cleaningData.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 必要的package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import datetime\n",
    "from joblib import Parallel, delayed\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "import os\n",
    "import pandas as pd\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 期权"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def timestamp2time(now):\n",
    "    now02 = time.strftime('%Y-%m-%d %H:%M:%S',time.localtime(now/1000))\n",
    "    return(now02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 0 ns\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "#期权数据处理，分理处规范的快照数据和逐笔成交数据\n",
    "# type = 2卖出\n",
    "    \n",
    "def cleaningData():\n",
    "    # 数据存储在这个文件夹下\n",
    "    read_path = './jex'\n",
    "    \n",
    "    # depth是逐笔成交的数据，market是快照的数据，然后其他的数据暂时没有搞定，就先不使用了\n",
    "    depth,market = {}, {}\n",
    "    count0,count1 = 0,0\n",
    "    labels = ['datetime','open','high','low','close','vol']\n",
    "    \n",
    "    # 获取文件夹内的列表\n",
    "    for filename in os.listdir(read_path):\n",
    "        # 清洗文件\n",
    "        with open(read_path + r'/' + filename, 'r') as f:\n",
    "            data = f.readlines()\n",
    "            \n",
    "        date = filename.split('_')[0]\n",
    "        date = date[:4] + '-' + date[4:6] + '-'+ date[6:]\n",
    "\n",
    "        for i in data:\n",
    "            lineData = eval(i[2:])\n",
    "            if lineData[0][:5] == 'depth':\n",
    "                if 'deal' in lineData[1].keys():\n",
    "                    for j in range(len(lineData[1]['deal'])):\n",
    "                        a = lineData[1]['deal'][j]\n",
    "                        a['date'] = date + ' ' + a['date']\n",
    "                        a['kind'] = lineData[0]\n",
    "                        depth[count0] = a\n",
    "                        count0+=1\n",
    "\n",
    "                    \n",
    "            elif lineData[0][:6] == 'market':\n",
    "                a = {}\n",
    "                for j in range(len(lineData[1])):\n",
    "                    a['kind'] = lineData[0]\n",
    "                    for i in range(6):\n",
    "                        if i == 0:\n",
    "                            a[labels[i]] = timestamp2time(lineData[1][j][i])\n",
    "                        else:\n",
    "                            a[labels[i]] = lineData[1][j][i]\n",
    "                    market[count1] = a\n",
    "                    count1 += 1\n",
    "                \n",
    "        print(filename,' done.')\n",
    "    return depth, market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20200301_2300.TXT  done.\n",
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      "20200318_0100.TXT  done.\n",
      "20200318_0200.TXT  done.\n",
      "20200318_0300.TXT  done.\n",
      "20200318_0400.TXT  done.\n",
      "20200318_0500.TXT  done.\n",
      "20200318_0600.TXT  done.\n",
      "20200318_0700.TXT  done.\n",
      "20200318_0800.TXT  done.\n",
      "20200318_0900.TXT  done.\n",
      "20200318_1000.TXT  done.\n",
      "20200318_1100.TXT  done.\n",
      "20200318_1200.TXT  done.\n",
      "20200318_1300.TXT  done.\n",
      "20200318_1400.TXT  done.\n",
      "20200318_1500.TXT  done.\n",
      "20200318_1600.TXT  done.\n",
      "20200318_1700.TXT  done.\n",
      "20200318_1800.TXT  done.\n",
      "20200318_1900.TXT  done.\n",
      "20200318_2000.TXT  done.\n",
      "20200318_2100.TXT  done.\n",
      "20200318_2200.TXT  done.\n",
      "20200318_2300.TXT  done.\n",
      "20200319_0000.TXT  done.\n",
      "20200319_0100.TXT  done.\n",
      "20200319_0200.TXT  done.\n",
      "20200319_0300.TXT  done.\n",
      "20200319_0400.TXT  done.\n",
      "20200319_0500.TXT  done.\n",
      "20200319_0600.TXT  done.\n",
      "20200319_0700.TXT  done.\n",
      "20200319_0800.TXT  done.\n",
      "20200319_0900.TXT  done.\n",
      "20200319_1000.TXT  done.\n",
      "20200319_1100.TXT  done.\n",
      "20200319_1200.TXT  done.\n",
      "20200319_1300.TXT  done.\n",
      "20200319_1400.TXT  done.\n",
      "20200319_1500.TXT  done.\n",
      "20200319_1600.TXT  done.\n",
      "20200319_1700.TXT  done.\n",
      "20200319_1800.TXT  done.\n",
      "20200319_1900.TXT  done.\n",
      "20200319_2000.TXT  done.\n",
      "20200319_2100.TXT  done.\n",
      "20200319_2200.TXT  done.\n",
      "20200319_2300.TXT  done.\n",
      "20200320_0000.TXT  done.\n",
      "20200320_0100.TXT  done.\n",
      "20200320_0200.TXT  done.\n",
      "20200320_0300.TXT  done.\n",
      "20200320_0400.TXT  done.\n",
      "20200320_0500.TXT  done.\n",
      "20200320_0600.TXT  done.\n",
      "20200320_0700.TXT  done.\n",
      "20200320_0800.TXT  done.\n",
      "20200320_0900.TXT  done.\n",
      "20200320_1000.TXT  done.\n",
      "20200320_1100.TXT  done.\n",
      "20200320_1200.TXT  done.\n",
      "20200320_1300.TXT  done.\n",
      "20200320_1400.TXT  done.\n",
      "20200320_1500.TXT  done.\n",
      "20200320_1600.TXT  done.\n",
      "20200320_1700.TXT  done.\n",
      "20200320_1800.TXT  done.\n",
      "20200320_1900.TXT  done.\n",
      "20200320_2000.TXT  done.\n",
      "20200320_2100.TXT  done.\n",
      "20200320_2200.TXT  done.\n",
      "20200320_2300.TXT  done.\n",
      "20200321_0000.TXT  done.\n",
      "20200321_0100.TXT  done.\n",
      "20200321_0200.TXT  done.\n",
      "20200321_0300.TXT  done.\n",
      "20200321_0400.TXT  done.\n",
      "20200321_0500.TXT  done.\n",
      "20200321_0600.TXT  done.\n",
      "20200321_0700.TXT  done.\n",
      "20200321_0800.TXT  done.\n",
      "20200321_0900.TXT  done.\n",
      "20200321_1000.TXT  done.\n",
      "20200321_1100.TXT  done.\n",
      "20200321_1200.TXT  done.\n",
      "20200321_1300.TXT  done.\n",
      "20200321_1400.TXT  done.\n",
      "20200321_1500.TXT  done.\n",
      "20200321_1600.TXT  done.\n",
      "20200321_1700.TXT  done.\n",
      "20200321_1800.TXT  done.\n",
      "20200321_1900.TXT  done.\n",
      "20200321_2000.TXT  done.\n",
      "20200321_2100.TXT  done.\n",
      "20200321_2200.TXT  done.\n",
      "20200321_2300.TXT  done.\n",
      "20200322_0000.TXT  done.\n",
      "20200322_0100.TXT  done.\n",
      "20200322_0200.TXT  done.\n",
      "20200322_0300.TXT  done.\n",
      "20200322_0400.TXT  done.\n",
      "20200322_0500.TXT  done.\n",
      "20200322_0600.TXT  done.\n",
      "20200322_0700.TXT  done.\n",
      "20200322_0800.TXT  done.\n",
      "20200322_0900.TXT  done.\n",
      "20200322_1000.TXT  done.\n",
      "20200322_1100.TXT  done.\n",
      "20200322_1200.TXT  done.\n",
      "20200322_1300.TXT  done.\n",
      "20200322_1400.TXT  done.\n",
      "20200322_1500.TXT  done.\n",
      "20200322_1600.TXT  done.\n",
      "20200322_1700.TXT  done.\n",
      "20200322_1800.TXT  done.\n",
      "20200322_1900.TXT  done.\n",
      "20200322_2000.TXT  done.\n",
      "20200322_2100.TXT  done.\n",
      "20200322_2200.TXT  done.\n",
      "20200322_2300.TXT  done.\n",
      "20200323_0000.TXT  done.\n",
      "20200323_0100.TXT  done.\n",
      "20200323_0200.TXT  done.\n",
      "20200323_0300.TXT  done.\n",
      "20200323_0400.TXT  done.\n",
      "20200323_0500.TXT  done.\n",
      "20200323_0600.TXT  done.\n",
      "20200323_0700.TXT  done.\n",
      "20200323_0800.TXT  done.\n",
      "20200323_0900.TXT  done.\n",
      "20200323_1000.TXT  done.\n",
      "20200323_1100.TXT  done.\n",
      "20200323_1200.TXT  done.\n",
      "20200323_1300.TXT  done.\n",
      "20200323_1400.TXT  done.\n",
      "20200323_1500.TXT  done.\n",
      "20200323_1600.TXT  done.\n",
      "20200323_1700.TXT  done.\n",
      "20200323_1800.TXT  done.\n",
      "20200323_1900.TXT  done.\n",
      "20200323_2000.TXT  done.\n",
      "20200323_2100.TXT  done.\n",
      "20200323_2200.TXT  done.\n",
      "20200323_2300.TXT  done.\n",
      "20200324_0000.TXT  done.\n",
      "20200324_0100.TXT  done.\n",
      "20200324_0200.TXT  done.\n",
      "20200324_0300.TXT  done.\n",
      "20200324_0400.TXT  done.\n",
      "20200324_0500.TXT  done.\n",
      "20200324_0600.TXT  done.\n",
      "20200324_0700.TXT  done.\n",
      "20200324_0800.TXT  done.\n",
      "20200324_0900.TXT  done.\n",
      "20200324_1000.TXT  done.\n",
      "20200324_1100.TXT  done.\n",
      "20200324_1200.TXT  done.\n",
      "20200324_1300.TXT  done.\n",
      "20200324_1400.TXT  done.\n",
      "20200324_1500.TXT  done.\n",
      "20200324_1600.TXT  done.\n",
      "20200324_1700.TXT  done.\n",
      "20200324_1800.TXT  done.\n",
      "20200324_1900.TXT  done.\n",
      "20200324_2000.TXT  done.\n",
      "20200324_2100.TXT  done.\n",
      "20200324_2200.TXT  done.\n",
      "20200324_2300.TXT  done.\n",
      "20200325_0000.TXT  done.\n",
      "20200325_0100.TXT  done.\n",
      "20200325_0200.TXT  done.\n",
      "20200325_0300.TXT  done.\n",
      "20200325_0400.TXT  done.\n",
      "20200325_0500.TXT  done.\n",
      "20200325_0600.TXT  done.\n",
      "20200325_0700.TXT  done.\n",
      "20200325_0800.TXT  done.\n",
      "20200325_0900.TXT  done.\n",
      "20200325_1000.TXT  done.\n",
      "20200325_1100.TXT  done.\n",
      "20200325_1200.TXT  done.\n",
      "20200325_1300.TXT  done.\n",
      "20200325_1400.TXT  done.\n",
      "20200325_1500.TXT  done.\n",
      "20200325_1600.TXT  done.\n",
      "20200325_1700.TXT  done.\n",
      "20200325_1800.TXT  done.\n",
      "20200325_1900.TXT  done.\n",
      "20200325_2000.TXT  done.\n",
      "20200325_2100.TXT  done.\n",
      "20200325_2200.TXT  done.\n",
      "20200325_2300.TXT  done.\n",
      "20200326_0000.TXT  done.\n",
      "20200326_0100.TXT  done.\n",
      "20200326_0200.TXT  done.\n",
      "20200326_0300.TXT  done.\n",
      "20200326_0400.TXT  done.\n",
      "20200326_0500.TXT  done.\n",
      "20200326_0600.TXT  done.\n",
      "20200326_0700.TXT  done.\n",
      "20200326_0800.TXT  done.\n",
      "20200326_0900.TXT  done.\n",
      "20200326_1000.TXT  done.\n",
      "20200326_1100.TXT  done.\n",
      "20200326_1200.TXT  done.\n",
      "20200326_1300.TXT  done.\n",
      "20200326_1400.TXT  done.\n",
      "20200326_1500.TXT  done.\n",
      "20200326_1600.TXT  done.\n",
      "20200326_1700.TXT  done.\n",
      "20200326_1800.TXT  done.\n",
      "20200326_1900.TXT  done.\n",
      "20200326_2000.TXT  done.\n",
      "20200326_2100.TXT  done.\n",
      "20200326_2200.TXT  done.\n",
      "20200326_2300.TXT  done.\n",
      "20200327_0000.TXT  done.\n",
      "20200327_0100.TXT  done.\n",
      "20200327_0200.TXT  done.\n",
      "20200327_0300.TXT  done.\n",
      "20200327_0400.TXT  done.\n",
      "20200327_0500.TXT  done.\n",
      "20200327_0600.TXT  done.\n",
      "20200327_0700.TXT  done.\n",
      "20200327_0800.TXT  done.\n",
      "20200327_0900.TXT  done.\n",
      "20200327_1000.TXT  done.\n",
      "20200327_1100.TXT  done.\n",
      "20200327_1200.TXT  done.\n",
      "20200327_1300.TXT  done.\n",
      "20200327_1400.TXT  done.\n",
      "20200327_1500.TXT  done.\n",
      "20200327_1600.TXT  done.\n",
      "20200327_1700.TXT  done.\n",
      "20200327_1800.TXT  done.\n",
      "20200327_1900.TXT  done.\n",
      "20200327_2000.TXT  done.\n",
      "20200327_2100.TXT  done.\n",
      "20200327_2200.TXT  done.\n",
      "20200327_2300.TXT  done.\n",
      "20200328_0000.TXT  done.\n",
      "20200328_0100.TXT  done.\n",
      "20200328_0200.TXT  done.\n",
      "20200328_0300.TXT  done.\n",
      "20200328_0400.TXT  done.\n",
      "20200328_0500.TXT  done.\n",
      "20200328_0600.TXT  done.\n",
      "20200328_0700.TXT  done.\n",
      "20200328_0800.TXT  done.\n",
      "20200328_0900.TXT  done.\n",
      "20200328_1000.TXT  done.\n",
      "20200328_1100.TXT  done.\n",
      "20200328_1200.TXT  done.\n",
      "20200328_1300.TXT  done.\n",
      "20200328_1400.TXT  done.\n",
      "20200328_1500.TXT  done.\n",
      "20200328_1600.TXT  done.\n",
      "20200328_1700.TXT  done.\n",
      "20200328_1800.TXT  done.\n",
      "20200328_1900.TXT  done.\n",
      "20200328_2000.TXT  done.\n",
      "20200328_2100.TXT  done.\n",
      "20200328_2200.TXT  done.\n",
      "20200328_2300.TXT  done.\n",
      "20200329_0000.TXT  done.\n",
      "20200329_0100.TXT  done.\n",
      "20200329_0200.TXT  done.\n",
      "20200329_0300.TXT  done.\n",
      "20200329_0400.TXT  done.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20200329_0500.TXT  done.\n",
      "20200329_0600.TXT  done.\n",
      "20200329_0700.TXT  done.\n",
      "20200329_0800.TXT  done.\n",
      "20200329_0900.TXT  done.\n",
      "20200329_1000.TXT  done.\n",
      "20200329_1100.TXT  done.\n",
      "20200329_1200.TXT  done.\n",
      "20200329_1300.TXT  done.\n",
      "20200329_1400.TXT  done.\n",
      "20200329_1500.TXT  done.\n",
      "20200329_1600.TXT  done.\n",
      "20200329_1700.TXT  done.\n",
      "20200329_1800.TXT  done.\n",
      "20200329_1900.TXT  done.\n",
      "20200329_2000.TXT  done.\n",
      "20200329_2100.TXT  done.\n",
      "20200329_2200.TXT  done.\n",
      "20200329_2300.TXT  done.\n",
      "20200330_0000.TXT  done.\n",
      "20200330_0100.TXT  done.\n",
      "20200330_0200.TXT  done.\n",
      "20200330_0300.TXT  done.\n",
      "20200330_0400.TXT  done.\n",
      "20200330_0500.TXT  done.\n",
      "20200330_0600.TXT  done.\n",
      "20200330_0700.TXT  done.\n",
      "20200330_0800.TXT  done.\n",
      "20200330_0900.TXT  done.\n",
      "20200330_1000.TXT  done.\n",
      "20200330_1100.TXT  done.\n",
      "20200330_1200.TXT  done.\n",
      "20200330_1300.TXT  done.\n",
      "20200330_1400.TXT  done.\n",
      "20200330_1500.TXT  done.\n",
      "20200330_1600.TXT  done.\n",
      "20200330_1700.TXT  done.\n",
      "20200330_1800.TXT  done.\n",
      "20200330_1900.TXT  done.\n",
      "20200330_2000.TXT  done.\n",
      "20200330_2100.TXT  done.\n",
      "20200330_2200.TXT  done.\n",
      "20200330_2300.TXT  done.\n",
      "20200331_0000.TXT  done.\n",
      "20200331_0100.TXT  done.\n",
      "20200331_0200.TXT  done.\n",
      "20200331_0300.TXT  done.\n",
      "20200331_0400.TXT  done.\n",
      "20200331_0500.TXT  done.\n",
      "20200331_0600.TXT  done.\n",
      "20200331_0700.TXT  done.\n",
      "20200331_0800.TXT  done.\n",
      "20200331_0900.TXT  done.\n",
      "20200331_1000.TXT  done.\n",
      "20200331_1100.TXT  done.\n",
      "20200331_1200.TXT  done.\n",
      "20200331_1300.TXT  done.\n",
      "20200331_1400.TXT  done.\n",
      "20200331_1500.TXT  done.\n",
      "20200331_1600.TXT  done.\n",
      "20200331_1700.TXT  done.\n",
      "20200331_1800.TXT  done.\n",
      "20200331_1900.TXT  done.\n",
      "20200331_2000.TXT  done.\n",
      "20200331_2100.TXT  done.\n",
      "20200331_2200.TXT  done.\n",
      "20200331_2300.TXT  done.\n",
      "20200401_0000.TXT  done.\n",
      "20200401_0100.TXT  done.\n",
      "20200401_0200.TXT  done.\n",
      "20200401_0300.TXT  done.\n",
      "20200401_0400.TXT  done.\n",
      "20200401_0500.TXT  done.\n",
      "20200401_0600.TXT  done.\n",
      "20200401_0700.TXT  done.\n",
      "20200401_0800.TXT  done.\n",
      "20200401_0900.TXT  done.\n",
      "20200401_1000.TXT  done.\n",
      "20200401_1100.TXT  done.\n",
      "20200401_1200.TXT  done.\n",
      "20200401_1300.TXT  done.\n",
      "20200401_1400.TXT  done.\n",
      "20200401_1500.TXT  done.\n",
      "20200401_1600.TXT  done.\n",
      "20200401_1700.TXT  done.\n",
      "20200401_1800.TXT  done.\n",
      "20200401_1900.TXT  done.\n",
      "20200401_2000.TXT  done.\n",
      "20200401_2100.TXT  done.\n",
      "20200401_2200.TXT  done.\n",
      "20200401_2300.TXT  done.\n",
      "20200402_0000.TXT  done.\n",
      "20200402_0100.TXT  done.\n",
      "20200402_0200.TXT  done.\n",
      "20200402_0300.TXT  done.\n",
      "20200402_0400.TXT  done.\n",
      "20200402_0500.TXT  done.\n",
      "20200402_0600.TXT  done.\n",
      "20200402_0700.TXT  done.\n",
      "20200402_0800.TXT  done.\n",
      "20200402_0900.TXT  done.\n",
      "20200402_1000.TXT  done.\n",
      "20200402_1100.TXT  done.\n",
      "20200402_1200.TXT  done.\n",
      "20200402_1300.TXT  done.\n",
      "20200402_1400.TXT  done.\n",
      "20200402_1500.TXT  done.\n",
      "20200402_1600.TXT  done.\n",
      "20200402_1700.TXT  done.\n",
      "20200402_1800.TXT  done.\n",
      "20200402_1900.TXT  done.\n",
      "20200402_2000.TXT  done.\n",
      "20200402_2100.TXT  done.\n",
      "20200402_2200.TXT  done.\n",
      "20200402_2300.TXT  done.\n",
      "20200403_0000.TXT  done.\n",
      "20200403_0100.TXT  done.\n",
      "20200403_0200.TXT  done.\n",
      "20200403_0300.TXT  done.\n",
      "20200403_0400.TXT  done.\n",
      "20200403_0500.TXT  done.\n",
      "20200403_0600.TXT  done.\n",
      "20200403_0700.TXT  done.\n",
      "20200403_0800.TXT  done.\n",
      "20200403_0900.TXT  done.\n",
      "20200403_1000.TXT  done.\n",
      "20200403_1100.TXT  done.\n",
      "20200403_1200.TXT  done.\n",
      "20200403_1300.TXT  done.\n",
      "20200403_1400.TXT  done.\n",
      "20200403_1500.TXT  done.\n",
      "20200403_1600.TXT  done.\n",
      "20200403_1700.TXT  done.\n",
      "20200403_1800.TXT  done.\n",
      "20200403_1900.TXT  done.\n",
      "20200403_2000.TXT  done.\n",
      "20200403_2100.TXT  done.\n",
      "20200403_2200.TXT  done.\n",
      "20200403_2300.TXT  done.\n",
      "20200404_0000.TXT  done.\n",
      "20200404_0100.TXT  done.\n",
      "20200404_0200.TXT  done.\n",
      "20200404_0300.TXT  done.\n",
      "20200404_0400.TXT  done.\n",
      "20200404_0500.TXT  done.\n",
      "20200404_0600.TXT  done.\n",
      "20200404_0700.TXT  done.\n",
      "20200404_0800.TXT  done.\n",
      "20200404_0900.TXT  done.\n",
      "20200404_1000.TXT  done.\n",
      "20200404_1100.TXT  done.\n",
      "20200404_1200.TXT  done.\n",
      "20200404_1300.TXT  done.\n",
      "20200404_1400.TXT  done.\n",
      "20200404_1500.TXT  done.\n",
      "20200404_1600.TXT  done.\n",
      "20200404_1700.TXT  done.\n",
      "20200404_1800.TXT  done.\n",
      "20200404_1900.TXT  done.\n",
      "20200404_2000.TXT  done.\n",
      "20200404_2100.TXT  done.\n",
      "20200404_2200.TXT  done.\n",
      "20200404_2300.TXT  done.\n",
      "20200405_0000.TXT  done.\n",
      "20200405_0100.TXT  done.\n",
      "20200405_0200.TXT  done.\n",
      "20200405_0300.TXT  done.\n",
      "20200405_0400.TXT  done.\n",
      "20200405_0500.TXT  done.\n",
      "20200405_0600.TXT  done.\n",
      "20200405_0700.TXT  done.\n",
      "20200405_0800.TXT  done.\n",
      "20200405_0900.TXT  done.\n",
      "20200405_1000.TXT  done.\n",
      "20200405_1100.TXT  done.\n",
      "20200405_1200.TXT  done.\n",
      "20200405_1300.TXT  done.\n",
      "20200405_1400.TXT  done.\n",
      "20200405_1500.TXT  done.\n",
      "20200405_1600.TXT  done.\n",
      "20200405_1700.TXT  done.\n",
      "20200405_1800.TXT  done.\n",
      "20200405_1900.TXT  done.\n",
      "20200405_2000.TXT  done.\n",
      "20200405_2100.TXT  done.\n",
      "20200405_2200.TXT  done.\n",
      "20200405_2300.TXT  done.\n",
      "20200406_0000.TXT  done.\n",
      "20200406_0100.TXT  done.\n",
      "20200406_0200.TXT  done.\n",
      "20200406_0300.TXT  done.\n",
      "20200406_0400.TXT  done.\n",
      "20200406_0500.TXT  done.\n",
      "20200406_0600.TXT  done.\n",
      "20200406_0700.TXT  done.\n",
      "20200406_0800.TXT  done.\n",
      "20200406_0900.TXT  done.\n",
      "20200406_1000.TXT  done.\n",
      "20200406_1100.TXT  done.\n",
      "20200406_1200.TXT  done.\n",
      "20200406_1300.TXT  done.\n",
