{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import pandas as pd\n", "import json\n", "import nibabel as nib\n", "import numpy as np\n", "\n", "from src.database import *\n", "from src.nist import get_reference_NIST_values, get_NIST_ids\n", "from src.tools import calc_error\n", "\n", "import matplotlib.pyplot as plt\n", "plt.style.use('custom_matplotlibrc')\n", "plt.rcParams[\"figure.figsize\"] = (10,10)\n", "fig_id = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configurations" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "database_path = Path('databases/3T_NIST_T1maps_general_fitting_model_database.pkl')\n", "output_folder = Path(\"plots/06_alldatasets_scatter_NIST_general_fitting_model/\")\n", "\n", "estimate_type = 'median' # median or mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define functions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:5: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:11: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:16: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:5: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:11: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:16: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/2473446924.py:5: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'linear':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/2473446924.py:11: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'log':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/2473446924.py:16: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'error_t1':\n" ] } ], "source": [ "def plot_single_scatter(x, y, y_std,\n", " title, x_label, y_label,\n", " file_prefix, folder_path, fig_id,\n", " y_type='linear'):\n", " if y_type is 'linear':\n", " plt.errorbar(x,y, y_std, fmt='o', solid_capstyle='projecting')\n", " ax = plt.gca()\n", " ax.axline((1, 1), slope=1, linestyle='dashed')\n", " ax.set_ylim(ymin=0)\n", " ax.set_xlim(xmin=0)\n", " if y_type is 'log':\n", " plt.loglog(x,y,'o')\n", " ax = plt.gca()\n", " ax.set_ylim(ymin=20)\n", " ax.set_xlim(xmin=20)\n", " if y_type is 'error_t1':\n", " plt.scatter(x,calc_error(x,y))\n", " ax = plt.gca()\n", " ax.axline((1, 0), slope=0, color='k')\n", " ax.axline((1, -10), slope=0, linestyle='dashed', color='k')\n", " ax.axline((1, 10), slope=0, linestyle='dashed', color='k')\n", " ax.set_ylim(ymin=-100, ymax=100)\n", " \n", " plt.title(title)\n", " plt.xlabel(x_label)\n", " plt.ylabel(y_label)\n", "\n", " fig = plt.gcf()\n", " \n", "\n", " folder_path.mkdir(parents=True, exist_ok=True)\n", "\n", " if fig_id<10:\n", " filename = \"0\" + str(fig_id) + \"_\" + file_prefix\n", " else:\n", " filename = str(fig_id) + \"_\" + file_prefix\n", "\n", " fig.savefig(folder_path / (str(filename) + '.svg'), facecolor='white')\n", " fig.savefig(folder_path / (str(filename) + '.png'), facecolor='white')\n", " fig_id = fig_id + 1\n", " plt.show()\n", " return fig_id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load database" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df = pd.read_pickle(database_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize variables, store mean and standard deviations of T1 in the ROIs" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:26: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:26: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/21101739.py:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if estimate_type is 'mean':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/21101739.py:26: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " elif estimate_type is 'median':\n" ] } ], "source": [ "dataset_mean = np.zeros((1,14))\n", "dataset_std = np.zeros((1,14))\n", "version = np.array([])\n", "ref_values = np.zeros((1,14))\n", "\n", "\n", "ii=0\n", "for index, row in df.iterrows():\n", " if type(df.loc[index]['T1 - NIST sphere 1']) is np.ndarray:\n", "\n", " version = np.append(version,df.loc[index]['phantom serial number'])\n", " if version[ii] is None:\n", " version[ii] = 999 # Missing version, only known case is one where we have version > 42 right now.