18_fine_tune_and_stream.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构造故事数据，注意，以下代码较慢且耗费较多Token，可以不运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,openai,backoff\n",
    "import pandas as pd\n",
    "\n",
    "openai.api_key = os.getenv(\"OPENAI_API_KEY\")\n",
    "dynasties= ['唐', '宋', '元', '明', '清', '汉', '魏', '晋', '南北朝']\n",
    "super_powers = ['隐形', '飞行', '读心术', '瞬间移动', '不死之身', '喷火']\n",
    "story_types = ['轻松', '努力', '艰难']\n",
    "\n",
    "@backoff.on_exception(backoff.expo, openai.error.RateLimitError)\n",
    "def gpt35(prompt, max_tokens=2048, temperature=0.5, top_p=1, frequency_penalty=0, presence_penalty=0):\n",
    "    response = openai.Completion.create(\n",
    "        engine=\"text-davinci-003\",\n",
    "        prompt=prompt,\n",
    "        max_tokens=max_tokens,\n",
    "        temperature=temperature,\n",
    "        top_p=top_p,\n",
    "        frequency_penalty=frequency_penalty,\n",
    "        presence_penalty=presence_penalty)\n",
    "    return response[\"choices\"][0][\"text\"]\n",
    "\n",
    "def prepare_stories(dynasties, super_powers, story_types, repeat=3, output_file=\"data/ultraman_stories.csv\"):\n",
    "    df = pd.DataFrame()\n",
    "    for dynasty in dynasties:\n",
    "        for super_power in super_powers:\n",
    "            for story_type in story_types:\n",
    "                   for i in range(repeat):\n",
    "                        prompt = f\"\"\"请你用中文写一段300字的故事，情节跌宕起伏，讲述一位{dynasty}朝时期的英雄人物，穿越到现代，拥有了{super_power}这样的超能力，通过{story_type}的战斗，帮助奥特曼一起打败了怪兽的故事。\"\"\"\n",
    "                        story = gpt35(prompt)\n",
    "                        row = {\"dynasty\": dynasty, \"super_power\": super_power, \"story_type\": story_type, \"story\": story}\n",
    "                        row = pd.DataFrame([row])\n",
    "                        df = pd.concat([df, row], axis=0, ignore_index=True)\n",
    "\n",
    "    df.to_csv(output_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "prepare_stories(dynasties, super_powers, story_types)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取CSV，构造微调数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,openai,backoff\n",
    "import pandas as pd\n",
    "\n",
    "openai.api_key = os.getenv(\"OPENAI_API_KEY\")\n",
    "\n",
    "df = pd.read_csv(\"data/ultraman_stories.csv\")\n",
    "df['sub_prompt'] = df['dynasty'] + \",\" + df['super_power'] + \",\" + df['story_type']\n",
    "prepared_data = df.loc[:,['sub_prompt','story']]\n",
    "prepared_data.rename(columns={'sub_prompt':'prompt', 'story':'completion'}, inplace=True)\n",
    "prepared_data.to_csv('data/prepared_data.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analyzing...\n",
      "\n",
      "- Based on your file extension, your file is formatted as a CSV file\n",
      "- Your file contains 464 prompt-completion pairs\n",
      "- Your data does not contain a common separator at the end of your prompts. Having a separator string appended to the end of the prompt makes it clearer to the fine-tuned model where the completion should begin. See https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset for more detail and examples. If you intend to do open-ended generation, then you should leave the prompts empty\n",
      "- Your data does not contain a common ending at the end of your completions. Having a common ending string appended to the end of the completion makes it clearer to the fine-tuned model where the completion should end. See https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset for more detail and examples.\n",
      "- The completion should start with a whitespace character (` `). This tends to produce better results due to the tokenization we use. See https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset for more details\n",
      "\n",
      "Based on the analysis we will perform the following actions:\n",
      "- [Necessary] Your format `CSV` will be converted to `JSONL`\n",
      "- [Recommended] Add a suffix separator ` ->` to all prompts [Y/n]: Y\n",
      "- [Recommended] Add a suffix ending `.` to all completions [Y/n]: Y\n",
      "- [Recommended] Add a whitespace character to the beginning of the completion [Y/n]: Y\n",
      "\n",
      "\n",
      "Your data will be written to a new JSONL file. Proceed [Y/n]: Y\n",
      "\n",
      "Wrote modified file to `data/prepared_data_prepared.jsonl`\n",
      "Feel free to take a look!\n",
      "\n",
      "Now use that file when fine-tuning:\n",
      "> openai api fine_tunes.create -t \"data/prepared_data_prepared.jsonl\"\n",
      "\n",
      "After you’ve fine-tuned a model, remember that your prompt has to end with the indicator string ` ->` for the model to start generating completions, rather than continuing with the prompt. Make sure to include `stop=[\".\"]` so that the generated texts ends at the expected place.\n",
      "Once your model starts training, it'll approximately take 8.82 minutes to train a `curie` model, and less for `ada` and `babbage`. Queue will approximately take half an hour per job ahead of you.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CompletedProcess(args=['openai', 'tools', 'fine_tunes.prepare_data', '--file', 'data/prepared_data.csv', '--quiet'], returncode=0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import subprocess\n",
    "\n",
    "subprocess.run('openai tools fine_tunes.prepare_data --file data/prepared_data.csv --quiet'.split())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型微调"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "subprocess.run('openai api fine_tunes.create --training_file data/prepared_data_prepared.jsonl --model curie --suffix \"ultraman\"'.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"data\": [\n",
      "    {\n",
      "      \"created_at\": 1680576711,\n",
      "      \"fine_tuned_model\": \"curie:ft-bothub-ai:ultraman-2023-04-04-03-03-26\",\n",
      "      \"hyperparams\": {\n",
      "        \"batch_size\": 1,\n",
      "        \"learning_rate_multiplier\": 0.2,\n",
      "        \"n_epochs\": 4,\n",
      "        \"prompt_loss_weight\": 0.01\n",
      "      },\n",
      "      \"id\": \"ft-3oxkr1zBVB4fJWogJDDjQbr0\",\n",
      "      \"model\": \"curie\",\n",
      "      \"object\": \"fine-tune\",\n",
      "      \"organization_id\": \"org-yQaCtAdY0voCWSs0QNqSLfda\",\n",
      "      \"result_files\": [\n",
      "        {\n",
      "          \"bytes\": 107785,\n",
      "          \"created_at\": 1680577408,\n",
      "          \"filename\": \"compiled_results.csv\",\n",
      "          \"id\": \"file-LuSjYlkMa6fHHRB23bnr3L1z\",\n",
      "          \"object\": \"file\",\n",
      "          \"purpose\": \"fine-tune-results\",\n",
      "          \"status\": \"processed\",\n",
      "          \"status_details\": null\n",
      "        }\n",
      "      ],\n",
      "      \"status\": \"succeeded\",\n",
      "      \"training_files\": [\n",
      "        {\n",
      "          \"bytes\": 446199,\n",
      "          \"created_at\": 1680576711,\n",
      "          \"filename\": \"data/prepared_data_prepared.jsonl\",\n",
      "          \"id\": \"file-yn0BfnPmgvf7n0sfQzQRbbeE\",\n",
      "          \"object\": \"file\",\n",
      "          \"purpose\": \"fine-tune\",\n",
      "          \"status\": \"processed\",\n",
      "          \"status_details\": null\n",
      "        }\n",
      "      ],\n",
      "      \"updated_at\": 1680577408,\n",
      "      \"validation_files\": []\n",
      "    }\n",
      "  ],\n",
      "  \"object\": \"list\"\n",
      "}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CompletedProcess(args=['openai', 'api', 'fine_tunes.list'], returncode=0)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subprocess.run('openai api fine_tunes.list'.split())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实验微调效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "宋朝时期，有一位英雄人物，名叫孔宣，他拥有超凡的智慧和勇气，曾经帮助宋朝抵御外敌的侵略，受到了国人的尊敬和赞誉。\n",
      "\n",
      "一次，孔宣在抵御外敌侵略的过程中，不幸被一枚神秘的弩箭击中，瞬间就穿越到了现代，他发现自己拥有了发射激光的超能力，可以抵抗任何攻击。\n",
      "\n",
      "孔宣把自己的超能力当做武器，参加了一场反恐战斗，他使用自己的激光击败了怪兽，为着反抗怪兽而战斗，他受到了全国人民的尊敬和赞誉。\n",
      "\n",
      "孔宣最终回到了宋朝，他以自己的英勇事迹，激励着人们勇敢地面对抗敌的挑战，保护了宋朝的安定。\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import openai\n",
    "\n",
    "openai.api_key = os.getenv(\"OPENAI_API_KEY\")\n",
    "\n",
    "def write_a_story(prompt):\n",
    "    response = openai.Completion.create(\n",
    "        model=\"curie:ft-bothub-ai:ultraman-2023-04-04-03-03-26\",\n",
    "        prompt=prompt,\n",
    "        temperature=0.7,\n",
    "        max_tokens=2000,\n",
    "        top_p=1,\n",
    "        stop=[\".\"])\n",
    "    return response[\"choices\"][0][\"text\"]\n",
    "\n",
    "story = write_a_story(\"宋,发射激光,艰难 ->\\n\")\n",
    "print(story)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "曾经有一位叫苏轼的英雄人物，他曾经英勇地抵抗过许多强大的敌人，拯救了许多被危险封印的百姓。他曾经在一次战争中发挥过自己的作用，赢得了许多胜利，被尊为英雄。\n",
      "\n",
      "然而，苏轼却在一次激烈的战斗中牺牲了，他的灵魂被封印在一个古老的石头里，隔着一层玻璃，一直沉睡了几百年。\n",
      "\n",
      "苏轼的灵魂在穿越时空，来到了现代，他发现自己拥有了一种超能力，这就是龙卷风，他可以使自己的身体具有超强的力量，甚至可以抵抗恶魔的攻击。\n",
      "\n",
      "苏轼在现代的世界里，发现了一种可怕的怪兽，它们正在摧毁着人类的家园，苏轼决定要拯救这个世界，于是他和奥特曼一起出发，开始了一场史诗般的战斗。\n",
      "\n",
      "在苏轼和奥特曼的帮助下，苏轼利用自己的超能力，一次次击退怪兽的攻击，最终他们成功地打败了怪兽，拯救了人类。\n",
      "\n",
      "苏轼的事迹在这里传唱了很久，他成为了一位永恒的英雄，他的故事也被传唱了下来，让人们永远不会忘记他的英勇事迹。\n"
     ]
    }
   ],
   "source": [
    "\n",
    "story = write_a_story(\"秦,龙卷风,辛苦 ->\\n\")\n",
    "print(story)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step,elapsed_tokens,elapsed_examples,training_loss,training_sequence_accuracy,training_token_accuracy\n",
      "1,625,1,0.8805545861742778,0.0,0.75\n",
      "2,1258,2,0.8059815050491868,0.0,0.7766830870279147\n",
      "3,1859,3,0.7964038042175758,0.0,0.7862068965517242\n",
      "4,2548,4,0.805052303553852,0.0,0.7774436090225564\n",
      "5,3197,5,0.7503930440556053,0.0,0.7808\n",
      "6,3846,6,0.7992317049403261,0.0,0.7770700636942676\n",
      "7,4775,7,0.6649006477473822,0.0,0.7927232635060639\n",
      "8,5432,8,0.6493354803676822,0.0,0.8049921996879875\n",
      "9,6265,9,0.6568901059838095,0.0,0.802937576499388\n",
      "10,7122,10,0.6578856167468091,0.0,0.8100358422939068\n",
      "11,7827,11,0.5687322367928961,0.0,0.8279411764705882\n",
      "12,8404,12,0.6334827334911788,0.0,0.8172043010752689\n",
      "13,9061,13,0.5771709139683721,0.0,0.825\n",
      "14,9822,14,0.6079089517825593,0.0,0.8100407055630936\n",
      "15,10399,15,0.6481047367374327,0.0,0.8154121863799283\n",
      "16,11208,16,0.5528688982071029,0.0,0.8352490421455939\n",
      "17,11913,17,0.6525803676480848,0.0,0.8093841642228738\n",
      "18,12546,18,0.5230526420679229,0.0,0.8363047001620746\n",
      "19,13163,19,0.6065665546680247,0.0,0.8236272878535774\n",
      "20,13796,20,0.5983224045073889,0.0,0.8199672667757774\n",
      "21,14549,21,0.6440337136896056,0.0,0.8267394270122783\n",
      "22,15190,22,0.6029605409912032,0.0,0.8110749185667753\n",
      "23,15759,23,0.5089513997451476,0.0,0.838475499092559\n",
      "24,16440,24,0.557213810807506,0.0,0.8265460030165912\n",
      "25,17177,25,0.5761576426500271,0.0,0.8223776223776224\n",
      "26,18058,26,0.6319492402825674,0.0,0.8194444444444444\n",
      "27,18627,27,0.5339602142989733,0.0,0.8302583025830258\n",
      "28,19260,28,0.5068028887509793,0.0,0.8441558441558441\n",
      "29,19941,29,0.5120023680450213,0.0,0.8371040723981901\n",
      "30,20542,30,0.49712903121597857,0.0,0.8536585365853658\n",
      "31,21191,31,0.5408047916041614,0.0,0.8286163522012578\n",
      "32,21912,32,0.5571831863907639,0.0,0.8373751783166904\n",
      "33,22585,33,0.5920974957356818,0.0,0.8305343511450382\n",
      "34,23218,34,0.5651717783039949,0.0,0.8276422764227642\n",
      "35,23899,35,0.43026411537190445,0.0,0.8677811550151976\n",
      "36,24764,36,0.46289276398136286,0.0,0.8799048751486326\n",
      "37,25541,37,0.5277238431761341,0.0,0.836436170212766\n",
      "38,26150,38,0.5456777708336096,0.0,0.8364565587734242\n",
      "39,26663,39,0.49336739714739364,0.0,0.8467741935483871\n",
      "40,27312,40,0.4759185722766572,0.0,0.8625592417061612\n",
      "41,27921,41,0.5169730543722575,0.0,0.8282312925170068\n",
      "42,28570,42,0.46049033026960373,0.0,0.8507223113964687\n",
      "43,29227,43,0.5647464047346241,0.0,0.8322884012539185\n",
      "44,29860,44,0.4758673095824532,0.0,0.8604269293924466\n",
      "45,30493,45,0.5772401128976906,0.0,0.8208469055374593\n",
      "46,31118,46,0.5401532836405374,0.0,0.8423645320197044\n",
      "47,31735,47,0.6036724544626296,0.0,0.8113522537562604\n",
      "48,32296,48,0.5055900287028315,0.0,0.833641404805915\n",
      "49,33161,49,0.5549308104970883,0.0,0.8199052132701422\n",
      "50,33802,50,0.6051036997873342,0.0,0.817741935483871\n",
      "51,34491,51,0.5245392831933546,0.0,0.8470764617691154\n",
      "52,35348,52,0.520009372540482,0.0,0.8523409363745498\n",
      "53,36005,53,0.5094465188538441,0.0,0.8367346938775511\n",
      "54,36662,54,0.5980028648751365,0.0,0.8128930817610063\n",
      "55,37335,55,0.5167995337199686,0.0,0.8483920367534457\n",
      "56,37936,56,0.4514269119971326,0.0,0.8698630136986302\n",
      "57,38553,57,0.4736149088582063,0.0,0.8506711409395973\n",
      "58,39138,58,0.5697562463328095,0.0,0.818342151675485\n",
      "59,39723,59,0.4291136693156707,0.0,0.8619469026548673\n",
      "60,40332,60,0.532292432301596,0.0,0.8304794520547946\n",
      "61,40869,61,0.6268196440167477,0.0,0.8190661478599222\n",
      "62,41566,62,0.46784898453017176,0.0,0.8485294117647059\n",
      "63,42087,63,0.5239505584423079,0.0,0.8403193612774451\n",
      "64,42744,64,0.48547764514851843,0.0,0.849445324881141\n",
      "65,43457,65,0.44757957001273646,0.0,0.869753979739508\n",
      "66,43930,66,0.4767069072347693,0.0,0.8425720620842572\n",
      "67,44539,67,0.5206284475249259,0.0,0.8431703204047217\n",
      "68,45412,68,0.5882071147023137,0.0,0.8311840562719812\n",
      "69,46037,69,0.4735612744055635,0.0,0.8481848184818482\n",
      "70,46606,70,0.5681939308881736,0.0,0.8397085610200364\n",
      "71,47271,71,0.4910185063312757,0.0,0.8640625\n",
      "72,47872,72,0.5838151013427855,0.0,0.8364888123924269\n",
      "73,48513,73,0.5140477943276901,0.0,0.8477564102564102\n",
      "74,49194,74,0.4928113644564642,0.0,0.8580060422960725\n",
      "75,49739,75,0.502791570737129,0.0,0.8387096774193549\n",
      "76,50356,76,0.4788996852003415,0.0,0.8592964824120602\n",
      "77,50973,77,0.5694548070846558,0.0,0.84\n",
      "78,51670,78,0.40137554389435803,0.0,0.8759231905465288\n",
      "79,52407,79,0.5063072174188828,0.0,0.8433566433566434\n",
      "80,53064,80,0.4750672825962372,0.0,0.8609794628751974\n",
      "81,54025,81,0.5348373545667984,0.0,0.8408119658119658\n",
      "82,54762,82,0.4979878187659436,0.0,0.850974930362117\n",
      "83,55419,83,0.5034656451609311,0.0,0.8474842767295597\n",
      "84,56148,84,0.4242170577889872,0.0,0.8654390934844193\n",
      "85,56845,85,0.5741802781903517,0.0,0.820627802690583\n",
      "86,57454,86,0.41673923629670595,0.0,0.8595600676818951\n",
      "87,57991,87,0.44676343630864046,0.0,0.8620689655172413\n",
      "88,58744,88,0.6470617470195774,0.0,0.7983651226158038\n",
      "89,59425,89,0.5249347707490614,0.0,0.8526315789473684\n",
      "90,60106,90,0.5007696781242368,0.0,0.8433734939759037\n",
      "91,60931,91,0.5172854446087292,0.0,0.8407960199004975\n",
      "92,61644,92,0.45905334450921637,0.0,0.8739130434782608\n",
      "93,62389,93,0.5077485164193104,0.0,0.8421052631578947\n",
      "94,63006,94,0.5312938616413739,0.0,0.838655462184874\n",
      "95,63511,95,0.4873541063031605,0.0,0.8436213991769548\n",
      "96,64168,96,0.5328783709561462,0.0,0.8234375\n",
      "97,64769,97,0.4995154405460386,0.0,0.8505154639175257\n",
      "98,65442,98,0.4323957510772873,0.0,0.8757668711656442\n",
      "99,65963,99,0.4944366620662214,0.0,0.8508946322067594\n",
      "100,66612,100,0.5196663867628843,0.0,0.8587301587301587\n",
      "101,67253,101,0.446465331537267,0.0,0.875605815831987\n",
      "102,67942,102,0.4612905694856359,0.0,0.8603268945022289\n",
      "103,68455,103,0.4713148065427758,0.0,0.8414634146341463\n",
      "104,69064,104,0.5289591615138575,0.0,0.841025641025641\n",
      "105,69761,105,0.5192143844016512,0.0,0.8392857142857143\n",
      "106,70346,106,0.3833470852198859,0.0,0.8938053097345132\n",
      "107,70955,107,0.4694843426140795,0.0,0.8629441624365483\n",
      "108,71636,108,0.5213642583358438,0.0,0.8489425981873112\n",
      "109,72845,109,0.632373376389054,0.0,0.8171861836562764\n",
      "110,73518,110,0.5312227606175067,0.0,0.8496932515337423\n",
      "111,74287,111,0.5476878090407227,0.0,0.8415446071904128\n",
      "112,74952,112,0.45376291032029736,0.0,0.8558139534883721\n",
      "113,75713,113,0.44149680692813276,0.0,0.865047233468286\n",
      "114,76490,114,0.4443903648078292,0.0,0.8607427055702918\n",
      "115,77163,115,0.5428021799603339,0.0,0.8238897396630934\n",
      "116,77756,116,0.45619301711898846,0.0,0.8554006968641115\n",
      "117,78421,117,0.5234963723232248,0.0,0.833592534992224\n",
      "118,78934,118,0.3920303260770679,0.0,0.8729838709677419\n",
      "119,79695,119,0.5083421945464094,0.0,0.8529014844804319\n",
      "120,80288,120,0.4484241901868389,0.0,0.8578947368421053\n",
      "121,80889,121,0.4634436326182345,0.0,0.846551724137931\n",
      "122,81698,122,0.46029470142409157,0.0,0.8407643312101911\n",
      "123,82243,123,0.3462697883090557,0.0,0.8848368522072937\n",
      "124,82796,124,0.43451331871709775,0.0,0.8587570621468926\n",
      "125,83333,125,0.3835626938915489,0.0,0.8723404255319149\n",
      "126,83886,126,0.40995402822901994,0.0,0.8757062146892656\n",
      "127,84503,127,0.48162671101848414,0.0,0.8533333333333334\n",
      "128,85144,128,0.5506146178023487,0.0,0.8438003220611916\n",
      "129,85849,129,0.5215837297013625,0.0,0.8525547445255475\n",
      "130,86578,130,0.567146847249851,0.0,0.8433566433566434\n",
