{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9daadf20-caa6-4b25-901c-6cc3ef563f58",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(255, 28)\n",
      "(78, 4)\n",
      "(255, 31)\n",
      "          ds     NHITS   Informer       LSTM  iTransformer    TSMixer  \\\n",
      "0 2024-10-08  79.76823  80.197660  79.802414     78.391460  80.200510   \n",
      "1 2024-10-09  78.75903  80.235740  79.844154     78.888565  79.861180   \n",
      "2 2024-10-10  79.43970  80.186230  79.885100     79.488700  79.483086   \n",
      "3 2024-10-11  79.62268  80.502975  79.878560     79.406670  79.313965   \n",
      "4 2024-10-14  79.91698  80.931946  79.936270     79.758575  79.197430   \n",
      "\n",
      "    TSMixerx   PatchTST        RNN        GRU  ...          y  \\\n",
      "0  79.243256  80.883450  80.836105  81.276060  ...  77.180000   \n",
      "1  78.068150  80.950096  80.917860  81.303505  ...  76.580002   \n",
      "2  77.189064  80.347400  80.866040  81.798050  ...  79.400002   \n",
      "3  77.840096  80.545296  81.167710  81.552810  ...  79.040001   \n",
      "4  77.904300  81.432976  81.144210  81.483215  ...  77.459999   \n",
      "\n",
      "   min_within_quantile  max_within_quantile  id  CREAT_DATE  min_price  \\\n",
      "0            80.200510            81.163630  51  2024-10-07  79.848624   \n",
      "1            79.861180            81.757850  52  2024-10-07  79.981211   \n",
      "2            79.483086            81.190400  53  2024-10-07  79.398409   \n",
      "3            79.313965            81.371100  54  2024-10-07  79.394607   \n",
      "4            79.197430            81.432976  55  2024-10-07  79.351007   \n",
      "\n",
      "   max_price    序号  LOW_PRICE  HIGH_PRICE  \n",
      "0  81.848624  52.0      76.36       81.14  \n",
      "1  81.981211  51.0      75.15       78.02  \n",
      "2  81.398409  50.0      76.72       79.72  \n",
      "3  81.394607  49.0      78.04       79.50  \n",
      "4  81.351007  48.0      74.86       78.55  \n",
      "\n",
      "[5 rows x 31 columns]\n",
      "            ds      NHITS   Informer       LSTM  iTransformer   TSMixer  \\\n",
      "250 2024-12-16  74.268654  73.333750  73.090164     74.007034  74.36094   \n",
      "251 2024-12-17  74.724630  73.373810  73.242540     74.285530  74.24597   \n",
      "252 2024-12-18  74.948860  73.505330  73.400400     74.260290  74.06419   \n",
      "253 2024-12-19  74.396740  73.934380  73.764320     74.429800  74.18059   \n",
      "254 2024-12-20  73.882930  73.700935  73.769050     73.977585  73.97370   \n",
      "\n",
      "     TSMixerx   PatchTST       RNN        GRU  ...   y  min_within_quantile  \\\n",
      "250  74.67781  74.475680  75.63023  74.853800  ... NaN            74.157196   \n",
      "251  74.46460  74.628000  75.22519  74.957530  ... NaN            73.711680   \n",
      "252  74.32628  74.656815  75.49716  74.890236  ... NaN            74.064190   \n",
      "253  74.41026  74.698875  75.87007  75.118866  ... NaN            74.148070   \n",
      "254  74.49235  74.345410  75.88466  75.186325  ... NaN            73.816990   \n",
      "\n",
      "     max_within_quantile   id  CREAT_DATE  min_price  max_price   序号  \\\n",
      "250            74.576454  301  2024-12-16  73.416857  75.416857  3.0   \n",
      "251            74.948060  302  2024-12-16  73.434301  75.434301  2.0   \n",
      "252            75.200980  303  2024-12-16  73.707471  75.707471  1.0   \n",
      "253            75.395440  304  2024-12-16  73.639791  75.639791  NaN   \n",
      "254            74.345410  305  2024-12-16  73.067399  75.067399  NaN   \n",
      "\n",
      "     LOW_PRICE  HIGH_PRICE  \n",
      "250      72.53       73.28  \n",
      "251      72.48       74.18  \n",
      "252      72.80       74.20  \n",
      "253        NaN         NaN  \n",
      "254        NaN         NaN  \n",
      "\n",
      "[5 rows x 31 columns]\n"
     ]
    }
   ],
   "source": [
    "import sqlite3\n",
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "dataset = r'yuanyoudataset'\n",
    "\n",
    "# dataset = r'C:\\Users\\Administrator\\Desktop'    \n",
    "\n",
    "# 预测价格数据\n",
    "# dbfilename = os.path.join(r'D:\\code\\PriceForecast\\yuanyoudataset','jbsh_yuanyou.db')\n",
    "# conn = sqlite3.connect(dbfilename)\n",
    "# query = 'SELECT * FROM accuracy'\n",
    "# df1 = pd.read_sql_query(query, conn)\n",
    "# df1['ds'] =  df1['PREDICT_DATE']\n",
    "# conn.close()\n",
    "# print(df1.shape)\n",
    "\n",
    "# 预测价格数据\n",
    "dfcsvfilename = os.path.join(dataset,'accuracy_five_mean.csv')\n",
    "df1 = pd.read_csv(dfcsvfilename)\n",
    "print(df1.shape)\n",
    "\n",
    "# 最高最低价\n",
    "xlsfilename = os.path.join(dataset,'数据项下载.xls')\n",
    "df2 = pd.read_excel(xlsfilename)[5:]\n",
    "df2 = df2.rename(columns = {'数据项名称':'ds','布伦特最低价':'LOW_PRICE','布伦特最高价':'HIGH_PRICE'})\n",
    "print(df2.shape)\n",
    "\n",
    "\n",
    "\n",
    "df = pd.merge(df1,df2,on=['ds'],how='left')\n",
    "\n",
    "df['ds'] =  pd.to_datetime(df['ds'])\n",
    "# df['PREDICT_DATE'] =  pd.to_datetime(df['PREDICT_DATE'])\n",
    "df = df.reindex()\n",
    "\n",
    "print(df.shape)\n",
    "# from datetime import datetime\n",
    "import time\n",
    "df.to_csv(os.path.join(dataset,f'预测数据-{time.time()}.csv'))\n",
    "# df = df[['ds','min_within_quantile','max_within_quantile']]\n",
    "\n",
    "\n",
    "\n",
    "# 打印数据框的前几行\n",
    "print(df.head())\n",
    "print(df.tail())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "0d77ab7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型评估前五均值      \n",
    "df['min_price'] = df.iloc[:,1:11].mean(axis=1) -1\n",
    "df['max_price'] = df.iloc[:,1:11].mean(axis=1) +1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "e51c3fd0-6bff-45de-b8b6-971e7986c7a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         开始日期        结束日期       准确率\n",
      "0  2024-09-30  2024-10-04         0\n",
      "0  2024-10-07  2024-10-11  0.509306\n",
      "0  2024-10-14  2024-10-18  0.498337\n",
      "0  2024-10-21  2024-10-25  0.437821\n",
      "0  2024-10-28  2024-11-01  0.436979\n",
      "0  2024-11-04  2024-11-08  0.482764\n",
      "0  2024-11-11  2024-11-15  0.682747\n",
      "0  2024-11-18  2024-11-22  0.694599\n",
      "0  2024-11-25  2024-11-29  0.380507\n",
      "0  2024-12-02  2024-12-06  0.732552\n",
      "0  2024-12-09  2024-12-13  0.559709\n"
     ]
    }
   ],
   "source": [
    "# 定义一个函数来计算准确率\n",
    "# 比较真实最高最低,和预测最高最低 计算准确率\n",
    "def calculate_accuracy(row):\n",
    "    # 全子集情况:\n",
    "    if (row['max_price'] >= row['HIGH_PRICE'] and row['min_price'] <= row['LOW_PRICE']) or \\\n",
    "        (row['max_price'] <= row['HIGH_PRICE'] and row['min_price'] >= row['LOW_PRICE']):\n",
    "        return 1    \n",
    "    # 无交集情况:\n",
    "    if row['max_price'] < row['LOW_PRICE'] or \\\n",
    "        row['min_price'] > row['HIGH_PRICE']:\n",
    "        return 0\n",
    "    # 有交集情况:\n",
    "    else:\n",
    "        sorted_prices = sorted([row['LOW_PRICE'], row['min_price'], row['max_price'], row['HIGH_PRICE']])\n",
    "        middle_diff = sorted_prices[2] - sorted_prices[1]\n",
    "        price_range = row['HIGH_PRICE'] - row['LOW_PRICE']\n",
    "        accuracy = middle_diff / price_range\n",
    "        return accuracy\n",
    "import datetime\n",
    "weight_dict = [0.4,0.15,0.1,0.1,0.25] # 权重\n",
    "\n",
    "columns = ['HIGH_PRICE','LOW_PRICE','min_price','max_price']\n",
    "df[columns] = df[columns].astype(float)\n",
    "df['ACCURACY'] = df.apply(calculate_accuracy, axis=1)\n",
    "# df['ACCURACY'] = df.apply(is_within_range, axis=1)\n",
    "# 取结束日期上一周的日期\n",
    "def get_week_date(end_time):\n",
    "    endtime = end_time\n",
    "    endtimeweek = datetime.datetime.strptime(endtime, '%Y-%m-%d')\n",
    "    up_week = endtimeweek - datetime.timedelta(days=endtimeweek.weekday() + 14)\n",
    "    up_week_dates = [up_week + datetime.timedelta(days=i) for i in range(14)]\n",
    "    create_dates = [date.strftime('%Y-%m-%d') for date in up_week_dates[4:-3]]\n",
    "    ds_dates = [date.strftime('%Y-%m-%d') for date in up_week_dates[-7:-2]]\n",
    "    return create_dates,ds_dates\n",
    "\n",
    "# 计算准确率并保存结果\n",
    "def _get_accuracy_rate(df,create_dates,ds_dates,endtime):\n",
    "    df3 = df.copy()\n",
    "    df3 = df3[df3['CREAT_DATE'].isin(create_dates)]\n",
    "    df3 = df3[df3['ds'].isin(ds_dates)]\n",
    "    accuracy_rote = 0\n",
    "    for i,group in df3.groupby('CREAT_DATE'):\n",
    "        # print('日期:',i)\n",
    "        # print(group)\n",
    "        # print('权重:',weight_dict[len(group)-1])\n",
    "        # print('准确率:',(group['ACCURACY'].sum()/len(group))*weight_dict[len(group)-1])\n",
    "        accuracy_rote += (group['ACCURACY'].sum()/len(group))*weight_dict[len(group)-1]\n",
    "    df3.to_csv(os.path.join(dataset,f'accuracy_{endtime}.csv'),index=False)\n",
    "    df4 = pd.DataFrame(columns=['开始日期','结束日期','准确率'])\n",
    "    df4.loc[len(df4)] = {'开始日期':ds_dates[0],'结束日期':ds_dates[-1],'准确率':accuracy_rote}\n",
    "    df4.to_csv(os.path.join(dataset,f'accuracy_rote_{endtime}.csv'),index=False)\n",
    "    # print(df4)\n",
    "    return df4\n",
    "    # df4.to_sql(\"accuracy_rote\",  con=sqlitedb.connection, if_exists='append', index=False)\n",
    "\n",
    "\n",
    "end_times = df['CREAT_DATE'].unique()\n",
    "df7 = pd.DataFrame(columns=['开始日期','结束日期','准确率'])\n",
    "for endtime in end_times:\n",
    "    create_dates,ds_dates = get_week_date(endtime)\n",
    "    df8 = _get_accuracy_rate(df,create_dates,ds_dates,endtime)\n",
    "    df7 = pd.concat([df7,df8],axis=0)\n",
    "df7.to_csv(os.path.join(dataset,f'accuracy_rote_all.csv'),index=False)\n",
    "# print(df7)\n",
    "# df7去重\n",
    "df7 = df7.drop_duplicates()\n",
    "print(df7)\n",
    "# 打印结果\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "0f942c69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(255, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "0  2024-10-08  78.172055  81.172055      76.36      76.36  2024-10-07\n",
      "1  2024-10-09  78.017734  81.017734      75.15      75.15  2024-10-07\n",
      "2  2024-10-10  78.196563  81.196563      76.72      76.72  2024-10-07\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "4  2024-10-14  78.448240  81.448240      74.86      74.86  2024-10-07\n",
      "5  2024-10-09  75.442758  78.442758      75.15      75.15  2024-10-08\n",
      "6  2024-10-10  75.684414  78.684414      76.72      76.72  2024-10-08\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "8  2024-10-14  75.819379  78.819379      74.86      74.86  2024-10-08\n",
      "9  2024-10-15  75.830953  78.830953      73.34      73.34  2024-10-08\n",
      "10 2024-10-10  75.439643  78.439643      76.72      76.72  2024-10-09\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "12 2024-10-14  75.775363  78.775363      74.86      74.86  2024-10-09\n",
      "13 2024-10-15  75.869936  78.869936      73.34      73.34  2024-10-09\n",
      "14 2024-10-16  76.203067  79.203067      73.42      73.42  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "16 2024-10-14  77.326639  80.326639      74.86      74.86  2024-10-10\n",
      "17 2024-10-15  77.711800  80.711800      73.34      73.34  2024-10-10\n",
      "18 2024-10-16  78.129062  81.129062      73.42      73.42  2024-10-10\n",
      "19 2024-10-17  78.237173  81.237173      73.26      73.26  2024-10-10\n",
      "['2024-09-27', '2024-09-28', '2024-09-29', '2024-09-30', '2024-10-01', '2024-10-02', '2024-10-03', '2024-10-04']\n",
      "(0, 6)\n",
      "Empty DataFrame\n",
      "Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
      "Index: []\n",
