From 2e5c6fb9946ed46334a9c4ab382858deda5d3903 Mon Sep 17 00:00:00 2001 From: workpc Date: Mon, 2 Dec 2024 10:51:24 +0800 Subject: [PATCH] =?UTF-8?q?=E6=B2=A5=E9=9D=92=E5=AE=9A=E9=87=8F=E6=9B=B4?= =?UTF-8?q?=E6=96=B0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../沥青/沥青定量价格预测每日推送-ytj.ipynb | 1576 ++++++++++++++++- 1 file changed, 1563 insertions(+), 13 deletions(-) diff --git a/aisenzhecode/沥青/沥青定量价格预测每日推送-ytj.ipynb b/aisenzhecode/沥青/沥青定量价格预测每日推送-ytj.ipynb index c0e6d0e..9b11a05 100644 --- a/aisenzhecode/沥青/沥青定量价格预测每日推送-ytj.ipynb +++ b/aisenzhecode/沥青/沥青定量价格预测每日推送-ytj.ipynb @@ -2,9 +2,17 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From C:\\Users\\EDY\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n", + "\n" + ] + }, { "data": { "text/html": [ @@ -789,21 +797,21 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "20241025\n" + "20241031\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Hello\\AppData\\Local\\Temp\\ipykernel_6896\\1185823687.py:299: UserWarning:\n", + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" @@ -813,7 +821,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Using matplotlib backend: \n", + "Using matplotlib backend: \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" @@ -825,7 +833,7 @@ "text": [ "d:\\ProgramData\\anaconda3\\Lib\\site-packages\\IPython\\core\\magics\\pylab.py:162: UserWarning:\n", "\n", - "pylab import has clobbered these variables: ['random', 'datetime', 'plot', '__version__']\n", + "pylab import has clobbered these variables: ['datetime', 'plot', '__version__', 'random']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", "\n" ] @@ -837,7 +845,7 @@ "Best score: 0.997\n", "Best parameters set:\n", "\tlearning_rate: 0.1\n", - "\tmax_depth: 10\n", + "\tmax_depth: 6\n", "\tn_estimators: 100\n" ] }, @@ -845,11 +853,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Hello\\AppData\\Local\\Temp\\ipykernel_6896\\1185823687.py:239: UserWarning:\n", + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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\\Hello\\AppData\\Local\\Temp\\ipykernel_6896\\1185823687.py:273: FutureWarning:\n", + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:273: 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" @@ -860,18 +868,1560 @@ "output_type": "stream", "text": [ "日期\n", - "2024-10-25 3538.790283\n", + "2024-10-31 3497.486084\n", "Name: 日度预测价格, dtype: float32\n", "{\"confirmFlg\":false,\"status\":true}\n", - "新增数据： ['2024-10-25', '', '', 0.2, 0.0, 3660.0, 1.5, 0.1, 0.0, 3450.0, 7.9, 0.2, 0.2, 3450.0, 0.3, '', 3500.0, 75.46, 72.67, '', '', '', '', '', '', '', '', '', 3065.6453, '', '', '', '', '']\n" + "新增数据： ['2024-10-31', 7294.0, 6913.0, 0.2, 0.0, 3660.0, 1.5, 0.1, 0.0, 3450.0, 7.9, 0.2, 0.2, 3450.0, 0.3, '', 3500.0, 75.46, 72.67, '', 3277.0, 27.2989, 72.7, 231.1, 247.5, '', 229522.1, 6972.02, 3065.6453, '', '', 72263.104377, 6282.3225, 3619.22]\n", + "20241101\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 10\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-01 3464.738525\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-01', 7294.0, 6913.0, 0.2, 0.0, 3660.0, 1.3, 0.1, 0.0, 3450.0, 7.9, 0.2, 0.2, 3450.0, 0.3, '', 3450.0, 75.46, 74.06, '', 3276.0, 28.0378, '', '', '', '', 229522.1, 6351.32, 3244.8191, '', '', 73599.8538493, 8140.4045, 3469.29]\n", + "20241102\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-02 3440.8125\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-02', 7294.0, 6913.0, 0.2, 0.0, 3660.0, 1.1, 0.1, 0.0, 3420.0, 7.9, 0.2, 0.2, 3450.0, 0.3, '', 3430.0, 75.46, 72.94, '', '', 23.8506, '', '', '', '', 229522.1, 7268.02, 3151.1746, '', '', 73516.43677, 7131.0735, 3530.0]\n", + "20241103\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-03 3439.636475\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-03', 7294.0, 6913.0, 0.15, 0.0, 3660.0, 0.95, 0.1, 0.0, 3420.0, 7.9, 0.1, 0.2, 