{
"cells": [
{
"cell_type": "markdown",
"id": "8ea1197c",
"metadata": {},
"source": [
"# Constrained Bayesian model: measurement noise\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f1a0c7ed",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-14T14:53:03.064830Z",
"iopub.status.busy": "2026-09-14T14:53:03.063787Z",
"iopub.status.idle": "2026-09-14T14:53:10.135442Z",
"shell.execute_reply": "2026-09-14T14:53:10.133401Z"
}
},
"outputs": [],
"source": [
"from pathlib import Path\n",
"import sys\n",
"\n",
"PROJECT_ROOT = Path.cwd().resolve()\n",
"while not (PROJECT_ROOT / 'data.py').exists():\n",
" if PROJECT_ROOT.parent == PROJECT_ROOT:\n",
" raise FileNotFoundError('Open this notebook from inside organized_uncertainty_analysis.')\n",
" PROJECT_ROOT = PROJECT_ROOT.parent\n",
"if str(PROJECT_ROOT.parent) not in sys.path:\n",
" sys.path.insert(0, str(PROJECT_ROOT.parent))\n",
"\n",
"import os\n",
"os.chdir(PROJECT_ROOT)\n",
"from organized_uncertainty_analysis.bayesian import noise_measurement as noise\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "992c99d7",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-14T14:53:10.142493Z",
"iopub.status.busy": "2026-09-14T14:53:10.142493Z",
"iopub.status.idle": "2026-09-14T15:02:39.895660Z",
"shell.execute_reply": "2026-09-14T15:02:39.893114Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading SUV from: .\\suv_percentilesSLOthenUWM.mat\n",
"Loading FLAGS from: .\\flags_combined.mat\n",
"Loading SUV from: .\\suv_percentilesSLOthenUWM.mat\n",
"Loading FLAGS from: .\\flags_combined.mat\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Dataset | \n",
" NoiseType | \n",
" Sigma | \n",
" x50 | \n",
" Delta_refit_at_x50 | \n",
" Delta_tta_at_x50 | \n",
" N_refit_success | \n",
" N_tta | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" FULL | \n",
" multiplicative | \n",
" 0.129 | \n",
" 1.791702 | \n",
" 0.344217 | \n",
" 0.753202 | \n",
" 150 | \n",
" 300 | \n",
"
\n",
" \n",
" | 1 | \n",
" FULL | \n",
" additive | \n",
" 0.144 | \n",
" 1.791702 | \n",
" 0.366052 | \n",
" 0.716211 | \n",
" 150 | \n",
" 300 | \n",
"
\n",
" \n",
" | 2 | \n",
" TRIM | \n",
" multiplicative | \n",
" 0.129 | \n",
" 1.754496 | \n",
" 0.644678 | \n",
" 0.994051 | \n",
" 150 | \n",
" 300 | \n",
"
\n",
" \n",
" | 3 | \n",
" TRIM | \n",
" additive | \n",
" 0.144 | \n",
" 1.754496 | \n",
" 1.000000 | \n",
" 0.941688 | \n",
" 150 | \n",
" 300 | \n",
"
\n",
" \n",
"
\n",
"