{ "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": [ "
" ] }, "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": [] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }