mirror of
https://github.com/miguel5612/MQSensorsLib.git
synced 2025-03-15 05:17:30 +03:00
2357 lines
112 KiB
Plaintext
2357 lines
112 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 70,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: pandas in c:\\programdata\\anaconda3\\lib\\site-packages (0.24.2)\n",
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"Requirement already satisfied: pytz>=2011k in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2018.9)\n",
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"Requirement already satisfied: python-dateutil>=2.5.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2.8.0)\n",
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"Requirement already satisfied: numpy>=1.12.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (1.16.2)\n",
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"Requirement already satisfied: six>=1.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from python-dateutil>=2.5.0->pandas) (1.12.0)\n",
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"Requirement already satisfied: xlrd in c:\\programdata\\anaconda3\\lib\\site-packages (1.2.0)\n",
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"Requirement already satisfied: sklearn in c:\\programdata\\anaconda3\\lib\\site-packages (0.0)\n",
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"Requirement already satisfied: scikit-learn in c:\\programdata\\anaconda3\\lib\\site-packages (from sklearn) (0.21.2)\n",
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"Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (0.13.2)\n",
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"Requirement already satisfied: numpy>=1.11.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.16.2)\n",
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"Requirement already satisfied: scipy>=0.17.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.2.1)\n",
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"Requirement already satisfied: imblearn in c:\\programdata\\anaconda3\\lib\\site-packages (0.0)\n",
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"Requirement already satisfied: imbalanced-learn in c:\\programdata\\anaconda3\\lib\\site-packages (from imblearn) (0.5.0)\n",
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"Requirement already satisfied: scipy>=0.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.2.1)\n",
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"Requirement already satisfied: scikit-learn>=0.21 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.21.2)\n",
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"Requirement already satisfied: numpy>=1.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.16.2)\n",
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"Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.13.2)\n"
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]
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}
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],
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"source": [
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"!pip install pandas\n",
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"!pip install xlrd\n",
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"!pip install sklearn\n",
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"!pip install imblearn"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 71,
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"metadata": {},
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"outputs": [],
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"source": [
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"import xlrd\n",
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"book = xlrd.open_workbook(\"Datasheets info.xlsx\")\n",
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"sheetMQ2 = book.sheet_by_name(\"MQ2 - Pololulu\")\n",
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"sheetMQ3 = book.sheet_by_name(\"MQ3 - Sparkfun\")\n",
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"sheetMQ4 = book.sheet_by_name(\"MQ4 - Sparkfun\")\n",
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"sheetMQ5 = book.sheet_by_name(\"MQ5 - Sparkfun\")\n",
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"sheetMQ6 = book.sheet_by_name(\"MQ6 - Sparkfun\")\n",
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"sheetMQ7 = book.sheet_by_name(\"MQ7 - Sparkfun\")\n",
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"sheetMQ8 = book.sheet_by_name(\"MQ8 - Sparkfun\")\n",
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"sheetMQ9 = book.sheet_by_name(\"MQ9 - Haoyuelectronics\")\n",
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"sheetMQ131 = book.sheet_by_name(\"MQ131- Sensorsportal\")\n",
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"sheetMQ135 = book.sheet_by_name(\"MQ135 - HANWEI\")\n",
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"sheetMQ303A = book.sheet_by_name(\"MQ303A - HANWEI\")\n",
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"sheetMQ309A = book.sheet_by_name(\"MQ309A - HANWEI\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 72,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"0.1 \t \t \t \t \t \t \n",
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"0.2 \t 4.0 \t \t \t \t \t \n",
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"0.3 \t \t \t \t \t \t \n",
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"0.4 \t \t \t \t \t \t \n",
