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Created February 11, 2019 16:57
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examples/Example_plots.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%reload_ext autoreload\n%autoreload 2\n%matplotlib inline\n%pylab inline",
"execution_count": 2,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Populating the interactive namespace from numpy and matplotlib\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from fastai.basics import *\n\n# import lmfit\n# from lmfit.models import *\n# from lmfit.lineshapes import *\n# from lmfit import Parameters, fit_report, minimize\n\nimport pandas as pd",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "p = Path('../data/Raman Ana/1_16_19')\np.ls()",
"execution_count": 4,
"outputs": [
{
"data": {
"text/plain": "[PosixPath('../data/Raman Ana/1_16_19/Coal EL char oxidizer 3 okay too.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL oxidizer method 2.txt'),\n PosixPath('../data/Raman Ana/1_16_19/fig6.png'),\n PosixPath('../data/Raman Ana/1_16_19/coal el char oxidizer 2 better.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers5.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummer 4.lib'),\n PosixPath('../data/Raman Ana/1_16_19/biochar oxidizer.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 2.lib'),\n PosixPath('../data/Raman Ana/1_16_19/fig5.png'),\n PosixPath('../data/Raman Ana/1_16_19/graphene oxide from graphenea company.spc'),\n PosixPath('../data/Raman Ana/1_16_19/fig4.png'),\n PosixPath('../data/Raman Ana/1_16_19/Coal EL char oxidizer.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 3.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers5.spc'),\n PosixPath('../data/Raman Ana/1_16_19/Coal EL char oxidizer 3 okay too.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL oxidizer method 2.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 6.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal el char oxidizer 2 better.spc'),\n PosixPath('../data/Raman Ana/1_16_19/graphene oxide from graphenea company.txt'),\n PosixPath('../data/Raman Ana/1_16_19/fig3.png'),\n PosixPath('../data/Raman Ana/1_16_19/Coal EL char oxidizer.spc'),\n PosixPath('../data/Raman Ana/1_16_19/biochar oxidizer.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 3_melhor.lib'),\n PosixPath('../data/Raman Ana/1_16_19/biochar oxidizer 2.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL char hummers.spc'),\n PosixPath('../data/Raman Ana/1_16_19/graphene oxide from graphenea company 2.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers meio ruim.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL char hummers 2.txt'),\n PosixPath('../data/Raman Ana/1_16_19/biochar hummers.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 3.lib'),\n PosixPath('../data/Raman Ana/1_16_19/graphene oxide from graphenea company 2.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers meio ruim.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 2.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL char hummers.txt'),\n PosixPath('../data/Raman Ana/1_16_19/biochar hummers.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL char hummers 2.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL oxidizer method 2.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal el char oxidizer 2 better.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 6.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummer 4.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers5.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 2.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 3_melhor.spc'),\n PosixPath('../data/Raman Ana/1_16_19/Coal EL char oxidizer.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 3.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummer 4.spc'),\n PosixPath('../data/Raman Ana/1_16_19/Coal EL char oxidizer 3 okay too.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 6.txt'),\n PosixPath('../data/Raman Ana/1_16_19/graphene oxide from graphenea company.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 3.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers 2.spc'),\n PosixPath('../data/Raman Ana/1_16_19/biochar oxidizer.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 3_melhor.txt'),\n PosixPath('../data/Raman Ana/1_16_19/biochar oxidizer 2.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 2.