1468 lines
102 KiB
Plaintext
1468 lines
102 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 41,
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"id": "9daadf20-caa6-4b25-901c-6cc3ef563f58",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(255, 28)\n",
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"(78, 4)\n",
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"(255, 31)\n",
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" ds NHITS Informer LSTM iTransformer TSMixer \\\n",
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"0 2024-10-08 79.76823 80.197660 79.802414 78.391460 80.200510 \n",
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"1 2024-10-09 78.75903 80.235740 79.844154 78.888565 79.861180 \n",
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"2 2024-10-10 79.43970 80.186230 79.885100 79.488700 79.483086 \n",
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"3 2024-10-11 79.62268 80.502975 79.878560 79.406670 79.313965 \n",
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"4 2024-10-14 79.91698 80.931946 79.936270 79.758575 79.197430 \n",
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"\n",
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" TSMixerx PatchTST RNN GRU ... y \\\n",
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"0 79.243256 80.883450 80.836105 81.276060 ... 77.180000 \n",
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"1 78.068150 80.950096 80.917860 81.303505 ... 76.580002 \n",
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"2 77.189064 80.347400 80.866040 81.798050 ... 79.400002 \n",
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"3 77.840096 80.545296 81.167710 81.552810 ... 79.040001 \n",
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"4 77.904300 81.432976 81.144210 81.483215 ... 77.459999 \n",
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"\n",
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" min_within_quantile max_within_quantile id CREAT_DATE min_price \\\n",
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"0 80.200510 81.163630 51 2024-10-07 79.848624 \n",
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"1 79.861180 81.757850 52 2024-10-07 79.981211 \n",
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"2 79.483086 81.190400 53 2024-10-07 79.398409 \n",
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"3 79.313965 81.371100 54 2024-10-07 79.394607 \n",
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"4 79.197430 81.432976 55 2024-10-07 79.351007 \n",
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"\n",
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" max_price 序号 LOW_PRICE HIGH_PRICE \n",
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"0 81.848624 52.0 76.36 81.14 \n",
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"1 81.981211 51.0 75.15 78.02 \n",
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"2 81.398409 50.0 76.72 79.72 \n",
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"3 81.394607 49.0 78.04 79.50 \n",
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"4 81.351007 48.0 74.86 78.55 \n",
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"\n",
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"[5 rows x 31 columns]\n",
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" ds NHITS Informer LSTM iTransformer TSMixer \\\n",
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"250 2024-12-16 74.268654 73.333750 73.090164 74.007034 74.36094 \n",
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"251 2024-12-17 74.724630 73.373810 73.242540 74.285530 74.24597 \n",
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"252 2024-12-18 74.948860 73.505330 73.400400 74.260290 74.06419 \n",
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"253 2024-12-19 74.396740 73.934380 73.764320 74.429800 74.18059 \n",
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"254 2024-12-20 73.882930 73.700935 73.769050 73.977585 73.97370 \n",
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"\n",
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" TSMixerx PatchTST RNN GRU ... y min_within_quantile \\\n",
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"250 74.67781 74.475680 75.63023 74.853800 ... NaN 74.157196 \n",
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"251 74.46460 74.628000 75.22519 74.957530 ... NaN 73.711680 \n",
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"252 74.32628 74.656815 75.49716 74.890236 ... NaN 74.064190 \n",
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"253 74.41026 74.698875 75.87007 75.118866 ... NaN 74.148070 \n",
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"254 74.49235 74.345410 75.88466 75.186325 ... NaN 73.816990 \n",
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"\n",
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" max_within_quantile id CREAT_DATE min_price max_price 序号 \\\n",
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"250 74.576454 301 2024-12-16 73.416857 75.416857 3.0 \n",
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"251 74.948060 302 2024-12-16 73.434301 75.434301 2.0 \n",
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"252 75.200980 303 2024-12-16 73.707471 75.707471 1.0 \n",
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"253 75.395440 304 2024-12-16 73.639791 75.639791 NaN \n",
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"254 74.345410 305 2024-12-16 73.067399 75.067399 NaN \n",
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"\n",
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" LOW_PRICE HIGH_PRICE \n",
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"250 72.53 73.28 \n",
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"251 72.48 74.18 \n",
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"252 72.80 74.20 \n",
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"253 NaN NaN \n",
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"254 NaN NaN \n",
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"\n",
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"[5 rows x 31 columns]\n"
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]
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}
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],
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"source": [
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"import sqlite3\n",
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"import os\n",
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"import pandas as pd\n",
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"\n",
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"dataset = r'yuanyoudataset'\n",
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"\n",
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"# dataset = r'C:\\Users\\Administrator\\Desktop' \n",
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"\n",
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"# 预测价格数据\n",
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"# dbfilename = os.path.join(r'D:\\code\\PriceForecast\\yuanyoudataset','jbsh_yuanyou.db')\n",
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"# conn = sqlite3.connect(dbfilename)\n",
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"# query = 'SELECT * FROM accuracy'\n",
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"# df1 = pd.read_sql_query(query, conn)\n",
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"# df1['ds'] = df1['PREDICT_DATE']\n",
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"# conn.close()\n",
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"# print(df1.shape)\n",
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"\n",
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"# 预测价格数据\n",
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"dfcsvfilename = os.path.join(dataset,'accuracy_five_mean.csv')\n",
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"df1 = pd.read_csv(dfcsvfilename)\n",
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"print(df1.shape)\n",
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"\n",
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"# 最高最低价\n",
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"xlsfilename = os.path.join(dataset,'数据项下载.xls')\n",
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"df2 = pd.read_excel(xlsfilename)[5:]\n",
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"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",
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"print(df2.shape)\n",
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"\n",
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"\n",
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"\n",
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"df = pd.merge(df1,df2,on=['ds'],how='left')\n",
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"\n",
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"df['ds'] = pd.to_datetime(df['ds'])\n",
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"# df['PREDICT_DATE'] = pd.to_datetime(df['PREDICT_DATE'])\n",
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"df = df.reindex()\n",
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"\n",
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"print(df.shape)\n",
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"# from datetime import datetime\n",
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"import time\n",
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"df.to_csv(os.path.join(dataset,f'预测数据-{time.time()}.csv'))\n",
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"# df = df[['ds','min_within_quantile','max_within_quantile']]\n",
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"\n",
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"\n",
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"\n",
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"# 打印数据框的前几行\n",
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"print(df.head())\n",
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"print(df.tail())\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 79,
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"id": "0d77ab7d",
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"metadata": {},
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"outputs": [],
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"source": [
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"# 模型评估前五均值 \n",
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"df['min_price'] = df.iloc[:,1:11].mean(axis=1) -1\n",
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"df['max_price'] = df.iloc[:,1:11].mean(axis=1) +1"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 80,
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"id": "e51c3fd0-6bff-45de-b8b6-971e7986c7a7",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" 开始日期 结束日期 准确率\n",
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"0 2024-09-30 2024-10-04 0\n",
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"0 2024-10-07 2024-10-11 0.509306\n",
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"0 2024-10-14 2024-10-18 0.498337\n",
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"0 2024-10-21 2024-10-25 0.437821\n",
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"0 2024-10-28 2024-11-01 0.436979\n",
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"0 2024-11-04 2024-11-08 0.482764\n",
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"0 2024-11-11 2024-11-15 0.682747\n",
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"0 2024-11-18 2024-11-22 0.694599\n",
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"0 2024-11-25 2024-11-29 0.380507\n",
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"0 2024-12-02 2024-12-06 0.732552\n",
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"0 2024-12-09 2024-12-13 0.559709\n"
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]
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}
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],
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"source": [
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"# 定义一个函数来计算准确率\n",
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"# 比较真实最高最低，和预测最高最低 计算准确率\n",
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"def calculate_accuracy(row):\n",
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" # 全子集情况：\n",
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" if (row['max_price'] >= row['HIGH_PRICE'] and row['min_price'] <= row['LOW_PRICE']) or \\\n",
