "Total Success Rate: 87.07% -- Total Reqs: 3550 -- Total Batches: 355\n",
      "Total Success Rate: 87.11% -- Total Reqs: 3560 -- Total Batches: 356\n",
      "Total Success Rate: 87.03% -- Total Reqs: 3570 -- Total Batches: 357\n",
      "Total Success Rate: 87.07% -- Total Reqs: 3580 -- Total Batches: 358\n",
      "Total Success Rate: 87.10% -- Total Reqs: 3590 -- Total Batches: 359\n",
      "Total Success Rate: 87.11% -- Total Reqs: 3600 -- Total Batches: 360\n",
      "Total Success Rate: 87.15% -- Total Reqs: 3610 -- Total Batches: 361\n",
      "Total Success Rate: 87.18% -- Total Reqs: 3620 -- Total Batches: 362\n",
      "Total Success Rate: 87.08% -- Total Reqs: 3630 -- Total Batches: 363\n",
      "Total Success Rate: 87.12% -- Total Reqs: 3640 -- Total Batches: 364\n",
      "Total Success Rate: 87.15% -- Total Reqs: 3650 -- Total Batches: 365\n",
      "Total Success Rate: 87.16% -- Total Reqs: 3660 -- Total Batches: 366\n",
      "Total Success Rate: 87.19% -- Total Reqs: 3670 -- Total Batches: 367\n",
      "Total Success Rate: 87.15% -- Total Reqs: 3680 -- Total Batches: 368\n",
      "Total Success Rate: 86.99% -- Total Reqs: 3690 -- Total Batches: 369\n",
      "Total Success Rate: 87.03% -- Total Reqs: 3700 -- Total Batches: 370\n",
      "Total Success Rate: 87.06% -- Total Reqs: 3710 -- Total Batches: 371\n",
      "Total Success Rate: 86.96% -- Total Reqs: 3720 -- Total Batches: 372\n",
      "Total Success Rate: 87.00% -- Total Reqs: 3730 -- Total Batches: 373\n",
      "Total Success Rate: 86.93% -- Total Reqs: 3740 -- Total Batches: 374\n",
      "Total Success Rate: 86.91% -- Total Reqs: 3750 -- Total Batches: 375\n",
      "Total Success Rate: 86.91% -- Total Reqs: 3760 -- Total Batches: 376\n",
      "Total Success Rate: 86.95% -- Total Reqs: 3770 -- Total Batches: 377\n",
      "Total Success Rate: 86.98% -- Total Reqs: 3780 -- Total Batches: 378\n",
      "Total Success Rate: 87.02% -- Total Reqs: 3790 -- Total Batches: 379\n",
      "Total Success Rate: 86.89% -- Total Reqs: 3800 -- Total Batches: 380\n",
      "Total Success Rate: 86.93% -- Total Reqs: 3810 -- Total Batches: 381\n",
      "Total Success Rate: 86.96% -- Total Reqs: 3820 -- Total Batches: 382\n",
      "Total Success Rate: 87.00% -- Total Reqs: 3830 -- Total Batches: 383\n",
      "Total Success Rate: 87.03% -- Total Reqs: 3840 -- Total Batches: 384\n",
      "Total Success Rate: 86.99% -- Total Reqs: 3850 -- Total Batches: 385\n",
      "Total Success Rate: 86.89% -- Total Reqs: 3860 -- Total Batches: 386\n",
      "Total Success Rate: 86.85% -- Total Reqs: 3870 -- Total Batches: 387\n",
      "Total Success Rate: 86.88% -- Total Reqs: 3880 -- Total Batches: 388\n",
      "Total Success Rate: 86.92% -- Total Reqs: 3890 -- Total Batches: 389\n",
      "Total Success Rate: 86.95% -- Total Reqs: 3900 -- Total Batches: 390\n",
      "Total Success Rate: 86.91% -- Total Reqs: 3910 -- Total Batches: 391\n",
      "Total Success Rate: 86.84% -- Total Reqs: 3920 -- Total Batches: 392\n",
      "Total Success Rate: 86.77% -- Total Reqs: 3930 -- Total Batches: 393\n",
      "Total Success Rate: 86.80% -- Total Reqs: 3940 -- Total Batches: 394\n",
      "Total Success Rate: 86.84% -- Total Reqs: 3950 -- Total Batches: 395\n",
      "Total Success Rate: 86.84% -- Total Reqs: 3960 -- Total Batches: 396\n",
      "Total Success Rate: 86.88% -- Total Reqs: 3970 -- Total Batches: 397\n",
      "Total Success Rate: 86.73% -- Total Reqs: 3980 -- Total Batches: 398\n",
      "Total Success Rate: 86.67% -- Total Reqs: 3990 -- Total Batches: 399\n",
      "Total Success Rate: 86.70% -- Total Reqs: 4000 -- Total Batches: 400\n",
      "Total Success Rate: 86.73% -- Total Reqs: 4010 -- Total Batches: 401\n",
      "Total Success Rate: 86.64% -- Total Reqs: 4020 -- Total Batches: 402\n",
      "Total Success Rate: 86.67% -- Total Reqs: 4030 -- Total Batches: 403\n",
      "Total Success Rate: 86.53% -- Total Reqs: 4040 -- Total Batches: 404\n",
      "Total Success Rate: 86.57% -- Total Reqs: 4050 -- Total Batches: 405\n",
      "Total Success Rate: 86.60% -- Total Reqs: 4060 -- Total Batches: 406\n",
      "Total Success Rate: 86.63% -- Total Reqs: 4070 -- Total Batches: 407\n",
      "Total Success Rate: 86.59% -- Total Reqs: 4080 -- Total Batches: 408\n",
      "Total Success Rate: 86.63% -- Total Reqs: 4090 -- Total Batches: 409\n",
      "Total Success Rate: 86.56% -- Total Reqs: 4100 -- Total Batches: 410\n",
      "Total Success Rate: 86.59% -- Total Reqs: 4110 -- Total Batches: 411\n",
      "Total Success Rate: 86.63% -- Total Reqs: 4120 -- Total Batches: 412\n",
      "Total Success Rate: 86.66% -- Total Reqs: 4130 -- Total Batches: 413\n",
      "Total Success Rate: 86.64% -- Total Reqs: 4140 -- Total Batches: 414\n",
      "Total Success Rate: 86.58% -- Total Reqs: 4150 -- Total Batches: 415\n",
      "Total Success Rate: 86.49% -- Total Reqs: 4160 -- Total Batches: 416\n",
      "Total Success Rate: 86.50% -- Total Reqs: 4170 -- Total Batches: 417\n",
      "Total Success Rate: 86.53% -- Total Reqs: 4180 -- Total Batches: 418\n",
      "Total Success Rate: 86.56% -- Total Reqs: 4190 -- Total Batches: 419\n",
      "Total Success Rate: 86.52% -- Total Reqs: 4200 -- Total Batches: 420\n",
      "Total Success Rate: 86.44% -- Total Reqs: 4210 -- Total Batches: 421\n",
      "Total Success Rate: 86.40% -- Total Reqs: 4220 -- Total Batches: 422\n",
      "Total Success Rate: 86.36% -- Total Reqs: 4230 -- Total Batches: 423\n",
      "Total Success Rate: 86.39% -- Total Reqs: 4240 -- Total Batches: 424\n",
      "Total Success Rate: 86.42% -- Total Reqs: 4250 -- Total Batches: 425\n",
      "Total Success Rate: 86.31% -- Total Reqs: 4260 -- Total Batches: 426\n",
      "Total Success Rate: 86.32% -- Total Reqs: 4270 -- Total Batches: 427\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Success Rate: 86.19% -- Total Reqs: 4280 -- Total Batches: 428\n",
      "Total Success Rate: 86.15% -- Total Reqs: 4290 -- Total Batches: 429\n",
      "Total Success Rate: 86.19% -- Total Reqs: 4300 -- Total Batches: 430\n",
      "Total Success Rate: 86.22% -- Total Reqs: 4310 -- Total Batches: 431\n",
      "Total Success Rate: 86.16% -- Total Reqs: 4320 -- Total Batches: 432\n",
      "Total Success Rate: 86.19% -- Total Reqs: 4330 -- Total Batches: 433\n",
      "Total Success Rate: 86.04% -- Total Reqs: 4340 -- Total Batches: 434\n",
      "Total Success Rate: 86.05% -- Total Reqs: 4350 -- Total Batches: 435\n",
      "Total Success Rate: 86.08% -- Total Reqs: 4360 -- Total Batches: 436\n",
      "Total Success Rate: 86.11% -- Total Reqs: 4370 -- Total Batches: 437\n",
      "Total Success Rate: 86.14% -- Total Reqs: 4380 -- Total Batches: 438\n",
      "Total Success Rate: 86.10% -- Total Reqs: 4390 -- Total Batches: 439\n",
      "Total Success Rate: 85.93% -- Total Reqs: 4400 -- Total Batches: 440\n",
      "Total Success Rate: 85.96% -- Total Reqs: 4410 -- Total Batches: 441\n",
      "Total Success Rate: 86.00% -- Total Reqs: 4420 -- Total Batches: 442\n",
      "Total Success Rate: 86.03% -- Total Reqs: 4430 -- Total Batches: 443\n",
      "Total Success Rate: 86.01% -- Total Reqs: 4440 -- Total Batches: 444\n",
      "Total Success Rate: 85.93% -- Total Reqs: 4450 -- Total Batches: 445\n",
