diff --git a/aisenzhecode/液化石油气/液化气价格预测ytj.ipynb b/aisenzhecode/液化石油气/液化气价格预测ytj.ipynb index 434942a..9f77600 100644 --- a/aisenzhecode/液化石油气/液化气价格预测ytj.ipynb +++ b/aisenzhecode/液化石油气/液化气价格预测ytj.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 15, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1095,7 +1095,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 25, "metadata": { "scrolled": true }, @@ -1144,97 +1144,31 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "获取的token: eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfZGV2IiwidGgiOiI4YTQ1NzdkYmQ5MTk2NzU3NThkNTc5OTlhMWU4OTFmZSIsImx0IjoiYXBpIiwiaXNzIjoiIiwidG0iOiJQQyIsImV4cCI6MTc0NDE0NDA1MSwianRpIjoiY2MwZTVjOWRkNjFjNDE5YTlkYTc1MDY1ZDNlOGFlN2QifQ.OIWm02tY_o0PjCdNQeQUvHwGNJ6u1SQ5wNGDnDThIx4\n", - "20250408\n", - " dataDate dataItemNo dataValue\n", - "0 2025-04-01 100028046|LISTING_PRICE 8208.0\n", - "1 2025-04-02 100028046|LISTING_PRICE 8244.0\n", - "2 2025-04-03 100028046|LISTING_PRICE 8244.0\n", - "3 2025-04-04 100028046|LISTING_PRICE 8165.0\n", - "4 2025-04-05 100028046|LISTING_PRICE 8114.0\n", - ".. ... ... ...\n", - "181 2025-04-07 YHQMXBB|C01100008|STRIKE_PRICE 5180.0\n", - "182 2025-04-02 YHQMXBB|C01100008|STRIKE_PRICE 5310.0\n", - "183 2025-04-01 YHQMXBB|C01100008|STRIKE_PRICE 5260.0\n", - "184 2025-04-04 YHQMXBB|C01100008|STRIKE_PRICE 5230.0\n", - "185 2025-04-05 YHQMXBB|C01100008|STRIKE_PRICE 5180.0\n", - "\n", - "[186 rows x 3 columns]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_19260\\847692049.py:890: DeprecationWarning:\n", - "\n", - "The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n", - "\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "当月数据更新完成\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_19260\\847692049.py:306: UserWarning:\n", - "\n", - "The argument 'infer_datetime_format' is deprecated and will be removed in a future version. A strict version of it is now the default, see https://pandas.pydata.org/pdeps/0004-consistent-to-datetime-parsing.html. You can safely remove this argument.\n", - "\n", - "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_19260\\847692049.py:308: UserWarning:\n", - "\n", - "The argument 'infer_datetime_format' is deprecated and will be removed in a future version. A strict version of it is now the default, see https://pandas.pydata.org/pdeps/0004-consistent-to-datetime-parsing.html. You can safely remove this argument.\n", - "\n", - "d:\\ProgramData\\anaconda3\\Lib\\site-packages\\IPython\\core\\magics\\pylab.py:162: UserWarning:\n", - "\n", - "pylab import has clobbered these variables: ['random', '__version__', 'plot', 'datetime']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n", - "\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using matplotlib backend: QtAgg\n", - "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", - "Populating the interactive namespace from numpy and matplotlib\n", - "Fitting 3 folds for each of 180 candidates, totalling 540 fits\n", - "Date\n", - "2025-04-08 5181.777832\n", - "Name: 日度预测价格, dtype: float32\n", - "预测值： 5181.78\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_19260\\847692049.py:254: UserWarning:\n", - "\n", - "The argument 'infer_datetime_format' is deprecated and will be removed in a future version. A strict version of it is now the default, see https://pandas.pydata.org/pdeps/0004-consistent-to-datetime-parsing.html. You can safely remove this argument.\n", - "\n", - "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_19260\\847692049.py:256: UserWarning:\n", - "\n", - "The argument 'infer_datetime_format' is deprecated and will be removed in a future version. A strict version of it is now the default, see https://pandas.pydata.org/pdeps/0004-consistent-to-datetime-parsing.html. You can safely remove this argument.