\n", "\n", " if ii==0:\n", " ref_values = get_reference_NIST_values(version[ii])\n", " else:\n", " ref_values = np.vstack((ref_values, get_reference_NIST_values(version[ii])))\n", " \n", " tmp_dataset_estimate = np.array([])\n", " tmp_dataset_std = np.array([])\n", "\n", " for key in get_NIST_ids():\n", " if estimate_type is 'mean':\n", " tmp_dataset_estimate = np.append(tmp_dataset_estimate, np.mean(df.loc[index][key]))\n", " elif estimate_type is 'median':\n", " tmp_dataset_estimate = np.append(tmp_dataset_estimate, np.median(df.loc[index][key]))\n", " else:\n", " Exception('Unsupported dataset estimate type.')\n", "\n", " tmp_dataset_std = np.append(tmp_dataset_std, np.std(df.loc[index][key]))\n", "\n", " if ii==0:\n", " dataset_estimate = tmp_dataset_estimate \n", " dataset_std = tmp_dataset_std\n", " else:\n", " dataset_estimate = np.vstack((dataset_estimate, tmp_dataset_estimate))\n", " dataset_std = np.vstack((dataset_std, tmp_dataset_std))\n", "\n", " ii=ii+1\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup for plots" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "fig_id = 0\n", "dims=ref_values.shape\n", "file_prefix = 'alldatasets'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot figures" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:14: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:20: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:25: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:14: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:20: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:25: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/428255775.py:14: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'linear':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/428255775.py:20: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'log':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/428255775.py:25: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'error_t1':\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y_type = 'linear'\n", "title = 'Linear axes'\n", "\n", "\n", "for ii in range(dims[0]):\n", " \n", " x=ref_values[ii,:]\n", " y=dataset_estimate[ii,:]\n", " y_std=dataset_std[ii,:]\n", " x_label='Reference T$_1$ (ms)'\n", " y_label=\"T$_1$ estimate (ms)\"\n", " folder_path=output_folder\n", "\n", " if y_type is 'linear':\n", " plt.errorbar(x,y, y_std, fmt='o', solid_capstyle='projecting')\n", " ax = plt.gca()\n", " ax.axline((1, 1), slope=1, linestyle='dashed')\n", " ax.set_ylim(ymin=0, ymax=2500)\n", " ax.set_xlim(xmin=0, xmax=2500)\n", " if y_type is 'log':\n", " plt.loglog(x,y,'o')\n", " ax = plt.gca()\n", " ax.set_ylim(ymin=20, ymax=2500)\n", " ax.set_xlim(xmin=20, xmax=2500)\n", " if y_type is 'error_t1':\n", " plt.errorbar(x,calc_error(x,y), fmt='o')\n", " ax = plt.gca()\n", " ax.axline((1, 0), slope=0, color='k')\n", " ax.axline((1, -10), slope=0, linestyle='dashed', color='k')\n", " ax.axline((1, 10), slope=0, linestyle='dashed', color='k')\n", " ax.set_ylim(ymin=-100, ymax=100)\n", " ax.set_xlim(xmin=0, xmax=2500)\n", "\n", "\n", " plt.xlabel(x_label)\n", " plt.ylabel(y_label)\n", "\n", "plt.title(title, fontsize=30)\n", "fig = plt.gcf()\n", " \n", "\n", "folder_path.mkdir(parents=True, exist_ok=True)\n", "\n", "\n", "if fig_id<10:\n", " filename = \"0\" + str(fig_id) + \"_\" + file_prefix\n", "else:\n", " filename = str(fig_id) + \"_\" + file_prefix\n", "\n", "fig.savefig(folder_path / (str(filename) + '.svg'), facecolor='white')\n", "fig.savefig(folder_path / (str(filename) + '.png'), facecolor='white')\n", "fig_id = fig_id + 1\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:13: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:19: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:13: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:19: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/398414603.py:13: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'linear':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/398414603.py:19: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'log':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/398414603.py:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'error_t1':\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y_type = 'log'\n", "title = 'Log-log axes'\n", "\n", "for ii in range(dims[0]):\n", " \n", " x=ref_values[ii,:]\n", " y=dataset_estimate[ii,:]\n", " y_std=dataset_std[ii,:]\n", " x_label='Reference T$_1$ (ms)'\n", " y_label=\"T$_1$ estimate (ms)\"\n", " folder_path=output_folder\n", "\n", " if y_type is 'linear':\n", " plt.errorbar(x,y, y_std, fmt='o', solid_capstyle='projecting')\n", " ax = plt.gca()\n", " ax.axline((1, 1), slope=1, linestyle='dashed')\n", " ax.set_ylim(ymin=0, ymax=2500)\n", " ax.set_xlim(xmin=0, xmax=2500)\n", " if y_type is 'log':\n", " plt.loglog(x,y,'o')\n", " ax = plt.gca()\n", " ax.set_ylim(ymin=20, ymax=2500)\n", " ax.set_xlim(xmin=20, xmax=2500)\n", " if y_type is 'error_t1':\n", " plt.errorbar(x,calc_error(x,y), fmt='o')\n", " ax = plt.gca()\n", " ax.axline((1, 0), slope=0, color='k')\n", " ax.axline((1, -10), slope=0, linestyle='dashed', color='k')\n", " ax.axline((1, 10), slope=0, linestyle='dashed', color='k')\n", " ax.set_ylim(ymin=-100, ymax=100)\n", " ax.set_xlim(xmin=0, xmax=2500)\n", "\n", "\n", " plt.title(title)\n", " plt.xlabel(x_label)\n", " plt.ylabel(y_label)\n", "\n", "fig = plt.gcf()\n", " \n", "\n", "folder_path.mkdir(parents=True, exist_ok=True)\n", "\n", "\n", "if fig_id<10:\n", " filename = \"0\" + str(fig_id) + \"_\" + file_prefix\n", "else:\n", " filename = str(fig_id) + \"_\" + file_prefix\n", "\n", "fig.savefig(folder_path / (str(filename) + '.svg'), facecolor='white')\n", "fig.savefig(folder_path / (str(filename) + '.png'), facecolor='white')\n", "fig_id = fig_id + 1\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:13: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:19: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:13: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:19: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "<>:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/3489514954.py:13: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'linear':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/3489514954.py:19: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'log':\n", "/var/folders/l1/1xswjffd73l8yp7dd7pq9lyw0000gn/T/ipykernel_1578/3489514954.py:24: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n", " if y_type is 'error_t1':\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y_type = 'error_t1'\n", "title = 'Error relative to reference'\n", "\n", "for ii in range(dims[0]):\n", " \n", " x=ref_values[ii,:]\n", " y=dataset_estimate[ii,:]\n", " y_std=dataset_std[ii,:]\n", " x_label='Reference T$_1$ (ms)'\n", " y_label=\"Error (%)\"\n", " folder_path=output_folder\n", "\n", " if y_type is 'linear':\n", " plt.errorbar(x,y, y_std, fmt='o', solid_capstyle='projecting', capsize=5)\n", " ax = plt.gca()\n", " ax.axline((1, 1), slope=1, linestyle='dashed')\n", " ax.set_ylim(ymin=0, ymax=2500)\n", " ax.set_xlim(xmin=0, xmax=2500)\n", " if y_type is 'log':\n", " plt.loglog(x,y,'o')\n", " ax = plt.gca()\n", " ax.set_ylim(ymin=20, ymax=2500)\n", " ax.set_xlim(xmin=20, xmax=2500)\n", " if y_type is 'error_t1':\n", " plt.errorbar(x,calc_error(x,y), fmt='o')\n", " ax = plt.gca()\n", " ax.axline((1, 0), slope=0, color='k')\n", " ax.axline((1, -10), slope=0, linestyle='dashed', color='k')\n", " ax.axline((1, 10), slope=0, linestyle='dashed', color='k')\n", " ax.set_ylim(ymin=-100, ymax=100)\n", " ax.set_xlim(xmin=0, xmax=2500)\n", "\n", " plt.title(title)\n", " plt.xlabel(x_label)\n", " plt.ylabel(y_label)\n", " plt.ylim(top=100)\n", "\n", "fig = plt.gcf()\n", " \n", "\n", "folder_path.mkdir(parents=True, exist_ok=True)\n", "\n", "\n", "if fig_id<10:\n", " filename = \"0\" + str(fig_id) + \"_\" + file_prefix\n", "else:\n", " filename = str(fig_id) + \"_\" + file_prefix\n", "\n", "fig.savefig(folder_path / (str(filename) + '.svg'), facecolor='white')\n", "fig.savefig(folder_path / (str(filename) + '.png'), facecolor='white')\n", "fig_id = fig_id + 1\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "analysis_arm", "language": "python", "name": "analysis_arm" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 2 }