      "Total Success Rate: 85.76% -- Total Reqs: 4460 -- Total Batches: 446\n",
      "Total Success Rate: 85.79% -- Total Reqs: 4470 -- Total Batches: 447\n",
      "Total Success Rate: 85.83% -- Total Reqs: 4480 -- Total Batches: 448\n",
      "Total Success Rate: 85.86% -- Total Reqs: 4490 -- Total Batches: 449\n",
      "Total Success Rate: 85.87% -- Total Reqs: 4500 -- Total Batches: 450\n",
      "Total Success Rate: 85.76% -- Total Reqs: 4510 -- Total Batches: 451\n",
      "Total Success Rate: 85.62% -- Total Reqs: 4520 -- Total Batches: 452\n",
      "Total Success Rate: 85.65% -- Total Reqs: 4530 -- Total Batches: 453\n",
      "Total Success Rate: 85.68% -- Total Reqs: 4540 -- Total Batches: 454\n",
      "Total Success Rate: 85.71% -- Total Reqs: 4550 -- Total Batches: 455\n",
      "Total Success Rate: 85.66% -- Total Reqs: 4560 -- Total Batches: 456\n",
      "Total Success Rate: 85.54% -- Total Reqs: 4570 -- Total Batches: 457\n",
      "Total Success Rate: 85.52% -- Total Reqs: 4580 -- Total Batches: 458\n",
      "Total Success Rate: 85.49% -- Total Reqs: 4590 -- Total Batches: 459\n",
      "Total Success Rate: 85.52% -- Total Reqs: 4600 -- Total Batches: 460\n",
      "Total Success Rate: 85.55% -- Total Reqs: 4610 -- Total Batches: 461\n",
      "Total Success Rate: 85.48% -- Total Reqs: 4620 -- Total Batches: 462\n",
      "Total Success Rate: 85.36% -- Total Reqs: 4630 -- Total Batches: 463\n",
      "Total Success Rate: 85.37% -- Total Reqs: 4640 -- Total Batches: 464\n",
      "Total Success Rate: 85.33% -- Total Reqs: 4650 -- Total Batches: 465\n",
      "Total Success Rate: 85.36% -- Total Reqs: 4660 -- Total Batches: 466\n",
      "Total Success Rate: 85.40% -- Total Reqs: 4670 -- Total Batches: 467\n",
      "Total Success Rate: 85.28% -- Total Reqs: 4680 -- Total Batches: 468\n",
      "Total Success Rate: 85.18% -- Total Reqs: 4690 -- Total Batches: 469\n",
      "Total Success Rate: 85.19% -- Total Reqs: 4700 -- Total Batches: 470\n",
      "Total Success Rate: 85.22% -- Total Reqs: 4710 -- Total Batches: 471\n",
      "Total Success Rate: 85.25% -- Total Reqs: 4720 -- Total Batches: 472\n",
      "Total Success Rate: 85.29% -- Total Reqs: 4730 -- Total Batches: 473\n",
      "Total Success Rate: 85.19% -- Total Reqs: 4740 -- Total Batches: 474\n",
      "Total Success Rate: 85.18% -- Total Reqs: 4750 -- Total Batches: 475\n",
      "Total Success Rate: 85.13% -- Total Reqs: 4760 -- Total Batches: 476\n",
      "Total Success Rate: 85.16% -- Total Reqs: 4770 -- Total Batches: 477\n",
      "Total Success Rate: 85.19% -- Total Reqs: 4780 -- Total Batches: 478\n",
      "Total Success Rate: 85.22% -- Total Reqs: 4790 -- Total Batches: 479\n",
      "Total Success Rate: 85.19% -- Total Reqs: 4800 -- Total Batches: 480\n",
      "Total Success Rate: 85.07% -- Total Reqs: 4810 -- Total Batches: 481\n",
      "Total Success Rate: 85.02% -- Total Reqs: 4820 -- Total Batches: 482\n",
      "Total Success Rate: 85.05% -- Total Reqs: 4830 -- Total Batches: 483\n",
      "Total Success Rate: 85.08% -- Total Reqs: 4840 -- Total Batches: 484\n",
      "Total Success Rate: 85.11% -- Total Reqs: 4850 -- Total Batches: 485\n",
      "Total Success Rate: 85.08% -- Total Reqs: 4860 -- Total Batches: 486\n",
      "Total Success Rate: 84.99% -- Total Reqs: 4870 -- Total Batches: 487\n",
      "Total Success Rate: 84.92% -- Total Reqs: 4880 -- Total Batches: 488\n",
      "Total Success Rate: 84.95% -- Total Reqs: 4890 -- Total Batches: 489\n",
      "Total Success Rate: 84.98% -- Total Reqs: 4900 -- Total Batches: 490\n",
      "Total Success Rate: 85.01% -- Total Reqs: 4910 -- Total Batches: 491\n",
      "Total Success Rate: 84.88% -- Total Reqs: 4920 -- Total Batches: 492\n",
      "Total Success Rate: 84.77% -- Total Reqs: 4930 -- Total Batches: 493\n",
      "Total Success Rate: 84.80% -- Total Reqs: 4940 -- Total Batches: 494\n",
      "Total Success Rate: 84.83% -- Total Reqs: 4950 -- Total Batches: 495\n",
      "Total Success Rate: 84.86% -- Total Reqs: 4960 -- Total Batches: 496\n",
      "Total Success Rate: 84.89% -- Total Reqs: 4970 -- Total Batches: 497\n",
      "Total Success Rate: 84.80% -- Total Reqs: 4980 -- Total Batches: 498\n",
      "Total Success Rate: 84.69% -- Total Reqs: 4990 -- Total Batches: 499\n",
      "Total Success Rate: 84.72% -- Total Reqs: 5000 -- Total Batches: 500\n",
      "Total Success Rate: 84.75% -- Total Reqs: 5010 -- Total Batches: 501\n",
      "Total Success Rate: 84.78% -- Total Reqs: 5020 -- Total Batches: 502\n",
      "Total Success Rate: 84.81% -- Total Reqs: 5030 -- Total Batches: 503\n",
      "Total Success Rate: 84.76% -- Total Reqs: 5040 -- Total Batches: 504\n",
      "Total Success Rate: 84.75% -- Total Reqs: 5050 -- Total Batches: 505\n",
      "Total Success Rate: 84.72% -- Total Reqs: 5060 -- Total Batches: 506\n",
      "Total Success Rate: 84.75% -- Total Reqs: 5070 -- Total Batches: 507\n",
      "Total Success Rate: 84.78% -- Total Reqs: 5080 -- Total Batches: 508\n",
      "Total Success Rate: 84.81% -- Total Reqs: 5090 -- Total Batches: 509\n",
      "Total Success Rate: 84.78% -- Total Reqs: 5100 -- Total Batches: 510\n",
      "Total Success Rate: 84.77% -- Total Reqs: 5110 -- Total Batches: 511\n",
      "Total Success Rate: 84.73% -- Total Reqs: 5120 -- Total Batches: 512\n",
      "Total Success Rate: 84.76% -- Total Reqs: 5130 -- Total Batches: 513\n",
      "Total Success Rate: 84.79% -- Total Reqs: 5140 -- Total Batches: 514\n",
      "Total Success Rate: 84.82% -- Total Reqs: 5150 -- Total Batches: 515\n",
      "Total Success Rate: 84.79% -- Total Reqs: 5160 -- Total Batches: 516\n",
      "Total Success Rate: 84.70% -- Total Reqs: 5170 -- Total Batches: 517\n",
      "Total Success Rate: 84.73% -- Total Reqs: 5180 -- Total Batches: 518\n",
      "Total Success Rate: 84.76% -- Total Reqs: 5190 -- Total Batches: 519\n",
      "Total Success Rate: 84.79% -- Total Reqs: 5200 -- Total Batches: 520\n",
      "Total Success Rate: 84.82% -- Total Reqs: 5210 -- Total Batches: 521\n",
      "Total Success Rate: 84.73% -- Total Reqs: 5220 -- Total Batches: 522\n",
      "Total Success Rate: 84.63% -- Total Reqs: 5230 -- Total Batches: 523\n",
      "Total Success Rate: 84.66% -- Total Reqs: 5240 -- Total Batches: 524\n",
      "Total Success Rate: 84.69% -- Total Reqs: 5250 -- Total Batches: 525\n",
      "Total Success Rate: 84.71% -- Total Reqs: 5260 -- Total Batches: 526\n",
      "Total Success Rate: 84.74% -- Total Reqs: 5270 -- Total Batches: 527\n",
      "Total Success Rate: 84.66% -- Total Reqs: 5280 -- Total Batches: 528\n",
      "Total Success Rate: 84.56% -- Total Reqs: 5290 -- Total Batches: 529\n",
      "Total Success Rate: 84.58% -- Total Reqs: 5300 -- Total Batches: 530\n",
      "Total Success Rate: 84.61% -- Total Reqs: 5310 -- Total Batches: 531\n",
      "Total Success Rate: 84.62% -- Total Reqs: 5311 -- Total Batches: 532\n",
      "Done 0: pmaw -- 390625 results in 5522.7558s : limit 390625 - limit_type average - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 1 - limit_type default - jitter None\n",
      "Done 0: psaw -- 1 results in 2.6868s : limit 1 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 5 - limit_type default - jitter None\n",