      "131,87179,131,0.4642197532094644,0.0,0.8517241379310345\n",
      "132,87892,132,0.5620918626288847,0.0,0.8376811594202899\n",
      "133,88525,133,0.5038583755785915,0.0,0.8442622950819673\n",
      "134,89254,134,0.5155576490769919,0.0,0.8553370786516854\n",
      "135,89887,135,0.5211463182900984,0.0,0.8485342019543974\n",
      "136,90472,136,0.4542914712027695,0.0,0.8503521126760564\n",
      "137,91201,137,0.4896903579618349,0.0,0.8553370786516854\n",
      "138,91858,138,0.39994064194793655,0.0,0.8767550702028081\n",
      "139,92563,139,0.5050727050292408,0.0,0.8442503639010189\n",
      "140,93220,140,0.56758047934249,0.0,0.8333333333333334\n",
      "141,93869,141,0.5552809811003029,0.0,0.8285256410256411\n",
      "142,94486,142,0.3969869628344377,0.0,0.8689075630252101\n",
      "143,95007,143,0.4422425568068753,0.0,0.862\n",
      "144,95680,144,0.4480489480398564,0.0,0.8514548238897397\n",
      "145,96409,145,0.5212232574472245,0.0,0.844851904090268\n",
      "146,97018,146,0.4664998697556479,0.0,0.8603066439522998\n",
      "147,97755,147,0.4397145496299658,0.0,0.8637640449438202\n",
      "148,98324,148,0.400862371883883,0.0,0.8709090909090909\n",
      "149,98837,149,0.3826754701837344,0.0,0.8877551020408163\n",
      "150,99510,150,0.5781358971946634,0.0,0.8401826484018264\n",
      "151,100287,151,0.4619674126779307,0.0,0.8592105263157894\n",
      "152,100920,152,0.4826452004293229,0.0,0.8585365853658536\n",
      "153,101577,153,0.47374812628315843,0.0,0.8548895899053628\n",
      "154,102146,154,0.42511292223865765,0.0,0.867513611615245\n",
      "155,102827,155,0.6254144313872533,0.0,0.8030075187969925\n",
      "156,103452,156,0.5103314595993741,0.0,0.8377483443708609\n",
      "157,104061,157,0.44977163316715646,0.0,0.8715753424657534\n",
      "158,104750,158,0.5597578435732217,0.0,0.8462686567164179\n",
      "159,105359,159,0.45652268194243795,0.0,0.8505942275042445\n",
      "160,105984,160,0.4592747113468104,0.0,0.8522167487684729\n",
      "161,106585,161,0.5122626576576897,0.0,0.8324697754749568\n",
      "162,107090,162,0.5001318105210476,0.0,0.8636363636363636\n",
      "163,107675,163,0.43194338624380546,0.0,0.8644366197183099\n",
      "164,108356,164,0.5497626565588887,0.0,0.8293051359516617\n",
      "165,109117,165,0.43267240450576644,0.0,0.8721088435374149\n",
      "166,109694,166,0.41718780983063286,0.0,0.8765652951699463\n",
      "167,110231,167,0.5466611719471883,0.0,0.8297872340425532\n",
      "168,110816,168,0.5559942870735003,0.0,0.8294849023090586\n",
      "169,111521,169,0.4987347596198619,0.0,0.8464912280701754\n",
      "170,112186,170,0.5053035493738529,0.0,0.8524844720496895\n",
      "171,112827,171,0.4014659930252149,0.0,0.8693548387096774\n",
      "172,113484,172,0.43462294540750557,0.0,0.8704581358609794\n",
      "173,114077,173,0.44979227593062626,0.0,0.8672413793103448\n",
      "174,114774,174,0.48938808099575126,0.0,0.8507462686567164\n",
      "175,115351,175,0.3970332115151869,0.0,0.8714285714285714\n",
      "176,116040,176,0.4146318803096607,0.0,0.8673621460506706\n",
      "177,116745,177,0.4250143565529788,0.0,0.8604651162790697\n",
      "178,117458,178,0.4340653058955301,0.0,0.8585858585858586\n",
      "179,118155,179,0.4526193636950637,0.0,0.8562962962962963\n",
      "180,118868,180,0.4661080992063008,0.0,0.858600583090379\n",
      "181,119509,181,0.49315429154618845,0.0,0.844551282051282\n",
      "182,120222,182,0.5837802168319159,0.0,0.8176555716353111\n",
      "183,120679,183,0.4213397392958226,0.0,0.8600917431192661\n",
      "184,121400,184,0.5587143722379624,0.0,0.8385714285714285\n",
      "185,122113,185,0.47113300739591624,0.0,0.8567293777134588\n",
      "186,122650,186,0.43887675037007917,0.0,0.8455598455598455\n",
      "187,123371,187,0.44372995711491003,0.0,0.8630527817403709\n",
      "188,123860,188,0.4367988397284806,0.0,0.8626609442060086\n",
      "189,124653,189,0.5899638130754038,0.0,0.8251928020565553\n",
      "190,125150,190,0.5467057455135614,0.0,0.8360995850622407\n",
      "191,125767,191,0.46447106183558323,0.0,0.8666666666666667\n",
      "192,126352,192,0.3630313025479818,0.0,0.891459074733096\n",
      "193,126937,193,0.6200092006780359,0.0,0.8186619718309859\n",
      "194,127794,194,0.5127991783892375,0.0,0.834128878281623\n",
      "195,128459,195,0.44482566952077474,0.0,0.8608964451313755\n",
      "196,128932,196,0.4267824964388824,0.0,0.8577680525164114\n",
      "197,129749,197,0.43310310543184166,0.0,0.8659147869674185\n",
      "198,130222,198,0.5354417709761702,0.0,0.8223684210526315\n",
      "199,131015,199,0.4773924753871932,0.0,0.8643410852713178\n",
      "200,131792,200,0.4595115256426178,0.0,0.852437417654809\n",
      "201,132353,201,0.4793088692151391,0.0,0.858195211786372\n",
      "202,132898,202,0.5245834062597907,0.0,0.8431001890359168\n",
      "203,133875,203,0.48203654278558583,0.0,0.8459937565036421\n",
      "204,134716,204,0.460063628578467,0.0,0.8573185731857319\n",
      "205,135253,205,0.3506170227699923,0.0,0.8801571709233792\n",
      "206,135830,206,0.5613386999396454,0.0,0.8465703971119134\n",
      "207,136543,207,0.4683401785932113,0.0,0.8594202898550725\n",
      "208,137184,208,0.5012515386937535,0.0,0.8508914100486223\n",
      "209,137817,209,0.5084326726271797,0.0,0.8406504065040651\n",
      "210,138642,210,0.4654668423821703,0.0,0.8587360594795539\n",
      "211,139219,211,0.4253217223413557,0.0,0.8663101604278075\n",
      "212,139892,212,0.3989155624235887,0.0,0.8683001531393568\n",
      "213,141101,213,0.5121321434476069,0.0,0.8380872483221476\n",
      "214,141846,214,0.5071980181349841,0.0,0.8340248962655602\n",
      "215,142399,215,0.4809541243954332,0.0,0.8470149253731343\n",
      "216,142984,216,0.37186635640018606,0.0,0.8827708703374778\n",
      "217,143649,217,0.44879032120138357,0.0,0.8644859813084113\n",
      "218,144266,218,0.4904326751345744,0.0,0.8435940099833611\n",
      "219,144907,219,0.5271153594606964,0.0,0.8520325203252033\n",
      "220,145684,220,0.5251163636267467,0.0,0.8256274768824307\n",
      "221,146269,221,0.4813184514936003,0.0,0.8460176991150442\n",
      "222,146926,222,0.4059234357664576,0.0,0.867601246105919\n",
      "223,147567,223,0.48742550045730815,0.0,0.8462783171521036\n",
      "224,148168,224,0.5909317087176177,0.0,0.8096054888507719\n",
      "225,148801,225,0.4667760291138502,0.0,0.8538961038961039\n",
      "226,149466,226,0.48739780050457654,0.0,0.8441358024691358\n",
      "227,150107,227,0.5127434867343991,0.0,0.8569131832797428\n",
      "228,150620,228,0.5124406386603729,0.0,0.8340080971659919\n",
      "229,151109,229,0.40621096817912555,0.0,0.8763326226012793\n",
      "230,151654,230,0.44647672117912973,0.0,0.8617424242424242\n",
      "231,152247,231,0.44427092010830194,0.0,0.8649122807017544\n",
      "232,152808,232,0.5130935622837378,0.0,0.8462962962962963\n",
      "233,153457,233,0.39622184284415646,0.0,0.8690095846645367\n",
      "234,154106,234,0.45418697816092196,0.0,0.8514376996805112\n",
      "235,154731,235,0.48774640787859824,0.0,0.8470394736842105\n",
      "236,155436,236,0.49120775653069776,0.0,0.8507246376811595\n",
      "237,155973,237,0.44456567617099974,0.0,0.8576923076923076\n",
      "238,156654,238,0.43956672506849154,0.0,0.8648648648648649\n",
      "239,157255,239,0.42515037512556114,0.0,0.8578856152512998\n",
      "240,157888,240,0.5215699860590504,0.0,0.8482871125611745\n",
      "241,158425,241,0.3814969868763845,0.0,0.8730769230769231\n",
      "242,159010,242,0.4579509553259398,0.0,0.8482142857142857\n",
      "243,159691,243,0.4963051773657255,0.0,0.8498498498498499\n",
      "244,160220,244,0.3944697972299303,0.0,0.863013698630137\n",
      "245,160773,245,0.4009519931134655,0.0,0.8714555765595463\n",
      "246,161454,246,0.5628589543021015,0.0,0.8409090909090909\n",
      "247,162127,247,0.5339262596252269,0.0,0.8399390243902439\n",
      "248,162792,248,0.45744229609620307,0.0,0.8606811145510835\n",
      "249,163417,249,0.5506967698293241,0.0,0.8311258278145696\n",
      "250,164226,250,0.5775792691382241,0.0,0.8255372945638433\n",
      "251,164875,251,0.4222690646597388,0.0,0.864\n",
      "252,165492,252,0.445865951247615,0.0,0.8672268907563025\n",
      "253,166181,253,0.4445410005675702,0.0,0.8605697151424287\n",
      "254,166846,254,0.46483648453272064,0.0,0.8664596273291926\n",
      "255,167591,255,0.5122114819433861,0.0,0.8486111111111111\n",
      "256,168440,256,0.4370192256329254,0.0,0.8668280871670703\n",
      "257,169177,257,0.4322534871386898,0.0,0.8603351955307262\n",
      "258,169738,258,0.4962060499702951,0.0,0.8385899814471243\n",
      "259,170427,259,0.41554886335081875,0.0,0.8628912071535022\n",
      "260,171308,260,0.5872259713250271,0.0,0.8253783469150174\n",
      "261,171941,261,0.40801004277722724,0.0,0.868421052631579\n",
      "262,172574,262,0.4562308627226703,0.0,0.8548123980424144\n",
      "263,173479,263,0.412967875963279,0.0,0.8731596828992072\n",
      "264,174056,264,0.47785766207472036,0.0,0.8502673796791443\n",
      "265,174753,265,0.5130247901245535,0.0,0.834319526627219\n",
      "266,175458,266,0.48190319298576045,0.0,0.8525547445255475\n",
      "267,176091,267,0.43767084864749356,0.0,0.8587662337662337\n",
      "268,176764,268,0.467937580123364,0.0,0.8534351145038168\n",
      "269,177405,269,0.4347959358186021,0.0,0.8516129032258064\n",
      "270,177990,270,0.46422312933127835,0.0,0.8543516873889876\n",
      "271,178671,271,0.4778817734877785,0.0,0.8536953242835595\n",
      "272,179224,272,0.5772976211580767,0.0,0.8305400372439479\n",
      "273,180097,273,0.5326654148418696,0.0,0.830607476635514\n",
      "274,180690,274,0.4612617318255291,0.0,0.8496503496503497\n",
      "275,181499,275,0.5763715364578813,0.0,0.8265822784810126\n",
      "276,182044,276,0.5029655874516846,0.0,0.8403041825095057\n",
      "277,182733,277,0.3997933540216665,0.0,0.8665667166416792\n",
      "278,183422,278,0.4394422339214537,0.0,0.8608169440242057\n",
      "279,183967,279,0.4563538133109274,0.0,0.8393194706994329\n",
      "280,184656,280,0.4540034032793815,0.0,0.8545727136431784\n",
      "281,185337,281,0.5232947489624484,0.0,0.8517397881996974\n",
      "282,186018,282,0.3912882960055829,0.0,0.8748114630467572\n",
      "283,186715,283,0.44708004148776515,0.0,0.8630952380952381\n",
      "284,187364,284,0.4564286986387905,0.0,0.8680445151033387\n",
      "285,188125,285,0.4429240667525788,0.0,0.8515519568151148\n",
      "286,188710,286,0.48723196536418767,0.0,0.8377425044091711\n",
      "287,189351,287,0.38610443403319344,0.0,0.8758064516129033\n",
      "288,189968,288,0.36749345518546134,0.0,0.8789915966386554\n",
      "289,190537,289,0.47619561226285384,0.0,0.8493647912885662\n",
      "290,191074,290,0.41061287251495115,0.0,0.8783783783783784\n",
      "291,191835,291,0.513534625394717,0.0,0.844804318488529\n",
      "292,192436,292,0.4094740789253885,0.0,0.8561643835616438\n",
      "293,193117,293,0.4809495024391481,0.0,0.8528072837632777\n",
      "294,193526,294,0.3547086504590956,0.0,0.8663239074550129\n",
      "295,194287,295,0.4039737760411012,0.0,0.8721399730820996\n",
      "296,194920,296,0.5048021866898151,0.0,0.8495145631067961\n",
      "297,195473,297,0.4613170634184766,0.0,0.8531073446327684\n",
      "298,196154,298,0.45737361986041025,0.0,0.8621212121212121\n",
      "299,196867,299,0.46372340875722956,0.0,0.8482658959537572\n",
      "300,197628,300,0.442339970222127,0.0,0.864314789687924\n",
      "301,198381,301,0.43926946560451324,0.0,0.8709239130434783\n",
      "302,199118,302,0.441170054315663,0.0,0.8793342579750347\n",
      "303,199751,303,0.46340573006909125,0.0,0.86084142394822\n",
      "304,200456,304,0.479182435645941,0.0,0.8569343065693431\n",
      "305,201025,305,0.35924238173219963,0.0,0.8848263254113345\n",
      "306,201506,306,0.4723211374383212,0.0,0.8636363636363636\n",
      "307,202171,307,0.48473857366686995,0.0,0.8628659476117103\n",
      "308,202732,308,0.4489553358234116,0.0,0.8603351955307262\n",
      "309,203349,309,0.4252738170642128,0.0,0.8741610738255033\n",
      "310,204150,310,0.4836422842798725,0.0,0.8526048284625158\n",
      "311,204759,311,0.41778534310092785,0.0,0.8718381112984823\n",
      "312,205472,312,0.43131957533256754,0.0,0.8618705035971223\n",
      "313,206281,313,0.4044838602268198,0.0,0.8690176322418136\n",
      "314,206882,314,0.5070557961692889,0.0,0.8391003460207612\n",
      "315,207459,315,0.3592443162373643,0.0,0.8799283154121864\n",
      "316,208244,316,0.4841021267168399,0.0,0.8486842105263158\n",
      "317,208861,317,0.40108365502520604,0.0,0.8779264214046822\n",
      "318,209614,318,0.400948976776083,0.0,0.8789546079779917\n",
      "319,210247,319,0.41296433217795536,0.0,0.8702791461412152\n",
      "320,211032,320,0.5110231789207041,0.0,0.8505897771952818\n",
      "321,211761,321,0.5180429528589067,0.0,0.8323943661971831\n",
      "322,212514,322,0.4716596399184352,0.0,0.853625170998632\n",
      "323,213187,323,0.39180097651367485,0.0,0.8748091603053435\n",
      "324,213764,324,0.4527833980864844,0.0,0.8602150537634409\n",
      "325,214493,325,0.3731078428888565,0.0,0.875177304964539\n",
      "326,215214,326,0.48241704543707237,0.0,0.8631123919308358\n",
      "327,216159,327,0.5154758394126373,0.0,0.8356756756756757\n",
      "328,216832,328,0.5844846077866503,0.0,0.8266871165644172\n",
      "329,217513,329,0.4388605071515016,0.0,0.8567119155354449\n",
      "330,218338,330,0.5010561257410863,0.0,0.8389513108614233\n",
      "331,219067,331,0.48907157086425634,0.0,0.8509142053445851\n",
      "332,219668,332,0.5266022461193393,0.0,0.8396551724137931\n",
      "333,220245,333,0.49093990687690275,0.0,0.8538324420677362\n",
      "334,220950,334,0.4272140728181016,0.0,0.8632352941176471\n",
      "335,221599,335,0.4842832371472125,0.0,0.8455414012738853\n",
      "336,222216,336,0.43781862152900203,0.0,0.8678929765886287\n",
      "337,222865,337,0.6277540348209252,0.0,0.810126582278481\n",
      "338,223442,338,0.43456420073500956,0.0,0.8633093525179856\n",
      "339,224171,339,0.5063057657285089,0.0,0.849083215796897\n",
      "340,224756,340,0.3875226651520585,0.0,0.8707964601769912\n",
      "341,225405,341,0.4575615227244417,0.0,0.8571428571428571\n",
      "342,226014,342,0.38710116664014665,0.0,0.8718381112984823\n",
      "343,226639,343,0.48053023492804575,0.0,0.8377049180327869\n",
      "344,227144,344,0.5101269315779968,0.0,0.8353909465020576\n",
      "345,227937,345,0.573055740981823,0.0,0.8092783505154639\n",
      "346,228610,346,0.43177985458938845,0.0,0.8440366972477065\n",
      "347,229243,347,0.40026456616546985,0.0,0.863036303630363\n",
      "348,229836,348,0.4121690191703205,0.0,0.8670120898100173\n",
      "349,230541,349,0.3787624694767963,0.0,0.87701317715959\n",
      "350,231110,350,0.3770270193179458,0.0,0.8941605839416058\n",
      "351,231767,351,0.37536306384499624,0.0,0.8759811616954474\n",
      "352,232384,352,0.4146169751170914,0.0,0.8752079866888519\n",
      "353,233153,353,0.4346677181815675,0.0,0.8491321762349799\n",
      "354,233866,354,0.4739963984837542,0.0,0.8598265895953757\n",
      "355,234651,355,0.45580507037171114,0.0,0.8634590377113134\n",
      "356,235324,356,0.4409484453292776,0.0,0.8661538461538462\n",
      "357,235869,357,0.45047628230208847,0.0,0.8742857142857143\n",
      "358,236542,358,0.3600500194339429,0.0,0.886676875957121\n",
      "359,237303,359,0.44307748515691214,0.0,0.8697986577181208\n",
      "360,237896,360,0.5418402502834527,0.0,0.8362369337979094\n",
      "361,238609,361,0.45189827043749903,0.0,0.8638968481375359\n",
      "362,239378,362,0.4589798435076622,0.0,0.8543046357615894\n",
      "363,240107,363,0.38772539694301067,0.0,0.8735955056179775\n",
      "364,240740,364,0.41934044095910555,0.0,0.8705501618122977\n",
      "365,241493,365,0.4216874102007022,0.0,0.8753424657534247\n",
      "366,242014,366,0.3780504813846039,0.0,0.875\n",
      "367,242759,367,0.44483488123770276,0.0,0.856551724137931\n",
      "368,243376,368,0.4222093179422913,0.0,0.8689883913764511\n",
      "369,244041,369,0.37993580905892743,0.0,0.8875192604006163\n",
      "370,244746,370,0.4754292969437082,0.0,0.8450292397660819\n",
      "371,245355,371,0.4022448293699684,0.0,0.8786324786324786\n",
      "372,246132,372,0.5459266800795335,0.0,0.8353096179183136\n",
      "373,246877,373,0.4752457753587636,0.0,0.8662068965517241\n",
      "374,247470,374,0.5473006687437676,0.0,0.831304347826087\n",
      "375,248095,375,0.4470909559903896,0.0,0.864321608040201\n",
      "376,248832,376,0.3948163609524687,0.0,0.8760445682451253\n",
      "377,249417,377,0.4236829671091365,0.0,0.8692579505300353\n",
      "378,250170,378,0.44534755018230066,0.0,0.8699861687413555\n",
      "379,250827,379,0.41158517994339355,0.0,0.8808777429467085\n",
      "380,251652,380,0.46326239290076343,0.0,0.8605230386052304\n",
      "381,252205,381,0.4345352118437343,0.0,0.8724202626641651\n",
      "382,252814,382,0.4714266719853211,0.0,0.8522920203735145\n",
      "383,253415,383,0.4656392996737731,0.0,0.8605851979345955\n",
      "384,253960,384,0.48458589993939377,0.0,0.8460076045627376\n",
      "385,254697,385,0.5979509158804962,0.0,0.8284923928077456\n",
      "386,255298,386,0.5034506470611835,0.0,0.855917667238422\n",
      "387,255923,387,0.45908173755200926,0.0,0.8464106844741235\n",
      "388,256644,388,0.5454484113596144,0.0,0.8285714285714286\n",
      "389,257253,389,0.5233659027850057,0.0,0.8370118845500849\n",
      "390,257798,390,0.4430193125730913,0.0,0.8702290076335878\n",
      "391,258487,391,0.44553795659650697,0.0,0.8695652173913043\n",
      "392,259016,392,0.33936850899774795,0.0,0.8807157057654076\n",
      "393,259609,393,0.3801177870675263,0.0,0.8765432098765432\n",
      "394,260130,394,0.43681610178964364,0.0,0.8693069306930693\n",
      "395,260875,395,0.43115068499145504,0.0,0.8677685950413223\n",
      "396,261740,396,0.4496296959941938,0.0,0.856301531213192\n",
      "397,262365,397,0.37759174843482773,0.0,0.8782894736842105\n",