      "['2024-09-27', '2024-09-28', '2024-09-29', '2024-09-30', '2024-10-01', '2024-10-02', '2024-10-03', '2024-10-04']\n",
      "(0, 6)\n",
      "Empty DataFrame\n",
      "Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
      "Index: []\n",
      "['2024-09-27', '2024-09-28', '2024-09-29', '2024-09-30', '2024-10-01', '2024-10-02', '2024-10-03', '2024-10-04']\n",
      "(0, 6)\n",
      "Empty DataFrame\n",
      "Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
      "Index: []\n",
      "['2024-09-27', '2024-09-28', '2024-09-29', '2024-09-30', '2024-10-01', '2024-10-02', '2024-10-03', '2024-10-04']\n",
      "(0, 6)\n",
      "Empty DataFrame\n",
      "Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
      "Index: []\n",
      "['2024-10-04', '2024-10-05', '2024-10-06', '2024-10-07', '2024-10-08', '2024-10-09', '2024-10-10', '2024-10-11']\n",
      "(10, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "0  2024-10-08  78.172055  81.172055      76.36      76.36  2024-10-07\n",
      "1  2024-10-09  78.017734  81.017734      75.15      75.15  2024-10-07\n",
      "2  2024-10-10  78.196563  81.196563      76.72      76.72  2024-10-07\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "5  2024-10-09  75.442758  78.442758      75.15      75.15  2024-10-08\n",
      "6  2024-10-10  75.684414  78.684414      76.72      76.72  2024-10-08\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "10 2024-10-10  75.439643  78.439643      76.72      76.72  2024-10-09\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "['2024-10-04', '2024-10-05', '2024-10-06', '2024-10-07', '2024-10-08', '2024-10-09', '2024-10-10', '2024-10-11']\n",
      "(10, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "0  2024-10-08  78.172055  81.172055      76.36      76.36  2024-10-07\n",
      "1  2024-10-09  78.017734  81.017734      75.15      75.15  2024-10-07\n",
      "2  2024-10-10  78.196563  81.196563      76.72      76.72  2024-10-07\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "5  2024-10-09  75.442758  78.442758      75.15      75.15  2024-10-08\n",
      "6  2024-10-10  75.684414  78.684414      76.72      76.72  2024-10-08\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "10 2024-10-10  75.439643  78.439643      76.72      76.72  2024-10-09\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "['2024-10-04', '2024-10-05', '2024-10-06', '2024-10-07', '2024-10-08', '2024-10-09', '2024-10-10', '2024-10-11']\n",
      "(10, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "0  2024-10-08  78.172055  81.172055      76.36      76.36  2024-10-07\n",
      "1  2024-10-09  78.017734  81.017734      75.15      75.15  2024-10-07\n",
      "2  2024-10-10  78.196563  81.196563      76.72      76.72  2024-10-07\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "5  2024-10-09  75.442758  78.442758      75.15      75.15  2024-10-08\n",
      "6  2024-10-10  75.684414  78.684414      76.72      76.72  2024-10-08\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "10 2024-10-10  75.439643  78.439643      76.72      76.72  2024-10-09\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "['2024-10-04', '2024-10-05', '2024-10-06', '2024-10-07', '2024-10-08', '2024-10-09', '2024-10-10', '2024-10-11']\n",
      "(10, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "0  2024-10-08  78.172055  81.172055      76.36      76.36  2024-10-07\n",
      "1  2024-10-09  78.017734  81.017734      75.15      75.15  2024-10-07\n",
      "2  2024-10-10  78.196563  81.196563      76.72      76.72  2024-10-07\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "5  2024-10-09  75.442758  78.442758      75.15      75.15  2024-10-08\n",
      "6  2024-10-10  75.684414  78.684414      76.72      76.72  2024-10-08\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "10 2024-10-10  75.439643  78.439643      76.72      76.72  2024-10-09\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "['2024-10-04', '2024-10-05', '2024-10-06', '2024-10-07', '2024-10-08', '2024-10-09', '2024-10-10', '2024-10-11']\n",
      "(10, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "0  2024-10-08  78.172055  81.172055      76.36      76.36  2024-10-07\n",
      "1  2024-10-09  78.017734  81.017734      75.15      75.15  2024-10-07\n",
      "2  2024-10-10  78.196563  81.196563      76.72      76.72  2024-10-07\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "5  2024-10-09  75.442758  78.442758      75.15      75.15  2024-10-08\n",
      "6  2024-10-10  75.684414  78.684414      76.72      76.72  2024-10-08\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "10 2024-10-10  75.439643  78.439643      76.72      76.72  2024-10-09\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "['2024-10-11', '2024-10-12', '2024-10-13', '2024-10-14', '2024-10-15', '2024-10-16', '2024-10-17', '2024-10-18']\n",
      "(29, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "4  2024-10-14  78.448240  81.448240      74.86      74.86  2024-10-07\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "8  2024-10-14  75.819379  78.819379      74.86      74.86  2024-10-08\n",
      "9  2024-10-15  75.830953  78.830953      73.34      73.34  2024-10-08\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "12 2024-10-14  75.775363  78.775363      74.86      74.86  2024-10-09\n",
      "13 2024-10-15  75.869936  78.869936      73.34      73.34  2024-10-09\n",
      "14 2024-10-16  76.203067  79.203067      73.42      73.42  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "16 2024-10-14  77.326639  80.326639      74.86      74.86  2024-10-10\n",
      "17 2024-10-15  77.711800  80.711800      73.34      73.34  2024-10-10\n",
      "18 2024-10-16  78.129062  81.129062      73.42      73.42  2024-10-10\n",
      "19 2024-10-17  78.237173  81.237173      73.26      73.26  2024-10-10\n",
      "20 2024-10-14  77.103294  80.103294      74.86      74.86  2024-10-11\n",
      "21 2024-10-15  77.561999  80.561999      73.34      73.34  2024-10-11\n",
      "22 2024-10-16  77.827442  80.827442      73.42      73.42  2024-10-11\n",
      "23 2024-10-17  77.831231  80.831231      73.26      73.26  2024-10-11\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "25 2024-10-15  76.526668  79.526668      73.34      73.34  2024-10-14\n",
      "['2024-10-11', '2024-10-12', '2024-10-13', '2024-10-14', '2024-10-15', '2024-10-16', '2024-10-17', '2024-10-18']\n",
      "(29, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "4  2024-10-14  78.448240  81.448240      74.86      74.86  2024-10-07\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "8  2024-10-14  75.819379  78.819379      74.86      74.86  2024-10-08\n",
      "9  2024-10-15  75.830953  78.830953      73.34      73.34  2024-10-08\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "12 2024-10-14  75.775363  78.775363      74.86      74.86  2024-10-09\n",
      "13 2024-10-15  75.869936  78.869936      73.34      73.34  2024-10-09\n",
      "14 2024-10-16  76.203067  79.203067      73.42      73.42  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "16 2024-10-14  77.326639  80.326639      74.86      74.86  2024-10-10\n",
      "17 2024-10-15  77.711800  80.711800      73.34      73.34  2024-10-10\n",
      "18 2024-10-16  78.129062  81.129062      73.42      73.42  2024-10-10\n",
      "19 2024-10-17  78.237173  81.237173      73.26      73.26  2024-10-10\n",
      "20 2024-10-14  77.103294  80.103294      74.86      74.86  2024-10-11\n",
      "21 2024-10-15  77.561999  80.561999      73.34      73.34  2024-10-11\n",
      "22 2024-10-16  77.827442  80.827442      73.42      73.42  2024-10-11\n",
      "23 2024-10-17  77.831231  80.831231      73.26      73.26  2024-10-11\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "25 2024-10-15  76.526668  79.526668      73.34      73.34  2024-10-14\n",
      "['2024-10-11', '2024-10-12', '2024-10-13', '2024-10-14', '2024-10-15', '2024-10-16', '2024-10-17', '2024-10-18']\n",
      "(29, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "4  2024-10-14  78.448240  81.448240      74.86      74.86  2024-10-07\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "8  2024-10-14  75.819379  78.819379      74.86      74.86  2024-10-08\n",
      "9  2024-10-15  75.830953  78.830953      73.34      73.34  2024-10-08\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "12 2024-10-14  75.775363  78.775363      74.86      74.86  2024-10-09\n",
      "13 2024-10-15  75.869936  78.869936      73.34      73.34  2024-10-09\n",
      "14 2024-10-16  76.203067  79.203067      73.42      73.42  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "16 2024-10-14  77.326639  80.326639      74.86      74.86  2024-10-10\n",
      "17 2024-10-15  77.711800  80.711800      73.34      73.34  2024-10-10\n",
      "18 2024-10-16  78.129062  81.129062      73.42      73.42  2024-10-10\n",
      "19 2024-10-17  78.237173  81.237173      73.26      73.26  2024-10-10\n",
      "20 2024-10-14  77.103294  80.103294      74.86      74.86  2024-10-11\n",
      "21 2024-10-15  77.561999  80.561999      73.34      73.34  2024-10-11\n",
      "22 2024-10-16  77.827442  80.827442      73.42      73.42  2024-10-11\n",
      "23 2024-10-17  77.831231  80.831231      73.26      73.26  2024-10-11\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "25 2024-10-15  76.526668  79.526668      73.34      73.34  2024-10-14\n",
      "['2024-10-11', '2024-10-12', '2024-10-13', '2024-10-14', '2024-10-15', '2024-10-16', '2024-10-17', '2024-10-18']\n",
      "(29, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "4  2024-10-14  78.448240  81.448240      74.86      74.86  2024-10-07\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "8  2024-10-14  75.819379  78.819379      74.86      74.86  2024-10-08\n",
      "9  2024-10-15  75.830953  78.830953      73.34      73.34  2024-10-08\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "12 2024-10-14  75.775363  78.775363      74.86      74.86  2024-10-09\n",
      "13 2024-10-15  75.869936  78.869936      73.34      73.34  2024-10-09\n",
      "14 2024-10-16  76.203067  79.203067      73.42      73.42  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "16 2024-10-14  77.326639  80.326639      74.86      74.86  2024-10-10\n",
      "17 2024-10-15  77.711800  80.711800      73.34      73.34  2024-10-10\n",
      "18 2024-10-16  78.129062  81.129062      73.42      73.42  2024-10-10\n",
      "19 2024-10-17  78.237173  81.237173      73.26      73.26  2024-10-10\n",
      "20 2024-10-14  77.103294  80.103294      74.86      74.86  2024-10-11\n",
      "21 2024-10-15  77.561999  80.561999      73.34      73.34  2024-10-11\n",
      "22 2024-10-16  77.827442  80.827442      73.42      73.42  2024-10-11\n",
      "23 2024-10-17  77.831231  80.831231      73.26      73.26  2024-10-11\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "25 2024-10-15  76.526668  79.526668      73.34      73.34  2024-10-14\n",
      "['2024-10-11', '2024-10-12', '2024-10-13', '2024-10-14', '2024-10-15', '2024-10-16', '2024-10-17', '2024-10-18']\n",
      "(29, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "3  2024-10-11  78.244970  81.244970      78.04      78.04  2024-10-07\n",
      "4  2024-10-14  78.448240  81.448240      74.86      74.86  2024-10-07\n",
      "7  2024-10-11  75.675482  78.675482      78.04      78.04  2024-10-08\n",
      "8  2024-10-14  75.819379  78.819379      74.86      74.86  2024-10-08\n",
      "9  2024-10-15  75.830953  78.830953      73.34      73.34  2024-10-08\n",
      "11 2024-10-11  75.214194  78.214194      78.04      78.04  2024-10-09\n",
      "12 2024-10-14  75.775363  78.775363      74.86      74.86  2024-10-09\n",
      "13 2024-10-15  75.869936  78.869936      73.34      73.34  2024-10-09\n",
      "14 2024-10-16  76.203067  79.203067      73.42      73.42  2024-10-09\n",