      "Done 0: psaw -- 5 results in 1.8746s : limit 5 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 25 - limit_type default - jitter None\n",
      "Done 0: psaw -- 25 results in 8.0994s : limit 25 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 125 - limit_type default - jitter None\n",
      "Done 0: psaw -- 125 results in 4.1035s : limit 125 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 625 - limit_type default - jitter None\n",
      "Done 0: psaw -- 625 results in 21.7489s : limit 625 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 3125 - limit_type default - jitter None\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done 0: psaw -- 3125 results in 73.9252s : limit 3125 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 15625 - limit_type default - jitter None\n",
      "Done 0: psaw -- 15625 results in 319.6424s : limit 15625 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 78125 - limit_type default - jitter None\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mattp\\anaconda3\\envs\\py3.6\\lib\\site-packages\\psaw\\PushshiftAPI.py:192: UserWarning: Got non 200 code 522\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n",
      "C:\\Users\\mattp\\anaconda3\\envs\\py3.6\\lib\\site-packages\\psaw\\PushshiftAPI.py:180: UserWarning: Unable to connect to pushshift.io. Retrying after backoff.\n",
      "  warnings.warn(\"Unable to connect to pushshift.io. Retrying after backoff.\")\n",
      "C:\\Users\\mattp\\anaconda3\\envs\\py3.6\\lib\\site-packages\\psaw\\PushshiftAPI.py:192: UserWarning: Got non 200 code 525\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done 0: psaw -- 78125 results in 1766.3204s : limit 78125 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: psaw - limit 390625 - limit_type default - jitter None\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mattp\\anaconda3\\envs\\py3.6\\lib\\site-packages\\psaw\\PushshiftAPI.py:192: UserWarning: Got non 200 code 429\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n",
      "C:\\Users\\mattp\\anaconda3\\envs\\py3.6\\lib\\site-packages\\psaw\\PushshiftAPI.py:192: UserWarning: Got non 200 code 520\n",
      "  warnings.warn(\"Got non 200 code %s\" % response.status_code)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done 0: psaw -- 390408 results in 9508.7196s : limit 390625 - limit_type default - jitter None\n",
      "\n",
      "Sleeping 60s\n",
      "\n"
     ]
    }
   ],
   "source": [
    "bench2.run(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving 36 API times to 02-ratelimitcomparison.csv\n"
     ]
    }
   ],
   "source": [
    "bench2.store_timing('02-ratelimitcomparison')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "timing_df = pd.DataFrame(bench2.api_timing)\n",
    "# create name columns\n",
    "names = []\n",
    "for row in timing_df.itertuples():\n",
    "    names.append(f'{row.api}-{row.limit_type}:{row.jitter}::{row.iter}')     \n",
    "timing_df['name'] = names\n",
    "names = timing_df['name'].unique()\n",
    "\n",
    "fig, axes = plt.subplots()\n",
    "\n",
    "fig.set_figheight(10)\n",
    "fig.set_figwidth(15)\n",
    "\n",
    "for name in names:\n",
    "    x = timing_df.loc[timing_df['name']== name, 'limit']\n",
    "    y = timing_df.loc[timing_df['name']== name, 'time']\n",
    "    line, = axes.plot(x, y, label=name)\n",
    "plt.title('PMAW vs PSAW Completion Time Comparison', fontsize=15)\n",
    "plt.xlabel('Number of Requested Posts')\n",
    "plt.ylabel('Completion Time (s)')\n",
    "axes.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMAW on average was 1.79x faster than PSAW when retrieving 390625 posts\n",
      "Retrieving 390625 posts took 2.64h for PSAW and 1.47h on average for PMAW\n"
     ]
    }
   ],
   "source": [
    "# basic stats at 390625\n",
    "psaw_t = timing_df.loc[(timing_df['api'] == 'psaw') & (timing_df['limit'] == 390625), 'time'].item()\n",
    "pmaw_t = timing_df.loc[(timing_df['api'] == 'pmaw') & (timing_df['limit'] == 390625), 'time'].mean()\n",
    "print(f'PMAW on average was {psaw_t/pmaw_t:.2f}x faster than PSAW when retrieving 390625 posts')\n",
    "print(f'Retrieving 390625 posts took {psaw_t/3600:.2f}h for PSAW and {pmaw_t/3600:.2f}h on average for PMAW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "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>api</th>\n",
       "      <th>time</th>\n",
       "      <th>limit</th>\n",
       "      <th>results</th>\n",
       "      <th>limit_type</th>\n",
       "      <th>jitter</th>\n",
       "      <th>iter</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>pmaw</td>\n",
       "      <td>3.603238</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>backoff</td>\n",
       "      <td>full</td>\n",
       "      <td>0</td>\n",
       "      <td>pmaw-backoff:full::0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>pmaw</td>\n",
       "      <td>3.474622</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>backoff</td>\n",
       "      <td>equal</td>\n",
       "      <td>0</td>\n",
       "      <td>pmaw-backoff:equal::0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>pmaw</td>\n",
       "      <td>2.973867</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>backoff</td>\n",
       "      <td>full</td>\n",
       "      <td>0</td>\n",
       "      <td>pmaw-backoff:full::0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    api      time  limit  results limit_type jitter  iter  \\\n",
       "0  pmaw  3.603238      1        1    backoff   full     0   \n",
       "1  pmaw  3.474622      1        1    backoff  equal     0   \n",
       "2  pmaw  2.973867      5        5    backoff   full     0   \n",
       "\n",
       "                    name  \n",
       "0   pmaw-backoff:full::0  \n",
       "1  pmaw-backoff:equal::0  \n",
       "2   pmaw-backoff:full::0  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pmaw_df = timing_df.loc[timing_df['api'] == 'pmaw'].copy()\n",
    "pmaw_df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Completion Time Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "# manually extract number of requests\n",
    "pmaw_df['requests'] = num_requests = [4, 4, 1, 4, 4, 4, 5, 5, 9, 10, 52, 54, 300, 269, 1576, 1704, 8057, 7941, 1, 2, 1, 2, 7, 32, 174, 953, 5311]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots()\n",
    "\n",
    "fig.set_figheight(10)\n",
    "fig.set_figwidth(15)\n",
    "\n",
    "names = pmaw_df['name'].unique()\n",
    "for name in names:\n",
    "    x = pmaw_df.loc[timing_df['name']== name, 'limit']\n",
    "    y = pmaw_df.loc[timing_df['name']== name, 'requests']\n",
    "    line, = axes.plot(x, y, label=name)\n",
    "plt.title('PMAW API Request Comparison', fontsize=15)\n",
    "plt.xlabel('Number of Requested Posts')\n",
    "plt.ylabel('Number of API Requests')\n",
    "axes.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PMAW rate averaging made 33.60% less API requests than exponential backoff\n"
     ]
    }
   ],
   "source": [
    "# basic stats at 390625\n",
    "average_r = pmaw_df.loc[(pmaw_df['limit_type'] == 'average') & (pmaw_df['limit'] == 390625), 'requests'].item()\n",
    "backoff_r = pmaw_df.loc[(pmaw_df['limit_type'] == 'backoff') & (pmaw_df['limit'] == 390625), 'requests'].mean()\n",
