diff --git a/Experiments/.ipynb_checkpoints/MQ309_Regression-checkpoint.ipynb b/Experiments/.ipynb_checkpoints/MQ309_Regression-checkpoint.ipynb new file mode 100644 index 0000000..ca28036 --- /dev/null +++ b/Experiments/.ipynb_checkpoints/MQ309_Regression-checkpoint.ipynb @@ -0,0 +1,2077 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pandas in c:\\programdata\\anaconda3\\lib\\site-packages (0.24.2)\n", + "Requirement already satisfied: pytz>=2011k in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2018.9)\n", + "Requirement already satisfied: python-dateutil>=2.5.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2.8.0)\n", + "Requirement already satisfied: numpy>=1.12.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (1.16.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from python-dateutil>=2.5.0->pandas) (1.12.0)\n", + "Requirement already satisfied: xlrd in c:\\programdata\\anaconda3\\lib\\site-packages (1.2.0)\n", + "Requirement already satisfied: sklearn in c:\\programdata\\anaconda3\\lib\\site-packages (0.0)\n", + "Requirement already satisfied: scikit-learn in c:\\programdata\\anaconda3\\lib\\site-packages (from sklearn) (0.21.2)\n", + "Requirement already satisfied: scipy>=0.17.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.2.1)\n", + "Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (0.13.2)\n", + "Requirement already satisfied: numpy>=1.11.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.16.2)\n", + "Requirement already satisfied: imblearn in c:\\programdata\\anaconda3\\lib\\site-packages (0.0)\n", + "Requirement already satisfied: imbalanced-learn in c:\\programdata\\anaconda3\\lib\\site-packages (from imblearn) (0.5.0)\n", + "Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.13.2)\n", + "Requirement already satisfied: scipy>=0.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.2.1)\n", + "Requirement already satisfied: numpy>=1.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.16.2)\n", + "Requirement already satisfied: scikit-learn>=0.21 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.21.2)\n" + ] + } + ], + "source": [ + "!pip install pandas\n", + "!pip install xlrd\n", + "!pip install sklearn\n", + "!pip install imblearn" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import xlrd\n", + "book = xlrd.open_workbook(\"Datasheets info.xlsx\")\n", + "sheetMQ2 = book.sheet_by_name(\"MQ2 - Pololulu\")\n", + "sheetMQ3 = book.sheet_by_name(\"MQ3 - Sparkfun\")\n", + "sheetMQ4 = book.sheet_by_name(\"MQ4 - Sparkfun\")\n", + "sheetMQ5 = book.sheet_by_name(\"MQ5 - Sparkfun\")\n", + "sheetMQ6 = book.sheet_by_name(\"MQ6 - Sparkfun\")\n", + "sheetMQ7 = book.sheet_by_name(\"MQ7 - Sparkfun\")\n", + "sheetMQ8 = book.sheet_by_name(\"MQ8 - Sparkfun\")\n", + "sheetMQ9 = book.sheet_by_name(\"MQ9 - Haoyuelectronics\")\n", + "sheetMQ131 = book.sheet_by_name(\"MQ131- Sensorsportal\")\n", + "sheetMQ135 = book.sheet_by_name(\"MQ135 - HANWEI\")\n", + "sheetMQ303A = book.sheet_by_name(\"MQ303A - HANWEI\")\n", + "sheetMQ309A = book.sheet_by_name(\"MQ309A - HANWEI\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1 \t \t \t \t \n", + "0.2 \t \t \t \t \n", + "0.3 \t 7000.0 \t \t \t \n", + "0.4 \t \t \t \t \n", + "0.5 \t \t \t \t \n", + "0.6 \t \t \t \t \n", + "0.7 \t \t \t 3000.0 \t \n", + "0.8 \t \t \t \t \n", + "0.9 \t \t \t \t \n", + "1.0 \t 1000.0 \t \t 1000.0 \t \n", + "2.0 \t 300.0 \t \t 300.0 \t \n", + "3.0 \t \t \t \t 7000.0\n", + "4.0 \t \t 7000.0 \t \t 3000.0\n", + "5.0 \t \t 3000.0 \t \t 1000.0\n", + "6.0 \t \t 1000.0 \t \t \n", + "7.0 \t \t \t \t \n", + "8.0 \t \t \t \t \n", + "9.0 \t \t \t \t \n", + "10.0 \t \t \t \t \n" + ] + } + ], + "source": [ + "for row_index in range(1,20): #reading first columns\n", + " RsR0, CH4, CO , H2, Alcohol = sheetMQ309A.row_values(row_index, start_colx=0, end_colx=5)\n", + " print(RsR0, \"\t\", CH4, \"\t\", CO, \"\t\", H2, \"\t\", Alcohol)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "x_MQ309A = sheetMQ3.col_values(0)[2:]\n", + "MQ5_CH4 = sheetMQ3.col_values(1)[2:]\n", + "MQ5_CO = sheetMQ3.col_values(2)[2:]\n", + "MQ5_H2 = sheetMQ3.col_values(3)[2:]\n", + "MQ5_Alcohol = sheetMQ3.col_values(4)[2:]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def zero_to_nan(values):\n", + " \"\"\"Replace every 0 with 'nan' and return a copy.\"\"\"\n", + " return [float('nan') if x==0 else x for x in values]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "MQ5_CH4 =zero_to_nan(MQ5_CH4)\n", + "MQ5_CO =zero_to_nan(MQ5_CO)\n", + "MQ5_H2 =zero_to_nan(MQ5_H2)\n", + "MQ5_Alcohol =zero_to_nan(MQ5_Alcohol)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.datasets import load_iris\n", + "#from sklearn.cross_validation import train_test_split\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn import datasets\n", + "from sklearn import linear_model\n", + "\n", + "dataCH4 = {'RsRo': x_MQ309, 'CH4': MQ5_CH4}\n", + "dataCO = {'RsRo': x_MQ309, 'CO': MQ5_CO}\n", + "dataH2 = {'RsRo': x_MQ309, 'H2': MQ5_H2}\n", + "dataLPG = {'RsRo': x_MQ309, 'Alcohol': MQ5_Alcohol}\n", + "\n", + "dfMQ309A_CH4 = pd.DataFrame(dataCH4)\n", + "dfMQ309A_CO = pd.DataFrame(dataCO)\n", + "dfMQ309A_H2 = pd.DataFrame(dataH2)\n", + "dfMQ309A_Alcohol = pd.DataFrame(dataLPG)\n", + "\n", + "dfMQ309A_CH4['CH4'] = pd.to_numeric(dfMQ309A_CH4['CH4'])\n", + "dfMQ309A_CO['CO'] = pd.to_numeric(dfMQ309A_CO['CO'])\n", + "dfMQ309A_H2['H2'] = pd.to_numeric(dfMQ309A_H2['H2'])\n", + "dfMQ309A_Alcohol['Alcohol'] = pd.to_numeric(dfMQ309A_Alcohol['Alcohol'])\n", + "\n", + "dfMQ309A_CH4['CH4'] = dfMQ309A_CH4['CH4'].replace('',None, regex=True)\n", + "dfMQ309A_CO['CO'] = dfMQ309A_CO['CO'].replace('',None, regex=True)\n", + "dfMQ309A_H2['H2'] = dfMQ309A_H2['H2'].replace('',None, regex=True)\n", + "dfMQ309A_Alcohol['Alcohol'] = dfMQ309A_Alcohol['Alcohol'].replace('',None, regex=True)\n", + "\n", + "#Global X_Predict variable\n", + "X_Predict = dfMQ309A_CH4.RsRo.apply(lambda x: [x]).tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CH4\n", + "dataset2TrainCH4 = dfMQ309A_CH4.copy()\n", + "dataset2TrainCH4.dropna(inplace=True)\n", + "X_trainCH4 = dataset2TrainCH4.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainCH4 = dataset2TrainCH4['CH4'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainCH4, y_trainCH4)\n", + "#Predict\n", + "CH4_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_CH4 = CH4_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CO\n", + "dataset2TrainCO = dfMQ309A_CO.copy()\n", + "dataset2TrainCO.dropna(inplace=True)\n", + "X_trainCO = dataset2TrainCO.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainCO = dataset2TrainCO['CO'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainCO, y_trainCO)\n", + "#Predict\n", + "CO_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_CO = CO_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train H2\n", + "dataset2TrainH2 = dfMQ309A_H2.copy()\n", + "dataset2TrainH2.dropna(inplace=True)\n", + "X_trainH2 = dataset2TrainH2.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainH2 = dataset2TrainH2['H2'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainH2, y_trainH2)\n", + "#Predict\n", + "H2_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_H2 = H2_Predicted\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train Alcohol\n", + "dataset2TrainAlcohol = dfMQ309A_Alcohol.copy()\n", + "dataset2TrainAlcohol.dropna(inplace=True)\n", + "X_trainAlcohol = dataset2TrainAlcohol.