piccal/plot_calibrate.ipynb
kpl ca9580cd50 Many changes and additions.
First working version of calibrate.py
Replaced analysis parameter dbRefWndMs with dbLinRef
rms_analysis.py : Added samples_to_linear_residual()
plot_seq_1.py : initial commit.
2019-12-09 17:37:24 -05:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"#%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"from plot_calibrate import plot_all_notes\n",
"from plot_calibrate import plot_by_pitch\n",
"from rms_analysis import key_info_dictionary\n",
"\n",
"inDir = \"/home/kevin/temp/calib0/test_1/12\"\n",
"yamlFn = \"/home/kevin/src/picadae_ac_3/p_ac.yml\""
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1332x2268 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#plot_all_notes(inDir)\n",
"keyInfoD = key_info_dictionary(yamlCfgFn=yamlFn)\n",
"plot_by_pitch(inDir,keyInfoD)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}