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" (row['max_price'] <= row['HIGH_PRICE'] and row['min_price'] >= row['LOW_PRICE']):\n",
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" return 1 \n",
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" # 无交集情况：\n",
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" if row['max_price'] < row['LOW_PRICE'] or \\\n",
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" row['min_price'] > row['HIGH_PRICE']:\n",
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" return 0\n",
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" # 有交集情况：\n",
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" else:\n",
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" sorted_prices = sorted([row['LOW_PRICE'], row['min_price'], row['max_price'], row['HIGH_PRICE']])\n",
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" middle_diff = sorted_prices[2] - sorted_prices[1]\n",
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" price_range = row['HIGH_PRICE'] - row['LOW_PRICE']\n",
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" accuracy = middle_diff / price_range\n",
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" return accuracy\n",
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"import datetime\n",
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"weight_dict = [0.4,0.15,0.1,0.1,0.25] # 权重\n",
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"\n",
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"columns = ['HIGH_PRICE','LOW_PRICE','min_price','max_price']\n",
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"df[columns] = df[columns].astype(float)\n",
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"df['ACCURACY'] = df.apply(calculate_accuracy, axis=1)\n",
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"# df['ACCURACY'] = df.apply(is_within_range, axis=1)\n",
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"# 取结束日期上一周的日期\n",
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"def get_week_date(end_time):\n",
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" endtime = end_time\n",
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" endtimeweek = datetime.datetime.strptime(endtime, '%Y-%m-%d')\n",
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" up_week = endtimeweek - datetime.timedelta(days=endtimeweek.weekday() + 14)\n",
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" up_week_dates = [up_week + datetime.timedelta(days=i) for i in range(14)]\n",
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" create_dates = [date.strftime('%Y-%m-%d') for date in up_week_dates[4:-3]]\n",
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" ds_dates = [date.strftime('%Y-%m-%d') for date in up_week_dates[-7:-2]]\n",
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" return create_dates,ds_dates\n",
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"\n",
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"# 计算准确率并保存结果\n",
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"def _get_accuracy_rate(df,create_dates,ds_dates,endtime):\n",
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" df3 = df.copy()\n",
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" df3 = df3[df3['CREAT_DATE'].isin(create_dates)]\n",
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" df3 = df3[df3['ds'].isin(ds_dates)]\n",
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" accuracy_rote = 0\n",
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" for i,group in df3.groupby('CREAT_DATE'):\n",
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" # print('日期：',i)\n",
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" # print(group)\n",
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" # print('权重：',weight_dict[len(group)-1])\n",
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" # print('准确率：',(group['ACCURACY'].sum()/len(group))*weight_dict[len(group)-1])\n",
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" accuracy_rote += (group['ACCURACY'].sum()/len(group))*weight_dict[len(group)-1]\n",
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" df3.to_csv(os.path.join(dataset,f'accuracy_{endtime}.csv'),index=False)\n",
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" df4 = pd.DataFrame(columns=['开始日期','结束日期','准确率'])\n",
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" df4.loc[len(df4)] = {'开始日期':ds_dates[0],'结束日期':ds_dates[-1],'准确率':accuracy_rote}\n",
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" df4.to_csv(os.path.join(dataset,f'accuracy_rote_{endtime}.csv'),index=False)\n",
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" # print(df4)\n",
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" return df4\n",
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" # df4.to_sql(\"accuracy_rote\", con=sqlitedb.connection, if_exists='append', index=False)\n",
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"\n",
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"\n",
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"end_times = df['CREAT_DATE'].unique()\n",
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"df7 = pd.DataFrame(columns=['开始日期','结束日期','准确率'])\n",
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"for endtime in end_times:\n",
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" create_dates,ds_dates = get_week_date(endtime)\n",
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" df8 = _get_accuracy_rate(df,create_dates,ds_dates,endtime)\n",
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" df7 = pd.concat([df7,df8],axis=0)\n",
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"df7.to_csv(os.path.join(dataset,f'accuracy_rote_all.csv'),index=False)\n",
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"# print(df7)\n",
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"# df7去重\n",
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"df7 = df7.drop_duplicates()\n",
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"print(df7)\n",
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"# 打印结果\n",
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" \n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 62,
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"id": "0f942c69",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(255, 6)\n",
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" ds min_price max_price LOW_PRICE LOW_PRICE CREAT_DATE\n",
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"0 2024-10-08 78.172055 81.172055 76.36 76.36 2024-10-07\n",
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"1 2024-10-09 78.017734 81.017734 75.15 75.15 2024-10-07\n",
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"2 2024-10-10 78.196563 81.196563 76.72 76.72 2024-10-07\n",
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"3 2024-10-11 78.244970 81.244970 78.04 78.04 2024-10-07\n",
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"4 2024-10-14 78.448240 81.448240 74.86 74.86 2024-10-07\n",
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"5 2024-10-09 75.442758 78.442758 75.15 75.15 2024-10-08\n",
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"6 2024-10-10 75.684414 78.684414 76.72 76.72 2024-10-08\n",
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"7 2024-10-11 75.675482 78.675482 78.04 78.04 2024-10-08\n",
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"8 2024-10-14 75.819379 78.819379 74.86 74.86 2024-10-08\n",
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"9 2024-10-15 75.830953 78.830953 73.34 73.34 2024-10-08\n",
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"10 2024-10-10 75.439643 78.439643 76.72 76.72 2024-10-09\n",
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"11 2024-10-11 75.214194 78.214194 78.04 78.04 2024-10-09\n",
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"12 2024-10-14 75.775363 78.775363 74.86 74.86 2024-10-09\n",
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"13 2024-10-15 75.869936 78.869936 73.34 73.34 2024-10-09\n",
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"14 2024-10-16 76.203067 79.203067 73.42 73.42 2024-10-09\n",
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"15 2024-10-11 77.558740 80.558740 78.04 78.04 2024-10-10\n",
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"16 2024-10-14 77.326639 80.326639 74.86 74.86 2024-10-10\n",
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"17 2024-10-15 77.711800 80.711800 73.34 73.34 2024-10-10\n",
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"18 2024-10-16 78.129062 81.129062 73.42 73.42 2024-10-10\n",
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"19 2024-10-17 78.237173 81.237173 73.26 73.26 2024-10-10\n",
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"['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",
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"(0, 6)\n",
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"Empty DataFrame\n",
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"Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
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"Index: []\n",
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"['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",
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"(0, 6)\n",
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"Empty DataFrame\n",
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"Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
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"Index: []\n",
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"['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",
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"(0, 6)\n",
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"Empty DataFrame\n",
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"Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
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"Index: []\n",
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"['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",
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"(0, 6)\n",
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"Empty DataFrame\n",
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"Columns: [ds, min_price, max_price, LOW_PRICE, LOW_PRICE, CREAT_DATE]\n",
|
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"Index: []\n",
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"['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",
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"(10, 6)\n",
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" ds min_price max_price LOW_PRICE LOW_PRICE CREAT_DATE\n",
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"0 2024-10-08 78.172055 81.172055 76.36 76.36 2024-10-07\n",
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"1 2024-10-09 78.017734 81.017734 75.15 75.15 2024-10-07\n",
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"2 2024-10-10 78.196563 81.196563 76.72 76.72 2024-10-07\n",
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"3 2024-10-11 78.244970 81.244970 78.04 78.04 2024-10-07\n",
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"5 2024-10-09 75.442758 78.442758 75.15 75.15 2024-10-08\n",
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"6 2024-10-10 75.684414 78.684414 76.72 76.72 2024-10-08\n",
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"7 2024-10-11 75.675482 78.675482 78.04 78.04 2024-10-08\n",
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"10 2024-10-10 75.439643 78.439643 76.72 76.72 2024-10-09\n",
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"11 2024-10-11 75.214194 78.214194 78.04 78.04 2024-10-09\n",
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"15 2024-10-11 77.558740 80.558740 78.04 78.04 2024-10-10\n",
|
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"['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",
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"(10, 6)\n",
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" ds min_price max_price LOW_PRICE LOW_PRICE CREAT_DATE\n",
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"0 2024-10-08 78.172055 81.172055 76.36 76.36 2024-10-07\n",
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"1 2024-10-09 78.017734 81.017734 75.15 75.15 2024-10-07\n",
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"2 2024-10-10 78.196563 81.196563 76.72 76.72 2024-10-07\n",
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"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": []
|
|
}
|
|
],
|
|
"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
|
|
}
|