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"0.5 \t 1.0 \t \t \t \t \t \n",
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"0.6 \t \t \t \t \t \t \n",
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"0.7 \t \t \t \t \t \t \n",
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"0.8 \t \t 8.0 \t \t \t \t \n",
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"0.9 \t \t \t \t \t \t \n",
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"1.0 \t 0.4 \t 4.0 \t \t \t \t \n",
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"2.0 \t \t \t \t \t \t \n",
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"3.0 \t \t \t \t \t \t \n",
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"4.0 \t \t 0.1 \t \t \t \t \n",
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"5.0 \t \t \t \t \t \t \n",
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"6.0 \t \t \t \t \t \t \n",
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"7.0 \t \t \t \t \t \t \n",
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"8.0 \t \t \t \t \t \t \n",
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"9.0 \t \t \t \t \t \t \n",
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"10.0 \t \t \t \t 8.0 \t \t \n"
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]
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}
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],
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"source": [
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"for row_index in range(1,20): #reading first columns\n",
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" RsR0, Alcohol, Benzine, CH4, Hexane, LPG, CO = sheetMQ3.row_values(row_index, start_colx=0, end_colx=7)\n",
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" print(RsR0, \"\t\", Alcohol, \"\t\", Benzine, \"\t\", CH4, \"\t\", Hexane, \"\t\", LPG, \"\t\", CO)\n",
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" "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 73,
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"metadata": {},
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"outputs": [],
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"source": [
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"x_MQ3 = sheetMQ3.col_values(0)[2:]\n",
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"MQ3_Alcohol = sheetMQ3.col_values(1)[2:]\n",
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"MQ3_Benzine = sheetMQ3.col_values(2)[2:]\n",
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"MQ3_CH4 = sheetMQ3.col_values(3)[2:]\n",
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"MQ3_Hexane = sheetMQ3.col_values(4)[2:]\n",
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"MQ3_LPG = sheetMQ3.col_values(5)[2:]\n",
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"MQ3_CO = sheetMQ3.col_values(6)[2:]\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 74,
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"metadata": {},
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"outputs": [],
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"source": [
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"def zero_to_nan(values):\n",
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" \"\"\"Replace every 0 with 'nan' and return a copy.\"\"\"\n",
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" return [float('nan') if x==0 else x for x in values]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 75,
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"metadata": {},
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"outputs": [],
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"source": [
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"MQ3_Alcohol =zero_to_nan(MQ3_Alcohol)\n",
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"MQ3_Benzine =zero_to_nan(MQ3_Benzine)\n",
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"MQ3_CH4 =zero_to_nan(MQ3_CH4)\n",
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"MQ3_Hexane =zero_to_nan(MQ3_Hexane)\n",
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"MQ3_LPG =zero_to_nan(MQ3_LPG)\n",
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"MQ3_CO =zero_to_nan(MQ3_CO)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 76,
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"metadata": {
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"scrolled": false
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"from sklearn.datasets import load_iris\n",
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"#from sklearn.cross_validation import train_test_split\n",
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"from sklearn.tree import DecisionTreeClassifier\n",
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"from sklearn import datasets\n",
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"from sklearn import linear_model\n",
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"\n",
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"dataAlcohol = {'RsRo': x_MQ3, 'Alcohol': MQ3_Alcohol}\n",
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"dataBenzine = {'RsRo': x_MQ3, 'Benzine': MQ3_Benzine}\n",
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"dataCH4 = {'RsRo': x_MQ3, 'CH4': MQ3_CH4}\n",
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"dataHexane = {'RsRo': x_MQ3, 'Hexane': MQ3_Hexane}\n",
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"dataLPG = {'RsRo': x_MQ3, 'LPG': MQ3_LPG}\n",
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"dataCO = {'RsRo': x_MQ3, 'CO': MQ3_CO}\n",
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"\n",
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"dfMQ3_Alcohol = pd.DataFrame(dataAlcohol)\n",
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"dfMQ3_Benzine = pd.DataFrame(dataBenzine)\n",
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"dfMQ3_CH4 = pd.DataFrame(dataCH4)\n",
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"dfMQ3_Hexane = pd.DataFrame(dataHexane)\n",
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"dfMQ3_LPG = pd.DataFrame(dataLPG)\n",
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"dfMQ3_CO = pd.DataFrame(dataCO)\n",
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"\n",
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"dfMQ3_Alcohol['Alcohol'] = pd.to_numeric(dfMQ3_Alcohol['Alcohol'])\n",
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"dfMQ3_Benzine['Benzine'] = pd.to_numeric(dfMQ3_Benzine['Benzine'])\n",
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"dfMQ3_CH4['CH4'] = pd.to_numeric(dfMQ3_CH4['CH4'])\n",
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"dfMQ3_Hexane['Hexane'] = pd.to_numeric(dfMQ3_Hexane['Hexane'])\n",
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"dfMQ3_LPG['LPG'] = pd.to_numeric(dfMQ3_LPG['LPG'])\n",
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"dfMQ3_CO['CO'] = pd.to_numeric(dfMQ3_CO['CO'])\n",
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"\n",
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"dfMQ3_Alcohol['Alcohol'] = dfMQ3_Alcohol['Alcohol'].replace('',None, regex=True)\n",
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"dfMQ3_Benzine['Benzine'] = dfMQ3_Benzine['Benzine'].replace('',None, regex=True)\n",
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"dfMQ3_CH4['CH4'] = dfMQ3_CH4['CH4'].replace('',None, regex=True)\n",
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"dfMQ3_Hexane['Hexane'] = dfMQ3_Hexane['Hexane'].replace('',None, regex=True)\n",
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"dfMQ3_LPG['LPG'] = dfMQ3_LPG['LPG'].replace('',None, regex=True)\n",
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"dfMQ3_CO['CO'] = dfMQ3_CO['CO'].replace('',None, regex=True)\n",
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"\n",
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"#Global X_Predict variable\n",
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"X_Predict = dfMQ3_Alcohol.RsRo.apply(lambda x: [x]).tolist()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 77,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Model and train alcohol\n",
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"dataset2TrainAlcohol = dfMQ3_Alcohol.copy()\n",
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"dataset2TrainAlcohol.dropna(inplace=True)\n",
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"X_trainAlcohol = dataset2TrainAlcohol.RsRo.apply(lambda x: [x]).tolist()\n",
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"y_trainAlcohol = dataset2TrainAlcohol['Alcohol'].tolist()\n",
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"model = linear_model.Lasso(alpha=0.1)\n",
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"model.fit(X_trainAlcohol, y_trainAlcohol)\n",
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"#Predict\n",
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"Alcohol_Predicted = model.predict(X_Predict)\n",
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"#save into MQ2\n",
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"MQ3_Alcohol = Alcohol_Predicted\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 78,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Model and train Benzine\n",
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"dataset2TrainBenzine = dfMQ3_Benzine.copy()\n",
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"dataset2TrainBenzine.dropna(inplace=True)\n",
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"X_trainBenzine = dataset2TrainBenzine.RsRo.apply(lambda x: [x]).tolist()\n",
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"y_trainBenzine = dataset2TrainBenzine['Benzine'].tolist()\n",
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"model = linear_model.Lasso(alpha=0.1)\n",
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"model.fit(X_trainBenzine, y_trainBenzine)\n",
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"#Predict\n",
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"Benzine_Predicted = model.predict(X_Predict)\n",
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"#save into MQ2\n",
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"MQ3_Benzine = Benzine_Predicted"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 79,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Model and train CH4\n",
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"dataset2TrainCH4 = dfMQ3_CH4.copy()\n",
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"dataset2TrainCH4.dropna(inplace=True)\n",
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"X_trainCH4 = dataset2TrainCH4.RsRo.apply(lambda x: [x]).tolist()\n",
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"y_trainCH4 = dataset2TrainCH4['CH4'].tolist()\n",
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"model = linear_model.Lasso(alpha=0.1)\n",
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"model.fit(X_trainCH4, y_trainCH4)\n",
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"#Predict\n",