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainAlcohol = dataset2TrainAlcohol['Alcohol'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainAlcohol, y_trainAlcohol)\n", + "#Predict\n", + "Alcohol_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_Alcohol = Alcohol_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%config InlineBackend.figure_formats = ['svg']\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.lines as mlines\n", + "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(MQ309A_CH4, x_MQ309A, marker='o', linewidth=1, label='CH4')\n", + "plt.plot(MQ309A_CO, x_MQ309A, marker='o', linewidth=1, label='CO')\n", + "plt.plot(MQ309A_H2, x_MQ309A, marker='o', linewidth=1, label='H2')\n", + "plt.plot(MQ309A_Alcohol, x_MQ309A, marker='o', linewidth=1, label='Alcohol')\n", + "\n", + "\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-309A data')\n", + "ax.set_xlabel('PPM Concentration')\n", + "ax.set_ylabel('Rs/Ro')\n", + "\n", + "\n", + "#Save image\n", + "plt.savefig('MQ309A.svg', format = 'svg', dpi = 1200)\n", + "plt.savefig('MQ309A.png')\n", + "plt.savefig('MQ309A.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 +} diff --git a/Experiments/MQ309A.eps b/Experiments/MQ309A.eps new file mode 100644 index 0000000..a30f0c4 --- /dev/null +++ b/Experiments/MQ309A.eps @@ -0,0 +1,3031 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Title: MQ309A.eps +%%Creator: matplotlib version 3.0.3, http://matplotlib.org/ +%%CreationDate: Wed Jul 3 20:17:00 2019 +%%Orientation: portrait +%%BoundingBox: -18 198 630 594 +%%EndComments +%%BeginProlog +/mpldict 8 dict def +mpldict begin +/m { moveto } bind def +/l { lineto } bind def +/r { rlineto } bind def +/c { curveto } bind def +/cl { closepath } bind def +/box { +m +1 index 0 r +0 exch r +neg 0 r +cl +} bind def +/clipbox { +box +clip +newpath +} bind def +%!PS-Adobe-3.0 Resource-Font +%%Title: DejaVu Sans +%%Copyright: Copyright (c) 2003 by Bitstream, Inc. All Rights Reserved. Copyright (c) 2006 by Tavmjong Bah. All Rights Reserved. DejaVu changes are in public domain +%%Creator: Converted from TrueType to type 3 by PPR +25 dict begin +/_d{bind def}bind def +/_m{moveto}_d +/_l{lineto}_d +/_cl{closepath eofill}_d +/_c{curveto}_d +/_sc{7 -1 roll{setcachedevice}{pop pop pop pop pop pop}ifelse}_d +/_e{exec}_d +/FontName /DejaVuSans def +/PaintType 0 def +/FontMatrix[.001 0 0 .001 0 0]def +/FontBBox[-1021 -463 1793 1232]def +/FontType 3 def +/Encoding [ /space /hyphen /slash /zero /one /two /three /four /nine /A /C /H /M /O /P /Q /R /a /b /c /d /e /f /h /i /l /n /o /p /r /s /t /minus ] def +/FontInfo 10 dict dup begin +/FamilyName (DejaVu Sans) def +/FullName (DejaVu Sans) def +/Notice (Copyright (c) 2003 by Bitstream, Inc. All Rights Reserved. Copyright (c) 2006 by Tavmjong Bah. All Rights Reserved. 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(from pandas) (2.8.0)\n", + "Requirement already satisfied: numpy>=1.12.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (1.16.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from python-dateutil>=2.5.0->pandas) (1.12.0)\n", + "Requirement already satisfied: xlrd in c:\\programdata\\anaconda3\\lib\\site-packages (1.2.0)\n", + "Requirement already satisfied: sklearn in c:\\programdata\\anaconda3\\lib\\site-packages (0.0)\n", + "Requirement already satisfied: scikit-learn in c:\\programdata\\anaconda3\\lib\\site-packages (from sklearn) (0.21.2)\n", + "Requirement already satisfied: scipy>=0.17.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.2.1)\n", + "Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (0.13.2)\n", + "Requirement already satisfied: numpy>=1.11.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.16.2)\n", + "Requirement already satisfied: imblearn in c:\\programdata\\anaconda3\\lib\\site-packages (0.0)\n", + "Requirement already satisfied: imbalanced-learn in c:\\programdata\\anaconda3\\lib\\site-packages (from imblearn) (0.5.0)\n", + "Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.13.2)\n", + "Requirement already satisfied: scipy>=0.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.2.1)\n", + "Requirement already satisfied: numpy>=1.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.16.2)\n", + "Requirement already satisfied: scikit-learn>=0.21 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.21.2)\n" + ] + } + ], + "source": [ + "!pip install pandas\n", + "!pip install xlrd\n", + "!pip install sklearn\n", + "!pip install imblearn" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import xlrd\n", + "book = xlrd.open_workbook(\"Datasheets info.xlsx\")\n", + "sheetMQ2 = book.sheet_by_name(\"MQ2 - Pololulu\")\n", + "sheetMQ3 = book.sheet_by_name(\"MQ3 - Sparkfun\")\n", + "sheetMQ4 = book.sheet_by_name(\"MQ4 - Sparkfun\")\n", + "sheetMQ5 = book.sheet_by_name(\"MQ5 - Sparkfun\")\n", + "sheetMQ6 = book.sheet_by_name(\"MQ6 - Sparkfun\")\n", + "sheetMQ7 = book.sheet_by_name(\"MQ7 - Sparkfun\")\n", + "sheetMQ8 = book.sheet_by_name(\"MQ8 - Sparkfun\")\n", + "sheetMQ9 = book.sheet_by_name(\"MQ9 - Haoyuelectronics\")\n", + "sheetMQ131 = book.sheet_by_name(\"MQ131- Sensorsportal\")\n", + "sheetMQ135 = book.sheet_by_name(\"MQ135 - HANWEI\")\n", + "sheetMQ303A = book.sheet_by_name(\"MQ303A - HANWEI\")\n", + "sheetMQ309A = book.sheet_by_name(\"MQ309A - HANWEI\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1 \t \t \t \t \n", + "0.2 \t \t \t \t \n", + "0.3 \t 7000.0 \t \t \t \n", + "0.4 \t \t \t \t \n", + "0.5 \t \t \t \t \n", + "0.6 \t \t \t \t \n", + "0.7 \t \t \t 3000.0 \t \n", + "0.8 \t \t \t \t \n", + "0.9 \t \t \t \t \n", + "1.0 \t 1000.0 \t \t 1000.0 \t \n", + "2.0 \t 300.0 \t \t 300.0 \t \n", + "3.0 \t \t \t \t 7000.0\n", + "4.0 \t \t 7000.0 \t \t 3000.0\n", + "5.0 \t \t 3000.0 \t \t 1000.0\n", + "6.0 \t \t 1000.0 \t \t \n", + "7.0 \t \t \t \t \n", + "8.0 \t \t \t \t \n", + "9.0 \t \t \t \t \n", + "10.0 \t \t \t \t \n" + ] + } + ], + "source": [ + "for row_index in range(1,20): #reading first columns\n", + " RsR0, CH4, CO , H2, Alcohol = sheetMQ309A.row_values(row_index, start_colx=0, end_colx=5)\n", + " print(RsR0, \"\t\", CH4, \"\t\", CO, \"\t\", H2, \"\t\", Alcohol)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "x_MQ309A = sheetMQ3.col_values(0)[2:]\n", + "MQ5_CH4 = sheetMQ3.col_values(1)[2:]\n", + "MQ5_CO = sheetMQ3.col_values(2)[2:]\n", + "MQ5_H2 = sheetMQ3.col_values(3)[2:]\n", + "MQ5_Alcohol = sheetMQ3.col_values(4)[2:]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def zero_to_nan(values):\n", + " \"\"\"Replace every 0 with 'nan' and return a copy.\"\"\"\n", + " return [float('nan') if x==0 else x for x in values]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "MQ5_CH4 =zero_to_nan(MQ5_CH4)\n", + "MQ5_CO =zero_to_nan(MQ5_CO)\n", + "MQ5_H2 =zero_to_nan(MQ5_H2)\n", + "MQ5_Alcohol =zero_to_nan(MQ5_Alcohol)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.datasets import load_iris\n", + "#from sklearn.cross_validation import train_test_split\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn import datasets\n", + "from sklearn import linear_model\n", + "\n", + "dataCH4 = {'RsRo': x_MQ309, 'CH4': MQ5_CH4}\n", + "dataCO = {'RsRo': x_MQ309, 'CO': MQ5_CO}\n", + "dataH2 = {'RsRo': x_MQ309, 'H2': MQ5_H2}\n", + "dataLPG = {'RsRo': x_MQ309, 'Alcohol': MQ5_Alcohol}\n", + "\n", + "dfMQ309A_CH4 = pd.DataFrame(dataCH4)\n", + "dfMQ309A_CO = pd.DataFrame(dataCO)\n", + "dfMQ309A_H2 = pd.DataFrame(dataH2)\n", + "dfMQ309A_Alcohol = pd.DataFrame(dataLPG)\n", + "\n", + "dfMQ309A_CH4['CH4'] = pd.to_numeric(dfMQ309A_CH4['CH4'])\n", + "dfMQ309A_CO['CO'] = pd.to_numeric(dfMQ309A_CO['CO'])\n", + "dfMQ309A_H2['H2'] = pd.to_numeric(dfMQ309A_H2['H2'])\n", + "dfMQ309A_Alcohol['Alcohol'] = pd.to_numeric(dfMQ309A_Alcohol['Alcohol'])\n", + "\n", + "dfMQ309A_CH4['CH4'] = dfMQ309A_CH4['CH4'].replace('',None, regex=True)\n", + "dfMQ309A_CO['CO'] = dfMQ309A_CO['CO'].replace('',None, regex=True)\n", + "dfMQ309A_H2['H2'] = dfMQ309A_H2['H2'].replace('',None, regex=True)\n", + "dfMQ309A_Alcohol['Alcohol'] = dfMQ309A_Alcohol['Alcohol'].replace('',None, regex=True)\n", + "\n", + "#Global X_Predict variable\n", + "X_Predict = dfMQ309A_CH4.RsRo.apply(lambda x: [x]).tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CH4\n", + "dataset2TrainCH4 = dfMQ309A_CH4.copy()\n", + "dataset2TrainCH4.dropna(inplace=True)\n", + "X_trainCH4 = dataset2TrainCH4.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainCH4 = dataset2TrainCH4['CH4'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainCH4, y_trainCH4)\n", + "#Predict\n", + "CH4_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_CH4 = CH4_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CO\n", + "dataset2TrainCO = dfMQ309A_CO.copy()\n", + "dataset2TrainCO.dropna(inplace=True)\n", + "X_trainCO = dataset2TrainCO.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainCO = dataset2TrainCO['CO'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainCO, y_trainCO)\n", + "#Predict\n", + "CO_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_CO = CO_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train H2\n", + "dataset2TrainH2 = dfMQ309A_H2.copy()\n", + "dataset2TrainH2.dropna(inplace=True)\n", + "X_trainH2 = dataset2TrainH2.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainH2 = dataset2TrainH2['H2'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainH2, y_trainH2)\n", + "#Predict\n", + "H2_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_H2 = H2_Predicted\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train Alcohol\n", + "dataset2TrainAlcohol = dfMQ309A_Alcohol.copy()\n", + "dataset2TrainAlcohol.dropna(inplace=True)\n", + "X_trainAlcohol = dataset2TrainAlcohol.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainAlcohol = dataset2TrainAlcohol['Alcohol'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainAlcohol, y_trainAlcohol)\n", + "#Predict\n", + "Alcohol_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ309A_Alcohol = Alcohol_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%config InlineBackend.figure_formats = ['svg']\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.lines as mlines\n", + "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(MQ309A_CH4, x_MQ309A, marker='o', linewidth=1, label='CH4')\n", + "plt.plot(MQ309A_CO, x_MQ309A, marker='o', linewidth=1, label='CO')\n", + "plt.plot(MQ309A_H2, x_MQ309A, marker='o', linewidth=1, label='H2')\n", + "plt.plot(MQ309A_Alcohol, x_MQ309A, marker='o', linewidth=1, label='Alcohol')\n", + "\n", + "\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-309A data')\n", + "ax.set_xlabel('PPM Concentration')\n", + "ax.set_ylabel('Rs/Ro')\n", + "\n", + "\n", + "#Save image\n", + "plt.savefig('MQ309A.svg', format = 'svg', dpi = 1200)\n", + "plt.savefig('MQ309A.png')\n", + "plt.savefig('MQ309A.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 +}