From defc80fdaccb7f4ea23dacd7417cf3cb2a98784a Mon Sep 17 00:00:00 2001 From: workpc Date: Tue, 19 Nov 2024 16:58:28 +0800 Subject: [PATCH] =?UTF-8?q?=E6=9B=B4=E6=94=B9=E5=8E=9F=E6=B2=B9=EF=BC=8C?= =?UTF-8?q?=E8=81=9A=E7=83=AF=E7=83=83=E8=AE=A1=E7=AE=97=E8=BF=9120?= =?UTF-8?q?=E6=97=A5=E6=9C=80=E6=8E=A5=E8=BF=91=E6=A8=A1=E5=9E=8B=E7=9A=84?= =?UTF-8?q?=E9=80=BB=E8=BE=91?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Untitled1.ipynb | 1958 ++++++++++++++++++++ config_juxiting.py | 2 +- juxitingdataset/df_combined3.csv | 410 ++-- juxitingdataset/jbsh_juxiting.db | Bin 69632 -> 69632 bytes juxitingdataset/testandpredict_groupby.csv | 400 ++-- juxitingdataset/历史价格-预测值.png | Bin 143762 -> 144242 bytes juxitingdataset/特征频度统计.csv | 2 +- juxitingdataset/特征频度统计.txt | 2 +- juxitingdataset/预测值表格.png | Bin 95590 -> 91089 bytes main_juxiting.py | 4 +- main_yuanyou.py | 2 + 11 files changed, 2371 insertions(+), 409 deletions(-) create mode 100644 Untitled1.ipynb diff --git a/Untitled1.ipynb b/Untitled1.ipynb new file mode 100644 index 0000000..07ad4dc --- /dev/null +++ b/Untitled1.ipynb @@ -0,0 +1,1958 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7fadc60c-d710-4b8c-89cd-1d889ece1eaf", + "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" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "读取本地数据：juxitingdataset\\PP指标数据.xlsx\n", + "读取本地数据：juxitingdataset\\PP指标数据.xlsx\n", + "getdata接收：juxitingdataset\\PP指标数据.xlsx date \n", + "getdata接收：juxitingdataset\\PP指标数据.xlsx date \n", + "删除两月不更新特征前数据量：(2515, 354)\n", + "删除两月不更新特征前数据量：(2515, 354)\n", + "删除两月不更新特征后数据量：(2515, 315)\n", + "删除两月不更新特征后数据量：(2515, 315)\n", + "删除预测列为空值的行后数据量：(771, 315)\n", + "删除预测列为空值的行后数据量：(771, 315)\n", + "删除全为空值的列后数据量：(771, 315)\n", + "删除全为空值的列后数据量：(771, 315)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + "d:\\code\\PriceForecast\\lib\\dataread.py:226: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " values.dropna(inplace=True,axis=0)\n", + " 日度(219) 周度(94) 21天(1)\n", + "0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜\n", + "1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） \n", + "2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） \n", + "3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） \n", + "4 煤制聚丙烯利润 PP看空情绪指数环差 \n", + ".. ... ... ...\n", + "214 PE期货收盘价 \n", + "215 PP连续-1月 \n", + "216 PP连续-5月 \n", + "217 PP连续-9月 \n", + "218 y \n", + "\n", + "[219 rows x 3 columns]\n", + " 日度(219) 周度(94) 21天(1)\n", + "0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜\n", + "1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） \n", + "2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） \n", + "3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） \n", + "4 煤制聚丙烯利润 PP看空情绪指数环差 \n", + ".. ... ... ...\n", + "214 PE期货收盘价 \n", + "215 PP连续-1月 \n", + "216 PP连续-5月 \n", + "217 PP连续-9月 \n", + "218 y \n", + "\n", + "[219 rows x 3 columns]\n", + "特征信息：总共有312个,日度(219),周度(94),21天(1), 详看 附1、特征列表\n", + " 数据特征工程：\n", + " 1. 数据日期排序，新日期在最后\n", + " 2. 删除空列，特征数据列没有值，就删除\n", + " 3. 删除近两月不再更新值的指标\n", + " 4. 非日度数据填充为日度数据，填充规则：\n", + " -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据\n", + " -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值\n", + " 数据特征相关性分析：\n", + " \n", + "特征信息：总共有312个,日度(219),周度(94),21天(1), 详看 附1、特征列表\n", + " 数据特征工程：\n", + " 1. 数据日期排序，新日期在最后\n", + " 2. 删除空列，特征数据列没有值，就删除\n", + " 3. 删除近两月不再更新值的指标\n", + " 4. 非日度数据填充为日度数据，填充规则：\n", + " -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据\n", + " -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值\n", + " 数据特征相关性分析：\n", + " \n", + "********************************************************************************************************************************************************************************************************\n", + "********************************************************************************************************************************************************************************************************\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 读取配置\n", + "from lib import *\n", + "from lib.dataread import *\n", + "from lib.tools import *\n", + "from models.nerulforcastmodels import ex_Model,model_losss,brent_export_pdf,tansuanli_export_pdf,pp_export_pdf,model_losss_juxiting\n", + "\n", + "import glob\n", + "import torch\n", + "torch.set_float32_matmul_precision(\"high\")\n", + "\n", + "sqlitedb = SQLiteHandler(db_name) \n", + "sqlitedb.connect()\n", + "\n", + "signature = BinanceAPI(APPID, SECRET)\n", + "etadata = EtaReader(signature=signature,\n", + " classifylisturl = classifylisturl,\n", + " classifyidlisturl=classifyidlisturl,\n", + " edbcodedataurl=edbcodedataurl,\n", + " edbcodelist=edbcodelist,\n", + " edbdatapushurl=edbdatapushurl,\n", + " edbdeleteurl=edbdeleteurl,\n", + " edbbusinessurl=edbbusinessurl\n", + " )\n", + "# 获取数据\n", + "if is_eta:\n", + " # eta数据\n", + " logger.info('从eta获取数据...')\n", + " signature = BinanceAPI(APPID, SECRET)\n", + " etadata = EtaReader(signature=signature,\n", + " classifylisturl = classifylisturl,\n", + " classifyidlisturl=classifyidlisturl,\n", + " edbcodedataurl=edbcodedataurl,\n", + " edbcodelist=edbcodelist,\n", + " edbdatapushurl=edbdatapushurl,\n", + " edbdeleteurl=edbdeleteurl,\n", + " edbbusinessurl=edbbusinessurl,\n", + " )\n", + " df_zhibiaoshuju,df_zhibiaoliebiao = etadata.get_eta_api_pp_data(data_set=data_set,dataset=dataset) # 原始数据，未处理\n", + "\n", + " # 数据处理\n", + " df = datachuli_juxiting(df_zhibiaoshuju,df_zhibiaoliebiao,y = y,dataset=dataset,add_kdj=add_kdj,is_timefurture=is_timefurture,end_time=end_time) \n", + "\n", + "else:\n", + " logger.info('读取本地数据：'+os.path.join(dataset,data_set))\n", + " df = getdata_juxiting(filename=os.path.join(dataset,data_set),y=y,dataset=dataset,add_kdj=add_kdj,is_timefurture=is_timefurture,end_time=end_time) # 原始数据，未处理\n", + "\n", + "# 更改预测列名称\n", + "df.rename(columns={y:'y'},inplace=True)\n", + " \n", + "if is_edbnamelist:\n", + " df = df[edbnamelist] \n", + "df.to_csv(os.path.join(dataset,'指标数据.csv'), index=False)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ae059224-976c-4839-b455-f81da7f25179", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00'\n", + "更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00'\n" + ] + } + ], + "source": [ + "# 保存最新日期的y值到数据库\n", + "# 取第一行数据存储到数据库中\n", + "first_row = df[['ds','y']].tail(1)\n", + "# 将最新真实值保存到数据库\n", + "if not sqlitedb.check_table_exists('trueandpredict'):\n", + " first_row.to_sql('trueandpredict',sqlitedb.connection,index=False)\n", + "else:\n", + " for row in first_row.itertuples(index=False):\n", + " row_dict = row._asdict()\n", + " row_dict['ds'] = row_dict['ds'].strftime('%Y-%m-%d %H:%M:%S')\n", + " check_query = sqlitedb.select_data('trueandpredict',where_condition = f\"ds = '{row.ds}'\")\n", + " if len(check_query) > 0:\n", + " set_clause = \", \".join([f\"{key} = '{value}'\" for key, value in row_dict.items()])\n", + " sqlitedb.update_data('trueandpredict',set_clause,where_condition = f\"ds = '{row.ds}'\")\n", + " continue\n", + " sqlitedb.insert_data('trueandpredict',tuple(row_dict.values()),columns=row_dict.keys())\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "abb597fc-c5f3-4d76-8099-5eff358cb634", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "今天是周一，更新预测模型\n", + "今天是周一，更新预测模型\n", + "最近20天预测残差最低的模型名称：NHITS\n", + "最近20天预测残差最低的模型名称：NHITS\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(16, 23)\n", + "(12, 22)\n", + "1 TSMixerx_abs_error_rate\n", + "2 TCN_abs_error_rate\n", + "3 NHITS_abs_error_rate\n", + "4 NHITS_abs_error_rate\n", + "5 Informer_abs_error_rate\n", + "8 BiTCN_abs_error_rate\n", + "9 PatchTST_abs_error_rate\n", + "10 TSMixer_abs_error_rate\n", + "11 BiTCN_abs_error_rate\n", + "12 StemGNN_abs_error_rate\n", + "13 Informer_abs_error_rate\n", + "14 NLinear_abs_error_rate\n", + "dtype: object\n" + ] + } + ], + "source": [ + "import datetime\n", + "# 判断当前日期是不是周一\n", + "is_weekday = datetime.datetime.now().weekday() == 1\n", + "if is_weekday:\n", + " logger.info('今天是周一，更新预测模型')\n", + " # 计算最近20天预测残差最低的模型名称\n", + "\n", + " model_results = sqlitedb.select_data('trueandpredict',order_by = \"ds DESC\",limit = \"20\")\n", + " # 删除空值率为40%以上的列\n", + " print(model_results.shape)\n", + " model_results = model_results.dropna(thresh=len(model_results)*0.6,axis=1)\n", + " model_results = model_results.dropna()\n", + " print(model_results.shape)\n", + " modelnames = model_results.columns.to_list()[2:] \n", + " for col in model_results[modelnames].select_dtypes(include=['object']).columns:\n", + " model_results[col] = model_results[col].astype(np.float32)\n", + " # 计算每个预测值与真实值之间的偏差率\n", + " for model in modelnames:\n", + " model_results[f'{model}_abs_error_rate'] = abs(model_results['y'] - model_results[model]) / model_results['y']\n", + "\n", + " # 获取每行对应的最小偏差率值\n", + " min_abs_error_rate_values = model_results.apply(lambda row: row[[f'{model}_abs_error_rate' for model in modelnames]].min(), axis=1)\n", + " # 获取每行对应的最小偏差率值对应的列名\n", + " min_abs_error_rate_column_name = model_results.apply(lambda row: row[[f'{model}_abs_error_rate' for model in modelnames]].idxmin(), axis=1)\n", + " print(min_abs_error_rate_column_name)\n", + " # 将列名索引转换为列名\n", + " min_abs_error_rate_column_name = min_abs_error_rate_column_name.map(lambda x: x.split('_')[0])\n", + " # 取出现次数最多的模型名称\n", + " most_common_model = min_abs_error_rate_column_name.value_counts().idxmax()\n", + " logger.info(f\"最近20天预测残差最低的模型名称：{most_common_model}\")\n", + "\n", + " # 保存结果到数据库\n", + " \n", + " if not sqlitedb.check_table_exists('most_model'):\n", + " sqlitedb.create_table('most_model',columns=\"ds datetime, most_common_model TEXT\")\n", + " sqlitedb.insert_data('most_model',(datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S'),most_common_model,),columns=('ds','most_common_model',))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ade7026e-8cf2-405f-a2da-9e90f364adab", + "metadata": {}, + "outputs": [], + "source": [ + "if is_corr:\n", + " df = corr_feature(df=df)\n", + "\n", + "df1 = df.copy() # 备份一下，后面特征筛选完之后加入ds y 列用\n", + "logger.info(f\"开始训练模型...\")\n", + "row,col = df.shape\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dfef57d8-36da-423b-bbe7-05a13e15f71b", + "metadata": {}, + "outputs": [], + "source": [ + "now = datetime.datetime.now().strftime('%Y%m%d%H%M%S')\n", + "# ex_Model(df,\n", + "# horizon=horizon,\n", + "# input_size=input_size,\n", + "# train_steps=train_steps,\n", + "# val_check_steps=val_check_steps,\n", + "# early_stop_patience_steps=early_stop_patience_steps,\n", + "# is_debug=is_debug,\n", + "# dataset=dataset,\n", + "# is_train=is_train,\n", + "# is_fivemodels=is_fivemodels,\n", + "# val_size=val_size,\n", + "# test_size=test_size,\n", + "# settings=settings,\n", + "# now=now,\n", + "# etadata = etadata,\n", + "# modelsindex = modelsindex,\n", + "# data = data,\n", + "# is_eta=is_eta,\n", + "# )\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e5b6f30-b7ca-4718-97a3-48b54156e07f", + "metadata": {}, + "outputs": [], + "source": [ + "logger.info('模型训练完成')\n", + "# # 模型评估\n", + "\n", + "logger.info('训练数据绘图ing')\n", + "model_results3 = model_losss_juxiting(sqlitedb)\n", + "\n", + "logger.info('训练数据绘图end')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "85b557de-8235-4e27-b5b8-58b36dfe6724", + "metadata": {}, + "outputs": [], + "source": [ + "# 模型报告\n", + "\n", + "logger.info('制作报告ing')\n", + "title = f'{settings}--{now}-预测报告' # 报告标题\n", + "\n", + "pp_export_pdf(dataset=dataset,num_models = 5 if is_fivemodels else 22,time=end_time,\n", + " reportname=reportname,sqlitedb=sqlitedb),\n", + "\n", + "logger.info('制作报告end')\n", + "logger.info('模型训练完成')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d4129e71-ee2c-4af1-81ed-fadf14efa206", + "metadata": {}, + "outputs": [], + "source": [ + "# 发送邮件\n", + "m = SendMail(\n", + " username=username,\n", + " passwd=passwd,\n", + " recv=recv,\n", + " title=title,\n", + " content=content,\n", + " file=max(glob.glob(os.path.join(dataset,'*.pdf')), key=os.path.getctime),\n", + " ssl=ssl,\n", + ")\n", + "# m.send_mail() \n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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 +} diff --git a/config_juxiting.py b/config_juxiting.py index 20003ff..79c29d1 100644 --- a/config_juxiting.py +++ b/config_juxiting.py @@ -211,7 +211,7 @@ upload_data = { ### 开关 is_train = True # 是否训练 is_debug = False # 是否调试 -is_eta = True # 是否使用eta接口 +is_eta = False # 是否使用eta接口 is_timefurture = True # 是否使用时间特征 is_fivemodels = False # 是否使用之前保存的最佳的5个模型 is_edbcode = False # 特征使用edbcoding列表中的 diff --git a/juxitingdataset/df_combined3.csv b/juxitingdataset/df_combined3.csv index 5013735..1c4d2ac 100644 --- a/juxitingdataset/df_combined3.csv +++ b/juxitingdataset/df_combined3.csv @@ -1,206 +1,206 @@ ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y,min_within_quantile,max_within_quantile,min_model,max_model,NLinear_abs_error_rate,RNN_abs_error_rate,TiDE_abs_error_rate,LSTM_abs_error_rate,DilatedRNN_abs_error_rate,PatchTST_abs_error_rate,TSMixer_abs_error_rate,NHITS_abs_error_rate,GRU_abs_error_rate,DLinear_abs_error_rate,DeepNPTS_abs_error_rate,TFT_abs_error_rate,MLP_abs_error_rate,Informer_abs_error_rate,TSMixerx_abs_error_rate,BiTCN_abs_error_rate,TCN_abs_error_rate,iTransformer_abs_error_rate,MLPMultivariate_abs_error_rate,StemGNN_abs_error_rate,min_abs_error_rate_prediction,min_abs_error_rate_column_name -2024-01-29,7327.54,7371.29,7327.98,7384.88,7303.02,7287.33,7292.89,7315.12,7343.6,7448.81,7326.19,7305.51,7323.52,7296.29,7310.33,7284.56,7305.08,7307.85,7296.64,7296.58,7305.0,7287.33,7384.88,TSMixerx,iTransformer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.0,0.0,7305.08,StemGNN -2024-01-30,7323.87,7345.87,7337.31,7389.43,7298.24,7304.34,7293.09,7323.49,7353.22,7449.26,7332.46,7312.26,7328.59,7281.35,7304.5,7300.72,7302.7,7318.95,7297.0,7304.78,7315.0,7293.09,7389.43,PatchTST,iTransformer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7312.26,DilatedRNN -2024-01-31,7324.15,7346.47,7344.21,7380.46,7308.31,7304.1,7294.49,7331.7,7359.12,7457.24,7342.73,7323.04,7320.56,7292.95,7297.57,7318.6,7301.14,7334.67,7303.24,7314.47,7302.5,7294.49,7380.46,PatchTST,iTransformer,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.0,7303.24,TiDE -2024-02-01,7310.36,7350.73,7330.01,7368.2,7301.07,7305.61,7286.25,7318.49,7346.67,7454.66,7335.99,7307.86,7320.18,7289.85,7286.74,7300.7,7300.0,7329.82,7302.62,7301.44,7275.0,7301.07,7368.2,TSMixer,iTransformer,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.0,7286.25,PatchTST -2024-02-02,7293.69,7327.78,7309.33,7373.02,7273.72,7281.96,7266.09,7301.23,7324.77,7439.28,7308.17,7276.55,7291.01,7277.53,7261.4,7276.11,7297.48,7296.47,7281.35,7281.49,7242.5,7273.72,7373.02,TSMixer,iTransformer,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.03,0.02,0.01,0.01,7261.4,NLinear -2024-02-04,7254.43,7283.66,7289.7,7339.78,7239.73,7246.94,7231.94,7275.87,7300.41,7419.08,7273.83,7247.99,7247.88,7248.6,7243.9,7245.49,7293.53,7245.1,7250.1,7275.04,7240.0,7239.73,7339.78,TSMixer,iTransformer,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.0,0.01,7239.73,TSMixer -2024-02-05,7250.29,7259.14,7291.3,7286.88,7225.65,7210.31,7228.4,7274.82,7302.66,7410.31,7243.09,7250.31,7235.75,7227.82,7230.87,7230.15,7289.29,7232.53,7231.23,7243.13,7227.5,7225.65,7302.66,TSMixer,GRU,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.03,0.01,0.0,0.01,7227.82,DLinear -2024-02-06,7238.12,7245.94,7284.38,7245.93,7214.97,7191.32,7208.56,7264.12,7290.83,7402.4,7214.51,7247.19,7215.73,7210.97,7213.27,7208.05,7284.47,7215.47,7216.57,7240.12,7246.67,7208.05,7290.83,TFT,GRU,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.0,0.0,0.01,7247.19,DilatedRNN -2024-02-07,7250.07,7249.58,7298.53,7246.31,7225.56,7233.26,7233.51,7282.69,7310.77,7411.92,7197.42,7269.31,7226.51,7226.73,7229.02,7225.51,7280.56,7230.76,7231.61,7227.76,7255.0,7225.51,7310.77,TFT,GRU,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.0,0.0,7250.07,NHITS -2024-02-08,7255.89,7238.05,7302.06,7239.05,7240.02,7246.68,7249.72,7290.17,7314.03,7416.26,7187.06,7274.24,7236.22,7231.46,7251.08,7240.22,7277.06,7237.26,7253.37,7246.68,7270.0,7231.46,7314.03,DLinear,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.0,0.0,7274.24,DilatedRNN -2024-02-18,7255.75,7235.38,7313.8,7233.69,7255.69,7255.58,7265.83,7300.25,7328.57,7421.75,7188.82,7284.88,7247.14,7230.47,7268.08,7275.0,7274.52,7246.07,7273.11,7254.99,7336.67,7230.47,7421.75,DLinear,TCN,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.01,7328.57,GRU -2024-02-19,7328.24,7286.07,7381.02,7275.31,7308.41,7310.31,7327.43,7366.18,7388.41,7447.08,7280.03,7355.52,7284.43,7281.5,7344.23,7354.4,7273.63,7291.66,7323.83,7270.38,7350.0,7273.63,7388.41,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7354.4,TFT -2024-02-20,7340.94,7314.03,7381.57,7320.35,7338.18,7366.51,7341.79,7363.28,7388.78,7459.81,7353.13,7385.1,7303.85,7305.54,7355.22,7374.68,7273.2,7317.23,7334.72,7315.85,7335.0,7303.85,7388.78,MLP,GRU,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7334.72,TiDE -2024-02-21,7328.09,7291.25,7364.24,7319.25,7332.97,7412.64,7331.43,7349.38,7375.82,7465.63,7385.73,7387.23,7307.38,7333.67,7337.79,7342.36,7272.39,7318.1,7325.39,7314.47,7297.5,7291.25,7412.64,Informer,TSMixerx,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.02,0.0,0.0,0.0,7291.25,Informer -2024-02-22,7287.87,7267.14,7325.02,7277.25,7305.41,7391.88,7303.83,7321.02,7340.78,7453.1,7382.02,7339.71,7294.56,7318.52,7298.75,7277.44,7270.51,7301.04,7291.38,7276.98,7285.0,7270.51,7391.88,StemGNN,TSMixerx,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.0,0.0,0.0,7287.87,NHITS -2024-02-23,7274.4,7269.57,7318.81,7248.73,7289.09,7370.73,7297.79,7303.7,7335.42,7444.23,7366.25,7323.17,7289.08,7303.61,7282.35,7266.32,7268.19,7293.09,7280.01,7282.8,7306.67,7266.32,7370.73,TFT,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.0,0.01,7303.7,RNN -2024-02-26,7317.08,7264.94,7337.71,7258.44,7297.69,7360.07,7324.84,7325.02,7354.15,7444.26,7362.54,7327.9,7317.03,7295.98,7301.97,7291.58,7266.69,7302.36,7294.47,7344.75,7292.5,7264.94,7362.54,Informer,BiTCN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.02,0.0,0.0,0.0,7291.58,TFT -2024-02-27,7324.86,7265.31,7320.64,7250.01,7294.19,7304.11,7298.21,7308.62,7337.19,7439.27,7344.69,7310.37,7318.04,7292.7,7282.65,7268.99,7265.18,7294.64,7286.29,7335.9,7306.67,7265.18,7344.69,StemGNN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.01,7308.62,RNN 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-2024-03-15,7268.02,7272.38,7313.29,7252.22,7272.37,7267.28,7274.58,7300.8,7329.86,7422.91,7276.36,7300.48,7249.94,7253.63,7269.2,7284.16,7271.75,7274.0,7279.15,7275.57,7353.33,7252.22,7422.91,iTransformer,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7329.86,GRU -2024-03-18,7347.52,7331.59,7398.1,7300.4,7319.2,7299.25,7365.29,7379.18,7404.8,7454.79,7304.76,7381.73,7306.57,7305.65,7353.59,7387.27,7274.58,7304.16,7330.82,7352.64,7387.5,7299.25,7404.8,TSMixerx,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7387.27,TFT -2024-03-19,7383.2,7377.06,7422.18,7337.72,7360.54,7351.51,7392.03,7400.81,7423.66,7474.67,7313.87,7416.08,7356.26,7326.81,7393.41,7420.57,7276.23,7330.54,7363.47,7386.88,7435.0,7313.87,7474.67,BiTCN,TCN,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,7423.66,GRU -2024-03-20,7431.32,7405.09,7481.7,7376.29,7402.01,7385.96,7459.23,7451.43,7481.06,7500.15,7329.38,7477.52,7408.8,7385.25,7441.38,7446.61,7277.8,7375.82,7414.87,7433.1,7460.0,7329.38,7481.7,BiTCN,LSTM,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,7459.23,PatchTST -2024-03-21,7458.23,7401.49,7497.22,7416.58,7435.34,7399.19,7477.4,7484.97,7496.09,7515.96,7349.72,7505.51,7430.26,7433.87,7467.83,7466.18,7280.62,7415.17,7449.45,7440.95,7422.5,7349.72,7505.51,BiTCN,DilatedRNN,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.02,7416.58,iTransformer -2024-03-22,7407.08,7385.58,7442.54,7427.62,7418.86,7399.51,7396.74,7421.23,7442.49,7503.78,7352.84,7447.2,7399.15,7426.65,7428.19,7410.61,7284.13,7404.03,7430.58,7399.98,7402.5,7352.84,7447.2,BiTCN,DilatedRNN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.02,7404.03,MLPMultivariate -2024-03-25,7390.93,7341.74,7425.1,7351.02,7389.62,7396.72,7393.91,7412.02,7429.24,7493.73,7344.59,7410.24,7372.03,7425.95,7402.73,7362.53,7285.9,7383.56,7400.51,7386.46,7372.5,7341.74,7429.24,Informer,GRU,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7372.03,MLP -2024-03-26,7347.33,7326.36,7383.73,7310.72,7358.05,7389.99,7351.15,7374.38,7394.84,7478.16,7345.4,7372.22,7346.88,7391.77,7355.68,7335.91,7286.96,7355.52,7355.3,7348.98,7365.0,7310.72,7394.84,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.0,0.01,7358.05,TSMixer -2024-03-27,7332.67,7312.63,7381.71,7327.69,7341.74,7356.66,7347.59,7365.01,7395.24,7472.17,7348.8,7371.09,7330.06,7369.82,7345.87,7337.23,7287.96,7336.09,7351.86,7342.38,7345.0,7312.63,7395.24,Informer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7345.87,NLinear -2024-03-28,7318.95,7314.23,7356.68,7325.77,7325.55,7327.43,7330.24,7354.81,7374.07,7455.5,7348.21,7331.05,7302.67,7352.37,7328.51,7320.33,7288.74,7314.21,7333.58,7330.55,7345.0,7302.67,7374.07,MLP,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7348.21,BiTCN -2024-03-29,7333.3,7331.35,7363.25,7327.67,7319.56,7301.55,7328.18,7355.11,7380.95,7447.57,7334.74,7327.27,7288.54,7335.81,7336.81,7319.3,7289.92,7297.93,7332.41,7343.51,7345.0,7289.92,7380.95,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,7343.51,DeepNPTS -2024-04-01,7348.05,7330.57,7362.77,7332.96,7322.2,7298.06,7329.02,7358.66,7379.31,7439.07,7324.08,7319.56,7297.91,7335.11,7344.4,7319.01,7290.86,7297.93,7334.57,7336.61,7360.0,7297.91,7379.31,MLP,GRU,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,7358.66,RNN 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-2024-06-28,7678.55,7779.76,7736.77,7635.71,7686.45,7652.34,7673.52,7741.3,7761.03,7772.07,7686.61,7750.62,7643.94,7685.82,7713.25,7644.23,7577.58,7691.8,7703.73,7613.67,7730.0,7613.67,7772.07,DeepNPTS,TCN,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,7736.77,LSTM -2024-07-01,7707.72,7821.05,7743.39,7658.27,7693.71,7649.98,7708.01,7749.89,7768.63,7769.01,7691.71,7759.06,7661.72,7689.95,7721.16,7646.0,7582.32,7717.93,7715.57,7626.28,7763.33,7626.28,7769.01,DeepNPTS,TCN,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.02,0.02,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,7759.06,DilatedRNN -2024-07-02,7744.92,7840.94,7783.1,7679.4,7717.64,7653.13,7735.71,7787.06,7806.22,7806.74,7684.8,7796.63,7692.66,7722.76,7756.99,7667.11,7588.75,7762.75,7744.12,7687.62,7780.0,7653.13,7806.74,TSMixerx,TCN,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.0,0.01,0.0,0.02,7783.1,LSTM 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-2024-08-09,7576.48,7582.33,7593.27,7585.83,7584.16,7586.21,7583.9,7582.83,7607.38,7572.6,7593.07,7593.88,7574.76,7583.67,7577.9,7587.49,7638.0,7594.36,7581.23,7618.0,7583.33,7574.76,7618.0,MLP,DeepNPTS,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,7583.67,DLinear -2024-08-12,7575.63,7573.13,7594.56,7563.65,7581.98,7582.93,7582.0,7586.46,7608.74,7575.65,7589.75,7596.44,7572.66,7578.67,7573.81,7582.91,7634.55,7587.76,7580.69,7589.65,7586.67,7572.66,7608.74,MLP,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,7586.46,RNN -2024-08-13,7576.85,7573.63,7599.73,7549.21,7581.67,7588.33,7586.28,7590.12,7614.35,7589.07,7587.63,7605.08,7577.5,7586.07,7579.82,7587.45,7632.09,7588.25,7584.79,7591.04,7593.33,7573.63,7614.35,Informer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,7591.04,DeepNPTS 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-2024-08-22,7583.7,7563.72,7581.84,7578.46,7570.42,7585.17,7579.53,7573.96,7594.55,7566.88,7555.73,7579.72,7581.85,7557.41,7570.86,7564.07,7610.43,7557.83,7571.75,7572.58,7590.0,7557.41,7594.55,DLinear,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7594.55,GRU -2024-08-23,7591.69,7580.94,7610.27,7577.62,7583.99,7586.86,7595.8,7597.0,7626.16,7585.06,7560.51,7605.65,7586.47,7580.06,7588.23,7581.87,7607.35,7568.18,7586.91,7578.29,7583.33,7568.18,7610.27,MLPMultivariate,LSTM,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7583.99,TSMixer -2024-08-26,7581.91,7582.1,7593.37,7570.0,7584.27,7593.48,7585.07,7587.27,7605.78,7577.06,7566.94,7596.79,7579.49,7588.08,7584.4,7576.37,7604.08,7567.01,7583.0,7593.89,7583.33,7567.01,7604.08,MLPMultivariate,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7583.0,TiDE -2024-08-27,7578.77,7577.6,7597.72,7573.39,7582.92,7599.51,7582.85,7587.59,7612.76,7580.64,7569.93,7599.5,7577.81,7596.23,7580.95,7580.58,7600.83,7588.53,7585.49,7591.12,7610.0,7573.39,7612.76,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,7612.76,GRU -2024-08-28,7603.34,7568.98,7633.48,7591.46,7600.26,7612.36,7604.12,7624.77,7650.61,7607.26,7590.22,7637.93,7594.21,7602.4,7610.4,7616.2,7598.77,7614.45,7603.8,7596.22,7610.0,7590.22,7637.93,BiTCN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,7610.4,NLinear -2024-08-29,7602.61,7574.91,7623.24,7595.74,7606.55,7612.5,7598.92,7611.27,7637.06,7603.43,7608.57,7629.72,7598.36,7592.65,7610.02,7615.47,7597.31,7606.99,7610.11,7601.69,7613.33,7592.65,7629.72,DLinear,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,7612.5,TSMixerx -2024-08-30,7609.0,7602.09,7629.69,7595.23,7609.88,7619.16,7606.8,7620.17,7646.34,7613.65,7626.89,7634.24,7602.9,7605.2,7607.37,7615.43,7596.6,7613.78,7616.26,7596.19,7606.67,7596.19,7634.24,DeepNPTS,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7606.8,PatchTST -2024-09-02,7604.8,7611.23,7617.19,7590.73,7606.88,7617.54,7599.16,7613.64,7630.95,7601.78,7633.94,7625.12,7604.06,7602.78,7610.29,7605.22,7595.72,7615.25,7603.53,7588.05,7583.33,7588.05,7630.95,DeepNPTS,GRU,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,7588.05,DeepNPTS -2024-09-03,7584.12,7599.74,7587.32,7583.98,7587.2,7593.44,7574.91,7577.95,7600.26,7575.75,7621.9,7590.64,7589.95,7583.71,7584.71,7571.91,7594.26,7601.55,7578.65,7585.84,7562.5,7575.75,7601.55,TCN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,7571.91,TFT -2024-09-04,7567.82,7576.5,7567.19,7571.67,7567.29,7574.64,7562.33,7562.51,7579.01,7547.71,7604.77,7562.58,7574.18,7572.53,7565.26,7556.47,7591.96,7588.91,7560.81,7582.39,7535.0,7547.71,7591.96,TCN,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.01,7547.71,TCN -2024-09-05,7545.36,7552.7,7536.81,7572.77,7543.65,7554.34,7543.55,7530.69,7545.04,7525.55,7580.8,7526.22,7551.9,7551.99,7529.33,7540.59,7588.3,7577.33,7536.12,7562.67,7475.0,7525.55,7580.8,TCN,BiTCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7525.55,TCN -2024-09-06,7489.13,7530.06,7468.77,7567.33,7490.51,7523.74,7484.99,7463.25,7472.63,7487.4,7541.51,7450.58,7511.96,7517.22,7469.27,7511.44,7581.11,7568.4,7483.83,7535.0,7442.5,7487.4,7568.4,TCN,MLPMultivariate,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,7450.58,DilatedRNN -2024-09-09,7477.12,7518.37,7445.95,7539.01,7447.32,7499.81,7457.06,7440.96,7453.29,7463.9,7499.5,7414.84,7488.55,7477.18,7432.64,7497.93,7572.17,7548.29,7447.32,7475.0,7422.5,7453.29,7548.29,GRU,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,7414.84,DilatedRNN -2024-09-10,7456.85,7501.8,7427.16,7514.64,7422.65,7479.61,7434.15,7419.56,7435.08,7450.96,7466.84,7396.45,7459.6,7444.46,7420.32,7478.98,7562.58,7523.61,7425.64,7442.5,7412.5,7435.08,7523.61,GRU,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7419.56,RNN -2024-09-11,7431.63,7488.65,7421.85,7484.77,7405.92,7468.94,7418.03,7409.36,7431.29,7444.13,7435.7,7386.46,7435.07,7418.62,7414.43,7467.43,7553.1,7497.19,7418.09,7422.5,7387.5,7422.5,7497.19,DeepNPTS,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7386.46,DilatedRNN -2024-09-12,7398.92,7473.74,7392.92,7436.31,7384.28,7455.46,7387.81,7391.31,7405.78,7437.62,7402.3,7358.95,7406.29,7400.44,7386.07,7451.55,7542.7,7450.64,7395.83,7412.51,7380.0,7398.92,7473.74,NHITS,Informer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,7384.28,TSMixer -2024-09-13,7387.89,7452.98,7392.81,7394.62,7370.54,7445.65,7375.93,7386.79,7406.8,7437.69,7380.1,7357.82,7390.09,7401.12,7384.26,7432.34,7532.57,7427.63,7384.53,7387.57,7395.0,7370.54,7452.98,TSMixer,Informer,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.02,7394.62,iTransformer -2024-09-14,7398.8,7448.38,7415.44,7368.94,7381.92,7434.69,7389.77,7404.15,7424.27,7446.08,7377.0,7380.42,7384.06,7403.66,7403.4,7426.29,7523.94,7425.34,7393.14,7381.05,7375.0,7381.05,7448.38,DeepNPTS,Informer,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,7377.0,BiTCN -2024-09-18,7373.29,7433.29,7386.28,7329.25,7376.52,7412.15,7366.51,7377.15,7398.32,7444.71,7372.7,7360.6,7359.8,7382.27,7384.26,7407.78,7514.74,7414.36,7382.19,7396.33,7342.5,7396.33,7444.71,DeepNPTS,TCN,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,7329.25,iTransformer -2024-09-19,7345.12,7423.38,7354.42,7277.35,7354.17,7386.27,7350.0,7351.29,7372.91,7441.94,7368.46,7339.54,7347.83,7371.14,7345.66,7383.4,7504.32,7387.84,7357.27,7375.54,7325.0,7372.91,7441.94,GRU,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.02,7339.54,DilatedRNN -2024-09-20,7342.11,7401.09,7341.36,7221.53,7336.63,7372.35,7341.57,7339.75,7361.3,7437.13,7368.07,7329.55,7347.69,7356.94,7335.71,7368.56,7493.44,7352.7,7337.79,7355.56,7340.0,7329.55,7437.13,DilatedRNN,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.0,0.02,7339.75,RNN -2024-09-23,7367.46,7401.63,7362.13,7193.23,7341.63,7375.19,7357.71,7350.42,7378.34,7442.19,7372.96,7345.42,7355.94,7358.66,7345.75,7383.85,7484.01,7328.74,7335.99,7350.67,7310.0,7350.67,7442.19,DeepNPTS,TCN,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.0,0.02,7328.74,MLPMultivariate -2024-09-24,7347.11,7369.08,7327.08,7184.46,7324.37,7358.97,7324.65,7320.32,7345.2,7433.41,7367.03,7315.2,7335.14,7339.29,7318.8,7372.53,7473.5,7302.72,7309.44,7311.45,7280.0,7311.45,7433.41,DeepNPTS,TCN,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.0,0.03,7302.72,MLPMultivariate -2024-09-25,7337.68,7343.42,7309.85,7403.08,7300.53,7338.34,7316.54,7302.59,7327.5,7421.26,7354.32,7295.57,7333.55,7317.72,7283.23,7342.64,7462.0,7437.99,7292.34,7281.34,7315.0,7283.23,7437.99,NLinear,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.02,7316.54,PatchTST -2024-09-26,7386.44,7341.61,7345.36,7435.37,7318.42,7346.22,7348.73,7340.58,7362.8,7431.2,7356.0,7324.47,7353.46,7337.65,7320.65,7354.6,7452.84,7508.93,7315.25,7315.34,7310.0,7315.34,7452.84,DeepNPTS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.02,0.02,0.03,0.02,7315.25,TiDE -2024-09-27,7381.15,7328.46,7332.75,7406.75,7317.09,7346.12,7331.73,7320.92,7349.47,7429.06,7351.81,7309.78,7334.64,7314.31,7316.95,7352.38,7443.9,7528.81,7306.65,7311.16,7310.0,7309.78,7443.9,DilatedRNN,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.01,0.03,0.02,7309.78,DilatedRNN -2024-09-29,7384.15,7327.32,7337.93,7345.99,7317.25,7344.34,7338.88,7327.86,7355.93,7435.85,7345.17,7314.27,7328.31,7307.46,7313.57,7350.19,7434.77,7530.15,7314.67,7313.31,7365.0,7313.31,7435.85,DeepNPTS,TCN,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.01,7355.93,GRU -2024-09-30,7415.55,7352.2,7403.82,7401.76,7357.28,7360.55,7371.52,7392.1,7410.08,7468.94,7351.29,7374.02,7353.45,7336.29,7371.57,7373.65,7428.29,7573.34,7362.65,7365.42,7420.0,7351.29,7468.94,BiTCN,TCN,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.0,7415.55,NHITS -2024-10-08,7413.39,7409.56,7462.21,7444.58,7405.36,7396.59,7407.2,7431.76,7460.04,7500.73,7378.97,7438.91,7375.62,7365.27,7425.37,7423.06,7424.11,7630.56,7411.88,7419.61,7602.5,7375.62,7630.56,MLP,MLPMultivariate,0.02,0.02,0.03,0.02,0.02,0.03,0.03,0.02,0.02,0.03,0.02,0.02,0.03,0.03,0.03,0.03,0.01,0.02,0.0,0.02,7630.56,MLPMultivariate -2024-10-09,7579.91,7556.33,7696.39,7566.58,7555.9,7556.58,7630.08,7670.55,7702.68,7638.44,7573.12,7705.03,7584.66,7484.14,7607.14,7611.41,7424.18,7800.65,7574.46,7602.4,7602.5,7484.14,7705.03,DLinear,DilatedRNN,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.03,0.02,7602.4,DeepNPTS -2024-10-10,7575.56,7596.86,7627.47,7619.68,7624.68,7621.92,7625.84,7623.26,7632.98,7668.69,7663.99,7679.77,7637.41,7542.54,7608.91,7600.68,7424.37,7820.1,7604.86,7602.44,7585.0,7542.54,7679.77,DLinear,DilatedRNN,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.03,0.02,7575.56,NHITS -2024-10-11,7628.35,7601.27,7618.62,7603.43,7626.54,7664.98,7622.66,7592.53,7625.98,7680.63,7699.01,7640.88,7648.54,7571.69,7587.7,7604.0,7424.4,7784.88,7600.0,7584.98,7575.0,7571.69,7699.01,DLinear,BiTCN,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.03,0.02,7571.69,DLinear -2024-10-12,7633.67,7618.32,7594.08,7582.04,7603.76,7674.04,7605.06,7599.97,7602.33,7617.73,7715.68,7613.97,7646.51,7571.18,7574.51,7612.55,7424.28,7735.88,7567.15,7574.99,7576.67,7567.15,7715.68,TiDE,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.01,0.0,0.02,0.02,7574.99,DeepNPTS -2024-10-14,7653.81,7630.65,7595.95,7555.79,7563.84,7673.07,7578.99,7559.27,7606.22,7590.25,7707.99,7611.86,7658.07,7556.69,7561.98,7637.48,7424.14,7701.3,7546.09,7576.52,7565.0,7546.09,7701.3,TiDE,MLPMultivariate,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.0,0.0,0.02,0.02,7563.84,TSMixer -2024-10-15,7596.77,7620.22,7575.49,7504.66,7541.02,7645.56,7550.41,7563.09,7584.59,7583.52,7686.62,7594.43,7631.93,7525.27,7535.71,7624.88,7423.75,7647.81,7536.93,7564.88,7527.5,7504.66,7647.81,iTransformer,MLPMultivariate,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.02,0.01,0.0,0.02,0.01,7525.27,DLinear -2024-10-16,7537.38,7620.99,7528.69,7451.79,7512.35,7561.82,7499.04,7525.2,7534.81,7547.84,7628.83,7523.73,7571.32,7509.33,7482.41,7535.02,7422.73,7588.29,7511.74,7511.9,7477.5,7451.79,7620.99,iTransformer,Informer,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.02,0.01,0.02,0.01,0.0,0.01,0.01,7482.41,NLinear -2024-10-17,7490.33,7601.67,7475.72,7413.38,7458.59,7485.5,7430.83,7471.65,7480.05,7518.8,7557.3,7453.42,7502.93,7485.75,7450.03,7454.11,7420.69,7541.86,7464.34,7475.21,7467.5,7420.69,7557.3,StemGNN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.01,0.01,0.01,0.01,7464.34,TiDE -2024-10-18,7478.69,7618.04,7477.15,7401.91,7435.49,7470.61,7414.93,7471.33,7483.34,7473.51,7506.43,7414.35,7464.17,7435.23,7464.47,7434.98,7418.43,7530.27,7448.03,7474.44,7370.0,7435.49,7530.27,TSMixer,MLPMultivariate,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.03,0.01,0.02,0.01,0.0,0.02,0.01,7401.91,iTransformer -2024-10-21,7351.33,7464.07,7351.7,7378.64,7367.16,7417.71,7318.49,7356.18,7369.51,7432.82,7407.67,7312.07,7372.31,7358.34,7360.04,7332.51,7413.26,7488.47,7360.11,7466.75,7362.5,7318.49,7466.75,PatchTST,DeepNPTS,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.02,0.01,7360.11,TiDE -2024-10-22,7344.0,7420.61,7372.97,7356.97,7340.58,7344.55,7320.62,7369.73,7394.98,7425.47,7345.69,7321.17,7352.98,7331.07,7343.6,7349.05,7407.93,7482.92,7340.69,7370.03,7346.67,7321.17,7425.47,DilatedRNN,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.01,7345.69,BiTCN -2024-10-23,7318.68,7349.63,7351.23,7343.76,7327.8,7308.26,7313.73,7354.39,7369.49,7419.87,7297.33,7311.08,7333.77,7306.12,7315.16,7342.97,7402.13,7461.36,7329.76,7362.57,7357.5,7306.12,7419.87,DLinear,TCN,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,7354.39,RNN -2024-10-24,7332.02,7332.76,7374.31,7333.8,7329.64,7342.82,7343.69,7356.94,7392.53,7430.7,7278.94,7326.74,7325.37,7332.06,7342.69,7350.51,7396.69,7458.39,7342.08,7346.69,7352.5,7325.37,7430.7,MLP,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,7350.51,TFT -2024-10-25,7341.74,7293.06,7366.42,7319.07,7339.96,7359.99,7370.54,7370.27,7382.04,7432.93,7259.45,7324.02,7321.69,7319.84,7359.37,7336.29,7391.29,7460.46,7358.44,7357.54,7372.5,7293.06,7432.93,Informer,TCN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.01,0.01,0.01,0.0,7370.54,PatchTST -2024-10-28,7344.72,7319.59,7397.69,7322.86,7366.56,7356.09,7400.03,7384.1,7409.74,7443.96,7265.26,7362.26,7344.67,7345.9,7381.35,7355.78,7386.77,7474.65,7386.76,7352.37,7373.33,7319.59,7443.96,Informer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,7366.56,TSMixer -2024-10-29,7359.09,7309.05,7393.36,7346.79,7376.6,7374.11,7393.55,7384.43,7402.9,7452.68,7299.63,7378.7,7352.16,7395.18,7389.32,7366.07,7382.29,7455.52,7373.86,7373.17,7380.0,7309.05,7452.68,Informer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,7378.7,DilatedRNN -2024-10-30,7358.99,7341.46,7405.33,7416.18,7381.48,7426.02,7377.57,7389.75,7414.11,7470.71,7350.95,7408.24,7357.65,7411.46,7388.27,7396.68,7378.24,7473.96,7359.31,7391.33,7330.0,7381.48,7470.71,TSMixer,TCN,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.02,0.01,0.02,0.01,7341.46,Informer -2024-10-31,7312.56,7305.57,7340.64,7456.83,7354.07,7421.74,7296.75,7337.7,7358.05,7471.7,7350.27,7369.02,7348.39,7402.12,7340.37,7326.14,7372.69,7468.82,7330.87,7388.27,7340.0,7305.57,7468.82,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.02,0.02,0.02,0.0,7340.37,NLinear -2024-11-01,7343.08,7325.18,7365.97,7418.3,7350.28,7392.95,7324.07,7355.09,7382.28,7474.65,7365.08,7377.86,7372.56,7387.91,7340.9,7339.71,7367.81,7459.85,7335.55,7377.83,7363.33,7325.18,7459.85,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.01,0.0,7365.08,BiTCN -2024-11-04,7386.98,7346.15,7387.89,7369.52,7364.33,7391.78,7341.57,7376.17,7396.97,7479.09,7375.33,7398.98,7399.13,7360.83,7360.96,7393.32,7364.03,7461.72,7357.11,7379.33,7360.0,7346.15,7461.72,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7360.83,DLinear -2024-11-05,7391.64,7351.35,7380.57,7346.31,7361.38,7392.48,7346.13,7362.84,7391.88,7478.33,7376.7,7386.92,7404.12,7376.09,7372.73,7392.84,7360.4,7451.46,7349.65,7347.05,7357.5,7346.31,7451.46,iTransformer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7360.4,StemGNN -2024-11-06,7377.09,7346.7,7380.05,7335.56,7358.76,7378.26,7347.79,7375.06,7391.63,7476.48,7358.81,7383.4,7388.88,7361.92,7379.12,7385.59,7356.97,7412.7,7342.42,7377.96,7383.33,7342.42,7412.7,TiDE,MLPMultivariate,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,7383.4,DilatedRNN 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