      "398,263174,398,0.45430561942751696,0.0,0.8477157360406091\n",
      "399,263783,399,0.37763218899770756,0.0,0.8865979381443299\n",
      "400,264424,400,0.430400114759756,0.0,0.8719611021069692\n",
      "401,265073,401,0.3885008219417652,0.0,0.8628389154704944\n",
      "402,265786,402,0.473471683312325,0.0,0.8467048710601719\n",
      "403,266443,403,0.4776080923193478,0.0,0.839622641509434\n",
      "404,267156,404,0.3599174978524042,0.0,0.8975468975468975\n",
      "405,267725,405,0.4620926458788042,0.0,0.847985347985348\n",
      "406,268382,406,0.4505002250251614,0.0,0.865506329113924\n",
      "407,269023,407,0.3833637914260482,0.0,0.8922829581993569\n",
      "408,269664,408,0.4340307761009925,0.0,0.8606158833063209\n",
      "409,270369,409,0.421683161085981,0.0,0.8711566617862372\n",
      "410,271050,410,0.4922077989907707,0.0,0.8577912254160364\n",
      "411,271675,411,0.39930251595661237,0.0,0.8640132669983416\n",
      "412,272484,412,0.4042728956360884,0.0,0.8673469387755102\n",
      "413,273221,413,0.4622032617766249,0.0,0.8625525946704067\n",
      "414,273814,414,0.33116553325679243,0.0,0.8954703832752613\n",
      "415,274439,415,0.5421551708994968,0.0,0.8237232289950577\n",
      "416,275064,416,0.4931668904964107,0.0,0.8538205980066446\n",
      "417,275761,417,0.42636748478305475,0.0,0.8643067846607669\n",
      "418,276306,418,0.371392675515484,0.0,0.8823529411764706\n",
      "419,277147,419,0.5048977376779623,0.0,0.8554070473876063\n",
      "420,277836,420,0.4697333421511334,0.0,0.8558692421991084\n",
      "421,278501,421,0.352314904511156,0.0,0.88125\n",
      "422,279286,422,0.5261720246469203,0.0,0.8433420365535248\n",
      "423,280015,423,0.5735112217501595,0.0,0.8177966101694916\n",
      "424,280528,424,0.4604379873161537,0.0,0.8752515090543259\n",
      "425,281185,425,0.3792419471278586,0.0,0.8887147335423198\n",
      "426,281882,426,0.4793452329998225,0.0,0.8533333333333334\n",
      "427,282499,427,0.4990713731331604,0.0,0.8569023569023569\n",
      "428,283212,428,0.3978745605038317,0.0,0.873546511627907\n",
      "429,283805,429,0.41968914287411574,0.0,0.8671328671328671\n",
      "430,284494,430,0.42631866543538843,0.0,0.8676691729323308\n",
      "431,285055,431,0.4786860553217526,0.0,0.839851024208566\n",
      "432,285952,432,0.4642290519374597,0.0,0.8621867881548975\n",
      "433,286681,433,0.4522640345920171,0.0,0.8684582743988685\n",
      "434,287386,434,0.4751210625729626,0.0,0.8502906976744186\n",
      "435,288043,435,0.41146387010886454,0.0,0.8591772151898734\n",
      "436,288844,436,0.5262722230030029,0.0,0.8445859872611465\n",
      "437,289357,437,0.41813056874639376,0.0,0.8765432098765432\n",
      "438,290070,438,0.41532948177406653,0.0,0.8675400291120815\n",
      "439,290895,439,0.4638081316523703,0.0,0.8513011152416357\n",
      "440,291608,440,0.6103184368400563,0.0,0.8134863701578192\n",
      "441,292201,441,0.42592374676584627,0.0,0.8608695652173913\n",
      "442,292842,442,0.4207690916508656,0.0,0.8621794871794872\n",
      "443,293555,443,0.49450671918248174,0.0,0.849493487698987\n",
      "444,294308,444,0.5400934620964142,0.0,0.8321964529331515\n",
      "445,294909,445,0.3708204401329658,0.0,0.8775862068965518\n",
      "446,295670,446,0.3973050324523851,0.0,0.8864864864864865\n",
      "447,296455,447,0.5763269431616741,0.0,0.834850455136541\n",
      "448,297328,448,0.4028424451918587,0.0,0.8710433763188745\n",
      "449,297921,449,0.392640674344131,0.0,0.8670120898100173\n",
      "450,298362,450,0.4343462208087957,0.0,0.8544152744630071\n",
      "451,298915,451,0.3847322380800259,0.0,0.864406779661017\n",
      "452,299572,452,0.49613319518688104,0.0,0.8631415241057543\n",
      "453,300085,453,0.48424381700561747,0.0,0.845691382765531\n",
      "454,300838,454,0.5147365345898912,0.0,0.8462585034013606\n",
      "455,301391,455,0.551541454796745,0.0,0.8455743879472694\n",
      "456,302080,456,0.4731732940981582,0.0,0.8439821693907875\n",
      "457,302617,457,0.34244008345841426,0.0,0.8837209302325582\n",
      "458,303426,458,0.605293569856093,0.0,0.8192161820480405\n",
      "459,303947,459,0.4469975250000473,0.0,0.8690476190476191\n",
      "460,304564,460,0.5007061585388533,0.0,0.8619528619528619\n",
      "461,305277,461,0.4990713048690991,0.0,0.8433908045977011\n",
      "462,305934,462,0.3841631557070524,0.0,0.8732394366197183\n",
      "463,306607,463,0.4908416774111168,0.0,0.8463901689708141\n",
      "464,307328,464,0.46307024038772937,0.0,0.8611898016997167\n",
      "465,307977,465,0.325182345821648,0.0,0.8860353130016051\n",
      "466,308650,466,0.3067518575166725,0.0,0.900459418070444\n",
      "467,309195,467,0.38058303323589227,0.0,0.8821292775665399\n",
      "468,309780,468,0.3911392723983215,0.0,0.879646017699115\n",
      "469,310437,469,0.3492025514348847,0.0,0.8829953198127926\n",
      "470,311094,470,0.313503808131098,0.0,0.9004739336492891\n",
      "471,311695,471,0.35888403055001866,0.0,0.8954703832752613\n",
      "472,312376,472,0.344886341934334,0.0,0.8940998487140696\n",
      "473,313161,473,0.3473521658503353,0.0,0.893368010403121\n",
      "474,313898,474,0.3407437263144115,0.0,0.901685393258427\n",
      "475,314475,475,0.31576593553999616,0.0,0.9055258467023173\n",
      "476,315180,476,0.3816287044963546,0.0,0.8788321167883212\n",
      "477,315933,477,0.45361876395933015,0.0,0.8663028649386084\n",
      "478,316550,478,0.28294019474606097,0.0,0.9080267558528428\n",
      "479,317223,479,0.3595585767935009,0.0,0.8738461538461538\n",
      "480,317840,480,0.361250560521417,0.0,0.8956228956228957\n",
      "481,318601,481,0.35677418110763565,0.0,0.891156462585034\n",
      "482,319202,482,0.3398460104394592,0.0,0.8838821490467937\n",
      "483,319899,483,0.3348337217338785,0.0,0.8892171344165436\n",
      "484,320492,484,0.3188737606057606,0.0,0.9032815198618307\n",
      "485,321229,485,0.4618756117136125,0.0,0.8561549100968188\n",
      "486,321862,486,0.4147522534724019,0.0,0.8713355048859935\n",
      "487,323071,487,0.40139337460469665,0.0,0.8691275167785235\n",
      "488,323728,488,0.462581867015249,0.0,0.85062893081761\n",
      "489,324313,489,0.31658294730781855,0.0,0.8996478873239436\n",
      "490,324914,490,0.3800104667935332,0.0,0.8689655172413793\n",
      "491,325427,491,0.34344310886606966,0.0,0.8857715430861723\n",
      "492,325980,492,0.3349537448354437,0.0,0.8941398865784499\n",
      "493,326693,493,0.37230705102023187,0.0,0.8840579710144928\n",
      "494,327326,494,0.337142740647693,0.0,0.8928571428571429\n",
      "495,328223,495,0.3519911247579418,0.0,0.8963553530751709\n",
      "496,328920,496,0.37977789498300185,0.0,0.8820895522388059\n",
      "497,329625,497,0.4141832551875676,0.0,0.8744525547445255\n",
      "498,330354,498,0.35540005825280174,0.0,0.8857545839210155\n",
      "499,330915,499,0.333529540630356,0.0,0.8872458410351202\n",
      "500,331564,500,0.4607216662127846,0.0,0.8646496815286624\n",
      "501,332213,501,0.326423137485802,0.0,0.896\n",
      "502,332846,502,0.29474592284767465,0.0,0.9042207792207793\n",
      "503,333719,503,0.4349704113921399,0.0,0.8675263774912075\n",
      "504,334536,504,0.35747080029791156,0.0,0.8834586466165414\n",
      "505,335217,505,0.3680330603548536,0.0,0.8868778280542986\n",
      "506,335842,506,0.3751574413938418,0.0,0.8861386138613861\n",
      "507,336459,507,0.3992589659106365,0.0,0.8722689075630252\n",
      "508,337212,508,0.3275407737427455,0.0,0.8986301369863013\n",
      "509,337765,509,0.3389932926583145,0.0,0.8926553672316384\n",
      "510,338382,510,0.41409192306547715,0.0,0.8616666666666667\n",
      "511,339079,511,0.3332686988759587,0.0,0.9011799410029498\n",
      "512,339760,512,0.3935206742929356,0.0,0.8725341426403642\n",
      "513,340401,513,0.42191051743597063,0.0,0.8666666666666667\n",
      "514,341242,514,0.37789350160241364,0.0,0.8833535844471446\n",
      "515,341923,515,0.3511119834269511,0.0,0.9007518796992481\n",
      "516,342684,516,0.4331072495357624,0.0,0.8765264586160109\n",
      "517,343357,517,0.4224632177222383,0.0,0.875\n",
      "518,344230,518,0.39998221464979167,0.0,0.8656542056074766\n",
      "519,344799,519,0.4566484819862289,0.0,0.8597449908925319\n",
      "520,345472,520,0.44069510120329114,0.0,0.8392036753445635\n",
      "521,346297,521,0.3942609377539112,0.0,0.8739076154806492\n",
      "522,346994,522,0.42468157405898216,0.0,0.8630952380952381\n",
      "523,347491,523,0.3943619587362478,0.0,0.8713692946058091\n",
      "524,348036,524,0.3411224130102994,0.0,0.9066666666666666\n",
      "525,348701,525,0.25446874846915823,0.0,0.9\n",
      "526,349358,526,0.37071176947180995,0.0,0.8883647798742138\n",
      "527,350087,527,0.28924601308017284,0.0,0.9143258426966292\n",
      "528,350848,528,0.29098574128072474,0.0,0.9125168236877523\n",
      "529,351489,529,0.27337269858827334,0.0,0.9163987138263665\n",
      "530,352242,530,0.34517601801068026,0.0,0.8967391304347826\n",
      "531,352931,531,0.4576225902271716,0.0,0.8571428571428571\n",
      "532,353756,532,0.3357541271637847,0.0,0.8941469489414695\n",
      "533,354509,533,0.34869475637051095,0.0,0.8948824343015215\n",
      "534,355166,534,0.3809653443551103,0.0,0.875\n",
      "535,355967,535,0.3733463963122837,0.0,0.8780177890724269\n",
      "536,356664,536,0.35419111011778504,0.0,0.8844444444444445\n",
      "537,357425,537,0.42020086941008716,0.0,0.873144399460189\n",
      "538,358018,538,0.25090391630001313,0.0,0.9146341463414634\n",
      "539,358667,539,0.34907094708974723,0.0,0.8998410174880763\n",
      "540,359268,540,0.4195951362387188,0.0,0.8655172413793103\n",
      "541,359965,541,0.3895940332725015,0.0,0.8742603550295858\n",
      "542,360678,542,0.34380187834930676,0.0,0.8916184971098265\n",
      "543,361295,543,0.3390114848925615,0.0,0.8859060402684564\n",
      "544,362048,544,0.27719640750369945,0.0,0.8982118294360385\n",
      "545,362585,545,0.2997926254697863,0.0,0.8916827852998066\n",
      "546,362994,546,0.27345550519903905,0.0,0.8946015424164524\n",
      "547,363603,547,0.3679141554404704,0.0,0.8781725888324873\n",
      "548,364220,548,0.2958925970487844,0.0,0.907563025210084\n",
      "549,365005,549,0.37657933785161374,0.0,0.8942558746736292\n",
      "550,365742,550,0.327097184400536,0.0,0.9001386962552012\n",
      "551,366343,551,0.34896518193890835,0.0,0.8881239242685026\n",
      "552,367088,552,0.3979502390345681,0.0,0.8896551724137931\n",
      "553,367897,553,0.33127220637503385,0.0,0.8928571428571429\n",
      "554,368506,554,0.32134412381538213,0.0,0.9143835616438356\n",
      "555,369091,555,0.5243949121816639,0.0,0.8397887323943662\n",
      "556,369580,556,0.31857057904822716,0.0,0.8927038626609443\n",
      "557,370269,557,0.3332386097572179,0.0,0.8905547226386806\n",
      "558,370886,558,0.33356634665396345,0.0,0.8888888888888888\n",
      "559,371527,559,0.42723966244537626,0.0,0.8824476650563607\n",
      "560,372392,560,0.31265451204716976,0.0,0.9048751486325802\n",
      "561,372969,561,0.353282402820897,0.0,0.8870967741935484\n",
      "562,373642,562,0.4348678647280067,0.0,0.8680981595092024\n",
      "563,374195,563,0.3600869508910411,0.0,0.878731343283582\n",
      "564,374740,564,0.4024944583542669,0.0,0.8695652173913043\n",
      "565,375301,565,0.3260080734574889,0.0,0.8913443830570903\n",
      "566,376094,566,0.38134341878311084,0.0,0.875968992248062\n",
      "567,376751,567,0.4322315254090786,0.0,0.8526645768025078\n",
      "568,377456,568,0.38425737722221065,0.0,0.881578947368421\n",
      "569,378057,569,0.28098191815323065,0.0,0.9017241379310345\n",
      "570,378650,570,0.372396209832395,0.0,0.8763066202090593\n",
      "571,379371,571,0.34585537664830107,0.0,0.8824362606232294\n",
      "572,379924,572,0.3277493796421164,0.0,0.8926553672316384\n",
      "573,380685,573,0.35790293410380153,0.0,0.8859060402684564\n",
      "574,381430,574,0.41616931231278564,0.0,0.8722222222222222\n",
      "575,382159,575,0.31217309603124643,0.0,0.900709219858156\n",
      "576,382864,576,0.3599939896288791,0.0,0.8909883720930233\n",
      "577,383537,577,0.32817081618895433,0.0,0.8961832061068702\n",
      "578,384170,578,0.32786291855756927,0.0,0.8866995073891626\n",
      "579,384843,579,0.37760005233677424,0.0,0.8755760368663594\n",
      "580,385356,580,0.3336467785274505,0.0,0.8909465020576132\n",
      "581,385869,581,0.2882642652281631,0.0,0.9012096774193549\n",
      "582,386502,582,0.3404708867736976,0.0,0.8819672131147541\n",
      "583,387223,583,0.40414193089197686,0.0,0.8630527817403709\n",
      "584,387800,584,0.43155025189272966,0.0,0.8727598566308243\n",
      "585,388553,585,0.4335675259184223,0.0,0.8649386084583902\n",
      "586,389346,586,0.4603866129046209,0.0,0.845360824742268\n",
      "587,390275,587,0.4510927205742008,0.0,0.8555678059536935\n",
      "588,391028,588,0.5159312271622682,0.0,0.8446866485013624\n",
      "589,391717,589,0.33077696935174644,0.0,0.8870728083209509\n",
      "590,392342,590,0.27977736176251367,0.0,0.9177631578947368\n",
      "591,392943,591,0.45486296877462873,0.0,0.8623063683304647\n",
      "592,393592,592,0.3624193757680243,0.0,0.8853503184713376\n",
      "593,394377,593,0.4406719861162457,0.0,0.8660598179453837\n",
      "594,395066,594,0.31394746085151637,0.0,0.8941877794336811\n",
      "595,395891,595,0.36872072956711754,0.0,0.8822800495662949\n",
      "596,396508,596,0.31956682612067083,0.0,0.9010067114093959\n",
      "597,397133,597,0.37301437169008855,0.0,0.8837209302325582\n",
      "598,397662,598,0.2946485180180719,0.0,0.9099804305283757\n",
      "599,398295,599,0.4136919330138616,0.0,0.8756137479541735\n",
      "600,398984,600,0.3345531195117076,0.0,0.8912071535022354\n",
      "601,399649,601,0.3021669967567974,0.0,0.9085271317829458\n",
      "602,400306,602,0.2804664040066289,0.0,0.9059561128526645\n",
      "603,401283,603,0.4049322574150848,0.0,0.8657648283038502\n",
      "604,401988,604,0.4283338437266659,0.0,0.8885630498533724\n",
      "605,402541,605,0.35258195547411586,0.0,0.8926553672316384\n",
      "606,403318,606,0.4138880876623148,0.0,0.8682476943346509\n",
      "607,404143,607,0.363274783162808,0.0,0.8847583643122676\n",
      "608,404776,608,0.3501866688698658,0.0,0.8831168831168831\n",
      "609,405489,609,0.47306759609092924,0.0,0.8507890961262554\n",
      "610,406098,610,0.36620778760762057,0.0,0.879045996592845\n",
      "611,406947,611,0.3559450951704595,0.0,0.8777239709443099\n",
      "612,407660,612,0.3187653553902301,0.0,0.8951965065502183\n",
      "613,408269,613,0.30463027119767294,0.0,0.8991452991452992\n",
      "614,408862,614,0.3399114946134282,0.0,0.8912280701754386\n",
      "615,409623,615,0.3562328211307546,0.0,0.8852901484480432\n",
      "616,410200,616,0.4375941830310474,0.0,0.8501805054151624\n",
      "617,410841,617,0.4350064281398721,0.0,0.8697068403908795\n",
      "618,411314,618,0.41178816532831397,0.0,0.868421052631579\n",
      "619,412043,619,0.3848060377601002,0.0,0.8778089887640449\n",
      "620,412580,620,0.3192073800407638,0.0,0.8903846153846153\n",
      "621,413405,621,0.3980794234459115,0.0,0.8694029850746269\n",
      "622,414062,622,0.2908055194707992,0.0,0.9045383411580594\n",
      "623,414631,623,0.36320164446336656,0.0,0.8784029038112523\n",
      "624,415248,624,0.3727958468025088,0.0,0.8801996672212978\n",
      "625,415913,625,0.3941921635642816,0.0,0.8813559322033898\n",
      "626,416586,626,0.4275631482005877,0.0,0.8736681887366818\n",
      "627,417187,627,0.29012397296118336,0.0,0.9023972602739726\n",
      "628,417780,628,0.27896244262578335,0.0,0.8998272884283247\n",
      "629,418421,629,0.37665383603117353,0.0,0.8814102564102564\n",
      "630,419094,630,0.32996720081425773,0.0,0.8960244648318043\n",
      "631,419743,631,0.32128836078272466,0.0,0.8976\n",
      "632,420280,632,0.46343853558852405,0.0,0.867704280155642\n",
      "633,421041,633,0.33197121762658277,0.0,0.8918918918918919\n",
      "634,421898,634,0.4263545694845591,0.0,0.8775510204081632\n",
      "635,422611,635,0.2727419896731892,0.0,0.9090909090909091\n",
      "636,423388,636,0.3471639533666895,0.0,0.8828947368421053\n",
      "637,423893,637,0.3974159991792518,0.0,0.8739669421487604\n",
      "638,424430,638,0.3165312924847591,0.0,0.9022988505747126\n",
      "639,425119,639,0.3501769057212405,0.0,0.8905547226386806\n",
      "640,425824,640,0.3851200610239981,0.0,0.8845029239766082\n",
      "641,426569,641,0.3758950189486694,0.0,0.8658367911479945\n",
      "642,427242,642,0.33718515656210696,0.0,0.892802450229709\n",
      "643,427787,643,0.3190616431506316,0.0,0.8941398865784499\n",
      "644,428428,644,0.33007972975240196,0.0,0.9079159935379645\n",
      "645,428949,645,0.3566614130572243,0.0,0.884\n",
      "646,429590,646,0.34057204123482143,0.0,0.8958333333333334\n",
      "647,430271,647,0.3698684409856519,0.0,0.8868778280542986\n",
      "648,430840,648,0.2693781644642286,0.0,0.9124087591240876\n",
      "649,431313,649,0.3032737667431704,0.0,0.9002217294900222\n",
      "650,432002,650,0.34311595014082263,0.0,0.8855869242199108\n",
      "651,432507,651,0.37517086028756513,0.0,0.8930041152263375\n",
      "652,433180,652,0.3237397242187422,0.0,0.8885496183206106\n",
      "653,433845,653,0.3100964427417942,0.0,0.8998459167950693\n",
      "654,434462,654,0.3499568342701555,0.0,0.8957983193277311\n",
      "655,435111,655,0.31648071523742444,0.0,0.889776357827476\n",
      "656,435696,656,0.40525544582732925,0.0,0.8677248677248677\n",
      "657,436417,657,0.3554197448098247,0.0,0.8861671469740634\n",
      "658,437274,658,0.5240554427661994,0.0,0.8506571087216248\n",
      "659,437819,659,0.2677769836253486,0.0,0.9097888675623801\n",
      "660,438428,660,0.38787337073718076,0.0,0.8777589134125636\n",
      "661,438949,661,0.3684829956250613,0.0,0.8908730158730159\n",
      "662,439566,662,0.29136705025926324,0.0,0.9168053244592346\n",
      "663,440255,663,0.4305542800766423,0.0,0.8835820895522388\n",
      "664,440880,664,0.41668859257833607,0.0,0.8741721854304636\n",
