mirror of
https://github.com/miguel5612/MQSensorsLib.git
synced 2025-03-14 21:07:36 +03:00
2375 lines
114 KiB
Plaintext
2375 lines
114 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 3,
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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: 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: 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: 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: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.13.2)\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: 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: scikit-learn>=0.21 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.21.2)\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": 1,
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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": 2,
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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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"0.01 \t \t \t \t \t \n",
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"0.02 \t \t \t \t \t \n",
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"0.03 \t \t \t \t \t \n",
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"0.04 \t \t \t \t \t \n",
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"0.05 \t \t 4000.0 \t \t \t \n",
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"0.06 \t \t \t \t \t \n",
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"0.07 \t \t \t \t \t \n",
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"0.08 \t \t \t \t \t \n",
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"0.09 \t \t \t \t 3000.0 \t \n",
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"0.1 \t \t \t \t \t \n",
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"0.2 \t \t \t \t \t \n",
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"0.3 \t \t 400.0 \t \t \t \n",
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"0.4 \t \t \t \t 400.0 \t \n",
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"0.5 \t \t \t \t \t \n",
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"0.6 \t \t \t \t \t \n",
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"0.7 \t \t \t \t \t \n",
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"0.8 \t \t 100.0 \t \t \t \n",
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"0.9 \t \t \t \t \t \n",
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"1.0 \t \t \t \t 100.0 \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, CO, H2, LPG, CH4, Alcohol = sheetMQ7.row_values(row_index, start_colx=0, end_colx=6)\n",
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" print(RsR0, \"\t\", LPG, \"\t\", H2, \"\t\", CH4, \"\t\", CO, \"\t\", Alcohol)\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": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"x_MQ7 = sheetMQ7.col_values(0)[2:]\n",
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"MQ7_CO = sheetMQ7.col_values(1)[2:]\n",
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"MQ7_H2 = sheetMQ7.col_values(2)[2:]\n",
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"MQ7_LPG = sheetMQ7.col_values(3)[2:]\n",
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"MQ7_CH4 = sheetMQ7.col_values(4)[2:]\n",
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"MQ7_Alcohol = sheetMQ7.col_values(5)[2:]"
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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": 8,
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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": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"MQ7_H2 =zero_to_nan(MQ7_H2)\n",
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"MQ7_LPG =zero_to_nan(MQ7_LPG)\n",
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"MQ7_CH4 =zero_to_nan(MQ7_CH4)\n",
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"MQ7_CO =zero_to_nan(MQ7_CO)\n",
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"MQ7_Alcohol =zero_to_nan(MQ7_Alcohol)"
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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": 10,
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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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"dataH2 = {'RsRo': x_MQ7, 'H2': MQ7_H2}\n",
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"dataLPG = {'RsRo': x_MQ7, 'LPG': MQ7_LPG}\n",
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"dataCH4 = {'RsRo': x_MQ7, 'CH4': MQ7_CH4}\n",
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"dataCO = {'RsRo': x_MQ7, 'CO': MQ7_CO}\n",
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"dataALcohol = {'RsRo': x_MQ7, 'Alcohol': MQ7_Alcohol}\n",
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"\n",
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"dfMQ7_H2 = pd.DataFrame(dataH2)\n",
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"dfMQ7_LPG = pd.DataFrame(dataLPG)\n",
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"dfMQ7_CH4 = pd.DataFrame(dataCH4)\n",
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"dfMQ7_CO = pd.DataFrame(dataCO)\n",
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"dfMQ7_Alcohol = pd.DataFrame(dataALcohol)\n",
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"\n",
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"dfMQ7_H2['H2'] = pd.to_numeric(dfMQ7_H2['H2'])\n",
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"dfMQ7_LPG['LPG'] = pd.to_numeric(dfMQ7_LPG['LPG'])\n",
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"dfMQ7_CH4['CH4'] = pd.to_numeric(dfMQ7_CH4['CH4'])\n",
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"dfMQ7_CO['CO'] = pd.to_numeric(dfMQ7_CO['CO'])\n",
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"dfMQ7_Alcohol['Alcohol'] = pd.to_numeric(dfMQ7_Alcohol['Alcohol'])\n",
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"\n",
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"dfMQ7_H2['H2'] = dfMQ7_H2['H2'].replace('',None, regex=True)\n",
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"dfMQ7_LPG['LPG'] = dfMQ7_LPG['LPG'].replace('',None, regex=True)\n",
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"dfMQ7_CH4['CH4'] = dfMQ7_CH4['CH4'].replace('',None, regex=True)\n",