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"CH4_Predicted = model.predict(X_Predict)\n",
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"#save into MQ2\n",
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"MQ3_CH4 = CH4_Predicted"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 80,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Model and train Hexane\n",
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"dataset2TrainHexane = dfMQ3_Hexane.copy()\n",
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"dataset2TrainHexane.dropna(inplace=True)\n",
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"X_trainHexane = dataset2TrainHexane.RsRo.apply(lambda x: [x]).tolist()\n",
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"y_trainHexane = dataset2TrainHexane['Hexane'].tolist()\n",
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"model = linear_model.Lasso(alpha=0.1)\n",
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"model.fit(X_trainHexane, y_trainHexane)\n",
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"#Predict\n",
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"CO_Predicted = model.predict(X_Predict)\n",
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"#save into MQ2\n",
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"MQ3_Hexane = CO_Predicted"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 81,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Model and train LPG\n",
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"dataset2TrainLPG = dfMQ3_LPG.copy()\n",
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"dataset2TrainLPG.dropna(inplace=True)\n",
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"X_trainLPG = dataset2TrainLPG.RsRo.apply(lambda x: [x]).tolist()\n",
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"y_trainLPG = dataset2TrainLPG['LPG'].tolist()\n",
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"model = linear_model.Lasso(alpha=0.1)\n",
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"model.fit(X_trainLPG, y_trainLPG)\n",
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"#Predict\n",
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"LPG_Predicted = model.predict(X_Predict)\n",
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"#save into MQ2\n",
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"MQ3_LPG = LPG_Predicted"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 82,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Model and train CO\n",
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"dataset2TrainCO = dfMQ3_CO.copy()\n",
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"dataset2TrainCO.dropna(inplace=True)\n",
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"X_trainCO = dataset2TrainCO.RsRo.apply(lambda x: [x]).tolist()\n",
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"y_trainCO = dataset2TrainCO['CO'].tolist()\n",
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"model = linear_model.Lasso(alpha=0.1)\n",
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"model.fit(X_trainCO, y_trainCO)\n",
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"#Predict\n",
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"CO_Predicted = model.predict(X_Predict)\n",
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"#save into MQ2\n",
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"MQ3_CO = CO_Predicted"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 83,
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"metadata": {},
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"outputs": [
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{
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"%config InlineBackend.figure_formats = ['svg']\n",
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"%matplotlib inline\n",
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"import matplotlib.pyplot as plt\n",
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|
"import matplotlib.transforms as mtransforms\n",
|
|
"\n",
|
|
"fig, ax = plt.subplots()\n",
|
|
"\n",
|
|
"fig.set_size_inches(9, 5.5, forward=True)\n",
|
|
"fig.set_dpi(200)\n",
|
|
"\n",
|
|
"# only these two lines are calibration curves\n",
|
|
"plt.plot(MQ3_Alcohol, x_MQ3, marker='o', linewidth=1, label='Alcohol')\n",
|
|
"plt.plot(MQ3_Benzine, x_MQ3, marker='o', linewidth=1, label='Benzine')\n",
|
|
"plt.plot(MQ3_CH4, x_MQ3, marker='o', linewidth=1, label='CH4')\n",
|
|
"plt.plot(MQ3_Hexane, x_MQ3, marker='o', linewidth=1, label='Hexane')\n",
|
|
"plt.plot(MQ3_LPG, x_MQ3, marker='o', linewidth=1, label='LPG')\n",
|
|
"plt.plot(MQ3_CO, x_MQ3, marker='o', linewidth=1, label='CO')\n",
|
|
"\n",
|
|
"# reference line, legends, and axis labels\n",
|
|
"#line = mlines.Line2D([0, 1], [0, 1], color='black')\n",
|
|
"#transform = ax.transAxes\n",
|
|
"#line.set_transform(transform)\n",
|
|
"#ax.add_line(line)\n",
|
|
"plt.yscale('log')\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"plt.grid(b=True, which='minor', color='lightgrey', linestyle='--')\n",
|
|
"\n",
|
|
"fig.suptitle('Calibration plot for MQ-3 data')\n",
|
|
"ax.set_xlabel('PPM Concentration')\n",
|
|
"ax.set_ylabel('Rs/Ro')\n",
|
|
"\n",
|
|
"\n",
|
|
"#Save image\n",
|
|
"plt.savefig('MQ3.svg', format = 'svg', dpi = 1200)\n",
|
|
"plt.savefig('MQ3.png')\n",
|
|
"plt.savefig('MQ3.eps', format = 'eps', dpi = 1200)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.7.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|