      "665,441665,665,0.39175813186876607,0.0,0.8842105263157894\n",
      "666,442394,666,0.4445462069529826,0.0,0.8615819209039548\n",
      "667,443115,667,0.3559041267813952,0.0,0.8801711840228246\n",
      "668,443748,668,0.3516681451387853,0.0,0.8883415435139573\n",
      "669,444405,669,0.3504622148042161,0.0,0.8971518987341772\n",
      "670,445022,670,0.33550118290944764,0.0,0.8879598662207357\n",
      "671,445655,671,0.289540639683443,0.0,0.8976897689768977\n",
      "672,446344,672,0.35433008396602556,0.0,0.8811292719167905\n",
      "673,446881,673,0.30680568283010123,0.0,0.8996138996138996\n",
      "674,447762,674,0.5127452411641857,0.0,0.8518518518518519\n",
      "675,448363,675,0.3759236973231901,0.0,0.8775862068965518\n",
      "676,449004,676,0.3887876166870199,0.0,0.8922829581993569\n",
      "677,449629,677,0.2966100275290571,0.0,0.9038142620232172\n",
      "678,450142,678,0.3834870017020586,0.0,0.8744939271255061\n",
      "679,451351,679,0.5068110375432086,0.0,0.8433024431339511\n",
      "680,451944,680,0.4254404484084142,0.0,0.8695652173913043\n",
      "681,452481,681,0.2817307589527064,0.0,0.9076923076923077\n",
      "682,453138,682,0.31798925388236243,0.0,0.9106583072100314\n",
      "683,453739,683,0.3853633948798714,0.0,0.8608247422680413\n",
      "684,454604,684,0.44386616682903124,0.0,0.8672985781990521\n",
      "685,455253,685,0.4465919348056037,0.0,0.8477564102564102\n",
      "686,456054,686,0.4117212709290054,0.0,0.8726114649681529\n",
      "687,456623,687,0.3363047871967708,0.0,0.8892988929889298\n",
      "688,457280,688,0.36835603903127917,0.0,0.8836477987421384\n",
      "689,458089,689,0.4322615697059578,0.0,0.8569620253164557\n",
      "690,458762,690,0.39595081127045295,0.0,0.8757668711656442\n",
      "691,459475,691,0.33623350689027837,0.0,0.8900144717800289\n",
      "692,460156,692,0.40369879015361126,0.0,0.8683812405446294\n",
      "693,460893,693,0.34894411112502044,0.0,0.8910614525139665\n",
      "694,461494,694,0.38574266838193005,0.0,0.8652849740932642\n",
      "695,462143,695,0.39616609091621274,0.0,0.8746031746031746\n",
      "696,462976,696,0.3993532247589524,0.0,0.8751529987760098\n",
      "697,463689,697,0.4218101052940714,0.0,0.8681159420289855\n",
      "698,464458,698,0.34396464065324317,0.0,0.8927152317880794\n",
      "699,465099,699,0.36842467240227866,0.0,0.8897893030794165\n",
      "700,465780,700,0.389510033942898,0.0,0.8823529411764706\n",
      "701,466525,701,0.3346166176856162,0.0,0.8884297520661157\n",
      "702,467110,702,0.3036378694322902,0.0,0.8938053097345132\n",
      "703,467615,703,0.3676130083276035,0.0,0.897119341563786\n",
      "704,468232,704,0.3662631517371528,0.0,0.8935108153078203\n",
      "705,468889,705,0.345197227319893,0.0,0.8848580441640379\n",
      "706,469578,706,0.2945394402237279,0.0,0.9025487256371814\n",
      "707,470139,707,0.360897575816933,0.0,0.8864059590316573\n",
      "708,470820,708,0.3894804319044292,0.0,0.8674698795180723\n",
      "709,471405,709,0.2831465638712403,0.0,0.9074733096085409\n",
      "710,471958,710,0.29622100307961113,0.0,0.8907721280602636\n",
      "711,472615,711,0.29220825166814324,0.0,0.9136577708006279\n",
      "712,473312,712,0.32454406956624143,0.0,0.8988095238095238\n",
      "713,474001,713,0.3212222354122425,0.0,0.886535552193646\n",
      "714,474626,714,0.3932902317862122,0.0,0.8770491803278688\n",
      "715,475339,715,0.339429551888684,0.0,0.879136690647482\n",
      "716,476020,716,0.30870924011905543,0.0,0.8936170212765957\n",
      "717,476829,717,0.4088005517836993,0.0,0.8671775223499362\n",
      "718,477494,718,0.343716842629895,0.0,0.8921875\n",
      "719,478087,719,0.331767823664811,0.0,0.8933566433566433\n",
      "720,478800,720,0.3592164497331425,0.0,0.8836206896551724\n",
      "721,479345,721,0.34527150610665736,0.0,0.8768939393939394\n",
      "722,480066,722,0.4520052644861205,0.0,0.8471428571428572\n",
      "723,480627,723,0.35734780462139953,0.0,0.8794063079777366\n",
      "724,481268,724,0.30150174896944554,0.0,0.9129032258064517\n",
      "725,481997,725,0.3121955485746074,0.0,0.8994334277620396\n",
      "726,482662,726,0.3818197095147629,0.0,0.8765432098765432\n",
      "727,483287,727,0.4028097834885201,0.0,0.8692052980132451\n",
      "728,483816,728,0.2699686953175737,0.0,0.9085487077534792\n",
      "729,484449,729,0.40590384019497483,0.0,0.867862969004894\n",
      "730,485130,730,0.43452169011552283,0.0,0.8610271903323263\n",
      "731,485675,731,0.39730983709856643,0.0,0.8747628083491461\n",
      "732,486284,732,0.3824541789950968,0.0,0.8707482993197279\n",
      "733,486893,733,0.2915334616080673,0.0,0.9018612521150592\n",
      "734,487606,734,0.33604796354655553,0.0,0.8851744186046512\n",
      "735,488199,735,0.3540870491281622,0.0,0.8921739130434783\n",
      "736,488808,736,0.28668569899132135,0.0,0.9005059021922428\n",
      "737,489465,737,0.32977648557187095,0.0,0.8892405063291139\n",
      "738,490426,738,0.4532562306767891,0.0,0.8611111111111112\n",
      "739,491123,739,0.3276850368133821,0.0,0.8852941176470588\n",
      "740,491820,740,0.38233874822672015,0.0,0.882962962962963\n",
      "741,492405,741,0.3725687288293761,0.0,0.8732142857142857\n",
      "742,493062,742,0.3768861620469582,0.0,0.88125\n",
      "743,493655,743,0.3338049345815191,0.0,0.8986013986013986\n",
      "744,494464,744,0.37578133460189866,0.0,0.8802547770700637\n",
      "745,495145,745,0.3738571712724581,0.0,0.8851963746223565\n",
      "746,495818,746,0.30566027660459094,0.0,0.886676875957121\n",
      "747,496443,747,0.35362548955060574,0.0,0.8949096880131363\n",
      "748,497180,748,0.39451853161442196,0.0,0.8657342657342657\n",
      "749,497789,749,0.3427617572480679,0.0,0.8964346349745331\n",
      "750,498446,750,0.3273513892654302,0.0,0.8985736925515055\n",
      "751,499255,751,0.36238035669170005,0.0,0.8705583756345178\n",
      "752,499856,752,0.32201383163423036,0.0,0.8972602739726028\n",
      "753,500665,753,0.3230603072382753,0.0,0.8954659949622166\n",
      "754,501370,754,0.3006146278573817,0.0,0.9048316251830161\n",
      "755,502051,755,0.34681084317658506,0.0,0.8912386706948641\n",
      "756,502692,756,0.4347274555078442,0.0,0.8629032258064516\n",
      "757,503405,757,0.40811580077623477,0.0,0.874095513748191\n",
      "758,503846,758,0.31112711680234134,0.0,0.8878281622911695\n",
      "759,504495,759,0.3505483100754425,0.0,0.8888888888888888\n",
      "760,505128,760,0.3423286772627026,0.0,0.893030794165316\n",
      "761,505793,761,0.40818232249785963,0.0,0.8678071539657853\n",
      "762,506570,762,0.3491694973843685,0.0,0.8801054018445322\n",
      "763,507083,763,0.4031916335997955,0.0,0.875\n",
      "764,507628,764,0.39272990316979345,0.0,0.8802281368821293\n",
      "765,508421,765,0.47470549029104553,0.0,0.8483290488431876\n",
      "766,508998,766,0.2922801494432442,0.0,0.9196428571428571\n",
      "767,509607,767,0.3635342107737942,0.0,0.879045996592845\n",
      "768,510280,768,0.3878951100055728,0.0,0.8652373660030628\n",
      "769,510913,769,0.32514908991547725,0.0,0.8955954323001631\n",
      "770,511530,770,0.4303664567084228,0.0,0.8716666666666667\n",
      "771,512107,771,0.43415711078448566,0.0,0.8637992831541219\n",
      "772,512668,772,0.29799585858612015,0.0,0.8919925512104283\n",
      "773,513381,773,0.30720286901907123,0.0,0.8961038961038961\n",
      "774,513950,774,0.2772066752758163,0.0,0.9128856624319419\n",
      "775,514583,775,0.38197749924499347,0.0,0.8699186991869918\n",
      "776,515232,776,0.46999196653884817,0.0,0.8465189873417721\n",
      "777,515969,777,0.42737541046804756,0.0,0.8727272727272727\n",
      "778,516586,778,0.41417064549615457,0.0,0.8614357262103506\n",
      "779,517099,779,0.34283300483854473,0.0,0.8699186991869918\n",
      "780,517700,780,0.3231296462156745,0.0,0.8931034482758621\n",
      "781,518285,781,0.2997720127087468,0.0,0.911504424778761\n",
      "782,519038,782,0.36574524197038966,0.0,0.8823529411764706\n",
      "783,519735,783,0.425591331775494,0.0,0.874439461883408\n",
      "784,520608,784,0.35325004589559367,0.0,0.8839390386869871\n",
      "785,521129,785,0.34142457319934433,0.0,0.8811881188118812\n",
      "786,521762,786,0.37026103094583646,0.0,0.8818770226537217\n",
      "787,522475,787,0.3953939040119863,0.0,0.8696275071633238\n",
      "788,523188,788,0.4583027136227988,0.0,0.8596237337192475\n",
      "789,524093,789,0.30839599576159415,0.0,0.9071347678369196\n",
      "790,524830,790,0.33882865216138625,0.0,0.8997214484679665\n",
      "791,525407,791,0.26737759004626405,0.0,0.9157706093189965\n",
      "792,526112,792,0.36764258433271646,0.0,0.8869565217391304\n",
      "793,526889,793,0.35015788398171105,0.0,0.8819628647214854\n",
      "794,527346,794,0.3194875665131866,0.0,0.8967889908256881\n",
      "795,527995,795,0.3635846651611276,0.0,0.8820754716981132\n",
      "796,528652,796,0.4488157222229281,0.0,0.8616352201257862\n",
      "797,529421,797,0.3443570412195667,0.0,0.8825100133511349\n",
      "798,530046,798,0.4147841811582011,0.0,0.8665568369028006\n",
      "799,530727,799,0.36821325049509357,0.0,0.8863636363636364\n",
      "800,531304,800,0.34655389065985626,0.0,0.8787878787878788\n",
      "801,531961,801,0.35941006679346954,0.0,0.8878357030015798\n",
      "802,532570,802,0.28461685080815824,0.0,0.9003436426116839\n",
      "803,533259,803,0.35334646496791094,0.0,0.889055472263868\n",
      "804,533972,804,0.35420533857550635,0.0,0.89067055393586\n",
      "805,534605,805,0.41156283975794544,0.0,0.8813008130081301\n",
      "806,535270,806,0.3913063599921812,0.0,0.8804347826086957\n",
      "807,535951,807,0.29533920233837846,0.0,0.9034690799396682\n",
      "808,536576,808,0.34666377802071485,0.0,0.8814691151919867\n",
      "809,537049,809,0.3051248420161177,0.0,0.899343544857768\n",
      "810,537778,810,0.4174811516981455,0.0,0.8671328671328671\n",
      "811,538539,811,0.3825890704477051,0.0,0.8839406207827261\n",
      "812,539244,812,0.3713406615381934,0.0,0.8875912408759125\n",
      "813,540085,813,0.3543286143593579,0.0,0.8794587945879458\n",
      "814,540750,814,0.3591586857864285,0.0,0.8947368421052632\n",
      "815,541367,815,0.35189893748185036,0.0,0.8911222780569514\n",
      "816,541952,816,0.30639865620079226,0.0,0.8890845070422535\n",
      "817,542561,817,0.3616048870553001,0.0,0.8760611205432938\n",
      "818,543154,818,0.3945064823509597,0.0,0.8832752613240418\n",
      "819,543667,819,0.2589070415100793,0.0,0.9285714285714286\n",
      "820,544324,820,0.34656382391305773,0.0,0.8916797488226059\n",
      "821,544957,821,0.36873071104705973,0.0,0.8617886178861789\n",
      "822,545574,822,0.4058775380987542,0.0,0.8838383838383839\n",
      "823,546383,823,0.4171193955821725,0.0,0.8634639696586599\n",
      "824,547088,824,0.40475809902738896,0.0,0.86608442503639\n",
      "825,547729,825,0.3997645294134194,0.0,0.8798076923076923\n",
      "826,548394,826,0.3145031653697702,0.0,0.8902627511591963\n",
      "827,549099,827,0.31001254304109827,0.0,0.9040697674418605\n",
      "828,549756,828,0.26010270493834886,0.0,0.9079563182527302\n",
      "829,550389,829,0.4258908536878039,0.0,0.8697068403908795\n",
      "830,551118,830,0.3960724302765497,0.0,0.8741159830268741\n",
      "831,551719,831,0.44771505321470595,0.0,0.869639794168096\n",
      "832,552400,832,0.4607408328381964,0.0,0.8526315789473684\n",
      "833,553033,833,0.3032130473575081,0.0,0.9029605263157895\n",
      "834,553594,834,0.36893110771759896,0.0,0.8685185185185185\n",
      "835,554203,835,0.3215043181507908,0.0,0.8988195615514334\n",
      "836,554828,836,0.41197828666959385,0.0,0.8653530377668309\n",
      "837,555533,837,0.3423400776699985,0.0,0.8926470588235295\n",
      "838,556238,838,0.3174324229264764,0.0,0.8975109809663251\n",
      "839,556855,839,0.29358472465619034,0.0,0.907563025210084\n",
      "840,557400,840,0.33661476264564005,0.0,0.898854961832061\n",
      "841,558081,841,0.3662297056302436,0.0,0.8843843843843844\n",
      "842,558826,842,0.4086627439218366,0.0,0.8767313019390581\n",
      "843,559555,843,0.38135496179897777,0.0,0.8820224719101124\n",
      "844,560132,844,0.31235971766119774,0.0,0.9033989266547406\n",
      "845,560669,845,0.27187382104512425,0.0,0.9076620825147348\n",
      "846,561310,846,0.35167203403850006,0.0,0.8932038834951457\n",
      "847,561895,847,0.3792277303061685,0.0,0.8774422735346359\n",
      "848,562576,848,0.37115469581792987,0.0,0.8929110105580694\n",
      "849,563337,849,0.3177184550859499,0.0,0.8900949796472184\n",
      "850,563994,850,0.30212680552262766,0.0,0.9003115264797508\n",
      "851,564707,851,0.37057259282208527,0.0,0.8927536231884058\n",
      "852,565284,852,0.36480714492172656,0.0,0.8716577540106952\n",
      "853,565989,853,0.3677917384065349,0.0,0.8911764705882353\n",
      "854,566510,854,0.37262855673402573,0.0,0.8687872763419483\n",
      "855,567135,855,0.35319623542980516,0.0,0.8911222780569514\n",
      "856,567800,856,0.33386742772442707,0.0,0.8847352024922118\n",
      "857,568449,857,0.32986396975670773,0.0,0.8915470494417863\n",
      "858,569090,858,0.31434276355216756,0.0,0.8935483870967742\n",
      "859,569675,859,0.3095902846397949,0.0,0.8902654867256637\n",
      "860,570316,860,0.31132564984273386,0.0,0.9016129032258065\n",
      "861,570837,861,0.29451529058736164,0.0,0.907258064516129\n",
      "862,571406,862,0.341362020042654,0.0,0.8864468864468864\n",
      "863,572023,863,0.3327440106749838,0.0,0.885\n",
      "864,572568,864,0.26318246163274045,0.0,0.9127134724857685\n",
      "865,573153,865,0.3127698577773472,0.0,0.8904593639575972\n",
      "866,573778,866,0.3713905932307602,0.0,0.8898026315789473\n",
      "867,574363,867,0.3938499124749731,0.0,0.8738898756660746\n",
      "868,575052,868,0.3139403381573527,0.0,0.9067669172932331\n",
      "869,575533,869,0.3568850817445535,0.0,0.8961038961038961\n",
      "870,576070,870,0.3007412754389135,0.0,0.9073359073359073\n",
      "871,576623,871,0.34930927341310647,0.0,0.8893058161350844\n",
      "872,577504,872,0.44835759143148757,0.0,0.8521536670547147\n",
      "873,578289,873,0.4139033835454148,0.0,0.8663171690694627\n",
      "874,579026,874,0.4106015193566387,0.0,0.8704735376044568\n",
      "875,579619,875,0.295007704670081,0.0,0.8894736842105263\n",
      "876,580332,876,0.35116198526592063,0.0,0.8929088277858177\n",
      "877,581109,877,0.4095127009567159,0.0,0.8710106382978723\n",
      "878,581822,878,0.34846963986811236,0.0,0.888728323699422\n",
      "879,582415,879,0.32053092035030295,0.0,0.8888888888888888\n",
      "880,583144,880,0.3990287713983817,0.0,0.8577464788732394\n",
      "881,583873,881,0.3863911507301423,0.0,0.8734177215189873\n",
      "882,584506,882,0.29889901248706807,0.0,0.8932038834951457\n",
      "883,585075,883,0.27564242075774764,0.0,0.9177330895795247\n",
      "884,585628,884,0.4267783139181751,0.0,0.8640595903165735\n",
      "885,586213,885,0.2799760224630212,0.0,0.9040852575488455\n",
      "886,586846,886,0.3591179007421844,0.0,0.8850574712643678\n",
      "887,587399,887,0.3939452789451495,0.0,0.8681732580037664\n",
      "888,587992,888,0.322323690385145,0.0,0.8931034482758621\n",
      "889,588665,889,0.45748867233200163,0.0,0.8625954198473282\n",
      "890,589298,890,0.37520195284059205,0.0,0.8818770226537217\n",
      "891,590027,891,0.3980944923311751,0.0,0.8702397743300423\n",
      "892,590636,892,0.3543502854034324,0.0,0.8681506849315068\n",
      "893,591173,893,0.406362666348123,0.0,0.8723404255319149\n",
      "894,591774,894,0.3862244197236437,0.0,0.8867924528301887\n",
      "895,592311,895,0.28174463065667277,0.0,0.9224806201550387\n",
      "896,592976,896,0.3512397011680207,0.0,0.8881987577639752\n",
      "897,593561,897,0.4050530831059754,0.0,0.8659611992945326\n",
      "898,594082,898,0.35090594109859086,0.0,0.8782435129740519\n",
      "899,594723,899,0.31162062452349004,0.0,0.9043760129659644\n",
      "900,595236,900,0.3502189419077332,0.0,0.8873239436619719\n",
      "901,595877,901,0.32762321893090063,0.0,0.8849270664505673\n",
      "902,596446,902,0.3131936726544448,0.0,0.8947368421052632\n",
      "903,597255,903,0.47022853384127716,0.0,0.854614412136536\n",
      "904,597992,904,0.3309940098680972,0.0,0.9046283309957924\n",
      "905,598641,905,0.35921955806909195,0.0,0.8849840255591054\n",
      "906,599250,906,0.4002403407781886,0.0,0.8666666666666667\n",
      "907,599899,907,0.3146132537094163,0.0,0.9036334913112164\n",
      "908,600660,908,0.31774196553277734,0.0,0.8947368421052632\n",
      "909,601237,909,0.3120846530132078,0.0,0.8938848920863309\n",
      "910,601726,910,0.2944182171453519,0.0,0.9040511727078892\n",
      "911,602335,911,0.33471765465646613,0.0,0.893760539629005\n",
      "912,603280,912,0.4260496488206413,0.0,0.8605405405405405\n",
      "913,603905,913,0.4162113045091698,0.0,0.8799342105263158\n",
      "914,604658,914,0.40915546791186114,0.0,0.8748299319727891\n",
      "915,605339,915,0.47734515284199136,0.0,0.8545454545454545\n",
      "916,605908,916,0.29121145963490447,0.0,0.9018181818181819\n",
      "917,606685,917,0.4161586208521736,0.0,0.8586525759577279\n",
      "918,607358,918,0.3798743357167426,0.0,0.8803680981595092\n",
      "919,608015,919,0.37612405969091317,0.0,0.880248833592535\n",
      "920,608728,920,0.357818003499345,0.0,0.8868194842406877\n",
      "921,609329,921,0.3635191549659005,0.0,0.889273356401384\n",
      "922,610074,922,0.34708703172313565,0.0,0.8827586206896552\n",
      "923,610931,923,0.38889435206471046,0.0,0.883054892601432\n",
      "924,611620,924,0.33665902748333215,0.0,0.9010494752623688\n",
      "925,612341,925,0.4389796402356527,0.0,0.8728571428571429\n",
      "926,613022,926,0.3182683952250374,0.0,0.8993993993993994\n",
      "927,613887,927,0.3468907634743402,0.0,0.8951707891637221\n",
      "928,614656,928,0.4004318428125793,0.0,0.8735019973368842\n",
      "929,615529,929,0.25683427721539653,0.0,0.9120750293083235\n",
      "930,616130,930,0.3565105803604997,0.0,0.8812392426850258\n",