    "print(f'PMAW rate averaging made {100*(backoff_r-average_r)/backoff_r:.2f}% less API requests than exponential backoff')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cache Speed Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import psutil\n",
    "import os\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "class CacheBenchmark(object):\n",
    "    \"\"\"Run benchmarks on pmaw with and without benchmarks\"\"\"\n",
    "    def __init__(self, num_limits, sleep, subreddit, base_limit=5,):\n",
    "        self.info = []\n",
    "        self.sleep = sleep\n",
    "        self.subreddit = subreddit\n",
    "        pid = os.getpid()\n",
    "        self.proc = psutil.Process(pid)\n",
    "        \n",
    "        self._set_limits(num_limits, base_limit)\n",
    "        self._gen_options() \n",
    "    \n",
    "    def _to_mb(self, byte):\n",
    "        return int(byte)/(10**6)\n",
    "    \n",
    "    def plot(self, title, plot_type='line', _type='timing'):\n",
    "        df = pd.DataFrame(self.info)\n",
    "        # create name columns\n",
    "        names = []\n",
    "        for row in df.itertuples():\n",
    "            names.append(f'{row.api}-cache:{row.mem_use}::{row.iter}')     \n",
    "        df['name'] = names\n",
    "        names = df['name'].unique()\n",
    "        \n",
    "        if _type == 'timing':\n",
    "            # plot timing\n",
    "            if plot_type == 'line':\n",
    "                fig, axes = plt.subplots()\n",
    "\n",
    "                fig.set_figheight(10)\n",
    "                fig.set_figwidth(15)\n",
    "\n",
    "                for name in names:\n",
    "                    x = df.loc[df['name']== name, 'limit']\n",
    "                    y = df.loc[df['name']== name, 'time']\n",
    "                    line, = axes.plot(x, y, label=name)\n",
    "            \n",
    "            # create label\n",
    "            ylabel = 'Completion Time (s)'\n",
    "            \n",
    "        else:        \n",
    "            # convert bytes to mb\n",
    "            df['memory'] = df['memory'].apply(self._to_mb)\n",
    "            df['max_memory'] = df['max_memory'].apply(self._to_mb)\n",
    "\n",
    "            if _type == 'memory':\n",
    "                # create plot\n",
    "                if plot_type == 'line':\n",
    "                    fig, axes = plt.subplots()\n",
    "                    axes.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
    "\n",
    "                    fig.set_figheight(10)\n",
    "                    fig.set_figwidth(15)\n",
    "\n",
    "                    for name in names:\n",
    "                        x = df.loc[df['name']== name, 'limit']\n",
    "                        y = df.loc[df['name']== name, 'memory']\n",
    "                        line, = axes.plot(x, y, label=name)\n",
    "                # create label\n",
    "                ylabel = 'Memory Use (MB)'\n",
    "            \n",
    "            else:\n",
    "                # create plot\n",
    "                if plot_type == 'line':\n",
    "                    fig, axes = plt.subplots()\n",
    "\n",
    "                    fig.set_figheight(10)\n",
    "                    fig.set_figwidth(15)\n",
    "\n",
    "                    for name in names:\n",
    "                        x = df.loc[df['name']== name, 'limit']\n",
    "                        y = df.loc[df['name']== name, 'max_memory']\n",
    "                        line, = axes.plot(x, y, label=name) \n",
    "\n",
    "                # create label\n",
    "                ylabel = 'Maximum Memory Use (MB)'\n",
    "            \n",
    "        plt.title(title, fontsize=15)\n",
    "        plt.xlabel('Number of Requested Posts')\n",
    "        plt.ylabel(ylabel)\n",
    "        axes.legend()\n",
    "        plt.show()\n",
    "    \n",
    "    def store(self, filename, _type='timing'):\n",
    "        if _type == 'timing':\n",
    "            print(f'Saving {len(self.api_timing)} API times to {filename}.csv')\n",
    "            pd.DataFrame(self.api_timing).to_csv(f'{filename}.csv')\n",
    "        else:\n",
    "            print(f'Saving {len(self.mem_use)} API memory uses to {filename}.csv')\n",
    "            pd.DataFrame(self.mem_use).to_csv(f'{filename}.csv')\n",
    "    \n",
    "    def _reset(self):\n",
    "        self.info = []\n",
    "    \n",
    "    def _set_limits(self, num_limits, base_limit=5):\n",
    "        self.limits = [base_limit**i for i in range(num_limits)]\n",
    "        print(f'Set {len(self.limits)} Limits with up to a limit of {self.limits[-1]}')\n",
    "        \n",
    "    def _gen_options(self):\n",
    "        self.options = []\n",
    "        # generate pmaw options\n",
    "        self.options.extend([{'api': 'pmaw', 'limit': limit, 'mem_use': mem} \n",
    "                             for limit in self.limits for mem in [True, False]])\n",
    "        \n",
    "        print(f'Generated {len(self.options)} Options')\n",
    "        #pprint.pprint(self.options)\n",
    "        \n",
    "    def run(self, num_runs):\n",
    "        print(f'Running {num_runs} tests with {len(self.options)} different options configurations')\n",
    "        for i in range(num_runs):\n",
    "            for option in self.options:\n",
    "                self._call(option, i)\n",
    "                print(f'\\nSleeping {self.sleep}s\\n')\n",
    "                time.sleep(self.sleep)\n",
    "                \n",
    "    def _call(self, option, iteration):\n",
    "        api = option['api']\n",
    "        limit = option['limit']\n",
    "        mem_use = option['mem_use']\n",
    "        \n",
    "        print(f'Run {iteration}: {api} - limit: {limit} - use cache: {mem_use}')\n",
    "        with Timer() as t:\n",
    "            pmaw = PMAW()\n",
    "            results = pmaw.search_submissions(subreddit=self.subreddit, limit=limit, mem_safe=mem_use)\n",
    "            \n",
    "        mem = self.proc.memory_info()[4] # wset\n",
    "        max_mem = self.proc.memory_info()[3] #peak_wset\n",
    "\n",
    "        self.info.append({'api': api, 'time': t.interval, 'limit': limit, 'results': len(results), \n",
    "                           'mem_use': mem_use, 'memory': mem, 'max_memory': max_mem, 'iter': iteration})\n",
    "        print(f'Done {iteration}: {api} -- {len(results)} results in {t}s : limit {limit} - use_cache {mem_use} - memory {mem} - max memory {max_mem}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set 9 Limits with up to a limit of 390625\n",
      "Generated 18 Options\n"
     ]
    }
   ],
   "source": [
    "cachebench = CacheBenchmark(num_limits=9, sleep=60, subreddit=\"science\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running 1 tests with 18 different options configurations\n",
      "Run 0: pmaw - limit: 1 - use cache: True\n",
      "Response cache key: 1896fe0b4330569d6a5b70ced9a1bd9c\n",
      "File Checkpoint 1:: Caching 1 Responses\n",
      "Total:: Success Rate: 100.00% - Requests: 1 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 1 results in 4.1752s : limit 1 - use_cache True - memory 115105792 - max memory 115109888\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 1 - use cache: False\n",