      "15 2024-10-11  77.558740  80.558740      78.04      78.04  2024-10-10\n",
      "16 2024-10-14  77.326639  80.326639      74.86      74.86  2024-10-10\n",
      "17 2024-10-15  77.711800  80.711800      73.34      73.34  2024-10-10\n",
      "18 2024-10-16  78.129062  81.129062      73.42      73.42  2024-10-10\n",
      "19 2024-10-17  78.237173  81.237173      73.26      73.26  2024-10-10\n",
      "20 2024-10-14  77.103294  80.103294      74.86      74.86  2024-10-11\n",
      "21 2024-10-15  77.561999  80.561999      73.34      73.34  2024-10-11\n",
      "22 2024-10-16  77.827442  80.827442      73.42      73.42  2024-10-11\n",
      "23 2024-10-17  77.831231  80.831231      73.26      73.26  2024-10-11\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "25 2024-10-15  76.526668  79.526668      73.34      73.34  2024-10-14\n",
      "['2024-10-18', '2024-10-19', '2024-10-20', '2024-10-21', '2024-10-22', '2024-10-23', '2024-10-24', '2024-10-25']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "28 2024-10-18  77.135056  80.135056      72.50      72.50  2024-10-14\n",
      "29 2024-10-21  77.530344  80.530344      72.80      72.80  2024-10-14\n",
      "32 2024-10-18  73.482573  76.482573      72.50      72.50  2024-10-15\n",
      "33 2024-10-21  73.144924  76.144924      72.80      72.80  2024-10-15\n",
      "34 2024-10-22  73.877058  76.877058      73.57      73.57  2024-10-15\n",
      "36 2024-10-18  72.624883  75.624883      72.50      72.50  2024-10-16\n",
      "37 2024-10-21  72.775239  75.775239      72.80      72.80  2024-10-16\n",
      "38 2024-10-22  72.379754  75.379754      73.57      73.57  2024-10-16\n",
      "39 2024-10-23  72.447762  75.447762      74.42      74.42  2024-10-16\n",
      "40 2024-10-18  71.980603  74.980603      72.50      72.50  2024-10-17\n",
      "41 2024-10-21  71.915474  74.915474      72.80      72.80  2024-10-17\n",
      "42 2024-10-22  71.445161  74.445161      73.57      73.57  2024-10-17\n",
      "43 2024-10-23  70.993233  73.993233      74.42      74.42  2024-10-17\n",
      "44 2024-10-24  71.050194  74.050194      74.00      74.00  2024-10-17\n",
      "45 2024-10-21  70.300023  73.300023      72.80      72.80  2024-10-18\n",
      "46 2024-10-22  70.269711  73.269711      73.57      73.57  2024-10-18\n",
      "47 2024-10-23  69.892138  72.892138      74.42      74.42  2024-10-18\n",
      "48 2024-10-24  69.531043  72.531043      74.00      74.00  2024-10-18\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "['2024-10-18', '2024-10-19', '2024-10-20', '2024-10-21', '2024-10-22', '2024-10-23', '2024-10-24', '2024-10-25']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "28 2024-10-18  77.135056  80.135056      72.50      72.50  2024-10-14\n",
      "29 2024-10-21  77.530344  80.530344      72.80      72.80  2024-10-14\n",
      "32 2024-10-18  73.482573  76.482573      72.50      72.50  2024-10-15\n",
      "33 2024-10-21  73.144924  76.144924      72.80      72.80  2024-10-15\n",
      "34 2024-10-22  73.877058  76.877058      73.57      73.57  2024-10-15\n",
      "36 2024-10-18  72.624883  75.624883      72.50      72.50  2024-10-16\n",
      "37 2024-10-21  72.775239  75.775239      72.80      72.80  2024-10-16\n",
      "38 2024-10-22  72.379754  75.379754      73.57      73.57  2024-10-16\n",
      "39 2024-10-23  72.447762  75.447762      74.42      74.42  2024-10-16\n",
      "40 2024-10-18  71.980603  74.980603      72.50      72.50  2024-10-17\n",
      "41 2024-10-21  71.915474  74.915474      72.80      72.80  2024-10-17\n",
      "42 2024-10-22  71.445161  74.445161      73.57      73.57  2024-10-17\n",
      "43 2024-10-23  70.993233  73.993233      74.42      74.42  2024-10-17\n",
      "44 2024-10-24  71.050194  74.050194      74.00      74.00  2024-10-17\n",
      "45 2024-10-21  70.300023  73.300023      72.80      72.80  2024-10-18\n",
      "46 2024-10-22  70.269711  73.269711      73.57      73.57  2024-10-18\n",
      "47 2024-10-23  69.892138  72.892138      74.42      74.42  2024-10-18\n",
      "48 2024-10-24  69.531043  72.531043      74.00      74.00  2024-10-18\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "['2024-10-18', '2024-10-19', '2024-10-20', '2024-10-21', '2024-10-22', '2024-10-23', '2024-10-24', '2024-10-25']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "28 2024-10-18  77.135056  80.135056      72.50      72.50  2024-10-14\n",
      "29 2024-10-21  77.530344  80.530344      72.80      72.80  2024-10-14\n",
      "32 2024-10-18  73.482573  76.482573      72.50      72.50  2024-10-15\n",
      "33 2024-10-21  73.144924  76.144924      72.80      72.80  2024-10-15\n",
      "34 2024-10-22  73.877058  76.877058      73.57      73.57  2024-10-15\n",
      "36 2024-10-18  72.624883  75.624883      72.50      72.50  2024-10-16\n",
      "37 2024-10-21  72.775239  75.775239      72.80      72.80  2024-10-16\n",
      "38 2024-10-22  72.379754  75.379754      73.57      73.57  2024-10-16\n",
      "39 2024-10-23  72.447762  75.447762      74.42      74.42  2024-10-16\n",
      "40 2024-10-18  71.980603  74.980603      72.50      72.50  2024-10-17\n",
      "41 2024-10-21  71.915474  74.915474      72.80      72.80  2024-10-17\n",
      "42 2024-10-22  71.445161  74.445161      73.57      73.57  2024-10-17\n",
      "43 2024-10-23  70.993233  73.993233      74.42      74.42  2024-10-17\n",
      "44 2024-10-24  71.050194  74.050194      74.00      74.00  2024-10-17\n",
      "45 2024-10-21  70.300023  73.300023      72.80      72.80  2024-10-18\n",
      "46 2024-10-22  70.269711  73.269711      73.57      73.57  2024-10-18\n",
      "47 2024-10-23  69.892138  72.892138      74.42      74.42  2024-10-18\n",
      "48 2024-10-24  69.531043  72.531043      74.00      74.00  2024-10-18\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "['2024-10-18', '2024-10-19', '2024-10-20', '2024-10-21', '2024-10-22', '2024-10-23', '2024-10-24', '2024-10-25']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "28 2024-10-18  77.135056  80.135056      72.50      72.50  2024-10-14\n",
      "29 2024-10-21  77.530344  80.530344      72.80      72.80  2024-10-14\n",
      "32 2024-10-18  73.482573  76.482573      72.50      72.50  2024-10-15\n",
      "33 2024-10-21  73.144924  76.144924      72.80      72.80  2024-10-15\n",
      "34 2024-10-22  73.877058  76.877058      73.57      73.57  2024-10-15\n",
      "36 2024-10-18  72.624883  75.624883      72.50      72.50  2024-10-16\n",
      "37 2024-10-21  72.775239  75.775239      72.80      72.80  2024-10-16\n",
      "38 2024-10-22  72.379754  75.379754      73.57      73.57  2024-10-16\n",
      "39 2024-10-23  72.447762  75.447762      74.42      74.42  2024-10-16\n",
      "40 2024-10-18  71.980603  74.980603      72.50      72.50  2024-10-17\n",
      "41 2024-10-21  71.915474  74.915474      72.80      72.80  2024-10-17\n",
      "42 2024-10-22  71.445161  74.445161      73.57      73.57  2024-10-17\n",
      "43 2024-10-23  70.993233  73.993233      74.42      74.42  2024-10-17\n",
      "44 2024-10-24  71.050194  74.050194      74.00      74.00  2024-10-17\n",
      "45 2024-10-21  70.300023  73.300023      72.80      72.80  2024-10-18\n",
      "46 2024-10-22  70.269711  73.269711      73.57      73.57  2024-10-18\n",
      "47 2024-10-23  69.892138  72.892138      74.42      74.42  2024-10-18\n",
      "48 2024-10-24  69.531043  72.531043      74.00      74.00  2024-10-18\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "['2024-10-18', '2024-10-19', '2024-10-20', '2024-10-21', '2024-10-22', '2024-10-23', '2024-10-24', '2024-10-25']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "24 2024-10-18  78.024951  81.024951      72.50      72.50  2024-10-11\n",
      "28 2024-10-18  77.135056  80.135056      72.50      72.50  2024-10-14\n",
      "29 2024-10-21  77.530344  80.530344      72.80      72.80  2024-10-14\n",
      "32 2024-10-18  73.482573  76.482573      72.50      72.50  2024-10-15\n",
      "33 2024-10-21  73.144924  76.144924      72.80      72.80  2024-10-15\n",
      "34 2024-10-22  73.877058  76.877058      73.57      73.57  2024-10-15\n",
      "36 2024-10-18  72.624883  75.624883      72.50      72.50  2024-10-16\n",
      "37 2024-10-21  72.775239  75.775239      72.80      72.80  2024-10-16\n",
      "38 2024-10-22  72.379754  75.379754      73.57      73.57  2024-10-16\n",
      "39 2024-10-23  72.447762  75.447762      74.42      74.42  2024-10-16\n",
      "40 2024-10-18  71.980603  74.980603      72.50      72.50  2024-10-17\n",
      "41 2024-10-21  71.915474  74.915474      72.80      72.80  2024-10-17\n",
      "42 2024-10-22  71.445161  74.445161      73.57      73.57  2024-10-17\n",
      "43 2024-10-23  70.993233  73.993233      74.42      74.42  2024-10-17\n",
      "44 2024-10-24  71.050194  74.050194      74.00      74.00  2024-10-17\n",
      "45 2024-10-21  70.300023  73.300023      72.80      72.80  2024-10-18\n",
      "46 2024-10-22  70.269711  73.269711      73.57      73.57  2024-10-18\n",
      "47 2024-10-23  69.892138  72.892138      74.42      74.42  2024-10-18\n",
      "48 2024-10-24  69.531043  72.531043      74.00      74.00  2024-10-18\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "['2024-10-25', '2024-10-26', '2024-10-27', '2024-10-28', '2024-10-29', '2024-10-30', '2024-10-31', '2024-11-01']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "53 2024-10-25  71.284130  74.284130      74.17      74.17  2024-10-21\n",
      "54 2024-10-28  71.130199  74.130199      70.82      70.82  2024-10-21\n",
      "57 2024-10-25  72.849289  75.849289      74.17      74.17  2024-10-22\n",
      "58 2024-10-28  72.846420  75.846420      70.82      70.82  2024-10-22\n",
      "59 2024-10-29  73.135881  76.135881      70.28      70.28  2024-10-22\n",
      "61 2024-10-25  72.576628  75.576628      74.17      74.17  2024-10-23\n",
      "62 2024-10-28  72.523148  75.523148      70.82      70.82  2024-10-23\n",
      "63 2024-10-29  72.996282  75.996282      70.28      70.28  2024-10-23\n",
      "64 2024-10-30  73.612846  76.612846      70.71      70.71  2024-10-23\n",
      "65 2024-10-25  72.725321  75.725321      74.17      74.17  2024-10-24\n",
      "66 2024-10-28  73.117595  76.117595      70.82      70.82  2024-10-24\n",
      "67 2024-10-29  73.842996  76.842996      70.28      70.28  2024-10-24\n",
      "68 2024-10-30  73.879968  76.879968      70.71      70.71  2024-10-24\n",
      "69 2024-10-31  73.636574  76.636574      71.82      71.82  2024-10-24\n",
      "70 2024-10-28  74.114556  77.114556      70.82      70.82  2024-10-25\n",
      "71 2024-10-29  74.218034  77.218034      70.28      70.28  2024-10-25\n",
      "72 2024-10-30  74.565620  77.565620      70.71      70.71  2024-10-25\n",
      "73 2024-10-31  73.995926  76.995926      71.82      71.82  2024-10-25\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "['2024-10-25', '2024-10-26', '2024-10-27', '2024-10-28', '2024-10-29', '2024-10-30', '2024-10-31', '2024-11-01']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "53 2024-10-25  71.284130  74.284130      74.17      74.17  2024-10-21\n",
      "54 2024-10-28  71.130199  74.130199      70.82      70.82  2024-10-21\n",
      "57 2024-10-25  72.849289  75.849289      74.17      74.17  2024-10-22\n",
      "58 2024-10-28  72.846420  75.846420      70.82      70.82  2024-10-22\n",
      "59 2024-10-29  73.135881  76.135881      70.28      70.28  2024-10-22\n",
      "61 2024-10-25  72.576628  75.576628      74.17      74.17  2024-10-23\n",
      "62 2024-10-28  72.523148  75.523148      70.82      70.82  2024-10-23\n",
      "63 2024-10-29  72.996282  75.996282      70.28      70.28  2024-10-23\n",
      "64 2024-10-30  73.612846  76.612846      70.71      70.71  2024-10-23\n",