      "931,616659,931,0.23179059826321677,0.0,0.9197651663405088\n",
      "932,617468,932,0.31280981927699764,0.0,0.896551724137931\n",
      "933,618221,933,0.2728483543029553,0.0,0.9097127222982216\n",
      "934,618934,934,0.2389556476811477,0.0,0.9148629148629148\n",
      "935,619703,935,0.24122589187086102,0.0,0.919205298013245\n",
      "936,620408,936,0.3214310861462128,0.0,0.907624633431085\n",
      "937,620865,937,0.22112564011168578,0.0,0.9220183486238532\n",
      "938,621506,938,0.28505312424482016,0.0,0.9131832797427653\n",
      "939,622243,939,0.2338125229427891,0.0,0.9289693593314763\n",
      "940,622844,940,0.29105402065681385,0.0,0.9070567986230637\n",
      "941,623573,941,0.2668406745675578,0.0,0.9143258426966292\n",
      "942,624190,942,0.21612916945258287,0.0,0.9193277310924369\n",
      "943,624855,943,0.2260491643827547,0.0,0.9130434782608695\n",
      "944,625544,944,0.3727381872531999,0.0,0.8857142857142857\n",
      "945,626129,945,0.19479865174924443,0.0,0.9253996447602132\n",
      "946,626882,946,0.21107838822594388,0.0,0.922971114167813\n",
      "947,627443,947,0.2620487629318386,0.0,0.9035250463821892\n",
      "948,628036,948,0.23997572129260145,0.0,0.9205526770293609\n",
      "949,628709,949,0.3123927871721483,0.0,0.9025875190258752\n",
      "950,629302,950,0.25905586037779493,0.0,0.9198606271777003\n",
      "951,629975,951,0.3448754094375722,0.0,0.8826219512195121\n",
      "952,630632,952,0.2526579020550285,0.0,0.9096671949286846\n",
      "953,631321,953,0.2701961864834033,0.0,0.912332838038633\n",
      "954,631962,954,0.26807635456742024,0.0,0.9134615384615384\n",
      "955,632507,955,0.3144288098591732,0.0,0.8941398865784499\n",
      "956,633124,956,0.23469040388886345,0.0,0.9170812603648425\n",
      "957,633757,957,0.3093410685287291,0.0,0.9006514657980456\n",
      "958,634398,958,0.3223175536730112,0.0,0.9098228663446055\n",
      "959,634975,959,0.28300280426131064,0.0,0.9068100358422939\n",
      "960,635616,960,0.2555297879396198,0.0,0.919093851132686\n",
      "961,636161,961,0.2887812088229147,0.0,0.9049429657794676\n",
      "962,636922,962,0.31658157538145554,0.0,0.8995929443690638\n",
      "963,637883,963,0.36085250289409454,0.0,0.8888888888888888\n",
      "964,638620,964,0.23862527774702358,0.0,0.9195561719833565\n",
      "965,639333,965,0.26730855875048953,0.0,0.91027496382055\n",
      "966,640062,966,0.29032553475906114,0.0,0.9139633286318759\n",
      "967,640871,967,0.3424767897712832,0.0,0.8988621997471555\n",
      "968,641440,968,0.23043347914117418,0.0,0.9212454212454212\n",
      "969,642233,969,0.27215210903530374,0.0,0.9121447028423773\n",
      "970,642890,970,0.24838505166327085,0.0,0.9208860759493671\n",
      "971,643507,971,0.3001783053600195,0.0,0.9083333333333333\n",
      "972,644252,972,0.2856175906740134,0.0,0.9141274238227147\n",
      "973,644845,973,0.2505782413564516,0.0,0.9128919860627178\n",
      "974,645398,974,0.31484895873008406,0.0,0.8919925512104283\n",
      "975,646047,975,0.26587491657706014,0.0,0.9126984126984127\n",
      "976,646632,976,0.23142026886717904,0.0,0.9172535211267606\n",
      "977,647313,977,0.2825606962292383,0.0,0.9062027231467473\n",
      "978,647898,978,0.2056489896505388,0.0,0.9345132743362832\n",
      "979,648539,979,0.21541994655214866,0.0,0.9254457050243112\n",
      "980,649140,980,0.2963111401690849,0.0,0.906896551724138\n",
      "981,649877,981,0.2850881563222391,0.0,0.9034965034965035\n",
      "982,650542,982,0.2802612429570497,0.0,0.9104938271604939\n",
      "983,651295,983,0.27358931100761574,0.0,0.9157608695652174\n",
      "984,651960,984,0.29359139025160536,0.0,0.8942457231726283\n",
      "985,652585,985,0.3065238486865718,0.0,0.9026402640264026\n",
      "986,653394,986,0.24048584421531677,0.0,0.9183673469387755\n",
      "987,653987,987,0.21506764501306339,0.0,0.9327586206896552\n",
      "988,654540,988,0.2727796758435926,0.0,0.9133709981167608\n",
      "989,655029,989,0.2446653229557875,0.0,0.9184549356223176\n",
      "990,655742,990,0.2520929603092832,0.0,0.9154518950437318\n",
      "991,656495,991,0.27350974464294264,0.0,0.9059474412171508\n",
      "992,657176,992,0.30384980362470093,0.0,0.9074355083459787\n",
      "993,657817,993,0.22090242204789545,0.0,0.9241935483870968\n",
      "994,658458,994,0.23240373957059549,0.0,0.9209677419354839\n",
      "995,659267,995,0.26381059867019546,0.0,0.910828025477707\n",
      "996,659900,996,0.26175977935757316,0.0,0.9186991869918699\n",
      "997,660661,997,0.21985873474060214,0.0,0.9232839838492598\n",
      "998,661262,998,0.22551914252553312,0.0,0.9224137931034483\n",
      "999,662015,999,0.29429578369121895,0.0,0.9006802721088435\n",
      "1000,662664,1000,0.2965308490193048,0.0,0.9063492063492063\n",
      "1001,663385,1001,0.2907737103653576,0.0,0.9001426533523538\n",
      "1002,664122,1002,0.3142118836019331,0.0,0.9034965034965035\n",
      "1003,664963,1003,0.31037714554858237,0.0,0.8967193195625759\n",
      "1004,665548,1004,0.36557479063530673,0.0,0.8873239436619719\n",
      "1005,666213,1005,0.25100070385254364,0.0,0.921875\n",
      "1006,666926,1006,0.23548338340743413,0.0,0.9244186046511628\n",
      "1007,667503,1007,0.30915315998528586,0.0,0.9068100358422939\n",
      "1008,668120,1008,0.2676666101264275,0.0,0.913477537437604\n",
      "1009,668809,1009,0.23491712455851685,0.0,0.9205397301349325\n",
      "1010,669586,1010,0.3083041128105127,0.0,0.9077733860342556\n",
      "1011,670131,1011,0.17246394201987403,0.0,0.9468690702087287\n",
      "1012,670764,1012,0.20408687942223638,0.0,0.9358552631578947\n",
      "1013,671445,1013,0.2491020130579515,0.0,0.9200603318250377\n",
      "1014,672062,1014,0.2815324569054907,0.0,0.9031719532554258\n",
      "1015,672775,1015,0.25711028755198106,0.0,0.9213973799126638\n",
      "1016,673376,1016,0.25008230832362593,0.0,0.9279588336192109\n",
      "1017,674137,1017,0.26026879684687115,0.0,0.9115646258503401\n",
      "1018,674946,1018,0.27951037645421395,0.0,0.9190897597977244\n",
      "1019,675651,1019,0.2822660751024321,0.0,0.9051094890510949\n",
      "1020,676348,1020,0.2965065866086831,0.0,0.9059701492537313\n",
      "1021,676885,1021,0.28654317219189723,0.0,0.9066147859922179\n",
      "1022,677470,1022,0.29146935449234673,0.0,0.9040852575488455\n",
      "1023,678079,1023,0.28421847705075654,0.0,0.9001692047377327\n",
      "1024,678632,1024,0.2263270262000542,0.0,0.9300567107750473\n",
      "1025,679217,1025,0.26776075451462555,0.0,0.9107142857142857\n",
      "1026,679850,1026,0.28280304890852226,0.0,0.9154471544715447\n",
      "1027,680531,1027,0.24916584280603948,0.0,0.9114114114114115\n",
      "1028,681308,1028,0.2882860053591479,0.0,0.9009247027741083\n",
      "1029,681933,1029,0.27231906198411676,0.0,0.9144736842105263\n",
      "1030,682598,1030,0.23333718158200065,0.0,0.9211746522411128\n",
      "1031,683159,1031,0.24799435503109984,0.0,0.924074074074074\n",
      "1032,683808,1032,0.22642912007597682,0.0,0.9284578696343402\n",
      "1033,684625,1033,0.2784335497004811,0.0,0.9060150375939849\n",
      "1034,685114,1034,0.2502115846795753,0.0,0.9125799573560768\n",
      "1035,685819,1035,0.26769446049659645,0.0,0.9093567251461988\n",
      "1036,686644,1036,0.2502010520883528,0.0,0.9206939281288724\n",
      "1037,687381,1037,0.260477941691741,0.0,0.9143258426966292\n",
      "1038,687990,1038,0.2188853015789471,0.0,0.9235993208828522\n",
      "1039,688591,1039,0.3265435597596058,0.0,0.9005145797598628\n",
      "1040,689192,1040,0.2501141418290391,0.0,0.9290657439446367\n",
      "1041,689897,1041,0.24203025951492244,0.0,0.9215116279069767\n",
      "1042,690610,1042,0.3073639976883614,0.0,0.9014492753623189\n",
      "1043,691355,1043,0.32314097382983187,0.0,0.9048275862068965\n",
      "1044,692108,1044,0.3459665731798191,0.0,0.8854024556616644\n",
      "1045,692749,1045,0.24314840702223198,0.0,0.9254457050243112\n",
      "1046,693406,1046,0.3402813137949094,0.0,0.8820754716981132\n",
      "1047,694191,1047,0.29014858800604254,0.0,0.9\n",
      "1048,694840,1048,0.25053223056635043,0.0,0.9245283018867925\n",
      "1049,695441,1049,0.2598562013356697,0.0,0.9119170984455959\n",
      "1050,696074,1050,0.27796506722834985,0.0,0.900974025974026\n",
      "1051,696579,1051,0.2652721772303833,0.0,0.9259259259259259\n",
      "1052,697164,1052,0.19463866278569003,0.0,0.9362831858407079\n",
      "1053,697773,1053,0.2616490471703494,0.0,0.9100169779286927\n",
      "1054,698390,1054,0.2388737548427843,0.0,0.9262981574539364\n",
      "1055,699031,1055,0.21840622619006178,0.0,0.9354838709677419\n",
      "1056,699640,1056,0.2442124332951072,0.0,0.916095890410959\n",
      "1057,700297,1057,0.17888172746495415,0.0,0.9375975039001561\n",
      "1058,700994,1058,0.25370048242158966,0.0,0.9007407407407407\n",
      "1059,701667,1059,0.22181595609433885,0.0,0.9221374045801527\n",
      "1060,702252,1060,0.2872098002909354,0.0,0.8994708994708994\n",
      "1061,702837,1061,0.20190554046228998,0.0,0.926056338028169\n",
      "1062,703526,1062,0.24726695637205298,0.0,0.9250374812593704\n",
      "1063,704223,1063,0.3547145036790515,0.0,0.874439461883408\n",
      "1064,705024,1064,0.3031509818526258,0.0,0.8983481575603558\n",
      "1065,705777,1065,0.33162097112410954,0.0,0.888130968622101\n",
      "1066,706314,1066,0.20456074987300932,0.0,0.9288461538461539\n",
      "1067,707035,1067,0.26202269812162643,0.0,0.9022662889518414\n",
      "1068,707716,1068,0.25032104187373244,0.0,0.9108761329305136\n",
      "1069,708357,1069,0.3280378702182197,0.0,0.885483870967742\n",
      "1070,708894,1070,0.19387589295260557,0.0,0.9343629343629344\n",
      "1071,709575,1071,0.28134836352604786,0.0,0.9079939668174962\n",
      "1072,710256,1072,0.2529622708136763,0.0,0.9230769230769231\n",
      "1073,711017,1073,0.2412768305653272,0.0,0.9190283400809717\n",
      "1074,711642,1074,0.2508665158129816,0.0,0.932998324958124\n",
      "1075,712355,1075,0.2541604713100496,0.0,0.9231884057971015\n",
      "1076,713052,1076,0.3142997801948296,0.0,0.8973214285714286\n",
      "1077,713685,1077,0.24899185578839256,0.0,0.926948051948052\n",
      "1078,714310,1078,0.29631010168775385,0.0,0.8978583196046128\n",
      "1079,714943,1079,0.2552608119730806,0.0,0.9093851132686084\n",
      "1080,715680,1080,0.2798188684539801,0.0,0.8983286908077994\n",
      "1081,716489,1081,0.260987150705087,0.0,0.9149746192893401\n",
      "1082,717034,1082,0.25846758572396455,0.0,0.9161904761904762\n",
      "1083,717723,1083,0.3139312900917503,0.0,0.9029850746268657\n",
      "1084,718596,1084,0.30363202986441956,0.0,0.9042056074766355\n",
      "1085,719325,1085,0.2898768560801761,0.0,0.9015471167369902\n",
      "1086,719942,1086,0.21851892187282845,0.0,0.9176470588235294\n",
      "1087,720559,1087,0.2336436493617909,0.0,0.9247491638795987\n",
      "1088,721136,1088,0.31317482997703244,0.0,0.8989169675090253\n",
      "1089,721649,1089,0.17502455078744672,0.0,0.9306122448979591\n",
      "1090,722514,1090,0.3227040069653949,0.0,0.8933649289099526\n",
      "1091,723147,1091,0.2397298993002113,0.0,0.9293924466338259\n",
      "1092,723668,1092,0.23725567918272422,0.0,0.9345238095238095\n",
      "1093,724501,1093,0.27046729257066815,0.0,0.9130966952264382\n",
      "1094,725102,1094,0.2556691777702946,0.0,0.9155172413793103\n",
      "1095,725655,1095,0.24317045742508953,0.0,0.9096045197740112\n",
      "1096,726360,1096,0.269120780741696,0.0,0.9021897810218978\n",
      "1097,726929,1097,0.20001176208306215,0.0,0.9328493647912885\n",
      "1098,727586,1098,0.22935826913475926,0.0,0.9137931034482759\n",
      "1099,728299,1099,0.2497601266466066,0.0,0.9136690647482014\n",
      "1100,729028,1100,0.2797072213917005,0.0,0.9129213483146067\n",
      "1101,729757,1101,0.30033225967666904,0.0,0.8901408450704226\n",
      "1102,730350,1102,0.19806210559097137,0.0,0.9326424870466321\n",
      "1103,730911,1103,0.2720970282008349,0.0,0.9171270718232044\n",
      "1104,731520,1104,0.21902216904721,0.0,0.9308600337268128\n",
      "1105,732209,1105,0.2438849634602274,0.0,0.912332838038633\n",
      "1106,732858,1106,0.2720794579760354,0.0,0.9092356687898089\n",
      "1107,733531,1107,0.23395588792706393,0.0,0.916030534351145\n",
      "1108,734476,1108,0.32757443124647184,0.0,0.8832432432432432\n",
      "1109,734989,1109,0.29407750982783265,0.0,0.9018036072144289\n",
      "1110,735638,1110,0.32980534335111045,0.0,0.8971518987341772\n",
      "1111,736247,1111,0.2714738855002661,0.0,0.905982905982906\n",
      "1112,736840,1112,0.2461270245202817,0.0,0.91005291005291\n",
      "1113,737497,1113,0.25176380083822353,0.0,0.915625\n",
      "1114,738042,1114,0.1834415046106751,0.0,0.9347408829174664\n",
      "1115,738723,1115,0.2427594394970436,0.0,0.9218045112781955\n",
      "1116,739324,1116,0.2121036753819766,0.0,0.9332191780821918\n",
      "1117,739941,1117,0.21416317422506512,0.0,0.9333333333333333\n",
      "1118,740670,1118,0.2239282652273397,0.0,0.922752808988764\n",
      "1119,741375,1119,0.26401245014201885,0.0,0.9130434782608695\n",
      "1120,741880,1120,0.2788352658071563,0.0,0.9173553719008265\n",
      "1121,742585,1121,0.2439748962413404,0.0,0.9167883211678832\n",
      "1122,743322,1122,0.40325047916875184,0.0,0.8686030428769018\n",
      "1123,743843,1123,0.2672063898415023,0.0,0.9165009940357853\n",
      "1124,744620,1124,0.25449010476947914,0.0,0.9223684210526316\n",
      "1125,745269,1125,0.2285455308412861,0.0,0.933649289099526\n",
      "1126,746478,1126,0.40850018089735995,0.0,0.8719460825610783\n",
      "1127,747175,1127,0.28036446572299056,0.0,0.9111111111111111\n",
      "1128,747800,1128,0.31357984882659523,0.0,0.8956953642384106\n",
      "1129,748337,1129,0.1682087210067038,0.0,0.9390962671905697\n",
      "1130,748882,1130,0.24548192372403033,0.0,0.9111531190926276\n",
      "1131,749451,1131,0.2373093189407507,0.0,0.9243542435424354\n",
      "1132,750076,1132,0.27936411211942574,0.0,0.9065573770491804\n",
      "1133,750861,1133,0.2651080036322589,0.0,0.9141742522756827\n",
      "1134,751558,1134,0.2547294261922256,0.0,0.9174041297935103\n",
      "1135,752303,1135,0.27992102529856855,0.0,0.9017980636237898\n",
      "1136,752928,1136,0.22350267850150757,0.0,0.9226973684210527\n",
      "1137,753505,1137,0.24489159375767114,0.0,0.9055258467023173\n",
      "1138,754330,1138,0.2779968131063303,0.0,0.9088639200998752\n",
      "1139,754963,1139,0.30150605143892295,0.0,0.8870703764320785\n",
      "1140,755772,1140,0.3080195074505786,0.0,0.9050632911392406\n",
      "1141,756469,1141,0.29442829264247217,0.0,0.9038461538461539\n",
      "1142,757054,1142,0.24258623885365516,0.0,0.9028268551236749\n",
      "1143,757727,1143,0.25937326343762185,0.0,0.9246153846153846\n",
      "1144,758280,1144,0.2459764666599545,0.0,0.926829268292683\n",
      "1145,759009,1145,0.3131305779260932,0.0,0.8912429378531074\n",
      "1146,759722,1146,0.2765380160596795,0.0,0.9130434782608695\n",
      "1147,760395,1147,0.2315854162096996,0.0,0.9188361408882083\n",
      "1148,760916,1148,0.23968489852648756,0.0,0.9188118811881189\n",
      "1149,761477,1149,0.24627798449230615,0.0,0.9038817005545287\n",
      "1150,762022,1150,0.2435131101542579,0.0,0.9166666666666666\n",
      "1151,762671,1151,0.349170494530824,0.0,0.8782051282051282\n",
      "1152,763288,1152,0.22909991716091546,0.0,0.9247491638795987\n",
      "1153,764001,1153,0.28500229568664665,0.0,0.9044862518089725\n",
      "1154,764810,1154,0.24126652897854975,0.0,0.9206549118387909\n",
      "1155,765435,1155,0.20193394050948502,0.0,0.9353233830845771\n",
      "1156,766044,1156,0.23032327503056574,0.0,0.9173693086003373\n",
      "1157,766685,1157,0.21155996050071693,0.0,0.932475884244373\n",
      "1158,767222,1158,0.22256383111567032,0.0,0.918918918918919\n",
      "1159,767951,1159,0.22472491719431326,0.0,0.9276595744680851\n",
      "1160,768464,1160,0.21537439466152003,0.0,0.9233870967741935\n",
      "1161,769145,1161,0.2582359847840004,0.0,0.9144144144144144\n",
      "1162,769802,1162,0.25918292879402216,0.0,0.9126365054602185\n",
      "1163,770539,1163,0.2547872282393426,0.0,0.9189944134078212\n",
      "1164,771068,1164,0.18992633041126436,0.0,0.9304174950298211\n",
      "1165,771677,1165,0.2790893493847965,0.0,0.9080068143100511\n",
      "1166,772422,1166,0.26312251404978,0.0,0.9125\n",
      "1167,772999,1167,0.20008192546729645,0.0,0.9265232974910395\n",
      "1168,773608,1168,0.24966451506260334,0.0,0.9092465753424658\n",
      "1169,774321,1169,0.2600874668147914,0.0,0.9195402298850575\n",
      "1170,774866,1170,0.25852620505885743,0.0,0.903041825095057\n",
      "1171,775435,1171,0.3424327435811791,0.0,0.9016393442622951\n",
      "1172,776116,1172,0.27452017029323134,0.0,0.9018126888217523\n",
      "1173,776773,1173,0.2533071430034795,0.0,0.9069400630914827\n",
      "1174,777446,1174,0.29075771503724357,0.0,0.8955453149001537\n",
      "1175,778295,1175,0.25132436829973803,0.0,0.9213075060532687\n",
      "1176,779008,1176,0.2525278020740707,0.0,0.9212034383954155\n",
      "1177,779617,1177,0.25441451107912366,0.0,0.909710391822828\n",
      "1178,780090,1178,0.2710159954921367,0.0,0.9100877192982456\n",
      "1179,780603,1179,0.23328604229806005,0.0,0.9259259259259259\n",
      "1180,781364,1180,0.2670349099374331,0.0,0.9176788124156545\n",
      "1181,782293,1181,0.3325920045319095,0.0,0.8952590959206174\n",
      "1182,782790,1182,0.25604125376585724,0.0,0.91701244813278\n",
      "1183,783343,1183,0.26405952639057034,0.0,0.903954802259887\n",
      "1184,783880,1184,0.2696166736989606,0.0,0.9148936170212766\n",
      "1185,784489,1185,0.25377773770961953,0.0,0.9081632653061225\n",
      "1186,785210,1186,0.23874139797821656,0.0,0.9265129682997119\n",
      "1187,785803,1187,0.20166132487878938,0.0,0.9315789473684211\n",
      "1188,786484,1188,0.2736543976713577,0.0,0.9171686746987951\n",
      "1189,787101,1189,0.2852019856013515,0.0,0.9058823529411765\n",
      "1190,787982,1190,0.32326365180792077,0.0,0.8928987194412107\n",
      "1191,788607,1191,0.2331018018042505,0.0,0.9198664440734557\n",
      "1192,789280,1192,0.3613767462648222,0.0,0.8880368098159509\n",
      "1193,789793,1193,0.22145689969974805,0.0,0.9288617886178862\n",
      "1194,790506,1194,0.31667251455522566,0.0,0.8972503617945007\n",
      "1195,791283,1195,0.24304390792946773,0.0,0.9104084321475626\n",
      "1196,791916,1196,0.24208249835356493,0.0,0.9216965742251223\n",
      "1197,792509,1197,0.25881255739767056,0.0,0.9210526315789473\n",
      "1198,793166,1198,0.3328633023469708,0.0,0.8949843260188087\n",
      "1199,793751,1199,0.30830783734700745,0.0,0.8941798941798942\n",
      "1200,794368,1200,0.29381296150955455,0.0,0.9016666666666666\n",
      "1201,794777,1201,0.19504320907231854,0.0,0.9408740359897172\n",
      "1202,795434,1202,0.22315676350858227,0.0,0.9224683544303798\n",
      "1203,796235,1203,0.29951213209631944,0.0,0.9082802547770701\n",
      "1204,796908,1204,0.24010933504837215,0.0,0.9188361408882083\n",
      "1205,797501,1205,0.24519902726579357,0.0,0.928695652173913\n",
      "1206,797942,1206,0.21952669659189464,0.0,0.9236276849642004\n",
      "1207,798559,1207,0.24235551773590422,0.0,0.9211409395973155\n",
      "1208,799032,1208,0.22669883927873377,0.0,0.926829268292683\n",
      "1209,799569,1209,0.20997256818048882,0.0,0.9342359767891683\n",
      "1210,800250,1210,0.2596709717302451,0.0,0.9213313161875946\n",
      "1211,800899,1211,0.2518365414367041,0.0,0.9085072231139647\n",
      "1212,801412,1212,0.25632286524336756,0.0,0.9235412474849095\n",
      "1213,802125,1213,0.27904030312044314,0.0,0.9083094555873925\n",
      "1214,802750,1214,0.24930170571818247,0.0,0.9146141215106732\n",
      "1215,803399,1215,0.32078611908273785,0.0,0.8901273885350318\n",
      "1216,804280,1216,0.38706390567364274,0.0,0.8796296296296297\n",
      "1217,804937,1217,0.26399191266923194,0.0,0.915625\n",
      "1218,805594,1218,0.19698224966520558,0.0,0.9314641744548287\n",
      "1219,806323,1219,0.30912448200782844,0.0,0.9012693935119888\n",
      "1220,807188,1220,0.27481208472066393,0.0,0.9104829210836278\n",
      "1221,807821,1221,0.22901644197992732,0.0,0.9285714285714286\n",
      "1222,808406,1222,0.212872143891824,0.0,0.9306049822064056\n",
      "1223,809191,1223,0.2794856658122594,0.0,0.9138381201044387\n",
      "1224,809840,1224,0.2214961262543042,0.0,0.9232\n",
      "1225,810417,1225,0.256991483389787,0.0,0.9180035650623886\n",
      "1226,811034,1226,0.2921963785934104,0.0,0.9124579124579124\n",
      "1227,811603,1227,0.2008156590813938,0.0,0.9397810218978102\n",
      "1228,812308,1228,0.2861161291876389,0.0,0.9112081513828238\n",
      "1229,812917,1229,0.19127641423339628,0.0,0.934010152284264\n",
      "1230,813558,1230,0.3036195506948436,0.0,0.9008130081300812\n",
      "1231,814223,1231,0.20013666663241353,0.0,0.9234375\n",
      "1232,814792,1232,0.2424599211105688,0.0,0.9237749546279492\n",
      "1233,815425,1233,0.1989548191895761,0.0,0.9389438943894389\n",
      "1234,816322,1234,0.2817532628356822,0.0,0.9157175398633257\n",
      "1235,817019,1235,0.2278383553197906,0.0,0.9338235294117647\n",
      "1236,817788,1236,0.3106250996976895,0.0,0.9001331557922769\n",
      "1237,818469,1237,0.2509179369059781,0.0,0.9136363636363637\n",
      "1238,819158,1238,0.27630381866164305,0.0,0.9115442278860569\n",
      "1239,819839,1239,0.3107677398825617,0.0,0.8957703927492447\n",
      "1240,820528,1240,0.21068495591643896,0.0,0.9428571428571428\n",
      "1241,821273,1241,0.25243125016619966,0.0,0.9172413793103448\n",
      "1242,822138,1242,0.21094333050817674,0.0,0.9441141498216409\n",
      "1243,822707,1243,0.20569803792602495,0.0,0.9290909090909091\n",
      "1244,823372,1244,0.24242147099841455,0.0,0.9226006191950464\n",
      "1245,824029,1245,0.2401544688912429,0.0,0.9257503949447078\n",
      "1246,824534,1246,0.24023242122112545,0.0,0.9300411522633745\n",
      "1247,825191,1247,0.23476686252954415,0.0,0.9216300940438872\n",
      "1248,825808,1248,0.28545193071761765,0.0,0.9101497504159733\n",
      "1249,826633,1249,0.2708389254263858,0.0,0.9066002490660025\n",
      "1250,827842,1250,0.3133761758986766,0.0,0.8968120805369127\n",
      "1251,828523,1251,0.3379042529883514,0.0,0.9007518796992481\n",
      "1252,829364,1252,0.26612836040550153,0.0,0.9114391143911439\n",
      "1253,830013,1253,0.23496373127023815,0.0,0.9169329073482428\n",
      "1254,830550,1254,0.19748954962169304,0.0,0.9386973180076629\n",
      "1255,831111,1255,0.24723754609857543,0.0,0.9162011173184358\n",
      "1256,831728,1256,0.29502354565683453,0.0,0.9040404040404041\n",
      "1257,832209,1257,0.25568265441532656,0.0,0.9264069264069265\n",
      "1258,832882,1258,0.27187924767769145,0.0,0.9095092024539877\n",
      "1259,833587,1259,0.2581664571340278,0.0,0.9161764705882353\n",
      "1260,834460,1260,0.33807604113801265,0.0,0.8839390386869871\n",
      "1261,835085,1261,0.27521235523727344,0.0,0.9089403973509934\n",
      "1262,835782,1262,0.22675494994561568,0.0,0.9166666666666666\n",
      "1263,836543,1263,0.22536505849853333,0.0,0.921302578018996\n",
      "1264,837144,1264,0.20785052437199603,0.0,0.9315068493150684\n",
      "1265,837697,1265,0.23619725081565515,0.0,0.9216417910447762\n",
      "1266,838482,1266,0.3084690479161119,0.0,0.8885976408912188\n",
      "1267,839147,1267,0.2000345240812661,0.0,0.9399075500770416\n",
      "1268,839828,1268,0.3389593695195827,0.0,0.896969696969697\n",
      "1269,840477,1269,0.23625180601551934,0.0,0.928\n",
      "1270,841110,1270,0.28819767957012843,0.0,0.9136807817589576\n",
      "1271,841711,1271,0.22482492756830152,0.0,0.9220103986135182\n",
      "1272,842416,1272,0.25994876663655514,0.0,0.9005847953216374\n",
      "1273,843241,1273,0.2813639752175442,0.0,0.9092039800995025\n",
      "1274,843906,1274,0.26111400430435,0.0,0.9161490683229814\n",
      "1275,844619,1275,0.19828097094857874,0.0,0.937950937950938\n",
      "1276,845300,1276,0.26909968425902137,0.0,0.9125188536953243\n",
      "1277,845965,1277,0.26251214508591025,0.0,0.9152542372881356\n",
      "1278,846558,1278,0.19672210574490342,0.0,0.9320557491289199\n",
      "1279,847247,1279,0.21768648810902516,0.0,0.9228441754916793\n",
      "1280,847824,1280,0.22853377737874195,0.0,0.9269162210338681\n",
      "1281,848601,1281,0.30915267401020174,0.0,0.8922872340425532\n",
      "1282,849346,1282,0.2584783912969813,0.0,0.9146005509641874\n",
      "1283,849883,1283,0.2382847713135671,0.0,0.9192307692307692\n",
      "1284,850468,1284,0.26642747581813303,0.0,0.9076376554174067\n",
      "1285,851261,1285,0.314875146618155,0.0,0.8904639175257731\n",
      "1286,851870,1286,0.18508434246066766,0.0,0.9460370994940978\n",
      "1287,852463,1287,0.2916688223930395,0.0,0.9147826086956522\n",
      "1288,853240,1288,0.24074774152051095,0.0,0.9190981432360743\n",
      "1289,854001,1289,0.23147523418348478,0.0,0.9284750337381916\n",
      "1290,854730,1290,0.279226210766619,0.0,0.9062937062937063\n",
      "1291,855267,1291,0.20331398052948324,0.0,0.939922480620155\n",
      "1292,855908,1292,0.2807490325328778,0.0,0.9182692307692307\n",
      "1293,856549,1293,0.20754909702911695,0.0,0.9286871961102107\n",
      "1294,857190,1294,0.2375052568228307,0.0,0.9310897435897436\n",
      "1295,857895,1295,0.25509348035463886,0.0,0.913235294117647\n",
      "1296,858536,1296,0.23017706394399196,0.0,0.9289176090468497\n",
      "1297,859121,1297,0.2013858163186395,0.0,0.9274336283185841\n",
      "1298,859722,1298,0.17959447720865235,0.0,0.9362068965517242\n",
      "1299,860579,1299,0.3997858502186745,0.0,0.8793309438470729\n",
      "1300,861332,1300,0.37028598214538844,0.0,0.8991825613079019\n",
      "1301,862189,1301,0.2897314309278461,0.0,0.9135654261704682\n",
      "1302,862734,1302,0.2563141190368532,0.0,0.9127134724857685\n",
      "1303,863455,1303,0.30987974149698644,0.0,0.91\n",
      "1304,864080,1304,0.3046744683901901,0.0,0.90625\n",
      "1305,864753,1305,0.22388571861976495,0.0,0.9235474006116208\n",
      "1306,865482,1306,0.2741784271348422,0.0,0.9151343705799151\n",
      "1307,866083,1307,0.2417455279646243,0.0,0.9355400696864111\n",
      "1308,866812,1308,0.23641880977550264,0.0,0.9192634560906515\n",
      "1309,867325,1309,0.2668958003041824,0.0,0.902834008097166\n",
      "1310,867846,1310,0.19854401604180041,0.0,0.9314516129032258\n",
      "1311,868511,1311,0.24077974326894377,0.0,0.9190031152647975\n",
      "1312,869168,1312,0.2146930903790575,0.0,0.9356357927786499\n",
      "1313,869721,1313,0.24262440606800165,0.0,0.9209039548022598\n",
      "1314,870378,1314,0.20512287860579453,0.0,0.9233176838810642\n",
      "1315,871051,1315,0.22116607171043215,0.0,0.9280245022970903\n",
      "1316,871788,1316,0.21831159451484816,0.0,0.9270687237026648\n",
      "1317,872389,1317,0.28060778607293,0.0,0.9037800687285223\n",
      "1318,873094,1318,0.2355319259644275,0.0,0.9287790697674418\n",
      "1319,873799,1319,0.19973556935303013,0.0,0.9370424597364568\n",
      "1320,874456,1320,0.2670348127538774,0.0,0.9162717219589257\n",
      "1321,875073,1321,0.25316670434688215,0.0,0.9260504201680673\n",
      "1322,875786,1322,0.235734524009322,0.0,0.9176300578034682\n",
      "1323,876571,1323,0.34266975800033994,0.0,0.8946684005201561\n",
      "1324,877244,1324,0.31213398885488053,0.0,0.9145038167938931\n",
      "1325,877957,1325,0.3205052138104174,0.0,0.896700143472023\n",
      "1326,878430,1326,0.19787002849888277,0.0,0.9387308533916849\n",
      "1327,879063,1327,0.29757777704209926,0.0,0.9024390243902439\n",
      "1328,879784,1328,0.29583719575376444,0.0,0.9028571428571428\n",
      "1329,880473,1329,0.18851053203194146,0.0,0.9265367316341829\n",
      "1330,881106,1330,0.21856397677063874,0.0,0.9343185550082101\n",
      "1331,881899,1331,0.35690374703726463,0.0,0.8958868894601543\n",
      "1332,882476,1332,0.2045395232696508,0.0,0.9321428571428572\n",
      "1333,883133,1333,0.27716577049101665,0.0,0.9215070643642073\n",
      "1334,883958,1334,0.2630722803247823,0.0,0.9144981412639405\n",
      "1335,884567,1335,0.2123396025399837,0.0,0.9384615384615385\n",
      "1336,885200,1336,0.22638836016793537,0.0,0.9254457050243112\n",
      "1337,885913,1337,0.2223934987707927,0.0,0.9290882778581766\n",
      "1338,886674,1338,0.21937202198907874,0.0,0.9283783783783783\n",
      "1339,887355,1339,0.1823452165418863,0.0,0.939209726443769\n",
      "1340,887868,1340,0.29022058776475385,0.0,0.9173387096774194\n",
      "1341,888389,1341,0.26270887876239,0.0,0.9141716566866267\n",
      "1342,889062,1342,0.30919870138819994,0.0,0.900459418070444\n",
      "1343,889647,1343,0.27528178835761763,0.0,0.9150442477876106\n",
      "1344,890304,1344,0.242347280080423,0.0,0.9198113207547169\n",
      "1345,890921,1345,0.20605303381556297,0.0,0.940099833610649\n",
      "1346,891530,1346,0.18210696343218905,0.0,0.9398625429553265\n",
      "1347,892091,1347,0.1935253982986125,0.0,0.9292364990689013\n",
      "1348,892660,1348,0.18802964670032413,0.0,0.9287020109689214\n",
      "1349,893317,1349,0.2745981101317496,0.0,0.911353032659409\n",
      "1350,894006,1350,0.2208391200672016,0.0,0.9295352323838081\n",
      "1351,894631,1351,0.25234084593583267,0.0,0.915282392026578\n",
      "1352,895152,1352,0.2626567240627209,0.0,0.906\n",
      "1353,895761,1353,0.24497002658717598,0.0,0.9117147707979627\n",
      "1354,896394,1354,0.27532341465565413,0.0,0.9037520391517129\n",
      "1355,897299,1355,0.20703741183634372,0.0,0.9331823329558324\n",
      "1356,898276,1356,0.2654181149570471,0.0,0.9146722164412071\n",
      "1357,898925,1357,0.26205589158563597,0.0,0.9105431309904153\n",
      "1358,899558,1358,0.25504532784579115,0.0,0.9142394822006472\n",
      "1359,900191,1359,0.2289007953462837,0.0,0.921311475409836\n",
      "1360,900856,1360,0.2203558092120956,0.0,0.931782945736434\n",
      "1361,901513,1361,0.257977823138885,0.0,0.9182389937106918\n",
      "1362,902106,1362,0.2358190266925199,0.0,0.9195804195804196\n",
      "1363,902675,1363,0.23175218403765385,0.0,0.9201451905626135\n",
      "1364,903324,1364,0.21087239126999904,0.0,0.9202551834130781\n",
      "1365,903901,1365,0.31830864139784193,0.0,0.9014336917562724\n",
      "1366,904758,1366,0.2893351331809406,0.0,0.9140811455847255\n",
      "1367,905447,1367,0.2332581086355127,0.0,0.9212481426448736\n",
      "1368,906136,1368,0.20154815515012559,0.0,0.9239940387481371\n",
      "1369,906897,1369,0.2698802391239922,0.0,0.9140939597315436\n",
      "1370,907474,1370,0.19082587133949427,0.0,0.9334532374100719\n",
      "1371,908091,1371,0.2056092938849504,0.0,0.9278523489932886\n",
      "1372,908764,1372,0.26888513670225855,0.0,0.9187116564417178\n",
      "1373,909445,1373,0.18267956661436804,0.0,0.942684766214178\n",
      "1374,910078,1374,0.21642459241589068,0.0,0.9320388349514563\n",
      "1375,910839,1375,0.3196942315802225,0.0,0.9068825910931174\n",
      "1376,911432,1376,0.21625568325862324,0.0,0.9230769230769231\n",
      "1377,912033,1377,0.32691800248108777,0.0,0.8913793103448275\n",
      "1378,912802,1378,0.21536295602001512,0.0,0.9305740987983978\n",
      "1379,913379,1379,0.20443906489759212,0.0,0.9355992844364938\n",
      "1380,914084,1380,0.23239994405148579,0.0,0.9267935578330894\n",
      "1381,914709,1381,0.29021444935272855,0.0,0.909688013136289\n",
      "1382,915366,1382,0.34311380445742473,0.0,0.889937106918239\n",
      "1383,916079,1383,0.24746015187530918,0.0,0.9248554913294798\n",
      "1384,916832,1384,0.2302232521682343,0.0,0.9219178082191781\n",
      "1385,917553,1385,0.23834128287323073,0.0,0.9172610556348074\n",
      "1386,918106,1386,0.18349916890195075,0.0,0.9416195856873822\n",
      "1387,918651,1387,0.24456889804176302,0.0,0.9274809160305344\n",
      "1388,919284,1388,0.24773802657221364,0.0,0.9244663382594417\n",
      "1389,919981,1389,0.22041682161100257,0.0,0.9290989660265879\n",
      "1390,920670,1390,0.22928968496885765,0.0,0.9254843517138599\n",
      "1391,921311,1391,0.3074868368147436,0.0,0.9006514657980456\n",
      "1392,921984,1392,0.2839864305519736,0.0,0.900459418070444\n",
      "1393,922577,1393,0.17807587439979497,0.0,0.9443478260869566\n",
      "1394,923218,1394,0.15221331347853104,0.0,0.9532258064516129\n",
      "1395,923835,1395,0.2180890451727222,0.0,0.9266666666666666\n",
      "1396,924596,1396,0.16757074255721607,0.0,0.9581081081081081\n",
      "1397,925269,1397,0.2504899814866048,0.0,0.9294478527607362\n",
      "1398,925878,1398,0.15129835466851055,0.0,0.9606837606837607\n",
      "1399,926591,1399,0.21720261652619327,0.0,0.9376811594202898\n",
      "1400,927224,1400,0.16239401582509344,0.0,0.9461663947797716\n",
      "1401,927833,1401,0.17306708670104953,0.0,0.9503424657534246\n",
      "1402,928498,1402,0.20014103297123276,0.0,0.9409937888198758\n",
      "1403,929083,1403,0.15900830665617727,0.0,0.9469026548672567\n",
      "1404,929724,1404,0.17825052401260927,0.0,0.9567307692307693\n",
      "1405,930421,1405,0.19640185291009904,0.0,0.9392592592592592\n",
      "1406,931102,1406,0.1883633628056977,0.0,0.9369369369369369\n",
      "1407,931807,1407,0.2104878758671502,0.0,0.9354838709677419\n",
      "1408,932352,1408,0.17933626392975272,0.0,0.9468690702087287\n",
      "1409,933105,1409,0.22949226226223826,0.0,0.931787175989086\n",
      "1410,933594,1410,0.1475121758459405,0.0,0.9527896995708155\n",
      "1411,934067,1411,0.15500622342783896,0.0,0.9490022172949002\n",
      "1412,934764,1412,0.23798708311895617,0.0,0.9312406576980568\n",
      "1413,935365,1413,0.170777519704,0.0,0.9411764705882353\n",
      "1414,936006,1414,0.21684746171558988,0.0,0.9306451612903226\n",
      "1415,936735,1415,0.22188512297003385,0.0,0.9240506329113924\n",
      "1416,937408,1416,0.16475503010038542,0.0,0.9418070444104135\n",
      "1417,938057,1417,0.17313404173954502,0.0,0.9456\n",
      "1418,938794,1418,0.18381794152313016,0.0,0.9356643356643357\n",
      "1419,939723,1419,0.24839536355905178,0.0,0.9228224917309813\n",
      "1420,940364,1420,0.14765372667234625,0.0,0.9497568881685575\n",
      "1421,940893,1421,0.11473344273264406,0.0,0.9681908548707754\n",
      "1422,941518,1422,0.18182890638246116,0.0,0.9385382059800664\n",
      "1423,942199,1423,0.24132939176090254,0.0,0.9287878787878788\n",
      "1424,942824,1424,0.23003164431452605,0.0,0.9226973684210527\n",
      "1425,943529,1425,0.16441020613738222,0.0,0.9546783625730995\n",
      "1426,944170,1426,0.20495013295881997,0.0,0.9284552845528455\n",
      "1427,944819,1427,0.20827037449671687,0.0,0.9430379746835443\n",
      "1428,945428,1428,0.16765430702478237,0.0,0.9524617996604414\n",
      "1429,946197,1429,0.15292792726140716,0.0,0.952317880794702\n",
      "1430,946686,1430,0.15785556073043921,0.0,0.9445628997867804\n",
      "1431,947495,1431,0.1711929771258784,0.0,0.9441624365482234\n",
      "1432,948232,1432,0.17601354461742072,0.0,0.9343575418994413\n",
      "1433,948769,1433,0.10551052257426001,0.0,0.9685658153241651\n",
      "1434,949514,1434,0.19612178917233317,0.0,0.941908713692946\n",
      "1435,950107,1435,0.13428229744576725,0.0,0.9550949913644214\n",
      "1436,950756,1436,0.1553291007276395,0.0,0.9552\n",
      "1437,951357,1437,0.1547644156899173,0.0,0.9480069324090121\n",
      "1438,952078,1438,0.1456489240397673,0.0,0.9567723342939481\n",
      "1439,952839,1439,0.13768210554611224,0.0,0.9609690444145357\n",
      "1440,953456,1440,0.14037340179860583,0.0,0.9584026622296173\n",
      "1441,954297,1441,0.22054577506892617,0.0,0.9295261239368166\n",
      "1442,955010,1442,0.16588302423185802,0.0,0.9525179856115108\n",
      "1443,955619,1443,0.20605682073863157,0.0,0.9267461669505963\n",
      "1444,956372,1444,0.16715806552124765,0.0,0.9493150684931507\n",
      "1445,957029,1445,0.1261855295897696,0.0,0.9641744548286605\n",
      "1446,957798,1446,0.22679603625044856,0.0,0.9254327563249002\n",
      "1447,958447,1447,0.14924480991000022,0.0,0.94896331738437\n",
      "1448,959008,1448,0.1583465897993692,0.0,0.9518518518518518\n",
      "1449,959713,1449,0.20449726075392533,0.0,0.9401459854014599\n",