      "20200406_1400.TXT  done.\n",
      "20200406_1500.TXT  done.\n",
      "20200406_1600.TXT  done.\n",
      "20200406_1700.TXT  done.\n",
      "20200406_1800.TXT  done.\n",
      "20200406_1900.TXT  done.\n",
      "20200406_2000.TXT  done.\n",
      "20200406_2100.TXT  done.\n",
      "20200406_2200.TXT  done.\n",
      "20200406_2300.TXT  done.\n",
      "20200407_0000.TXT  done.\n",
      "20200407_0100.TXT  done.\n",
      "20200407_0200.TXT  done.\n",
      "20200407_0300.TXT  done.\n",
      "20200407_0400.TXT  done.\n",
      "20200407_0500.TXT  done.\n",
      "20200407_0600.TXT  done.\n",
      "20200407_0700.TXT  done.\n",
      "20200407_0800.TXT  done.\n",
      "20200407_0900.TXT  done.\n",
      "20200407_1000.TXT  done.\n",
      "20200407_1100.TXT  done.\n",
      "20200407_1200.TXT  done.\n",
      "20200407_1300.TXT  done.\n",
      "20200407_1400.TXT  done.\n",
      "20200407_1500.TXT  done.\n",
      "20200407_1600.TXT  done.\n",
      "20200407_1700.TXT  done.\n",
      "20200407_1800.TXT  done.\n",
      "20200407_1900.TXT  done.\n",
      "20200407_2000.TXT  done.\n",
      "20200407_2100.TXT  done.\n",
      "20200407_2200.TXT  done.\n",
      "20200407_2300.TXT  done.\n",
      "20200408_0000.TXT  done.\n",
      "20200408_0100.TXT  done.\n",
      "20200408_0200.TXT  done.\n",
      "20200408_0300.TXT  done.\n",
      "20200408_0400.TXT  done.\n",
      "20200408_0500.TXT  done.\n",
      "20200408_0600.TXT  done.\n",
      "20200408_0700.TXT  done.\n",
      "20200408_0800.TXT  done.\n",
      "20200408_0900.TXT  done.\n",
      "20200408_1000.TXT  done.\n",
      "20200408_1100.TXT  done.\n",
      "20200408_1200.TXT  done.\n",
      "20200408_1300.TXT  done.\n",
      "20200408_1400.TXT  done.\n",
      "20200408_1500.TXT  done.\n",
      "20200408_1600.TXT  done.\n",
      "20200408_1700.TXT  done.\n",
      "20200408_1800.TXT  done.\n",
      "20200408_1900.TXT  done.\n",
      "20200408_2000.TXT  done.\n",
      "20200408_2100.TXT  done.\n",
      "20200408_2200.TXT  done.\n",
      "20200408_2300.TXT  done.\n",
      "20200409_0000.TXT  done.\n",
      "20200409_0100.TXT  done.\n",
      "20200409_0200.TXT  done.\n",
      "20200409_0300.TXT  done.\n",
      "20200409_0400.TXT  done.\n",
      "20200409_0500.TXT  done.\n",
      "20200409_0600.TXT  done.\n",
      "20200409_0700.TXT  done.\n",
      "20200409_0800.TXT  done.\n",
      "20200409_0900.TXT  done.\n",
      "20200409_1000.TXT  done.\n",
      "20200409_1100.TXT  done.\n",
      "20200409_1200.TXT  done.\n",
      "20200409_1300.TXT  done.\n",
      "20200409_1400.TXT  done.\n",
      "20200409_1500.TXT  done.\n",
      "20200409_1600.TXT  done.\n",
      "20200409_1700.TXT  done.\n",
      "20200409_1800.TXT  done.\n",
      "20200409_1900.TXT  done.\n",
      "20200409_2000.TXT  done.\n",
      "20200409_2100.TXT  done.\n",
      "20200409_2200.TXT  done.\n",
      "20200409_2300.TXT  done.\n",
      "20200410_0000.TXT  done.\n",
      "20200410_0100.TXT  done.\n",
      "20200410_0200.TXT  done.\n",
      "20200410_0300.TXT  done.\n",
      "20200410_0400.TXT  done.\n",
      "20200410_0500.TXT  done.\n",
      "20200410_0600.TXT  done.\n",
      "20200410_0700.TXT  done.\n",
      "20200410_0800.TXT  done.\n",
      "20200410_0900.TXT  done.\n",
      "20200410_1000.TXT  done.\n",
      "20200410_1100.TXT  done.\n",
      "20200410_1200.TXT  done.\n",
      "20200410_1300.TXT  done.\n",
      "20200410_1400.TXT  done.\n",
      "20200410_1500.TXT  done.\n",
      "20200410_1600.TXT  done.\n",
      "20200410_1700.TXT  done.\n",
      "20200410_1800.TXT  done.\n",
      "20200410_1900.TXT  done.\n",
      "20200410_2000.TXT  done.\n",
      "20200410_2100.TXT  done.\n",
      "20200410_2200.TXT  done.\n",
      "20200410_2300.TXT  done.\n",
      "20200411_0000.TXT  done.\n",
      "20200411_0100.TXT  done.\n",
      "20200411_0200.TXT  done.\n",
      "20200411_0300.TXT  done.\n",
      "20200411_0400.TXT  done.\n",
      "20200411_0500.TXT  done.\n",
      "20200411_0600.TXT  done.\n",
      "20200411_0700.TXT  done.\n",
      "20200411_0800.TXT  done.\n",
      "20200411_0900.TXT  done.\n",
      "20200411_1000.TXT  done.\n",
      "20200411_1100.TXT  done.\n",
      "20200411_1200.TXT  done.\n",
      "20200411_1300.TXT  done.\n",
      "20200411_1400.TXT  done.\n",
      "20200411_1500.TXT  done.\n",
      "20200411_1600.TXT  done.\n",
      "20200411_1700.TXT  done.\n",
      "20200411_1800.TXT  done.\n",
      "20200411_1900.TXT  done.\n",
      "20200411_2000.TXT  done.\n",
      "20200411_2100.TXT  done.\n",
      "20200411_2200.TXT  done.\n",
      "20200411_2300.TXT  done.\n",
      "20200412_0000.TXT  done.\n",
      "20200412_0100.TXT  done.\n",
      "20200412_0200.TXT  done.\n",
      "20200412_0300.TXT  done.\n",
      "20200412_0400.TXT  done.\n",
      "20200412_0500.TXT  done.\n",
      "20200412_0600.TXT  done.\n",
      "20200412_0700.TXT  done.\n",
      "20200412_0800.TXT  done.\n",
      "20200412_0900.TXT  done.\n",
      "20200412_1000.TXT  done.\n",
      "20200412_1100.TXT  done.\n",
      "20200412_1200.TXT  done.\n",
      "20200412_1300.TXT  done.\n",
      "20200412_1400.TXT  done.\n",
      "20200412_1500.TXT  done.\n",
      "20200412_1600.TXT  done.\n",
      "20200412_1700.TXT  done.\n",
      "20200412_1800.TXT  done.\n",
      "20200412_1900.TXT  done.\n",
      "20200412_2000.TXT  done.\n",
      "20200412_2100.TXT  done.\n",
      "20200412_2200.TXT  done.\n",
      "20200412_2300.TXT  done.\n",
      "20200413_0000.TXT  done.\n",
      "20200413_0100.TXT  done.\n",
      "20200413_0200.TXT  done.\n",
      "20200413_0300.TXT  done.\n",
      "20200413_0400.TXT  done.\n",
      "20200413_0500.TXT  done.\n",
      "20200413_0600.TXT  done.\n",
      "20200413_0700.TXT  done.\n",
      "20200413_0800.TXT  done.\n",
      "20200413_0900.TXT  done.\n",
      "20200413_1000.TXT  done.\n",
      "20200413_1100.TXT  done.\n",
      "20200413_1200.TXT  done.\n",
      "20200413_1300.TXT  done.\n",
      "20200413_1400.TXT  done.\n",
      "20200413_1500.TXT  done.\n",
      "20200413_1600.TXT  done.\n",
      "20200413_1700.TXT  done.\n",
      "20200413_1800.TXT  done.\n",
      "20200413_1900.TXT  done.\n",
      "20200413_2000.TXT  done.\n",
      "20200413_2100.TXT  done.\n",
      "20200413_2200.TXT  done.\n",
      "20200413_2300.TXT  done.\n",
      "20200414_0000.TXT  done.\n",
      "20200414_0100.TXT  done.\n",
      "20200414_0200.TXT  done.\n",
      "20200414_0300.TXT  done.\n",
      "20200414_0400.TXT  done.\n",
      "20200414_0500.TXT  done.\n",
      "20200414_0600.TXT  done.\n",
      "20200414_0700.TXT  done.\n",
      "20200414_0800.TXT  done.\n",
      "20200414_0900.TXT  done.\n",
      "20200414_1000.TXT  done.\n",
      "20200414_1100.TXT  done.\n",
      "20200414_1200.TXT  done.\n",
      "20200414_1300.TXT  done.\n",
      "20200414_1400.TXT  done.\n",
      "20200414_1500.TXT  done.\n",
      "20200414_1600.TXT  done.\n",
      "20200414_1700.TXT  done.\n",
      "20200414_1800.TXT  done.\n",
      "20200414_1900.TXT  done.\n",
      "20200414_2000.TXT  done.\n",
      "20200414_2100.TXT  done.\n",
      "20200414_2200.TXT  done.\n",
      "20200414_2300.TXT  done.\n",
      "20200415_0000.TXT  done.\n",
      "20200415_0100.TXT  done.\n",
      "20200415_0200.TXT  done.\n",
      "20200415_0300.TXT  done.\n",
      "20200415_0400.TXT  done.\n",
      "20200415_0500.TXT  done.\n",
      "20200415_0600.TXT  done.\n",
      "20200415_0700.TXT  done.\n",
      "20200415_0800.TXT  done.\n",
      "20200415_0900.TXT  done.\n",
      "20200415_1000.TXT  done.\n",
      "20200415_1100.TXT  done.\n",
      "20200415_1200.TXT  done.\n",
      "20200415_1300.TXT  done.\n",
      "20200415_1400.TXT  done.\n",
      "20200415_1500.TXT  done.\n",
      "20200415_1600.TXT  done.\n",
      "20200415_1700.TXT  done.\n",
      "20200415_1800.TXT  done.\n",
      "20200415_1900.TXT  done.\n",
      "20200415_2000.TXT  done.\n",
      "20200415_2100.TXT  done.\n",
      "20200415_2200.TXT  done.\n",
      "20200415_2300.TXT  done.\n",
      "20200416_0000.TXT  done.\n",
      "20200416_0100.TXT  done.\n",
      "20200416_0200.TXT  done.\n",
      "20200416_0300.TXT  done.\n",
      "20200416_0400.TXT  done.\n",
      "20200416_0500.TXT  done.\n",
      "20200416_0600.TXT  done.\n",
      "20200416_0700.TXT  done.\n",
      "20200416_0800.TXT  done.\n",
      "20200416_0900.TXT  done.\n",
      "20200416_1000.TXT  done.\n",
      "20200416_1100.TXT  done.\n",
      "20200416_1200.TXT  done.\n",
      "20200416_1300.TXT  done.\n",
      "20200416_1400.TXT  done.\n",
      "20200416_1500.TXT  done.\n",
      "20200416_1600.TXT  done.\n",
      "20200416_1700.TXT  done.\n",
      "20200416_1800.TXT  done.\n",
      "20200416_1900.TXT  done.\n",
      "20200416_2000.TXT  done.\n",
      "20200416_2100.TXT  done.\n",
      "20200416_2200.TXT  done.\n",
      "20200416_2300.TXT  done.\n",
      "20200417_0000.TXT  done.\n",
      "20200417_0100.TXT  done.\n",
      "20200417_0200.TXT  done.\n",
      "20200417_0300.TXT  done.\n",
      "20200417_0400.TXT  done.\n",
      "20200417_0500.TXT  done.\n",
      "20200417_0600.TXT  done.\n",
      "20200417_0700.TXT  done.\n",
      "20200417_0800.TXT  done.\n",
      "20200417_0900.TXT  done.\n",
      "20200417_1000.TXT  done.\n",
      "20200417_1100.TXT  done.\n",
      "20200417_1200.TXT  done.\n",
      "20200417_1300.TXT  done.\n",
      "20200417_1400.TXT  done.\n",
      "20200417_1500.TXT  done.\n",
      "20200417_1600.TXT  done.\n",
      "20200417_1700.TXT  done.\n",
      "20200417_1800.TXT  done.\n",
      "20200417_1900.TXT  done.\n",
      "20200417_2000.TXT  done.\n",
      "20200417_2100.TXT  done.\n",
      "20200417_2200.TXT  done.\n",
      "20200417_2300.TXT  done.\n",