      "Total:: Success Rate: 100.00% - Requests: 1 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 1 results in 0.4332s : limit 1 - use_cache False - memory 115699712 - max memory 115703808\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 5 - use cache: True\n",
      "Response cache key: c8a7bc595dd5302cb448402612b7b01a\n",
      "File Checkpoint 1:: Caching 5 Responses\n",
      "Total:: Success Rate: 100.00% - Requests: 1 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 5 results in 0.5006s : limit 5 - use_cache True - memory 116269056 - max memory 116678656\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 5 - use cache: False\n",
      "Total:: Success Rate: 100.00% - Requests: 1 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 5 results in 0.3835s : limit 5 - use_cache False - memory 116609024 - max memory 117157888\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 25 - use cache: True\n",
      "Response cache key: 424478d4287ef104a3457ca6218388e5\n",
      "File Checkpoint 1:: Caching 25 Responses\n",
      "Total:: Success Rate: 100.00% - Requests: 1 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 25 results in 5.4601s : limit 25 - use_cache True - memory 118067200 - max memory 118071296\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 25 - use cache: False\n",
      "Total:: Success Rate: 100.00% - Requests: 1 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 25 results in 1.5036s : limit 25 - use_cache False - memory 117866496 - max memory 118075392\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 125 - use cache: True\n",
      "Response cache key: 6d6e81a91d4de7603f02d4deecff7c0b\n",
      "File Checkpoint 1:: Caching 125 Responses\n",
      "Total:: Success Rate: 100.00% - Requests: 2 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 125 results in 0.9613s : limit 125 - use_cache True - memory 120086528 - max memory 120090624\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 125 - use cache: False\n",
      "Total:: Success Rate: 100.00% - Requests: 2 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 50 results in 1.2307s : limit 125 - use_cache False - memory 120967168 - max memory 121286656\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 625 - use cache: True\n",
      "Response cache key: addffe5a67482943e23777e4fd8b96cc\n",
      "File Checkpoint 1:: Caching 625 Responses\n",
      "Total:: Success Rate: 100.00% - Requests: 7 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 625 results in 10.0502s : limit 625 - use_cache True - memory 123838464 - max memory 129613824\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 625 - use cache: False\n",
      "Total:: Success Rate: 100.00% - Requests: 7 - Batches: 1 - Items Remaining: 0\n",
      "Done 0: pmaw -- 550 results in 12.0901s : limit 625 - use_cache False - memory 125853696 - max memory 129613824\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 3125 - use cache: True\n",
      "Response cache key: 7245b8147797e9aca61109b8b2c5bd3b\n",
      "File Checkpoint 1:: Caching 1000 Responses\n",
      "Total:: Success Rate: 100.00% - Requests: 32 - Batches: 4 - Items Remaining: 0\n",
      "File Checkpoint 2:: Caching 2125 Responses\n",
      "Done 0: pmaw -- 3125 results in 33.4839s : limit 3125 - use_cache True - memory 127459328 - max memory 147288064\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 3125 - use cache: False\n",
      "Total:: Success Rate: 100.00% - Requests: 32 - Batches: 4 - Items Remaining: 0\n",
      "Done 0: pmaw -- 3125 results in 33.3867s : limit 3125 - use_cache False - memory 146354176 - max memory 147288064\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 15625 - use cache: True\n",
      "Response cache key: 413333e60b2eee2b98462e2a8a0a4001\n",
      "File Checkpoint 1:: Caching 1000 Responses\n",
      "Checkpoint:: Success Rate: 98.00% - Requests: 100 - Batches: 10 - Items Remaining: 5825\n",
      "Total:: Success Rate: 96.32% - Requests: 163 - Batches: 17 - Items Remaining: 0\n",
      "File Checkpoint 2:: Caching 14625 Responses\n",
      "Done 0: pmaw -- 15625 results in 167.4519s : limit 15625 - use_cache True - memory 164798464 - max memory 303230976\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 15625 - use cache: False\n",
      "Checkpoint:: Success Rate: 95.00% - Requests: 100 - Batches: 10 - Items Remaining: 6125\n",
      "Total:: Success Rate: 88.20% - Requests: 178 - Batches: 18 - Items Remaining: 0\n",
      "Done 0: pmaw -- 15625 results in 180.6328s : limit 15625 - use_cache False - memory 254439424 - max memory 303230976\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 78125 - use cache: True\n",
      "Response cache key: 240aaa0102943acbbb534475d6d5bbb4\n",
      "File Checkpoint 1:: Caching 1000 Responses\n",
      "Checkpoint:: Success Rate: 97.00% - Requests: 100 - Batches: 10 - Items Remaining: 68425\n",
      "Checkpoint:: Success Rate: 92.00% - Requests: 200 - Batches: 20 - Items Remaining: 59758\n",
      "File Checkpoint 2:: Caching 18367 Responses\n",
      "Checkpoint:: Success Rate: 90.67% - Requests: 300 - Batches: 30 - Items Remaining: 51127\n",
      "Checkpoint:: Success Rate: 90.25% - Requests: 400 - Batches: 40 - Items Remaining: 45282\n",
      "File Checkpoint 3:: Caching 13970 Responses\n",
      "Total:: Success Rate: 90.15% - Requests: 467 - Batches: 47 - Items Remaining: 42957\n",
      "Checkpoint:: Success Rate: 90.34% - Requests: 497 - Batches: 50 - Items Remaining: 40157\n",
      "Checkpoint:: Success Rate: 90.45% - Requests: 597 - Batches: 60 - Items Remaining: 31057\n",
      "File Checkpoint 4:: Caching 14731 Responses\n",
      "Checkpoint:: Success Rate: 90.39% - Requests: 697 - Batches: 70 - Items Remaining: 22184\n",
      "Checkpoint:: Success Rate: 90.09% - Requests: 797 - Batches: 80 - Items Remaining: 14287\n",
      "File Checkpoint 5:: Caching 16030 Responses\n",
      "Checkpoint:: Success Rate: 90.19% - Requests: 897 - Batches: 90 - Items Remaining: 10097\n",
      "Total:: Success Rate: 90.28% - Requests: 905 - Batches: 91 - Items Remaining: 9841\n",
      "Checkpoint:: Success Rate: 90.95% - Requests: 995 - Batches: 100 - Items Remaining: 1041\n",
      "File Checkpoint 6:: Caching 13986 Responses\n",
      "Total:: Success Rate: 90.69% - Requests: 1010 - Batches: 102 - Items Remaining: 0\n",
      "File Checkpoint 7:: Caching 41 Responses\n",
      "Done 0: pmaw -- 78125 results in 1035.5485s : limit 78125 - use_cache True - memory 152829952 - max memory 370851840\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 78125 - use cache: False\n",
      "Checkpoint:: Success Rate: 98.00% - Requests: 100 - Batches: 10 - Items Remaining: 68325\n",
      "Checkpoint:: Success Rate: 96.00% - Requests: 200 - Batches: 20 - Items Remaining: 58959\n",
      "Checkpoint:: Success Rate: 96.67% - Requests: 300 - Batches: 30 - Items Remaining: 49680\n",
      "Checkpoint:: Success Rate: 96.50% - Requests: 400 - Batches: 40 - Items Remaining: 44251\n",
      "Total:: Success Rate: 96.13% - Requests: 439 - Batches: 44 - Items Remaining: 42958\n",
      "Checkpoint:: Success Rate: 95.39% - Requests: 499 - Batches: 50 - Items Remaining: 37558\n",
      "Checkpoint:: Success Rate: 93.49% - Requests: 599 - Batches: 60 - Items Remaining: 29158\n",
      "Checkpoint:: Success Rate: 92.70% - Requests: 699 - Batches: 70 - Items Remaining: 20508\n",
      "Checkpoint:: Success Rate: 91.99% - Requests: 799 - Batches: 80 - Items Remaining: 13326\n",
      "Checkpoint:: Success Rate: 90.66% - Requests: 899 - Batches: 90 - Items Remaining: 9966\n",
      "Total:: Success Rate: 90.69% - Requests: 902 - Batches: 91 - Items Remaining: 9842\n",
      "Checkpoint:: Success Rate: 90.73% - Requests: 992 - Batches: 100 - Items Remaining: 1642\n",
      "Total:: Success Rate: 89.99% - Requests: 1019 - Batches: 103 - Items Remaining: 0\n",
      "Done 0: pmaw -- 78125 results in 1045.2536s : limit 78125 - use_cache False - memory 676433920 - max memory 676438016\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 390625 - use cache: True\n",
      "Response cache key: 4504eb48615f291f2fcf9419870c3fe2\n",
      "File Checkpoint 1:: Caching 1000 Responses\n",
      "Checkpoint:: Success Rate: 91.00% - Requests: 100 - Batches: 10 - Items Remaining: 381525\n",
      "Checkpoint:: Success Rate: 87.50% - Requests: 200 - Batches: 20 - Items Remaining: 373125\n",
      "File Checkpoint 2:: Caching 16900 Responses\n",
      "Checkpoint:: Success Rate: 83.00% - Requests: 300 - Batches: 30 - Items Remaining: 365844\n",
      "Checkpoint:: Success Rate: 82.75% - Requests: 400 - Batches: 40 - Items Remaining: 359708\n",
      "File Checkpoint 3:: Caching 13579 Responses\n",
      "Checkpoint:: Success Rate: 82.20% - Requests: 500 - Batches: 50 - Items Remaining: 355737\n",
      "Total:: Success Rate: 81.85% - Requests: 518 - Batches: 52 - Items Remaining: 355461\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checkpoint:: Success Rate: 83.28% - Requests: 598 - Batches: 60 - Items Remaining: 348061\n",
      "File Checkpoint 4:: Caching 11685 Responses\n",
      "Checkpoint:: Success Rate: 83.52% - Requests: 698 - Batches: 70 - Items Remaining: 339596\n",
      "Checkpoint:: Success Rate: 84.46% - Requests: 798 - Batches: 80 - Items Remaining: 330608\n",
      "File Checkpoint 5:: Caching 17853 Responses\n",
      "Checkpoint:: Success Rate: 84.97% - Requests: 898 - Batches: 90 - Items Remaining: 324553\n",
      "Total:: Success Rate: 84.96% - Requests: 964 - Batches: 97 - Items Remaining: 322343\n",
      "Checkpoint:: Success Rate: 85.41% - Requests: 994 - Batches: 100 - Items Remaining: 319343\n",
      "File Checkpoint 6:: Caching 11065 Responses\n",
      "Checkpoint:: Success Rate: 86.38% - Requests: 1094 - Batches: 110 - Items Remaining: 309793\n",
      "Checkpoint:: Success Rate: 87.02% - Requests: 1194 - Batches: 120 - Items Remaining: 300472\n",
      "File Checkpoint 7:: Caching 19023 Responses\n",
      "Checkpoint:: Success Rate: 87.56% - Requests: 1294 - Batches: 130 - Items Remaining: 291880\n",
      "Checkpoint:: Success Rate: 87.80% - Requests: 1394 - Batches: 140 - Items Remaining: 285551\n",
      "File Checkpoint 8:: Caching 14505 Responses\n",
      "Checkpoint:: Success Rate: 88.01% - Requests: 1485 - Batches: 150 - Items Remaining: 282382\n",
      "Total:: Success Rate: 88.03% - Requests: 1487 - Batches: 151 - Items Remaining: 282377\n",
      "Checkpoint:: Success Rate: 88.46% - Requests: 1577 - Batches: 160 - Items Remaining: 273777\n",
      "File Checkpoint 9:: Caching 12238 Responses\n",
      "Checkpoint:: Success Rate: 88.61% - Requests: 1677 - Batches: 170 - Items Remaining: 264677\n",
      "Checkpoint:: Success Rate: 88.91% - Requests: 1777 - Batches: 180 - Items Remaining: 255316\n",
      "File Checkpoint 10:: Caching 18446 Responses\n",
      "Checkpoint:: Success Rate: 88.76% - Requests: 1877 - Batches: 190 - Items Remaining: 247009\n",
      "Checkpoint:: Success Rate: 88.87% - Requests: 1977 - Batches: 200 - Items Remaining: 239163\n",
      "File Checkpoint 11:: Caching 15729 Responses\n",
      "Checkpoint:: Success Rate: 89.12% - Requests: 2077 - Batches: 210 - Items Remaining: 234641\n",
      "Total:: Success Rate: 88.91% - Requests: 2119 - Batches: 215 - Items Remaining: 233553\n",
      "Checkpoint:: Success Rate: 88.98% - Requests: 2169 - Batches: 220 - Items Remaining: 228953\n",
      "File Checkpoint 12:: Caching 10349 Responses\n",
      "Checkpoint:: Success Rate: 88.94% - Requests: 2269 - Batches: 230 - Items Remaining: 220153\n",
      "Checkpoint:: Success Rate: 89.02% - Requests: 2369 - Batches: 240 - Items Remaining: 211053\n",
      "File Checkpoint 13:: Caching 18200 Responses\n",
      "Checkpoint:: Success Rate: 89.10% - Requests: 2469 - Batches: 250 - Items Remaining: 201965\n",
      "Checkpoint:: Success Rate: 88.79% - Requests: 2569 - Batches: 260 - Items Remaining: 194024\n",
      "File Checkpoint 14:: Caching 16996 Responses\n",
      "Checkpoint:: Success Rate: 88.76% - Requests: 2669 - Batches: 270 - Items Remaining: 185798\n",
      "Checkpoint:: Success Rate: 88.84% - Requests: 2769 - Batches: 280 - Items Remaining: 180365\n",
      "File Checkpoint 15:: Caching 13432 Responses\n",
      "Checkpoint:: Success Rate: 88.99% - Requests: 2869 - Batches: 290 - Items Remaining: 176537\n",
      "Total:: Success Rate: 88.97% - Requests: 2891 - Batches: 293 - Items Remaining: 175856\n",
      "Checkpoint:: Success Rate: 89.13% - Requests: 2961 - Batches: 300 - Items Remaining: 169156\n",
      "File Checkpoint 16:: Caching 11469 Responses\n",
      "Checkpoint:: Success Rate: 89.12% - Requests: 3061 - Batches: 310 - Items Remaining: 160256\n",
      "Checkpoint:: Success Rate: 89.34% - Requests: 3161 - Batches: 320 - Items Remaining: 150656\n",
      "File Checkpoint 17:: Caching 17800 Responses\n",
      "Checkpoint:: Success Rate: 89.08% - Requests: 3261 - Batches: 330 - Items Remaining: 142592\n",
      "Checkpoint:: Success Rate: 88.96% - Requests: 3361 - Batches: 340 - Items Remaining: 134362\n",
      "File Checkpoint 18:: Caching 16882 Responses\n",
      "Checkpoint:: Success Rate: 88.90% - Requests: 3461 - Batches: 350 - Items Remaining: 125836\n",
      "Checkpoint:: Success Rate: 88.60% - Requests: 3561 - Batches: 360 - Items Remaining: 120708\n",
      "File Checkpoint 19:: Caching 13299 Responses\n",
      "Checkpoint:: Success Rate: 88.56% - Requests: 3661 - Batches: 370 - Items Remaining: 117445\n",
      "Checkpoint:: Success Rate: 88.55% - Requests: 3755 - Batches: 380 - Items Remaining: 113554\n",
      "File Checkpoint 20:: Caching 6721 Responses\n",
      "Total:: Success Rate: 88.55% - Requests: 3757 - Batches: 382 - Items Remaining: 113423\n",
      "Checkpoint:: Success Rate: 88.45% - Requests: 3837 - Batches: 390 - Items Remaining: 106723\n",
      "Checkpoint:: Success Rate: 87.88% - Requests: 3937 - Batches: 400 - Items Remaining: 100123\n",
      "File Checkpoint 21:: Caching 14331 Responses\n",
      "Checkpoint:: Success Rate: 87.74% - Requests: 4037 - Batches: 410 - Items Remaining: 91923\n",
      "Checkpoint:: Success Rate: 87.77% - Requests: 4137 - Batches: 420 - Items Remaining: 83023\n",
      "File Checkpoint 22:: Caching 16700 Responses\n",
      "Checkpoint:: Success Rate: 87.56% - Requests: 4237 - Batches: 430 - Items Remaining: 75229\n",
      "Checkpoint:: Success Rate: 87.46% - Requests: 4337 - Batches: 440 - Items Remaining: 67194\n",