      "1450,960306,1450,0.14809932173593815,0.0,0.9517241379310345\n",
      "1451,960923,1451,0.17268016667744682,0.0,0.9463986599664992\n",
      "1452,961548,1452,0.23234032994571563,0.0,0.9288079470198676\n",
      "1453,962229,1453,0.24383769916936576,0.0,0.924812030075188\n",
      "1454,962902,1454,0.17617464844881187,0.0,0.94\n",
      "1455,963583,1455,0.21310562817050216,0.0,0.9365558912386707\n",
      "1456,964216,1456,0.20585099318779476,0.0,0.9315960912052117\n",
      "1457,964865,1457,0.14012416520134754,0.0,0.958664546899841\n",
      "1458,965554,1458,0.2423517431435705,0.0,0.9218045112781955\n",
      "1459,966155,1459,0.19430275852062726,0.0,0.9379310344827586\n",
      "1460,966812,1460,0.21221062218683448,0.0,0.9387755102040817\n",
      "1461,967517,1461,0.17372736042542464,0.0,0.9385964912280702\n",
      "1462,968150,1462,0.14149707141124895,0.0,0.9589490968801314\n",
      "1463,968727,1463,0.16089318201319416,0.0,0.9590017825311943\n",
      "1464,969440,1464,0.20094181735027597,0.0,0.9391304347826087\n",
      "1465,970001,1465,0.15238236837942104,0.0,0.9426987060998152\n",
      "1466,970882,1466,0.23169410052465408,0.0,0.9278230500582072\n",
      "1467,971419,1467,0.1900214349930748,0.0,0.9458413926499033\n",
      "1468,972180,1468,0.15128986976884815,0.0,0.9565807327001357\n",
      "1469,972749,1469,0.15784588963583476,0.0,0.941923774954628\n",
      "1470,973358,1470,0.18589724389898804,0.0,0.9370748299319728\n",
      "1471,973951,1471,0.16186188177131317,0.0,0.9481865284974094\n",
      "1472,974424,1472,0.13172121717353105,0.0,0.9584245076586433\n",
      "1473,974961,1473,0.16063882657354278,0.0,0.9538461538461539\n",
      "1474,975578,1474,0.1886311949289151,0.0,0.9383333333333334\n",
      "1475,976211,1475,0.19915085824637455,0.0,0.9381107491856677\n",
      "1476,977108,1476,0.1977869570570152,0.0,0.9362186788154897\n",
      "1477,977917,1477,0.21261622755215412,0.0,0.9316455696202531\n",
      "1478,978470,1478,0.13756942105007172,0.0,0.96045197740113\n",
      "1479,979159,1479,0.1762207830256415,0.0,0.9418777943368107\n",
      "1480,979816,1480,0.19414973268847338,0.0,0.9339622641509434\n",
      "1481,980449,1481,0.2121732066568417,0.0,0.9265905383360522\n",
      "1482,981050,1482,0.11767408435329553,0.0,0.9637931034482758\n",
      "1483,981651,1483,0.2164760557770912,0.0,0.9399656946826758\n",
      "1484,982260,1484,0.17567831993171723,0.0,0.9422750424448217\n",
      "1485,983021,1485,0.2640177023280836,0.0,0.9203778677462888\n",
      "1486,983774,1486,0.2832780282589543,0.0,0.9141689373297003\n",
      "1487,984487,1487,0.23615801056585678,0.0,0.9261939218523878\n",
      "1488,985072,1488,0.14280697550081112,0.0,0.95929203539823\n",
      "1489,985833,1489,0.18692770840586345,0.0,0.9500674763832658\n",
      "1490,986546,1490,0.18423594254245612,0.0,0.9406657018813314\n",
      "1491,987131,1491,0.11722132978056699,0.0,0.9700704225352113\n",
      "1492,987780,1492,0.17330323832350028,0.0,0.9410828025477707\n",
      "1493,988461,1493,0.20684394698101527,0.0,0.9487951807228916\n",
      "1494,989166,1494,0.16133846742530777,0.0,0.9518248175182482\n",
      "1495,989711,1495,0.180166903384973,0.0,0.9581749049429658\n",
      "1496,990384,1496,0.24468296371404005,0.0,0.9312977099236641\n",
      "1497,990937,1497,0.1429828555037564,0.0,0.9510357815442562\n",
      "1498,991578,1498,0.23531250202847467,0.0,0.9234527687296417\n",
      "1499,992195,1499,0.1318689651660516,0.0,0.9648829431438127\n",
      "1500,993036,1500,0.17857786798664294,0.0,0.949569495694957\n",
      "1501,993621,1501,0.18953494361887854,0.0,0.9467140319715808\n",
      "1502,994142,1502,0.14795540309050884,0.0,0.9524752475247524\n",
      "1503,994679,1503,0.1439272768179848,0.0,0.9536679536679536\n",
      "1504,995360,1504,0.12915074052363665,0.0,0.9577677224736049\n",
      "1505,996129,1505,0.15981650774559425,0.0,0.9506008010680908\n",
      "1506,996698,1506,0.14177123010133932,0.0,0.9546279491833031\n",
      "1507,997363,1507,0.16603457924369117,0.0,0.9440993788819876\n",
      "1508,998100,1508,0.15126586473250092,0.0,0.9540389972144847\n",
      "1509,998909,1509,0.17638295923318456,0.0,0.9464968152866242\n",
      "1510,999478,1510,0.16415900783160137,0.0,0.9446494464944649\n",
      "1511,1000023,1511,0.15476883353439838,0.0,0.9486692015209125\n",
      "1512,1000848,1512,0.2011209744476079,0.0,0.9378109452736318\n",
      "1513,1001585,1513,0.22218080932526454,0.0,0.9300699300699301\n",
      "1514,1002394,1514,0.23319124950643388,0.0,0.9329962073324906\n",
      "1515,1003107,1515,0.1740815480559445,0.0,0.9490538573508006\n",
      "1516,1003980,1516,0.15674513321322495,0.0,0.9484173505275498\n",
      "1517,1004781,1517,0.2035083215039768,0.0,0.9364675984752223\n",
      "1518,1005350,1518,0.12475645407943563,0.0,0.9579524680073126\n",
      "1519,1006039,1519,0.13973036461693003,0.0,0.9546142208774584\n",
      "1520,1006696,1520,0.16572252568725504,0.0,0.9479495268138801\n",
      "1521,1007289,1521,0.1558515492216095,0.0,0.9417989417989417\n",
      "1522,1007970,1522,0.1368933556079876,0.0,0.9574468085106383\n",
      "1523,1008643,1523,0.12099190609506859,0.0,0.9618320610687023\n",
      "1524,1009388,1524,0.21354531777750205,0.0,0.9349030470914127\n",
      "1525,1010077,1525,0.20648972545675254,0.0,0.9343283582089552\n",
      "1526,1010806,1526,0.15481530003188115,0.0,0.9432624113475178\n",
      "1527,1011399,1527,0.1766946378134406,0.0,0.9403508771929825\n",
      "1528,1012040,1528,0.139682829261075,0.0,0.954983922829582\n",
      "1529,1012641,1529,0.16527594011350152,0.0,0.9416809605488851\n",
      "1530,1013234,1530,0.14107484222868924,0.0,0.9564459930313589\n",
      "1531,1013963,1531,0.1881313591235856,0.0,0.9376770538243626\n",
      "1532,1014652,1532,0.1405714508339419,0.0,0.9610194902548725\n",
      "1533,1015229,1533,0.17007921908470516,0.0,0.942652329749104\n",
      "1534,1015910,1534,0.17747538088674625,0.0,0.9485627836611196\n",
      "1535,1016559,1535,0.17734955006485909,0.0,0.9492063492063492\n",
      "1536,1017208,1536,0.16990829563179874,0.0,0.9472843450479234\n",
      "1537,1017921,1537,0.16156752883089373,0.0,0.9536903039073806\n",
      "1538,1018538,1538,0.1992435877933247,0.0,0.946218487394958\n",
      "1539,1019219,1539,0.1710193941016329,0.0,0.947129909365559\n",
      "1540,1019948,1540,0.18385479807656865,0.0,0.9367977528089888\n",
      "1541,1020453,1541,0.16048595437390656,0.0,0.9506172839506173\n",
      "1542,1021182,1542,0.19972248528507933,0.0,0.9365303244005642\n",
      "1543,1021791,1543,0.15217332712815537,0.0,0.954468802698145\n",
      "1544,1022544,1544,0.1844356489986166,0.0,0.9405255878284924\n",
      "1545,1023289,1545,0.1930820234572024,0.0,0.931129476584022\n",
      "1546,1023874,1546,0.19819043829093674,0.0,0.9329805996472663\n",
      "1547,1024547,1547,0.17639727532558078,0.0,0.9464012251148545\n",
      "1548,1025188,1548,0.14981391975844058,0.0,0.9562398703403565\n",
      "1549,1025965,1549,0.16275954322924469,0.0,0.9513157894736842\n",
      "1550,1026702,1550,0.17326669942030154,0.0,0.9466292134831461\n",
      "1551,1027431,1551,0.1981697142665532,0.0,0.9449152542372882\n",
      "1552,1028192,1552,0.2048889706069985,0.0,0.926729986431479\n",
      "1553,1028649,1553,0.12371869694760411,0.0,0.9610091743119266\n",
      "1554,1029466,1554,0.18292401630409474,0.0,0.9398496240601504\n",
      "1555,1030035,1555,0.2245833344055501,0.0,0.9271402550091075\n",
      "1556,1030708,1556,0.22308065265631763,0.0,0.9325153374233128\n",
      "1557,1031325,1557,0.1430360266642063,0.0,0.9581939799331104\n",
      "1558,1031942,1558,0.13626738040795597,0.0,0.9546218487394958\n",
      "1559,1032607,1559,0.16598846530649367,0.0,0.9439252336448598\n",
      "1560,1033816,1560,0.30086757659176117,0.0,0.9174389216512215\n",
      "1561,1034593,1561,0.1726791258688601,0.0,0.9420289855072463\n",
      "1562,1035218,1562,0.18707404201867614,0.0,0.9403973509933775\n",
      "1563,1035843,1563,0.16666086022712293,0.0,0.9441707717569786\n",
      "1564,1036748,1564,0.14780007581359958,0.0,0.9592298980747452\n",
      "1565,1037421,1565,0.18533478268597897,0.0,0.943683409436834\n",
      "1566,1037958,1566,0.12324446026517417,0.0,0.9655172413793104\n",
      "1567,1038671,1567,0.17452072739813804,0.0,0.9466089466089466\n",
      "1568,1039256,1568,0.16963338450301846,0.0,0.9410714285714286\n",
      "1569,1039889,1569,0.16681074215988786,0.0,0.9448946515397083\n",
      "1570,1040546,1570,0.19120580326684833,0.0,0.9415481832543444\n",
      "1571,1041147,1571,0.16322039156965024,0.0,0.9448275862068966\n",
      "1572,1041932,1572,0.1784699387389269,0.0,0.9447368421052632\n",
      "1573,1042605,1573,0.13767740955195465,0.0,0.9586523736600306\n",
      "1574,1043270,1574,0.13462976695785783,0.0,0.9578125\n",
      "1575,1044135,1575,0.15061840987283476,0.0,0.9595719381688466\n",
      "1576,1044840,1576,0.13725487924376642,0.0,0.95900439238653\n",
      "1577,1045441,1577,0.25805259020373855,0.0,0.9155172413793103\n",
      "1578,1046058,1578,0.13983361383256093,0.0,0.955\n",
      "1579,1046715,1579,0.1376987003486128,0.0,0.9498432601880877\n",
      "1580,1047332,1580,0.18132940293090077,0.0,0.9532554257095158\n",
      "1581,1047877,1581,0.16425046091345033,0.0,0.947069943289225\n",
      "1582,1048654,1582,0.18053454740576283,0.0,0.9376657824933687\n",
      "1583,1049303,1583,0.16794196235454112,0.0,0.9507936507936507\n",
      "1584,1049920,1584,0.15922828675601888,0.0,0.9463087248322147\n",
      "1585,1050457,1585,0.15658932815170065,0.0,0.9552529182879378\n",
      "1586,1050930,1586,0.1576048593178814,0.0,0.9495614035087719\n",
      "1587,1051427,1587,0.16554855401380386,0.0,0.9481327800829875\n",
      "1588,1052084,1588,0.14697156131957267,0.0,0.9514866979655712\n",
      "1589,1052637,1589,0.1751475274144856,0.0,0.9472693032015066\n",
      "1590,1053350,1590,0.17370487408177532,0.0,0.9478260869565217\n",
      "1591,1054047,1591,0.19284053476527263,0.0,0.9349112426035503\n",
      "1592,1054912,1592,0.22144633053188695,0.0,0.9229857819905213\n",
      "1593,1055873,1593,0.24708594211224483,0.0,0.9209401709401709\n",
      "1594,1056578,1594,0.17467625304402173,0.0,0.946376811594203\n",
      "1595,1057123,1595,0.18456522378014076,0.0,0.9281663516068053\n",
      "1596,1057804,1596,0.1686685286186045,0.0,0.9453717754172989\n",
      "1597,1058517,1597,0.16253225012504738,0.0,0.9570200573065902\n",
      "1598,1059118,1598,0.15253409653159983,0.0,0.9602763385146805\n",
      "1599,1059775,1599,0.27705409448844487,0.0,0.9135220125786163\n",
      "1600,1060448,1600,0.21758542223172128,0.0,0.9295558958652373\n",
      "1601,1061105,1601,0.16083829764053792,0.0,0.9513343799058085\n",
      "1602,1061514,1602,0.11296399397278026,0.0,0.9640102827763496\n",
      "1603,1062371,1603,0.21342491658839088,0.0,0.9375750300120048\n",
      "1604,1063244,1604,0.1918006546930999,0.0,0.9450934579439252\n",
      "1605,1063949,1605,0.1780009526335154,0.0,0.9426470588235294\n",
      "1606,1064518,1606,0.14824322059136905,0.0,0.9523809523809523\n",
      "1607,1065055,1607,0.1426142444179218,0.0,0.9515503875968992\n",
      "1608,1065664,1608,0.18572583117243935,0.0,0.946917808219178\n",
      "1609,1066417,1609,0.12394935891525838,0.0,0.9587345254470426\n",
      "1610,1067050,1610,0.15930001060964266,0.0,0.9540229885057471\n",
      "1611,1067859,1611,0.15153576406331906,0.0,0.9528061224489796\n",
      "1612,1068516,1612,0.17595410565312528,0.0,0.9422776911076443\n",
      "1613,1069149,1613,0.2198365939930266,0.0,0.9284552845528455\n",
      "1614,1069798,1614,0.15058059916296332,0.0,0.9502407704654896\n",
      "1615,1070391,1615,0.12738040347252333,0.0,0.9634146341463414\n",
      "1616,1071200,1616,0.18099244327974923,0.0,0.9456384323640961\n",
      "1617,1071889,1617,0.16052155607302765,0.0,0.9505247376311844\n",
      "1618,1072618,1618,0.22877142859291494,0.0,0.922425952045134\n",
      "1619,1073243,1619,0.18023442277602678,0.0,0.9473684210526315\n",
      "1620,1073924,1620,0.1912986882370697,0.0,0.9366515837104072\n",
      "1621,1074645,1621,0.19378827028385195,0.0,0.9372325249643366\n",
      "1622,1075230,1622,0.1573314484827842,0.0,0.950530035335689\n",
      "1623,1075871,1623,0.14451633327884467,0.0,0.9563812600969306\n",
      "1624,1076352,1624,0.18409130387679093,0.0,0.9545454545454546\n",
      "1625,1076945,1625,0.1631268393368059,0.0,0.9494773519163763\n",
      "1626,1077562,1626,0.18682926280672002,0.0,0.9445378151260504\n",
      "1627,1078371,1627,0.16604539087800757,0.0,0.9433249370277078\n",
      "1628,1079204,1628,0.1777139059785293,0.0,0.9473684210526315\n",
      "1629,1079949,1629,0.16398706508761943,0.0,0.95\n",
      "1630,1080534,1630,0.2007042478110957,0.0,0.9362831858407079\n",
      "1631,1081175,1631,0.20346400332190173,0.0,0.9326923076923077\n",
      "1632,1081720,1632,0.10356438294404112,0.0,0.9673704414587332\n",
      "1633,1082233,1633,0.16573775119026107,0.0,0.9517102615694165\n",
      "1634,1082890,1634,0.15114519623806935,0.0,0.9477020602218701\n",
      "1635,1083651,1635,0.21389733245993894,0.0,0.9315436241610738\n",
      "1636,1084340,1636,0.1552666483296622,0.0,0.9418777943368107\n",
      "1637,1085037,1637,0.1494076044552673,0.0,0.957037037037037\n",
      "1638,1085614,1638,0.13492751041207815,0.0,0.962432915921288\n",
      "1639,1086191,1639,0.14696607737605996,0.0,0.9518716577540107\n",
      "1640,1087168,1640,0.19933959116732874,0.0,0.9406867845993756\n",
      "1641,1087673,1641,0.15585092573596643,0.0,0.9567901234567902\n",
      "1642,1088458,1642,0.22419259946039538,0.0,0.9292267365661862\n",
      "1643,1089059,1643,0.17172355039502496,0.0,0.9380378657487092\n",
      "1644,1089660,1644,0.17909730704279977,0.0,0.9442508710801394\n",
      "1645,1090389,1645,0.20619232320476857,0.0,0.9464788732394366\n",
      "1646,1091006,1646,0.15816923708020852,0.0,0.956738768718802\n",
      "1647,1091591,1647,0.12170182938182768,0.0,0.9630281690140845\n",
      "1648,1092232,1648,0.16226513936892836,0.0,0.9563106796116505\n",
      "1649,1092905,1649,0.21098417187878346,0.0,0.9294478527607362\n",
      "1650,1093450,1650,0.09385117630557258,0.0,0.9753320683111955\n",
      "1651,1094275,1651,0.17575058869902926,0.0,0.9463171036204744\n",
      "1652,1095004,1652,0.13587766414807811,0.0,0.9536516853932584\n",
      "1653,1095613,1653,0.12584814573594272,0.0,0.9626485568760611\n",
      "1654,1096134,1654,0.19168849636878268,0.0,0.938\n",
      "1655,1096743,1655,0.12901216088253908,0.0,0.9576988155668359\n",
      "1656,1097376,1656,0.15402370063040155,0.0,0.9546925566343042\n",
      "1657,1097993,1657,0.18894163448307932,0.0,0.9276094276094277\n",
      "1658,1098794,1658,0.20999743465609974,0.0,0.9464968152866242\n",
      "1659,1099379,1659,0.1158298805243841,0.0,0.9610619469026549\n",
      "1660,1099892,1660,0.09756888810871332,0.0,0.9775510204081632\n",
      "1661,1100637,1661,0.17934299365688172,0.0,0.9406896551724138\n",
      "1662,1101846,1662,0.23772848118463155,0.0,0.9211409395973155\n",
      "1663,1102439,1663,0.21891765353580403,0.0,0.928695652173913\n",
      "1664,1103192,1664,0.1577846535973799,0.0,0.945280437756498\n",
      "1665,1103809,1665,0.16548141950222964,0.0,0.9463087248322147\n",
      "1666,1104562,1666,0.17858920198630523,0.0,0.9551630434782609\n",
      "1667,1105107,1667,0.1837671568713422,0.0,0.9312977099236641\n",
      "1668,1105620,1668,0.19135334854886632,0.0,0.9311740890688259\n",
      "1669,1106277,1669,0.17090316746933382,0.0,0.9484375\n",
      "1670,1106934,1670,0.15766796272392777,0.0,0.9390625\n",
      "1671,1107647,1671,0.17795445355016887,0.0,0.9439655172413793\n",
      "1672,1108304,1672,0.22586577341407105,0.0,0.9263322884012539\n",
      "1673,1109129,1673,0.15961237086256627,0.0,0.9491945477075588\n",
      "1674,1109722,1674,0.12360184216242678,0.0,0.9649122807017544\n",
      "1675,1110411,1675,0.194732975043552,0.0,0.9310344827586207\n",
      "1676,1110948,1676,0.1475252168480918,0.0,0.9555984555984556\n",
      "1677,1111797,1677,0.17429827320441765,0.0,0.9467312348668281\n",
      "1678,1112526,1678,0.19838394859699185,0.0,0.9377652050919377\n",
      "1679,1113111,1679,0.14416361734413982,0.0,0.955595026642984\n",
      "1680,1113744,1680,0.19804072267448292,0.0,0.9408866995073891\n",
      "1681,1114505,1681,0.15589807214492618,0.0,0.9500674763832658\n",
      "1682,1115058,1682,0.21284678977481913,0.0,0.931098696461825\n",
      "1683,1115747,1683,0.12345974153976286,0.0,0.9580209895052474\n",
      "1684,1116324,1684,0.16143973800307804,0.0,0.946524064171123\n",
      "1685,1116949,1685,0.14493397802990093,0.0,0.9499165275459098\n",
      "1686,1117606,1686,0.1669542658312751,0.0,0.9557661927330173\n",
      "1687,1118207,1687,0.13943180881560027,0.0,0.9554794520547946\n",
      "1688,1118728,1688,0.1859949814949997,0.0,0.9403578528827038\n",
      "1689,1119449,1689,0.21459131007530358,0.0,0.9314285714285714\n",
      "1690,1120394,1690,0.2177484495820496,0.0,0.9308108108108109\n",
      "1691,1121043,1691,0.19572246754032166,0.0,0.9376996805111821\n",
      "1692,1121596,1692,0.163207341104866,0.0,0.9474671669793621\n",
      "1693,1122389,1693,0.17005863462153373,0.0,0.9534883720930233\n",
      "1694,1122998,1694,0.16557829117522782,0.0,0.9504273504273504\n",
      "1695,1123599,1695,0.1414096144775062,0.0,0.9586206896551724\n",
      "1696,1124272,1696,0.32585463498664957,0.0,0.889739663093415\n",
      "1697,1124905,1697,0.14749696104008897,0.0,0.952922077922078\n",
      "1698,1125618,1698,0.16144396563443175,0.0,0.9533527696793003\n",
      "1699,1126339,1699,0.15280970497452082,0.0,0.9504249291784702\n",
      "1700,1126908,1700,0.15518004682615588,0.0,0.9582577132486388\n",
      "1701,1127613,1701,0.17242291719866573,0.0,0.9491279069767442\n",
      "1702,1128214,1702,0.12439520471143314,0.0,0.952054794520548\n",
      "1703,1128863,1703,0.24496913456105035,0.0,0.9262820512820513\n",
      "1704,1129440,1704,0.2022541939760445,0.0,0.9498207885304659\n",