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 3.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 4.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal hummers meio ruim.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL char hummers 2.lib'),\n PosixPath('../data/Raman Ana/1_16_19/biochar hummers.lib'),\n PosixPath('../data/Raman Ana/1_16_19/graphene oxide from graphenea company 2.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 3.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 4.spc'),\n PosixPath('../data/Raman Ana/1_16_19/biochar oxidizer 2.spc'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL char hummers.lib'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL hummers method 2.txt'),\n PosixPath('../data/Raman Ana/1_16_19/coal EL oxidizer method.txt')]"
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fnames = []\nfor n in p.glob('*.txt'): fnames.append(n.name)\nfnames[:5]",
"execution_count": 5,
"outputs": [
{
"data": {
"text/plain": "['coal EL oxidizer method 2.txt',\n 'coal el char oxidizer 2 better.txt',\n 'coal hummers5.txt',\n 'Coal EL char oxidizer.txt',\n 'Coal EL char oxidizer 3 okay too.txt']"
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "get_ipython().config.get('IPKernelApp', {})['parent_appname'] = \"\" # fastai work-around LazyConfigValue problem\ndf_ = pd.read_csv(p/fnames[0],names=['Energy',fnames[0]],header=None, delimiter = '\\t')\ndf_.head()",
"execution_count": 6,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Energy</th>\n <th>coal EL oxidizer method 2.txt</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>200.0</td>\n <td>1833.458</td>\n </tr>\n <tr>\n <th>1</th>\n <td>201.0</td>\n <td>1866.810</td>\n </tr>\n <tr>\n <th>2</th>\n <td>202.0</td>\n <td>1900.162</td>\n </tr>\n <tr>\n <th>3</th>\n <td>203.0</td>\n <td>1933.513</td>\n </tr>\n <tr>\n <th>4</th>\n <td>204.0</td>\n <td>1955.474</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " Energy coal EL oxidizer method 2.txt\n0 200.0 1833.458\n1 201.0 1866.810\n2 202.0 1900.162\n3 203.0 1933.513\n4 204.0 1955.474"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def load_data(path, fnames):\n dfs=[]\n for f in fnames:\n dfs.append(pd.read_csv(path/f, names=['Energy',\n f], header=None, delimiter = '\\t'))\n return pd.concat(dfs,axis=1).T.drop_duplicates().T # care: works only when all E column values are the same",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df=load_data(p,fnames)\ndf.head()",
"execution_count": 9,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Energy</th>\n <th>coal EL oxidizer method 2.txt</th>\n <th>coal el char oxidizer 2 better.txt</th>\n <th>coal hummers5.txt</th>\n <th>Coal EL char oxidizer.txt</th>\n <th>Coal EL char oxidizer 3 okay too.txt</th>\n <th>graphene oxide from graphenea company.txt</th>\n <th>biochar oxidizer.txt</th>\n <th>coal hummers meio ruim.txt</th>\n <th>coal EL char hummers 2.txt</th>\n <th>...</th>\n <th>coal hummer 4.txt</th>\n <th>coal hummers 2.txt</th>\n <th>coal hummers 3.txt</th>\n <th>coal hummers 6.txt</th>\n <th>coal EL hummers method 3_melhor.txt</th>\n <th>biochar oxidizer 2.txt</th>\n <th>coal EL hummers method 4.txt</th>\n <th>coal EL hummers method 3.txt</th>\n <th>coal EL hummers method 2.txt</th>\n <th>coal EL oxidizer method.txt</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>200.0</td>\n <td>1833.458</td>\n <td>1042.890</td>\n <td>1792.503</td>\n <td>1463.463</td>\n <td>1146.588</td>\n <td>727.437</td>\n <td>585.161</td>\n <td>2518.469</td>\n <td>1841.408</td>\n <td>...</td>\n <td>1625.800</td>\n <td>1871.026</td>\n <td>1512.885</td>\n <td>2133.232</td>\n <td>2061.599</td>\n <td>1229.724</td>\n <td>4046.232</td>\n <td>1251.453</td>\n <td>4061.152</td>\n <td>817.0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>201.0</td>\n <td>1866.810</td>\n <td>1080.411</td>\n <td>1823.076</td>\n <td>1502.652</td>\n <td>1165.766</td>\n <td>737.443</td>\n <td>606.006</td>\n <td>2563.493</td>\n <td>1871.702</td>\n <td>...</td>\n <td>1668.879</td>\n <td>1900.209</td>\n <td>1544.569</td>\n <td>2180.481</td>\n <td>2092.449</td>\n <td>1240.563</td>\n <td>4093.481</td>\n <td>1278.968</td>\n <td>4125.632</td>\n <td>830.0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>202.0</td>\n <td>1900.162</td>\n <td>1117.932</td>\n <td>1853.648</td>\n <td>1541.840</td>\n <td>1184.943</td>\n <td>747.448</td>\n <td>626.851</td>\n <td>2608.518</td>\n <td>1901.997</td>\n <td>...</td>\n <td>1711.959</td>\n <td>1929.391</td>\n <td>1576.254</td>\n <td>2227.729</td>\n <td>2123.299</td>\n <td>1251.403</td>\n <td>4140.729</td>\n <td>1306.483</td>\n <td>4190.112</td>\n <td>843.0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>203.0</td>\n <td>1933.513</td>\n <td>1155.453</td>\n <td>1884.221</td>\n <td>1581.028</td>\n <td>1204.120</td>\n <td>757.454</td>\n <td>647.696</td>\n <td>2653.543</td>\n <td>1932.291</td>\n <td>...</td>\n <td>1755.038</td>\n <td>1958.574</td>\n <td>1607.938</td>\n <td>2274.977</td>\n <td>2154.150</td>\n <td>1262.242</td>\n <td>4187.977</td>\n <td>1333.999</td>\n <td>4254.592</td>\n <td>856.0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>204.0</td>\n <td>1955.474</td>\n <td>1184.486</td>\n <td>1925.789</td>\n <td>1619.607</td>\n <td>1235.119</td>\n <td>774.096</td>\n <td>658.390</td>\n <td>2693.607</td>\n <td>1961.766</td>\n <td>...</td>\n <td>1787.973</td>\n <td>1991.497</td>\n <td>1645.850</td>\n <td>2311.668</td>\n <td>2195.789</td>\n <td>1286.559</td>\n <td>4232.338</td>\n <td>1358.205</td>\n <td>4320.751</td>\n <td>866.0</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 23 columns</p>\n</div>",
"text/plain": " Energy coal EL oxidizer method 2.txt coal el char oxidizer 2 better.txt \\\n0 200.0 1833.458 1042.890 \n1 201.0 1866.810 1080.411 \n2 202.0 1900.162 1117.932 \n3 203.0 1933.513 1155.453 \n4 204.0 1955.474 1184.486 \n\n coal hummers5.txt Coal EL char oxidizer.txt \\\n0 1792.503 1463.463 \n1 1823.076 1502.652 \n2 1853.648 1541.840 \n3 1884.221 1581.028 \n4 1925.789 1619.607 \n\n Coal EL char oxidizer 3 okay too.txt \\\n0 1146.588 \n1 1165.766 \n2 1184.943 \n3 1204.120 \n4 1235.119 \n\n graphene oxide from graphenea company.txt biochar oxidizer.txt \\\n0 727.437 585.161 \n1 737.443 606.006 \n2 747.448 626.851 \n3 757.454 647.696 \n4 774.096 658.390 \n\n coal hummers meio ruim.txt coal EL char hummers 2.txt ... \\\n0 2518.469 1841.408 ... \n1 2563.493 1871.702 ... \n2 2608.518 1901.997 ... \n3 2653.543 1932.291 ... \n4 2693.607 1961.766 ... \n\n coal hummer 4.txt coal hummers 2.txt coal hummers 3.txt \\\n0 1625.800 1871.026 1512.885 \n1 1668.879 1900.209 1544.569 \n2 1711.959 1929.391 1576.254 \n3 1755.038 1958.574 1607.938 \n4 1787.973 1991.497 1645.850 \n\n coal hummers 6.txt coal EL hummers method 3_melhor.txt \\\n0 2133.232 2061.599 \n1 2180.481 2092.449 \n2 2227.729 2123.299 \n3 2274.977 2154.150 \n4 2311.668 2195.789 \n\n biochar oxidizer 2.txt coal EL hummers method 4.txt \\\n0 1229.724 4046.232 \n1 1240.563 4093.481 \n2 1251.403 4140.729 \n3 1262.242 4187.977 \n4 1286.559 4232.338 \n\n coal EL hummers method 3.txt coal EL hummers method 2.txt \\\n0 1251.453 4061.152 \n1 1278.968 4125.632 \n2 1306.483 4190.112 \n3 1333.999 4254.592 \n4 1358.205 4320.751 \n\n coal EL oxidizer method.txt \n0 817.0 \n1 830.0 \n2 843.0 \n3 856.0 \n4 866.0 \n\n[5 rows x 23 columns]"
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df.plot(x='Energy',y=fnames[:5],figsize=(20,10))",
"execution_count": 10,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a1c8a1470>"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1440x720 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "fig, axes = plt.subplots(nrows=4, ncols=1, \n sharex=True, sharey=True, figsize=(8,8))\ndf.plot(x='Energy', y=fnames[0], ax=axes[0])\ndf.plot(x='Energy', y=fnames[1], ax=axes[1])\ndf.plot(x='Energy', y=fnames[2], ax=axes[2])\ndf.plot(x='Energy', y=fnames[3], ax=axes[3])\nfig.tight_layout()\n\n# Bring subplots close to each other and positioned further to the right\nfig.subplots_adjust(hspace=0, left=0.1, bottom=0.08)\n\n# Hide x labels and tick labels for all but bottom plot.\nfor ax in axes:\n ax.xaxis.label.set_visible(False)\n ax.tick_params(axis='both', which='both', direction='in',top=True)\n # ax.label_outer()\n\nfig.suptitle('Raman overview GO', y=1.02, fontsize=20)\nfig.text(0.5, 0.01, r'Wavenumber [$cm^{-1}$]', fontsize=20, ha='center')\nfig.text(0, 0.5, 'Intensity a.u.', fontsize=20, va='center', rotation='vertical')",
"execution_count": 73,
"outputs": [
{
"data": {
"text/plain": "Text(0, 0.5, 'Intensity a.u.')"
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 576x576 with 4 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"gist": {
"id": "",
"data": {
"description": "examples/Example_plots.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.2",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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