{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compare Atomic Files\n",
"\n",
"\n",
"This notebook shows how to compare atomic files generated by Carsus."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:24:10.056502Z",
"start_time": "2022-10-19T08:24:10.049836Z"
}
},
"outputs": [],
"source": [
"import os\n",
"import logging\n",
"from carsus.io import AtomDataCompare"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:24:10.203221Z",
"start_time": "2022-10-19T08:24:10.198932Z"
}
},
"outputs": [],
"source": [
"ATOM1_PATH = os.environ.get(\"ATOM1_PATH\", None)\n",
"ATOM2_PATH = os.environ.get(\"ATOM2_PATH\", None)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:24:19.499649Z",
"start_time": "2022-10-19T08:24:19.411768Z"
},
"scrolled": true
},
"outputs": [],
"source": [
"atc = AtomDataCompare(ATOM1_PATH, ATOM2_PATH)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A brief overview of what keys match can be seen using the comparison table."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:29:05.309556Z",
"start_time": "2022-10-19T08:29:04.029450Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
| exists_1 | exists_2 | match |
\n",
" \n",
" atom_data | \n",
" True | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" collision_data_temperatures | \n",
" False | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" collisions | \n",
" False | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" ionization_data | \n",
" True | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" levels | \n",
" True | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" lines | \n",
" True | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" macro_atom_data | \n",
" True | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" macro_atom_references | \n",
" True | \n",
" True | \n",
" False | \n",
"
\n",
" \n",
" metadata | \n",
" True | \n",
" False | \n",
" False | \n",
"
\n",
" \n",
" zeta_data | \n",
" True | \n",
" True | \n",
" True | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"atc.compare()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One can investigate further into the difference between the dataframes using the `key_diff` method. The `key_diff` method currently supports differentiating `levels`, `lines` and the `collisions` dataframes."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:22:28.873130Z",
"start_time": "2022-10-19T08:22:22.458457Z"
},
"scrolled": true
},
"outputs": [
{
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"source": [
"atc.key_diff(\"levels\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:22:56.466013Z",
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"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"atc.key_diff(\"lines\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2022-09-30T14:56:28.398117Z",
"start_time": "2022-09-30T14:56:28.339229Z"
}
},
"source": [
"One can also investigate specific ions:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:23:03.924742Z",
"start_time": "2022-10-19T08:23:03.262672Z"
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},
"outputs": [
{
"data": {
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" | | pct_change_wavelength | pct_change_f_ul | pct_change_f_lu | pct_change_nu | pct_change_B_lu | pct_change_B_ul | pct_change_A_ul |
level_number_lower | level_number_upper | | | | | | | |
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{
"data": {
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" | pct_change_energy | pct_change_g |
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"source": [
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" 0.067375 | \n",
" 0.067375 | \n",
" True | \n",
" 0.000000 | \n",
" 73981193250919.281250 | \n",
" 73980915750323.656250 | \n",
" False | \n",
" -0.000004 | \n",
" 45838843843.212334 | \n",
" 45839019112.953827 | \n",
" False | \n",
" 0.000004 | \n",
" 45838843843.212334 | \n",
" 45839019112.953827 | \n",
" False | \n",
" 0.000004 | \n",
" 273679.496838 | \n",
" 273677.444184 | \n",
" False | \n",
" -0.000008 | \n",
"
\n",
" \n",
" 24 | \n",
" 533198 | \n",
" 533162 | \n",
" False | \n",
" 40522.760000 | \n",
" 40522.816000 | \n",
" False | \n",
" 0.000001 | \n",
" 1.080000 | \n",
" 1.080000 | \n",
" True | \n",
" 0.000000 | \n",
" 1.350000 | \n",
" 1.350000 | \n",
" True | \n",
" 0.000000 | \n",
" 73981253498034.187500 | \n",
" 73981151260563.921875 | \n",
" False | \n",
" -0.000001 | \n",
" 918477013639.626953 | \n",
" 918478349629.867432 | \n",
" False | \n",
" 0.000001 | \n",
" 734781610911.701538 | \n",
" 734782679703.893921 | \n",
" False | \n",
" 0.000001 | \n",
" 4387003.161266 | \n",
" 4386991.043602 | \n",
" False | \n",
" -0.000003 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"atc.ion_diff(\"lines\",(1,0), simplify_output=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But these complex dataframes can also be represented in smaller formats:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:23:26.515926Z",
"start_time": "2022-10-19T08:23:26.465650Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" total_rows | \n",
" matches_line_id | \n",
" matches_wavelength | \n",
" matches_f_ul | \n",
" matches_f_lu | \n",
" matches_nu | \n",
" matches_B_lu | \n",
" matches_B_ul | \n",
" matches_A_ul | \n",
"
\n",
" \n",
" \n",
" \n",
" values | \n",
" 174 | \n",
" 0 | \n",
" 3 | \n",
" 174 | \n",
" 174 | \n",
" 3 | \n",
" 3 | \n",
" 3 | \n",
" 3 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" total_rows matches_line_id matches_wavelength matches_f_ul \\\n",
"values 174 0 3 174 \n",
"\n",
" matches_f_lu matches_nu matches_B_lu matches_B_ul matches_A_ul \n",
"values 174 3 3 3 3 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"atc.ion_diff(\"lines\",\"He\",return_summary=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Specific columns can be plotted:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:23:28.965585Z",
"start_time": "2022-10-19T08:23:28.526202Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[\u001b[1m py.warnings\u001b[0m][\u001b[1;33mWARNING\u001b[0m] - /home/atharva/workspace/code/tardis-main/carsus/carsus/io/atom_data_compare.py:189: PerformanceWarning: indexing past lexsort depth may impact performance.\n",
" df1 = df1.loc[parsed_ion]\n",
" (\u001b[1mwarnings.py\u001b[0m:110)\n",
"[\u001b[1m py.warnings\u001b[0m][\u001b[1;33mWARNING\u001b[0m] - /home/atharva/workspace/code/tardis-main/carsus/carsus/io/atom_data_compare.py:190: PerformanceWarning: indexing past lexsort depth may impact performance.\n",
" df2 = df2.loc[parsed_ion]\n",
" (\u001b[1mwarnings.py\u001b[0m:110)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"atc.plot_ion_diff(key_name=\"lines\", ion=\"Fe\", column=\"wavelength\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:23:30.380013Z",
"start_time": "2022-10-19T08:23:30.210549Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"atc.plot_ion_diff(key_name=\"lines\", ion=(23,0), column=\"f_ul\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The dataframes are available as attributes as well:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2022-10-19T08:23:31.825841Z",
"start_time": "2022-10-19T08:23:31.803467Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" | \n",
" | \n",
" | \n",
" line_id | \n",
" wavelength | \n",
" f_ul | \n",
" f_lu | \n",
" nu | \n",
" B_lu | \n",
" B_ul | \n",
" A_ul | \n",
"
\n",
" \n",
" atomic_number | \n",
" ion_number | \n",
" level_number_lower | \n",
" level_number_upper | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 3 | \n",
" 0 | \n",
" 22 | \n",
" 66 | \n",
" 1824 | \n",
" 16404.816436 | \n",
" 0.000458 | \n",
" 0.000305 | \n",
" 1.827466e+14 | \n",
" 8.411155e+07 | \n",
" 1.261673e+08 | \n",
" 1.135375e+04 | \n",
"
\n",
" \n",
" 29 | \n",
" 66 | \n",
" 1925 | \n",
" 27592.029652 | \n",
" 0.001227 | \n",
" 0.000818 | \n",
" 1.086518e+14 | \n",
" 3.790250e+08 | \n",
" 5.685376e+08 | \n",
" 1.075264e+04 | \n",
"
\n",
" \n",
" 37 | \n",
" 66 | \n",
" 2000 | \n",
" 43823.900517 | \n",
" 0.000276 | \n",
" 0.000276 | \n",
" 6.840844e+13 | \n",
" 2.030891e+08 | \n",
" 2.030891e+08 | \n",
" 9.586502e+02 | \n",
"
\n",
" \n",
" 38 | \n",
" 66 | \n",
" 2002 | \n",
" 43823.973537 | \n",
" 0.002517 | \n",
" 0.001678 | \n",
" 6.840832e+13 | \n",
" 1.234798e+09 | \n",
" 1.852197e+09 | \n",
" 8.742965e+03 | \n",
"
\n",
" \n",
" 44 | \n",
" 66 | \n",
" 2050 | \n",
" 67909.408678 | \n",
" 0.000619 | \n",
" 0.000619 | \n",
" 4.414594e+13 | \n",
" 7.061638e+08 | \n",
" 7.061638e+08 | \n",
" 8.958233e+02 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2 | \n",
" 1 | \n",
" 11 | \n",
" 21 | \n",
" 533438 | \n",
" 10126.249000 | \n",
" 0.593500 | \n",
" 0.890250 | \n",
" 2.960548e+14 | \n",
" 1.513548e+11 | \n",
" 1.009032e+11 | \n",
" 3.860697e+07 | \n",
"
\n",
" \n",
" 13 | \n",
" 21 | \n",
" 533440 | \n",
" 10126.499000 | \n",
" 0.042400 | \n",
" 0.042400 | \n",
" 2.960475e+14 | \n",
" 7.208762e+09 | \n",
" 7.208762e+09 | \n",
" 2.757969e+06 | \n",
"
\n",
" \n",
" 22 | \n",
" 533441 | \n",
" 10126.436000 | \n",
" 0.636000 | \n",
" 0.848000 | \n",
" 2.960493e+14 | \n",
" 1.441743e+11 | \n",
" 1.081308e+11 | \n",
" 4.137005e+07 | \n",
"
\n",
" \n",
" 14 | \n",
" 23 | \n",
" 533442 | \n",
" 10126.436000 | \n",
" 1.009500 | \n",
" 1.346000 | \n",
" 2.960493e+14 | \n",
" 2.288428e+11 | \n",
" 1.716321e+11 | \n",
" 6.566521e+07 | \n",
"
\n",
" \n",
" 15 | \n",
" 24 | \n",
" 533443 | \n",
" 10126.523000 | \n",
" 1.047000 | \n",
" 1.308750 | \n",
" 2.960468e+14 | \n",
" 2.225115e+11 | \n",
" 1.780092e+11 | \n",
" 6.810331e+07 | \n",
"
\n",
" \n",
"
\n",
"
271771 rows × 8 columns
\n",
"
"
],
"text/plain": [
" line_id \\\n",
"atomic_number ion_number level_number_lower level_number_upper \n",
"3 0 22 66 1824 \n",
" 29 66 1925 \n",
" 37 66 2000 \n",
" 38 66 2002 \n",
" 44 66 2050 \n",
"... ... \n",
"2 1 11 21 533438 \n",
" 13 21 533440 \n",
" 22 533441 \n",
" 14 23 533442 \n",
" 15 24 533443 \n",
"\n",
" wavelength \\\n",
"atomic_number ion_number level_number_lower level_number_upper \n",
"3 0 22 66 16404.816436 \n",
" 29 66 27592.029652 \n",
" 37 66 43823.900517 \n",
" 38 66 43823.973537 \n",
" 44 66 67909.408678 \n",
"... ... \n",
"2 1 11 21 10126.249000 \n",
" 13 21 10126.499000 \n",
" 22 10126.436000 \n",
" 14 23 10126.436000 \n",
" 15 24 10126.523000 \n",
"\n",
" f_ul \\\n",
"atomic_number ion_number level_number_lower level_number_upper \n",
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" 37 66 0.000276 \n",
" 38 66 0.002517 \n",
" 44 66 0.000619 \n",
"... ... \n",
"2 1 11 21 0.593500 \n",
" 13 21 0.042400 \n",
" 22 0.636000 \n",
" 14 23 1.009500 \n",
" 15 24 1.047000 \n",
"\n",
" f_lu \\\n",
"atomic_number ion_number level_number_lower level_number_upper \n",
"3 0 22 66 0.000305 \n",
" 29 66 0.000818 \n",
" 37 66 0.000276 \n",
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" 44 66 0.000619 \n",
"... ... \n",
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" 15 24 1.308750 \n",
"\n",
" nu \\\n",
"atomic_number ion_number level_number_lower level_number_upper \n",
"3 0 22 66 1.827466e+14 \n",
" 29 66 1.086518e+14 \n",
" 37 66 6.840844e+13 \n",
" 38 66 6.840832e+13 \n",
" 44 66 4.414594e+13 \n",
"... ... \n",
"2 1 11 21 2.960548e+14 \n",
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" 22 2.960493e+14 \n",
" 14 23 2.960493e+14 \n",
" 15 24 2.960468e+14 \n",
"\n",
" B_lu \\\n",
"atomic_number ion_number level_number_lower level_number_upper \n",
"3 0 22 66 8.411155e+07 \n",
" 29 66 3.790250e+08 \n",
" 37 66 2.030891e+08 \n",
" 38 66 1.234798e+09 \n",
" 44 66 7.061638e+08 \n",
"... ... \n",
"2 1 11 21 1.513548e+11 \n",
" 13 21 7.208762e+09 \n",
" 22 1.441743e+11 \n",
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"\n",
" B_ul \\\n",
"atomic_number ion_number level_number_lower level_number_upper \n",
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"... ... \n",
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" line_id \\\n",
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"... ... \n",
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