      "1705,1130097,1705,0.1151643455188277,0.0,0.9625585023400937\n",
      "1706,1130794,1706,0.15745634501852881,0.0,0.9508928571428571\n",
      "1707,1131419,1707,0.22812333185314404,0.0,0.9273927392739274\n",
      "1708,1132124,1708,0.1786397729112345,0.0,0.9443631039531479\n",
      "1709,1132949,1709,0.2127810308881589,0.0,0.929368029739777\n",
      "1710,1133622,1710,0.1451735976943158,0.0,0.9541984732824428\n",
      "1711,1134199,1711,0.13552001175680933,0.0,0.9589285714285715\n",
      "1712,1134776,1712,0.11036748855315134,0.0,0.9695340501792115\n",
      "1713,1135337,1713,0.16291659482685472,0.0,0.9459962756052142\n",
      "1714,1136122,1714,0.17119326819051303,0.0,0.9453836150845254\n",
      "1715,1136675,1715,0.16091205728233726,0.0,0.9416195856873822\n",
      "1716,1137228,1716,0.16787581437470206,0.0,0.9453860640301318\n",
      "1717,1137845,1717,0.20554061019412387,0.0,0.9242424242424242\n",
      "1718,1138534,1718,0.15203412769753777,0.0,0.9613670133729569\n",
      "1719,1139215,1719,0.17333452654646023,0.0,0.9474474474474475\n",
      "1720,1139776,1720,0.16089315519943312,0.0,0.9499072356215214\n",
      "1721,1140321,1721,0.1503834670657472,0.0,0.9450757575757576\n",
      "1722,1140898,1722,0.19357126560963156,0.0,0.9422382671480144\n",
      "1723,1141451,1723,0.1663196976473774,0.0,0.9514925373134329\n",
      "1724,1142092,1724,0.17019596717127877,0.0,0.9503205128205128\n",
      "1725,1142813,1725,0.22156323246686346,0.0,0.9328571428571428\n",
      "1726,1143686,1726,0.24040080771177225,0.0,0.9273153575615475\n",
      "1727,1144335,1727,0.21831659738721523,0.0,0.9267515923566879\n",
      "1728,1144968,1728,0.16456400705014007,0.0,0.9393442622950819\n",
      "1729,1145665,1729,0.2053077767268304,0.0,0.9389880952380952\n",
      "1730,1146330,1730,0.18378252744526416,0.0,0.942457231726283\n",
      "1731,1146907,1731,0.24778613263967963,0.0,0.9157706093189965\n",
      "1732,1147716,1732,0.20100390317417322,0.0,0.9412515964240102\n",
      "1733,1148509,1733,0.2884644838822144,0.0,0.9280205655526992\n",
      "1734,1149142,1734,0.127210938399736,0.0,0.9537953795379538\n",
      "1735,1149807,1735,0.13123997536299167,0.0,0.955177743431221\n",
      "1736,1150568,1736,0.16470996119047182,0.0,0.9541160593792173\n",
      "1737,1151361,1737,0.22429723520976744,0.0,0.913659793814433\n",
      "1738,1151946,1738,0.19132733989837566,0.0,0.9347442680776014\n",
      "1739,1152475,1739,0.13823222394523577,0.0,0.9432485322896281\n",
      "1740,1153172,1740,0.14609984738986775,0.0,0.9588235294117647\n",
      "1741,1153853,1741,0.1762275569992566,0.0,0.9393939393939394\n",
      "1742,1154542,1742,0.13945102070137144,0.0,0.9624060150375939\n",
      "1743,1155223,1743,0.19506435989131737,0.0,0.942684766214178\n",
      "1744,1155888,1744,0.1477339983916223,0.0,0.959375\n",
      "1745,1156713,1745,0.18715775122042322,0.0,0.937733499377335\n",
      "1746,1157234,1746,0.1371756308719785,0.0,0.9475806451612904\n",
      "1747,1158115,1747,0.2927556115129318,0.0,0.9166666666666666\n",
      "1748,1158692,1748,0.13000362370615895,0.0,0.9586330935251799\n",
      "1749,1159445,1749,0.20518559066786154,0.0,0.9360544217687075\n",
      "1750,1159958,1750,0.1394667624196789,0.0,0.9552845528455285\n",
      "1751,1160663,1751,0.18196389772827712,0.0,0.9411764705882353\n",
      "1752,1161344,1752,0.18716514039724577,0.0,0.947129909365559\n",
      "1753,1162057,1753,0.16982321566061206,0.0,0.9465317919075145\n",
      "1754,1162682,1754,0.12569126532077024,0.0,0.9585406301824212\n",
      "1755,1163315,1755,0.1549101798801653,0.0,0.9514563106796117\n",
      "1756,1164052,1756,0.18604059625280772,0.0,0.9331476323119777\n",
      "1757,1164709,1757,0.16854689958895136,0.0,0.949685534591195\n",
      "1758,1165390,1758,0.1654492228585481,0.0,0.9409984871406959\n",
      "1759,1166167,1759,0.1810579565980836,0.0,0.9446640316205533\n",
      "1760,1166928,1760,0.15167484775121143,0.0,0.9496598639455782\n",
      "1761,1167617,1761,0.16394988479929937,0.0,0.9430284857571214\n",
      "1762,1168210,1762,0.14871791175671975,0.0,0.9545454545454546\n",
      "1763,1168835,1763,0.14810905848857564,0.0,0.9605263157894737\n",
      "1764,1169484,1764,0.15387566641759762,0.0,0.9541864139020537\n",
      "1765,1170197,1765,0.19786918142302495,0.0,0.9450867052023122\n",
      "1766,1170894,1766,0.16911949864299197,0.0,0.948301329394387\n",
      "1767,1171535,1767,0.14536868242211456,0.0,0.9516129032258065\n",
      "1768,1172248,1768,0.1921418602478088,0.0,0.9383954154727794\n",
      "1769,1172881,1769,0.18190370115204685,0.0,0.9382113821138212\n",
      "1770,1173490,1770,0.179503584105607,0.0,0.937394247038917\n",
      "1771,1174011,1771,0.14752888865501373,0.0,0.9563492063492064\n",
      "1772,1174644,1772,0.16943135045635582,0.0,0.939935064935065\n",
      "1773,1175317,1773,0.2186080032413153,0.0,0.926829268292683\n",
      "1774,1175950,1774,0.19373908242462093,0.0,0.9345335515548282\n",
      "1775,1176591,1775,0.1364967690893488,0.0,0.9594813614262561\n",
      "1776,1177256,1776,0.16069956313123662,0.0,0.9490740740740741\n",
      "1777,1177945,1777,0.1740560951677824,0.0,0.9479940564635958\n",
      "1778,1178602,1778,0.1633907115567744,0.0,0.9462025316455697\n",
      "1779,1179323,1779,0.17913105432743603,0.0,0.9343794579172611\n",
      "1780,1180052,1780,0.16855729104833791,0.0,0.952247191011236\n",
      "1781,1180685,1781,0.1810671738318015,0.0,0.9385113268608414\n",
      "1782,1181198,1782,0.16015598469071501,0.0,0.9298597194388778\n",
      "1783,1181927,1783,0.1954385459401373,0.0,0.9440559440559441\n",
      "1784,1182632,1784,0.16569499987760847,0.0,0.9503649635036496\n",
      "1785,1183185,1785,0.1354317218316274,0.0,0.9546313799621928\n",
      "1786,1183874,1786,0.17011428353595523,0.0,0.9465081723625557\n",
      "1787,1184483,1787,0.12173751960634645,0.0,0.9662731871838112\n",
      "1788,1185140,1788,0.2331515730534621,0.0,0.9198113207547169\n",
      "1789,1185853,1789,0.13924496653336815,0.0,0.9567099567099567\n",
      "1790,1186438,1790,0.14290730249051764,0.0,0.9572953736654805\n",
      "1791,1187143,1791,0.21419890732899174,0.0,0.9417758369723436\n",
      "1792,1187768,1792,0.188827137245545,0.0,0.9406919275123559\n",
      "1793,1188313,1793,0.1392892715804157,0.0,0.9447619047619048\n",
      "1794,1188978,1794,0.17461484519379766,0.0,0.9537750385208013\n",
      "1795,1189619,1795,0.2023002769404963,0.0,0.9533011272141707\n",
      "1796,1190276,1796,0.15890262299936242,0.0,0.9498432601880877\n",
      "1797,1190901,1797,0.17444546656768575,0.0,0.9393442622950819\n",
      "1798,1191678,1798,0.21809372339780167,0.0,0.9268617021276596\n",
      "1799,1192239,1799,0.12526662246140288,0.0,0.9646182495344506\n",
      "1800,1192856,1800,0.13614068677357893,0.0,0.9529411764705882\n",
      "1801,1193441,1801,0.17609095855907606,0.0,0.9520426287744227\n",
      "1802,1194154,1802,0.24270800600013778,0.0,0.9225251076040172\n",
      "1803,1194667,1803,0.21125314302698162,0.0,0.9415322580645161\n",
      "1804,1195420,1804,0.21504131188574593,0.0,0.931787175989086\n",
      "1805,1196037,1805,0.13145971427477468,0.0,0.9485903814262023\n",
      "1806,1196750,1806,0.14876786877377263,0.0,0.9476744186046512\n",
      "1807,1197271,1807,0.1873278732616835,0.0,0.9500998003992016\n",
      "1808,1197832,1808,0.15477428650614497,0.0,0.9539594843462247\n",
      "1809,1198569,1809,0.15144804573580797,0.0,0.9621318373071529\n",
      "1810,1199194,1810,0.23248320022642222,0.0,0.9244663382594417\n",
      "1811,1199835,1811,0.1476552267185367,0.0,0.9548387096774194\n",
      "1812,1200620,1812,0.21317026351823387,0.0,0.9347258485639687\n",
      "1813,1201157,1813,0.13102409967679454,0.0,0.9574468085106383\n",
      "1814,1202014,1814,0.3192325252550195,0.0,0.9127837514934289\n",
      "1815,1202671,1815,0.2034726176583105,0.0,0.9362363919129082\n",
      "1816,1203352,1816,0.16262128421489538,0.0,0.942684766214178\n",
      "1817,1203793,1817,0.13418373818714374,0.0,0.954653937947494\n",
      "1818,1204410,1818,0.19798786563081117,0.0,0.940099833610649\n",
      "1819,1205115,1819,0.1472692105793018,0.0,0.9520348837209303\n",
      "1820,1205972,1820,0.23255634479361542,0.0,0.9272076372315036\n",
      "1821,1206637,1821,0.1723880667575153,0.0,0.9458204334365325\n",
      "1822,1207310,1822,0.16729755761504395,0.0,0.9373088685015291\n",
      "1823,1207991,1823,0.16051695749197215,0.0,0.9532428355957768\n",
      "1824,1208576,1824,0.23238570284026688,0.0,0.9295774647887324\n",
      "1825,1209145,1825,0.1295516057377224,0.0,0.9543795620437956\n",
      "1826,1209826,1826,0.15316403760974592,0.0,0.9548872180451128\n",
      "1827,1210331,1827,0.1751838238074216,0.0,0.9524793388429752\n",
      "1828,1210956,1828,0.16995138930251136,0.0,0.9447236180904522\n",
      "1829,1211589,1829,0.15194077154881896,0.0,0.9448051948051948\n",
      "1830,1212246,1830,0.13286857795988405,0.0,0.9525316455696202\n",
      "1831,1212759,1831,0.1433414455025689,0.0,0.9650205761316872\n",
      "1832,1213504,1832,0.20755561321141286,0.0,0.9324137931034483\n",
      "1833,1214017,1833,0.13223233056922068,0.0,0.9576612903225806\n",
      "1834,1214554,1834,0.12132209791557448,0.0,0.9692307692307692\n",
      "1835,1215195,1835,0.1549940728826647,0.0,0.9485530546623794\n",
      "1836,1215844,1836,0.16493679518350174,0.0,0.949685534591195\n",
      "1837,1216477,1837,0.13268181493897374,0.0,0.9638157894736842\n",
      "1838,1217342,1838,0.194036887480151,0.0,0.9399293286219081\n",
      "1839,1218079,1839,0.1364037640578801,0.0,0.9611650485436893\n",
      "1840,1218816,1840,0.2773914334961094,0.0,0.9045643153526971\n",
      "1841,1219425,1841,0.16073527564407317,0.0,0.9522998296422487\n",
      "1842,1220090,1842,0.14385920478036351,0.0,0.9599383667180277\n",
      "1843,1220699,1843,0.12738747373611436,0.0,0.9621993127147767\n",
      "1844,1221308,1844,0.13940389967001576,0.0,0.9527824620573356\n",
      "1845,1222005,1845,0.16815864235467115,0.0,0.9498525073746312\n",
      "1846,1222670,1846,0.1627600867623654,0.0,0.9472868217054263\n",
      "1847,1223343,1847,0.18134691917958606,0.0,0.9416282642089093\n",
      "1848,1223936,1848,0.17314790165585275,0.0,0.9440559440559441\n",
      "1849,1224537,1849,0.23069398423248347,0.0,0.9173838209982789\n",
      "1850,1225314,1850,0.19876218093264741,0.0,0.9365918097754293\n",
      "1851,1226027,1851,0.20043169840351138,0.0,0.9319826338639653\n",
      "1852,1226724,1852,0.1865383453973358,0.0,0.9477611940298507\n",
      "1853,1227357,1853,0.177857164379215,0.0,0.9414634146341463\n",
      "1854,1227926,1854,0.12823172731975072,0.0,0.9636363636363636\n",
      "1855,1228711,1855,0.2610049068084409,0.0,0.9219765929778934\n",
      "1856,1229312,1856,0.21196416716076574,0.0,0.9312714776632303\n",
      "1857,1229945,1857,0.14050147435694596,0.0,0.9556650246305419\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CompletedProcess(args=['openai', 'api', 'fine_tunes.results', '-i', 'ft-3oxkr1zBVB4fJWogJDDjQbr0'], returncode=0)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subprocess.run('openai api fine_tunes.results -i ft-3oxkr1zBVB4fJWogJDDjQbr0'.split())\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构造更多微调数据（可以不运行）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "dynasties= ['秦', '五代', '隋']\n",
    "super_powers = ['龙卷风', '冰冻大海', '流星火雨']\n",
    "story_types = ['轻松', '努力', '艰难', '勇敢', '辛苦']\n",
    "\n",
    "new_stories = \"data/ultraman_stories_more.csv\"\n",
    "prepare_stories(dynasties, super_powers, story_types, repeat=3, output_file=new_stories)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analyzing...\n",
      "\n",
      "- Based on your file extension, your file is formatted as a CSV file\n",
      "- Your file contains 135 prompt-completion pairs\n",
      "- Your data does not contain a common separator at the end of your prompts. Having a separator string appended to the end of the prompt makes it clearer to the fine-tuned model where the completion should begin. See https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset for more detail and examples. If you intend to do open-ended generation, then you should leave the prompts empty\n",
      "- Your data does not contain a common ending at the end of your completions. Having a common ending string appended to the end of the completion makes it clearer to the fine-tuned model where the completion should end. See https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset for more detail and examples.\n",
      "- The completion should start with a whitespace character (` `). This tends to produce better results due to the tokenization we use. See https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset for more details\n",
      "\n",
      "Based on the analysis we will perform the following actions:\n",
      "- [Necessary] Your format `CSV` will be converted to `JSONL`\n",
      "- [Recommended] Add a suffix separator ` ->` to all prompts [Y/n]: Y\n",
      "- [Recommended] Add a suffix ending `.` to all completions [Y/n]: Y\n",
      "- [Recommended] Add a whitespace character to the beginning of the completion [Y/n]: Y\n",
      "\n",
      "\n",
      "Your data will be written to a new JSONL file. Proceed [Y/n]: Y\n",
      "\n",
      "Wrote modified file to `data/prepared_data_more_prepared.jsonl`\n",
      "Feel free to take a look!\n",
      "\n",
      "Now use that file when fine-tuning:\n",
      "> openai api fine_tunes.create -t \"data/prepared_data_more_prepared.jsonl\"\n",
      "\n",
      "After you’ve fine-tuned a model, remember that your prompt has to end with the indicator string ` ->` for the model to start generating completions, rather than continuing with the prompt. Make sure to include `stop=[\".\"]` so that the generated texts ends at the expected place.\n",
      "Once your model starts training, it'll approximately take 4.3 minutes to train a `curie` model, and less for `ada` and `babbage`. Queue will approximately take half an hour per job ahead of you.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CompletedProcess(args=['openai', 'tools', 'fine_tunes.prepare_data', '--file', 'data/prepared_data_more.csv', '--quiet'], returncode=0)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(new_stories)\n",
    "df['sub_prompt'] = df['dynasty'] + \",\" + df['super_power'] + \",\" + df['story_type']\n",
    "prepared_data = df.loc[:,['sub_prompt','story']]\n",
    "prepared_data.rename(columns={'sub_prompt':'prompt', 'story':'completion'}, inplace=True)\n",
    "new_stories_prepared = 'data/prepared_data_more.csv'\n",
    "prepared_data.to_csv(new_stories_prepared, index=False)\n",
    "\n",
    "subprocess.run('openai tools fine_tunes.prepare_data --file data/prepared_data_more.csv --quiet'.split())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 进一步微调"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Upload progress: 100%|██████████| 128k/128k [00:00<00:00, 67.6Mit/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uploaded file from data/prepared_data_more_prepared.jsonl: file-Koi8mPKvDINOnBnI03J9iXnS\n",
      "Created fine-tune: ft-CFLSbHbKvg5BEspBy3aQHSbm\n",
      "Streaming events until fine-tuning is complete...\n",
      "\n",
      "(Ctrl-C will interrupt the stream, but not cancel the fine-tune)\n",
      "[2023-04-05 12:57:57] Created fine-tune: ft-CFLSbHbKvg5BEspBy3aQHSbm\n",
      "[2023-04-05 12:58:41] Fine-tune costs $1.05\n",
      "[2023-04-05 12:58:41] Fine-tune enqueued. Queue number: 0\n",
      "[2023-04-05 12:58:43] Fine-tune started\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CompletedProcess(args=['openai', 'api', 'fine_tunes.create', '--training_file', 'data/prepared_data_more_prepared.jsonl', '--model', 'curie:ft-bothub-ai:ultraman-2023-04-04-03-03-26', '--suffix', '\"ultraman\"', '--learning_rate_multiplier', '2'], returncode=0)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subprocess.run('openai api fine_tunes.create --training_file data/prepared_data_more_prepared.jsonl --model curie:ft-bothub-ai:ultraman-2023-04-04-03-03-26 --suffix \"ultraman\" --learning_rate_multiplier 2'.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "这是一个发生在一个古老的世界，一个叫做“六代”的世界。这个世界有着一种叫做“超能力”的特性，可以让人穿越时空，穿越到现代。\n",
      "\n",
      "一位叫做“英雄”的人物，他来自于六代，但他拥有了一种叫做“流星火雨”的超能力，他可以把自己的身体变成一个火焰，然后穿越时空，来到现代。\n",
      "\n",
      "他来到现代，发现这个世界变得越来越危险，有一种叫做“怪兽”的存在，他们想要毁灭这个世界。英雄决定帮助奥特曼一起打败怪兽，于是他们开始了一场激烈的战斗。\n",
      "\n",
      "英雄凭借着自己的超能力，以及奥特曼的力量，战胜了怪兽，拯救了这个世界。最后，英雄又一次穿越回六代，这次他拥有了一种叫做“流星火雨”的超能力，他可以把自己的身体变成一个火焰，然后穿越时空，拯救又一次六代。\n"
     ]
    }
   ],
   "source": [
    "fine_tuned = write_a_story(\"五代,流星火雨,艰难 ->\\n\")\n",
    "print(fine_tuned)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "subprocess.run('openai api fine_tunes.list'.split())\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测试流式生成效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "一位叫李英的汉朝时期的英雄人物，穿越到了现代，拥有了一种超能力，可以把自己的身体冰冻到极限，他发现自己可以拥有超越情感的力量，可以把任何人都冻僵，他也发现自己可以控制全局，可以控制时间，可以控制物质，可以控制情景，他发现自己可以控制一切，他变得更加强大。\n",
      "\n",
      "李英发现，地球正面临着一个叫做怪兽的强大敌人的威胁，他决定去帮助奥特曼一起打败怪兽。于是，他和奥特曼一起开始了一系列的战斗，他们一起抵抗着怪兽的攻击，最终，他们成功地消灭了怪兽，拯救了地球。\n",
      "\n",
      "李英受到了所有人的赞赏，他也成为了一个英雄，他的事迹被传颂了几百年，他的故事也被记录在历史书中，他也成为了一个永恒的传奇。"
     ]
    }
   ],
   "source": [
    "\n",
    "def write_a_story_by_stream(prompt):\n",
    "    response = openai.Completion.create(\n",
    "        model=\"curie:ft-bothub-ai:ultraman-2023-04-04-03-03-26\",\n",
    "        prompt=prompt,\n",
    "        temperature=0.7,\n",
    "        max_tokens=2000,\n",
    "        stream=True,\n",
    "        top_p=1,\n",
    "        stop=[\".\"])\n",
    "    return response\n",
    "\n",
    "response = write_a_story_by_stream(\"汉,冰冻大海,艰难 ->\\n\")\n",
    "\n",
    "for event in response:\n",
    "    event_text = event['choices'][0]['text']\n",
    "    print(event_text, end = '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "geektime",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}