      "20200418_0000.TXT  done.\n",
      "20200418_0100.TXT  done.\n",
      "20200418_0200.TXT  done.\n",
      "20200418_0300.TXT  done.\n",
      "20200418_0400.TXT  done.\n",
      "20200418_0500.TXT  done.\n",
      "20200418_0600.TXT  done.\n",
      "20200418_0700.TXT  done.\n",
      "20200418_0800.TXT  done.\n",
      "20200418_0900.TXT  done.\n",
      "20200418_1000.TXT  done.\n",
      "20200418_1100.TXT  done.\n",
      "20200418_1200.TXT  done.\n",
      "20200418_1300.TXT  done.\n",
      "20200418_1400.TXT  done.\n",
      "20200418_1500.TXT  done.\n",
      "20200418_1600.TXT  done.\n",
      "20200418_1700.TXT  done.\n",
      "20200418_1800.TXT  done.\n",
      "20200418_1900.TXT  done.\n",
      "20200418_2000.TXT  done.\n",
      "20200418_2100.TXT  done.\n",
      "20200418_2200.TXT  done.\n",
      "20200418_2300.TXT  done.\n",
      "20200419_0000.TXT  done.\n",
      "20200419_0100.TXT  done.\n",
      "20200419_0200.TXT  done.\n",
      "20200419_0300.TXT  done.\n",
      "20200419_0400.TXT  done.\n",
      "20200419_0500.TXT  done.\n",
      "20200419_0600.TXT  done.\n",
      "20200419_0700.TXT  done.\n",
      "20200419_0800.TXT  done.\n",
      "20200419_0900.TXT  done.\n",
      "20200419_1000.TXT  done.\n",
      "20200419_1100.TXT  done.\n",
      "20200419_1200.TXT  done.\n",
      "20200419_1300.TXT  done.\n",
      "20200419_1400.TXT  done.\n",
      "20200419_1500.TXT  done.\n",
      "20200419_1600.TXT  done.\n",
      "20200419_1700.TXT  done.\n",
      "20200419_1800.TXT  done.\n",
      "20200419_1900.TXT  done.\n",
      "20200419_2000.TXT  done.\n",
      "20200419_2100.TXT  done.\n",
      "20200419_2200.TXT  done.\n",
      "20200419_2300.TXT  done.\n",
      "20200420_0000.TXT  done.\n",
      "20200420_0100.TXT  done.\n",
      "20200420_0200.TXT  done.\n",
      "20200420_0300.TXT  done.\n",
      "20200420_0400.TXT  done.\n",
      "20200420_0500.TXT  done.\n",
      "20200420_0600.TXT  done.\n",
      "20200420_0700.TXT  done.\n",
      "20200420_0800.TXT  done.\n",
      "20200420_0900.TXT  done.\n",
      "20200420_1000.TXT  done.\n",
      "20200420_1100.TXT  done.\n",
      "20200420_1200.TXT  done.\n",
      "20200420_1300.TXT  done.\n",
      "20200420_1400.TXT  done.\n",
      "20200420_1500.TXT  done.\n",
      "20200420_1600.TXT  done.\n",
      "20200420_1700.TXT  done.\n",
      "20200420_1800.TXT  done.\n",
      "20200420_1900.TXT  done.\n",
      "20200420_2000.TXT  done.\n",
      "20200420_2100.TXT  done.\n",
      "20200420_2200.TXT  done.\n",
      "20200420_2300.TXT  done.\n",
      "20200421_0000.TXT  done.\n",
      "20200421_0100.TXT  done.\n",
      "20200421_0200.TXT  done.\n",
      "20200421_0300.TXT  done.\n",
      "20200421_0400.TXT  done.\n",
      "20200421_0500.TXT  done.\n",
      "20200421_0600.TXT  done.\n",
      "20200421_0700.TXT  done.\n",
      "20200421_0800.TXT  done.\n",
      "20200421_0900.TXT  done.\n",
      "20200421_1000.TXT  done.\n",
      "20200421_1100.TXT  done.\n",
      "20200421_1200.TXT  done.\n",
      "20200421_1300.TXT  done.\n",
      "20200421_1400.TXT  done.\n",
      "20200421_1500.TXT  done.\n",
      "20200421_1600.TXT  done.\n",
      "20200421_1700.TXT  done.\n",
      "20200421_1800.TXT  done.\n",
      "20200421_1900.TXT  done.\n",
      "20200421_2000.TXT  done.\n",
      "20200421_2100.TXT  done.\n",
      "20200421_2200.TXT  done.\n",
      "20200421_2300.TXT  done.\n",
      "20200422_0000.TXT  done.\n",
      "20200422_0100.TXT  done.\n",
      "20200422_0200.TXT  done.\n",
      "20200422_0300.TXT  done.\n",
      "20200422_0400.TXT  done.\n",
      "20200422_0500.TXT  done.\n",
      "20200422_0600.TXT  done.\n",
      "20200422_0700.TXT  done.\n",
      "20200422_0800.TXT  done.\n",
      "20200422_0900.TXT  done.\n",
      "20200422_1000.TXT  done.\n",
      "20200422_1100.TXT  done.\n",
      "20200422_1200.TXT  done.\n",
      "20200422_1300.TXT  done.\n",
      "20200422_1400.TXT  done.\n",
      "20200422_1500.TXT  done.\n",
      "20200422_1600.TXT  done.\n",
      "20200422_1700.TXT  done.\n",
      "20200422_1800.TXT  done.\n",
      "20200422_1900.TXT  done.\n",
      "20200422_2000.TXT  done.\n",
      "20200422_2100.TXT  done.\n",
      "20200422_2200.TXT  done.\n",
      "20200422_2300.TXT  done.\n",
      "20200423_0000.TXT  done.\n",
      "20200423_0100.TXT  done.\n",
      "20200423_0200.TXT  done.\n",
      "20200423_0300.TXT  done.\n",
      "20200423_0400.TXT  done.\n",
      "20200423_0500.TXT  done.\n",
      "20200423_0600.TXT  done.\n",
      "20200423_0700.TXT  done.\n",
      "20200423_0800.TXT  done.\n",
      "20200423_0900.TXT  done.\n",
      "20200423_1000.TXT  done.\n",
      "20200423_1100.TXT  done.\n",
      "20200423_1200.TXT  done.\n",
      "20200423_1300.TXT  done.\n",
      "20200423_1400.TXT  done.\n",
      "20200423_1500.TXT  done.\n",
      "20200423_1600.TXT  done.\n",
      "20200423_1700.TXT  done.\n",
      "20200423_1800.TXT  done.\n",
      "20200423_1900.TXT  done.\n",
      "20200423_2000.TXT  done.\n",
      "20200423_2100.TXT  done.\n",
      "20200423_2200.TXT  done.\n",
      "20200423_2300.TXT  done.\n",
      "20200424_0000.TXT  done.\n",
      "20200424_0100.TXT  done.\n",
      "20200424_0200.TXT  done.\n",
      "20200424_0300.TXT  done.\n",
      "20200424_0400.TXT  done.\n",
      "20200424_0500.TXT  done.\n",
      "20200424_0600.TXT  done.\n",
      "20200424_0700.TXT  done.\n",
      "20200424_0800.TXT  done.\n",
      "20200424_0900.TXT  done.\n",
      "20200424_1000.TXT  done.\n",
      "20200424_1100.TXT  done.\n",
      "20200424_1200.TXT  done.\n",
      "20200424_1300.TXT  done.\n",
      "20200424_1400.TXT  done.\n",
      "20200424_1500.TXT  done.\n",
      "20200424_1600.TXT  done.\n",
      "20200424_1700.TXT  done.\n",
      "20200424_1800.TXT  done.\n",
      "20200424_1900.TXT  done.\n",
      "20200424_2000.TXT  done.\n",
      "20200424_2100.TXT  done.\n",
      "20200424_2200.TXT  done.\n",
      "20200424_2300.TXT  done.\n",
      "20200425_0000.TXT  done.\n",
      "20200425_0100.TXT  done.\n",
      "20200425_0200.TXT  done.\n",
      "20200425_0300.TXT  done.\n",
      "20200425_0400.TXT  done.\n",
      "20200425_0500.TXT  done.\n",
      "20200425_0600.TXT  done.\n",
      "20200425_0700.TXT  done.\n",
      "20200425_0800.TXT  done.\n",
      "20200425_0900.TXT  done.\n",
      "20200425_1000.TXT  done.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20200425_1100.TXT  done.\n",
      "20200425_1200.TXT  done.\n",
      "20200425_1300.TXT  done.\n",
      "20200425_1400.TXT  done.\n",
      "20200425_1500.TXT  done.\n",
      "20200425_1600.TXT  done.\n",
      "20200425_1700.TXT  done.\n",
      "20200425_1800.TXT  done.\n",
      "20200425_1900.TXT  done.\n",
      "20200425_2000.TXT  done.\n",
      "20200425_2100.TXT  done.\n",
      "20200425_2200.TXT  done.\n",
      "20200425_2300.TXT  done.\n",
      "20200426_0000.TXT  done.\n",
      "20200426_0100.TXT  done.\n",
      "20200426_0200.TXT  done.\n",
      "20200426_0300.TXT  done.\n",
      "20200426_0400.TXT  done.\n",
      "20200426_0500.TXT  done.\n",
      "20200426_0600.TXT  done.\n",
      "20200426_0700.TXT  done.\n",
      "20200426_0800.TXT  done.\n",
      "20200426_0900.TXT  done.\n",
      "20200426_1000.TXT  done.\n",
      "20200426_1100.TXT  done.\n",
      "20200426_1200.TXT  done.\n",
      "20200426_1300.TXT  done.\n",
      "20200426_1400.TXT  done.\n",
      "20200426_1500.TXT  done.\n",
      "20200426_1600.TXT  done.\n",
      "20200426_1700.TXT  done.\n",
      "20200426_1800.TXT  done.\n",
      "20200426_1900.TXT  done.\n",
      "20200426_2000.TXT  done.\n",
      "20200426_2100.TXT  done.\n",
      "20200426_2200.TXT  done.\n",
      "20200426_2300.TXT  done.\n",
      "20200427_0000.TXT  done.\n",
      "20200427_0100.TXT  done.\n",
      "20200427_0200.TXT  done.\n",
      "20200427_0300.TXT  done.\n",
      "20200427_0400.TXT  done.\n",
      "20200427_0500.TXT  done.\n",
      "20200427_0600.TXT  done.\n",
      "20200427_0700.TXT  done.\n",
      "20200427_0800.TXT  done.\n",
      "20200427_0900.TXT  done.\n",
      "20200427_1000.TXT  done.\n",
      "20200427_1100.TXT  done.\n",
      "20200427_1200.TXT  done.\n",
      "20200427_1300.TXT  done.\n",
      "20200427_1400.TXT  done.\n",
      "20200427_1500.TXT  done.\n",
      "20200427_1600.TXT  done.\n",
      "20200427_1700.TXT  done.\n",
      "20200427_1800.TXT  done.\n",
      "20200427_1900.TXT  done.\n",
      "20200427_2000.TXT  done.\n",
      "20200427_2100.TXT  done.\n",
      "20200427_2200.TXT  done.\n",
      "20200427_2300.TXT  done.\n",
      "20200428_0000.TXT  done.\n",
      "20200428_0100.TXT  done.\n",
      "20200428_0200.TXT  done.\n",
      "20200428_0300.TXT  done.\n",
      "20200428_0400.TXT  done.\n",
      "20200428_0500.TXT  done.\n",
      "20200428_0600.TXT  done.\n",
      "20200428_0700.TXT  done.\n",
      "20200428_0800.TXT  done.\n",
      "20200428_0900.TXT  done.\n",
      "20200428_1000.TXT  done.\n",
      "20200428_1100.TXT  done.\n",
      "20200428_1200.TXT  done.\n",
      "20200428_1300.TXT  done.\n",
      "20200428_1400.TXT  done.\n",
      "20200428_1500.TXT  done.\n",
      "20200428_1600.TXT  done.\n",
      "20200428_1700.TXT  done.\n",
      "20200428_1800.TXT  done.\n",
      "20200428_1900.TXT  done.\n",
      "20200428_2000.TXT  done.\n",
      "20200428_2100.TXT  done.\n",
      "20200428_2200.TXT  done.\n",
      "20200428_2300.TXT  done.\n",
      "20200429_0000.TXT  done.\n",
      "20200429_0100.TXT  done.\n",
      "20200429_0200.TXT  done.\n",
      "20200429_0300.TXT  done.\n",
      "20200429_0400.TXT  done.\n",
      "20200429_0500.TXT  done.\n",
      "20200429_0600.TXT  done.\n",
      "20200429_0700.TXT  done.\n",