      "File Checkpoint 23:: Caching 15729 Responses\n",
      "Checkpoint:: Success Rate: 87.42% - Requests: 4437 - Batches: 450 - Items Remaining: 59402\n",
      "Checkpoint:: Success Rate: 87.26% - Requests: 4537 - Batches: 460 - Items Remaining: 54714\n",
      "File Checkpoint 24:: Caching 12213 Responses\n",
      "Checkpoint:: Success Rate: 87.17% - Requests: 4637 - Batches: 470 - Items Remaining: 50920\n",
      "Total:: Success Rate: 87.19% - Requests: 4683 - Batches: 475 - Items Remaining: 49593\n",
      "Checkpoint:: Success Rate: 87.26% - Requests: 4733 - Batches: 480 - Items Remaining: 44893\n",
      "File Checkpoint 25:: Caching 10588 Responses\n",
      "Checkpoint:: Success Rate: 87.19% - Requests: 4833 - Batches: 490 - Items Remaining: 36493\n",
      "Checkpoint:: Success Rate: 87.03% - Requests: 4933 - Batches: 500 - Items Remaining: 28593\n",
      "File Checkpoint 26:: Caching 16100 Responses\n",
      "Checkpoint:: Success Rate: 87.05% - Requests: 5033 - Batches: 510 - Items Remaining: 19793\n",
      "Checkpoint:: Success Rate: 86.81% - Requests: 5133 - Batches: 520 - Items Remaining: 12293\n",
      "File Checkpoint 27:: Caching 16500 Responses\n",
      "Checkpoint:: Success Rate: 86.70% - Requests: 5233 - Batches: 530 - Items Remaining: 4251\n",
      "Total:: Success Rate: 86.78% - Requests: 5278 - Batches: 535 - Items Remaining: 0\n",
      "File Checkpoint 28:: Caching 11293 Responses\n",
      "Done 0: pmaw -- 390625 results in 5430.3909s : limit 390625 - use_cache True - memory 171892736 - max memory 797134848\n",
      "\n",
      "Sleeping 60s\n",
      "\n",
      "Run 0: pmaw - limit: 390625 - use cache: False\n",
      "Checkpoint:: Success Rate: 98.00% - Requests: 100 - Batches: 10 - Items Remaining: 380825\n",
      "Checkpoint:: Success Rate: 94.50% - Requests: 200 - Batches: 20 - Items Remaining: 371756\n",
      "Checkpoint:: Success Rate: 93.33% - Requests: 300 - Batches: 30 - Items Remaining: 362960\n",
      "Checkpoint:: Success Rate: 94.25% - Requests: 400 - Batches: 40 - Items Remaining: 357039\n",
      "Total:: Success Rate: 94.42% - Requests: 448 - Batches: 45 - Items Remaining: 355464\n",
      "Checkpoint:: Success Rate: 94.38% - Requests: 498 - Batches: 50 - Items Remaining: 350764\n",
      "Checkpoint:: Success Rate: 93.65% - Requests: 598 - Batches: 60 - Items Remaining: 341764\n",
      "Checkpoint:: Success Rate: 93.41% - Requests: 698 - Batches: 70 - Items Remaining: 332723\n",
      "Checkpoint:: Success Rate: 93.11% - Requests: 798 - Batches: 80 - Items Remaining: 325494\n",
      "Total:: Success Rate: 92.57% - Requests: 888 - Batches: 89 - Items Remaining: 322343\n",
      "Checkpoint:: Success Rate: 92.09% - Requests: 898 - Batches: 90 - Items Remaining: 321843\n",
      "Checkpoint:: Success Rate: 91.88% - Requests: 998 - Batches: 100 - Items Remaining: 312843\n",
      "Checkpoint:: Success Rate: 91.80% - Requests: 1098 - Batches: 110 - Items Remaining: 303811\n",
      "Checkpoint:: Success Rate: 91.49% - Requests: 1198 - Batches: 120 - Items Remaining: 295202\n",
      "Checkpoint:: Success Rate: 91.06% - Requests: 1298 - Batches: 130 - Items Remaining: 289268\n",
      "Checkpoint:: Success Rate: 90.63% - Requests: 1398 - Batches: 140 - Items Remaining: 283791\n",
      "Total:: Success Rate: 90.27% - Requests: 1449 - Batches: 146 - Items Remaining: 282377\n",
      "Checkpoint:: Success Rate: 90.13% - Requests: 1489 - Batches: 150 - Items Remaining: 278977\n",
      "Checkpoint:: Success Rate: 89.68% - Requests: 1589 - Batches: 160 - Items Remaining: 270677\n",
      "Checkpoint:: Success Rate: 89.58% - Requests: 1689 - Batches: 170 - Items Remaining: 261879\n",
      "Checkpoint:: Success Rate: 89.32% - Requests: 1789 - Batches: 180 - Items Remaining: 253385\n",
      "Checkpoint:: Success Rate: 89.09% - Requests: 1889 - Batches: 190 - Items Remaining: 245264\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checkpoint:: Success Rate: 89.14% - Requests: 1989 - Batches: 200 - Items Remaining: 238664\n",
      "Checkpoint:: Success Rate: 89.04% - Requests: 2089 - Batches: 210 - Items Remaining: 234190\n",
      "Total:: Success Rate: 89.07% - Requests: 2114 - Batches: 214 - Items Remaining: 233562\n",
      "Checkpoint:: Success Rate: 89.28% - Requests: 2174 - Batches: 220 - Items Remaining: 227762\n",
      "Checkpoint:: Success Rate: 89.40% - Requests: 2274 - Batches: 230 - Items Remaining: 218562\n",
      "Checkpoint:: Success Rate: 89.39% - Requests: 2374 - Batches: 240 - Items Remaining: 209662\n",
      "Checkpoint:: Success Rate: 89.49% - Requests: 2474 - Batches: 250 - Items Remaining: 200478\n",
      "Checkpoint:: Success Rate: 89.67% - Requests: 2574 - Batches: 260 - Items Remaining: 191343\n",
      "Checkpoint:: Success Rate: 89.72% - Requests: 2674 - Batches: 270 - Items Remaining: 182861\n",
      "Checkpoint:: Success Rate: 89.83% - Requests: 2774 - Batches: 280 - Items Remaining: 178708\n",
      "Total:: Success Rate: 89.84% - Requests: 2864 - Batches: 289 - Items Remaining: 175860\n",
      "28 results available in Pushshift\n",
      "Checkpoint:: Success Rate: 89.75% - Requests: 2868 - Batches: 290 - Items Remaining: -72\n",
      "Total:: Success Rate: 89.75% - Requests: 2868 - Batches: 290 - Items Remaining: 0\n",
      "Done 0: pmaw -- 214793 results in 2941.2419s : limit 390625 - use_cache False - memory 1302601728 - max memory 1304326144\n",
      "\n",
      "Sleeping 60s\n",
      "\n"
     ]
    }
   ],
   "source": [
    "cachebench.run(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'api': 'pmaw',\n",
       " 'time': 2941.2419437999997,\n",
       " 'limit': 390625,\n",
       " 'results': 214793,\n",
       " 'mem_use': False,\n",
       " 'memory': 1302601728,\n",
       " 'max_memory': 1304326144,\n",
       " 'iter': 0}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pop request which ended early due to Pushshift AWS migration\n",
    "stash = cachebench.info.pop(-1)\n",
    "stash"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run 0: pmaw - limit: 390625 - use cache: False\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 100 - Batches: 10 - Items Remaining: 380625\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 200 - Batches: 20 - Items Remaining: 370697\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 300 - Batches: 30 - Items Remaining: 361714\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 400 - Batches: 40 - Items Remaining: 355976\n",
      "Total:: Success Rate: 100.00% - Requests: 418 - Batches: 42 - Items Remaining: 355485\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 498 - Batches: 50 - Items Remaining: 347485\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 598 - Batches: 60 - Items Remaining: 337519\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 698 - Batches: 70 - Items Remaining: 327630\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 798 - Batches: 80 - Items Remaining: 323119\n",
      "Total:: Success Rate: 100.00% - Requests: 816 - Batches: 83 - Items Remaining: 322354\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 886 - Batches: 90 - Items Remaining: 315354\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 986 - Batches: 100 - Items Remaining: 305429\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1086 - Batches: 110 - Items Remaining: 295588\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1186 - Batches: 120 - Items Remaining: 287670\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1286 - Batches: 130 - Items Remaining: 282621\n",
      "Total:: Success Rate: 100.00% - Requests: 1294 - Batches: 131 - Items Remaining: 282390\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1384 - Batches: 140 - Items Remaining: 273390\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1484 - Batches: 150 - Items Remaining: 263390\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1584 - Batches: 160 - Items Remaining: 253390\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1684 - Batches: 170 - Items Remaining: 244042\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1784 - Batches: 180 - Items Remaining: 236982\n",
      "Total:: Success Rate: 100.00% - Requests: 1866 - Batches: 189 - Items Remaining: 233603\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1876 - Batches: 190 - Items Remaining: 232603\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 1976 - Batches: 200 - Items Remaining: 222603\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2076 - Batches: 210 - Items Remaining: 212603\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2176 - Batches: 220 - Items Remaining: 202603\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2276 - Batches: 230 - Items Remaining: 193009\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2376 - Batches: 240 - Items Remaining: 183720\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2476 - Batches: 250 - Items Remaining: 178914\n",
      "Total:: Success Rate: 100.00% - Requests: 2558 - Batches: 259 - Items Remaining: 175909\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2568 - Batches: 260 - Items Remaining: 174909\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2668 - Batches: 270 - Items Remaining: 164909\n",
      "Checkpoint:: Success Rate: 100.00% - Requests: 2768 - Batches: 280 - Items Remaining: 154909\n",
      "Checkpoint:: Success Rate: 99.97% - Requests: 2868 - Batches: 290 - Items Remaining: 145009\n",
      "Checkpoint:: Success Rate: 99.97% - Requests: 2968 - Batches: 300 - Items Remaining: 135415\n",
      "Checkpoint:: Success Rate: 99.93% - Requests: 3068 - Batches: 310 - Items Remaining: 126003\n",
      "Checkpoint:: Success Rate: 99.87% - Requests: 3168 - Batches: 320 - Items Remaining: 119735\n",
      "Checkpoint:: Success Rate: 99.82% - Requests: 3268 - Batches: 330 - Items Remaining: 115274\n",
      "Total:: Success Rate: 99.82% - Requests: 3309 - Batches: 336 - Items Remaining: 113445\n",
      "Checkpoint:: Success Rate: 99.79% - Requests: 3349 - Batches: 340 - Items Remaining: 109545\n",
      "Checkpoint:: Success Rate: 99.77% - Requests: 3449 - Batches: 350 - Items Remaining: 99645\n",
      "Checkpoint:: Success Rate: 99.75% - Requests: 3549 - Batches: 360 - Items Remaining: 89745\n",
      "Checkpoint:: Success Rate: 99.67% - Requests: 3649 - Batches: 370 - Items Remaining: 80052\n",
      "Checkpoint:: Success Rate: 99.65% - Requests: 3749 - Batches: 380 - Items Remaining: 70422\n",
      "Checkpoint:: Success Rate: 99.61% - Requests: 3849 - Batches: 390 - Items Remaining: 61101\n",
      "Checkpoint:: Success Rate: 99.57% - Requests: 3949 - Batches: 400 - Items Remaining: 55014\n",
      "Checkpoint:: Success Rate: 99.51% - Requests: 4049 - Batches: 410 - Items Remaining: 50948\n",
      "Total:: Success Rate: 99.49% - Requests: 4080 - Batches: 414 - Items Remaining: 49639\n",
      "Checkpoint:: Success Rate: 99.42% - Requests: 4140 - Batches: 420 - Items Remaining: 43939\n",
      "Checkpoint:: Success Rate: 99.41% - Requests: 4240 - Batches: 430 - Items Remaining: 34039\n",
      "Checkpoint:: Success Rate: 99.35% - Requests: 4340 - Batches: 440 - Items Remaining: 24339\n",
      "Checkpoint:: Success Rate: 99.35% - Requests: 4440 - Batches: 450 - Items Remaining: 14443\n",
      "Checkpoint:: Success Rate: 99.27% - Requests: 4540 - Batches: 460 - Items Remaining: 4873\n",
      "Total:: Success Rate: 99.26% - Requests: 4590 - Batches: 465 - Items Remaining: 0\n",
      "Done 0: pmaw -- 390625 results in 4636.8814s : limit 390625 - use_cache False - memory 1903689728 - max memory 1907027968\n"
     ]
    }
   ],
   "source": [
    "cachebench._call({'api': 'pmaw', 'limit': 390625, 'mem_use': False}, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(cachebench.info)\n",
    "# create name columns\n",
    "names = []\n",
    "for row in df.itertuples():\n",
    "    names.append(f'{row.api}-cache:{row.mem_use}::{row.iter}')     \n",
    "df['name'] = names\n",
    "names = df['name'].unique()\n",
    "\n",
    "# plot timing\n",
    "fig, axes = plt.subplots()\n",
    "\n",
    "fig.set_figheight(10)\n",
    "fig.set_figwidth(15)\n",
    "\n",
    "for name in names:\n",
    "    x = df.loc[df['name']== name, 'limit']\n",
    "    y = df.loc[df['name']== name, 'time']\n",
    "    line, = axes.plot(x, y, label=name)\n",
    "\n",
    "# create labels\n",
    "title = 'PMAW Cache Completion Time Comparison'\n",
    "ylabel = 'Completion Time (s)'\n",
    "plt.title(title, fontsize=15)\n",
    "plt.xlabel('Number of Requested Posts')\n",
    "plt.ylabel(ylabel)\n",
    "axes.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Caching took 5430.39s while no caching took 4636.88s. Caching was 17.11% slower\n"
     ]
    }
   ],
   "source": [
    "cache_t = df.loc[(df['mem_use'] == True) & (df['limit'] == 390625), 'time'].item()\n",
    "no_cache_t = df.loc[(df['mem_use'] == False) & (df['limit'] == 390625), 'time'].item()\n",
    "print(f'Caching took {cache_t:.2f}s while no caching took {no_cache_t:.2f}s. Caching was {(100*(cache_t-no_cache_t)/no_cache_t):.2f}% slower')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cachebench.plot(_type=\"memory\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Caching used 171.89MB while no caching used 1903.69MB. Caching used 90.97% less memory\n"
     ]
    }
   ],
   "source": [
    "cache_m = df.loc[(df['mem_use'] == True) & (df['limit'] == 390625), 'memory'].item()\n",
    "no_cache_m = df.loc[(df['mem_use'] == False) & (df['limit'] == 390625), 'memory'].item()\n",
    "print(f'Caching used {cache_m/10**6:.2f}MB while no caching used {no_cache_m/10**6:.2f}MB. Caching used {100*(1 - cache_m/no_cache_m):.2f}% less memory')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cachebench.plot(_type=\"max_memory\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Caching used a maxmimum of 797.13MB while no caching used a maximum of 1907.03MB. The maxmium memory use for caching was 58.20% less than without\n"
     ]
    }
   ],
   "source": [
    "cache_mm = df.loc[(df['mem_use'] == True) & (df['limit'] == 390625), 'max_memory'].item()\n",
    "no_cache_mm = df.loc[(df['mem_use'] == False) & (df['limit'] == 390625), 'max_memory'].item()\n",
    "print(f'Caching used a maxmimum of {cache_mm/10**6:.2f}MB while no caching used a maximum of {no_cache_mm/10**6:.2f}MB. The maxmium memory use for caching was {100*(1 - cache_mm/no_cache_mm):.2f}% less than without')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}