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MQSensorsLib/Internal_design_documents/Experiments/MQ2_Regression.ipynb
miguel5612 9338da06e9 Linguistic fix
2019-08-15 11:05:19 -05:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"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": [
"RS/R0 \t H2 \t LPG \t CH4 \t CO \t Alcohol \t Propane\n",
"0.1 \t \t \t \t \t \t \n",
"0.2 \t \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 \t \t \t \t \t \n",
"0.6 \t \t 2000.0 \t \t \t \t 2000.0\n",
"0.7 \t 2100.0 \t \t \t \t \t \n",
"0.8 \t \t 1000.0 \t \t \t \t 1000.0\n",
"0.9 \t \t 800.0 \t 5000.0 \t \t 5000.0 \t 800.0\n",
"1.0 \t 1000.0 \t \t \t \t \t \n",
"2.0 \t 201.0 \t \t 800.0 \t \t 500.0 \t \n",
"3.0 \t \t \t 200.0 \t 1000.0 \t 200.0 \t \n",
"4.0 \t \t \t \t 500.0 \t \t \n",
"5.0 \t \t \t \t 200.0 \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"
]
}
],
"source": [
"for row_index in range(1,20): #reading first columns\n",
" RsR0, H2, LPG, CH4, CO, Alcohol, propane = sheetMQ2.row_values(row_index, start_colx=0, end_colx=7)\n",
" print(RsR0, \"\t\", H2, \"\t\", LPG, \"\t\", CH4, \"\t\", CO, \"\t\", Alcohol, \"\t\", propane)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"x_MQ2 = sheetMQ2.col_values(0)[2:]\n",
"MQ2_H2 = sheetMQ2.col_values(1)[2:]\n",
"MQ2_LPG = sheetMQ2.col_values(2)[2:]\n",
"MQ2_CH4 = sheetMQ2.col_values(3)[2:]\n",
"MQ2_CO = sheetMQ2.col_values(4)[2:]\n",
"MQ2_Alcohol = sheetMQ2.col_values(5)[2:]\n",
"MQ2_propane = sheetMQ2.col_values(6)[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": [
"MQ2_H2 =zero_to_nan(MQ2_H2)\n",
"MQ2_LPG =zero_to_nan(MQ2_LPG)\n",
"MQ2_CH4 =zero_to_nan(MQ2_CH4)\n",
"MQ2_CO =zero_to_nan(MQ2_CO)\n",
"MQ2_Alcohol =zero_to_nan(MQ2_Alcohol)\n",
"MQ2_propane =zero_to_nan(MQ2_propane)"
]
},
{
"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",
"dataH2 = {'RsRo': x_MQ2, 'H2': MQ2_H2}\n",
"dataLPG = {'RsRo': x_MQ2, 'LPG': MQ2_LPG}\n",
"dataCH4 = {'RsRo': x_MQ2, 'CH4': MQ2_CH4}\n",
"dataCO = {'RsRo': x_MQ2, 'CO': MQ2_CO}\n",
"dataAlcohol = {'RsRo': x_MQ2, 'Alcohol': MQ2_Alcohol}\n",
"dataPropane = {'RsRo': x_MQ2, 'Propane': MQ2_propane}\n",
"\n",
"dfMQ2_H2 = pd.DataFrame(dataH2)\n",
"dfMQ2_LPG = pd.DataFrame(dataLPG)\n",
"dfMQ2_CH4 = pd.DataFrame(dataCH4)\n",
"dfMQ2_CO = pd.DataFrame(dataCO)\n",
"dfMQ2_Alcohol = pd.DataFrame(dataAlcohol)\n",
"dfMQ2_Propane = pd.DataFrame(dataPropane)\n",
"\n",
"dfMQ2_H2['H2'] = pd.to_numeric(dfMQ2_H2['H2'])\n",
"dfMQ2_LPG['LPG'] = pd.to_numeric(dfMQ2_LPG['LPG'])\n",
"dfMQ2_CH4['CH4'] = pd.to_numeric(dfMQ2_CH4['CH4'])\n",
"dfMQ2_CO['CO'] = pd.to_numeric(dfMQ2_CO['CO'])\n",
"dfMQ2_Alcohol['Alcohol'] = pd.to_numeric(dfMQ2_Alcohol['Alcohol'])\n",
"dfMQ2_Propane['Propane'] = pd.to_numeric(dfMQ2_Propane['Propane'])\n",
"\n",
"dfMQ2_H2['H2'] = dfMQ2_H2['H2'].replace('',None, regex=True)\n",
"dfMQ2_LPG['LPG'] = dfMQ2_LPG['LPG'].replace('',None, regex=True)\n",
"dfMQ2_CH4['CH4'] = dfMQ2_CH4['CH4'].replace('',None, regex=True)\n",
"dfMQ2_CO['CO'] = dfMQ2_CO['CO'].replace('',None, regex=True)\n",
"dfMQ2_Alcohol['Alcohol'] = dfMQ2_Alcohol['Alcohol'].replace('',None, regex=True)\n",
"dfMQ2_Propane['Propane'] = dfMQ2_Propane['Propane'].replace('',None, regex=True)\n",
"\n",
"#Global X_Predict variable\n",
"X_Predict = dfMQ2_H2.RsRo.apply(lambda x: [x]).tolist()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#Model and train\n",
"dataset2TrainH2 = dfMQ2_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",
"MQ2_H2 = H2_Predicted"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"#Model and train\n",
"dataset2TrainLPG = dfMQ2_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",
"MQ2_LPG = LPG_Predicted"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#Model and train\n",
"dataset2TrainCH4 = dfMQ2_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",
"MQ2_CH4 = CH4_Predicted"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#Model and train\n",
"dataset2TrainCO = dfMQ2_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",
"MQ2_CO = CO_Predicted"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"#Model and train\n",
"dataset2TrainAlcohol = dfMQ2_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",
"MQ2_Alcohol = Alcohol_Predicted"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"#Model and train\n",
"dataset2TrainPropane = dfMQ2_Propane.copy()\n",
"dataset2TrainPropane.dropna(inplace=True)\n",
"X_trainPropane = dataset2TrainPropane.RsRo.apply(lambda x: [x]).tolist()\n",
"y_trainPropane = dataset2TrainPropane['Propane'].tolist()\n",
"model = linear_model.Lasso(alpha=0.1)\n",
"model.fit(X_trainPropane, y_trainPropane)\n",
"#Predict\n",
"Propane_Predicted = model.predict(X_Predict)\n",
"#save into MQ2\n",
"MQ2_propane = Propane_Predicted"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
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"text/plain": [
"<Figure size 1800x1100 with 1 Axes>"
]
},
"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(MQ2_H2, x_MQ2, marker='o', linewidth=1, label='H2')\n",
"plt.plot(MQ2_LPG, x_MQ2, marker='o', linewidth=1, label='LPG')\n",
"plt.plot(MQ2_CH4, x_MQ2, marker='o', linewidth=1, label='CH4')\n",
"plt.plot(MQ2_CO, x_MQ2, marker='o', linewidth=1, label='CO')\n",
"plt.plot(MQ2_Alcohol, x_MQ2, marker='o', linewidth=1, label='Alcohol')\n",
"plt.plot(MQ2_propane, x_MQ2, marker='o', linewidth=1, label='Propane')\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-2 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)"
]
},
{
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