3450.0, 0.4, '', 3430.0, 72.94, '', '', '', 24.2611, '', '', '', '', 229522.1, 8880.62, 3150.6622, '', '', 72306.1990126, 7150.9, 3606.67]\n", + "20241104\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-04 3431.356445\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-04', 7250.0, 6874.0, 0.1, 0.0, 3660.0, 0.85, 0.1, 0.0, 3420.0, 7.9, 0.1, 0.2, 3450.0, 0.5, '', 3430.0, 72.94, '', '', 3260.0, 27.1346, '', '', '', '', 229522.1, 5903.98, 3279.8531, '', '', 72752.256128, 6937.3, 3440.84]\n", + "20241105\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-05 3449.845947\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-05', 7267.0, 6939.0, 0.15, 0.0, 3610.0, 0.7, 0.1, 0.0, 3360.0, 7.9, 0.1, 0.2, 3400.0, 0.6, '', 3450.0, 72.94, 75.2, '', 3301.0, 28.9819, '', '', '', 17.44766773, 229522.1, 9502.9, 3320.7624, '', 720.0, 70363.8172169, 6851.5515, 3458.58]\n", + "20241106\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-06 3454.748535\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-06', 7267.0, 6939.0, 0.15, 0.25, 3610.0, 0.8, 0.1, 0.0, 3380.0, 7.9, 0.2, 0.2, 3400.0, 0.6, '', 3450.0, 72.94, 74.07, '', 3302.0, 31.2397, '', '', '', '', 229522.1, 8324.34, 3334.8235, '', 17650.0, 68981.7674045, 7022.693, 3273.91]\n", + "20241107\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-07 3451.568115\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-07', 7267.0, 6939.0, 0.15, 0.25, 3610.0, 0.9, 0.1, 0.0, 3380.0, 7.9, 0.2, 0.2, 3400.0, 0.6, '', 3470.0, 72.94, 75.16, '', 3365.0, 33.087, '', '', '', '', 229522.1, 8777.919, 3411.0773, '', 2000.0, 66779.8573794, '', 3250.0]\n", + "20241108\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-08 3440.411133\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-08', 7267.0, 6939.0, 0.15, 0.25, 3610.0, 1.0, 0.1, 0.0, 3380.0, 7.9, 0.3, 0.2, 3400.0, 0.5, '', 3470.0, 72.94, 75.57, '', 3345.0, 31.5271, '', '', '', '', 229522.1, 7288.82, 3374.9369, '', 2150.0, 66716.4640638, 7339.8715, 3659.07]\n", + "20241109\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 70\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-09 3460.796143\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-09', 7267.0, 6939.0, 0.15, 0.25, 3610.0, 1.1, 0.1, 0.0, 3380.0, 7.9, 0.3, 0.2, 3400.0, 0.5, '', 3450.0, 72.94, 73.63, '', '', 31.9376, '', '', '', '', 229522.1, 8775.16, 3284.5165, '', 150.0, 65633.9467102, '', 3450.4]\n", + "20241110\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-10 3437.404541\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-10', 7267.0, 6904.0, 0.15, 0.25, 3610.0, 1.2, 0.1, 0.0, 3380.0, 7.9, 0.3, 0.2, 3400.0, 0.5, '', 3450.0, 73.63, '', '', '', 31.9376, '', '', '', '', 229522.1, 7529.48, 3299.2769, '', 370.0, 65923.156478, 7140.168, 3530.16]\n", + "20241111\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 10\n", + "\tn_estimators: 90\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-11 3455.689697\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-11', 7238.0, 6874.0, 0.15, 0.25, 3610.0, 1.3, 0.1, 0.0, 3380.0, 7.9, 0.3, 0.2, 3400.0, 0.5, '', 3430.0, 73.63, '', '', 3364.0, 32.1839, '', '', '', '', 229522.1, 6774.98, 3293.8831, '', 3050.0, 65569.0377442, 7088.87, 3474.75]\n", + "20241112\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 90\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-12 3450.757324\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-12', 7205.0, 6847.0, 0.15, 0.25, 3610.0, 1.4, 0.1, 0.0, 3380.0, 7.9, 0.3, 0.2, 3400.0, 0.4, '', 3430.0, 73.63, 71.9, '', 3317.0, 33.8259, '', '', '', 16.2201973, 229522.1, 6656.48, 3142.6481, '', 1300.0, 66110.4355813, 7467.25, 3673.08]\n", + "20241113\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 80\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-13 3435.947998\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-13', 7205.0, 6847.0, 0.15, 0.25, 3610.0, 1.5, 0.1, 0.0, 3380.0, 7.9, 0.15, 0.2, 3400.0, 0.45, '', 3400.0, 73.63, 71.79, '', 3329.0, 31.8966, '', '', '', '', 229522.1, 8931.91, 3201.4761, '', 564.0, 64630.0816828, 7473.8675, 3551.09]\n", + "20241114\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 6\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-14 3430.023438\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-14', 7205.0, 6847.0, 0.15, 0.25, 3610.0, 1.5, 0.1, 0.0, 3360.0, 7.9, 0.35, 0.2, 3350.0, 0.3, '', 3400.0, 73.63, 72.03, '', 3294.0, 31.0755, '', '', '', '', 229522.1, 8104.28, 3208.5619, '', 3500.0, 64315.0755356, 7315.9015, 3462.86]\n", + "20241115\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-15 3415.211426\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-15', 7283.0, 6865.0, 0.15, 0.25, 3610.0, 1.6, 0.1, 0.0, 3360.0, 7.9, 0.35, 0.2, 3350.0, 0.3, '', 3380.0, 73.63, 72.41, '', 3262.0, 31.0755, '', '', '', '', 229522.1, 8164.44, 3190.3405, '', 2785.0, 62868.9463144, 7032.4715, 3463.29]\n", + "20241116\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-16 3395.489502\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-16', 7283.0, 6865.0, 0.15, 0.25, 3610.0, 1.8, 0.0, 0.0, 3360.0, 7.9, 0.35, 0.2, 3350.0, 0.3, '', 3380.0, 73.63, 71.05, '', '', 32.5534, '', '', '', '', 229522.1, 7950.56, 3088.3104, '', 2450.0, 62578.6476011, 7132.0055, 3399.59]\n", + "20241117\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-17 3385.806152\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-17', 7283.0, 6830.0, 0.15, 0.25, 3610.0, 1.9, 0.0, 0.0, 3360.0, 7.9, 0.2, 0.2, 3350.0, 0.3, '', 3380.0, 71.05, '', '', '', 32.3071, '', '', '', '', 229522.1, 5124.22, 3100.5196, '', 1850.0, 64235.5188737, 7305.2595, 3402.7]\n", + "20241118\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 6\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-18 3385.220947\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-18', 7283.0, 6803.0, 0.15, 0.25, 3610.0, 2.0, 0.0, 0.0, 3360.0, 7.9, 0.2, 0.2, 3350.0, 0.3, '', 3380.0, 71.05, '', '', 3301.0, 32.3071, '', '', '', '', 229522.1, 4642.92, 3126.3124, '', 4000.0, 66756.6918197, 7031.2, 3395.0]\n", + "20241119\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-19 3408.421631\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-19', 7362.0, 6847.0, 0.15, 0.0, 3560.0, 2.0, 0.0, 0.0, 3360.0, 7.9, 0.2, 0.2, 3350.0, 0.3, '', 3380.0, 71.05, 73.14, '', 3340.0, 33.7438, '', '', '', 15.81179465, 229522.1, 9127.64, 3304.263, '', 11885.0, 64761.4451464, 7150.3265, 3380.0]\n", + "20241120\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 10\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-20 3379.709717\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-20', 7454.0, 6847.0, 0.15, 0.0, 3560.0, 1.85, 0.0, 0.0, 3360.0, 7.9, 0.2, 0.2, 3350.0, 0.3, '', 3380.0, 71.05, 73.3, '', 3360.0, 34.3596, '', '', '', '', 229522.1, 7469.46, 3285.3988, '', 5700.0, 64432.0675109, '', 3390.71]\n", + "20241121\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 10\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-21 3416.765137\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-21', 7454.0, 6847.0, 0.15, 0.0, 3560.0, 1.7, 0.0, 0.0, 3360.0, 7.9, 0.3, 0.2, 3350.0, 1.2, '', 3420.0, 71.05, 73.1, '', 3367.0, 33.9491, '', '', '', '', 229522.1, 5521.08, 3313.7046, '', '', 66175.5419216, 7188.252, 3420.0]\n", + "20241122\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 10\n", + "\tn_estimators: 90\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-22 3456.814209\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-22', 7489.0, 6904.0, 0.15, 0.0, 3560.0, 1.55, 0.0, 0.0, 3380.0, 7.9, 0.3, 0.2, 3400.0, 1.1, '', 3460.0, 71.05, 72.78, '', 3393.0, 34.2365, '', '', '', '', 229522.1, 5216.0, 3387.6293, '', '', 68080.5795859, 7110.9915, 3841.43]\n", + "20241123\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-23 3458.271973\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-23', 7550.0, 6984.0, 0.15, 0.0, 3560.0, 1.4, 0.0, 0.0, 3380.0, 7.9, 0.3, 0.2, 3400.0, 1.0, '', 3460.0, 71.05, 74.73, '', '', 33.8259, '', '', '', '', 229522.1, 6253.74, 3383.6883, '', '', 68880.5006398, 7130.02, 3510.0]\n", + "20241124\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-24 3478.412842\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-24', 7585.0, 7031.0, 0.15, 0.0, 3560.0, 1.25, 0.0, 0.0, 3400.0, 7.9, 0.3, 0.2, 3450.0, 0.9, '', 3480.0, 74.73, '', '', '', 33.5386, '', '', '', '', 229522.1, 5726.1, 3363.654, '', '', 70591.2921694, 7271.94, 3658.25]\n", + "20241125\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-25 3480.252686\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-25', 7585.0, 7031.0, 0.15, 0.0, 3560.0, 0.8, 0.0, 0.0, 3400.0, 7.9, 0.3, 0.2, 3450.0, 0.8, '', 3480.0, 74.73, '', '', 3397.0, 32.9228, '', '', '', '', 229522.1, 6558.76, 3345.8341, '', '', 71325.7122334, 7159.21, 3713.73]\n", + "20241126\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 90\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-26 3472.18042\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-26', 7550.0, 6957.0, 0.1, 0.0, 3560.0, 0.7, 0.0, 0.0, 3380.0, 7.9, 0.2, 0.2, 3450.0, 0.8, '', 3480.0, 74.73, 72.55, '', 3392.0, 32.9228, '', '', '', 15.12113643, 229522.1, 4880.42, 3208.0829, '', '', 73431.7903161, 7051.13, 3480.0]\n", + "20241127\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-27 3478.073975\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-27', 7523.0, 6913.0, 0.15, 0.0, 3560.0, 0.55, 0.0, 0.0, 3380.0, 7.9, 0.2, 0.2, 3410.0, 0.8, '', 3480.0, 74.73, 72.39, '', 3402.0, 32.9228, '', '', '', '', 229522.1, 6551.58, 3207.2044, '', '', 73610.6537987, 7022.57, 3510.0]\n", + "20241128\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 80\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-28 3461.341797\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-28', 7523.0, 6913.0, 0.1, 0.25, 3560.0, 0.55, 0.0, 0.0, 3380.0, 7.9, 0.2, 0.2, 3410.0, 0.8, '', 3450.0, 74.73, 72.38, '', 3437.0, 33.1691, '', '', '', '', 229522.1, 6888.84, 3204.8735, '', '', 74014.7705047, 7340.35, 3627.05]\n", + "20241129\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.3\n", + "\tmax_depth: 8\n", + "\tn_estimators: 50\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-29 3452.575684\n", + "Name: 日度预测价格, dtype: float32\n", + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-29', 7550.0, 6957.0, 0.08, 0.0, 3560.0, 0.5, 0.0, 0.0, 3380.0, 7.9, 0.2, 0.2, 3420.0, 0.8, '', 3450.0, 74.73, 72.69, '', 3512.0, 31.5271, '', '', '', '', 229522.1, 4979.12, 3226.8375, '', '', 75783.1991118, 7244.5765, 3466.36]\n", + "20241130\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:299: 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" + ] + }, + { + "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", + "Best score: 0.997\n", + "Best parameters set:\n", + "\tlearning_rate: 0.1\n", + "\tmax_depth: 8\n", + "\tn_estimators: 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:239: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "日期\n", + "2024-11-30 3503.998047\n", + "Name: 日度预测价格, dtype: float32\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\EDY\\AppData\\Local\\Temp\\ipykernel_3076\\2242856620.py:273: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"confirmFlg\":false,\"status\":true}\n", + "新增数据： ['2024-11-30', 7576.0, 6957.0, '', '', '', '', '', '', '', '', '', '', '', '', '', 3530.0, 74.73, 71.45, '', '', '', 61.8, '', '', '', 229522.1, 6820.44, 3166.3388, '', 1.0, 76240.6094746, 6410.4865, 3480.56]\n" ] } ], "source": [ "from datetime import datetime, timedelta\n", "\n", - "start_date = datetime(2024, 10, 25)\n", - "end_date = datetime(2024, 10, 26)\n", + "start_date = datetime(2024, 10, 31)\n", + "end_date = datetime(2024, 12, 1)\n", "\n", "while start_date < end_date:\n", " print(start_date.strftime('%Y%m%d'))\n",