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"dfMQ7_CO['CO'] = dfMQ7_CO['CO'].replace('',None, regex=True)\n",
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"dfMQ7_Alcohol['Alcohol'] = dfMQ7_Alcohol['Alcohol'].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 = dfMQ7_LPG.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": 11,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Model and train H2\n",
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"dataset2TrainH2 = dfMQ7_H2.copy()\n",
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"dataset2TrainH2.dropna(inplace=True)\n",
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"X_trainH2 = dataset2TrainH2.RsRo.apply(lambda x: [x]).tolist()\n",
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"y_trainH2 = dataset2TrainH2['H2'].tolist()\n",
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"model = linear_model.Lasso(alpha=0.1)\n",
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"model.fit(X_trainH2, y_trainH2)\n",
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"#Predict\n",
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"H2_Predicted = model.predict(X_Predict)\n",
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"#save into MQ2\n",
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"MQ7_H2 = H2_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": 12,
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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 = dfMQ7_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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"MQ7_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": 13,
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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 = dfMQ7_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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"MQ7_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": 14,
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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 = dfMQ7_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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"MQ7_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": 15,
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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 = dfMQ7_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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"MQ7_Alcohol = Alcohol_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": 17,
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"metadata": {},
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"outputs": [
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{
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" <defs>\r\n",
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"</svg>\r\n"
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],
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"text/plain": [
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"<Figure size 1800x1100 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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}
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],
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"source": [
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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.lines as mlines\n",
|
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"import matplotlib.transforms as mtransforms\n",
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"\n",
|
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"fig, ax = plt.subplots()\n",
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"\n",
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"fig.set_size_inches(9, 5.5, forward=True)\n",
|
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"fig.set_dpi(200)\n",
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"\n",
|
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"# only these two lines are calibration curves\n",
|
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"plt.plot(MQ7_H2, x_MQ7, marker='o', linewidth=1, label='H2')\n",
|
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"plt.plot(MQ7_LPG, x_MQ7, marker='o', linewidth=1, label='LPG')\n",
|
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"plt.plot(MQ7_CH4, x_MQ7, marker='o', linewidth=1, label='CH4')\n",
|
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"plt.plot(MQ7_CO, x_MQ7, marker='o', linewidth=1, label='CO')\n",
|
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"plt.plot(MQ7_Alcohol, x_MQ7, marker='o', linewidth=1, label='Alcohol')\n",
|
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"\n",
|
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"\n",
|
|
"# reference line, legends, and axis labels\n",
|
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"#line = mlines.Line2D([0, 1], [0, 1], color='black')\n",
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"#transform = ax.transAxes\n",
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"#line.set_transform(transform)\n",
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"#ax.add_line(line)\n",
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"plt.yscale('log')\n",
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"plt.xscale('log')\n",
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"plt.legend()\n",
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"\n",
|
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"plt.grid(b=True, which='minor', color='lightgrey', linestyle='--')\n",
|
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"\n",
|
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"fig.suptitle('Calibration plot for MQ-7 data')\n",
|
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"ax.set_xlabel('PPM Concentration')\n",
|
|
"ax.set_ylabel('Rs/Ro')\n",
|
|
"\n",
|
|
"\n",
|
|
"#Save image\n",
|
|
"plt.savefig('MQ7.svg', format = 'svg', dpi = 1200)\n",
|
|
"plt.savefig('MQ7.png')\n",
|
|
"plt.savefig('MQ7.eps', format = 'eps', dpi = 1200)"
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]
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},
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