\n", - "\n", - "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_19260\\847692049.py:288: FutureWarning:\n", - "\n", - "Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - "\n" + "运行中ing...\n", + "获取到的数据项ID['YHQMXBB|C01100008|STRIKE_PRICE', 'C01100008|CORTED_VALUE', 'C01100008|AUCTION_MAX_PRICE', 'C01100008|AMOUNT', 'C01100008|YEDAY_AMOUNT', '100028046|LISTING_PRICE', 'ICE_CL0_LAST_YEDAY_PRICE', '91370200163576944B|C01100008|STRIKE_PRICE', '9137078672073757X8|C01100008|STRIKE_PRICE', '91370500674526498A|C01100008|STRIKE_PRICE', '91370305773165341A|C01100008|STRIKE_PRICE', '91370521164880008P|C01100008|STRIKE_PRICE', '91370321164425136B|C01100008|STRIKE_PRICE', 'SD|GC|ZDW|LIST_PRICE', '370500|ISOBUTANE|LIST_PRICE', 'SD|YT|SG|LIST_PRICE', '91110000710926094P|C01100008|SUPPLY_MERE', '91110000710932515R|C01100008|SUPPLY_MERE', '91370500674526498A|C01100008|SUPPLY_MERE', '91370321164425136B|C01100008|SUPPLY_MERE', 'C01100008|OTHER|SUPPLY_MERE', 'SD|WJH|DEMANDS', 'C01100008|SUY_DED_DAP', 'C01100008|EFFECTIVE_STOCK', '912102117169477344|C01100008|STRIKE_PRICE', '91110304102767480H|C01100008|STRIKE_PRICE', '91130193670310403L|C01100008|STRIKE_PRICE', 'HD|LPG|IMPORT_PRICE', 'SD|WJH|SALES_PRICE']\n", + "获取的token: eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfZGV2IiwidGgiOiI4YTQ1NzdkYmQ5MTk2NzU3NThkNTc5OTlhMWU4OTFmZSIsImx0IjoiYXBpIiwiaXNzIjoiIiwidG0iOiJQQyIsImV4cCI6MTc0NDE0NDIwMCwianRpIjoiMTVhZTZjMDg4NWRmNDM0YWFiMDdkNDE4YzM3NDMwZjAifQ._GK6U4SGiCed-P8EBXIuSAU3QgV_8Zx4DNviupKYkeQ\n", + "补充20250406数据\n", + "数据项查询参数search_data：\n", + "{'data': {'date': '20250406', 'dataItemNoList': ['C01100008|CORTED_VALUE', 'C01100008|AUCTION_MAX_PRICE', 'C01100008|AMOUNT', 'C01100008|YEDAY_AMOUNT', '100028046|LISTING_PRICE', 'ICE_CL0_LAST_YEDAY_PRICE', '91370200163576944B|C01100008|STRIKE_PRICE', '9137078672073757X8|C01100008|STRIKE_PRICE', '91370500674526498A|C01100008|STRIKE_PRICE', '91370305773165341A|C01100008|STRIKE_PRICE', '91370521164880008P|C01100008|STRIKE_PRICE', '91370321164425136B|C01100008|STRIKE_PRICE', 'SD|GC|ZDW|LIST_PRICE', '370500|ISOBUTANE|LIST_PRICE', 'SD|YT|SG|LIST_PRICE', '91110000710926094P|C01100008|SUPPLY_MERE', '91110000710932515R|C01100008|SUPPLY_MERE', '91370500674526498A|C01100008|SUPPLY_MERE', '91370321164425136B|C01100008|SUPPLY_MERE', 'C01100008|OTHER|SUPPLY_MERE', 'SD|WJH|DEMANDS', 'C01100008|SUY_DED_DAP', 'C01100008|EFFECTIVE_STOCK', '912102117169477344|C01100008|STRIKE_PRICE', '91110304102767480H|C01100008|STRIKE_PRICE', '91130193670310403L|C01100008|STRIKE_PRICE', 'HD|LPG|IMPORT_PRICE', 'SD|WJH|SALES_PRICE']}, 'funcModule': '数据项', 'funcOperation': '查询'}\n", + "数据项查询结果search_res：\n", + "{\"confirmFlg\":false,\"data\":[{\"dataDate\":\"20250406\",\"dataItemNo\":\"100028046|LISTING_PRICE\",\"dataValue\":8114.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91110000710926094P|C01100008|SUPPLY_MERE\",\"dataValue\":1300.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91110000710932515R|C01100008|SUPPLY_MERE\"},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91110304102767480H|C01100008|STRIKE_PRICE\",\"dataValue\":5050.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91130193670310403L|C01100008|STRIKE_PRICE\",\"dataValue\":4950.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"912102117169477344|C01100008|STRIKE_PRICE\",\"dataValue\":4360.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91370200163576944B|C01100008|STRIKE_PRICE\",\"dataValue\":5050.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91370321164425136B|C01100008|STRIKE_PRICE\",\"dataValue\":5150.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91370321164425136B|C01100008|SUPPLY_MERE\",\"dataValue\":400.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91370500674526498A|C01100008|STRIKE_PRICE\",\"dataValue\":5108.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91370500674526498A|C01100008|SUPPLY_MERE\",\"dataValue\":175.