      "20200429_0800.TXT  done.\n",
      "20200429_0900.TXT  done.\n",
      "20200429_1000.TXT  done.\n",
      "20200429_1100.TXT  done.\n",
      "20200429_1200.TXT  done.\n",
      "20200429_1300.TXT  done.\n",
      "20200429_1400.TXT  done.\n",
      "20200429_1500.TXT  done.\n",
      "20200429_1600.TXT  done.\n",
      "20200429_1700.TXT  done.\n",
      "20200429_1800.TXT  done.\n",
      "20200429_1900.TXT  done.\n",
      "20200429_2000.TXT  done.\n",
      "20200429_2100.TXT  done.\n",
      "20200429_2200.TXT  done.\n",
      "20200429_2300.TXT  done.\n",
      "20200430_0000.TXT  done.\n",
      "20200430_0100.TXT  done.\n",
      "20200430_0200.TXT  done.\n",
      "20200430_0300.TXT  done.\n",
      "20200430_0400.TXT  done.\n",
      "20200430_0500.TXT  done.\n",
      "20200430_0600.TXT  done.\n",
      "20200430_0700.TXT  done.\n",
      "20200430_0800.TXT  done.\n",
      "20200430_0900.TXT  done.\n",
      "20200430_1000.TXT  done.\n",
      "20200430_1100.TXT  done.\n",
      "20200430_1200.TXT  done.\n",
      "20200430_1300.TXT  done.\n",
      "20200430_1400.TXT  done.\n",
      "20200430_1500.TXT  done.\n",
      "20200430_1600.TXT  done.\n",
      "20200430_1700.TXT  done.\n",
      "20200430_1800.TXT  done.\n",
      "20200430_1900.TXT  done.\n",
      "20200430_2000.TXT  done.\n",
      "20200430_2100.TXT  done.\n",
      "20200430_2200.TXT  done.\n",
      "20200430_2300.TXT  done.\n",
      "20200501_0000.TXT  done.\n",
      "20200501_0100.TXT  done.\n",
      "20200501_0200.TXT  done.\n",
      "20200501_0300.TXT  done.\n",
      "20200501_0400.TXT  done.\n",
      "20200501_0500.TXT  done.\n",
      "20200501_0600.TXT  done.\n",
      "20200501_0700.TXT  done.\n",
      "20200501_0800.TXT  done.\n",
      "20200501_0900.TXT  done.\n",
      "20200501_1000.TXT  done.\n",
      "20200501_1100.TXT  done.\n",
      "20200501_1200.TXT  done.\n",
      "20200501_1300.TXT  done.\n",
      "20200501_1400.TXT  done.\n",
      "20200501_1500.TXT  done.\n",
      "20200501_1600.TXT  done.\n",
      "20200501_1700.TXT  done.\n",
      "20200501_1800.TXT  done.\n",
      "20200501_1900.TXT  done.\n",
      "20200501_2000.TXT  done.\n",
      "20200501_2100.TXT  done.\n",
      "20200501_2200.TXT  done.\n",
      "20200501_2300.TXT  done.\n",
      "20200502_0000.TXT  done.\n",
      "20200502_0100.TXT  done.\n",
      "20200502_0200.TXT  done.\n",
      "20200502_0300.TXT  done.\n",
      "20200502_0400.TXT  done.\n",
      "20200502_0500.TXT  done.\n",
      "20200502_0600.TXT  done.\n",
      "20200502_0700.TXT  done.\n",
      "20200502_0800.TXT  done.\n",
      "20200502_0900.TXT  done.\n",
      "20200502_1000.TXT  done.\n",
      "20200502_1100.TXT  done.\n",
      "20200502_1200.TXT  done.\n",
      "20200502_1300.TXT  done.\n",
      "20200502_1400.TXT  done.\n",
      "20200502_1500.TXT  done.\n",
      "20200502_1600.TXT  done.\n",
      "20200502_1700.TXT  done.\n",
      "20200502_1800.TXT  done.\n",
      "20200502_1900.TXT  done.\n",
      "20200502_2000.TXT  done.\n",
      "20200502_2100.TXT  done.\n",
      "20200502_2200.TXT  done.\n",
      "20200502_2300.TXT  done.\n",
      "20200503_0000.TXT  done.\n",
      "20200503_0100.TXT  done.\n",
      "20200503_0200.TXT  done.\n",
      "20200503_0300.TXT  done.\n",
      "20200503_0400.TXT  done.\n",
      "20200503_0500.TXT  done.\n",
      "20200503_0600.TXT  done.\n",
      "20200503_0700.TXT  done.\n",
      "20200503_0800.TXT  done.\n",
      "20200503_0900.TXT  done.\n",
      "20200503_1000.TXT  done.\n",
      "20200503_1100.TXT  done.\n",
      "20200503_1200.TXT  done.\n",
      "20200503_1300.TXT  done.\n",
      "20200503_1400.TXT  done.\n",
      "20200503_1500.TXT  done.\n",
      "20200503_1600.TXT  done.\n",
      "20200503_1700.TXT  done.\n",
      "20200503_1800.TXT  done.\n",
      "20200503_1900.TXT  done.\n",
      "20200503_2000.TXT  done.\n",
      "20200503_2100.TXT  done.\n",
      "20200503_2200.TXT  done.\n",
      "20200503_2300.TXT  done.\n",
      "20200504_0000.TXT  done.\n",
      "20200504_0100.TXT  done.\n",
      "20200504_0200.TXT  done.\n",
      "20200504_0300.TXT  done.\n",
      "20200504_0400.TXT  done.\n",
      "20200504_0500.TXT  done.\n",
      "20200504_0600.TXT  done.\n",
      "20200504_0700.TXT  done.\n",
      "20200504_0800.TXT  done.\n",
      "20200504_0900.TXT  done.\n",
      "20200504_1000.TXT  done.\n",
      "20200504_1100.TXT  done.\n",
      "20200504_1200.TXT  done.\n",
      "20200504_1300.TXT  done.\n",
      "20200504_1400.TXT  done.\n",
      "20200504_1500.TXT  done.\n",
      "20200504_1600.TXT  done.\n",
      "20200504_1700.TXT  done.\n",
      "20200504_1800.TXT  done.\n",
      "20200504_1900.TXT  done.\n",
      "20200504_2000.TXT  done.\n",
      "20200504_2100.TXT  done.\n",
      "20200504_2200.TXT  done.\n",
      "20200504_2300.TXT  done.\n",
      "20200505_0000.TXT  done.\n",
      "20200505_0100.TXT  done.\n",
      "20200505_0200.TXT  done.\n",
      "20200505_0300.TXT  done.\n",
      "20200505_0400.TXT  done.\n",
      "20200505_0500.TXT  done.\n",
      "20200505_0600.TXT  done.\n",
      "20200505_0700.TXT  done.\n",
      "20200505_0800.TXT  done.\n",
      "20200505_0900.TXT  done.\n",
      "20200505_1000.TXT  done.\n",
      "20200505_1100.TXT  done.\n",
      "20200505_1200.TXT  done.\n",
      "20200505_1300.TXT  done.\n",
      "20200505_1400.TXT  done.\n",
      "20200505_1500.TXT  done.\n",
      "20200505_1600.TXT  done.\n",
      "20200505_1700.TXT  done.\n",
      "20200505_1800.TXT  done.\n",
      "20200505_1900.TXT  done.\n",
      "20200505_2000.TXT  done.\n",
      "20200505_2100.TXT  done.\n",
      "20200505_2200.TXT  done.\n",
      "20200505_2300.TXT  done.\n",
      "20200506_0000.TXT  done.\n",
      "20200506_0100.TXT  done.\n",
      "20200506_0200.TXT  done.\n",
      "20200506_0300.TXT  done.\n",
      "20200506_0400.TXT  done.\n",
      "20200506_0500.TXT  done.\n",
      "20200506_0600.TXT  done.\n",
      "20200506_0700.TXT  done.\n",
      "20200506_0800.TXT  done.\n",
      "20200506_0900.TXT  done.\n",
      "20200506_1000.TXT  done.\n",
      "20200506_1100.TXT  done.\n",
      "20200506_1200.TXT  done.\n",
      "20200506_1300.TXT  done.\n",
      "20200506_1400.TXT  done.\n",
      "20200506_1500.TXT  done.\n",
      "20200506_1600.TXT  done.\n",
      "20200506_1700.TXT  done.\n",
      "20200506_1800.TXT  done.\n",
      "20200506_1900.TXT  done.\n",
      "20200506_2000.TXT  done.\n",
      "20200506_2100.TXT  done.\n",
      "20200506_2200.TXT  done.\n",
      "20200506_2300.TXT  done.\n",
      "20200507_0000.TXT  done.\n",
      "20200507_0100.TXT  done.\n",
      "20200507_0200.TXT  done.\n",
      "20200507_0300.TXT  done.\n",
      "20200507_0400.TXT  done.\n",
      "20200507_0500.TXT  done.\n",
      "20200507_0600.TXT  done.\n",
      "20200507_0700.TXT  done.\n",
      "20200507_0800.TXT  done.\n",
      "20200507_0900.TXT  done.\n",
      "20200507_1000.TXT  done.\n",
      "20200507_1100.TXT  done.\n",
      "20200507_1200.TXT  done.\n",
      "20200507_1300.TXT  done.\n",
      "20200507_1400.TXT  done.\n",
      "20200507_1500.TXT  done.\n",
      "20200507_1600.TXT  done.\n",
      "20200507_1700.TXT  done.\n",
      "20200507_1800.TXT  done.\n",
      "20200507_1900.TXT  done.\n",
      "20200507_2000.TXT  done.\n",
      "20200507_2100.TXT  done.\n",
      "20200507_2200.TXT  done.\n",
      "20200507_2300.TXT  done.\n",
      "20200508_0000.TXT  done.\n",
      "20200508_0100.TXT  done.\n",
      "20200508_0200.TXT  done.\n",
      "20200508_0300.TXT  done.\n",
      "20200508_0400.TXT  done.\n",
      "20200508_0500.TXT  done.\n",
      "20200508_0600.TXT  done.\n",
      "20200508_0700.TXT  done.\n",
      "20200508_0800.TXT  done.\n",
      "20200508_0900.TXT  done.\n",
      "20200508_1000.TXT  done.\n",
      "20200508_1100.TXT  done.\n",
      "20200508_1200.TXT  done.\n",
      "20200508_1300.TXT  done.\n",
      "20200508_1400.TXT  done.\n",
      "20200508_1500.TXT  done.\n",
      "20200508_1600.TXT  done.\n",
      "20200508_1700.TXT  done.\n",
      "20200508_1800.TXT  done.\n",
      "20200508_1900.TXT  done.\n",
      "20200508_2000.TXT  done.\n",
      "20200508_2100.TXT  done.\n",
      "20200508_2200.TXT  done.\n",
      "20200508_2300.TXT  done.\n",
      "20200509_0000.TXT  done.\n",
      "20200509_0100.TXT  done.\n",
      "20200509_0200.TXT  done.\n",
      "20200509_0300.TXT  done.\n",
      "20200509_0400.TXT  done.\n",
      "20200509_0500.TXT  done.\n",
      "20200509_0600.TXT  done.\n",
      "20200509_0700.TXT  done.\n",
      "20200509_0800.TXT  done.\n",
      "20200509_0900.TXT  done.\n",
      "20200509_1000.TXT  done.\n",
      "20200509_1100.TXT  done.\n",
      "20200509_1200.TXT  done.\n",
      "20200509_1300.TXT  done.\n",
      "20200509_1400.TXT  done.\n",
      "20200509_1500.TXT  done.\n",
      "20200509_1600.TXT  done.\n",
      "20200509_1700.TXT  done.\n",
      "20200509_1800.TXT  done.\n",
      "20200509_1900.TXT  done.\n",
      "20200509_2000.TXT  done.\n",
      "20200509_2100.TXT  done.\n",
      "20200509_2200.TXT  done.\n",
      "20200509_2300.TXT  done.\n",
      "20200510_0000.TXT  done.\n",
      "20200510_0100.TXT  done.\n",
      "20200510_0200.TXT  done.\n",
      "20200510_0300.TXT  done.\n",
      "20200510_0400.TXT  done.\n",
      "20200510_0500.TXT  done.\n",
      "20200510_0600.TXT  done.\n",
      "20200510_0700.TXT  done.\n",
      "20200510_0800.TXT  done.\n",
      "20200510_0900.TXT  done.\n",
      "20200510_1000.TXT  done.\n",
      "20200510_1100.TXT  done.\n",
      "20200510_1200.TXT  done.\n",
      "20200510_1300.TXT  done.\n",
      "20200510_1400.TXT  done.\n",
      "20200510_1500.TXT  done.\n",
      "20200510_1600.TXT  done.\n",
      "20200510_1700.TXT  done.\n",
      "20200510_1800.TXT  done.\n",
      "20200510_1900.TXT  done.\n",
      "20200510_2000.TXT  done.\n",
      "20200510_2100.TXT  done.\n",
      "20200510_2200.TXT  done.\n",
      "20200510_2300.TXT  done.\n",
      "20200511_0000.TXT  done.\n",
      "20200511_0100.TXT  done.\n",
      "20200511_0200.TXT  done.\n",
      "20200511_0300.TXT  done.\n",
      "20200511_0400.TXT  done.\n",
      "20200511_0500.TXT  done.\n",
      "20200511_0600.TXT  done.\n",
      "20200511_0700.TXT  done.\n",
      "20200511_0800.TXT  done.\n",
      "20200511_0900.TXT  done.\n",
      "20200511_1000.TXT  done.\n",
      "20200511_1100.TXT  done.\n",
      "20200511_1200.TXT  done.\n",
      "20200511_1300.TXT  done.\n",
      "20200511_1400.TXT  done.\n",
      "20200511_1500.TXT  done.\n",
      "20200511_1600.TXT  done.\n",
      "20200511_1700.TXT  done.\n",
      "20200511_1800.TXT  done.\n",
      "20200511_1900.TXT  done.\n",
      "20200511_2000.TXT  done.\n",
      "20200511_2100.TXT  done.\n",
      "20200511_2200.TXT  done.\n",
      "20200511_2300.TXT  done.\n",
      "20200512_0000.TXT  done.\n",
      "20200512_0100.TXT  done.\n",
      "20200512_0200.TXT  done.\n",
      "20200512_0300.TXT  done.\n",
      "20200512_0400.TXT  done.\n",
      "20200512_0500.TXT  done.\n",
      "20200512_0600.TXT  done.\n",
      "20200512_0700.TXT  done.\n",
      "20200512_0800.TXT  done.\n",
      "20200512_0900.TXT  done.\n",
      "20200512_1000.TXT  done.\n",
      "20200512_1100.TXT  done.\n",
      "20200512_1200.TXT  done.\n",
      "20200512_1300.TXT  done.\n",
      "20200512_1400.TXT  done.\n",
      "20200512_1500.TXT  done.\n",
      "20200512_1600.TXT  done.\n",
      "20200512_1700.TXT  done.\n",
      "20200512_1800.TXT  done.\n",
      "20200512_1900.TXT  done.\n",
      "20200512_2000.TXT  done.\n",
      "20200512_2100.TXT  done.\n",
      "20200512_2200.TXT  done.\n",
      "20200512_2300.TXT  done.\n",
      "20200513_0000.TXT  done.\n",
      "20200513_0100.TXT  done.\n",
      "20200513_0200.TXT  done.\n",
      "20200513_0300.TXT  done.\n",
      "20200513_0400.TXT  done.\n",
      "20200513_0500.TXT  done.\n",
      "20200513_0600.TXT  done.\n",
      "20200513_0700.TXT  done.\n",
      "20200513_0800.TXT  done.\n",
      "20200513_0900.TXT  done.\n",
      "20200513_1000.TXT  done.\n",
      "20200513_1100.TXT  done.\n",
      "20200513_1200.TXT  done.\n",
      "20200513_1300.TXT  done.\n",
      "20200513_1400.TXT  done.\n",
      "20200513_1500.TXT  done.\n",
      "20200513_1600.TXT  done.\n",
      "20200513_1700.TXT  done.\n",
      "20200513_1800.TXT  done.\n",
      "20200513_1900.TXT  done.\n",
      "20200513_2000.TXT  done.\n",
      "20200513_2100.TXT  done.\n",
      "20200513_2200.TXT  done.\n",
      "20200513_2300.TXT  done.\n",
      "20200514_0000.TXT  done.\n",
      "20200514_0100.TXT  done.\n",
      "20200514_0200.TXT  done.\n",
      "20200514_0300.TXT  done.\n",
      "20200514_0400.TXT  done.\n",
      "20200514_0500.TXT  done.\n",
      "20200514_0600.TXT  done.\n",
      "20200514_0700.TXT  done.\n",
      "20200514_0800.TXT  done.\n",
      "20200514_0900.TXT  done.\n",
      "20200514_1000.TXT  done.\n",
      "20200514_1100.TXT  done.\n",
      "20200514_1200.TXT  done.\n",
      "20200514_1300.TXT  done.\n",
      "20200514_1400.TXT  done.\n",
      "20200514_1500.TXT  done.\n",
      "20200514_1600.TXT  done.\n",
      "20200514_1700.TXT  done.\n",
      "20200514_1800.TXT  done.\n",
      "20200514_1900.TXT  done.\n",
      "20200514_2000.TXT  done.\n",
      "20200514_2100.TXT  done.\n",
      "20200514_2200.TXT  done.\n",
      "20200514_2300.TXT  done.\n",
      "20200515_0000.TXT  done.\n",
      "20200515_0100.TXT  done.\n",
      "20200515_0200.TXT  done.\n",
      "20200515_0300.TXT  done.\n",
      "20200515_0400.TXT  done.\n",
      "20200515_0500.TXT  done.\n",
      "20200515_0600.TXT  done.\n",
      "20200515_0700.TXT  done.\n",
      "20200515_0800.TXT  done.\n",
      "20200515_0900.TXT  done.\n",
      "20200515_1000.TXT  done.\n",
      "20200515_1100.TXT  done.\n",
      "20200515_1200.TXT  done.\n",
      "20200515_1300.TXT  done.\n",
      "20200515_1400.TXT  done.\n",
      "20200515_1500.TXT  done.\n",
      "20200515_1600.TXT  done.\n",
      "20200515_1700.TXT  done.\n",
      "20200515_1800.TXT  done.\n",
      "20200515_1900.TXT  done.\n",
      "20200515_2000.TXT  done.\n",
      "20200515_2100.TXT  done.\n",
      "20200515_2200.TXT  done.\n",
      "20200515_2300.TXT  done.\n",
      "20200516_0000.TXT  done.\n",
      "20200516_0100.TXT  done.\n",
      "20200516_0200.TXT  done.\n",
      "20200516_0300.TXT  done.\n",
      "20200516_0400.TXT  done.\n",
      "20200516_0500.TXT  done.\n",
      "20200516_0600.TXT  done.\n",
      "20200516_0700.TXT  done.\n",
      "20200516_0800.TXT  done.\n",
      "20200516_0900.TXT  done.\n",
      "20200516_1000.TXT  done.\n",
      "20200516_1100.TXT  done.\n",
      "20200516_1200.TXT  done.\n",
      "20200516_1300.TXT  done.\n",
      "20200516_1400.TXT  done.\n",
      "20200516_1500.TXT  done.\n",
      "20200516_1600.TXT  done.\n",
      "20200516_1700.TXT  done.\n",
      "20200516_1800.TXT  done.\n",
      "20200516_1900.TXT  done.\n",
      "20200516_2000.TXT  done.\n",
      "20200516_2100.TXT  done.\n",
      "20200516_2200.TXT  done.\n",
      "20200516_2300.TXT  done.\n",
      "20200517_0000.TXT  done.\n",
      "20200517_0100.TXT  done.\n",
      "20200517_0200.TXT  done.\n",
      "20200517_0300.TXT  done.\n",
      "20200517_0400.TXT  done.\n",
      "20200517_0500.TXT  done.\n",
      "20200517_0600.TXT  done.\n",
      "20200517_0700.TXT  done.\n",
      "20200517_0800.TXT  done.\n",
      "20200517_0900.TXT  done.\n",
      "20200517_1000.TXT  done.\n",
      "20200517_1100.TXT  done.\n",
      "20200517_1200.TXT  done.\n",
      "20200517_1300.TXT  done.\n",
      "20200517_1400.TXT  done.\n",
      "20200517_1500.TXT  done.\n",
      "20200517_1600.TXT  done.\n",
      "20200517_1700.TXT  done.\n",
      "20200517_1800.TXT  done.\n",
      "20200517_1900.TXT  done.\n",
      "20200517_2000.TXT  done.\n",
      "20200517_2100.TXT  done.\n",
      "20200517_2200.TXT  done.\n",
      "20200517_2300.TXT  done.\n",
      "20200518_0000.TXT  done.\n",
      "20200518_0100.TXT  done.\n",
      "20200518_0200.TXT  done.\n",
      "20200518_0300.TXT  done.\n",
      "20200518_0400.TXT  done.\n",
      "20200518_0500.TXT  done.\n",
      "20200518_0600.TXT  done.\n",
      "20200518_0700.TXT  done.\n",
      "20200518_0800.TXT  done.\n",
      "20200518_0900.TXT  done.\n",
      "20200518_1000.TXT  done.\n",
      "20200518_1100.TXT  done.\n",
      "20200518_1200.TXT  done.\n",
      "20200518_1300.TXT  done.\n",
      "20200518_1400.TXT  done.\n",
      "20200518_1500.TXT  done.\n",
      "20200518_1600.TXT  done.\n",
      "20200518_1700.TXT  done.\n",
      "20200518_1800.TXT  done.\n",
      "20200518_1900.TXT  done.\n",
      "20200518_2000.TXT  done.\n",
      "20200518_2100.TXT  done.\n",
      "20200518_2200.TXT  done.\n",
      "20200518_2300.TXT  done.\n",
      "20200519_0000.TXT  done.\n",
      "20200519_0100.TXT  done.\n",
      "20200519_0200.TXT  done.\n",
      "20200519_0300.TXT  done.\n",
      "20200519_0400.TXT  done.\n",
      "20200519_0500.TXT  done.\n",
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      "20200519_0900.TXT  done.\n",
      "20200519_1000.TXT  done.\n",
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      "20200519_1200.TXT  done.\n",
      "20200519_1300.TXT  done.\n",
      "20200519_1400.TXT  done.\n",
      "20200519_1500.TXT  done.\n",
      "20200519_1600.TXT  done.\n",
      "20200519_1700.TXT  done.\n",
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      "20200519_2100.TXT  done.\n",
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      "20200520_0900.TXT  done.\n",
      "20200520_1000.TXT  done.\n",
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      "20200520_1600.TXT  done.\n",
      "20200520_1700.TXT  done.\n",
      "20200520_1800.TXT  done.\n",
      "20200520_1900.TXT  done.\n",
      "20200520_2000.TXT  done.\n",
      "20200520_2100.TXT  done.\n",
      "20200520_2200.TXT  done.\n",
      "20200520_2300.TXT  done.\n",
      "20200521_0000.TXT  done.\n",
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      "20200521_0300.TXT  done.\n",
      "20200521_0400.TXT  done.\n",
      "20200521_0500.TXT  done.\n",
      "20200521_0600.TXT  done.\n",
      "20200521_0700.TXT  done.\n",
      "20200521_0800.TXT  done.\n",
      "20200521_0900.TXT  done.\n",
      "20200521_1000.TXT  done.\n",
      "20200521_1100.TXT  done.\n",
      "20200521_1200.TXT  done.\n",
      "20200521_1300.TXT  done.\n",
      "20200521_1400.TXT  done.\n",
      "20200521_1500.TXT  done.\n",
      "20200521_1600.TXT  done.\n",
      "20200521_1700.TXT  done.\n",
      "20200521_1800.TXT  done.\n",
      "20200521_1900.TXT  done.\n",
      "20200521_2000.TXT  done.\n",
      "20200521_2100.TXT  done.\n",
      "20200521_2200.TXT  done.\n",
      "20200521_2300.TXT  done.\n",
      "20200522_0000.TXT  done.\n",
      "20200522_0100.TXT  done.\n",
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      "20200522_0300.TXT  done.\n",
      "20200522_0400.TXT  done.\n",
      "20200522_0500.TXT  done.\n",
      "20200522_0600.TXT  done.\n",
      "20200522_0700.TXT  done.\n",
      "20200522_0800.TXT  done.\n",
      "20200522_0900.TXT  done.\n",
      "20200522_1000.TXT  done.\n",
      "20200522_1100.TXT  done.\n",
      "20200522_1200.TXT  done.\n",
      "20200522_1300.TXT  done.\n",
      "20200522_1400.TXT  done.\n",
      "20200522_1500.TXT  done.\n",
      "20200522_1600.TXT  done.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20200522_1700.TXT  done.\n",
      "20200522_1800.TXT  done.\n",
      "20200522_1900.TXT  done.\n",
      "20200522_2000.TXT  done.\n",
      "20200522_2100.TXT  done.\n",
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      "20200523_0000.TXT  done.\n",
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      "20200523_0700.TXT  done.\n",
      "20200523_0800.TXT  done.\n",
      "20200523_0900.TXT  done.\n",
      "20200523_1000.TXT  done.\n",
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      "20200523_1200.TXT  done.\n",
      "20200523_1300.TXT  done.\n",
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      "20200523_1500.TXT  done.\n",
      "20200523_1600.TXT  done.\n",
      "20200523_1700.TXT  done.\n",
      "20200523_1800.TXT  done.\n",
      "20200523_1900.TXT  done.\n",
      "20200523_2000.TXT  done.\n",
      "20200523_2100.TXT  done.\n",
      "20200523_2200.TXT  done.\n",
      "20200523_2300.TXT  done.\n",
      "20200524_0000.TXT  done.\n",
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      "20200524_0400.TXT  done.\n",
      "20200524_0500.TXT  done.\n",
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      "20200524_0900.TXT  done.\n",
      "20200524_1000.TXT  done.\n",
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      "20200524_1200.TXT  done.\n",
      "20200524_1300.TXT  done.\n",
      "20200524_1400.TXT  done.\n",
      "20200524_1500.TXT  done.\n",
      "20200524_1600.TXT  done.\n",
      "20200524_1700.TXT  done.\n",
      "20200524_1800.TXT  done.\n",
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      "20200524_2000.TXT  done.\n",
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      "20200524_2300.TXT  done.\n",
      "20200525_0000.TXT  done.\n",
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      "20200525_0900.TXT  done.\n",
      "20200525_1000.TXT  done.\n",
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      "20200525_1500.TXT  done.\n",
      "20200525_1600.TXT  done.\n",
      "20200525_1700.TXT  done.\n",
      "20200525_1800.TXT  done.\n",
      "20200525_1900.TXT  done.\n",
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      "20200525_2100.TXT  done.\n",
      "20200525_2200.TXT  done.\n",
      "20200525_2300.TXT  done.\n",
      "20200526_0000.TXT  done.\n",
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      "20200526_0600.TXT  done.\n",
      "20200526_0700.TXT  done.\n",
      "20200526_0800.TXT  done.\n",
      "20200526_0900.TXT  done.\n",
      "20200526_1000.TXT  done.\n",
      "20200526_1100.TXT  done.\n",
      "20200526_1200.TXT  done.\n",
      "20200526_1300.TXT  done.\n",
      "20200526_1400.TXT  done.\n",
      "20200526_1500.TXT  done.\n",
      "20200526_1600.TXT  done.\n",
      "20200526_1700.TXT  done.\n",
      "20200526_1800.TXT  done.\n",
      "20200526_1900.TXT  done.\n",
      "20200526_2000.TXT  done.\n",
      "20200526_2100.TXT  done.\n",
      "20200526_2200.TXT  done.\n",
      "20200526_2300.TXT  done.\n",
      "20200527_0000.TXT  done.\n",
      "20200527_0100.TXT  done.\n",
      "20200527_0200.TXT  done.\n",
      "20200527_0300.TXT  done.\n",
      "20200527_0400.TXT  done.\n",
      "20200527_0500.TXT  done.\n",
      "20200527_0600.TXT  done.\n",
      "20200527_0700.TXT  done.\n",
      "20200527_0800.TXT  done.\n",
      "20200527_0900.TXT  done.\n",
      "20200527_1000.TXT  done.\n",
      "20200527_1100.TXT  done.\n",
      "20200527_1200.TXT  done.\n",
      "20200527_1300.TXT  done.\n",
      "20200527_1400.TXT  done.\n",
      "20200527_1500.TXT  done.\n",
      "20200527_1600.TXT  done.\n",
      "20200527_1700.TXT  done.\n",
      "20200527_1800.TXT  done.\n",
      "20200527_1900.TXT  done.\n",
      "20200527_2000.TXT  done.\n",
      "20200527_2100.TXT  done.\n",
      "20200527_2200.TXT  done.\n",
      "20200527_2300.TXT  done.\n",
      "20200528_0000.TXT  done.\n",
      "20200528_0100.TXT  done.\n",
      "20200528_0200.TXT  done.\n",
      "20200528_0300.TXT  done.\n",
      "20200528_0400.TXT  done.\n",
      "20200528_0500.TXT  done.\n",
      "20200528_0600.TXT  done.\n",
      "20200528_0700.TXT  done.\n",
      "20200528_0800.TXT  done.\n",
      "20200528_0900.TXT  done.\n",
      "20200528_1000.TXT  done.\n",
      "20200528_1100.TXT  done.\n",
      "20200528_1200.TXT  done.\n",
      "20200528_1300.TXT  done.\n",
      "20200528_1400.TXT  done.\n",
      "20200528_1500.TXT  done.\n",
      "20200528_1600.TXT  done.\n",
      "20200528_1700.TXT  done.\n",
      "20200528_1800.TXT  done.\n",
      "20200528_1900.TXT  done.\n",
      "20200528_2000.TXT  done.\n",
      "20200528_2100.TXT  done.\n",
      "20200528_2200.TXT  done.\n",
      "20200528_2300.TXT  done.\n",
      "20200529_0000.TXT  done.\n",
      "20200529_0100.TXT  done.\n",
      "20200529_0200.TXT  done.\n",
      "20200529_0300.TXT  done.\n",
      "20200529_0400.TXT  done.\n",
      "20200529_0500.TXT  done.\n",
      "20200529_0600.TXT  done.\n",
      "20200529_0700.TXT  done.\n",
      "20200529_0800.TXT  done.\n",
      "20200529_0900.TXT  done.\n",
      "20200529_1000.TXT  done.\n",
      "20200529_1100.TXT  done.\n",
      "20200529_1200.TXT  done.\n",
      "20200529_1300.TXT  done.\n",
      "20200529_1400.TXT  done.\n",
      "20200529_1500.TXT  done.\n",
      "20200529_1600.TXT  done.\n",
      "20200529_1700.TXT  done.\n",
      "20200529_1800.TXT  done.\n",
      "20200529_1900.TXT  done.\n",
      "20200529_2000.TXT  done.\n",
      "20200529_2100.TXT  done.\n",
      "20200529_2200.TXT  done.\n",
      "20200529_2300.TXT  done.\n",
      "20200530_0000.TXT  done.\n",
      "20200530_0100.TXT  done.\n",
      "20200530_0200.TXT  done.\n",
      "20200530_0300.TXT  done.\n",
      "20200530_0400.TXT  done.\n",
      "20200530_0500.TXT  done.\n",
      "20200530_0600.TXT  done.\n",
      "20200530_0700.TXT  done.\n",
      "20200530_0800.TXT  done.\n",
      "20200530_0900.TXT  done.\n",
      "20200530_1000.TXT  done.\n",
      "20200530_1100.TXT  done.\n",
      "20200530_1200.TXT  done.\n",
      "20200530_1300.TXT  done.\n",
      "20200530_1400.TXT  done.\n",
      "20200530_1500.TXT  done.\n",
      "20200530_1600.TXT  done.\n",
      "20200530_1700.TXT  done.\n",
      "20200530_1800.TXT  done.\n",
      "20200530_1900.TXT  done.\n",
      "20200530_2000.TXT  done.\n",
      "20200530_2100.TXT  done.\n",
      "20200530_2200.TXT  done.\n",
      "20200530_2300.TXT  done.\n",
      "20200531_0000.TXT  done.\n",
      "20200531_0100.TXT  done.\n",
      "20200531_0200.TXT  done.\n",
      "20200531_0300.TXT  done.\n",
      "20200531_0400.TXT  done.\n",
      "20200531_0500.TXT  done.\n",
      "20200531_0600.TXT  done.\n",
      "20200531_0700.TXT  done.\n",
      "20200531_0800.TXT  done.\n",
      "20200531_0900.TXT  done.\n",
      "20200531_1000.TXT  done.\n",
      "20200531_1100.TXT  done.\n",
      "20200531_1200.TXT  done.\n",
      "20200531_1300.TXT  done.\n",
      "20200531_1400.TXT  done.\n",
      "20200531_1500.TXT  done.\n",
      "20200531_1600.TXT  done.\n",
      "20200531_1700.TXT  done.\n",
      "20200531_1800.TXT  done.\n",
      "20200531_1900.TXT  done.\n",
      "20200531_2000.TXT  done.\n",
      "20200531_2100.TXT  done.\n",
      "20200531_2200.TXT  done.\n",
      "20200531_2300.TXT  done.\n",
      "20200601_0000.TXT  done.\n",
      "20200601_0100.TXT  done.\n",
      "20200601_0200.TXT  done.\n",
      "20200601_0300.TXT  done.\n",
      "20200601_0400.TXT  done.\n",
      "20200601_0500.TXT  done.\n",
      "20200601_0600.TXT  done.\n",
      "20200601_0700.TXT  done.\n",
      "20200601_0800.TXT  done.\n",
      "20200601_0900.TXT  done.\n",
      "20200601_1000.TXT  done.\n",
      "20200601_1100.TXT  done.\n",
      "20200601_1200.TXT  done.\n",
      "20200601_1300.TXT  done.\n",
      "20200601_1400.TXT  done.\n",
      "20200601_1500.TXT  done.\n",
      "20200601_1600.TXT  done.\n",
      "20200601_1700.TXT  done.\n",
      "20200601_1800.TXT  done.\n",
      "20200601_1900.TXT  done.\n",
      "20200601_2000.TXT  done.\n",
      "20200601_2100.TXT  done.\n",
      "20200601_2200.TXT  done.\n",
      "20200601_2300.TXT  done.\n",
      "20200602_0000.TXT  done.\n",
      "20200602_0100.TXT  done.\n",
      "20200602_0200.TXT  done.\n",
      "20200602_0300.TXT  done.\n",
      "20200602_0400.TXT  done.\n",
      "20200602_0500.TXT  done.\n",
      "20200602_0600.TXT  done.\n",
      "20200602_0700.TXT  done.\n",
      "20200602_0800.TXT  done.\n",
      "20200602_0900.TXT  done.\n",
      "20200602_1000.TXT  done.\n",
      "20200602_1100.TXT  done.\n",
      "20200602_1200.TXT  done.\n",
      "20200602_1300.TXT  done.\n",
      "20200602_1400.TXT  done.\n",
      "20200602_1500.TXT  done.\n",
      "20200602_1600.TXT  done.\n",
      "20200602_1700.TXT  done.\n",
      "20200602_1800.TXT  done.\n",
      "20200602_1900.TXT  done.\n",
      "20200602_2000.TXT  done.\n",
      "20200602_2100.TXT  done.\n",
      "Wall time: 1h 34min 43s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "depth, market = cleaningData()\n",
    "\n",
    "market = pd.DataFrame(market).T\n",
    "depth = pd.DataFrame(depth).T\n",
    "\n",
    "market.to_csv('market.csv',index = 0,header = None)\n",
    "depth.to_csv('depth.csv',index = 0,header = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['kind', 'datetime', 'open', 'high', 'low', 'close', 'vol'], dtype='object')\n",
      "Index(['amount', 'price', 'date', 'type', 'kind'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(market.columns)\n",
    "print(depth.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 现货——快照数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cleaningHuobi():\n",
    "    def cleaningOne(filename):\n",
    "        path = r'./huobi/'\n",
    "        digitCurrency = {}\n",
    "        count = 0\n",
    "        labels = ['datetime','kinds','open','high','low','close','vol']\n",
    "        with open(path + filename, 'r') as f:\n",
    "            data = f.readlines()\n",
    "        for i in data:\n",
    "            i = i.split(',')\n",
    "            a = {}\n",
    "            for j in range(7):\n",
    "                a[labels[j]] = i[j].strip()\n",
    "            digitCurrency[count] = a\n",
    "            count+=1\n",
    "        \n",
    "        spot = pd.DataFrame(digitCurrency).T\n",
    "        spot.to_csv('./csv/{}_spot.csv'.format(filename))\n",
    "    \n",
    "    path = r'./huobi/'\n",
    "    Parallel(8)(delayed(cleaningOne)(filename) for filename in os.listdir(path))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 9min 3s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "cleaningHuobi()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Miniconda3\\lib\\site-packages\\numpy\\lib\\arraysetops.py:569: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  mask |= (ar1 == a)\n"
     ]
    }
   ],
   "source": [
    "ans = []\n",
    "for i in os.listdir('./csv')[1:]:\n",
    "    if i[-9:] == '_spot.csv':\n",
    "        a = pd.read_csv('./csv/{}'.format(i),index_col = 0,header = 0)\n",
    "        ans.append(a)\n",
    "ans = pd.concat(ans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ans.to_csv('./csv/spot.csv',index = None,header = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 30.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "y = pd.read_csv('./csv/spot.csv',index_col = None,header = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>kinds</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20180601 00:00</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>7555.66</td>\n",
       "      <td>7555.66</td>\n",
       "      <td>7552.67</td>\n",
       "      <td>7552.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>20180601 00:01</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>7552.67</td>\n",
       "      <td>7555.49</td>\n",
       "      <td>7552.67</td>\n",
       "      <td>7553.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20180601 00:02</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>7553.79</td>\n",
       "      <td>7554.03</td>\n",
       "      <td>7551.67</td>\n",
       "      <td>7552.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>20180601 00:03</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>7552.89</td>\n",
       "      <td>7554.00</td>\n",
       "      <td>7551.67</td>\n",
       "      <td>7551.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>20180601 00:04</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>7550.84</td>\n",
       "      <td>7551.67</td>\n",
       "      <td>7541.31</td>\n",
       "      <td>7541.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1904726</th>\n",
       "      <td>20200530 09:27</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>9384.06</td>\n",
       "      <td>9391.27</td>\n",
       "      <td>9381.77</td>\n",
       "      <td>9389.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1904771</th>\n",
       "      <td>20200530 09:28</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>9390.89</td>\n",
       "      <td>9399.82</td>\n",
       "      <td>9389.62</td>\n",
       "      <td>9397.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1904816</th>\n",
       "      <td>20200530 09:29</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>9396.91</td>\n",
       "      <td>9399.00</td>\n",
       "      <td>9394.08</td>\n",
       "      <td>9398.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1904861</th>\n",
       "      <td>20200530 09:30</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>9396.20</td>\n",
       "      <td>9397.92</td>\n",
       "      <td>9383.56</td>\n",
       "      <td>9383.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1904905</th>\n",
       "      <td>20200530 09:31</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>9384.30</td>\n",
       "      <td>9384.30</td>\n",
       "      <td>9381.83</td>\n",
       "      <td>9383.26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1050331 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               datetime kinds     open     high      low    close\n",
       "1        20180601 00:00  BTCP  7555.66  7555.66  7552.67  7552.72\n",
       "9        20180601 00:01  BTCP  7552.67  7555.49  7552.67  7553.79\n",
       "17       20180601 00:02  BTCP  7553.79  7554.03  7551.67  7552.89\n",
       "25       20180601 00:03  BTCP  7552.89  7554.00  7551.67  7551.67\n",
       "33       20180601 00:04  BTCP  7550.84  7551.67  7541.31  7541.31\n",
       "...                 ...   ...      ...      ...      ...      ...\n",
       "1904726  20200530 09:27  BTCP  9384.06  9391.27  9381.77  9389.05\n",
       "1904771  20200530 09:28  BTCP  9390.89  9399.82  9389.62  9397.62\n",
       "1904816  20200530 09:29  BTCP  9396.91  9399.00  9394.08  9398.37\n",
       "1904861  20200530 09:30  BTCP  9396.20  9397.92  9383.56  9383.64\n",
       "1904905  20200530 09:31  BTCP  9384.30  9384.30  9381.83  9383.26\n",
       "\n",
       "[1050331 rows x 6 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ans[ans.kinds == 'BTCP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20180601 00:00</td>\n",
       "      <td>BCHP</td>\n",
       "      <td>1005.91000</td>\n",
       "      <td>1005.91000</td>\n",
       "      <td>1003.67000</td>\n",
       "      <td>1004.31000</td>\n",
       "      <td>104027.376245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20180601 00:00</td>\n",
       "      <td>BTCP</td>\n",
       "      <td>7555.66000</td>\n",
       "      <td>7555.66000</td>\n",
       "      <td>7552.67000</td>\n",
       "      <td>7552.72000</td>\n",
       "      <td>109616.042768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20180601 00:00</td>\n",
       "      <td>EOSP</td>\n",
       "      <td>12.26010</td>\n",
       "      <td>12.26010</td>\n",
       "      <td>12.25000</td>\n",
       "      <td>12.25000</td>\n",
       "      <td>104898.790390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20180601 00:00</td>\n",
       "      <td>ETCP</td>\n",
       "      <td>15.37030</td>\n",
       "      <td>15.37030</td>\n",
       "      <td>15.35400</td>\n",
       "      <td>15.35790</td>\n",
       "      <td>10796.735853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20180601 00:00</td>\n",
       "      <td>ETHP</td>\n",
       "      <td>576.46000</td>\n",
       "      <td>576.53000</td>\n",
       "      <td>575.74000</td>\n",
       "      <td>575.89000</td>\n",
       "      <td>77661.143691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26561886</th>\n",
       "      <td>20200530 09:31</td>\n",
       "      <td>XRPN</td>\n",
       "      <td>0.19640</td>\n",
       "      <td>0.19640</td>\n",
       "      <td>0.19640</td>\n",
       "      <td>0.19640</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26561887</th>\n",
       "      <td>20200530 09:31</td>\n",
       "      <td>XRPP</td>\n",
       "      <td>0.19656</td>\n",
       "      <td>0.19656</td>\n",
       "      <td>0.19656</td>\n",
       "      <td>0.19656</td>\n",
       "      <td>71.982238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26561888</th>\n",
       "      <td>20200530 09:31</td>\n",
       "      <td>XRPQ</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>28.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26561889</th>\n",
       "      <td>20200530 09:31</td>\n",
       "      <td>XRPS</td>\n",
       "      <td>0.19674</td>\n",
       "      <td>0.19674</td>\n",
       "      <td>0.19674</td>\n",
       "      <td>0.19674</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>26561890</th>\n",
       "      <td>20200530 09:31</td>\n",
       "      <td>XRPT</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>0.19660</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26561891 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       0     1           2           3           4  \\\n",
       "0         20180601 00:00  BCHP  1005.91000  1005.91000  1003.67000   \n",
       "1         20180601 00:00  BTCP  7555.66000  7555.66000  7552.67000   \n",
       "2         20180601 00:00  EOSP    12.26010    12.26010    12.25000   \n",
       "3         20180601 00:00  ETCP    15.37030    15.37030    15.35400   \n",
       "4         20180601 00:00  ETHP   576.46000   576.53000   575.74000   \n",
       "...                  ...   ...         ...         ...         ...   \n",
       "26561886  20200530 09:31  XRPN     0.19640     0.19640     0.19640   \n",
       "26561887  20200530 09:31  XRPP     0.19656     0.19656     0.19656   \n",
       "26561888  20200530 09:31  XRPQ     0.19660     0.19660     0.19660   \n",
       "26561889  20200530 09:31  XRPS     0.19674     0.19674     0.19674   \n",
       "26561890  20200530 09:31  XRPT     0.19660     0.19660     0.19660   \n",
       "\n",
       "                   5              6  \n",
       "0         1004.31000  104027.376245  \n",
       "1         7552.72000  109616.042768  \n",
       "2           12.25000  104898.790390  \n",
       "3           15.35790   10796.735853  \n",
       "4          575.89000   77661.143691  \n",
       "...              ...            ...  \n",
       "26561886     0.19640       0.000000  \n",
       "26561887     0.19656      71.982238  \n",
       "26561888     0.19660      28.000000  \n",
       "26561889     0.19674       0.000000  \n",
       "26561890     0.19660       0.000000  \n",
       "\n",
       "[26561891 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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