From cf88d0ed8ed241ae2ede10ced87669ca7dc12b47 Mon Sep 17 00:00:00 2001 From: miguel5612 Date: Mon, 1 Jul 2019 21:44:37 -0500 Subject: [PATCH] MQ3 graph --- .../MQ3_Regression-checkpoint.ipynb | 2363 +++++++++++++++++ Experiments/MQ2.eps | 1600 +++++++---- Experiments/MQ2.png | Bin 146058 -> 173952 bytes Experiments/MQ2.svg | 1626 +++++++----- Experiments/MQ3_Regression.ipynb | 2363 +++++++++++++++++ 5 files changed, 6790 insertions(+), 1162 deletions(-) create mode 100644 Experiments/.ipynb_checkpoints/MQ3_Regression-checkpoint.ipynb create mode 100644 Experiments/MQ3_Regression.ipynb diff --git a/Experiments/.ipynb_checkpoints/MQ3_Regression-checkpoint.ipynb b/Experiments/.ipynb_checkpoints/MQ3_Regression-checkpoint.ipynb new file mode 100644 index 0000000..0544be7 --- /dev/null +++ b/Experiments/.ipynb_checkpoints/MQ3_Regression-checkpoint.ipynb @@ -0,0 +1,2363 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "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: numpy>=1.12.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (1.16.2)\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: 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) (0.20.3)\n", + "Requirement already satisfied: scipy>=0.13.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.2.1)\n", + "Requirement already satisfied: numpy>=1.8.2 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.16.2)\n", + "Collecting imblearn\n", + " Using cached https://files.pythonhosted.org/packages/81/a7/4179e6ebfd654bd0eac0b9c06125b8b4c96a9d0a8ff9e9507eb2a26d2d7e/imblearn-0.0-py2.py3-none-any.whl\n", + "Collecting imbalanced-learn (from imblearn)\n", + " Using cached https://files.pythonhosted.org/packages/e6/62/08c14224a7e242df2cef7b312d2ef821c3931ec9b015ff93bb52ec8a10a3/imbalanced_learn-0.5.0-py3-none-any.whl\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: numpy>=1.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.16.2)\n", + "Collecting scikit-learn>=0.21 (from imbalanced-learn->imblearn)\n", + " Using cached https://files.pythonhosted.org/packages/75/14/fde90de4fc6722303ddbc183ec253c288dae8c7e4eb5a069ac49f14c9a0f/scikit_learn-0.21.2-cp37-cp37m-win_amd64.whl\n", + "Requirement already satisfied: scipy>=0.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.2.1)\n", + "Installing collected packages: scikit-learn, imbalanced-learn, imblearn\n", + " Found existing installation: scikit-learn 0.20.3\n", + " Uninstalling scikit-learn-0.20.3:\n", + " Successfully uninstalled scikit-learn-0.20.3\n", + "Successfully installed imbalanced-learn-0.5.0 imblearn-0.0 scikit-learn-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": 32, + "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": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1 \t \t \t \t \t \t \n", + "0.2 \t 4.0 \t \t \t \t \t \n", + "0.3 \t \t \t \t \t \t \n", + "0.4 \t \t \t \t \t \t \n", + "0.5 \t 1.0 \t \t \t \t \t \n", + "0.6 \t \t \t \t \t \t \n", + "0.7 \t \t \t \t \t \t \n", + "0.8 \t \t 8.0 \t \t \t \t \n", + "0.9 \t \t \t \t \t \t \n", + "1.0 \t 0.4 \t 4.0 \t \t \t \t \n", + "2.0 \t \t \t \t \t \t \n", + "3.0 \t \t \t \t \t \t \n", + "4.0 \t \t 0.1 \t \t \t \t \n", + "5.0 \t \t \t \t \t \t \n", + "6.0 \t \t \t \t \t \t \n", + "7.0 \t \t \t \t \t \t \n", + "8.0 \t \t \t \t \t \t \n", + "9.0 \t \t \t \t \t \t \n", + "10.0 \t \t \t \t 8.0 \t \t \n" + ] + } + ], + "source": [ + "for row_index in range(1,20): #reading first columns\n", + " RsR0, Alcohol, Benzine, CH4, Hexane, LPG, CO = sheetMQ3.row_values(row_index, start_colx=0, end_colx=7)\n", + " print(RsR0, \"\t\", Alcohol, \"\t\", Benzine, \"\t\", CH4, \"\t\", Hexane, \"\t\", LPG, \"\t\", CO)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "x_MQ3 = sheetMQ3.col_values(0)[2:]\n", + "MQ3_Alcohol = sheetMQ3.col_values(1)[2:]\n", + "MQ3_Benzine = sheetMQ3.col_values(2)[2:]\n", + "MQ3_CH4 = sheetMQ3.col_values(3)[2:]\n", + "MQ3_Hexane = sheetMQ3.col_values(4)[2:]\n", + "MQ3_LPG = sheetMQ3.col_values(5)[2:]\n", + "MQ3_CO = sheetMQ3.col_values(6)[2:]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "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": 40, + "metadata": {}, + "outputs": [], + "source": [ + "MQ3_Alcohol =zero_to_nan(MQ3_Alcohol)\n", + "MQ3_Benzine =zero_to_nan(MQ3_Benzine)\n", + "MQ3_CH4 =zero_to_nan(MQ3_CH4)\n", + "MQ3_Hexane =zero_to_nan(MQ3_Hexane)\n", + "MQ3_LPG =zero_to_nan(MQ3_LPG)\n", + "MQ3_CO =zero_to_nan(MQ3_CO)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "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", + "dataAlcohol = {'RsRo': x_MQ3, 'Alcohol': MQ3_Alcohol}\n", + "dataBenzine = {'RsRo': x_MQ3, 'Benzine': MQ3_Benzine}\n", + "dataCH4 = {'RsRo': x_MQ3, 'CH4': MQ3_CH4}\n", + "dataHexane = {'RsRo': x_MQ3, 'Hexane': MQ3_Hexane}\n", + "dataLPG = {'RsRo': x_MQ3, 'LPG': MQ3_LPG}\n", + "dataCO = {'RsRo': x_MQ3, 'CO': MQ3_CO}\n", + "\n", + "dfMQ3_Alcohol = pd.DataFrame(dataAlcohol)\n", + "dfMQ3_Benzine = pd.DataFrame(dataBenzine)\n", + "dfMQ3_CH4 = pd.DataFrame(dataCH4)\n", + "dfMQ3_Hexane = pd.DataFrame(dataHexane)\n", + "dfMQ3_LPG = pd.DataFrame(dataLPG)\n", + "dfMQ3_CO = pd.DataFrame(dataCO)\n", + "\n", + "dfMQ3_Alcohol['Alcohol'] = pd.to_numeric(dfMQ3_Alcohol['Alcohol'])\n", + "dfMQ3_Benzine['Benzine'] = pd.to_numeric(dfMQ3_Benzine['Benzine'])\n", + "dfMQ3_CH4['CH4'] = pd.to_numeric(dfMQ3_CH4['CH4'])\n", + "dfMQ3_Hexane['Hexane'] = pd.to_numeric(dfMQ3_Hexane['Hexane'])\n", + "dfMQ3_LPG['LPG'] = pd.to_numeric(dfMQ3_LPG['LPG'])\n", + "dfMQ3_CO['CO'] = pd.to_numeric(dfMQ3_CO['CO'])\n", + "\n", + "dfMQ3_Alcohol['Alcohol'] = dfMQ3_Alcohol['Alcohol'].replace('',None, regex=True)\n", + "dfMQ3_Benzine['Benzine'] = dfMQ3_Benzine['Benzine'].replace('',None, regex=True)\n", + "dfMQ3_CH4['CH4'] = dfMQ3_CH4['CH4'].replace('',None, regex=True)\n", + "dfMQ3_Hexane['Hexane'] = dfMQ3_Hexane['Hexane'].replace('',None, regex=True)\n", + "dfMQ3_LPG['LPG'] = dfMQ3_LPG['LPG'].replace('',None, regex=True)\n", + "dfMQ3_CO['CO'] = dfMQ3_CO['CO'].replace('',None, regex=True)\n", + "\n", + "#Global X_Predict variable\n", + "X_Predict = dfMQ3_Alcohol.RsRo.apply(lambda x: [x]).tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train alcohol\n", + "dataset2TrainAlcohol = dfMQ3_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", + "MQ3_Alcohol = Alcohol_Predicted\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train Benzine\n", + "dataset2TrainBenzine = dfMQ3_Benzine.copy()\n", + "dataset2TrainBenzine.dropna(inplace=True)\n", + "X_trainBenzine = dataset2TrainBenzine.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainBenzine = dataset2TrainBenzine['Benzine'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainBenzine, y_trainBenzine)\n", + "#Predict\n", + "Benzine_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ3_Benzine = Benzine_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CH4\n", + "dataset2TrainCH4 = dfMQ3_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", + "MQ3_CH4 = CH4_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train Hexane\n", + "dataset2TrainHexane = dfMQ3_Hexane.copy()\n", + "dataset2TrainHexane.dropna(inplace=True)\n", + "X_trainHexane = dataset2TrainHexane.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainHexane = dataset2TrainHexane['Hexane'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainHexane, y_trainHexane)\n", + "#Predict\n", + "CO_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ3_Hexane = CO_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train LPG\n", + "dataset2TrainLPG = dfMQ3_LPG.copy()\n", + "dataset2TrainLPG.dropna(inplace=True)\n", + "X_trainLPG = dataset2TrainLPG.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainLPG = dataset2TrainLPG['LPG'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainLPG, y_trainLPG)\n", + "#Predict\n", + "LPG_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ3_LPG = LPG_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CO\n", + "dataset2TrainCO = dfMQ3_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", + "MQ3_CO = CO_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "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", 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+ " \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" + ], + "text/plain": [ + "
" + ] + }, + "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(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('MQ2.svg', format = 'svg', dpi = 1200)\n", + "plt.savefig('MQ2.png')\n", + "plt.savefig('MQ2.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/MQ2.eps b/Experiments/MQ2.eps index 1b9d002..8ec4bda 100644 --- a/Experiments/MQ2.eps +++ b/Experiments/MQ2.eps @@ -1,7 +1,7 @@ %!PS-Adobe-3.0 EPSF-3.0 %%Title: MQ2.eps %%Creator: matplotlib version 3.0.3, http://matplotlib.org/ -%%CreationDate: Mon Jul 1 20:57:09 2019 +%%CreationDate: Mon Jul 1 21:41:20 2019 %%Orientation: portrait %%BoundingBox: -18 198 630 594 %%EndComments @@ -42,7 +42,7 @@ newpath /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 /A /C /G /H /L /M /O /P /Q /R /a /b /c /d /e /f /h /i /l /n /o /p /r /s /t /minus ] def +/Encoding [ /space /hyphen /slash /zero /one /two /three /four /A /B /C /G /H /L /M /O /P /Q /R /a /b /c /d /e /f /h /i /l /n /o /p /r /s /t /x /z /minus ] def /FontInfo 10 dict dup begin /FamilyName (DejaVu Sans) def /FullName (DejaVu Sans) def @@ -54,7 +54,7 @@ newpath /UnderlinePosition -130 def /UnderlineThickness 90 def end readonly def -/CharStrings 35 dict dup begin +/CharStrings 38 dict dup begin /.notdef 0 def /space{318 0 0 0 0 0 _sc }_d @@ -195,6 +195,36 @@ _cl}_d 8 0 _l 286 729 _l _cl}_d +/B{{686 0 98 0 615 729 _sc +197 348 _m +197 81 _l +355 81 _l +408 81 447 92 473 114 _c +498 136 511 169 511 215 _c +511 260 498 293 473 315 _c +447 337 408 348 355 348 _c +197 348 _l +197 648 _m +197 428 _l +343 428 _l +391 428 426 437 450 455 _c +474 473 486 500 486 538 _c +486 574 474 602 450 620 _c +426 638 391 648 343 648 _c +197 648 _l +98 729 _m +350 729 _l +}_e{425 729 483 713 524 682 _c +564 650 585 606 585 549 _c +585 504 574 468 553 442 _c +532 416 502 399 462 393 _c +510 382 548 360 575 327 _c +601 294 615 253 615 204 _c +615 138 592 88 548 53 _c +504 17 441 0 360 0 _c +98 0 _l +98 729 _l +_cl}_e}_d /C{{698 0 56 -13 644 742 _sc 644 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https://files.pythonhosted.org/packages/81/a7/4179e6ebfd654bd0eac0b9c06125b8b4c96a9d0a8ff9e9507eb2a26d2d7e/imblearn-0.0-py2.py3-none-any.whl\n", + "Collecting imbalanced-learn (from imblearn)\n", + " Using cached https://files.pythonhosted.org/packages/e6/62/08c14224a7e242df2cef7b312d2ef821c3931ec9b015ff93bb52ec8a10a3/imbalanced_learn-0.5.0-py3-none-any.whl\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: numpy>=1.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.16.2)\n", + "Collecting scikit-learn>=0.21 (from imbalanced-learn->imblearn)\n", + " Using cached https://files.pythonhosted.org/packages/75/14/fde90de4fc6722303ddbc183ec253c288dae8c7e4eb5a069ac49f14c9a0f/scikit_learn-0.21.2-cp37-cp37m-win_amd64.whl\n", + "Requirement already satisfied: scipy>=0.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.2.1)\n", + "Installing collected packages: scikit-learn, imbalanced-learn, imblearn\n", + " Found existing installation: scikit-learn 0.20.3\n", + " Uninstalling scikit-learn-0.20.3:\n", + " Successfully uninstalled scikit-learn-0.20.3\n", + "Successfully installed imbalanced-learn-0.5.0 imblearn-0.0 scikit-learn-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": 32, + "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": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1 \t \t \t \t \t \t \n", + "0.2 \t 4.0 \t \t \t \t \t \n", + "0.3 \t \t \t \t \t \t \n", + "0.4 \t \t \t \t \t \t \n", + "0.5 \t 1.0 \t \t \t \t \t \n", + "0.6 \t \t \t \t \t \t \n", + "0.7 \t \t \t \t \t \t \n", + "0.8 \t \t 8.0 \t \t \t \t \n", + "0.9 \t \t \t \t \t \t \n", + "1.0 \t 0.4 \t 4.0 \t \t \t \t \n", + "2.0 \t \t \t \t \t \t \n", + "3.0 \t \t \t \t \t \t \n", + "4.0 \t \t 0.1 \t \t \t \t \n", + "5.0 \t \t \t \t \t \t \n", + "6.0 \t \t \t \t \t \t \n", + "7.0 \t \t \t \t \t \t \n", + "8.0 \t \t \t \t \t \t \n", + "9.0 \t \t \t \t \t \t \n", + "10.0 \t \t \t \t 8.0 \t \t \n" + ] + } + ], + "source": [ + "for row_index in range(1,20): #reading first columns\n", + " RsR0, Alcohol, Benzine, CH4, Hexane, LPG, CO = sheetMQ3.row_values(row_index, start_colx=0, end_colx=7)\n", + " print(RsR0, \"\t\", Alcohol, \"\t\", Benzine, \"\t\", CH4, \"\t\", Hexane, \"\t\", LPG, \"\t\", CO)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "x_MQ3 = sheetMQ3.col_values(0)[2:]\n", + "MQ3_Alcohol = sheetMQ3.col_values(1)[2:]\n", + "MQ3_Benzine = sheetMQ3.col_values(2)[2:]\n", + "MQ3_CH4 = sheetMQ3.col_values(3)[2:]\n", + "MQ3_Hexane = sheetMQ3.col_values(4)[2:]\n", + "MQ3_LPG = sheetMQ3.col_values(5)[2:]\n", + "MQ3_CO = sheetMQ3.col_values(6)[2:]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "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": 40, + "metadata": {}, + "outputs": [], + "source": [ + "MQ3_Alcohol =zero_to_nan(MQ3_Alcohol)\n", + "MQ3_Benzine =zero_to_nan(MQ3_Benzine)\n", + "MQ3_CH4 =zero_to_nan(MQ3_CH4)\n", + "MQ3_Hexane =zero_to_nan(MQ3_Hexane)\n", + "MQ3_LPG =zero_to_nan(MQ3_LPG)\n", + "MQ3_CO =zero_to_nan(MQ3_CO)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "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", + "dataAlcohol = {'RsRo': x_MQ3, 'Alcohol': MQ3_Alcohol}\n", + "dataBenzine = {'RsRo': x_MQ3, 'Benzine': MQ3_Benzine}\n", + "dataCH4 = {'RsRo': x_MQ3, 'CH4': MQ3_CH4}\n", + "dataHexane = {'RsRo': x_MQ3, 'Hexane': MQ3_Hexane}\n", + "dataLPG = {'RsRo': x_MQ3, 'LPG': MQ3_LPG}\n", + "dataCO = {'RsRo': x_MQ3, 'CO': MQ3_CO}\n", + "\n", + "dfMQ3_Alcohol = pd.DataFrame(dataAlcohol)\n", + "dfMQ3_Benzine = pd.DataFrame(dataBenzine)\n", + "dfMQ3_CH4 = pd.DataFrame(dataCH4)\n", + "dfMQ3_Hexane = pd.DataFrame(dataHexane)\n", + "dfMQ3_LPG = pd.DataFrame(dataLPG)\n", + "dfMQ3_CO = pd.DataFrame(dataCO)\n", + "\n", + "dfMQ3_Alcohol['Alcohol'] = pd.to_numeric(dfMQ3_Alcohol['Alcohol'])\n", + "dfMQ3_Benzine['Benzine'] = pd.to_numeric(dfMQ3_Benzine['Benzine'])\n", + "dfMQ3_CH4['CH4'] = pd.to_numeric(dfMQ3_CH4['CH4'])\n", + "dfMQ3_Hexane['Hexane'] = pd.to_numeric(dfMQ3_Hexane['Hexane'])\n", + "dfMQ3_LPG['LPG'] = pd.to_numeric(dfMQ3_LPG['LPG'])\n", + "dfMQ3_CO['CO'] = pd.to_numeric(dfMQ3_CO['CO'])\n", + "\n", + "dfMQ3_Alcohol['Alcohol'] = dfMQ3_Alcohol['Alcohol'].replace('',None, regex=True)\n", + "dfMQ3_Benzine['Benzine'] = dfMQ3_Benzine['Benzine'].replace('',None, regex=True)\n", + "dfMQ3_CH4['CH4'] = dfMQ3_CH4['CH4'].replace('',None, regex=True)\n", + "dfMQ3_Hexane['Hexane'] = dfMQ3_Hexane['Hexane'].replace('',None, regex=True)\n", + "dfMQ3_LPG['LPG'] = dfMQ3_LPG['LPG'].replace('',None, regex=True)\n", + "dfMQ3_CO['CO'] = dfMQ3_CO['CO'].replace('',None, regex=True)\n", + "\n", + "#Global X_Predict variable\n", + "X_Predict = dfMQ3_Alcohol.RsRo.apply(lambda x: [x]).tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train alcohol\n", + "dataset2TrainAlcohol = dfMQ3_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", + "MQ3_Alcohol = Alcohol_Predicted\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train Benzine\n", + "dataset2TrainBenzine = dfMQ3_Benzine.copy()\n", + "dataset2TrainBenzine.dropna(inplace=True)\n", + "X_trainBenzine = dataset2TrainBenzine.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainBenzine = dataset2TrainBenzine['Benzine'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainBenzine, y_trainBenzine)\n", + "#Predict\n", + "Benzine_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ3_Benzine = Benzine_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CH4\n", + "dataset2TrainCH4 = dfMQ3_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", + "MQ3_CH4 = CH4_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train Hexane\n", + "dataset2TrainHexane = dfMQ3_Hexane.copy()\n", + "dataset2TrainHexane.dropna(inplace=True)\n", + "X_trainHexane = dataset2TrainHexane.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainHexane = dataset2TrainHexane['Hexane'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainHexane, y_trainHexane)\n", + "#Predict\n", + "CO_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ3_Hexane = CO_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train LPG\n", + "dataset2TrainLPG = dfMQ3_LPG.copy()\n", + "dataset2TrainLPG.dropna(inplace=True)\n", + "X_trainLPG = dataset2TrainLPG.RsRo.apply(lambda x: [x]).tolist()\n", + "y_trainLPG = dataset2TrainLPG['LPG'].tolist()\n", + "model = linear_model.Lasso(alpha=0.1)\n", + "model.fit(X_trainLPG, y_trainLPG)\n", + "#Predict\n", + "LPG_Predicted = model.predict(X_Predict)\n", + "#save into MQ2\n", + "MQ3_LPG = LPG_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "#Model and train CO\n", + "dataset2TrainCO = dfMQ3_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", + "MQ3_CO = CO_Predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "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", + " \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(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('MQ2.svg', format = 'svg', dpi = 1200)\n", + "plt.savefig('MQ2.png')\n", + "plt.savefig('MQ2.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 +}