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"91370521164880008P|C01100008|STRIKE_PRICE\",\"dataValue\":5105.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"C01100008|AMOUNT\",\"dataValue\":199.18000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"C01100008|AUCTION_MAX_PRICE\",\"dataValue\":5180.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"C01100008|CORTED_VALUE\",\"dataValue\":5180.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"C01100008|EFFECTIVE_STOCK\",\"dataValue\":1481.48640000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"C01100008|OTHER|SUPPLY_MERE\",\"dataValue\":5000.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"C01100008|SUY_DED_DAP\",\"dataValue\":-50.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"HD|LPG|IMPORT_PRICE\",\"dataValue\":5600.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"SD|WJH|DEMANDS\",\"dataValue\":8500.00000000},{\"dataDate\":\"20250406\",\"dataItemNo\":\"SD|WJH|SALES_PRICE\",\"dataValue\":6100.00000000}],\"status\":true}\n", + "数据项查询结果: [{'dataDate': '20250406', 'dataItemNo': '100028046|LISTING_PRICE', 'dataValue': 8114.0}, {'dataDate': '20250406', 'dataItemNo': '91110000710926094P|C01100008|SUPPLY_MERE', 'dataValue': 1300.0}, {'dataDate': '20250406', 'dataItemNo': '91110000710932515R|C01100008|SUPPLY_MERE'}, {'dataDate': '20250406', 'dataItemNo': '91110304102767480H|C01100008|STRIKE_PRICE', 'dataValue': 5050.0}, {'dataDate': '20250406', 'dataItemNo': '91130193670310403L|C01100008|STRIKE_PRICE', 'dataValue': 4950.0}, {'dataDate': '20250406', 'dataItemNo': '912102117169477344|C01100008|STRIKE_PRICE', 'dataValue': 4360.0}, {'dataDate': '20250406', 'dataItemNo': '91370200163576944B|C01100008|STRIKE_PRICE', 'dataValue': 5050.0}, {'dataDate': '20250406', 'dataItemNo': '91370321164425136B|C01100008|STRIKE_PRICE', 'dataValue': 5150.0}, {'dataDate': '20250406', 'dataItemNo': '91370321164425136B|C01100008|SUPPLY_MERE', 'dataValue': 400.0}, {'dataDate': '20250406', 'dataItemNo': '91370500674526498A|C01100008|STRIKE_PRICE', 'dataValue': 5108.0}, {'dataDate': '20250406', 'dataItemNo': '91370500674526498A|C01100008|SUPPLY_MERE', 'dataValue': 175.0}, {'dataDate': '20250406', 'dataItemNo': '91370521164880008P|C01100008|STRIKE_PRICE', 'dataValue': 5105.0}, {'dataDate': '20250406', 'dataItemNo': 'C01100008|AMOUNT', 'dataValue': 199.18}, {'dataDate': '20250406', 'dataItemNo': 'C01100008|AUCTION_MAX_PRICE', 'dataValue': 5180.0}, {'dataDate': '20250406', 'dataItemNo': 'C01100008|CORTED_VALUE', 'dataValue': 5180.0}, {'dataDate': '20250406', 'dataItemNo': 'C01100008|EFFECTIVE_STOCK', 'dataValue': 1481.4864}, {'dataDate': '20250406', 'dataItemNo': 'C01100008|OTHER|SUPPLY_MERE', 'dataValue': 5000.0}, {'dataDate': '20250406', 'dataItemNo': 'C01100008|SUY_DED_DAP', 'dataValue': -50.0}, {'dataDate': '20250406', 'dataItemNo': 'HD|LPG|IMPORT_PRICE', 'dataValue': 5600.0}, {'dataDate': '20250406', 'dataItemNo': 'SD|WJH|DEMANDS', 'dataValue': 8500.0}, {'dataDate': '20250406', 'dataItemNo': 'SD|WJH|SALES_PRICE', 'dataValue': 6100.0}]\n", + "{'dataDate': '20250406', 'dataItemNo': '91110000710932515R|C01100008|SUPPLY_MERE'}\n", + "添加的行： ['20250406', '', 5180.0, 5180.0, 199.18, '', 8114.0, '', 5050.0, '', 5108.0, '', 5105.0, 5150.0, '', '', '', 1300.0, '', 175.0, 400.0, 5000.0, 8500.0, -50.0, 1481.4864, 4360.0, 5050.0, 4950.0, 5600.0, 6100.0]\n", + "Index(['Date', 'Price', '修正价', '竞拍最高价', '液化石油气|发货量', '昨日布伦特价格', '昨日92#汽油价格',\n", + " '计划出货量', '青岛石化', '中化工-昌邑', '海科瑞林', '鑫泰石化|液化石油气|成交价', '垦利价格', '汇丰价格',\n", + " '正丁烷', '异丁烷价格', '顺酐', '中石化供应量', '中化工供应量', '海科供应量', '汇丰供应量', '京博和其他供应量',\n", + " '烷基化需求量', '昨日烷基化价差', '我司库存', '东北-大连石化', '华北-燕山石化', '华北-石家庄炼化',\n", + " '昨日原料气价格', '烷基化油销售价格'],\n", + " dtype='object')\n", + "保存数据时发生错误: 'Date'\n" ] } ], @@ -1265,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [