{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Example of working with Athena project files"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# load an Athena project file from the examples\n",
"\n",
"import os\n",
"from larch.io.athena_project import read_athena\n",
"\n",
"aprjfile = os.path.join(\"..\", \"pca\", \"cyanobacteria.prj\")\n",
"aprj = read_athena(aprjfile)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
Group |
ozun |
d_2_42 |
d_4_73 |
d_7_03 |
d_9_33 |
d_20 |
rjbc |
d_720 |
hqlr |
Au1_Cl |
Au3_Cl_aq |
ixde |
Au_cyanide |
nyux |
Au_sulphide |
Au_thiosulphate_aq |
ryzf |
"
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# show the Groups contained in the `groups` dictionary\n",
"aprj"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OrderedDict([('ozun', ),\n",
" ('d_2_42', ),\n",
" ('d_4_73', ),\n",
" ('d_7_03', ),\n",
" ('d_9_33', ),\n",
" ('d_20', ),\n",
" ('rjbc', ),\n",
" ('d_720', ),\n",
" ('hqlr', ),\n",
" ('Au1_Cl', ),\n",
" ('Au3_Cl_aq', ),\n",
" ('ixde', ),\n",
" ('Au_cyanide', ),\n",
" ('nyux', ),\n",
" ('Au_sulphide', ),\n",
" ('Au_thiosulphate_aq', ),\n",
" ('ryzf', )])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the dictionary containing the loaded Groups can also be accessed directly\n",
"aprj.groups"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Group | Sel |
ozun | ✔ |
d_2_42 | ✔ |
d_4_73 | ✔ |
d_7_03 | ✔ |
d_9_33 | ✔ |
d_20 | ✔ |
rjbc | ✔ |
d_720 | ✔ |
hqlr | ✔ |
Au1_Cl | ✔ |
Au3_Cl_aq | ✔ |
ixde | ✔ |
Au_cyanide | ✔ |
nyux | ✔ |
Au_sulphide | ✔ |
Au_thiosulphate_aq | ✔ |
ryzf | ✔ |
"
],
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# if the groups have a `sel` attribute, it can be shown\n",
"aprj.show_sel = True\n",
"aprj"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Group | Sel |
ozun | ✔ |
d_2_42 | |
d_4_73 | |
d_7_03 | |
d_9_33 | |
d_20 | ✔ |
rjbc | ✔ |
d_720 | ✔ |
hqlr | ✔ |
Au1_Cl | ✔ |
Au3_Cl_aq | ✔ |
ixde | ✔ |
Au_cyanide | ✔ |
nyux | ✔ |
Au_sulphide | ✔ |
Au_thiosulphate_aq | ✔ |
ryzf | |
"
],
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the selection flag of a group can be controlled with the \"sel\" attribute\n",
"aprj.d_2_42.sel = 0\n",
"aprj.d_4_73.sel = 0\n",
"aprj.d_7_03.sel = 0\n",
"aprj.groups['d_9_33'].sel = 0 # accessible also as dictionary\n",
"aprj.groups['ryzf'].sel = 0\n",
"aprj"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Group 0x7fa8f30b7750Attribute | Type |
athena_id | str |
energy | ndarray |
mu | ndarray |
bkg_params | Group |
fft_params | Group |
athena_params | Group |
i0 | ndarray |
sel | int |
"
],
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# show content of a single group\n",
"aprj.groups['ozun']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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