{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook will help you get started with pyTGA quickly. \n", "It covers reading data (using Perkin Elmer files as an example), accessing different stages of an experiment, calculating a derivative and simple calculations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " Hint: If you are using Mettler Toledo files, check out the \n", " \n", " parsing notebook\n", " (under 'Usage') first. You can also directly download these notebooks from the GitHub repository of this project.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loading the package using the command below. \n", "If you did not install it using pip, make sure the folder 'TGA_utils' is in the same directory as your script. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import pyTGA as tga\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The TGA_exp class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In its simplest form, the package parses the whole experiment as an instance of the 'TGA_exp' class. To look at the method utilized, you can print it using '.method'. You get the individual stages of the experiment as pandas dataframe using the .stages['stage_name'] method. As a default, all the stages are just labeled 'stage1', 'stage2' etc. To obtain the full data of the experiment in one frame, use the .full attribute." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date: 26/10/2021\n", "Time: 14:40:00\n", "Method: \n", "Start the Run \n", "\tAction occurs Immediately \n", "Switch the Gas to Oxygen at 45.0 ml/min \n", "\tAction occurs Immediately \n", "1)\tHold for 1.0 min at 30.00°C \n", " \n", "2)\tHeat from 30.00°C to 800.00°C at 10.00°C/min \n", " \n", "3)\tHold for 1.0 min at 800.00°C \n", "\t\tSwitch the Gas to Nitrogen at 45.0 ml/min \n", "\t\t\tAction occurs Immediately \n", " \n", "\n", "['stage1', 'stage2', 'stage3']\n", " Time Unsubtracted weight Baseline weight Program Temp. \\\n", "0 0.916667 8.795345 0.0 30.0 \n", "1 0.933333 8.795107 0.0 30.0 \n", "\n", " Sample Temp. Sample Purge Flow Balance purge flow \n", "0 30.05 44.9 70.0 \n", "1 30.05 44.9 70.0 \n" ] } ], "source": [ "data_dir = os.path.abspath(os.path.join(os.getcwd(), '..', '..', '..', 'example_data'))\n", "my_exp = tga.parse_txt(os.path.join(data_dir, 'burnoff_example.txt'), exp_type='general')\n", "print('Date:', my_exp.date)\n", "print('Time:', my_exp.time)\n", "print(my_exp.method)\n", "print(my_exp.stage_names())\n", "print(my_exp.stages['stage2'].head(2))\n", "#for full:\n", "# print(my_exp.full.head(2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For quickly plotting the whole experiment, use the quickplot method." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_exp.quickplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Units\n", "\n", "The units of the default weight, time and temperature colums are accesible as follows:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "time unit: min\n", "temperature unit: °C\n", "weight unit: mg\n" ] } ], "source": [ "print('time unit: ', my_exp.time_unit)\n", "print('temperature unit: ', my_exp.temp_unit)\n", "print('weight unit: ', my_exp.weight_unit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trimming stages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often we only want to use part of a stage, for example if a material loses water. For this we can use the trim_stage method, specifying the temperature range we want to use." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " index Time Unsubtracted weight Baseline weight Program Temp. \\\n", "0 1029 18.066667 8.709263 0.0 200.69 \n", "1 1030 18.083333 8.709229 0.0 200.85 \n", "2 1031 18.100000 8.709195 0.0 201.02 \n", "3 1032 18.116667 8.709161 0.0 201.19 \n", "4 1033 18.133333 8.709093 0.0 201.35 \n", "\n", " Sample Temp. Sample Purge Flow Balance purge flow \n", "0 200.05 44.9 70.0 \n", "1 200.21 44.9 70.0 \n", "2 200.37 44.9 70.0 \n", "3 200.54 44.9 70.0 \n", "4 200.71 44.9 70.0 \n" ] } ], "source": [ "my_exp.trim_stage('stage2',temp_range = [200,750])\n", "print(my_exp.stages['stage2'].head(5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often we want to calculate the derivative of the weight loss profile. We can do this using the calc_DTGA_stage function. With x and y you can specify in what units to calculate the derivative. You can use 'Time' or 'Temp' for the x-axis, or 'absolute' and 'relative' for the y axis. As a default you can use the temperature and the relative sample weight. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating a derivative" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " index Time Unsubtracted weight Baseline weight Program Temp. \\\n", "0 1029 18.066667 8.709263 0.0 200.69 \n", "1 1030 18.083333 8.709229 0.0 200.85 \n", "2 1031 18.100000 8.709195 0.0 201.02 \n", "3 1032 18.116667 8.709161 0.0 201.19 \n", "4 1033 18.133333 8.709093 0.0 201.35 \n", "\n", " Sample Temp. Sample Purge Flow Balance purge flow DTGA_Temp_relative \n", "0 200.05 44.9 70.0 NaN \n", "1 200.21 44.9 70.0 NaN \n", "2 200.37 44.9 70.0 NaN \n", "3 200.54 44.9 70.0 NaN \n", "4 200.71 44.9 70.0 NaN \n" ] } ], "source": [ "my_exp = tga.calc_DTGA_stage(my_exp,'stage2',x='Temp',y='relative')\n", "print(my_exp.stages['stage2'].head(5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot the profile:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax2 = ax.twinx()\n", "df_TGA = my_exp.stages['stage2']\n", "ax.plot(df_TGA['Sample Temp.'],df_TGA['DTGA_Temp_relative']*100,linestyle='--')\n", "ax2.plot(df_TGA['Sample Temp.'],df_TGA['Unsubtracted weight']/df_TGA['Unsubtracted weight'].max()*100)\n", "ax.set_xlim([200,750])\n", "ax.set_ylim(0,)\n", "\n", "ax.set_xlabel('Temperature (°C)')\n", "ax.set_ylabel('DTGA (% rel. weight/°C)')\n", "ax2.set_ylabel('Sample weight (%)')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's determine the coke content by comparing the maximum and minimum weight during the experiment:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coke content is 3.0 %\n" ] } ], "source": [ "def get_coke_content(stage):\n", " catweight = stage['Unsubtracted weight'].min()\n", " cokeweight = stage['Unsubtracted weight'].max() - catweight\n", " return cokeweight/(catweight+cokeweight)\n", "\n", "coke_content = get_coke_content(my_exp.stages['stage2'])\n", "print('Coke content is',np.round(coke_content*100,3), '%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And determine the coke burnoff temperature:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tmax is 546.83 °C\n" ] } ], "source": [ "def calc_Tmax(stage):\n", " DTGA_cols = [col for col in stage.columns if 'DTGA' in col] #looking for the first DTGA column, in case there are multiple\n", " Tmax = stage['Sample Temp.'].iloc[stage[DTGA_cols[0]].idxmax()]\n", " return Tmax\n", "\n", "Tmax = calc_Tmax(my_exp.stages['stage2'])\n", "print('Tmax is',Tmax,'°C')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subclasses: Plastic Pyrolysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a rather simple experiment. Let's try a more complicated, 2 stage plastic cracking experiment, where we first dry the catalyst, then crack the polymer, and finally burn off the coke. You can see the thermogram for the whole experiment below. Here the important bits are stage 4 where the cracking happens, and stage 8 where the burnoff happens (these are the default values). For these experiments we can make a new subclass 'TGA_pyro', that makes these stages easily accessible and includes calculation of parameters we might use often, e.g. the mass of the catalyst or the T50 temperature. When you want to change which stage is assigned to cracking or burnoff, you can use tga_exp.cracking_stage_name = 'stage4' etc." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Method: \n", "Start the Run \n", "\tAction occurs Immediately \n", "Switch the Gas to Nitrogen at 45.0 ml/min \n", "\tAction occurs Immediately \n", "1)\tHold for 1.0 min at 50.00°C \n", " \n", "2)\tHeat from 50.00°C to 130.00°C at 5.00°C/min \n", " \n", "3)\tHold for 20.0 min at 130.00°C \n", " \n", "4)\tHeat from 130.00°C to 600.00°C at 5.00°C/min \n", " \n", "5)\tHold for 5.0 min at 600.00°C \n", " \n", "6)\tCool from 600.00°C to 50.00°C at 500.00°C/min \n", " \n", "7)\tHold for 20.0 min at 50.00°C \n", " \n", "8)\tHeat from 50.00°C to 800.00°C at 20.00°C/min \n", "\t\tSwitch the Gas to Oxygen at 45.0 ml/min \n", "\t\t\tAction occurs Immediately \n", " \n", "9)\tHeat from 800.00°C to 1000.00°C at 100.00°C/min \n", " \n", "10)\tHold for 5.0 min at 1000.00°C \n", "\t\tSwitch the Gas to Nitrogen at 45.0 ml/min \n", "\t\t\tAction occurs Immediately \n", " \n", "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "T50 in cracking is 230.89 °C\n" ] } ], "source": [ "tga_exp = tga.parse_TGA(data_dir+'/plastic_cracking_example.txt',exp_type='pyro',calculate_DTGA=True)\n", "tga_exp.cracking_stage_name = 'stage4'\n", "tga_exp.burnoff_stage_name = 'stage8'\n", "print(tga_exp.method)\n", "tga_exp.quickplot()\n", "tga_exp.T50 = tga.calc_T50(tga_exp.cracking()) # calculate T50 for the cracking stage\n", "print( 'T50 in cracking is ' + '{} °C'.format(tga_exp.T50))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This allows to access the important stages directly:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pyrolysis part:\n", " Time Unsubtracted weight Baseline weight Program Temp. \\\n", "6 37.000000 6.924367 0.0 130.04 \n", "7 37.016667 6.924367 0.0 130.13 \n", "8 37.033333 6.924401 0.0 130.21 \n", "9 37.050000 6.924401 0.0 130.29 \n", "10 37.066667 6.924435 0.0 130.38 \n", "\n", " Sample Temp. Sample Purge Flow Balance purge flow rel_weight_twl \\\n", "6 130.02 44.9 70.0 0.999892 \n", "7 130.04 44.9 70.0 0.999892 \n", "8 130.09 44.9 70.0 0.999897 \n", "9 130.15 44.9 70.0 0.999897 \n", "10 130.22 44.9 70.0 0.999902 \n", "\n", " rel_weight_pwl DTGA_pwl DTGA_twl \n", "6 0.999846 NaN NaN \n", "7 0.999846 NaN NaN \n", "8 0.999853 NaN NaN \n", "9 0.999853 NaN NaN \n", "10 0.999860 NaN NaN \n", "Burnoff part:\n" ] }, { "data": { "text/html": [ "
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TimeUnsubtracted weightBaseline weightProgram Temp.Sample Temp.Sample Purge FlowBalance purge flowrel_weight_twlrel_weight_pwlDTGA_pwlDTGA_twl
1157.1156412.1400620.050.050.044.970.00.9979240.015035NaNNaN
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4157.1656412.1406060.050.050.044.970.00.9981770.015147NaNNaN
5157.1823082.1408100.050.050.044.970.00.9982720.015189NaNNaN
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" ], "text/plain": [ " Time Unsubtracted weight Baseline weight Program Temp. \\\n", "1 157.115641 2.140062 0.0 50.0 \n", "2 157.132308 2.140266 0.0 50.0 \n", "3 157.148974 2.140436 0.0 50.0 \n", "4 157.165641 2.140606 0.0 50.0 \n", "5 157.182308 2.140810 0.0 50.0 \n", "\n", " Sample Temp. Sample Purge Flow Balance purge flow rel_weight_twl \\\n", "1 50.0 44.9 70.0 0.997924 \n", "2 50.0 44.8 70.0 0.998019 \n", "3 50.0 44.9 70.0 0.998098 \n", "4 50.0 44.9 70.0 0.998177 \n", "5 50.0 44.9 70.0 0.998272 \n", "\n", " rel_weight_pwl DTGA_pwl DTGA_twl \n", "1 0.015035 NaN NaN \n", "2 0.015077 NaN NaN \n", "3 0.015112 NaN NaN \n", "4 0.015147 NaN NaN \n", "5 0.015189 NaN NaN " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('Pyrolysis part:')\n", "print(tga_exp.cracking().head(5))\n", "print('Burnoff part:')\n", "tga_exp.burnoff().head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With methods of the class we can obtain all other parameters of interest. You can make your own subclass and specify methods for it as required." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Catalyst weight 2.067 mg\n", "Polymer weight 4.858 mg\n", "Coke yield 1.5 %\n", "Tmax cracking 245.0 °C\n", "Tmax coke burnoff 611.05 °C\n" ] } ], "source": [ "results = np.array([tga_exp.m_cat(),tga_exp.m_poly(),tga_exp.coke_yield()])\n", "np.round(results,3,results)\n", "print('Catalyst weight', results[0], 'mg')\n", "print('Polymer weight', results[1], 'mg')\n", "print('Coke yield', results[2]*100, '%')\n", "print('Tmax cracking', tga.calc_Tmax_exp(tga_exp, 'cracking'), '°C')\n", "print('Tmax coke burnoff', tga.calc_Tmax_exp(tga_exp, 'burnoff'), '°C')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we want to just look at the whole experiment?\n", "For this we can use the .full attribute. Alternatively, you can combine all stages using the keyword 'all', or supply it with a list of stages e.g. ['stage1','stage2']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Option 1\n", "fig, ax = plt.subplots()\n", "ax2 = ax.twinx()\n", "ax.plot(tga_exp.full['Time']/60,tga_exp.full['Unsubtracted weight'])\n", "ax2.plot(tga_exp.full['Time']/60,tga_exp.full['Sample Temp.'],linestyle='--')\n", "ax.set_xlabel('Time (h)')\n", "ax.set_ylabel('Sample weight (%)')\n", "ax2.set_ylabel('Temperature (°C)')\n", "ax.set_xlim(0,tga_exp.full['Time'].max()/60)\n", "ax2.set_ylim(30,)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Option 2\n", "tga_exp.combine_stages(['stage4', 'stage8'],new_stage_name='combined')\n", "fig, ax = plt.subplots()\n", "ax2 = ax.twinx()\n", "ax.plot(tga_exp.stages['combined']['Time']/60,tga_exp.stages['combined']['Unsubtracted weight'])\n", "ax2.plot(tga_exp.stages['combined']['Time']/60,tga_exp.stages['combined']['Sample Temp.'], linestyle='--', marker='o',markersize=2, markevery=100,alpha=0.5)\n", "ax.set_xlabel('Time (h)')\n", "ax.set_ylabel('Sample weight (%)')\n", "ax2.set_ylabel('Temperature (°C)')\n", "ax.set_xlim(0,tga_exp.stages['combined']['Time'].max()/60)\n", "ax2.set_ylim(30,)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Method: \n", "Start the Run \n", "\tAction occurs Immediately \n", "Switch the Gas to Nitrogen at 45.0 ml/min \n", "\tAction occurs Immediately \n", "1)\tHold for 1.0 min at 50.00°C \n", " \n", "2)\tHeat from 50.00°C to 130.00°C at 5.00°C/min \n", " \n", "3)\tHold for 20.0 min at 130.00°C \n", " \n", "4)\tHeat from 130.00°C to 600.00°C at 5.00°C/min \n", " \n", "5)\tHold for 5.0 min at 600.00°C \n", " \n", "6)\tCool from 600.00°C to 50.00°C at 500.00°C/min \n", " \n", "7)\tHold for 20.0 min at 50.00°C \n", " \n", "8)\tHeat from 50.00°C to 800.00°C at 20.00°C/min \n", "\t\tSwitch the Gas to Oxygen at 45.0 ml/min \n", "\t\t\tAction occurs Immediately \n", " \n", "9)\tHeat from 800.00°C to 1000.00°C at 100.00°C/min \n", " \n", "10)\tHold for 5.0 min at 1000.00°C \n", "\t\tSwitch the Gas to Nitrogen at 45.0 ml/min \n", "\t\t\tAction occurs Immediately \n", " \n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "T50 in cracking is 230.89 °C\n" ] } ], "source": [ "tga_exp = tga.parse_TGA(data_dir+'/plastic_cracking_example.txt',exp_type='pyro',calculate_DTGA=True)\n", "print(tga_exp.method)\n", "tga_exp.quickplot()\n", "tga_exp.T50 = tga.calc_T50(tga_exp.cracking()) # calculate T50 for the cracking stage\n", "print( 'T50 in cracking is ' + '{} °C'.format(tga_exp.T50))" ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }