{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.datasets import make_regression\n", "from sklearn.multioutput import MultiOutputRegressor\n", "from sklearn.svm import SVR\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "%matplotlib inline\n", "sns.set(color_codes=True)\n", "pal = sns.color_palette(\"viridis\", 10)\n", "sns.set_palette('muted')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "导入数据" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
| \n", " | Time | \n", "index_A | \n", "index_B | \n", "index_C | \n", "index_D | \n", "Temperature_of_system1 | \n", "Temperature_of_system2 | \n", "Mineral_parameter1 | \n", "Mineral_parameter2 | \n", "Mineral_parameter3 | \n", "Mineral_parameter4 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2022-01-13 00:50:00 | \n", "78.26 | \n", "25.54 | \n", "12.24 | \n", "14.14 | \n", "1172.921864 | \n", "813.665593 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 1 | \n", "2022-01-13 01:50:00 | \n", "78.16 | \n", "25.27 | \n", "12.24 | \n", "14.32 | \n", "1095.891333 | \n", "802.501333 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 2 | \n", "2022-01-13 02:50:00 | \n", "78.15 | \n", "26.21 | \n", "12.93 | \n", "14.59 | \n", "854.920667 | \n", "767.747500 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 3 | \n", "2022-01-13 03:50:00 | \n", "78.39 | \n", "25.22 | \n", "12.93 | \n", "14.28 | \n", "854.837500 | \n", "767.735333 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 4 | \n", "2022-01-13 04:50:00 | \n", "79.22 | \n", "24.60 | \n", "12.41 | \n", "13.70 | \n", "843.975500 | \n", "763.982667 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 233 | \n", "2022-01-22 19:50:00 | \n", "79.76 | \n", "22.00 | \n", "11.72 | \n", "18.84 | \n", "1404.859000 | \n", "931.219167 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 234 | \n", "2022-01-22 20:49:00 | \n", "80.51 | \n", "22.00 | \n", "11.37 | \n", "18.53 | \n", "1404.868000 | \n", "931.252167 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 235 | \n", "2022-01-22 21:50:00 | \n", "80.16 | \n", "21.78 | \n", "10.85 | \n", "17.90 | \n", "1404.843167 | \n", "931.226500 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 236 | \n", "2022-01-22 22:50:00 | \n", "79.79 | \n", "22.58 | \n", "11.20 | \n", "17.05 | \n", "1404.845000 | \n", "931.167833 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 237 | \n", "2022-01-22 23:50:00 | \n", "80.19 | \n", "21.69 | \n", "10.68 | \n", "17.19 | \n", "1404.822833 | \n", "931.238000 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
238 rows × 11 columns
\n", "| \n", " | index_A | \n", "index_B | \n", "index_C | \n", "index_D | \n", "Temperature_of_system1 | \n", "Temperature_of_system2 | \n", "Mineral_parameter1 | \n", "Mineral_parameter2 | \n", "Mineral_parameter3 | \n", "Mineral_parameter4 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "78.26 | \n", "25.54 | \n", "12.24 | \n", "14.14 | \n", "1172.921864 | \n", "813.665593 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 1 | \n", "78.16 | \n", "25.27 | \n", "12.24 | \n", "14.32 | \n", "1095.891333 | \n", "802.501333 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 2 | \n", "78.15 | \n", "26.21 | \n", "12.93 | \n", "14.59 | \n", "854.920667 | \n", "767.747500 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 3 | \n", "78.39 | \n", "25.22 | \n", "12.93 | \n", "14.28 | \n", "854.837500 | \n", "767.735333 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| 4 | \n", "79.22 | \n", "24.60 | \n", "12.41 | \n", "13.70 | \n", "843.975500 | \n", "763.982667 | \n", "49.24 | \n", "90.38 | \n", "46.13 | \n", "28.16 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 233 | \n", "79.76 | \n", "22.00 | \n", "11.72 | \n", "18.84 | \n", "1404.859000 | \n", "931.219167 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 234 | \n", "80.51 | \n", "22.00 | \n", "11.37 | \n", "18.53 | \n", "1404.868000 | \n", "931.252167 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 235 | \n", "80.16 | \n", "21.78 | \n", "10.85 | \n", "17.90 | \n", "1404.843167 | \n", "931.226500 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 236 | \n", "79.79 | \n", "22.58 | \n", "11.20 | \n", "17.05 | \n", "1404.845000 | \n", "931.167833 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
| 237 | \n", "80.19 | \n", "21.69 | \n", "10.68 | \n", "17.19 | \n", "1404.822833 | \n", "931.238000 | \n", "54.74 | \n", "93.05 | \n", "49.03 | \n", "21.48 | \n", "
238 rows × 10 columns
\n", "