      "65 2024-10-25  72.725321  75.725321      74.17      74.17  2024-10-24\n",
      "66 2024-10-28  73.117595  76.117595      70.82      70.82  2024-10-24\n",
      "67 2024-10-29  73.842996  76.842996      70.28      70.28  2024-10-24\n",
      "68 2024-10-30  73.879968  76.879968      70.71      70.71  2024-10-24\n",
      "69 2024-10-31  73.636574  76.636574      71.82      71.82  2024-10-24\n",
      "70 2024-10-28  74.114556  77.114556      70.82      70.82  2024-10-25\n",
      "71 2024-10-29  74.218034  77.218034      70.28      70.28  2024-10-25\n",
      "72 2024-10-30  74.565620  77.565620      70.71      70.71  2024-10-25\n",
      "73 2024-10-31  73.995926  76.995926      71.82      71.82  2024-10-25\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "['2024-10-25', '2024-10-26', '2024-10-27', '2024-10-28', '2024-10-29', '2024-10-30', '2024-10-31', '2024-11-01']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "53 2024-10-25  71.284130  74.284130      74.17      74.17  2024-10-21\n",
      "54 2024-10-28  71.130199  74.130199      70.82      70.82  2024-10-21\n",
      "57 2024-10-25  72.849289  75.849289      74.17      74.17  2024-10-22\n",
      "58 2024-10-28  72.846420  75.846420      70.82      70.82  2024-10-22\n",
      "59 2024-10-29  73.135881  76.135881      70.28      70.28  2024-10-22\n",
      "61 2024-10-25  72.576628  75.576628      74.17      74.17  2024-10-23\n",
      "62 2024-10-28  72.523148  75.523148      70.82      70.82  2024-10-23\n",
      "63 2024-10-29  72.996282  75.996282      70.28      70.28  2024-10-23\n",
      "64 2024-10-30  73.612846  76.612846      70.71      70.71  2024-10-23\n",
      "65 2024-10-25  72.725321  75.725321      74.17      74.17  2024-10-24\n",
      "66 2024-10-28  73.117595  76.117595      70.82      70.82  2024-10-24\n",
      "67 2024-10-29  73.842996  76.842996      70.28      70.28  2024-10-24\n",
      "68 2024-10-30  73.879968  76.879968      70.71      70.71  2024-10-24\n",
      "69 2024-10-31  73.636574  76.636574      71.82      71.82  2024-10-24\n",
      "70 2024-10-28  74.114556  77.114556      70.82      70.82  2024-10-25\n",
      "71 2024-10-29  74.218034  77.218034      70.28      70.28  2024-10-25\n",
      "72 2024-10-30  74.565620  77.565620      70.71      70.71  2024-10-25\n",
      "73 2024-10-31  73.995926  76.995926      71.82      71.82  2024-10-25\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "['2024-10-25', '2024-10-26', '2024-10-27', '2024-10-28', '2024-10-29', '2024-10-30', '2024-10-31', '2024-11-01']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "53 2024-10-25  71.284130  74.284130      74.17      74.17  2024-10-21\n",
      "54 2024-10-28  71.130199  74.130199      70.82      70.82  2024-10-21\n",
      "57 2024-10-25  72.849289  75.849289      74.17      74.17  2024-10-22\n",
      "58 2024-10-28  72.846420  75.846420      70.82      70.82  2024-10-22\n",
      "59 2024-10-29  73.135881  76.135881      70.28      70.28  2024-10-22\n",
      "61 2024-10-25  72.576628  75.576628      74.17      74.17  2024-10-23\n",
      "62 2024-10-28  72.523148  75.523148      70.82      70.82  2024-10-23\n",
      "63 2024-10-29  72.996282  75.996282      70.28      70.28  2024-10-23\n",
      "64 2024-10-30  73.612846  76.612846      70.71      70.71  2024-10-23\n",
      "65 2024-10-25  72.725321  75.725321      74.17      74.17  2024-10-24\n",
      "66 2024-10-28  73.117595  76.117595      70.82      70.82  2024-10-24\n",
      "67 2024-10-29  73.842996  76.842996      70.28      70.28  2024-10-24\n",
      "68 2024-10-30  73.879968  76.879968      70.71      70.71  2024-10-24\n",
      "69 2024-10-31  73.636574  76.636574      71.82      71.82  2024-10-24\n",
      "70 2024-10-28  74.114556  77.114556      70.82      70.82  2024-10-25\n",
      "71 2024-10-29  74.218034  77.218034      70.28      70.28  2024-10-25\n",
      "72 2024-10-30  74.565620  77.565620      70.71      70.71  2024-10-25\n",
      "73 2024-10-31  73.995926  76.995926      71.82      71.82  2024-10-25\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "['2024-10-25', '2024-10-26', '2024-10-27', '2024-10-28', '2024-10-29', '2024-10-30', '2024-10-31', '2024-11-01']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "49 2024-10-25  69.305193  72.305193      74.17      74.17  2024-10-18\n",
      "53 2024-10-25  71.284130  74.284130      74.17      74.17  2024-10-21\n",
      "54 2024-10-28  71.130199  74.130199      70.82      70.82  2024-10-21\n",
      "57 2024-10-25  72.849289  75.849289      74.17      74.17  2024-10-22\n",
      "58 2024-10-28  72.846420  75.846420      70.82      70.82  2024-10-22\n",
      "59 2024-10-29  73.135881  76.135881      70.28      70.28  2024-10-22\n",
      "61 2024-10-25  72.576628  75.576628      74.17      74.17  2024-10-23\n",
      "62 2024-10-28  72.523148  75.523148      70.82      70.82  2024-10-23\n",
      "63 2024-10-29  72.996282  75.996282      70.28      70.28  2024-10-23\n",
      "64 2024-10-30  73.612846  76.612846      70.71      70.71  2024-10-23\n",
      "65 2024-10-25  72.725321  75.725321      74.17      74.17  2024-10-24\n",
      "66 2024-10-28  73.117595  76.117595      70.82      70.82  2024-10-24\n",
      "67 2024-10-29  73.842996  76.842996      70.28      70.28  2024-10-24\n",
      "68 2024-10-30  73.879968  76.879968      70.71      70.71  2024-10-24\n",
      "69 2024-10-31  73.636574  76.636574      71.82      71.82  2024-10-24\n",
      "70 2024-10-28  74.114556  77.114556      70.82      70.82  2024-10-25\n",
      "71 2024-10-29  74.218034  77.218034      70.28      70.28  2024-10-25\n",
      "72 2024-10-30  74.565620  77.565620      70.71      70.71  2024-10-25\n",
      "73 2024-10-31  73.995926  76.995926      71.82      71.82  2024-10-25\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "['2024-11-01', '2024-11-02', '2024-11-03', '2024-11-04', '2024-11-05', '2024-11-06', '2024-11-07', '2024-11-08']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "78 2024-11-01  71.585668  74.585668      72.89      72.89  2024-10-28\n",
      "79 2024-11-04  72.056366  75.056366      73.88      73.88  2024-10-28\n",
      "82 2024-11-01  71.468451  74.468451      72.89      72.89  2024-10-29\n",
      "83 2024-11-04  71.871874  74.871874      73.88      73.88  2024-10-29\n",
      "84 2024-11-05  72.078893  75.078893      73.52      73.52  2024-10-29\n",
      "86 2024-11-01  72.094280  75.094280      72.89      72.89  2024-10-30\n",
      "87 2024-11-04  72.038187  75.038187      73.88      73.88  2024-10-30\n",
      "88 2024-11-05  72.291321  75.291321      73.52      73.52  2024-10-30\n",
      "89 2024-11-06  72.141546  75.141546      73.34      73.34  2024-10-30\n",
      "90 2024-11-01  71.938575  74.938575      72.89      72.89  2024-10-31\n",
      "91 2024-11-04  72.103529  75.103529      73.88      73.88  2024-10-31\n",
      "92 2024-11-05  72.012638  75.012638      73.52      73.52  2024-10-31\n",
      "93 2024-11-06  71.676658  74.676658      73.34      73.34  2024-10-31\n",
      "94 2024-11-07  72.012166  75.012166      74.02      74.02  2024-10-31\n",
      "95 2024-11-04  71.952961  74.952961      73.88      73.88  2024-11-01\n",
      "96 2024-11-05  72.000069  75.000069      73.52      73.52  2024-11-01\n",
      "97 2024-11-06  71.373926  74.373926      73.34      73.34  2024-11-01\n",
      "98 2024-11-07  71.456712  74.456712      74.02      74.02  2024-11-01\n",
      "99 2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "['2024-11-01', '2024-11-02', '2024-11-03', '2024-11-04', '2024-11-05', '2024-11-06', '2024-11-07', '2024-11-08']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "78 2024-11-01  71.585668  74.585668      72.89      72.89  2024-10-28\n",
      "79 2024-11-04  72.056366  75.056366      73.88      73.88  2024-10-28\n",
      "82 2024-11-01  71.468451  74.468451      72.89      72.89  2024-10-29\n",
      "83 2024-11-04  71.871874  74.871874      73.88      73.88  2024-10-29\n",
      "84 2024-11-05  72.078893  75.078893      73.52      73.52  2024-10-29\n",
      "86 2024-11-01  72.094280  75.094280      72.89      72.89  2024-10-30\n",
      "87 2024-11-04  72.038187  75.038187      73.88      73.88  2024-10-30\n",
      "88 2024-11-05  72.291321  75.291321      73.52      73.52  2024-10-30\n",
      "89 2024-11-06  72.141546  75.141546      73.34      73.34  2024-10-30\n",
      "90 2024-11-01  71.938575  74.938575      72.89      72.89  2024-10-31\n",
      "91 2024-11-04  72.103529  75.103529      73.88      73.88  2024-10-31\n",
      "92 2024-11-05  72.012638  75.012638      73.52      73.52  2024-10-31\n",
      "93 2024-11-06  71.676658  74.676658      73.34      73.34  2024-10-31\n",
      "94 2024-11-07  72.012166  75.012166      74.02      74.02  2024-10-31\n",
      "95 2024-11-04  71.952961  74.952961      73.88      73.88  2024-11-01\n",
      "96 2024-11-05  72.000069  75.000069      73.52      73.52  2024-11-01\n",
      "97 2024-11-06  71.373926  74.373926      73.34      73.34  2024-11-01\n",
      "98 2024-11-07  71.456712  74.456712      74.02      74.02  2024-11-01\n",
      "99 2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "['2024-11-01', '2024-11-02', '2024-11-03', '2024-11-04', '2024-11-05', '2024-11-06', '2024-11-07', '2024-11-08']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "78 2024-11-01  71.585668  74.585668      72.89      72.89  2024-10-28\n",
      "79 2024-11-04  72.056366  75.056366      73.88      73.88  2024-10-28\n",
      "82 2024-11-01  71.468451  74.468451      72.89      72.89  2024-10-29\n",
      "83 2024-11-04  71.871874  74.871874      73.88      73.88  2024-10-29\n",
      "84 2024-11-05  72.078893  75.078893      73.52      73.52  2024-10-29\n",
      "86 2024-11-01  72.094280  75.094280      72.89      72.89  2024-10-30\n",
      "87 2024-11-04  72.038187  75.038187      73.88      73.88  2024-10-30\n",
      "88 2024-11-05  72.291321  75.291321      73.52      73.52  2024-10-30\n",
      "89 2024-11-06  72.141546  75.141546      73.34      73.34  2024-10-30\n",
      "90 2024-11-01  71.938575  74.938575      72.89      72.89  2024-10-31\n",
      "91 2024-11-04  72.103529  75.103529      73.88      73.88  2024-10-31\n",
      "92 2024-11-05  72.012638  75.012638      73.52      73.52  2024-10-31\n",
      "93 2024-11-06  71.676658  74.676658      73.34      73.34  2024-10-31\n",
      "94 2024-11-07  72.012166  75.012166      74.02      74.02  2024-10-31\n",
      "95 2024-11-04  71.952961  74.952961      73.88      73.88  2024-11-01\n",
      "96 2024-11-05  72.000069  75.000069      73.52      73.52  2024-11-01\n",
      "97 2024-11-06  71.373926  74.373926      73.34      73.34  2024-11-01\n",
      "98 2024-11-07  71.456712  74.456712      74.02      74.02  2024-11-01\n",
      "99 2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "['2024-11-01', '2024-11-02', '2024-11-03', '2024-11-04', '2024-11-05', '2024-11-06', '2024-11-07', '2024-11-08']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "78 2024-11-01  71.585668  74.585668      72.89      72.89  2024-10-28\n",
      "79 2024-11-04  72.056366  75.056366      73.88      73.88  2024-10-28\n",
      "82 2024-11-01  71.468451  74.468451      72.89      72.89  2024-10-29\n",
      "83 2024-11-04  71.871874  74.871874      73.88      73.88  2024-10-29\n",
      "84 2024-11-05  72.078893  75.078893      73.52      73.52  2024-10-29\n",
      "86 2024-11-01  72.094280  75.094280      72.89      72.89  2024-10-30\n",
      "87 2024-11-04  72.038187  75.038187      73.88      73.88  2024-10-30\n",
      "88 2024-11-05  72.291321  75.291321      73.52      73.52  2024-10-30\n",
      "89 2024-11-06  72.141546  75.141546      73.34      73.34  2024-10-30\n",
      "90 2024-11-01  71.938575  74.938575      72.89      72.89  2024-10-31\n",
      "91 2024-11-04  72.103529  75.103529      73.88      73.88  2024-10-31\n",
      "92 2024-11-05  72.012638  75.012638      73.52      73.52  2024-10-31\n",
      "93 2024-11-06  71.676658  74.676658      73.34      73.34  2024-10-31\n",
      "94 2024-11-07  72.012166  75.012166      74.02      74.02  2024-10-31\n",
      "95 2024-11-04  71.952961  74.952961      73.88      73.88  2024-11-01\n",
      "96 2024-11-05  72.000069  75.000069      73.52      73.52  2024-11-01\n",
      "97 2024-11-06  71.373926  74.373926      73.34      73.34  2024-11-01\n",
      "98 2024-11-07  71.456712  74.456712      74.02      74.02  2024-11-01\n",
      "99 2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "['2024-11-01', '2024-11-02', '2024-11-03', '2024-11-04', '2024-11-05', '2024-11-06', '2024-11-07', '2024-11-08']\n",
      "(30, 6)\n",
      "           ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "74 2024-11-01  73.982739  76.982739      72.89      72.89  2024-10-25\n",
      "78 2024-11-01  71.585668  74.585668      72.89      72.89  2024-10-28\n",
      "79 2024-11-04  72.056366  75.056366      73.88      73.88  2024-10-28\n",
      "82 2024-11-01  71.468451  74.468451      72.89      72.89  2024-10-29\n",
      "83 2024-11-04  71.871874  74.871874      73.88      73.88  2024-10-29\n",
      "84 2024-11-05  72.078893  75.078893      73.52      73.52  2024-10-29\n",
      "86 2024-11-01  72.094280  75.094280      72.89      72.89  2024-10-30\n",
      "87 2024-11-04  72.038187  75.038187      73.88      73.88  2024-10-30\n",
      "88 2024-11-05  72.291321  75.291321      73.52      73.52  2024-10-30\n",
      "89 2024-11-06  72.141546  75.141546      73.34      73.34  2024-10-30\n",
      "90 2024-11-01  71.938575  74.938575      72.89      72.89  2024-10-31\n",
      "91 2024-11-04  72.103529  75.103529      73.88      73.88  2024-10-31\n",
      "92 2024-11-05  72.012638  75.012638      73.52      73.52  2024-10-31\n",
      "93 2024-11-06  71.676658  74.676658      73.34      73.34  2024-10-31\n",
      "94 2024-11-07  72.012166  75.012166      74.02      74.02  2024-10-31\n",
      "95 2024-11-04  71.952961  74.952961      73.88      73.88  2024-11-01\n",
      "96 2024-11-05  72.000069  75.000069      73.52      73.52  2024-11-01\n",
      "97 2024-11-06  71.373926  74.373926      73.34      73.34  2024-11-01\n",
      "98 2024-11-07  71.456712  74.456712      74.02      74.02  2024-11-01\n",
      "99 2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "['2024-11-08', '2024-11-09', '2024-11-10', '2024-11-11', '2024-11-12', '2024-11-13', '2024-11-14', '2024-11-15']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "99  2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "103 2024-11-08  74.519317  77.519317      73.13      73.13  2024-11-04\n",
      "104 2024-11-11  74.569906  77.569906      71.57      71.57  2024-11-04\n",
      "107 2024-11-08  74.694136  77.694136      73.13      73.13  2024-11-05\n",
      "108 2024-11-11  74.762773  77.762773      71.57      71.57  2024-11-05\n",
      "109 2024-11-12  74.566135  77.566135      71.55      71.55  2024-11-05\n",
      "111 2024-11-08  73.830986  76.830986      73.13      73.13  2024-11-06\n",
      "112 2024-11-11  73.992468  76.992468      71.57      71.57  2024-11-06\n",
      "113 2024-11-12  73.151260  76.151260      71.55      71.55  2024-11-06\n",
      "114 2024-11-13  72.774085  75.774085      70.72      70.72  2024-11-06\n",
      "115 2024-11-08  73.928146  76.928146      73.13      73.13  2024-11-07\n",
      "116 2024-11-11  73.889942  76.889942      71.57      71.57  2024-11-07\n",
      "117 2024-11-12  74.026519  77.026519      71.55      71.55  2024-11-07\n",
      "118 2024-11-13  73.767944  76.767944      70.72      70.72  2024-11-07\n",
      "119 2024-11-14  73.642370  76.642370      71.79      71.79  2024-11-07\n",
      "120 2024-11-11  72.042299  75.042299      71.57      71.57  2024-11-08\n",
      "121 2024-11-12  72.238258  75.238258      71.55      71.55  2024-11-08\n",
      "122 2024-11-13  71.867976  74.867976      70.72      70.72  2024-11-08\n",
      "123 2024-11-14  71.615019  74.615019      71.79      71.79  2024-11-08\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "['2024-11-08', '2024-11-09', '2024-11-10', '2024-11-11', '2024-11-12', '2024-11-13', '2024-11-14', '2024-11-15']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "99  2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "103 2024-11-08  74.519317  77.519317      73.13      73.13  2024-11-04\n",
      "104 2024-11-11  74.569906  77.569906      71.57      71.57  2024-11-04\n",
      "107 2024-11-08  74.694136  77.694136      73.13      73.13  2024-11-05\n",
      "108 2024-11-11  74.762773  77.762773      71.57      71.57  2024-11-05\n",
      "109 2024-11-12  74.566135  77.566135      71.55      71.55  2024-11-05\n",
      "111 2024-11-08  73.830986  76.830986      73.13      73.13  2024-11-06\n",
      "112 2024-11-11  73.992468  76.992468      71.57      71.57  2024-11-06\n",
      "113 2024-11-12  73.151260  76.151260      71.55      71.55  2024-11-06\n",
      "114 2024-11-13  72.774085  75.774085      70.72      70.72  2024-11-06\n",
      "115 2024-11-08  73.928146  76.928146      73.13      73.13  2024-11-07\n",
      "116 2024-11-11  73.889942  76.889942      71.57      71.57  2024-11-07\n",
      "117 2024-11-12  74.026519  77.026519      71.55      71.55  2024-11-07\n",
      "118 2024-11-13  73.767944  76.767944      70.72      70.72  2024-11-07\n",
      "119 2024-11-14  73.642370  76.642370      71.79      71.79  2024-11-07\n",
      "120 2024-11-11  72.042299  75.042299      71.57      71.57  2024-11-08\n",
      "121 2024-11-12  72.238258  75.238258      71.55      71.55  2024-11-08\n",
      "122 2024-11-13  71.867976  74.867976      70.72      70.72  2024-11-08\n",
      "123 2024-11-14  71.615019  74.615019      71.79      71.79  2024-11-08\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "['2024-11-08', '2024-11-09', '2024-11-10', '2024-11-11', '2024-11-12', '2024-11-13', '2024-11-14', '2024-11-15']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "99  2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "103 2024-11-08  74.519317  77.519317      73.13      73.13  2024-11-04\n",
      "104 2024-11-11  74.569906  77.569906      71.57      71.57  2024-11-04\n",
      "107 2024-11-08  74.694136  77.694136      73.13      73.13  2024-11-05\n",
      "108 2024-11-11  74.762773  77.762773      71.57      71.57  2024-11-05\n",
      "109 2024-11-12  74.566135  77.566135      71.55      71.55  2024-11-05\n",
      "111 2024-11-08  73.830986  76.830986      73.13      73.13  2024-11-06\n",
      "112 2024-11-11  73.992468  76.992468      71.57      71.57  2024-11-06\n",
      "113 2024-11-12  73.151260  76.151260      71.55      71.55  2024-11-06\n",
      "114 2024-11-13  72.774085  75.774085      70.72      70.72  2024-11-06\n",
      "115 2024-11-08  73.928146  76.928146      73.13      73.13  2024-11-07\n",
      "116 2024-11-11  73.889942  76.889942      71.57      71.57  2024-11-07\n",
      "117 2024-11-12  74.026519  77.026519      71.55      71.55  2024-11-07\n",
      "118 2024-11-13  73.767944  76.767944      70.72      70.72  2024-11-07\n",
      "119 2024-11-14  73.642370  76.642370      71.79      71.79  2024-11-07\n",
      "120 2024-11-11  72.042299  75.042299      71.57      71.57  2024-11-08\n",
      "121 2024-11-12  72.238258  75.238258      71.55      71.55  2024-11-08\n",
      "122 2024-11-13  71.867976  74.867976      70.72      70.72  2024-11-08\n",
      "123 2024-11-14  71.615019  74.615019      71.79      71.79  2024-11-08\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "['2024-11-08', '2024-11-09', '2024-11-10', '2024-11-11', '2024-11-12', '2024-11-13', '2024-11-14', '2024-11-15']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "99  2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "103 2024-11-08  74.519317  77.519317      73.13      73.13  2024-11-04\n",
      "104 2024-11-11  74.569906  77.569906      71.57      71.57  2024-11-04\n",
      "107 2024-11-08  74.694136  77.694136      73.13      73.13  2024-11-05\n",
      "108 2024-11-11  74.762773  77.762773      71.57      71.57  2024-11-05\n",
      "109 2024-11-12  74.566135  77.566135      71.55      71.55  2024-11-05\n",
      "111 2024-11-08  73.830986  76.830986      73.13      73.13  2024-11-06\n",
      "112 2024-11-11  73.992468  76.992468      71.57      71.57  2024-11-06\n",
      "113 2024-11-12  73.151260  76.151260      71.55      71.55  2024-11-06\n",
      "114 2024-11-13  72.774085  75.774085      70.72      70.72  2024-11-06\n",
      "115 2024-11-08  73.928146  76.928146      73.13      73.13  2024-11-07\n",
      "116 2024-11-11  73.889942  76.889942      71.57      71.57  2024-11-07\n",
      "117 2024-11-12  74.026519  77.026519      71.55      71.55  2024-11-07\n",
      "118 2024-11-13  73.767944  76.767944      70.72      70.72  2024-11-07\n",
      "119 2024-11-14  73.642370  76.642370      71.79      71.79  2024-11-07\n",
      "120 2024-11-11  72.042299  75.042299      71.57      71.57  2024-11-08\n",
      "121 2024-11-12  72.238258  75.238258      71.55      71.55  2024-11-08\n",
      "122 2024-11-13  71.867976  74.867976      70.72      70.72  2024-11-08\n",
      "123 2024-11-14  71.615019  74.615019      71.79      71.79  2024-11-08\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "['2024-11-08', '2024-11-09', '2024-11-10', '2024-11-11', '2024-11-12', '2024-11-13', '2024-11-14', '2024-11-15']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "99  2024-11-08  71.590162  74.590162      73.13      73.13  2024-11-01\n",
      "103 2024-11-08  74.519317  77.519317      73.13      73.13  2024-11-04\n",
      "104 2024-11-11  74.569906  77.569906      71.57      71.57  2024-11-04\n",
      "107 2024-11-08  74.694136  77.694136      73.13      73.13  2024-11-05\n",
      "108 2024-11-11  74.762773  77.762773      71.57      71.57  2024-11-05\n",
      "109 2024-11-12  74.566135  77.566135      71.55      71.55  2024-11-05\n",
      "111 2024-11-08  73.830986  76.830986      73.13      73.13  2024-11-06\n",
      "112 2024-11-11  73.992468  76.992468      71.57      71.57  2024-11-06\n",
      "113 2024-11-12  73.151260  76.151260      71.55      71.55  2024-11-06\n",
      "114 2024-11-13  72.774085  75.774085      70.72      70.72  2024-11-06\n",
      "115 2024-11-08  73.928146  76.928146      73.13      73.13  2024-11-07\n",
      "116 2024-11-11  73.889942  76.889942      71.57      71.57  2024-11-07\n",
      "117 2024-11-12  74.026519  77.026519      71.55      71.55  2024-11-07\n",
      "118 2024-11-13  73.767944  76.767944      70.72      70.72  2024-11-07\n",
      "119 2024-11-14  73.642370  76.642370      71.79      71.79  2024-11-07\n",
      "120 2024-11-11  72.042299  75.042299      71.57      71.57  2024-11-08\n",
      "121 2024-11-12  72.238258  75.238258      71.55      71.55  2024-11-08\n",
      "122 2024-11-13  71.867976  74.867976      70.72      70.72  2024-11-08\n",
      "123 2024-11-14  71.615019  74.615019      71.79      71.79  2024-11-08\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "['2024-11-15', '2024-11-16', '2024-11-17', '2024-11-18', '2024-11-19', '2024-11-20', '2024-11-21', '2024-11-22']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "128 2024-11-15  71.255264  74.255264      70.83      70.83  2024-11-11\n",
      "129 2024-11-18  71.421794  74.421794      70.70      70.70  2024-11-11\n",
      "132 2024-11-15  70.607036  73.607036      70.83      70.83  2024-11-12\n",
      "133 2024-11-18  70.520069  73.520069      70.70      70.70  2024-11-12\n",
      "134 2024-11-19  70.747882  73.747882      72.61      72.61  2024-11-12\n",
      "136 2024-11-15  71.227759  74.227759      70.83      70.83  2024-11-13\n",
      "137 2024-11-18  71.786118  74.786118      70.70      70.70  2024-11-13\n",
      "138 2024-11-19  71.775379  74.775379      72.61      72.61  2024-11-13\n",
      "139 2024-11-20  72.188313  75.188313      72.70      72.70  2024-11-13\n",
      "140 2024-11-15  70.857173  73.857173      70.83      70.83  2024-11-14\n",
      "141 2024-11-18  70.920734  73.920734      70.70      70.70  2024-11-14\n",
      "142 2024-11-19  71.358757  74.358757      72.61      72.61  2024-11-14\n",
      "143 2024-11-20  71.586167  74.586167      72.70      72.70  2024-11-14\n",
      "144 2024-11-21  71.787274  74.787274      71.79      71.79  2024-11-14\n",
      "145 2024-11-18  69.781442  72.781442      70.70      70.70  2024-11-15\n",
      "146 2024-11-19  70.118789  73.118789      72.61      72.61  2024-11-15\n",
      "147 2024-11-20  70.319890  73.319890      72.70      72.70  2024-11-15\n",
      "148 2024-11-21  70.470192  73.470192      71.79      71.79  2024-11-15\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "['2024-11-15', '2024-11-16', '2024-11-17', '2024-11-18', '2024-11-19', '2024-11-20', '2024-11-21', '2024-11-22']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "128 2024-11-15  71.255264  74.255264      70.83      70.83  2024-11-11\n",
      "129 2024-11-18  71.421794  74.421794      70.70      70.70  2024-11-11\n",
      "132 2024-11-15  70.607036  73.607036      70.83      70.83  2024-11-12\n",
      "133 2024-11-18  70.520069  73.520069      70.70      70.70  2024-11-12\n",
      "134 2024-11-19  70.747882  73.747882      72.61      72.61  2024-11-12\n",
      "136 2024-11-15  71.227759  74.227759      70.83      70.83  2024-11-13\n",
      "137 2024-11-18  71.786118  74.786118      70.70      70.70  2024-11-13\n",
      "138 2024-11-19  71.775379  74.775379      72.61      72.61  2024-11-13\n",
      "139 2024-11-20  72.188313  75.188313      72.70      72.70  2024-11-13\n",
      "140 2024-11-15  70.857173  73.857173      70.83      70.83  2024-11-14\n",
      "141 2024-11-18  70.920734  73.920734      70.70      70.70  2024-11-14\n",
      "142 2024-11-19  71.358757  74.358757      72.61      72.61  2024-11-14\n",
      "143 2024-11-20  71.586167  74.586167      72.70      72.70  2024-11-14\n",
      "144 2024-11-21  71.787274  74.787274      71.79      71.79  2024-11-14\n",
      "145 2024-11-18  69.781442  72.781442      70.70      70.70  2024-11-15\n",
      "146 2024-11-19  70.118789  73.118789      72.61      72.61  2024-11-15\n",
      "147 2024-11-20  70.319890  73.319890      72.70      72.70  2024-11-15\n",
      "148 2024-11-21  70.470192  73.470192      71.79      71.79  2024-11-15\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "['2024-11-15', '2024-11-16', '2024-11-17', '2024-11-18', '2024-11-19', '2024-11-20', '2024-11-21', '2024-11-22']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "128 2024-11-15  71.255264  74.255264      70.83      70.83  2024-11-11\n",
      "129 2024-11-18  71.421794  74.421794      70.70      70.70  2024-11-11\n",
      "132 2024-11-15  70.607036  73.607036      70.83      70.83  2024-11-12\n",
      "133 2024-11-18  70.520069  73.520069      70.70      70.70  2024-11-12\n",
      "134 2024-11-19  70.747882  73.747882      72.61      72.61  2024-11-12\n",
      "136 2024-11-15  71.227759  74.227759      70.83      70.83  2024-11-13\n",
      "137 2024-11-18  71.786118  74.786118      70.70      70.70  2024-11-13\n",
      "138 2024-11-19  71.775379  74.775379      72.61      72.61  2024-11-13\n",
      "139 2024-11-20  72.188313  75.188313      72.70      72.70  2024-11-13\n",
      "140 2024-11-15  70.857173  73.857173      70.83      70.83  2024-11-14\n",
      "141 2024-11-18  70.920734  73.920734      70.70      70.70  2024-11-14\n",
      "142 2024-11-19  71.358757  74.358757      72.61      72.61  2024-11-14\n",
      "143 2024-11-20  71.586167  74.586167      72.70      72.70  2024-11-14\n",
      "144 2024-11-21  71.787274  74.787274      71.79      71.79  2024-11-14\n",
      "145 2024-11-18  69.781442  72.781442      70.70      70.70  2024-11-15\n",
      "146 2024-11-19  70.118789  73.118789      72.61      72.61  2024-11-15\n",
      "147 2024-11-20  70.319890  73.319890      72.70      72.70  2024-11-15\n",
      "148 2024-11-21  70.470192  73.470192      71.79      71.79  2024-11-15\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "['2024-11-15', '2024-11-16', '2024-11-17', '2024-11-18', '2024-11-19', '2024-11-20', '2024-11-21', '2024-11-22']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "128 2024-11-15  71.255264  74.255264      70.83      70.83  2024-11-11\n",
      "129 2024-11-18  71.421794  74.421794      70.70      70.70  2024-11-11\n",
      "132 2024-11-15  70.607036  73.607036      70.83      70.83  2024-11-12\n",
      "133 2024-11-18  70.520069  73.520069      70.70      70.70  2024-11-12\n",
      "134 2024-11-19  70.747882  73.747882      72.61      72.61  2024-11-12\n",
      "136 2024-11-15  71.227759  74.227759      70.83      70.83  2024-11-13\n",
      "137 2024-11-18  71.786118  74.786118      70.70      70.70  2024-11-13\n",
      "138 2024-11-19  71.775379  74.775379      72.61      72.61  2024-11-13\n",
      "139 2024-11-20  72.188313  75.188313      72.70      72.70  2024-11-13\n",
      "140 2024-11-15  70.857173  73.857173      70.83      70.83  2024-11-14\n",
      "141 2024-11-18  70.920734  73.920734      70.70      70.70  2024-11-14\n",
      "142 2024-11-19  71.358757  74.358757      72.61      72.61  2024-11-14\n",
      "143 2024-11-20  71.586167  74.586167      72.70      72.70  2024-11-14\n",
      "144 2024-11-21  71.787274  74.787274      71.79      71.79  2024-11-14\n",
      "145 2024-11-18  69.781442  72.781442      70.70      70.70  2024-11-15\n",
      "146 2024-11-19  70.118789  73.118789      72.61      72.61  2024-11-15\n",
      "147 2024-11-20  70.319890  73.319890      72.70      72.70  2024-11-15\n",
      "148 2024-11-21  70.470192  73.470192      71.79      71.79  2024-11-15\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "['2024-11-15', '2024-11-16', '2024-11-17', '2024-11-18', '2024-11-19', '2024-11-20', '2024-11-21', '2024-11-22']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "124 2024-11-15  71.822586  74.822586      70.83      70.83  2024-11-08\n",
      "128 2024-11-15  71.255264  74.255264      70.83      70.83  2024-11-11\n",
      "129 2024-11-18  71.421794  74.421794      70.70      70.70  2024-11-11\n",
      "132 2024-11-15  70.607036  73.607036      70.83      70.83  2024-11-12\n",
      "133 2024-11-18  70.520069  73.520069      70.70      70.70  2024-11-12\n",
      "134 2024-11-19  70.747882  73.747882      72.61      72.61  2024-11-12\n",
      "136 2024-11-15  71.227759  74.227759      70.83      70.83  2024-11-13\n",
      "137 2024-11-18  71.786118  74.786118      70.70      70.70  2024-11-13\n",
      "138 2024-11-19  71.775379  74.775379      72.61      72.61  2024-11-13\n",
      "139 2024-11-20  72.188313  75.188313      72.70      72.70  2024-11-13\n",
      "140 2024-11-15  70.857173  73.857173      70.83      70.83  2024-11-14\n",
      "141 2024-11-18  70.920734  73.920734      70.70      70.70  2024-11-14\n",
      "142 2024-11-19  71.358757  74.358757      72.61      72.61  2024-11-14\n",
      "143 2024-11-20  71.586167  74.586167      72.70      72.70  2024-11-14\n",
      "144 2024-11-21  71.787274  74.787274      71.79      71.79  2024-11-14\n",
      "145 2024-11-18  69.781442  72.781442      70.70      70.70  2024-11-15\n",
      "146 2024-11-19  70.118789  73.118789      72.61      72.61  2024-11-15\n",
      "147 2024-11-20  70.319890  73.319890      72.70      72.70  2024-11-15\n",
      "148 2024-11-21  70.470192  73.470192      71.79      71.79  2024-11-15\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "['2024-11-22', '2024-11-23', '2024-11-24', '2024-11-25', '2024-11-26', '2024-11-27', '2024-11-28', '2024-11-29']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "153 2024-11-22  72.701802  75.701802      73.43      73.43  2024-11-18\n",
      "154 2024-11-25  72.861929  75.861929      72.30      72.30  2024-11-18\n",
      "157 2024-11-22  72.350601  75.350601      73.43      73.43  2024-11-19\n",
      "158 2024-11-25  72.403636  75.403636      72.30      72.30  2024-11-19\n",
      "159 2024-11-26  72.408611  75.408611      71.63      71.63  2024-11-19\n",
      "161 2024-11-22  71.625726  74.625726      73.43      73.43  2024-11-20\n",
      "162 2024-11-25  71.746366  74.746366      72.30      72.30  2024-11-20\n",
      "163 2024-11-26  71.802204  74.802204      71.63      71.63  2024-11-20\n",
      "164 2024-11-27  71.483702  74.483702      71.71      71.71  2024-11-20\n",
      "165 2024-11-22  73.542202  76.542202      73.43      73.43  2024-11-21\n",
      "166 2024-11-25  73.833649  76.833649      72.30      72.30  2024-11-21\n",
      "167 2024-11-26  73.836256  76.836256      71.63      71.63  2024-11-21\n",
      "168 2024-11-27  74.010098  77.010098      71.71      71.71  2024-11-21\n",
      "169 2024-11-28  74.079505  77.079505      71.85      71.85  2024-11-21\n",
      "170 2024-11-25  74.152900  77.152900      72.30      72.30  2024-11-22\n",
      "171 2024-11-26  74.268427  77.268427      71.63      71.63  2024-11-22\n",
      "172 2024-11-27  74.185521  77.185521      71.71      71.71  2024-11-22\n",
      "173 2024-11-28  74.473107  77.473107      71.85      71.85  2024-11-22\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "['2024-11-22', '2024-11-23', '2024-11-24', '2024-11-25', '2024-11-26', '2024-11-27', '2024-11-28', '2024-11-29']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "153 2024-11-22  72.701802  75.701802      73.43      73.43  2024-11-18\n",
      "154 2024-11-25  72.861929  75.861929      72.30      72.30  2024-11-18\n",
      "157 2024-11-22  72.350601  75.350601      73.43      73.43  2024-11-19\n",
      "158 2024-11-25  72.403636  75.403636      72.30      72.30  2024-11-19\n",
      "159 2024-11-26  72.408611  75.408611      71.63      71.63  2024-11-19\n",
      "161 2024-11-22  71.625726  74.625726      73.43      73.43  2024-11-20\n",
      "162 2024-11-25  71.746366  74.746366      72.30      72.30  2024-11-20\n",
      "163 2024-11-26  71.802204  74.802204      71.63      71.63  2024-11-20\n",
      "164 2024-11-27  71.483702  74.483702      71.71      71.71  2024-11-20\n",
      "165 2024-11-22  73.542202  76.542202      73.43      73.43  2024-11-21\n",
      "166 2024-11-25  73.833649  76.833649      72.30      72.30  2024-11-21\n",
      "167 2024-11-26  73.836256  76.836256      71.63      71.63  2024-11-21\n",
      "168 2024-11-27  74.010098  77.010098      71.71      71.71  2024-11-21\n",
      "169 2024-11-28  74.079505  77.079505      71.85      71.85  2024-11-21\n",
      "170 2024-11-25  74.152900  77.152900      72.30      72.30  2024-11-22\n",
      "171 2024-11-26  74.268427  77.268427      71.63      71.63  2024-11-22\n",
      "172 2024-11-27  74.185521  77.185521      71.71      71.71  2024-11-22\n",
      "173 2024-11-28  74.473107  77.473107      71.85      71.85  2024-11-22\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "['2024-11-22', '2024-11-23', '2024-11-24', '2024-11-25', '2024-11-26', '2024-11-27', '2024-11-28', '2024-11-29']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "153 2024-11-22  72.701802  75.701802      73.43      73.43  2024-11-18\n",
      "154 2024-11-25  72.861929  75.861929      72.30      72.30  2024-11-18\n",
      "157 2024-11-22  72.350601  75.350601      73.43      73.43  2024-11-19\n",
      "158 2024-11-25  72.403636  75.403636      72.30      72.30  2024-11-19\n",
      "159 2024-11-26  72.408611  75.408611      71.63      71.63  2024-11-19\n",
      "161 2024-11-22  71.625726  74.625726      73.43      73.43  2024-11-20\n",
      "162 2024-11-25  71.746366  74.746366      72.30      72.30  2024-11-20\n",
      "163 2024-11-26  71.802204  74.802204      71.63      71.63  2024-11-20\n",
      "164 2024-11-27  71.483702  74.483702      71.71      71.71  2024-11-20\n",
      "165 2024-11-22  73.542202  76.542202      73.43      73.43  2024-11-21\n",
      "166 2024-11-25  73.833649  76.833649      72.30      72.30  2024-11-21\n",
      "167 2024-11-26  73.836256  76.836256      71.63      71.63  2024-11-21\n",
      "168 2024-11-27  74.010098  77.010098      71.71      71.71  2024-11-21\n",
      "169 2024-11-28  74.079505  77.079505      71.85      71.85  2024-11-21\n",
      "170 2024-11-25  74.152900  77.152900      72.30      72.30  2024-11-22\n",
      "171 2024-11-26  74.268427  77.268427      71.63      71.63  2024-11-22\n",
      "172 2024-11-27  74.185521  77.185521      71.71      71.71  2024-11-22\n",
      "173 2024-11-28  74.473107  77.473107      71.85      71.85  2024-11-22\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "['2024-11-22', '2024-11-23', '2024-11-24', '2024-11-25', '2024-11-26', '2024-11-27', '2024-11-28', '2024-11-29']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "153 2024-11-22  72.701802  75.701802      73.43      73.43  2024-11-18\n",
      "154 2024-11-25  72.861929  75.861929      72.30      72.30  2024-11-18\n",
      "157 2024-11-22  72.350601  75.350601      73.43      73.43  2024-11-19\n",
      "158 2024-11-25  72.403636  75.403636      72.30      72.30  2024-11-19\n",
      "159 2024-11-26  72.408611  75.408611      71.63      71.63  2024-11-19\n",
      "161 2024-11-22  71.625726  74.625726      73.43      73.43  2024-11-20\n",
      "162 2024-11-25  71.746366  74.746366      72.30      72.30  2024-11-20\n",
      "163 2024-11-26  71.802204  74.802204      71.63      71.63  2024-11-20\n",
      "164 2024-11-27  71.483702  74.483702      71.71      71.71  2024-11-20\n",
      "165 2024-11-22  73.542202  76.542202      73.43      73.43  2024-11-21\n",
      "166 2024-11-25  73.833649  76.833649      72.30      72.30  2024-11-21\n",
      "167 2024-11-26  73.836256  76.836256      71.63      71.63  2024-11-21\n",
      "168 2024-11-27  74.010098  77.010098      71.71      71.71  2024-11-21\n",
      "169 2024-11-28  74.079505  77.079505      71.85      71.85  2024-11-21\n",
      "170 2024-11-25  74.152900  77.152900      72.30      72.30  2024-11-22\n",
      "171 2024-11-26  74.268427  77.268427      71.63      71.63  2024-11-22\n",
      "172 2024-11-27  74.185521  77.185521      71.71      71.71  2024-11-22\n",
      "173 2024-11-28  74.473107  77.473107      71.85      71.85  2024-11-22\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "['2024-11-22', '2024-11-23', '2024-11-24', '2024-11-25', '2024-11-26', '2024-11-27', '2024-11-28', '2024-11-29']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "149 2024-11-22  70.457320  73.457320      73.43      73.43  2024-11-15\n",
      "153 2024-11-22  72.701802  75.701802      73.43      73.43  2024-11-18\n",
      "154 2024-11-25  72.861929  75.861929      72.30      72.30  2024-11-18\n",
      "157 2024-11-22  72.350601  75.350601      73.43      73.43  2024-11-19\n",
      "158 2024-11-25  72.403636  75.403636      72.30      72.30  2024-11-19\n",
      "159 2024-11-26  72.408611  75.408611      71.63      71.63  2024-11-19\n",
      "161 2024-11-22  71.625726  74.625726      73.43      73.43  2024-11-20\n",
      "162 2024-11-25  71.746366  74.746366      72.30      72.30  2024-11-20\n",
      "163 2024-11-26  71.802204  74.802204      71.63      71.63  2024-11-20\n",
      "164 2024-11-27  71.483702  74.483702      71.71      71.71  2024-11-20\n",
      "165 2024-11-22  73.542202  76.542202      73.43      73.43  2024-11-21\n",
      "166 2024-11-25  73.833649  76.833649      72.30      72.30  2024-11-21\n",
      "167 2024-11-26  73.836256  76.836256      71.63      71.63  2024-11-21\n",
      "168 2024-11-27  74.010098  77.010098      71.71      71.71  2024-11-21\n",
      "169 2024-11-28  74.079505  77.079505      71.85      71.85  2024-11-21\n",
      "170 2024-11-25  74.152900  77.152900      72.30      72.30  2024-11-22\n",
      "171 2024-11-26  74.268427  77.268427      71.63      71.63  2024-11-22\n",
      "172 2024-11-27  74.185521  77.185521      71.71      71.71  2024-11-22\n",
      "173 2024-11-28  74.473107  77.473107      71.85      71.85  2024-11-22\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "['2024-11-29', '2024-11-30', '2024-12-01', '2024-12-02', '2024-12-03', '2024-12-04', '2024-12-05', '2024-12-06']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "178 2024-11-29  72.833511  75.833511      71.75      71.75  2024-11-25\n",
      "179 2024-12-02  72.992029  75.992029      71.52      71.52  2024-11-25\n",
      "182 2024-11-29  72.366704  75.366704      71.75      71.75  2024-11-26\n",
      "183 2024-12-02  72.674196  75.674196      71.52      71.52  2024-11-26\n",
      "184 2024-12-03  72.549176  75.549176      71.68      71.68  2024-11-26\n",
      "186 2024-11-29  72.706763  75.706763      71.75      71.75  2024-11-27\n",
      "187 2024-12-02  72.719974  75.719974      71.52      71.52  2024-11-27\n",
      "188 2024-12-03  73.250393  76.250393      71.68      71.68  2024-11-27\n",
      "189 2024-12-04  73.279968  76.279968      72.25      72.25  2024-11-27\n",
      "190 2024-11-29  72.307409  75.307409      71.75      71.75  2024-11-28\n",
      "191 2024-12-02  72.440306  75.440306      71.52      71.52  2024-11-28\n",
      "192 2024-12-03  72.684748  75.684748      71.68      71.68  2024-11-28\n",
      "193 2024-12-04  72.904345  75.904345      72.25      72.25  2024-11-28\n",
      "194 2024-12-05  73.119072  76.119072      71.80      71.80  2024-11-28\n",
      "195 2024-12-02  71.978429  74.978429      71.52      71.52  2024-11-29\n",
      "196 2024-12-03  72.177397  75.177397      71.68      71.68  2024-11-29\n",
      "197 2024-12-04  72.111895  75.111895      72.25      72.25  2024-11-29\n",
      "198 2024-12-05  71.917178  74.917178      71.80      71.80  2024-11-29\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "['2024-11-29', '2024-11-30', '2024-12-01', '2024-12-02', '2024-12-03', '2024-12-04', '2024-12-05', '2024-12-06']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "178 2024-11-29  72.833511  75.833511      71.75      71.75  2024-11-25\n",
      "179 2024-12-02  72.992029  75.992029      71.52      71.52  2024-11-25\n",
      "182 2024-11-29  72.366704  75.366704      71.75      71.75  2024-11-26\n",
      "183 2024-12-02  72.674196  75.674196      71.52      71.52  2024-11-26\n",
      "184 2024-12-03  72.549176  75.549176      71.68      71.68  2024-11-26\n",
      "186 2024-11-29  72.706763  75.706763      71.75      71.75  2024-11-27\n",
      "187 2024-12-02  72.719974  75.719974      71.52      71.52  2024-11-27\n",
      "188 2024-12-03  73.250393  76.250393      71.68      71.68  2024-11-27\n",
      "189 2024-12-04  73.279968  76.279968      72.25      72.25  2024-11-27\n",
      "190 2024-11-29  72.307409  75.307409      71.75      71.75  2024-11-28\n",
      "191 2024-12-02  72.440306  75.440306      71.52      71.52  2024-11-28\n",
      "192 2024-12-03  72.684748  75.684748      71.68      71.68  2024-11-28\n",
      "193 2024-12-04  72.904345  75.904345      72.25      72.25  2024-11-28\n",
      "194 2024-12-05  73.119072  76.119072      71.80      71.80  2024-11-28\n",
      "195 2024-12-02  71.978429  74.978429      71.52      71.52  2024-11-29\n",
      "196 2024-12-03  72.177397  75.177397      71.68      71.68  2024-11-29\n",
      "197 2024-12-04  72.111895  75.111895      72.25      72.25  2024-11-29\n",
      "198 2024-12-05  71.917178  74.917178      71.80      71.80  2024-11-29\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "['2024-11-29', '2024-11-30', '2024-12-01', '2024-12-02', '2024-12-03', '2024-12-04', '2024-12-05', '2024-12-06']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "178 2024-11-29  72.833511  75.833511      71.75      71.75  2024-11-25\n",
      "179 2024-12-02  72.992029  75.992029      71.52      71.52  2024-11-25\n",
      "182 2024-11-29  72.366704  75.366704      71.75      71.75  2024-11-26\n",
      "183 2024-12-02  72.674196  75.674196      71.52      71.52  2024-11-26\n",
      "184 2024-12-03  72.549176  75.549176      71.68      71.68  2024-11-26\n",
      "186 2024-11-29  72.706763  75.706763      71.75      71.75  2024-11-27\n",
      "187 2024-12-02  72.719974  75.719974      71.52      71.52  2024-11-27\n",
      "188 2024-12-03  73.250393  76.250393      71.68      71.68  2024-11-27\n",
      "189 2024-12-04  73.279968  76.279968      72.25      72.25  2024-11-27\n",
      "190 2024-11-29  72.307409  75.307409      71.75      71.75  2024-11-28\n",
      "191 2024-12-02  72.440306  75.440306      71.52      71.52  2024-11-28\n",
      "192 2024-12-03  72.684748  75.684748      71.68      71.68  2024-11-28\n",
      "193 2024-12-04  72.904345  75.904345      72.25      72.25  2024-11-28\n",
      "194 2024-12-05  73.119072  76.119072      71.80      71.80  2024-11-28\n",
      "195 2024-12-02  71.978429  74.978429      71.52      71.52  2024-11-29\n",
      "196 2024-12-03  72.177397  75.177397      71.68      71.68  2024-11-29\n",
      "197 2024-12-04  72.111895  75.111895      72.25      72.25  2024-11-29\n",
      "198 2024-12-05  71.917178  74.917178      71.80      71.80  2024-11-29\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "['2024-11-29', '2024-11-30', '2024-12-01', '2024-12-02', '2024-12-03', '2024-12-04', '2024-12-05', '2024-12-06']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "178 2024-11-29  72.833511  75.833511      71.75      71.75  2024-11-25\n",
      "179 2024-12-02  72.992029  75.992029      71.52      71.52  2024-11-25\n",
      "182 2024-11-29  72.366704  75.366704      71.75      71.75  2024-11-26\n",
      "183 2024-12-02  72.674196  75.674196      71.52      71.52  2024-11-26\n",
      "184 2024-12-03  72.549176  75.549176      71.68      71.68  2024-11-26\n",
      "186 2024-11-29  72.706763  75.706763      71.75      71.75  2024-11-27\n",
      "187 2024-12-02  72.719974  75.719974      71.52      71.52  2024-11-27\n",
      "188 2024-12-03  73.250393  76.250393      71.68      71.68  2024-11-27\n",
      "189 2024-12-04  73.279968  76.279968      72.25      72.25  2024-11-27\n",
      "190 2024-11-29  72.307409  75.307409      71.75      71.75  2024-11-28\n",
      "191 2024-12-02  72.440306  75.440306      71.52      71.52  2024-11-28\n",
      "192 2024-12-03  72.684748  75.684748      71.68      71.68  2024-11-28\n",
      "193 2024-12-04  72.904345  75.904345      72.25      72.25  2024-11-28\n",
      "194 2024-12-05  73.119072  76.119072      71.80      71.80  2024-11-28\n",
      "195 2024-12-02  71.978429  74.978429      71.52      71.52  2024-11-29\n",
      "196 2024-12-03  72.177397  75.177397      71.68      71.68  2024-11-29\n",
      "197 2024-12-04  72.111895  75.111895      72.25      72.25  2024-11-29\n",
      "198 2024-12-05  71.917178  74.917178      71.80      71.80  2024-11-29\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "['2024-11-29', '2024-11-30', '2024-12-01', '2024-12-02', '2024-12-03', '2024-12-04', '2024-12-05', '2024-12-06']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "174 2024-11-29  74.723802  77.723802      71.75      71.75  2024-11-22\n",
      "178 2024-11-29  72.833511  75.833511      71.75      71.75  2024-11-25\n",
      "179 2024-12-02  72.992029  75.992029      71.52      71.52  2024-11-25\n",
      "182 2024-11-29  72.366704  75.366704      71.75      71.75  2024-11-26\n",
      "183 2024-12-02  72.674196  75.674196      71.52      71.52  2024-11-26\n",
      "184 2024-12-03  72.549176  75.549176      71.68      71.68  2024-11-26\n",
      "186 2024-11-29  72.706763  75.706763      71.75      71.75  2024-11-27\n",
      "187 2024-12-02  72.719974  75.719974      71.52      71.52  2024-11-27\n",
      "188 2024-12-03  73.250393  76.250393      71.68      71.68  2024-11-27\n",
      "189 2024-12-04  73.279968  76.279968      72.25      72.25  2024-11-27\n",
      "190 2024-11-29  72.307409  75.307409      71.75      71.75  2024-11-28\n",
      "191 2024-12-02  72.440306  75.440306      71.52      71.52  2024-11-28\n",
      "192 2024-12-03  72.684748  75.684748      71.68      71.68  2024-11-28\n",
      "193 2024-12-04  72.904345  75.904345      72.25      72.25  2024-11-28\n",
      "194 2024-12-05  73.119072  76.119072      71.80      71.80  2024-11-28\n",
      "195 2024-12-02  71.978429  74.978429      71.52      71.52  2024-11-29\n",
      "196 2024-12-03  72.177397  75.177397      71.68      71.68  2024-11-29\n",
      "197 2024-12-04  72.111895  75.111895      72.25      72.25  2024-11-29\n",
      "198 2024-12-05  71.917178  74.917178      71.80      71.80  2024-11-29\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "['2024-12-06', '2024-12-07', '2024-12-08', '2024-12-09', '2024-12-10', '2024-12-11', '2024-12-12', '2024-12-13']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "203 2024-12-06  71.060380  74.060380      70.85      70.85  2024-12-02\n",
      "204 2024-12-09  71.344403  74.344403      70.92      70.92  2024-12-02\n",
      "207 2024-12-06  72.125730  75.125730      70.85      70.85  2024-12-03\n",
      "208 2024-12-09  72.220322  75.220322      70.92      70.92  2024-12-03\n",
      "209 2024-12-10  72.069719  75.069719      70.73      70.73  2024-12-03\n",
      "211 2024-12-06  70.098060  73.098060      70.85      70.85  2024-12-04\n",
      "212 2024-12-09  70.214520  73.214520      70.92      70.92  2024-12-04\n",
      "213 2024-12-10  70.193227  73.193227      70.73      70.73  2024-12-04\n",
      "214 2024-12-11  70.352228  73.352228      72.15      72.15  2024-12-04\n",
      "215 2024-12-06  69.842873  72.842873      70.85      70.85  2024-12-05\n",
      "216 2024-12-09  70.212922  73.212922      70.92      70.92  2024-12-05\n",
      "217 2024-12-10  70.203988  73.203988      70.73      70.73  2024-12-05\n",
      "218 2024-12-11  70.258084  73.258084      72.15      72.15  2024-12-05\n",
      "219 2024-12-12  70.810124  73.810124      72.42      72.42  2024-12-05\n",
      "220 2024-12-09  69.482207  72.482207      70.92      70.92  2024-12-06\n",
      "221 2024-12-10  69.475770  72.475770      70.73      70.73  2024-12-06\n",
      "222 2024-12-11  69.875355  72.875355      72.15      72.15  2024-12-06\n",
      "223 2024-12-12  70.133042  73.133042      72.42      72.42  2024-12-06\n",
      "224 2024-12-13  70.209316  73.209316      73.30      73.30  2024-12-06\n",
      "['2024-12-06', '2024-12-07', '2024-12-08', '2024-12-09', '2024-12-10', '2024-12-11', '2024-12-12', '2024-12-13']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "203 2024-12-06  71.060380  74.060380      70.85      70.85  2024-12-02\n",
      "204 2024-12-09  71.344403  74.344403      70.92      70.92  2024-12-02\n",
      "207 2024-12-06  72.125730  75.125730      70.85      70.85  2024-12-03\n",
      "208 2024-12-09  72.220322  75.220322      70.92      70.92  2024-12-03\n",
      "209 2024-12-10  72.069719  75.069719      70.73      70.73  2024-12-03\n",
      "211 2024-12-06  70.098060  73.098060      70.85      70.85  2024-12-04\n",
      "212 2024-12-09  70.214520  73.214520      70.92      70.92  2024-12-04\n",
      "213 2024-12-10  70.193227  73.193227      70.73      70.73  2024-12-04\n",
      "214 2024-12-11  70.352228  73.352228      72.15      72.15  2024-12-04\n",
      "215 2024-12-06  69.842873  72.842873      70.85      70.85  2024-12-05\n",
      "216 2024-12-09  70.212922  73.212922      70.92      70.92  2024-12-05\n",
      "217 2024-12-10  70.203988  73.203988      70.73      70.73  2024-12-05\n",
      "218 2024-12-11  70.258084  73.258084      72.15      72.15  2024-12-05\n",
      "219 2024-12-12  70.810124  73.810124      72.42      72.42  2024-12-05\n",
      "220 2024-12-09  69.482207  72.482207      70.92      70.92  2024-12-06\n",
      "221 2024-12-10  69.475770  72.475770      70.73      70.73  2024-12-06\n",
      "222 2024-12-11  69.875355  72.875355      72.15      72.15  2024-12-06\n",
      "223 2024-12-12  70.133042  73.133042      72.42      72.42  2024-12-06\n",
      "224 2024-12-13  70.209316  73.209316      73.30      73.30  2024-12-06\n",
      "['2024-12-06', '2024-12-07', '2024-12-08', '2024-12-09', '2024-12-10', '2024-12-11', '2024-12-12', '2024-12-13']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "203 2024-12-06  71.060380  74.060380      70.85      70.85  2024-12-02\n",
      "204 2024-12-09  71.344403  74.344403      70.92      70.92  2024-12-02\n",
      "207 2024-12-06  72.125730  75.125730      70.85      70.85  2024-12-03\n",
      "208 2024-12-09  72.220322  75.220322      70.92      70.92  2024-12-03\n",
      "209 2024-12-10  72.069719  75.069719      70.73      70.73  2024-12-03\n",
      "211 2024-12-06  70.098060  73.098060      70.85      70.85  2024-12-04\n",
      "212 2024-12-09  70.214520  73.214520      70.92      70.92  2024-12-04\n",
      "213 2024-12-10  70.193227  73.193227      70.73      70.73  2024-12-04\n",
      "214 2024-12-11  70.352228  73.352228      72.15      72.15  2024-12-04\n",
      "215 2024-12-06  69.842873  72.842873      70.85      70.85  2024-12-05\n",
      "216 2024-12-09  70.212922  73.212922      70.92      70.92  2024-12-05\n",
      "217 2024-12-10  70.203988  73.203988      70.73      70.73  2024-12-05\n",
      "218 2024-12-11  70.258084  73.258084      72.15      72.15  2024-12-05\n",
      "219 2024-12-12  70.810124  73.810124      72.42      72.42  2024-12-05\n",
      "220 2024-12-09  69.482207  72.482207      70.92      70.92  2024-12-06\n",
      "221 2024-12-10  69.475770  72.475770      70.73      70.73  2024-12-06\n",
      "222 2024-12-11  69.875355  72.875355      72.15      72.15  2024-12-06\n",
      "223 2024-12-12  70.133042  73.133042      72.42      72.42  2024-12-06\n",
      "224 2024-12-13  70.209316  73.209316      73.30      73.30  2024-12-06\n",
      "['2024-12-06', '2024-12-07', '2024-12-08', '2024-12-09', '2024-12-10', '2024-12-11', '2024-12-12', '2024-12-13']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "203 2024-12-06  71.060380  74.060380      70.85      70.85  2024-12-02\n",
      "204 2024-12-09  71.344403  74.344403      70.92      70.92  2024-12-02\n",
      "207 2024-12-06  72.125730  75.125730      70.85      70.85  2024-12-03\n",
      "208 2024-12-09  72.220322  75.220322      70.92      70.92  2024-12-03\n",
      "209 2024-12-10  72.069719  75.069719      70.73      70.73  2024-12-03\n",
      "211 2024-12-06  70.098060  73.098060      70.85      70.85  2024-12-04\n",
      "212 2024-12-09  70.214520  73.214520      70.92      70.92  2024-12-04\n",
      "213 2024-12-10  70.193227  73.193227      70.73      70.73  2024-12-04\n",
      "214 2024-12-11  70.352228  73.352228      72.15      72.15  2024-12-04\n",
      "215 2024-12-06  69.842873  72.842873      70.85      70.85  2024-12-05\n",
      "216 2024-12-09  70.212922  73.212922      70.92      70.92  2024-12-05\n",
      "217 2024-12-10  70.203988  73.203988      70.73      70.73  2024-12-05\n",
      "218 2024-12-11  70.258084  73.258084      72.15      72.15  2024-12-05\n",
      "219 2024-12-12  70.810124  73.810124      72.42      72.42  2024-12-05\n",
      "220 2024-12-09  69.482207  72.482207      70.92      70.92  2024-12-06\n",
      "221 2024-12-10  69.475770  72.475770      70.73      70.73  2024-12-06\n",
      "222 2024-12-11  69.875355  72.875355      72.15      72.15  2024-12-06\n",
      "223 2024-12-12  70.133042  73.133042      72.42      72.42  2024-12-06\n",
      "224 2024-12-13  70.209316  73.209316      73.30      73.30  2024-12-06\n",
      "['2024-12-06', '2024-12-07', '2024-12-08', '2024-12-09', '2024-12-10', '2024-12-11', '2024-12-12', '2024-12-13']\n",
      "(30, 6)\n",
      "            ds  min_price  max_price  LOW_PRICE  LOW_PRICE  CREAT_DATE\n",
      "199 2024-12-06  71.973777  74.973777      70.85      70.85  2024-11-29\n",
      "203 2024-12-06  71.060380  74.060380      70.85      70.85  2024-12-02\n",
      "204 2024-12-09  71.344403  74.344403      70.92      70.92  2024-12-02\n",
      "207 2024-12-06  72.125730  75.125730      70.85      70.85  2024-12-03\n",
      "208 2024-12-09  72.220322  75.220322      70.92      70.92  2024-12-03\n",
      "209 2024-12-10  72.069719  75.069719      70.73      70.73  2024-12-03\n",
      "211 2024-12-06  70.098060  73.098060      70.85      70.85  2024-12-04\n",
      "212 2024-12-09  70.214520  73.214520      70.92      70.92  2024-12-04\n",
      "213 2024-12-10  70.193227  73.193227      70.73      70.73  2024-12-04\n",
      "214 2024-12-11  70.352228  73.352228      72.15      72.15  2024-12-04\n",
      "215 2024-12-06  69.842873  72.842873      70.85      70.85  2024-12-05\n",
      "216 2024-12-09  70.212922  73.212922      70.92      70.92  2024-12-05\n",
      "217 2024-12-10  70.203988  73.203988      70.73      70.73  2024-12-05\n",
      "218 2024-12-11  70.258084  73.258084      72.15      72.15  2024-12-05\n",
      "219 2024-12-12  70.810124  73.810124      72.42      72.42  2024-12-05\n",
      "220 2024-12-09  69.482207  72.482207      70.92      70.92  2024-12-06\n",
      "221 2024-12-10  69.475770  72.475770      70.73      70.73  2024-12-06\n",
      "222 2024-12-11  69.875355  72.875355      72.15      72.15  2024-12-06\n",
      "223 2024-12-12  70.133042  73.133042      72.42      72.42  2024-12-06\n",
      "224 2024-12-13  70.209316  73.209316      73.30      73.30  2024-12-06\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画图\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "df5 = df.copy()\n",
    "df5 = df5[['ds','min_price','max_price','LOW_PRICE','LOW_PRICE','CREAT_DATE']]\n",
    "\n",
    "print(df5.shape)\n",
    "print(df5.head(20))\n",
    "# 画图配置\n",
    "plt.figure(figsize=(16,10))\n",
    "\n",
    "def get_this_week_date(end_time):\n",
    "    endtime = end_time\n",
    "    # endtimeweek = datetime.datetime.strptime(endtime, '%Y-%m-%d')\n",
    "    endtimeweek = endtime\n",
    "    up_week = endtimeweek - datetime.timedelta(days=endtimeweek.weekday() + 14)\n",
    "    up_week_dates = [up_week + datetime.timedelta(days=i) for i in range(14)][4:-2]\n",
    "    up_week_dates = [date.strftime('%Y-%m-%d') for date in up_week_dates]\n",
    "    return up_week_dates\n",
    "# ds分组\n",
    "end_times = df['ds'].unique()\n",
    "for endtime in end_times:\n",
    "    up_week_dates = get_this_week_date(endtime)\n",
    "    print(up_week_dates)\n",
    "    df6 = df5[df5['ds'].isin(up_week_dates)]\n",
    "    print(df6.shape)\n",
    "    print(df6.head(20))\n",
    "    # sns画散点图\n",
    "    # sns.scatterplot(x=df6.index,y=df6['min_price'].values,data=df6)\n",
    "    # sns.scatterplot(x=df6.index,y=df6['max_price'].values,data=df6)\n",
    "    # sns.scatterplot(x=df6.index,y=df6['LOW_PRICE'].values,data=df6)\n",
    "    # sns.scatterplot(x=df6.index,y=df6['HIGH_PRICE'].values,data=df6)\n",
    "    # sns.scatterplot(x=df6.index,y=df6['HIGH_PRICE'].values,data=df6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "336fa6ed",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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