From d33687e7f8da0f741bc69e157803e901c4a0da4f Mon Sep 17 00:00:00 2001 From: mjt320 Date: Tue, 6 Feb 2024 16:43:55 +0000 Subject: [PATCH 1/5] prepare for dist --- .idea/SEPAL.iml | 2 +- .idea/misc.xml | 2 +- MANIFEST.in | 3 + README.md | 9 +- demo/demo_fit_dce.ipynb | 237 ++++++++++++++--- demo/demo_fit_t1.ipynb | 539 ++++++++++++++++++-------------------- demo/demo_pk_models.ipynb | 152 +++++++++-- pyproject.toml | 28 ++ setup.py | 5 + 9 files changed, 630 insertions(+), 347 deletions(-) create mode 100644 MANIFEST.in create mode 100644 pyproject.toml create mode 100644 setup.py diff --git a/.idea/SEPAL.iml b/.idea/SEPAL.iml index 4606b2f..1e9bb70 100644 --- a/.idea/SEPAL.iml +++ b/.idea/SEPAL.iml @@ -2,7 +2,7 @@ - + diff --git a/.idea/misc.xml b/.idea/misc.xml index c3334de..8161a60 100644 --- a/.idea/misc.xml +++ b/.idea/misc.xml @@ -1,4 +1,4 @@ - + \ No newline at end of file diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 0000000..efecf08 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1,3 @@ +# MANIFEST.in + +recursive-include demo * \ No newline at end of file diff --git a/README.md b/README.md index 1a9aa32..324266d 100644 --- a/README.md +++ b/README.md @@ -1,14 +1,19 @@ -# South Edinburgh Perfusion Analysis Library (SEPAL) +# South Edinburgh Perfusion+ Analysis Library (SEPAL) **Please note: This library is also hosted in the [OSIPI DCE-DSC-MRI_CodeCollection repository](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection), where unit tests and perfusion code by other authors can also be found.** -Python library for simulating and fitting DCE-MRI data. It permits arbitrary combinations of pulse sequence, pharmacokinetic model, water exchange model, etc. The code is a work-in-progress, has not been extensively tested and is not recommended or approved for clinical use. +Python library for simulating and fitting DCE- and other quantitative MRI data. It permits arbitrary combinations of pulse sequence, pharmacokinetic model, water exchange model, etc. The code is a work-in-progress, has not been extensively tested and is not recommended or approved for clinical use. Created 28 September 2020 @authors: Michael Thrippleton @email: m.j.thrippleton@ed.ac.uk @institution: University of Edinburgh, UK +### Installation: + +### Use: +Most functionality is demonstrated in Jupyter notebook format in ./demo + ### Functionality: - Enhancement-to-concentration conversion (assuming fast water exchange) - Fit tissue concentration using pharmacokinetic model diff --git a/demo/demo_fit_dce.ipynb b/demo/demo_fit_dce.ipynb index 114eac8..54c533a 100644 --- a/demo/demo_fit_dce.ipynb +++ b/demo/demo_fit_dce.ipynb @@ -3,7 +3,11 @@ { "cell_type": "markdown", "id": "b4f72b46-d49a-4909-a8ae-51b3e01a8964", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "# Fitting DCE time series\n", "In this example, we process DCE data from a mild-stroke patient. First we do a simple ROI analysis using the median subcortical grey matter signal, then we demonstrate how to perform a voxelwise analysis." @@ -13,7 +17,11 @@ "cell_type": "code", "execution_count": 1, "id": "innovative-jacksonville", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "import sys\n", @@ -28,7 +36,11 @@ { "cell_type": "markdown", "id": "0d92edd9-2cd1-419e-a273-bdf1b4e5c08f", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Simple ROI analysis\n", "First, we analyse the data using the following steps:\n", @@ -40,7 +52,11 @@ { "cell_type": "markdown", "id": "appointed-stroke", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Start by defining the time points and loading the ROI data:" ] @@ -49,7 +65,11 @@ "cell_type": "code", "execution_count": 2, "id": "b6719ba7-17c3-471b-a16d-3a04b9593b61", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "dt=39.6 # temporal resolution\n", @@ -59,7 +79,11 @@ { "cell_type": "markdown", "id": "3902275b-e4d4-4abe-8e19-efdc6a5fe626", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Load the ROI data for tissue and the VIF:" ] @@ -68,7 +92,11 @@ "cell_type": "code", "execution_count": 3, "id": "3d57e094-cdaf-4bb2-bc68-fb85e532a408", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -103,7 +131,11 @@ { "cell_type": "markdown", "id": "58819f39-d12d-4f80-9cf4-b6adce6628ad", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Calculate enhancement\n", "Do this by creating a SigToEnh object and use the proc method to get enhancement. Use the first three points as the baseline." @@ -113,7 +145,11 @@ "cell_type": "code", "execution_count": 4, "id": "b112f1dd-9c71-411a-8567-3a32e12f68b2", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -143,7 +179,11 @@ { "cell_type": "markdown", "id": "c22f291c-01cf-47d4-b959-9bedba3c3bed", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Calculate concentration\n", "First define the relationship between concentration and relaxation rate:" @@ -153,7 +193,11 @@ "cell_type": "code", "execution_count": 5, "id": "5d9f252b-f5ea-4c62-8ba2-87fbd425d2b2", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "c_to_r_model = relaxivity.CRLinear(r1=5.0, r2=7.1)" @@ -162,7 +206,11 @@ { "cell_type": "markdown", "id": "cc7687c8-5366-4762-929c-109d2333427c", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "...and the relationship between relaxation rate and signal:" ] @@ -171,7 +219,11 @@ "cell_type": "code", "execution_count": 6, "id": "fcaf9f7a-594a-4151-ad2d-55400b581fbf", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "signal_model = signal_models.SPGR(tr=3.4e-3, fa=15, te=1.7e-3)" @@ -180,7 +232,11 @@ { "cell_type": "markdown", "id": "eb8f4f11-7ba7-4fee-8494-06ca96d9156d", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Now create an EnhToConc object and use the proc method to get concentration:" ] @@ -189,7 +245,11 @@ "cell_type": "code", "execution_count": 7, "id": "8076ac94-8c2e-4c80-af82-d254d97209f7", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -220,7 +280,11 @@ { "cell_type": "markdown", "id": "ca8df92a-1d1c-4b01-a7dd-4a0a711f5d44", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Fit the pharmacokinetic model to the concentration\n", "First we need to create an AIF object based on the calculate VIF concentrations:" @@ -230,7 +294,11 @@ "cell_type": "code", "execution_count": 8, "id": "08223222-0ddc-4e11-9d71-0444bee7f0ff", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "aif = aifs.PatientSpecific(t, c_p_vif)" @@ -239,7 +307,11 @@ { "cell_type": "markdown", "id": "f4a78498-69b4-4321-a074-4ef5ab55afd2", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "...and a PKModel object:" ] @@ -248,7 +320,11 @@ "cell_type": "code", "execution_count": 9, "id": "a84698fe-1b42-465d-8c85-ac4a5d580235", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "pk_model = pk_models.Patlak(t, aif, bounds=((-1,-0.001),(1,1)))" @@ -257,7 +333,11 @@ { "cell_type": "markdown", "id": "5386675c-2303-49a9-8df5-f7aff457287c", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Finally, we create a ConcToPKP object and use the proc method to fit the concentration data:" ] @@ -267,7 +347,10 @@ "execution_count": 10, "id": "adaf7157-65dd-4ecd-978c-4ef015044413", "metadata": { - "tags": [] + "tags": [], + "pycharm": { + "name": "#%%\n" + } }, "outputs": [ { @@ -308,7 +391,11 @@ { "cell_type": "markdown", "id": "ac0b7e1a-e0de-436f-9197-e8c1ffd051f8", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Fit using the linearised Patlak model\n", "Method uses linear regression with two regressors: the AIF and the AIF integral. \n", @@ -319,7 +406,11 @@ "cell_type": "code", "execution_count": 11, "id": "80f139de-02d1-4ce4-bf1d-a89a83e4dc38", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -358,7 +449,11 @@ { "cell_type": "markdown", "id": "2e1a7e53-a789-4647-aedd-2371e5bde358", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Fit data in signal space\n", "Alternatively, we can fit the enhancement curve directly. To do this, we need to create a water_ex_model object, which determines the relationship between R1 in each tissue compartment and the exponential R1 components. We start by assuming the fast water exchange limit (as implicitly assumed above when estimating tissue concentration).\n", @@ -369,7 +464,11 @@ "cell_type": "code", "execution_count": 12, "id": "f58c2cbd-c9f9-4ee2-8179-27f04f3d3b99", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "wxm = water_ex_models.FXL()" @@ -378,7 +477,11 @@ { "cell_type": "markdown", "id": "4526fecd-0b3c-4b02-911f-ae12ec769524", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "This time create an EnhToPKP object and use the proc method to fit the enhancement curve:" ] @@ -387,7 +490,11 @@ "cell_type": "code", "execution_count": 13, "id": "a33675f6-a2a9-45f9-ae40-df2ebbbb7e45", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -424,7 +531,11 @@ { "cell_type": "markdown", "id": "0b0101a6-58e2-4493-a8db-baa2b4df64f6", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### Repeat the fit assuming *slow* BBB water exchange...\n", "This time, we assume slow water exchange across the vessel wall. The result will be very different compared with fitting the concentration curve:" @@ -434,7 +545,11 @@ "cell_type": "code", "execution_count": 14, "id": "3cbe77e4-5731-4bfa-abd2-785a62c055f8", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "wxm_ntexl = water_ex_models.NTEXL()" @@ -443,7 +558,11 @@ { "cell_type": "markdown", "id": "8a302d8a-7e53-4418-910d-ec809318d55d", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Create a new EnhToPKP object using this water exchange model and repeat the fit:" ] @@ -452,7 +571,11 @@ "cell_type": "code", "execution_count": 15, "id": "1dfba91b-d2cd-4cbc-ae09-63075f51fe8c", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -490,7 +613,11 @@ { "cell_type": "markdown", "id": "235ef6f0-8932-4717-be3c-f34026bf8d4e", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Voxelwise fitting\n", "The fitting objects created above can also be used to fit a 4D DCE image. Instead of the proc method, we use the proc_image method, and some of the arguments are images rather than single values/vectors. proc_image is a method of the base class (i.e. it's the same for all processing steps). It simply calls the subclass's proc method on each voxel in the image. \n", @@ -500,7 +627,11 @@ { "cell_type": "markdown", "id": "17ffbf2a-c5d1-4815-9154-380460ff55c8", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Calculate enhancement image\n", "The first argument is the input image, i.e. the re-aligned DCE signal image. This can be the path to a nii file or a np array. \n", @@ -513,7 +644,10 @@ "execution_count": 16, "id": "590a14f3-c73c-4114-a0a5-d7a71ae56f60", "metadata": { - "tags": [] + "tags": [], + "pycharm": { + "name": "#%%\n" + } }, "outputs": [], "source": [ @@ -524,7 +658,10 @@ "cell_type": "markdown", "id": "a96f9405-7f77-4128-b0c7-62ed0a5c572f", "metadata": { - "tags": [] + "tags": [], + "pycharm": { + "name": "#%% md\n" + } }, "source": [ "#### Calculate concentration\n", @@ -536,7 +673,11 @@ "cell_type": "code", "execution_count": 17, "id": "9f6c91cd-15ca-4839-bbd9-2890cafdb012", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "C_t_4d = e_to_c.proc_image(['./enh.nii'], arg_images=['./DCE_image_data/rT1.nii','./DCE_image_data/rk.nii'], mask='./DCE_image_data/betDCE3D0000_mask.nii', dir='.');" @@ -545,7 +686,11 @@ { "cell_type": "markdown", "id": "1b89f671-8f95-4ac3-8c96-02030629fa00", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Fit pharmacokinetic model\n", "This time, the input image is the tissue concentration image. \n", @@ -557,7 +702,11 @@ "cell_type": "code", "execution_count": 18, "id": "524a8280-680b-4549-b421-d82d84ec16da", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "vp_3d, ps_3d, C_t_fit_4d = conc_to_pkp.proc_image('C_t.nii', mask='./DCE_image_data/betDCE3D0000_mask.nii', dir='.', n_procs=4);" @@ -566,7 +715,11 @@ { "cell_type": "markdown", "id": "e5e4f926-3ba6-42f8-893f-1529b77fef4c", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Fit linear Patlak model" ] @@ -575,7 +728,11 @@ "cell_type": "code", "execution_count": 22, "id": "1022c02e-f1ce-44b1-a1f1-7f419610a314", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "vp_lin_3d, ps_lin_3d, C_t_fit_lin_4d = conc_to_pkp_lin.proc_image('C_t.nii', mask='./DCE_image_data/betDCE3D0000_mask.nii', dir='.', suffix=\"_lin\", n_procs=4);" diff --git a/demo/demo_fit_t1.ipynb b/demo/demo_fit_t1.ipynb index c6a8274..71d4cc8 100644 --- a/demo/demo_fit_t1.ipynb +++ b/demo/demo_fit_t1.ipynb @@ -15,29 +15,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "affected-indonesia", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\mjt32\\anaconda3\\lib\\site-packages\\dicom\\__init__.py:53: UserWarning: \n", - "This code is using an older version of pydicom, which is no longer \n", - "maintained as of Jan 2017. You can access the new pydicom features and API \n", - "by installing `pydicom` from PyPI.\n", - "See 'Transitioning to pydicom 1.x' section at pydicom.readthedocs.org \n", - "for more information.\n", - "\n", - " warnings.warn(msg)\n" - ] - } - ], + "execution_count": null, + "outputs": [], "source": [ "import os, sys\n", "import numpy as np\n", @@ -46,42 +25,31 @@ "import t1_fit, signal_models\n", "%load_ext autoreload\n", "%autoreload 2" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "id": "a426b25f-88e1-4a32-a627-675243e26cef", + "source": [ + "## T1 estimation methods (single value)\n", + "The variable flip angle method estimates T1, using the relationship between flip angle, T1 and SPGR signal:" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, - "source": [ - "## T1 estimation methods (single value)\n", - "The variable flip angle method estimates T1, using the relationship between flip angle, T1 and SPGR signal:" - ] + } }, { "cell_type": "code", - "execution_count": 2, - "id": "8b7c6e63-f4d1-4ea5-bbb8-a932d4862063", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "fa_range = np.linspace(0, 20, 50)\n", "s_range_1 = t1_fit.spgr_signal(s0=100, t1=0.8, tr=5.4e-3, fa=fa_range)\n", @@ -91,50 +59,31 @@ "plt.xlabel('FA (deg)')\n", "plt.ylabel('signal');\n", "plt.legend();" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "id": "8cc53336-53ef-4cc3-aad3-0d4ef3c8784f", + "source": [ + "#### Variable flip angle mapping (2 x flip angles)\n", + "The simplest approach is to estimate T1 from two SPGR acquisitions with different flip angles. This is fastest but least precise method:" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, - "source": [ - "#### Variable flip angle mapping (2 x flip angles)\n", - "The simplest approach is to estimate T1 from two SPGR acquisitions with different flip angles. This is fastest but least precise method:" - ] + } }, { "cell_type": "code", - "execution_count": 3, - "id": "193be578-c800-49f2-839d-43466d273ff4", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Wall time: 0 ns\n", - "Fitted values: s0 = 13600.3, t1 = 1.326 s\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "# Fit data:\n", "s = np.array([413, 445])\n", @@ -149,50 +98,31 @@ "plt.xlabel('FA (deg)')\n", "plt.ylabel('signal');\n", "plt.legend();" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "id": "991c0e6c-56c1-4169-94d1-82d787ae5a62", + "source": [ + "#### Variable flip angle (based on 3 x flip angles)\n", + "Fit multiple acquisitions using the **linear regression** method (moderately fast, moderately accurate):" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, - "source": [ - "#### Variable flip angle (based on 3 x flip angles)\n", - "Fit multiple acquisitions using the **linear regression** method (moderately fast, moderately accurate):" - ] + } }, { "cell_type": "code", - "execution_count": 4, - "id": "9af5810a-3cc9-4f2f-8350-5f8c182dd148", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Wall time: 0 ns\n", - "Fitted values: s0 = 13531.9, t1 = 1.326 s\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "# Fit data:\n", "s = np.array([413, 604, 445])\n", @@ -207,49 +137,30 @@ "plt.xlabel('FA (deg)')\n", "plt.ylabel('signal');\n", "plt.legend();" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "id": "433727e1-0f92-41c9-b49b-88f11358c704", + "source": [ + "Now fit using the **non-linear** method (slowest, most accurate):" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, - "source": [ - "Now fit using the **non-linear** method (slowest, most accurate):" - ] + } }, { "cell_type": "code", - "execution_count": 5, - "id": "04a39172-427f-4b0e-ba85-e0870d0a2e3d", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Wall time: 15.6 ms\n", - "Fitted values: s0 = 13482.2, t1 = 1.323 s\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "# Fit data:\n", "s = np.array([413, 604, 445])\n", @@ -264,50 +175,31 @@ "plt.xlabel('FA (deg)')\n", "plt.ylabel('signal');\n", "plt.legend();" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "id": "a00eb683-0158-4fa1-b62d-ee4b14004235", + "source": [ + "#### DESPOT1-HIFI method\n", + "T1 can be estimated using a combination of SPGR (FLASH) and IR-SPGR (MP-RAGE) acquisitions. This technique also estimates the relative flip angle k_fa (nominal/actual FA). Now add 2 x IR-SPGR acquisitions to the previous 3 x SPGR scans. We now have 5 x acquisitions. All parameters are specified for each acquisition." + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, - "source": [ - "#### DESPOT1-HIFI method\n", - "T1 can be estimated using a combination of SPGR (FLASH) and IR-SPGR (MP-RAGE) acquisitions. This technique also estimates the relative flip angle k_fa (nominal/actual FA). Now add 2 x IR-SPGR acquisitions to the previous 3 x SPGR scans. We now have 5 x acquisitions. All parameters are specified for each acquisition." - ] + } }, { "cell_type": "code", - "execution_count": 6, - "id": "5ac0739a-72e7-476b-aa69-f1bebf7cc32b", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Wall time: 1.01 ms\n", - "Fitted values: s0 = 11856.2, t1 = 1.022 s, k_fa = 1.138\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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dw4uqH0+X1o3565gkVm/fy8SPMwN6V56/Wbu9mBfmreWS+LaMGuAb19SIigzlrZuSKa+o5FZrzXJSDXFM4QJVTTpmTOwr7mlJqvo5gIjEA2OA3sBQ4J8iYl8xG8isjFyKS8oZf2b9dLW8sFdb7r+oBzMzcq3nvZ8oKa/gvhkZNGsUwp+uTvCqUXMnc1p0E/5xQ3/W5+/jvvczqLQRScflTQeahwPvq2qJqm4GNgCDHM4UEFSVKQu3cHr7ZnW+ZGJVd13QjYvj2/Lc56tZuLGw3l7XOOPlL9exOm8vf74mkVZ13Jp0wq+6R/P4lfF8tXoHf/nPWqfjeC1PFwUF/iMi6SIyocr0u0QkU0T+JSKHP4VigOwq8+S4px1FRCaISJqIpAX6weT6kp61mzXbi4/b5+hUuXre96Vzq0juencJ24oOnnwh45UWbSpk8nebGDuoE0NOb+t0nFM2/szOXH9GJyYt2MgnS+0649XxdFE4W1X7A5cBd4rIucAkoCuQBOQBL7nnre7T6BfbeKo6WVWTVTU5OjraM6kDzNTULJqGhzCi3/H7HJ2qphGhTB6XTEl5JbdPTedQWUW9v4fxrOJDZTyQsoxOLSN57ArvbiFzMiLCU1f1ZvBpLXn4o+Us2brb6Uhex6NFQVVz3T/zgU+AQaq6Q1UrVLUSeJP/7iLKAaoOe4kFcj2Zz0BBcQmfL8/jmgGxRIZ5ZjBatzZNeHl0X5Zv28NjdrF1n/PUp6vI23OQl0cn0Tjc9wcshgYHMemGAbRrFsGEKenk2hbsUTxWFESksYg0PXwfuARYISJVG62PBFa4788GxohIuIh0AboDiz2Vz7ikpGVTVqHc6KHLJh52Se923DOkOx+m5zDNWhv7jHkr8vgwPYc7L+jGgM71d7zJaS0ah/H2TckcKqvg1ilp1rOrCk9uKbQFfhCRZbg+3D9T1XnAC+5hqpnABcD9AKq6EkgBVgHzgDtV1fY1eFBFpTI9NYuzu7XyyMXVj3XfkO4M6dWGpz5dxc9bdnn8/Uzd5BcfYuLHy0mIieKeId2djlPvurdtyt/G9mNV3l5+l7LMRiS5eawoqOomVe3rvvVW1efc08epaoKqJqrqVaqaV2WZ51S1q6r2VNW5nspmXOav3kHunkMeu7j6sYKChJevS6Jjy0jumLaE7Xs8e/U4c+pUlYc/zORAaQWvXNeX0GBvGqhYfy7o1YZHLzuduSu289f5652O4xX881/a1MjU1CzaNYvgogYcTRLVKJTJ4wZwsLSc26elU1JuG4Pe6N3FW/lmbQETL+tFtzZNnY7jUbf8qgujBsTy1/nrmZNphzGtKASozTv38/36nVx/RidCGvhbYPe2TXlpdF8ysot4cvbKBn1vc3Kbd+7n2Tmr+VX31ow/M87pOB4nIjw7sg/JnVvw4AfLWJ6zx+lIjrKiEKCmpWYREiSMqUOfo7oY2qc9vz2/K+8tzubdRdbB0luUV1Ry/4wMwkKC+Mu1fQny4mZ39Sk8JJjXxw2gVeNwbp2SRv7ewN21aUUhAB0sreCDtGyG9mlHm2a1b69dX353SU/O7RHNE7NXkJ5l48W9wT8XbCQju4hnR/ShXZRzfxtOaN0knDfHJ7P3UBm3TkkL2HNqrCgEoE+X5bL3UHmDHWA+nuAg4bUxSbSPasQd09ID+tuZN1iWXcRf569neFIHhvWt/xMZfUF8h2a8cl0Sy3L28PBHgdnM0YpCgFFVpqRuoUdb7+gt3zwyjDfGDaD4UDl3TF9CaXml05EC0sHSCu5PyaBN03CeHt7H6TiOurR3Ox66tCezMnL554KNTsdpcFYUAkxGdhErtu1l3JlxXtPl8vT2zXjh2kTSs3bz9Bw78OyE5+euZlPBfl4a1ZeoRqFOx3Hcb8/vyvCkDvzli7X8Z+V2p+M0KCsKAWZqahaNw4IZ2e8XvQYdNaxvB2479zSmpW4l5efsky9g6s236wp4Z2EWvzmnC2d1a+10HK8gIvz5mkT6dmzOfTMyWJW71+lIDcaKQgDZtb+UOZl5XN0/liZe2MPmoUt7ck631jw2cwUZ2UVOxwkIu/eX8tAHy+jepgkPXdrT6TheJSI0mDfHDaBZRCi3Tklj574SpyM1CCsKASQlLZvS8krG1dOFdOpbSHAQfxvbjzbNwrl9ajoFxYHxn9ApqspjM1ew+0Apr1yXRESoXdPqWG2aRfDm+GQK95dw+9TAONnSikKAqKhUpi/K4owuLenR1nvPUG3R2HXguehgKXe+u4SyCjvw7CmzMnL5bHke91/cgz4xUU7H8VoJsVG8OKovaVm7eewT/+/ya0UhQHy7Lp/sXQe9diuhqt4dovjzNYks3ryL5z5b7XQcv7St6CB/mLWC5M4tuO3crk7H8XpXJnbg3iHd+SA9h7d/2Ox0HI/yvh3LxiOmLswiumk4l/Zu53SUGhmeFMOy7D3868fNJMREcY2PXCTeF1RWKg+6u4K+PDqJ4AA5a7mu7h3SnfX5xfzx89V0jW7CBb3aOB3JI2xLIQBsLTzAgnUFjB3Uyae6XU68vBeDT2vJo58sD/h+NPXpXz9uZuGmQp4Y1ptOrSKdjuMzgoKEF0f15fT2zbj7vaWs31HsdCSP8J1PCHPKpi/KIkiE6wd1cjpKrYQGB/H36/vTqnEYt09LpzBARn940trtxbzwxVoujm/LqGTb+qqtyLAQ3hyfTERoML95J43d+0udjlTvrCj4uUNlFcxIy+aS+LY+2cumdZNwXh83gIJ9Jdz17lLK7cDzKSspr+C+GRk0iwjhT1cneM3Ji76mQ/NGvDl+ANv3HuKO6el+NxjCioKf+ywzj6IDZY73OaqLxNjmPDeiDws3FfL83DVOx/FZr361ntV5e3n+6kRaNwl3Oo5P69epBX++JoHUTbt4YvZKvxqRZAea/dyU1Cy6RjfmzK6tnI5SJ6OSO7Ji2x7e+mEzCbFRDE/yrjOyvd3PW3bx+rcbGTuoIxfFN9xFlfzZyH6xrNuxj0kLNtKzbVNuOivO6Uj1wqNbCiKyxX095gwRSXNPaykiX4rIevfPFlXmnygiG0RkrYhc6slsgSAzp4hl2UWMG9zZL3YVPHZlPIPiWvLwR5kB1XagrooPlXH/jAw6tojksSvinY7jVx66pCcXnd6Gp+es4vv1BU7HqRcNsfvoAlVNUtVk9+NHgPmq2h2Y736MiMQDY4DewFDgnyJip1jWwbTULBqFBnO1nwznDA0O4h839Kd5ozBum+afB/k84elPV5FbdJBXrutLYy9sb+LLgoKEV8f0o3ubJtw5fQmbCvY5HanOnDimMBx4x33/HWBElenvq2qJqm4GNgCDGj6efyg6UMqsjFxG9IuhWYT/dL2MbhrOpBv7s2NPCfe8v5SKSv/Zl+sJ81Zs54P0HH57fjcGdHa+Vbo/ahLuGpEUEhzELe+ksedAmdOR6sTTRUGB/4hIuohMcE9rq6p5AO6fh88AiQGqtsfMcU87iohMEJE0EUkrKPCPzTVP+DA9h5LySp8+wHw8/Tq14JkRvfl+/U7+8sVap+N4rfziQzz6yXL6xDTjniHdnY7j1zq2jOT1GweQvfsAd723xKdHyXm6KJytqv2By4A7ReTcE8xb3U7vX3wNVNXJqpqsqsnR0dH1ldOvVFYqU1OzSO7cgvgOzZyO4xHXDezE9Wd04vVvNzInM9fpOF5HVXnko+XsLynnldFJhIXYQENPG9SlJc+O6MP363fyrA+3Z/HoX4qq5rp/5gOf4NodtENE2gO4f+a7Z88Bql5FPhaw/+2n4PsNO8kqPOATfY7q4olh8fTv1JyHPshkzXY78FzVe4uz+XpNPo9c1ovuXtwA0d9cN7ATvzmnC//+aQvvLtrqdJxT4rGiICKNRaTp4fvAJcAKYDZwk3u2m4BZ7vuzgTEiEi4iXYDuwGJP5fNnUxdm0bpJGEP7+Eafo1MVHhLMpBsH0CQihNumpvv8vtz6smXnfp6Zs4pzurXmpjPjnI4TcCZe1ovzekTz+KwVpG4qdDpOrXlyS6Et8IOILMP14f6Zqs4DngcuFpH1wMXux6jqSiAFWAXMA+5UVf9vXl7PcnYf4Os1O7huYEfCQ/x/8FbbZhFMuqE/uUUHuXeGHXgur6jk/pQMQoOFv4xKJMia3TW4kOAg/nZ9Pzq3iuSOaelsLTzgdKRa8VhRUNVNqtrXfeutqs+5pxeq6hBV7e7+uavKMs+paldV7amqcz2VzZ8d3mS9/gz/3nVUVXJcS54Y1psFawt45ct1Tsdx1KQFG1m6tYhnRybQPqqR03ECVrOIUN6+aSCVCrdM+ZniQ76zFWtHn/xISXkFM37OZsjpbYlpHlgfCDec0Ynrkjvy9282MG9FYF1o/bDMnCL+On89V/XtwFV9OzgdJ+DFtW7MpBv6s7FgP/e+n+EzW7FWFPzI3OXbKdxf6pfDUE9GRHhqeG/6dmzO71Iy2JDvn22Nj+dgaQX3z8igdZNwnhnex+k4xu2sbq158qrefL0mnxfm+UbfLisKfmRqahZdWjfmnG6tnY7iiIjQYF6/sT+NwoKZMCWdvT60yV5Xf563ho0F+3lxVF+iIv3nZEV/MG5wZ8YN7swb323iw/Qcp+OclBUFP7Eydw/pWbu54YxOAX1wsX1UI/5xfX+27jrAAzMyqPSRTfa6+G5dAf/+aQu/PjuOc7oH5hcCb/f4sHjO7taKRz9eTnrWrpMv4CArCn5iWmoWEaFBjBrQ8eQz+7kzTmvFH66M56vV+bz29Xqn43hU0YFSHvpwGd3aNOHhob2cjmOOIzQ4iH9c358OzSO4bWo624oOOh3puKwo+IE9B8uYuTSX4X1jbNeB2/gzO3N1/xhe/Wo9X67a4XQcj1BV/nfmCgr3lfLqdUlEhPr/EGRf1jwyjLduGkhJeSW3vJPG/pJypyNVy4qCH/h4SQ4Hyyr8/gzm2hAR/jgygT4xzXhgRgYb/aB75bFmL8vls8w87r+4B31iopyOY2qgW5sm/G1sP9Zu38sDKd65e9OKgo9TdfU5SurY3D4YjuE68DyA0JAgJkxJ86mx4ieTW3SQx2auYEDnFtx+Xlen45haOL9nG/73ini+WLmDV77yvvNqrCj4uJ82FrKpYD/jbSuhWrEtIvn79f3YUniA36Us88pvZrVVWak8+IHrd3lldBLBATywwFf9z9lxjBnYkb99vYFZGducjnMUKwo+burCLFpEhnJ5Qnuno3its7q2ZuJlvfjPqh38c8EGp+PU2f/9tIWfNhby+LB4OrWKdDqOOQUiwtPD+zAoriW//zCTZdlFTkc6woqCD8vbc5AvV+9g9MCOdpDxJH5zTheGJ3XgpS/X8c3a/JMv4KXW7Sjmz/PWcNHpbRmdbCPNfFlYSBCTbuxPdNNwbp2SxvY9h5yOBFhR8GnvLdpKpSo3BlCfo1MlIjx/dSK92jXj3veWsmXnfqcj1VppeSX3vZ9B0/AQnr8mwS+uux3oWjUJ562bktlfUs6EqWkcLHW+B6gVBR9VWl7Jez9nc0HPNnRsabsQaqJRWDCTxw0gKEi4bWq61w4JPJ5Xv1rHqry9PH9NIq2bhDsdx9STXu2a8dcx/Vi+bQ8PfbgMVWePe1lR8FFfrNxOQXFJQPY5qouOLSP529h+rM8v5vcfZjr+H7Cmft6yi9e/3ciYgR25OL6t03FMPbsovi0PD+3FnMw8/v61s8e9rCj4qKmpWXRs2YjzetglSWvrV92jeXhoLz5bnscb321yOs5J7Ssp54GUDGJbRPLYlfFOxzEectu5p3F1vxhe+nId81bkOZbDioIPWru9mMWbd3HjGZ0Dus9RXUw49zSuSGzPC/PW8N26AqfjnNDTn65k2+6DvDy6L03CQ5yOYzxERPjj1Qn069Sc+2csY8W2PY7ksKLgg6ambiEsJIhRNvrklIkIf7k2ke5tmnL3e0u99upYX6zcTkpaDnec35XkuJZOxzEeFhEazBvjBtAiMpQJU9LIL274EUlWFHxM8aEyPlmyjWGJHWjZOMzpOD4tMiyEN8YNQFWZMDWNA6XedeC5oLiEiR8vp3eHZtw7pIfTcUwDadM0gsnjk9l9oIzbpqZzqKxhRyR5vCiISLCILBWROe7HT4rINhHJcN8urzLvRBHZICJrReRST2fzRTOXbmN/qfU5qi9xrRvz17H9WLujmEc+Wu41B55VlUc+ymRfSTmvXpdEWIh9fwskfWKieHl0X5ZuLeLRTxr277Ih/tLuBVYfM+0VVU1y3z4HEJF4YAzQGxgK/FNE7IysKlSVKQuzSIiJom+s9TmqLxf0bMODl/Rk9rJc3v5hs9NxAHj/52zmr8nnkaG96N62qdNxjAMuS2jPAxf34OMl25jcgAMiPFoURCQWuAJ4qwazDwfeV9USVd0MbAAGeTKfr1m0eRfr8/cx7szOduJSPfvt+V0Z2rsdf5q7hp827HQ0y5ad+3lmzirO7taKm8+KczSLcdbdF3bjysT2PD9vDfNXN0wLeE9vKbwK/B6oPGb6XSKSKSL/EpEW7mkxQHaVeXLc04zb1IVZRDUKZViiXZS9vokIL47uS5fWjbnrvaXk7HbmwHN5RSUPpGQQEiS8OKqvjS4LcK4BEX1JiIninveWsnZ7MWSmwCt94Mnmrp+ZKfX6nicsCiJSLCJ7q7kVi8jekyx7JZCvqunHPDUJ6AokAXnAS4cXqeZlfrEjTUQmiEiaiKQVFHj3UML6tGPvIb5YuZ1RA2JpFGZ71TyhSXgIk8cNoKy8ktunNfwBPoDXv93Ikq1FPDOiD+2jGjX4+xvv4zoTP5nG4SG89/aL6Ox7YE82oK6fn95Tr4XhhEVBVZuqarNqbk1VtdlJXvts4CoR2QK8D1woItNUdYeqVqhqJfAm/91FlANUHWMZC+RWk2myqiaranJ0dOCcuPX+4mzKK5Ub7Qxmjzotugmvjklixba9DX6Ab3nOHl79aj3D+nZgeJJtJJv/ahflGpF0a+k0pPyYS3mWHYT5T9fbe9Vq95GItBGRTodvJ5pXVSeqaqyqxuE6gPy1qt4oIlV7PI8EVrjvzwbGiEi4iHQBugOLa5PPX5VVVPLu4izO7RFNXOvGTsfxe0NOb8v9F7kO8L3z05YGec9DZRXcN2MprZuE88zw3g3ynsa3JHVsTgcprP7JPTn19j41KgoicpWIrAc2A98CW4C5p/ieL4jIchHJBC4A7gdQ1ZVACrAKmAfcqarOtwz0Al+t2sGOvdbnqCHdfWE3Ljq9Lc98tprUTcf5j1iPnp+7ho0F+/nLqESaR9r5J6Z6EhVb/RPHm34Karql8AwwGFinql2AIcCPNX0TVV2gqle6749T1QRVTVTVq1Q1r8p8z6lqV1XtqaqnWnT8ztTULGKaN+LCXm2cjhIwgoKEl6/rS+eWkdw5fQm5RQdPvtAp+n59Af/+aQs3nxXHr7oHzi5RcwqGPI6GHnOsKbQRDHm83t6ipkWhTFULgSARCVLVb3AdKDYetiG/mJ82FnL9GZ3ssosNrFlEKJPHD+BQWQV3eOjAc9GBUh78YBldoxvzyGW96v31jZ9JHI0Mew2N6ggIRHWEYa9B4uh6e4uadtcqEpEmwHfAdBHJB7yrJ4Cfmpa6lbDgIK4baH2OnNCtTVNeGp3E7dPS+cPMFbxwbWK9niPyh1krKdxXylvjB9rV80zNJI5G6rEIHKumWwrDgYO49v/PAzYCwzwVyrjsLynno/QcLk9oZxdVcdDQPu24+8JufJCew7RFW+vtdWdlbOPTZbncd1F3EuwMdeMlarSloKpVr134joeymGPMzNhGcUm59TnyAvdd1IMV2/bw9KcrOb1d0zp3LM0tOsgfZq6gf6fm3H5e13pKaUzd1XT00dUisl5E9tT05DVTN6rK1IVZxLdvRv9OLU6+gPGo4CDh1TH9iGneiDumL2HH3lNvaVxZqTz04TLKK5WXRycREmzN7oz3qOlf4wvAVaoaVYuT10wdpGftZs32Yutz5EWiGoXyxjjXRdbvmJZOSfmpHXj+909b+HFDIX+4Mt7OOzFep6ZFYYeqHtvp1HjQlIVZNI0IYXiS9TnyJj3bNeXFUX1ZsrWIpz5dVevl1+8o5vl5axjSqw1jbPCA8UI1HX2UJiIzgJlAyeGJqvqxJ0IFuoLiEuauyOPGwZ2JDLPLL3qbyxPac8f5XZm0YCMJMVGMHXTCk/uPKC2v5L4ZGTQND+H5a+p3FJMx9aWmnzjNgAPAJVWmKWBFwQNS0rIpq7A+R97swUt6smLbHp6YtZKe7ZrW6LjPX+evY2XuXiaPG0B0UxtNZrxTTUcf/drTQYxLeUUl01OzOLtbK7pGN3E6jjmO4CDhb2P7MezvP3DHtHQ+vfsc2jSNOO78aVt2MWnBRq5L7sglvds1YFJjaqemo49eq+b2jIgM93TAQPP1mnxy9xxi3OA4p6OYk2geGcYbNyaz52AZd05fQmn5sZcNcdlXUs4DKcuIadGIPwyLb+CUxtROTQ80R+Bqa7HefUsEWgK/EZFXPZIsQE1NzaJdswguOt36HPmC+A7N+PM1ify8ZTfPflb9gedn56wiZ/cBXhmdRJNwO0ZkvFtN/0K7AReqajmAiEwC/gNcDCz3ULaAs6lgH9+v38kDF/ewses+ZHhSDCu27eHN7zeTEBPFqLCFrv72e3I4GNmeA0UjuP28m+p8wpsxDaGmRSEGaAzscT9uDHRQ1QoRKTn+YqY2pi/aSkiQMGaQDVX0NQ8P7cXK3L0snPU614S9TVCFq6tqowO5vBD2NiHtkgBreGe8X21OXssQkf8TkX8DS4EXRaQx8JWnwgWSg6UVfJCWzdA+7U54wNJ4p5DgIP5+fX9+HzzjSEE4LIISQr55xqFkxtROTUcfvS0in+O6dKYAj6rq4UtlPuSpcIFk9rJt7D1UbhfS8WEtG4eh7Kz+yXq8MpYxnnTCLQUR6eX+2R9oD2QDW4F27mmmHqgqUxZm0bNtUwZ1sf3OvqwhroxljCedbEvhAWAC8FKVaVWvZH5hvScKQBnZRazM3cszI/rYWa6+bsjj8Ok9roupH1bPV8YyxpNOuKWgqhPcdycBw1X1AuAbXAecH/RwtoAxdWEWTcJDGNkvxukopq4SR7uuhOXBK2MZ40k1HX30mKqmiMg5uIahvoSrUJxxsgVFJBhIA7ap6pUi0hKYAcQBW4DRqrrbPe9E4DdABXCPqn5Ru1/H9+zaX8qczDzGDOpoY9j9ReJoKwLGZ9V09NHhHsFXAK+r6iwgrIbL3gtU7bD6CDBfVbsD892PEZF4YAzQGxgK/NNdUPxaSlo2pRWV1ufIGOMValoUtonIG8Bo4HMRCa/JsiISi6uQvFVl8nD+e/W2d4ARVaa/r6olqroZ2IBrtJPfqqhUpqVmcUaXlvRo29TpOMYYU+OiMBr4AhiqqkW4WlzUZCjqq8DvgapNYdqqah6A++fhfg4xuEY3HZbjnnYUEZkgImkiklZQUFDD+N7p23X55Ow+yPgz45yOYowxQA2LgqoeUNWPVXW9+3Geqv7nRMuIyJVAvqqm1zBLdcNu9BcTVCerarKqJkdHR9fwpb3TlIVZRDcN55LebZ2OYowxQM0PNJ+Ks4GrRORyXA31monINGCHiLRX1TwRaQ/ku+fPAar2d4gFcvFTWYX7+XZdAXdf2J1Q63NkjPESHvs0UtWJqhqrqnG4DiB/rao3ArOBm9yz3QTMct+fDYwRkXAR6QJ0BxZ7Kp/T3l20lSARrq/hVbuMMaYhODEG8nkgRUR+g+vs6FEAqrpSRFKAVUA5cKeqntqV0b3cobIKZqRlc0l8W9pFWZ8jY4z3aJCioKoLgAXu+4XAkOPM9xzwXENkctKczDyKDpRZnyNjjNexndkOmJqaRdfoxpzZtZXTUYwx5ihWFBpYZk4Ry7KLGDe4s/U5MsZ4HSsKDWzqwiwiw4K5eoB1zTTGeB8rCg2o6EAps5flMqJfDM0iQp2OY4wxv2BFoQF9kJZDSXmlHWA2xngtKwoNpLJSmbYoi4FxLTi9fTOn4xhjTLWsKDSQ7zfsJKvwgHVDNcZ4NSsKDWTqwi20bhLG0D7tnI5ijDHHZUWhAWTvOsD8NfmMGdiJ8BC/v0SEMcaHWVFoAO8t3ooAY8+wPkfGGO9mRcHDSsormPFzNkNOb0tM80ZOxzHGmBOyouBhc5dvp3B/KePPtAPMxhjvZ0XBw6amZtGldWPO7tra6SjGGHNSVhQ8aGXuHtKzdnPDGZ0ICrI+R8YY72dFwYOmpWYRERrEqAEdTz6zMcZ4ASsKHrLnYBkzl+YyvG8MUZHW58gY4xusKHjIR+k5HCyrYJwdYDbG+BArCh6gqkxLzaJfp+b0iYlyOo4xxtSYx4qCiESIyGIRWSYiK0XkKff0J0Vkm4hkuG+XV1lmoohsEJG1InKpp7J52k8bC9m0c791QzXG+BxPXqO5BLhQVfeJSCjwg4jMdT/3iqq+WHVmEYkHxgC9gQ7AVyLSQ1UrPJjRI6Ys3ELLxmFcntDe6SjGGFMrHttSUJd97oeh7pueYJHhwPuqWqKqm4ENwCBP5fOUvD0H+XLVDkYndyQi1PocGWN8i0ePKYhIsIhkAPnAl6q6yP3UXSKSKSL/EpEW7mkxQHaVxXPc0459zQkikiYiaQUFBZ6Mf0reW7QVBW6wPkfGGB/k0aKgqhWqmgTEAoNEpA8wCegKJAF5wEvu2as7u+sXWxaqOllVk1U1OTo62iO5T1VpeSXvLs7mgp5t6Ngy0uk4xhhTaw0y+khVi4AFwFBV3eEuFpXAm/x3F1EOUPUsr1ggtyHy1ZcvVm5n574SG4ZqjPFZnhx9FC0izd33GwEXAWtEpOrR15HACvf92cAYEQkXkS5Ad2Cxp/J5wtSFWXRs2YjzunvXFowxxtSUJ0cftQfeEZFgXMUnRVXniMhUEUnCtWtoC3AbgKquFJEUYBVQDtzpSyOP1mzfy+Itu5h4WS/rc2SM8VkeKwqqmgn0q2b6uBMs8xzwnKcyedK01CzCQoIYnWx9jowxvsvOaK4HxYfK+GTJNoYldqBF4zCn4xhjzCmzolAPPlm6jf2l1ufIGOP7rCjUkaoydWEWibFRJHVs7nQcY4ypEysKdZS6aRfr8/dxo/U5Msb4ASsKdTQtNYuoRqFc1beD01GMMabOrCjUwY69h/hi5XZGJ8danyNjjF+wolAH7y3eSnmlcsMZtuvIGOMfrCicorKKSt5bvJXzekQT17qx03GMMaZeWFE4RV+t2sGOvSV2IR1jjF+xonCKpizMIqZ5Iy7o1cbpKMYYU2+sKJyCDfnFLNxUyA2DOxFsfY6MMX7EisIpmJa6lbBg63NkjPE/VhRqaX9JOR+l53B5QjtaNwl3Oo4xxtQrKwq1NDNjG8Ul5Yw7M87pKMYYU++sKNTC4T5H8e2b0b9Tc6fjGGNMvbOiUAtpWbtZs72YcWd2RsQOMBtj/I8VhVqYujCLphEhDE+yPkfGGP9kRaGGCopLmLsij2sHxBIZ5smrmBpjjHOsKNTQjJ+3Ulah1iLbGOPXPFYURCRCRBaLyDIRWSkiT7mntxSRL0VkvftniyrLTBSRDSKyVkQu9VS22iqvqOTdRVs5p1trukY3cTqOMcZ4jCe3FEqAC1W1L5AEDBWRwcAjwHxV7Q7Mdz9GROKBMUBvYCjwTxHxin7UX6/JJ3fPIdtKMMb4PY8VBXXZ534Y6r4pMBx4xz39HWCE+/5w4H1VLVHVzcAGYJCn8tXG1NQs2kdFcNHp1ufIGOPfPHpMQUSCRSQDyAe+VNVFQFtVzQNw/zz8SRsDZFdZPMc97djXnCAiaSKSVlBQ4Mn4AGwq2Mf363dy/aBOhATbIRhjjH/z6KecqlaoahIQCwwSkT4nmL26gf9azWtOVtVkVU2Ojo6up6THNy11KyFBwnWDrM+RMcb/NchXX1UtAhbgOlawQ0TaA7h/5rtnywGqfvLGArkNke94DpSW80F6NkP7tKNN0wgnoxhjTIPw5OijaBFp7r7fCLgIWAPMBm5yz3YTMMt9fzYwRkTCRaQL0B1Y7Kl8NfHpslyKD5Uz3vocGWMChCfPwmoPvOMeQRQEpKjqHBFZCKSIyG+ArcAoAFVdKSIpwCqgHLhTVSs8mO+EVJUpC7Po2bYpA+NanHwBY4zxAx4rCqqaCfSrZnohMOQ4yzwHPOepTLWxNLuIlbl7eWZEH+tzZIwJGDac5jimLcyiSXgII/v9YgCUMcb4LSsK1SjcV8KczDyu7h9Dk3Drc2SMCRxWFKqRkpZDaUUl4+wMZmNMgLGicIyKSmX6oiwGn9aS7m2bOh3HGGMalBWFYyxYm0/O7oOMGxzndBRjjGlwVhSOMTU1izZNw7mkd1unoxhjTIOzolBFVuF+vl1XwNhBnQi1PkfGmABkn3xVTF+0lSARxg7q5HQUY4xxhBUFt0NlFaSkZXNp77a0i7I+R8aYwGRFwW1OZh5FB8rsQjrGmIBmRcFt6sItdGvThDNPa+V0FGOMcYwVBWBZdhHLcvYwbnBn63NkjAloVhSAaalZRIYFM7K/9TkyxgS2gC8Ku/eXMntZLiP6xdAsItTpOMYY46iALwofpudQUm59jowxBgK8KFRWKtMWZTEwrgWnt2/mdBxjjHFcQBeF79YXkFV4wIahGmOMW0AXhWmpWbRuEsZlfdo7HcUYY7yCx4qCiHQUkW9EZLWIrBSRe93TnxSRbSKS4b5dXmWZiSKyQUTWisilnsoGkL3rAPPX5DNmYCfCQgK6NhpjzBGevKxYOfA7VV0iIk2BdBH50v3cK6r6YtWZRSQeGAP0BjoAX4lID1WtqPdkmSk0m/MHNoZtp3JFLLR/AhJH1/vbGGOMr/HYV2RVzVPVJe77xcBq4EQnAgwH3lfVElXdDGwABtV7sMwU9NN7iCrdTpBASHEOfHoPZKbU+1sZY4yvaZD9JiISB/QDFrkn3SUimSLyLxFp4Z4WA2RXWSyHaoqIiEwQkTQRSSsoKKh9mPlPI2UHj55WdhDmP1371zLGGD/j8aIgIk2Aj4D7VHUvMAnoCiQBecBLh2etZnH9xQTVyaqarKrJ0dHRtQ+0J6d2040xJoB4tCiISCiugjBdVT8GUNUdqlqhqpXAm/x3F1EO0LHK4rFAbr2Hioqt3XRjjAkgnhx9JMDbwGpVfbnK9KrjP0cCK9z3ZwNjRCRcRLoA3YHF9R5syOMQ2ujoaaGNXNONMSbAeXL00dnAOGC5iGS4pz0KjBWRJFy7hrYAtwGo6koRSQFW4Rq5dKdHRh4dHmU0/2nXLqOoWFdBsNFHxhiDqP5it73PSE5O1rS0NKdjGGOMTxGRdFVNru45O2vLGGPMEVYUjDHGHGFFwRhjzBFWFIwxxhxhRcEYY8wRPj36SEQKgKw6vERrYGc9xalPlqt2LFftWK7a8cdcnVW12pYQPl0U6kpE0o43LMtJlqt2LFftWK7aCbRctvvIGGPMEVYUjDHGHBHoRWGy0wGOw3LVjuWqHctVOwGVK6CPKRhjjDlaoG8pGGOMqcKKgjHGmCP8viiIyFARWSsiG0TkkWqeFxF5zf18poj095Jc54vIHhHJcN8a5IIP7kuk5ovIiuM879T6OlmuBl9fItJRRL4RkdUislJE7q1mHqfWV02yObHOIkRksYgsc+d6qpp5Gnyd1TCXU/8ng0VkqYjMqea5+l9Xquq3NyAY2AicBoQBy4D4Y+a5HJiL63Kgg4FFXpLrfGCOA+vsXKA/sOI4zzf4+qphrgZfX0B7oL/7flNgnTf8fdUimxPrTIAm7vuhuK7bPtjpdVbDXE79n3wAeLe69/bEuvL3LYVBwAZV3aSqpcD7wPBj5hkOTFGXVKD5MVeHcyqXI1T1O2DXCWZxYn3VJFeDU9U8VV3ivl8MrAZijpnNqfVVk2wNzr0e9rkfhrpvx452afB1VsNcDU5EYoErgLeOM0u9ryt/LwoxQHaVxzn88j9GTeZxIhfAme7N2bki0tvDmWrKifVVU46tLxGJA/rh+oZZlePr6wTZwIF15t4dkgHkA1+qqlessxrkgoZfX68Cvwcqj/N8va8rfy8KUs20Y6t/TeapbzV5zyW4+pP0Bf4GzPRwpppyYn3VhGPrS0SaAB8B96nq3mOfrmaRBltfJ8nmyDpT1QpVTQJigUEi0ueYWRxZZzXI1aDrS0SuBPJVNf1Es1UzrU7ryt+LQg7QscrjWCD3FOZp8Fyquvfw5qyqfg6EikhrD+eqCSfW10k5tb5EJBTXh+50Vf24mlkcW18ny+b035iqFgELgKHHPOXo39jxcjmwvs4GrhKRLbh2MV8oItOOmafe15W/F4Wfge4i0kVEwoAxwOxj5pkNjHcfxR8M7FHVPKdziUg7ERH3/UG4/q0KPZyrJpxYXyflxPpyv9/bwGpVffk4szmyvmqSzaF1Fi0izd33GwEXAWuOma3B11lNcjX0+lLViaoaq6pxuD4jvlbVG4+Zrd7XVUhdFvZ2qlouIncBX+Aa8fMvVV0pIre7n38d+BzXEfwNwAHg116S61rgDhEpBw4CY9Q93MCTROQ9XKMsWotIDvAEroNujq2vGuZyYn2dDYwDlrv3RQM8CnSqksuR9VXDbE6ss/bAOyISjOtDNUVV5zj9f7KGuRz5P3ksT68ra3NhjDHmCH/ffWSMMaYWrCgYY4w5woqCMcaYI6woGGOMOcKKgjHGmCOsKJiAJSJPi8hFJ3j+dhEZ775/s4h0qPLcWyIS3xA5T4WIxMlxOsoacyI2JNWYGhCRBcCDqprmdJaacPc7mqOqx7ZqqOnyIapaXr+pjC+wLQXjtURkpoiki6u//YQq04eKyBJ3Y7L57mmtROQ/4uo7/4aIZIlI62O/MYvIgyLypPv+v0XkWvf950Vklbh60r/onvake/5rgWRgurj66DcSkQUikuyeb6yILBeRFSLy5yrvtU9EnnPnTBWRttX8jk+K61oRC0Rkk4jc455+otwLROQVEflOXNdLGCgiH4vIehF5tsrLh4jIO+7f6UMRiXQvP0BEvnWv2y/E3VXT/bp/FJFvgV9cf8EEBisKxpv9j6oOwPWBfI/7gz8aeBO4xt2YbJR73ieAH1S1H65T/zvV9E1EpCUwEuitqolA1Q9WVPVDIA24QVWTVPVglWU7AH8GLgSSgIEiMsL9dGMg1Z3zO+DW40ToBVyKq6X6E+LqWXQypap6LvA6MAu4E+gD3Cwirdzz9AQmu3+nvcBv3a/9N+Ba97r9F/BclddtrqrnqepLNchg/JAVBePN7hGRZUAqrqZf3XFdSOQ7Vd0MoKqHr7FwLjDNPe0zYHct3mcvcAh4S0SuxtUuoKYGAgtUtcC9u2W6OwtAKXD4alnpQNxxXuMzVS1R1Z242jb/YouiGod7ZS0HVrqvn1ACbOK/DdKyVfVH9/1pwDm4CkUf4Et3+4vHcDVRO2xGDd7b+DG/7n1kfJeInI+rKdmZqnrAvU8/Aler4OMdCKtuejlHf/mJ+MVCrl5Ug4AhuBqP3YXrm3+Nop7gubIqvXEqOP7/t5Iq9w/Pd7Lch5epPGb5yirvc+z6UHfelap65nGy7D/OdBMgbEvBeKsoYLe7IPTCtYUAsBA4T0S6wJFdP+DaPXODe9plQAv39B1AG/eup3DgymPfSFzXHIhyt0O+D9duoGMV47qs5bEWufO0djdTGwt8W8vftTonzV0DnUTk8If/WOAHYC0QfXi6iISK91zAyXgB21Iw3moecLuIZOL6IEsFUNUC90Hnj0UkCNfulouBp4D3RGQJrg/lre75y0TkaVwf3pv5ZZtmcH3YzxKRw1si91czz7+B10XkIHDkW7aq5onIROAb97Kfq+qsuv7yNcx9MquBm0TkDWA9MElVS90Hzl8TkShcnwGvAivrmtn4BxuSavySuC5MkuzeT2+MqSHbfWSMMeYI21IwxhhzhG0pGGOMOcKKgjHGmCOsKBhjjDnCioIxxpgjrCgYY4w54v8B59bLel7RGdUAAAAASUVORK5CYII=\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "s = np.array([249, 585, 413, 604, 445]) # signal\n", "esp = np.tile(5.4e-3, 5) # echo spacing (IR-SPGR) or TR (SPGR)\n", @@ -328,16 +220,16 @@ "plt.xlabel('acquisition number')\n", "plt.ylabel('signal');\n", "plt.legend();" - ] - }, - { - "cell_type": "markdown", - "id": "480d8d69-def2-47cf-a364-6ab5fe7e2b64", + ], "metadata": { + "collapsed": false, "pycharm": { - "name": "#%% md\n" + "name": "#%%\n" } - }, + } + }, + { + "cell_type": "markdown", "source": [ "### Reference values\n", "Obtained from fitting DESPOT1-HIFI signal in Matlab:\n", @@ -345,7 +237,13 @@ "s0 = 11856\n", "k = 1.1379\n", "(data from: INV_ED_004, FSLEyes coordinates 98,99,106)" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "markdown", @@ -361,26 +259,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "estimated/actual T1 = 1.1885 / 1.2000 s\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "# simulate ground-truth IR-SE signal over a TI range\n", "ti_range = np.linspace(0.1, 4, 50) # s\n", @@ -421,13 +301,6 @@ }, { "cell_type": "markdown", - "id": "546d8b07-8a1d-4953-899f-6c9cd93aef0e", - "metadata": { - "tags": [], - "pycharm": { - "name": "#%% md\n" - } - }, "source": [ "---\n", "## T1 mapping\n", @@ -440,99 +313,88 @@ "### Variable flip angle\n", "First, fit the 3 x SPGR scans, i.e. variable flip angle method.\n", "Start by creating a fitting object, specifying the sequence parameters:" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } }, { "cell_type": "code", - "execution_count": 8, - "id": "5eeef16b-f46d-4fca-87c9-d11f10912e7c", + "execution_count": null, + "outputs": [], + "source": [ + "vfa_fitter = t1_fit.VFALinear(fa=[2, 5, 12], tr=5.4e-3)" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [], - "source": [ - "vfa_fitter = t1_fit.VFALinear(fa=[2, 5, 12], tr=5.4e-3)" - ] + } }, { "cell_type": "markdown", - "id": "b6c7d146-c613-4a54-b933-17e26e0052b8", + "source": [ + "Now use the proc_image method to fit every voxel and generate output images:" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, - "source": [ - "Now use the proc_image method to fit every voxel and generate output images:" - ] + } }, { "cell_type": "code", - "execution_count": 9, - "id": "36b6e9cd-81c7-498d-91b9-d6df2e472963", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "images = [os.path.join('.', 'T1_data', img) for img in ['FA2.nii.gz', 'FA5.nii.gz', 'FA12.nii.gz']]\n", "\n", "s0, t1 = vfa_fitter.proc_image(images, threshold=50, dir='C:\\\\temp\\\\sepal', suffix='_VFA');" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "a416a658-a7cf-4aa1-b90b-86b978ad7c3d", + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, - "outputs": [ - { - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ "fig, ax = plt.subplots(1,2, figsize=(10,5))\n", "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", "ax[1].imshow(t1[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2);" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "id": "878fb9fb-aca8-49af-88fb-bae3c32c6284", + "source": [ + "### DESPOT1-HIFI\n", + "Now fit all 5 scans using the DESPOT1-HIFI method." + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, - "source": [ - "### DESPOT1-HIFI\n", - "Now fit all 5 scans using the DESPOT1-HIFI method." - ] + } }, { "cell_type": "code", - "execution_count": 11, - "id": "8ea99231-2eb7-467d-bdf5-3bd41df917d4", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, + "execution_count": null, "outputs": [], "source": [ "hifi_fitter = t1_fit.HIFI(esp = np.array([5.4e-3, 5.4e-3, 5.4e-3, 5.4e-3, 5.4e-3]),\n", @@ -541,19 +403,142 @@ " b = np.array([5, 5, 2, 5, 12]),\n", " td = np.array([0, 0, np.nan, np.nan, np.nan]),\n", " centre = np.array([0.5, 0.5, np.nan, np.nan, np.nan]))" - ] + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "markdown", - "id": "4187ebad-4a54-4a35-9516-7347ad6f3b2c", + "source": [ + "To save time, use multple cores and supply a mask image to process a subset of voxels:" + ], "metadata": { + "collapsed": false, "pycharm": { "name": "#%% md\n" } - }, + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], "source": [ - "To save time, use multple cores and supply a mask image to process a subset of voxels:" - ] + "images = [os.path.join('.', 'T1_data', img) for img in ['TI_168ms.nii.gz', 'TI_1068ms.nii.gz', 'FA2.nii.gz', 'FA5.nii.gz', 'FA12.nii.gz']]\n", + "\n", + "s0, t1, k_fa, s_fit = hifi_fitter.proc_image(images,\n", + " mask='.\\\\T1_data\\\\mask.nii.gz',\n", + " threshold=50,\n", + " dir='C:\\\\temp\\\\sepal',\n", + " suffix='_HIFI',\n", + " n_procs=4);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", + "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", + "ax[1].imshow(t1[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2)\n", + "ax[2].imshow(k_fa[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Inversion-recovery spin echo\n", + "Fit IR-spin-echo scans." + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "# create new fitter object\n", + "tr = 1.550 # s\n", + "ti = np.array((0.03, 0.33, 0.53, 0.78, 1.03, 1.53)) # s\n", + "t1_calculator = t1_fit.IRSE(tr, ti, pars_0=None, signed_signal=False, n_tries=1)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "Use the proc_image method to fit voxels" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "images = [os.path.join('.', 'T1_IRSE_data', img) for img in ['rSeries03.nii', 'rSeries04.nii', 'rSeries05.nii', 'rSeries06.nii', 'rSeries07.nii', 'rSeries08.nii']]\n", + "\n", + "a, b, t1, s_fit = t1_calculator.proc_image(images,\n", + " threshold=100,\n", + " dir='C:\\\\temp\\\\sepal',\n", + " suffix='_IRSE',\n", + " n_procs=4);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", + "ax[0].imshow(a[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2000)\n", + "ax[1].imshow(b[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=-3000, vmax=1000)\n", + "ax[2].imshow(t1[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } }, { "cell_type": "code", diff --git a/demo/demo_pk_models.ipynb b/demo/demo_pk_models.ipynb index 39698dd..a0521a1 100644 --- a/demo/demo_pk_models.ipynb +++ b/demo/demo_pk_models.ipynb @@ -3,7 +3,11 @@ { "cell_type": "markdown", "id": "fifty-passport", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "# Pharmacokinetic model class\n", "The PKModel abstract base class represents pharmacokinetic models, i.e. models to predict tissue CA concentration. Subclasses represent specific models, e.g. Patlak.\n", @@ -14,7 +18,11 @@ "cell_type": "code", "execution_count": 2, "id": "internal-arbor", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -38,7 +46,11 @@ { "cell_type": "markdown", "id": "arabic-latvia", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Example\n", "Create a PKModel object and use to predict CA concentration. \n", @@ -51,7 +63,11 @@ "cell_type": "code", "execution_count": 5, "id": "9182023e-f0e1-4311-bf7a-0b735bccacb4", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "dt = 2\n", @@ -64,7 +80,11 @@ { "cell_type": "markdown", "id": "f0a4674d-e6fa-447e-815d-7fa1b824a490", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "The names and order of the parameters can be obtained from the object:" ] @@ -73,7 +93,11 @@ "cell_type": "code", "execution_count": 6, "id": "68741d3c-7b67-48ea-b175-6bb0e4123917", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -93,7 +117,11 @@ { "cell_type": "markdown", "id": "161c2ce5-359d-4a52-ad54-482ad876ac84", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Calculate concentration using the conc method (parameters can be passed as positional or keyword arguments):" ] @@ -102,7 +130,11 @@ "cell_type": "code", "execution_count": 9, "id": "0124f022-180b-4a94-8eb3-c17936e1f468", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -132,7 +164,11 @@ { "cell_type": "markdown", "id": "444f75a4-cf40-4d87-a711-e153299ff95e", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Parameters can be converted between dict (for readability) and array (for optimisation algorithms) formats:" ] @@ -141,7 +177,11 @@ "cell_type": "code", "execution_count": 11, "id": "4920b8bc-902e-4780-96d2-453af448ccfe", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -162,7 +202,11 @@ { "cell_type": "markdown", "id": "5d5b502e-0551-4e53-9852-38027242df14", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Required parameters have typical values (for scaling and as default initial estimates) and bounds (for fitting):" ] @@ -171,7 +215,11 @@ "cell_type": "code", "execution_count": 12, "id": "144a6663-0389-4c6a-8831-42ef99348430", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -192,7 +240,11 @@ { "cell_type": "markdown", "id": "bc80d4f5-13fd-445a-8997-194e228ee2b4", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "We can also specify a fixed artery-capillary delay for the model:" ] @@ -201,7 +253,11 @@ "cell_type": "code", "execution_count": 15, "id": "04c8cd03-0179-4c94-84bb-aa0929319283", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -228,7 +284,11 @@ { "cell_type": "markdown", "id": "99485496-b5b7-412d-8f23-766598e9aba7", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "The default delay is zero. If set to None, the delay is assumed to be a fitted parameter and must be specified with the other parameters when calling the conc method:" ] @@ -237,7 +297,11 @@ "cell_type": "code", "execution_count": 18, "id": "6fa27693-0055-4c41-9d4c-ec6f61ead8b7", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -258,7 +322,11 @@ { "cell_type": "markdown", "id": "7395fd1d-a202-4a9f-9ce4-17ab4577bc13", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "The irf method returns the impulse response functions for the plasma and EES compartments:" ] @@ -267,7 +335,11 @@ "cell_type": "code", "execution_count": 23, "id": "15e26b8a-bc65-4c91-bbf0-afa9948b30c5", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -297,7 +369,11 @@ { "cell_type": "markdown", "id": "6ebf1e31-0f6b-4e01-a304-2af290c8b60a", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Interpolation\n", "Concentration is calculated by discrete convolution of the AIF and IRF at the required time points. If either function is temporally undersampled then the calculated concentration may not be accurate. In our example, if we set a high Fp then the IRF will not be properly sampled:" @@ -307,7 +383,11 @@ "cell_type": "code", "execution_count": 25, "id": "0732ea98-8270-4144-8413-5b6c514aaf78", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "C_t_default, _, _ = pk_models.TCXM(t, aif).conc(vp=0.01, ps=5e-3, ve=0.2, fp=200)" @@ -316,7 +396,11 @@ { "cell_type": "markdown", "id": "673448f8-8eb0-4532-b770-d9885f6413a1", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "We can correct this by upsampling the AIF and IRF for the convolution step (concentration is still calculated at the requested time points). To do this, use the upsample_factor parameter when creating the PKModel object:" ] @@ -325,7 +409,11 @@ "cell_type": "code", "execution_count": 53, "id": "f0b57057-b319-4c70-9472-7e25800169a5", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -353,7 +441,11 @@ { "cell_type": "markdown", "id": "1ea3ed48-79cc-41b7-9423-47cb744c6be5", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Of course, if the AIF is based on Patient data that is temporally undersampled then upsampling won't correct for this. In our example, the AIF is a continuous (Parker) function, so upsampling of the AIF should further increase the accuracy." ] @@ -361,7 +453,11 @@ { "cell_type": "markdown", "id": "eacbb9df-9a1b-4350-ba9e-837b02a41597", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Compare models" ] @@ -370,7 +466,11 @@ "cell_type": "code", "execution_count": 50, "id": "8769c60d-f747-4f00-9dfc-d68d9d3efd63", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { @@ -437,4 +537,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..dd89b85 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,28 @@ +# pyproject.toml + +[build-system] +requires = ["setuptools>=61.0.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "sepal" +version = "1.0.0" +description = "Quantitative MRI processing" +readme = "README.md" +authors = [{ name = "Michael Thrippleton", email = "mjt320@googlemail.com" }] +license = { file = "LICENSE" } +classifiers = [ + "License :: OSI Approved :: Apache License", + "Programming Language :: Python", + "Programming Language :: Python :: 3", +] +keywords = ["MRI", "perfusion", "quantitative"] +dependencies = [ + "numpy", + "scipy", + "nibabel", +] +requires-python = ">=3.7" + +[project.urls] +Homepage = "https://github.com/mjt320/SEPAL" \ No newline at end of file diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..e546293 --- /dev/null +++ b/setup.py @@ -0,0 +1,5 @@ +# setup.py + +from setuptools import setup + +setup() \ No newline at end of file From 08e2f3b8bb469aedf0f1d5deb777c63c30e1e12f Mon Sep 17 00:00:00 2001 From: mjt320 Date: Wed, 7 Feb 2024 15:08:21 +0000 Subject: [PATCH 2/5] prepare for dist --- .idea/SEPAL.iml | 2 +- .idea/misc.xml | 2 +- MANIFEST.in | 3 +- demo/demo_aif_module.ipynb | 63 +++------ demo/demo_enh_to_conc.ipynb | 59 ++++---- demo/demo_fit_dce.ipynb | 126 ++++++++--------- demo/demo_fit_t1.ipynb | 208 +++++++++++++++++++++-------- demo/demo_fit_t2s.ipynb | 81 ++++++----- demo/demo_imaging_utilities.ipynb | 43 ++++-- demo/demo_mt.ipynb | 43 +++--- demo/demo_pk_models.ipynb | 88 +++++------- demo/demo_relaxivity_module.ipynb | 55 +++++--- demo/demo_signal_models.ipynb | 68 ++++++---- demo/demo_simulation.ipynb | 51 ++++--- demo/demo_water_ex_models.ipynb | 92 ++++++++++--- pyproject.toml | 5 +- src/{ => sepal}/__init__.py | 0 src/{ => sepal}/aifs.py | 0 src/{ => sepal}/dce_fit.py | 6 +- src/{ => sepal}/fitting.py | 2 +- src/{ => sepal}/mt.py | 3 +- src/{ => sepal}/pk_models.py | 0 src/{ => sepal}/relaxivity.py | 0 src/{ => sepal}/signal_models.py | 0 src/{ => sepal}/t1_fit.py | 4 +- src/{ => sepal}/t2star_fit.py | 2 +- src/{ => sepal}/utils/__init__.py | 0 src/{ => sepal}/utils/imaging.py | 0 src/{ => sepal}/utils/utilities.py | 0 src/{ => sepal}/water_ex_models.py | 0 30 files changed, 585 insertions(+), 421 deletions(-) rename src/{ => sepal}/__init__.py (100%) rename src/{ => sepal}/aifs.py (100%) rename src/{ => sepal}/dce_fit.py (99%) rename src/{ => sepal}/fitting.py (99%) rename src/{ => sepal}/mt.py (98%) rename src/{ => sepal}/pk_models.py (100%) rename src/{ => sepal}/relaxivity.py (100%) rename src/{ => sepal}/signal_models.py (100%) rename src/{ => sepal}/t1_fit.py (99%) rename src/{ => sepal}/t2star_fit.py (99%) rename src/{ => sepal}/utils/__init__.py (100%) rename src/{ => sepal}/utils/imaging.py (100%) rename src/{ => sepal}/utils/utilities.py (100%) rename src/{ => sepal}/water_ex_models.py (100%) diff --git a/.idea/SEPAL.iml b/.idea/SEPAL.iml index 1e9bb70..538e77b 100644 --- a/.idea/SEPAL.iml +++ b/.idea/SEPAL.iml @@ -2,7 +2,7 @@ - + diff --git a/.idea/misc.xml b/.idea/misc.xml index 8161a60..d457c98 100644 --- a/.idea/misc.xml +++ b/.idea/misc.xml @@ -1,4 +1,4 @@ - + \ No newline at end of file diff --git a/MANIFEST.in b/MANIFEST.in index efecf08..b814ef7 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,3 +1,4 @@ # MANIFEST.in -recursive-include demo * \ No newline at end of file +recursive-include demo * +prune demo/.ipynb_checkpoints \ No newline at end of file diff --git a/demo/demo_aif_module.ipynb b/demo/demo_aif_module.ipynb index 4a23fa7..d256a73 100644 --- a/demo/demo_aif_module.ipynb +++ b/demo/demo_aif_module.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "42671502-6096-4107-8c21-3f876b950a66", "metadata": { "tags": [], @@ -34,22 +34,11 @@ "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ - "import sys\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "sys.path.append('../src')\n", - "import aifs\n", + "from sepal import aifs\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -82,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "4f59a6a6-69b0-4f28-a4a1-03b0b846f6e8", "metadata": { "pycharm": { @@ -108,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "f65ca4cc-58d3-422a-822b-6c52cd9328c9", "metadata": { "pycharm": { @@ -118,14 +107,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -153,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "2d0a1c5b-7972-4be9-aa1b-9029e5645685", "metadata": { "pycharm": { @@ -182,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "c9d16286-d0df-4ab8-b918-4486652200f0", "metadata": { "pycharm": { @@ -192,14 +177,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -237,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "e7274fdd-ef51-40fd-8ce9-d1b2820aa37e", "metadata": { "pycharm": { @@ -263,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "a9cd6fa3-3347-4c4d-9cc4-da0d2d027c69", "metadata": { "pycharm": { @@ -289,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "a3fb3120-0b2c-420b-9e1f-0625ab9a4fff", "metadata": { "pycharm": { @@ -315,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "id": "f7d24797-32ac-467d-8ea8-66b24079fa49", "metadata": { "pycharm": { @@ -325,14 +306,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], diff --git a/demo/demo_enh_to_conc.ipynb b/demo/demo_enh_to_conc.ipynb index 230cf48..839e8a2 100644 --- a/demo/demo_enh_to_conc.ipynb +++ b/demo/demo_enh_to_conc.ipynb @@ -16,20 +16,27 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "id": "3b2d4aa7-5b11-44fc-ad48-069caaeab47a", "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ - "import sys\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "sys.path.append('../src')\n", - "import dce_fit, relaxivity, signal_models, aifs\n", + "from sepal import dce_fit, relaxivity, signal_models, aifs\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -50,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "id": "9439e538-cdd8-4849-bedf-1ead532f0811", "metadata": { "pycharm": { @@ -81,16 +88,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -126,16 +131,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -171,16 +174,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -212,16 +213,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" }, + "metadata": {}, "output_type": "display_data" } ], diff --git a/demo/demo_fit_dce.ipynb b/demo/demo_fit_dce.ipynb index 54c533a..dfc8aa6 100644 --- a/demo/demo_fit_dce.ipynb +++ b/demo/demo_fit_dce.ipynb @@ -15,20 +15,27 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "innovative-jacksonville", "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ - "import sys\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "sys.path.append('../src')\n", - "import dce_fit, relaxivity, signal_models, water_ex_models, aifs, pk_models\n", + "from sepal import dce_fit, relaxivity, signal_models, water_ex_models, aifs, pk_models\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -63,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "b6719ba7-17c3-471b-a16d-3a04b9593b61", "metadata": { "pycharm": { @@ -90,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "3d57e094-cdaf-4bb2-bc68-fb85e532a408", "metadata": { "pycharm": { @@ -100,14 +107,10 @@ "outputs": [ { "data": { - "image/png": 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -143,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "b112f1dd-9c71-411a-8567-3a32e12f68b2", "metadata": { "pycharm": { @@ -153,14 +156,10 @@ "outputs": [ { "data": { - "image/png": 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -191,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "5d9f252b-f5ea-4c62-8ba2-87fbd425d2b2", "metadata": { "pycharm": { @@ -217,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "fcaf9f7a-594a-4151-ad2d-55400b581fbf", "metadata": { "pycharm": { @@ -243,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "8076ac94-8c2e-4c80-af82-d254d97209f7", "metadata": { "pycharm": { @@ -253,14 +252,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -292,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "08223222-0ddc-4e11-9d71-0444bee7f0ff", "metadata": { "pycharm": { @@ -318,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "a84698fe-1b42-465d-8c85-ac4a5d580235", "metadata": { "pycharm": { @@ -344,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "adaf7157-65dd-4ecd-978c-4ef015044413", "metadata": { "tags": [], @@ -362,14 +357,10 @@ }, { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -404,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "80f139de-02d1-4ce4-bf1d-a89a83e4dc38", "metadata": { "pycharm": { @@ -421,14 +412,10 @@ }, { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -462,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "f58c2cbd-c9f9-4ee2-8179-27f04f3d3b99", "metadata": { "pycharm": { @@ -488,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "a33675f6-a2a9-45f9-ae40-df2ebbbb7e45", "metadata": { "pycharm": { @@ -505,14 +492,10 @@ }, { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -543,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "3cbe77e4-5731-4bfa-abd2-785a62c055f8", "metadata": { "pycharm": { @@ -569,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "1dfba91b-d2cd-4cbc-ae09-63075f51fe8c", "metadata": { "pycharm": { @@ -586,14 +569,10 @@ }, { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -641,12 +620,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "590a14f3-c73c-4114-a0a5-d7a71ae56f60", "metadata": { "tags": [], "pycharm": { - "name": "#%%\n" + "name": "#%%\n", + "is_executing": true } }, "outputs": [], @@ -671,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "9f6c91cd-15ca-4839-bbd9-2890cafdb012", "metadata": { "pycharm": { @@ -700,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "524a8280-680b-4549-b421-d82d84ec16da", "metadata": { "pycharm": { @@ -726,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "1022c02e-f1ce-44b1-a1f1-7f419610a314", "metadata": { "pycharm": { diff --git a/demo/demo_fit_t1.ipynb b/demo/demo_fit_t1.ipynb index 71d4cc8..85fd506 100644 --- a/demo/demo_fit_t1.ipynb +++ b/demo/demo_fit_t1.ipynb @@ -15,14 +15,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "outputs": [], "source": [ - "import os, sys\n", + "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "sys.path.append('../src')\n", - "import t1_fit, signal_models\n", + "from sepal import t1_fit, signal_models\n", "%load_ext autoreload\n", "%autoreload 2" ], @@ -48,8 +47,17 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 2, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fa_range = np.linspace(0, 20, 50)\n", "s_range_1 = t1_fit.spgr_signal(s0=100, t1=0.8, tr=5.4e-3, fa=fa_range)\n", @@ -82,8 +90,25 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 3, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wall time: 0 ns\n", + "Fitted values: s0 = 13600.3, t1 = 1.326 s\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Fit data:\n", "s = np.array([413, 445])\n", @@ -121,8 +146,25 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 4, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wall time: 0 ns\n", + "Fitted values: s0 = 13531.9, t1 = 1.326 s\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Fit data:\n", "s = np.array([413, 604, 445])\n", @@ -159,8 +201,25 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 5, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wall time: 4.4 ms\n", + "Fitted values: s0 = 13482.2, t1 = 1.323 s\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Fit data:\n", "s = np.array([413, 604, 445])\n", @@ -198,8 +257,25 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 6, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wall time: 1.48 ms\n", + "Fitted values: s0 = 11856.2, t1 = 1.022 s, k_fa = 1.138\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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8skfdibgqfplq27Yt3bt3JzIykocffpgvv/ySCxeu3Xzx2LFjlJSUcNddd1lu8/LyolWra0t5REVFWX7WaDTX1Kr86aef6Ny5M4GBgXh4eDBp0iRL7cvaJsmOEFdqfLd51RU3mkugAX0DczshxC0pisKUpSmUGBW6h/nzQHjtflFwddLx0dB2ODlo+X1/Ft9uPVmrz1+Oil+mdDodCQkJrFq1ivDwcD7++GNatWrF8ePHq/yYjo7lN23UaDSYTObJ4Fu3bmXYsGH07duXFStWsGvXLv75z39SXFx8W/2oKkl2hLiSVge930YBrl6/Yfk+2Hu2aktEhbA1y3afYcvRczg7aJl2uaRDbWsdpOf1PmEAvPnrfvanG1SJQ+0vUxqNhs6dOzN9+nR27dqFk5MT8fHx5do0a9YMR0dHduzYYbktNzeXQ4cqN8l7y5YtNG7cmH/+85/ccccdhIaGcvKkeommJDtCXC38QQ50+YQMxafczemKL/u6/Ev22RGigvIKS3hz5X4ARt/XghAfN9ViGXF3E+4P86e41MSLP+7iUrEKKyovf5kyuzrhuXy9hr5M/fXXX7z11lv8/fffpKamsnjxYrKzs2ndunW5dp6enowYMYLx48ezfv169u7dy8iRI9FqtZVaPRcaGkpqaioLFizg6NGjfPTRR9ckVrVJkh0hruPLc224p+gjvmr+EQz+mv+0+Jh7ij7kH38FknNRndOwQtiauQmHycoroomvG890baZqLBqNhnceiqK+pzOHs/J5Y+U+dQIJfxCGfAv6q/YY0gebb6+hL1N6vZ4//viDvn370rJlSyZNmsR7771Hnz59rmn7/vvvExMTQ79+/ejRowedO3emdevWlaoH9uCDDzJ27Fief/55oqOj2bJlC5MnT67OLlWKFAJFCoGK8i4Wl3LnG79TUGzkl1ExdGjsw6ViI7EfbeLY2QL6tw3m46Ht1A5TCKu2P91Av4//xGhS+Papu+jasr7aIQGw6XA2T3y9HYDPH+9A74jACt+3WguBWtEOyrdSUFBAgwYNeO+99xg5cmStP78UAhWiBiTsy6Sg2EgjHzfaN6oHmCc5vv9INDqthuW7z7A06bTKUQphvUwmhUlLUjCaFPpGBlpNogPQJbQ+/3f5LNNri/eQnntJnUC0OmjaBSIfMv9rRYnOrl27+PHHHzl69Cg7d+5k2LBhAAwYMEDlyKpOkh0hrrJ4pzmRiWvXoNwYdXSINy/c3wKAyUtS1PsjKYSVW7TzFIknL+DmpGNyv3C1w7nGyz1bEdXQi5yLJYz9KQmjqc4PcFzj3XffpW3btpZdljdt2oSfn5/aYVWZJDtCXCE7r4hNh7MBGNiuwTXHR9/XgrYh3hgKS3nl592Y5I+kEOXkXCxm9qoDALzUPZQgL1eVI7qWk4OWDx9th5uTjm3HzvP5xqNqh2RV2rVrR2JiIvn5+Zw/f56EhAQiIyPVDuu2SLIjxBWW7T6DSTGfxWl6nUrJjjotc4e0xcVRy+Yj5/hm64naD1IIK/bOmoOcLygm1N+Dp+5pqnY4N9TUz50ZAyIAeD/hEDtTr91gT9gPSXaEuEL8rlMADGp/7VmdMs3qe/DPvublmrNXHeBIVl6txCaEtdudlsMP28075M4YEIGjzro/Yga3b8CDbYMxmhReWrALQ2HFilTKup7aVR2/b+v+nyhELTqcmUfKaQMOWg39ooJv2vbxTo3p2rI+RaUmxvyURHHp1VsQClG3GE0Kk5emoCjmIeCY5r5qh3RLGo2GNwZG0LCeK2nnLzF5ScpNP1jLdgy+ePFibYUo+N/v++odmyvDobqCEcLWxe8yT0zu1qo+Pu5ON21btmdHrw/+IOW0gY/XHeblntfWjhGirvhxeyp7TuXi6ezAxL5haodTYXoXRz4a2o6HP9/K0qQzdA2tz+AODa/bVqfT4e3tban/5ObmVqmN9kTlKIrCxYsXycrKwtvbG52u6ivWJNkRAvNS2aVJ5mrEA9td/w/d1QL0LrwZF8noH3byyfojdGvlT4fG9WoyTCGs0tn8IuasNk9KfrlnS/w9b3MPmlrWvlE9xvYI5d3fDjFlaQodGtejyXXm7AEEBpr35bmy4KWoWd7e3pbfe1VJsiME8Nfx85zOuYSnswPdW/tX+H6xUUH8vr8B8btOM25hEr++2AV3Z3lbibpl9qoDGApLCQ/S83inxmqHUyWjurXgzyNn2XbsPC8u2MWiZ+/GyeHamR4ajYagoCD8/f0pKanYHB9RdY6Ojrd1RqeM/FUWAlhyeQirb2QQLo6Ve2NNe7ANfx07x8lzF3nz1/28NdC2l2gKURl/nzjPokTzxP6ZcRE4WPmk5BvRaTXMfSSaPh9uYs+pXN5LOMjEPq1v3F6nq5YPYVE7bPN/pRDVqLDEyK/J6QAMvMkqrBvxcnXk3YfbAvDDX6msO5BZrfEJYa1KjSYmLUkB4NE7Q2x+GDfIy5W3B0cB8MXGY/x5+KzKEYnqIsmOqPN+359JXlEpDbxduauJz63vcB13t/Bj5OU9RV5dlMy5/KLqDFEIq/TN1pMcyMjD282RV3vbzqTkm+nVJpBhHRsBMHZhkryX7YQkO6LOKxvCimsXjFZb9ZUV43u1ItTfg7P5Rbwenyx7cQi7lmkoZG7CIQAm9A675QpGWzIpNpxQfw+y84oYv2iPvJftgCQ7ok47l1/EhoM3Lg9RGS6OOuY+Eo2jTsOavZn8slOKhQr79cbK/eQXlRId4s0jd4SoHU61cnXS8fFj7XBy0LLuQBbfbDmhdkjiNkmyI+q0FXvSKTUpRDbwooW/520/XkQDL8b0aAnAtGV7STsvm48J+7P5yFmW7z6DVgNvxEXc1hlRaxUWqLfslP7WqgPsTzeoHJG4HZLsiDqtbCPB2z2rc6Vn721Oh8b1yC8q5eWfd0tFZWFXiktNTFlqnpT8eKfGRDTwUjmimjM8pjE9WvtTXGrihR93canYqHZIoook2RF11rHsfJLSctBpNfRve/PyEJWh02qYOyQadycd24+f5+s/j1XbYwuhtq/+PMbR7AL8PJzsftdwjUbDnIfa4u/pzJGsfGau3Kd2SKKKJNkRdVbZxOQuoX7U93Su1sdu5OvG5H7hALy75pCcAhd24dSFi3y89ggAr/dtjZdr1WsV2QofdyfeHxKNRmPeWmJ1SrraIYkqkGRH1EmKohCfVP1DWFd65M4Q8ylwo4mxPyVRVCqnwIVtm7F8H5dKjNzV1KfG3jfW6J5QP57p2gyACb8kcybnksoRicqSZEfUSYknL5B2/hLuTjp6ht9ezZUb0Wg0zBoUha+7Ewcy8nj/8jJdIWzR+gNZ/LYvE51Ww8wBEXWuAObLD7QiqqEXuZdKGPtTkszFszGS7Ig6afHlIazeEUG4OtXclu/1PZ2ZNchcPuLffxzjr2Pnauy5hKgphSVGpi7bC8BTnZvQKvD2Vy7aGicHLR892g53Jx1/HT/Pp+uPqB2SqARJdkSdU1RqZOUe87j7oCqUh6isnm0CGXJHQxQFxi3cTV6hFA8UtuWzDUdJPX+RAL0zL13eWqEuauLnzowBEQB8sPYwiScvqByRqChVk51p06ah0WjKXcLC/rfleLdu3a45/uyzz5Z7jNTUVGJjY3Fzc8Pf35/x48dTWlpa210RNmT9gWxyL5UQoHemUzPfWnnOKf3bEOLjyumcS0xfLis6hO04ea6AzzYeBWBKvzZ4ONft+tGD2jdgQHQwRpPCSwt2YZAvLzZB9TM7bdq0IT093XL5888/yx1/+umnyx2fM2eO5ZjRaCQ2Npbi4mK2bNnCN998w/z585kyZUptd0PYkPhd5grNcdEN0NXSZmgezg6WFR2LEk+xOiWjVp5XiNuhKApTlu6luNREl1A/+kbWzPw2W6LRaHgjLoIQH1dOXbjEP+NTpJyEDVA92XFwcCAwMNBy8fPzK3fczc2t3HG9Xm859ttvv7Fv3z6+++47oqOj6dOnDzNnzuSTTz6huLi4trsibEDOxWLWHcgCqlbh/Hbc2cSHZ+9tDsDr8clk5RXW6vMLUVlr9maw8VA2Tjot0x9sU+cmJd+Ip4sjHz7aDp1Ww/LdZ1iUeErtkMQtqJ7sHD58mODgYJo1a8awYcNITU0td/z777/Hz8+PiIgIJk6cyMWL/9t+f+vWrURGRhIQEGC5rVevXhgMBvbu3XvD5ywqKsJgMJS7iLphZXI6JUaFsEBPwgL1t75DNRvboyWtg/ScLyjmtV+kWKiwXheLS5lxecj1ma7NaFbfQ+WIrEv7RvUY94B5/tLUZXs5lp2vckTiZlRNdjp27Mj8+fNZvXo1n332GcePH6dLly7k5eUB8Nhjj/Hdd9+xfv16Jk6cyH//+18ef/xxy/0zMjLKJTqA5XpGxo2HCWbNmoWXl5flEhJiX0XsxI3FXy7OWRsTk6/HyUHLB49E46QzFxj8cXuaKnEIcSsfrT3CmdxCGni7Mvq+FmqHY5Wevbc5nZr5cLHYyEsLkiguNakdkrgBVZOdPn368PDDDxMVFUWvXr349ddfycnJYeHChQA888wz9OrVi8jISIYNG8a3335LfHw8R48eva3nnThxIrm5uZZLWpp84NQFqecu8vfJC2g1MCBavQ3RWgV68mpv8zb7b6zcx4mzBarFIsT1HMnK46tN5jIn0x5sU6PbM9gynVbDB4+0w9vNkeTTubz320G1QxI3oPow1pW8vb1p2bIlR45cf/+Cjh07AliOBwYGkpmZWa5N2fXAwBtPpHN2dkav15e7CPu35PKOyZ1b+BGgd1E1lqc6N7V8Ixy3MIlSo3wjFNZBURQmL9lLqUmhR2t/HggPuPWd6rBALxfmDI4C4Is/jrHpcLbKEYnrsapkJz8/n6NHjxIUFHTd40lJSQCW4zExMSQnJ5OVlWVpk5CQgF6vJzw8vMbjFbZDURRLhfM4Fc/qlNFqNbz7cFs8nR3YmZrD5xtv72ylENVl2e4zbD12DmcHLVP7t1E7HJvQs00gj3dqBJj30jqXX6RyROJqqiY7r7zyChs3buTEiRNs2bKFgQMHotPpGDp0KEePHmXmzJkkJiZy4sQJli1bxvDhw+natStRUeYsumfPnoSHh/PEE0+we/du1qxZw6RJkxg9ejTOztVb2FHYtqS0HI6fLcDVUUfvCOtYPtuwnhvTB5g/TD74/TApp3NVjkjUdYbCEt5YuR+A5+9rQYiPm8oR2Y5JseG0DPAgO6+I8Yv2yOIDK6NqsnPq1CmGDh1Kq1atGDJkCL6+vmzbto369evj5OTE77//Ts+ePQkLC+Pll19m8ODBLF++3HJ/nU7HihUr0Ol0xMTE8PjjjzN8+HBmzJihYq+ENSqrcN6rTQDuVrQp2sB2DegbGUipSWHMT0kUlkixUKGeuQmHyM4roqmfO8/c20ztcGyKi6OOj4a2w8nBvPhg/pYTaockrqBRJP3EYDDg5eVFbm6uzN+xQyVGEx3fWsv5gmLm/+NOurXyVzukci4UFNPzgz/IziviH52byNCBUMW+Mwb6fbwJkwLfPnUXXVvWVzskm/Tt1hNMWboXJ52WJaM7Ex4snyk1qaKf31Y1Z0eImrDxYDbnC4rx83DmnhZ+t75DLavn7sSch8xDs/M2n+DPw2dVjkjUNSaTwuSlKZgUiI0MkkTnNjzRqTE9WgdQbDTxwo87uVQsZ2utgSQ7wu6VTUweEB2Mg846/8vf18rfMsFx/KLd5F6Uejui9izaeYrEkxdwc9IxqV9rtcOxaRqNhjkPRRGgd+ZodgEzVkgtPGtgnX/5hagmhsISEvabtyMY2E79VVg383rf1jT1cyc9t5Apy1LUDkfUETkXi5m96gAAY3qEEuTlqnJEts/H3Ym5l2vh/bg9ldUp6WqHVOdJsiPs2qrkdIpLTYT6e9DGysfO3ZwceH9IW3RaDUuTzrBs9xm1QxJ1wJw1BzlfUEzLAA/+0bmp2uHYjbtb+Flq4U34JZkzOZdUjqhuk2RH2LXFl8tDDGzfwCaKGLZrVM+yNf+k+GQycqVYqKg5u9Ny+HG7uR7hjAEROFrpMK+tGvdAS9o29CL3UgljfkrCaKrz64FUI/+zhd06nXOJv46fB9QtD1FZL9zfgqiGXhgKSxm/aDcm+QMpaoDRpDBpSQqKYh7i7dTMV+2Q7I6jTstHQ9vh7qRj+/HzfLL++tUBRM2TZEfYrbK9dTo186GBt+3MQ3DUaXl/SDTODlo2HT7Lf7edVDskYYd+2J5K8ulcPF0cmNg3TO1w7FZjX3dmxkUA8OHawySePK9yRHWTJDvCLl1ZHmJQu4YqR1N5Lfw9eL2veVXMW7/u50hWvsoRCXtyNr+Id1abJyW/0rMV/p7q1oqzd4PaNyQuOhijSeHFH5PIvSSrLWubJDvCLu09Y+BIVj7ODlp6R1pHeYjKeqJTY7qE+lFUamLcwiRKpFioqCazfj2AobCUNsF6Hu/UWO1w6oSZcRE08nHjdM4l/hmfLOUkapkkO8IulU1M7hEegN7FUeVoqkar1fDOQ23xcnVkz6lcPl4n4/3i9u04cZ5fdp4CzB/AOq31T9y3B54ujnz4aDQOWg0r9qTzc+IptUOqUyTZEXan1GiyLNseZOV769xKoJcLb1we7/9k/RF2pl5QOSJhy0qNJiYvMe/h9OidIbRvVE/liOqWdo3qMfaBlgBMW7aXY9kyPF1bJNkRdufPI2c5m1+Ej7uTXWx7379tMAMuj/eP+ymJi8WlaockbNT8LSc4kJGHt5sjr/aWSclqePbe5sQ08+VisZEXF+yiqFTKSdQGSXaE3SmbmNw/Kshu9g2Z8WAEQV4unDh3kbd+3a92OMIGZRoK+eD3wwC81jsMH3cnlSOqm3RaDXMfiaaemyMppw28u+ag2iHVCfbxSSDEZflFpazZmwHAwPa2twrrRrzcHHn34bYAfLctlfUHs1SOSNiaN1buJ7+olHaNvBlyR4ja4dRpgV4uvD3YXPz3y03H2XgoW+WI7J8kO8KurEnJoLDERDM/d9o29FI7nGrVuYUf/+jcBIBXF+3hfEGxugEJm7H5yFmW7z6DVgMzB0SglUnJquvZJpAnLq+Ee3nhbs7mF6kckX2TZEfYlbIhrLh2tlEeorIm9A6jhb8H2XlFsnxVVEhRqZHJS82Tkp/o1JiIBvb1JcCW/TO2Na0CPDmbX8QrP8tu6TVJkh1hNzJyC9l89Cxg/RXOq8rFUccHj5iXr65KybAkd0LcyFebjnMsuwA/D2fG9WyldjjiCi6OOj4a2g5nBy0bDmYzb8sJtUOyW5LsCLuxNOk0igJ3NqlHiI+b2uHUmIgGXozpEQrA1KV7OXXhosoRCWt16sJFPl5nnpT8z9gwvFxtc88pe9Yq0JNJsebd0t9edYCU07kqR2SfJNkRduPKISx79+y9zWnfyJu8olI5/S1uaMbyfRSWmOjY1Ic4GyqGW9c83qkxD4QHUGw08dKCXbK9RA2QZEfYhf3pBg5k5OGk09IvMljtcGqcw+VioW5OOrYdO89/Nh9XOyRhZdYdyOS3fZk4aDXMjIuwyzls9kKj0fD24CgC9M4czS5g5op9aodkdyTZEXah7KzO/WH+eLnVjVP1TfzcmdwvHIA5qw9yMCNP5YiEtSgsMTJ12V4AnrqnKS0DPFWOSNyKj7sTcx+JRqOBH7en8Wtyutoh2RVJdoTNM5oUlibVnSGsKz16Zwjdw/wpNpoY81OS7MYqAPh0w1HSzl8iUO/CS91D1Q5HVNDdzf0YdW9zAF77ZQ+ncy6pHJH9kGRH2LytR8+RaSjCy9WR+8JsvzxEZWg0GmYNjsTH3Yn96QbmJhxWOyShshNnC/h841EAJvcLx93ZQeWIRGWMfaAl0SHeGApLGbsgCaPMx6sWkuwIm7d4l7l6cL+oIJwddCpHU/v8PV14a2AkAF/8cZQdJ86rHJFQi6IoTF22l+JSE11C/egbGah2SKKSHHVaPnq0HR7ODmw/cZ5/rTuidkh2QZIdYdMuFpeyJuVyeYg6NoR1pd4RgTzUoSGKAmN/SiKvsETtkIQK1uzNYOOhbJx0WmYMkEnJtqqRrxtvxEUA8OHaQ/wtX2BumyQ7wqYl7MukoNhIIx83OjSup3Y4qpraP5wG3q6cunBJVnPUQQVFpUxfbn7d/+/eZjT1c1c5InE74to1YGC7BpgUeGlBErmX5AvM7ZBkR9i0xTvtuzxEZXi6OPL+kLZoNLDw71P8drkgqqgbPlp3mPTcQhrWc+W5bi3UDkdUgxkD2tDIx43TOZd4XcrD3BZJdoTNys4rYtNhc7XgujyEdaWOzXx5pmszACYuTiY7T4oL1gWHM/P4epN5r6Vp/dvg6lT35q7ZI08XRz4a2g4HrYaVe9L5+e9TaodksyTZETZr2e4zmBSIDvGWU/ZXGPdAS8ICPTlXUMzExXvk26CdUxSFyUtTKDUp9GjtT4/wALVDEtUoOsSbcT1bAjB12V6OZuerHJFtkmRH2Kz4y6uwBrWXszpXcnbQMfeRaJx0Wn7fn8VPO9LUDknUoGW7z7Dt2HlcHLVM7d9G7XBEDXi2a3Pubu7LpRIjL/64S/bTqgJJdoRNOpyZR8ppAw5aDf2i7L88RGW1DtLzSi/zt8EZK/Zx8lyByhGJmmAoLOGNlfsBeP6+FnZdALcu02o1zH0kmnpujuw9Y+Cd1QfVDsnmSLIjbFJZeYhurerj4+6kcjTWaeQ9zejY1IeLxUbGLdwtm5PZofd/O0R2XhHN/Nx5+vJcLWGfAvQuvPNQWwC++vM4Gw5mqRyRbZFkR9gck0lhadIZAAa2a6hyNNZLp9Xw3pC2eDg7kHjygmVXXWEf9p7J5dutJwCYPqBNndxQs67pER7A8JjGALzy825ZgFAJkuwIm/PX8fOczrmEp7MD3Vv7qx2OVWtYz41pD5rnccxNOETK6VyVIxLVwWRSmLwkBZMCsZFBdAmtW2VS6rLX+7amVYAnZ/OLeeXn3ZjkjG2FSLIjbM6Sy0NYfSODcHGUb7O3Mrh9A3q3CaTUpDD2pyQKS2Ryo61blHiKnak5uDvpmNwvXO1wRC1ycdTx8WPtcHbQsvFQNv/ZfFztkGyCJDvCphSWGPk1OR2AgbIKq0I0Gg1vDYrEz8OZw1n5vLNGJjfaspyLxcxefQCAMT1aEujlonJEora1DPBk0uUk9+3VB+SMbQWomuxMmzYNjUZT7hIWFmY5XlhYyOjRo/H19cXDw4PBgweTmZlZ7jFSU1OJjY3Fzc0Nf39/xo8fT2lpaW13RdSS3/dnkldUSgNvV+5q4qN2ODbDx92JOQ+Zi4V+/edxthw5q3JEoqrmrDnI+YJiWgZ48GTnJmqHI1TyeMdG9AwPoMSo8OKCXVwsls+9m1H9zE6bNm1IT0+3XP7880/LsbFjx7J8+XJ+/vlnNm7cyJkzZxg0aJDluNFoJDY2luLiYrZs2cI333zD/PnzmTJlihpdEbWgbAhrQHQwWm3dLg9RWfeHBfBYx0aAeXKj1NqxPUlpOfy4PRWAmQMicNSp/idcqESj0fD24CgC9S4cyy5g+jKph3czqr9THBwcCAwMtFz8/PwAyM3N5euvv+b999/n/vvvp0OHDsybN48tW7awbds2AH777Tf27dvHd999R3R0NH369GHmzJl88sknFBcXq9ktUQPO5Rex4aC5PIRsJFg1/+zbmia+bpzJLWTasr1qhyMqwWhSmLQkGUWBQe0a0LGZr9ohCZXVc3fi/UfM9fB++juNlXvS1Q7Jaqme7Bw+fJjg4GCaNWvGsGHDSE01f2tJTEykpKSEHj16WNqGhYXRqFEjtm7dCsDWrVuJjIwkIOB/26P36tULg8HA3r03/kNeVFSEwWAodxHWb8WedEpNCpENvGjh76l2ODbJ3dmB9x+JRqsx71W0Ys8ZtUMSFfTDXydJOW3A08WBiX1bqx2OsBJ3N/fjuW7NAXht8R5OXbiockTWSdVkp2PHjsyfP5/Vq1fz2Wefcfz4cbp06UJeXh4ZGRk4OTnh7e1d7j4BAQFkZJirOWdkZJRLdMqOlx27kVmzZuHl5WW5hISEVG/HRI0o20gwTop+3pb2jeox+j5zVex/xqeQaShUOSJxK2fziywTy8f3akV9T2eVIxLWZEyPlkSHeJNXWMqYBUmUGk1qh2R1VE12+vTpw8MPP0xUVBS9evXi119/JScnh4ULF9bo806cOJHc3FzLJS1NagdZu2PZ+SSl5aDTaniwrZSHuF0vdg8lsoEXuZdKGL9IioVau1m/HsBQWEpEAz3DOjZWOxxhZRx1Wj56tB0ezg78ffICH687onZIVkf1YawreXt707JlS44cOUJgYCDFxcXk5OSUa5OZmUlgYCAAgYGB16zOKrte1uZ6nJ2d0ev15S7CupVNTO4S6iffaquBo07L3Efa4uyg5Y9D2Xy37aTaIYkb2H78PL/sPIVGY56UrJOJ+eI6Gvm68ebACAA+XneY7cfPqxyRdbGqZCc/P5+jR48SFBREhw4dcHR0ZO3atZbjBw8eJDU1lZiYGABiYmJITk4mK+t/NUISEhLQ6/WEh8tGW/ZCURTik8zJzkAZwqo2Lfw9ea2PeauHN3/dz9HsfJUjElcrMZqYvCQFgEfvDKFdo3oqRySs2YDoBgxq3wCTAmMW7CL3oqy4LKNqsvPKK6+wceNGTpw4wZYtWxg4cCA6nY6hQ4fi5eXFyJEjGTduHOvXrycxMZF//OMfxMTE0KlTJwB69uxJeHg4TzzxBLt372bNmjVMmjSJ0aNH4+ws3/7tReLJC6Sdv4S7k46e4Tc+Yycqb0RME+5p4UdhiYlxPyVRImP9VuWbLSc4mJlHPTdHXu0Vdus7iDpvxoAIy4rLifEyRF1G1WTn1KlTDB06lFatWjFkyBB8fX3Ztm0b9eub67zMnTuXfv36MXjwYLp27UpgYCCLFy+23F+n07FixQp0Oh0xMTE8/vjjDB8+nBkzZqjVJVEDFl8ewuodEYSrk5SHqE5arYZ3Ho5C7+LA7lO5fLJexvqtRUZuIXMTDgEwoXcY9dydVI5I2AIPZwc+fLQdDloNvyZnsPBvmZMKoFEk7cNgMODl5UVubq7M37EyRaVG7npzLbmXSvj+/3Wkcws/tUOyS0uTTvPSgiR0Wg2/jLqb6BBvtUOq857/YScr9qTTrpE3vzx7t2yiKSrlsw1HeXv1AVwddSx/4R5a+HuoHVKNqOjnt1XN2RHiausPZJN7qYQAvTOdZBO1GjMgugH92wZjNCmM+ymJS8VSLFRNfx4+y4o96Wg18EZchCQ6otL+r2szOrfw5VKJkRd/3EVRad1+T0uyI6xa/K5TAMRFN5BVKDVs5oA25q3nzxYwa9V+tcOps4pKjUxZap6UPDymCW2CvVSOSNgirVbD+0OiqefmyL50A3NW1+0CwJLsCKuVc7GYdQfMK+2kwnnN83Zz4p2HowD4dutJNhzMusU9RE34atNxjp0twM/DmXE9W6odjrBhAXoX3nmoLWAuAFyX39OS7AirtTI5nRKjQligJ2GBMpeqNnQJrc+TdzcB4NVFe7hQIDXmalPa+Yt8vO4wAP+MDUPv4qhyRMLW9QgPYESMeSPKV37eTXZekcoRqUOSHWG14neaV2FJ0c/aNaF3GM3ru5OVV8SkJSmydLUWzVixj8ISEx2b+hAXLf/vRfWY2Lc1YYGenM0v5uWfd2My1b33tCQ7wiqlnrvI3ycvoNGYJ8+K2uPqpGPuI9E4aDWsTE5naZIUC60N6w5kkrAvEwethjfiItBoZI6aqB4ujjo+HtrOsmP6fzYfVzukWifJjrBKSy7vmNy5uR8BeheVo6l7ohp681L3UAAmL03hdM4llSOyb4UlRqYu2wvAyHuaEhrgqXJEwt6EBngyuZ+5ssDbqw+QcjpX5YhqlyQ7wuooimKpcC7lIdQzqltz2jUyV1J+ZWHdPPVdWz5df4S085cI8nLhxctJphDVbVjHRvQMD6DEqPDij7soKCpVO6RaI8mOsDpJaTkcP1uAq6OO3hFSHkItDjot7w+JxtVRx9Zj55i35YTaIdml42cL+HzjMQAm9wvH3dlB5YiEvdJoNLw9OMqyxcT05XvVDqnWSLIjrE5ZhfOebQLkD7/Kmvq5M6lfa8B86vtQZp7KEdkXRVGYumwvxUYTXUL96CPJvahh9dydmPtINBoNLPz7FCv21I05eZLsCKtSYjSxfE86IENY1uKxuxpxX6v6FJeaGLMgieJSKRZaXVanZPDHoWycdFpmDJBJyaJ2xDT3ZXS3FgBMXJxM2vmLKkdU8yTZEVZl48FszhcU4+fhzD1SB8sqlJ36LtuJ9YPfD6kdkl0oKCplxop9ADx7bzOa+rmrHJGoS17qEWqZkzfmpyRKjfb9JUaSHWFV4i+vwhoQHYyDTv57Wgt/vQuzBkUC8PnGo/x94rzKEdm+j9YdJj23kBAfV567r4Xa4Yg6xlGn5aNH2+Hp7EDiyQt8tO6I2iHVKPk0EVbDUFhCwr5MQIawrFHviCAGt2+ISYFxC3eTX4dWclS3Q5l5fL3JvNfJtP5tcHHUqRyRqItCfNx4Y2AEAP9ad5jtx+33S4wkO8JqrEpOp7jURKi/B22CpTyENZr6YDgNvF1JPX+RNy4PwYjKURSFyUtSKDUp9GgdQPfWAWqHJOqwAdENLF9ixizYRe7FErVDqhGS7AirsfhyeYiB7RvIRE0rpXdx5L0hbdFoYMGONMuZOFFxS5PO8Nfx87g4apnaP1ztcIRg+oA2NPF140xuIa8t3mOXJWIk2RFW4XTOJf66fApVykNYt07NfHm6SzMAJi7ew9n8ullYsCoMhSW8sXI/AC/cH0qIj5vKEQkBHs4OfDS0HY46DatSMliwI03tkKqdJDvCKpTtrdOpmQ8NvF1Vjkbcyss9W1oKC05cnGyX3wRrwvu/HeJsfhHN/Nz5f12aqh2OEBZRDb15pWcrAKYv38uRLPvaU0uSHaG6K8tDDGrXUOVoREU4O+h4f0g0jjoNCfsy+fnvU2qHZPVSTufy7dYTAMwYEIGzg0xKFtbl6S7NuKeFH4UlJl74MYnCEqPaIVUbSXaE6vaeMXAkKx9nBy29I2UHWVsRHqzn5Su+CdaFjcmqymRSmLw0BZMCsVFB3BMqe0gJ66PVanh/SFt83J3Yn27g7dUH1A6p2kiyI1RXNjG5R3gAehdHlaMRlfF0l2bc1cSHgmIj4xYmYZRiodf1c2Iau1JzcHfSMTlWJiUL6+Wvd+Gdh6IAmLf5BOsPZKkcUfWQZEeoqtRoYtluc22WQbK3js3RaTW8N6Qt7k46dpy4wL//OKZ2SFbnQkExs1eZvyGPfaAlgV4uKkckxM11bx3Ak3c3AeCVn3eTZShUN6BqIMmOUNWfR85yNr8IH3cnurasr3Y4ogpCfNyY+mAbAN5POMjeM7kqR2Rd5qw5yIWLJbQK8GTE5Q8QIazda33CCAv05FxBMS//vBuTjZ+1lWRHqKpsYnL/qCAcpTyEzXq4Q0N6hgdQYlQY99Nuu5rYeDt2pV5gwY5UAGbGRcj/cWEzXBx1fDy0HS6OWjYdPsvXfx5XO6TbIu88oZr8olLW7M0AYGB7WYVlyzQaDbMGReLn4cTBzDze++2g2iGpznh5UrKiwKD2DbirqY/aIQlRKaEBnkzuZ55jNmfNAZJP2e5ZW0l2hGrWpGRQWGKiqZ87bRt6qR2OuE2+Hs68Pdg8sfGrP4+z9eg5lSNS1/d/nSTltAFPFwcm9mmtdjhCVMljdzWid5tASowKLy7YRYGN1sSTZEeopmwIa2A7KQ9hL7q3DmDoXSEoinlio6HQPuvs3Ep2XhHvrDGf3RrfqxX1PZ1VjkiIqtFoNMweHEmQlwvHzxYwbdletUOqEkl2hCoycgvZfPQsIBXO7c2k2HAa+bhxOueSzf5hvF2zVu0nr7CUiAZ6hnVsrHY4QtwWbzcn5j4SjUYDPyeeYvnlFbS2RJIdoYqlSadRFLizST2pD2Rn3J0dmPtIW7Qa8x5Kvyanqx1Srdp+/DyLd55Go4E34iLRaeWspbB9nZr58vx9LQB4fXGyzW0iKsmOUEXZEFacnNWxSx0a+zCqW3MAXo9Ptot9OiqixGhi8pIUAB69sxHRId7qBiRENXqpeyjtG3mTV1TKSwt2UWo0qR1ShUmyI2rd/nQDBzLycNJp6RcZrHY4ooa81L0lbYL15Fws4dVf9tSJYqHzN5/gYGYe9dwcebVXK7XDEaJaOei0fPhoOzydHdiZmsNHaw+rHVKFSbIjal3ZWZ37w/zxcpPyEPbKyUHLB49E4+SgZcPBbL7/K1XtkGpURm4hH/x+CDBvyFbP3UnliISofiE+brw5KBKAf60/wl/HbGPVpSQ7olYZTQpLk2QIq64IDfBkQu8wAN5cuZ9j2fkqR1RzZq7cR0GxkfaNvHm4Q4ja4QhRYx5sG8xDHRpiUmDMT0nkXCxWO6RbkmRH1KqtR8+RaSjCy9WR+8KkPERd8I+7m3B3c18ulRgZu3C3TY3zV9Sfh8+yck86Wo15p2StTEoWdm76g21o6udOem4hr/2SbPXD1JLsiFq1eNcpAPpFBeHsoFM5GlEbtFoN7z7cFk8XB3an5fDphqNqh1StikqNTFlqnpQ8PKYJbYJlg0xh/9ydHfjo0XY46jSs3pvBj9vT1A7ppiTZEbXmYnEpa1Iul4eQIaw6JdjblTfiIgD4cO1hdqflqBtQNfryj2McO1tAfU9nxvVsqXY4QtSayIZejL88EX/Gir0czsxTOaIbs5pkZ/bs2Wg0GsaMGWO5rVu3bmg0mnKXZ599ttz9UlNTiY2Nxc3NDX9/f8aPH09pqW1uZ23vEvZlUlBspJGPGx0a11M7HFHLHmwbTGxUEEaTwtiFSVwqtv1ioWnnL/Kv9UcA+Gff1uhdZMK9qFv+3z3N6BLqR2GJiRd+3GW1RYCtItnZsWMHX3zxBVFRUdcce/rpp0lPT7dc5syZYzlmNBqJjY2luLiYLVu28M033zB//nymTJlSm+GLClq8838Tk6U8RN2j0Wh4My4Cf09njmUX8PbqA2qHdNumL99HYYmJTs18GBAt2yiIuker1fDekLb4ujtxICOP2aus832terKTn5/PsGHD+PLLL6lX79pv+25ubgQGBlouer3ecuy3335j3759fPfdd0RHR9OnTx9mzpzJJ598QnHxjWeHFxUVYTAYyl1EzcrOK2LT4WxAhrDqMm83J955uC0A87ec4I9D2SpHVHVr92fy+/5MHLQaZg6IkARe1Fn+ni68e8X7et2BTJUjupbqyc7o0aOJjY2lR48e1z3+/fff4+fnR0REBBMnTuTixf9tUb1161YiIyMJCAiw3NarVy8MBgN79964Js+sWbPw8vKyXEJCZJloTVu2+wwmBaJDvGnq5652OEJF97asz4gYc72o8Yt228Sy1asVlhiZttz8N2Zkl6aEBniqHJEQ6rovzJ9/dG4CwCs/7/nfrukmIxzfBMmLzP+a1BnmclDlWS9bsGABO3fuZMeOHdc9/thjj9G4cWOCg4PZs2cPEyZM4ODBgyxevBiAjIyMcokOYLmekZFxw+edOHEi48aNs1w3GAyS8NSw+MursAa1l7M6Al7r05pNR85yLLuASUtS+Ndj7dUOqVI+XX+EtPOXCPJy4cX7Q9UORwirMKF3GNuOnWd/uoFxC3fzbUwG2jWvgeGKwqH6YOj9NoQ/WKuxqZbspKWl8dJLL5GQkICLi8t12zzzzDOWnyMjIwkKCqJ79+4cPXqU5s2bV/m5nZ2dcXZ2rvL9ReUczswj5bQBB62GflEyr0GAq5OOuUOiGfTZFlbsSeeB8NMMiLaNRPj42QI+33gMgCn9wnF3VvU7oxBWw8VRx8dDo+n38Z+4H/sVzakPgav23zGkw8LhMOTbWk14KvwubdeuXYXHpHfu3HnLNomJiWRlZdG+/f++0RmNRv744w/+9a9/UVRUhE5Xfh+Wjh07AnDkyBGaN29OYGAg27dvL9cmM9M8VhgYGFihWEXNKysP0a1VfXxkC31xWdsQb168P5S5vx9i8pIU7mziQ7C3q9ph3ZSiKExZmkKx0UTXlvXpHSF/Z4S4Ugt/T6bGhnHvqudQFIVr0wYF0MDq1yAsFrS1s99ahZOduLi4an3i7t27k5ycXO62f/zjH4SFhTFhwoRrEh2ApKQkAIKCggCIiYnhzTffJCsrC39/fwASEhLQ6/WEh4dXa7yiakwmhaVJ5lOYA9s1VDkaYW1G39ecdQez2J2Ww/hFu/nvUx2tevfhVSkZbDp8FiedlukPtpFJyUJcx6MBaWg052/SQgHDaTi5BZp2qZWYKpzsTJ06tVqf2NPTk4iIiHK3ubu74+vrS0REBEePHuWHH36gb9+++Pr6smfPHsaOHUvXrl0tS9R79uxJeHg4TzzxBHPmzCEjI4NJkyYxevRoGaayEn8dP8/pnEt4OjvQvbW/2uEIK+Og0zJ3SFv6frSJzUfOMX/LCZ66p6naYV1XQVEpM5bvA+DZbs1lor0QN6DJz6pYw/zaW7Wl+mqsG3FycuL333+nZ8+ehIWF8fLLLzN48GCWL19uaaPT6VixYgU6nY6YmBgef/xxhg8fzowZM1SMXFxpyeUhrL6RQbg4SnkIca1m9T34Z6z5TOzbqw9Y7S6sH609TIahkBAfV57rVvU5g0LYPY+AW7epTLtqoFGqUL3LaDQyd+5cFi5cSGpq6jV72pw/f7PTV9bHYDDg5eVFbm5uuX18xO0pLDFy5xu/k1dUyoJnOtGpma/aIQkrpSgKT87bwcZD2UQ00LN4VGecHKznu9ihzDz6friJUpPCf568g/vDau+PtBA2x2SEDyLMk5GvnqAMgMa8KmtM8m3P2ano53eV/ppMnz6d999/n0ceeYTc3FzGjRvHoEGD0Gq1TJs2raoxCzvz+/5M8opKaeDtyl1NfNQOR1gxjUbDOw9F4e3mSMppAx+tPax2SBaKojBpSQqlJoUHwgMk0RHiVrQ68/JyQOHqeW2Xr/eeXWuTk6GKyc7333/Pl19+ycsvv4yDgwNDhw7lq6++YsqUKWzbtq26YxQ2qmwIa0B0sFVPOhXWwV/vwlsDIwH4dMMREk9eUDkisyVJp9l+/Dwujlqm9peFD0JUSPiDMORbNPqg8rfrg2t92TlUcZ+djIwMIiPNf5Q8PDzIzc0FoF+/fkyePLn6ohM261x+ERsOmksByEaCoqL6RgYxqF0DFu86zbiFSfz6YhdV97HJvVTCmyvNtX5euD+UhvXcVItFCJsT/qB5efnJLebJyB4B0PjuWj2jU6ZKZ3YaNmxIeno6AM2bN+e3334DzAU9ZRWUAFixJ51Sk0JkAy9a+MtW+qLipg1oQwNvV06eu8gbK/erGsvchEOczS+iWX13/l8X61wlJoRV0+rMy8sjHzL/q0KiA1VMdgYOHMjatWsBeOGFF5g8eTKhoaEMHz6cp556qloDFLapbCPBOCn6KSpJ7+LIOw+bt5f4cXsqa/erU1Qw5XQu3249AcDMARE4O8hqQiFsVZXOD8+ePdvy8yOPPEKjRo3YunUroaGh9O/fv9qCE7bpWHY+SWk56LQaHmwr5SFE5d3d3I//d09TvvrzOBN+SWbNGG98PWrvrLHJpDB5aQomBfpFBdG5hV+tPbcQovpVy2B4TEwMMTEx1fFQwg6UTUzuEupHfU8Z1hRV80qvVvxxOJtDmflMXJzMF090qLUdixf+ncau1BzcnXRMipVJyULYuionO4cPH2b9+vVkZWVhMpnKHZsyZcptByZsk6IoxCeZk52BMoQlboOLo465j0QT98lmftuXyaLEUzx8R0iNP++FgmLeXm2elDz2gZYEel2/ULEQwnZUKdn58ssvGTVqFH5+fgQGBpb7tqXRaCTZqcMST14g7fwl3J109AyXIoni9rQJ9mLsAy2Zs/og05fvo1MzX0J8anZF1Jw1B7hwsYSwQE9G3N2kRp9LCFE7qpTsvPHGG7z55ptMmDChuuMRNm7x5SGs3hFBuDrJhE5x+/6va3PW7c/i75MXeHnhbn58phO6Gtq3aVfqBRbsSANgZlwEjjrr2cVZCFF1VXonX7hwgYcffri6YxE2rqjUyMo95i0JZAhLVBedVsP7Q6Jxd9Kx/cR5vtp0rEaex2gy75SsKDC4fUPulF2/hbAbVUp2Hn74YcveOkKUWX8gm9xLJQTonYlpLnWwRPVp5OvGlMu7F7/32yH2pxuq/Tm+23aSvWcM6F0cmNg3rNofXwihnioNY7Vo0YLJkyezbds2IiMjcXR0LHf8xRdfrJbghG2J33UKgLjoBjU2zCDqriF3hJCwL4vf92cy9qcklj7fudr2vsnOK+Ld3w4CML5XK/xqcZm7EKLmVanqedOmN95JVKPRcOxYzZxmrilS9fz25Vws5s43f6fEqLB6TBfCAuX3KKrf2fwies39g3MFxfxf12ZM7Nu6Wh533E9JLN51msgGXiwZ3VmSdSFsREU/v6t0Zuf48eNVDkzYp5XJ6ZQYFcICPSXRETXGz8OZ2YOjePrbv/n3pmPcF+ZPp2a3N2T617FzLN51Go3GPClZEh0h7I8sNRDVIn6neRWWFP0UNe2B8AAeuSMERYGXF+4mr7Ckyo9VYjQxeWkKAEPvakR0iHc1RSmEsCZVOrMzbty4696u0WhwcXGhRYsWDBgwAB8fWc1QF6Seu8jfJy+g0cCAaEl2RM2b3D+cLcfOknb+EtOX7+Pdh9tW6XHmbz7Bocx8fNydeLVXq2qOUghhLaqU7OzatYudO3diNBpp1cr8B+LQoUPodDrCwsL49NNPefnll/nzzz8JD5et1u3dkss7Jndu7keAXnabFTXPw9mBuUOiGfLFVhYlnqJHa396RwRV6jHScy8x9/dDALzWOwxvN6eaCFUIYQWqNIw1YMAAevTowZkzZ0hMTCQxMZFTp07xwAMPMHToUE6fPk3Xrl0ZO3ZsdccrrIyiKJYK57K3jqhNdzTx4f/ubQ7AxMXJZOUVVur+b6zYz8ViI+0befNQh4Y1EaIQwkpUKdl55513mDlzZrmZz15eXkybNo05c+bg5ubGlClTSExMrLZAhXVKSsvh+NkCXB119I6Q8hCido3t0ZLWQXouXCzhtV+Sqeji0j8OZbMyOR3t5UnJWpmULIRdq1Kyk5ubS1ZW1jW3Z2dnYzCYN/vy9vamuLj49qITVq+swnnPNgG4O1e5rqwQVeLkoOWDR6JxctCy7kAWP25Pu+V9ikqNTF22F4ARdzehTbBXTYcphFBZlYexnnrqKeLj4zl16hSnTp0iPj6ekSNHEhcXB8D27dtp2bJldcYqrEyJ0cRyKQ8hVNYq0NMyuXjmin2cOFtw0/Zf/nGM42cLqO/pzNgH5G+UEHVBlZKdL774gu7du/Poo4/SuHFjGjduzKOPPkr37t35/PPPAQgLC+Orr76q1mCFddl4MJvzBcX4eThzTws/tcMRddhTnZsS08yXSyVGxi5MotRoMh8wGeH4JkheBMc3kXY2j4/XHQFgUmxr9C6ON3lUIYS9qNIOymXy8/MtuyU3a9YMDw+PagusNskOylUz+oedrNyTzlOdm1rqFgmhltM5l+g99w/yikp5pWdLng/cD6sngOGMpc15nR8TLz2OoUkffni6IxqNzNURwpbV6A7KZTw8PIiKirqdhxA2ylBYQsK+TEA2EhTWoYG3KzPi2jD2p93sW/s9iuMHaCj/Xc679CyfOX5ARmQ4Gk0nlSIVQtS2Cic7gwYNYv78+ej1egYNGnTTtosXL77twIR1W5WcTnGpiVB/D9oEy9kwYR3iohuwdm86rx/+Brj2pLVWY741eOt06PgQaKunkKgQwrpVONnx8vKynPL18pLVC3Xd4svlIeLaNZChAGE1NBoNszrk43nk/I3bABhOw8kt0LRLrcUmhFBPhZOdefPmWX7+9NNPMZlMuLu7A3DixAmWLFlC69at6dWrV/VHKazK6ZxL/HXc/GESJ6uwhJXxLD1XsYb5mTUbiBDCalR56fl///tfAHJycujUqRPvvfcecXFxfPbZZ9UaoLA+ZXvrdGrmQwNvV5WjEeIqHgHV204IYfOqlOzs3LmTLl3Mp38XLVpEQEAAJ0+e5Ntvv+Wjjz6q1gCFdbmyPMSgdrLFvrBCje8GfTAKNxpe1YC+gbmdEKJOqFKyc/HiRTw9PQH47bffGDRoEFqtlk6dOnHy5MlqDVBYl71nDBzJysfZQUvvSCkPIayQVge930YD10l4Ll/vPVsmJwtRh1Qp2WnRogVLliwhLS2NNWvW0LNnTwCysrJknxo7VzYxuUd4gGzIJqxX+IMw5Fs0+qsqoeuDYci35uNCiDqjSvvsTJkyhccee4yxY8fSvXt3YmJiAPNZnnbt2lVrgMJ6lBpNLNtt3qBtkExMFtYu/EEIizWvusrPNM/RaXy3nNERog6qUrLz0EMPcc8995Cenk7btm0tt3fv3p2BAwdWW3DCuvx55Cxn84vwcXeia8v6aocjxK1pdbK8XAhR9R2UAwMDCQwsP2fjrrvuuu2AhPUqm5jcPyoIR12VRkCFEEKIWmc1n1izZ89Go9EwZswYy22FhYWMHj0aX19fPDw8GDx4MJmZ5ffGSE1NJTY2Fjc3N/z9/Rk/fjylpaW1HL39yy8qZc3eDAAGtpdVWEIIIWyHVSQ7O3bs4IsvvrimztbYsWNZvnw5P//8Mxs3buTMmTPlSlUYjUZiY2MpLi5my5YtfPPNN8yfP58pU6bUdhfs3pqUDApLTDT1c6dtQ9lBWwghhO1QPdnJz89n2LBhfPnll9SrV89ye25uLl9//TXvv/8+999/Px06dGDevHls2bKFbdu2AeYJ0fv27eO7774jOjqaPn36MHPmTD755BOKi4vV6pJdKhvCGijlIYQQQtgY1ZOd0aNHExsbS48ePcrdnpiYSElJSbnbw8LCaNSoEVu3bgVg69atREZGEhDwv51Qe/XqhcFgYO/evTd8zqKiIgwGQ7mLuLGM3EI2Hz0LmAstCiGEELakyhOUq8OCBQvYuXMnO3bsuOZYRkYGTk5OeHt7l7s9ICCAjIwMS5srE52y42XHbmTWrFlMnz79NqOvO5btPo2iwB2N69HI103tcIQQQohKUe3MTlpaGi+99BLff/89Li4utfrcEydOJDc313JJS0ur1ee3NWUbCQ5sL2d1hBBC2B7Vkp3ExESysrJo3749Dg4OODg4sHHjRj766CMcHBwICAiguLiYnJyccvfLzMy0LHkPDAy8ZnVW2fWrl8VfydnZGb1eX+4irm9/uoEDGXk46bT0iwxWOxwhhBCi0lRLdrp3705ycjJJSUmWyx133MGwYcMsPzs6OrJ27VrLfQ4ePEhqaqplx+aYmBiSk5PJysqytElISECv1xMeHl7rfbJHZROT7w/zx8tNykMIIYSwParN2fH09CQiIqLcbe7u7vj6+lpuHzlyJOPGjcPHxwe9Xs8LL7xATEwMnTp1AqBnz56Eh4fzxBNPMGfOHDIyMpg0aRKjR4/G2dm51vtkb4wmhaVJ5mQnTspDCCGEsFGqTlC+lblz56LVahk8eDBFRUX06tWLTz/91HJcp9OxYsUKRo0aRUxMDO7u7owYMYIZM2aoGLX92Hr0HJmGIrxcHbkvTMpDCCGEsE0aRVEUtYNQm8FgwMvLi9zcXJm/c4VxC5NYvPM0wzo24s2BkWqHI4QQQpRT0c9v1ffZEdbpYnEpa1Iul4eQISwhhBA2TJIdcV0J+zIpKDbSyMeNDo3r3foOQgghhJWSZEdcV9neOnFSHkIIIYSNk2RHXCM7r4hNh7MBGcISQghh+yTZEddYtvsMJgWiQ7xp6ueudjhCCCHEbZFkR1wjftcpAAZJeQghhBB2QJIdUc7hzDxSThtw0GroFyXlIYQQQtg+SXZEOWXlIbq1qo+Pu5PK0QghhBC3T5IdYWEyKSxNOgPAwHYNVY5GCCGEqB6S7AiLv46f53TOJTydHeje2l/tcIQQQohqIcmOsFhyeQirb2QQLo46laMRQgghqockOwKAwhIjvyanAzBQVmEJIYSwI5LsCAB+359JXlEpDbxduauJj9rhCCGEENVGkh0B/G8Ia0B0MFqtlIcQQghhPyTZEZzLL2LDQXN5CNlIUAghhL2RZEewYk86pSaFyAZetPD3VDscIYQQolpJsiMsGwnGSdFPIYQQdkiSnTruWHY+SWk56LQaHmwr5SGEEELYH0l26riyicldQv2o7+mscjRCCCFE9ZNkpw5TFIX4JHOyM1CGsIQQQtgpSXbqsMSTF0g7fwl3Jx09wwPVDkcIIYSoEZLs1GGLLw9h9Y4IwtVJykMIIYSwT5Ls1FFFpUZW7rlcHkKGsIQQQtgxSXbqqPUHssm9VEKA3pmY5r5qhyOEEELUGEl26qj4XacAiItugE7KQwghhLBjkuzUQTkXi1l3IAuQjQSFEELYP0l26qCVyemUGBXCAj1pHaRXOxwhhBCiRkmyUwfF7zSvwpKin0IIIeoCSXbqmNRzF/n75AU0GhgQLcmOEEII+yfJTh2z5PKOyZ2b+xGgd1E5GiGEEKLmSbJThyiKYqlwLnvrCCGEqCsk2alDktJyOH62AFdHHb0jpDyEEEKIukGSnTqkrMJ5zzYBuDs7qByNEEIIUTsk2akjSowmlkt5CCGEEHWQJDt1xMaD2ZwvKMbPw5l7WvipHY4QQghRayTZqSPiL6/CerBtMA46edmFEELUHap+6n322WdERUWh1+vR6/XExMSwatUqy/Fu3bqh0WjKXZ599tlyj5GamkpsbCxubm74+/szfvx4SktLa7srVs1QWELCvkxANhIUQghR96g6S7Vhw4bMnj2b0NBQFEXhm2++YcCAAezatYs2bdoA8PTTTzNjxgzLfdzc3Cw/G41GYmNjCQwMZMuWLaSnpzN8+HAcHR156623ar0/1mpVcjrFpSZC/T1oEyzlIYQQQtQtqiY7/fv3L3f9zTff5LPPPmPbtm2WZMfNzY3AwOsvk/7tt9/Yt28fv//+OwEBAURHRzNz5kwmTJjAtGnTcHJyqvE+2IKyvXXi2jVAo5EK50IIIeoWq5m8YTQaWbBgAQUFBcTExFhu//777/Hz8yMiIoKJEydy8eJFy7GtW7cSGRlJQECA5bZevXphMBjYu3fvDZ+rqKgIg8FQ7mKvTudcYtux84BUOBdCCFE3qb7ZSnJyMjExMRQWFuLh4UF8fDzh4eEAPPbYYzRu3Jjg4GD27NnDhAkTOHjwIIsXLwYgIyOjXKIDWK5nZGTc8DlnzZrF9OnTa6hH1qVsb51OzXxo4O2qcjRCCCFE7VM92WnVqhVJSUnk5uayaNEiRowYwcaNGwkPD+eZZ56xtIuMjCQoKIju3btz9OhRmjdvXuXnnDhxIuPGjbNcNxgMhISE3FY/rJGUhxBCCCGsYBjLycmJFi1a0KFDB2bNmkXbtm358MMPr9u2Y8eOABw5cgSAwMBAMjMzy7Upu36jeT4Azs7OlhVgZRd7tPeMgSNZ+Tg7aOkTGaR2OEIIIYQqVE92rmYymSgqKrrusaSkJACCgswf3DExMSQnJ5OVlWVpk5CQgF6vtwyF1WWLd5rP6vQID0Dv4qhyNEIIIYQ6VB3GmjhxIn369KFRo0bk5eXxww8/sGHDBtasWcPRo0f54Ycf6Nu3L76+vuzZs4exY8fStWtXoqKiAOjZsyfh4eE88cQTzJkzh4yMDCZNmsTo0aNxdnZWs2uqKzWaWLb7DACDZAhLCCFEHaZqspOVlcXw4cNJT0/Hy8uLqKgo1qxZwwMPPEBaWhq///47H3zwAQUFBYSEhDB48GAmTZpkub9Op2PFihWMGjWKmJgY3N3dGTFiRLl9eeqqP4+c5Wx+ET7uTnRtWV/tcIQQQgjVaBRFUdQOQm0GgwEvLy9yc3PtZv7OSwt2sTTpDCNiGjN9QITa4QghhBDVrqKf31Y3Z0fcvvyiUtbsNS+9H9i+ocrRCCGEEOqSZMcOrUnJoLDERFM/d9o29FI7HCGEEEJVkuzYoSv31pHyEEIIIeo6SXbsTEZuIZuPngUgLlpWYQkhhBCS7NiZZbtPoyhwR+N6NPJ1u/UdhBBCCDsnyY6dKdtIcGB7OasjhBBCgCQ7dmV/uoEDGXk46bT0iwxWOxwhhBDCKkiyY0fKJibfF1YfLzcpDyGEEEKAJDt2w2hSWJpUtgpL9tYRQgghykiyYye2Hj1HpqEIL1dH7guT8hBCCCFEGUl27MTiXacAiI0KwtlBp3I0QgghhPWQZMcOXCwuZU2KuTyEVDgXQgghypNkxw4k7MukoNhIIx83OjSup3Y4QgghhFWRZMcOlO2tEyflIYQQQohrSLJj47Lzith0OBsw18ISQgghRHmS7Ni4ZbvPYFIgOsSbpn7uaocjhBBCWB1Jdmxc/OVVWIOkPIQQQghxXZLs2LDDmXmknDbgoNXQL0rKQwghhBDXI8mODSsrD9GtVX183J1UjkYIIYSwTpLs2CiTSWFp0hlAykMIIYQQNyPJjo3afuI8p3Mu4ensQPfW/mqHI4QQQlgtSXZsVPzlvXX6Rgbh4ijlIYQQQogbkWTHBhWWGPk1OR2AgbIKSwghhLgpSXZs0O/7M8krKqWBtyt3NfFROxwhhBDCqkmyY4OWXF6FNSA6GK1WykMIIYQQNyPJjo05l1/EhoNSHkIIIYSoKEl2bMyKPemUmhQiGugJDfBUOxwhhBDC6kmyY2PKNhKUvXWEEEKIipFkx4Ycy84nKS0HnVbDg22lPIQQQghREZLs2JCyicldQv2o7+mscjRCCCGEbZBkx0YoikJ8UtkQlkxMFkIIISpKkh0bkXjyAmnnL+HupKNneKDa4QghhBA2Q5IdG7H48hBW74ggXJ2kPIQQQghRUZLs2ICiUiMr91wuDyFDWEIIIUSlSLJjA9YfyCb3UgkBemdimvuqHY4QQghhUyTZsQHxu04BEBfdAJ2UhxBCCCEqRdVk57PPPiMqKgq9Xo9erycmJoZVq1ZZjhcWFjJ69Gh8fX3x8PBg8ODBZGZmlnuM1NRUYmNjcXNzw9/fn/Hjx1NaWlrbXakxOReLWX/AXB4iToawhBBCiEpTNdlp2LAhs2fPJjExkb///pv777+fAQMGsHfvXgDGjh3L8uXL+fnnn9m4cSNnzpxh0KBBlvsbjUZiY2MpLi5my5YtfPPNN8yfP58pU6ao1aVqtzI5nWKjibBAT1oH6dUORwghhLA5GkVRFLWDuJKPjw/vvPMODz30EPXr1+eHH37goYceAuDAgQO0bt2arVu30qlTJ1atWkW/fv04c+YMAQEBAHz++edMmDCB7OxsnJycrvscRUVFFBUVWa4bDAZCQkLIzc1Fr7euhOKhz7bw98kLvN43jGe6Nlc7HCGEEMJqGAwGvLy8bvn5bTVzdoxGIwsWLKCgoICYmBgSExMpKSmhR48eljZhYWE0atSIrVu3ArB161YiIyMtiQ5Ar169MBgMlrND1zNr1iy8vLwsl5CQkJrr2G1IPXeRv09eQKOBB9vKEJYQQghRFaonO8nJyXh4eODs7Myzzz5LfHw84eHhZGRk4OTkhLe3d7n2AQEBZGRkAJCRkVEu0Sk7XnbsRiZOnEhubq7lkpaWVr2dqiZLLu+Y3Lm5H4FeLipHI4QQQtgmB7UDaNWqFUlJSeTm5rJo0SJGjBjBxo0ba/Q5nZ2dcXa27tpSiqJcUeFczuoIIYQQVaV6suPk5ESLFi0A6NChAzt27ODDDz/kkUceobi4mJycnHJndzIzMwkMNJdLCAwMZPv27eUer2y1VlkbW5WUlsPxswW4OGrpFWHbfRFCCCHUpPow1tVMJhNFRUV06NABR0dH1q5dazl28OBBUlNTiYmJASAmJobk5GSysrIsbRISEtDr9YSHh9d67NWprMJ5rzaBeDirnpMKIYQQNkvVT9GJEyfSp08fGjVqRF5eHj/88AMbNmxgzZo1eHl5MXLkSMaNG4ePjw96vZ4XXniBmJgYOnXqBEDPnj0JDw/niSeeYM6cOWRkZDBp0iRGjx5t9cNUN1NiNLFcykMIIYQQ1ULVZCcrK4vhw4eTnp6Ol5cXUVFRrFmzhgceeACAuXPnotVqGTx4MEVFRfTq1YtPP/3Ucn+dTseKFSsYNWoUMTExuLu7M2LECGbMmKFWl6rFxoPZnC8oxs/DmXta+KkdjhBCCGHTrG6fHTVUdJ1+bRn9w05W7knnqc5NmdLftofjhBBCiJpic/vsCDNDYQkJ+8yTrAe1lyEsIYQQ4nZJsmNlViWnU1xqItTfgzbB6p9lEkIIIWydJDtWpmxvnbh2DdBopMK5EEIIcbsk2bEip3Muse3YeUAqnAshhBDVRZIdK1K2t06nZj408HZVORohhBDCPkiyYyWkPIQQQghRMyTZsRJ7zxg4kpWPs4OWPpFBaocjhBBC2A1JdqzE4p3mszo9wgPQuziqHI0QQghhPyTZsQKlRhPLdp8BYGC0DGEJIYQQ1UmSHSvw55GznM0vwsfdiXtb1Vc7HCGEEMKuSLJjBcomJvePCsJRJy+JEEIIUZ3kk1Vl+UWlrNmbAcjeOkIIIURNkGRHZWtSMigsMdHUz53oEG+1wxFCCCHsjiQ7Krtybx0pDyGEEEJUP0l2VJSRW8jmo2cBiJNVWEIIIUSNkGRHRct2n0ZR4I7G9Wjk66Z2OEIIIYRdkmRHRWUbCQ5sL2d1hBBCiJoiyY5K9qcbOJCRh5NOS7/IYLXDEUIIIeyWJDsqKatwfl9YfbzcpDyEEEIIUVMk2VGB0aSwJKlsFVZDlaMRQggh7JskOyrYevQcmYYivFwduS9MykMIIYQQNUmSHRUs3nUKgNioIJwddCpHI4QQQtg3SXZq2cXiUtakmMtDDJLyEEIIIUSNk2SnliXsy6Sg2EiIjysdGtdTOxwhhBDC7kmyU8sse+tES3kIIYQQojZIslOLsvOK2HQ4G4CB7WUVlhBCCFEbJNmpRct2n8GkQHSIN0393NUORwghhKgTJNmpRfGXV2ENlInJQgghRK2RZKeWHM7MI+W0AQethv5tpTyEEEIIUVsk2akl8ZfLQ3RrVR8fdyeVoxFCCCHqDkl2aoHJpLA06Qwg5SGEEEKI2ibJTi3YfuI8p3Mu4ensQPfW/mqHI4QQQtQpkuzUgvjLe+v0jQzCxVHKQwghhBC1SZKdGlZYYuTX5HQABraXVVhCCCFEbZNkp4at3Z9FXlEpDbxduauJj9rhCCGEEHWOqsnOrFmzuPPOO/H09MTf35+4uDgOHjxYrk23bt3QaDTlLs8++2y5NqmpqcTGxuLm5oa/vz/jx4+ntLS0NrtyLZMRjm/i9KZv6aTdR1zbALRaKQ8hhBBC1DYHNZ9848aNjB49mjvvvJPS0lJef/11evbsyb59+3B3/98Ow08//TQzZsywXHdzc7P8bDQaiY2NJTAwkC1btpCens7w4cNxdHTkrbfeqtX+WOxbBqsngOEMzwDPOEFJytfQeA6EP6hOTEIIIUQdpVEURVE7iDLZ2dn4+/uzceNGunbtCpjP7ERHR/PBBx9c9z6rVq2iX79+nDlzhoCAAAA+//xzJkyYQHZ2Nk5Ot97TxmAw4OXlRW5uLnq9/vY6sW8ZLBwOXP1rvXxWZ8i3kvAIIYQQ1aCin99WNWcnNzcXAB+f8nNbvv/+e/z8/IiIiGDixIlcvHjRcmzr1q1ERkZaEh2AXr16YTAY2Lt373Wfp6ioCIPBUO5SLUxG8xmdaxId/nfb6tfM7YQQQghRK1QdxrqSyWRizJgxdO7cmYiICMvtjz32GI0bNyY4OJg9e/YwYcIEDh48yOLFiwHIyMgol+gAlusZGRnXfa5Zs2Yxffr06u/EyS1gOHOTBgoYTpvbNe1S/c8vhBBCiGtYTbIzevRoUlJS+PPPP8vd/swzz1h+joyMJCgoiO7du3P06FGaN29epeeaOHEi48aNs1w3GAyEhIRULfAr5WdWbzshhBBC3DarGMZ6/vnnWbFiBevXr6dhw5uXU+jYsSMAR44cASAwMJDMzPLJQ9n1wMDA6z6Gs7Mzer2+3KVaeATcuk1l2gkhhBDitqma7CiKwvPPP098fDzr1q2jadOmt7xPUlISAEFBQQDExMSQnJxMVlaWpU1CQgJ6vZ7w8PAaifuGGt8N+mAsk5GvoQF9A3M7IYQQQtQKVZOd0aNH89133/HDDz/g6elJRkYGGRkZXLp0CYCjR48yc+ZMEhMTOXHiBMuWLWP48OF07dqVqKgoAHr27El4eDhPPPEEu3fvZs2aNUyaNInRo0fj7Oxcux3S6qD325evXJ3wXL7ee7a5nRBCCCFqhapLzzWa658BmTdvHk8++SRpaWk8/vjjpKSkUFBQQEhICAMHDmTSpEnlhp5OnjzJqFGj2LBhA+7u7owYMYLZs2fj4FCxKUnVuvQcyu2zY6FvYE50ZNm5EEIIUS0q+vltVfvsqKXakx0wLy8/ucU8GdkjwDx0JWd0hBBCiGpT0c9vq1mNZXe0OlleLoQQQlgBq1iNJYQQQghRUyTZEUIIIYRdk2RHCCGEEHZNkh0hhBBC2DVJdoQQQghh1yTZEUIIIYRdk2RHCCGEEHZNkh0hhBBC2DVJdoQQQghh12QHZczV18G87bQQQgghbEPZ5/atKl9JsgPk5eUBEBISonIkQgghhKisvLw8vLy8bnhcCoECJpOJM2fO4OnpecNK7FVhMBgICQkhLS2t+gqMWhl776P0z/bZex+lf7bP3vtYk/1TFIW8vDyCg4PRam88M0fO7ABarZaGDRvW2OPr9Xq7/A98JXvvo/TP9tl7H6V/ts/e+1hT/bvZGZ0yMkFZCCGEEHZNkh0hhBBC2DVJdmqQs7MzU6dOxdnZWe1Qaoy991H6Z/vsvY/SP9tn7320hv7JBGUhhBBC2DU5syOEEEIIuybJjhBCCCHsmiQ7QgghhLBrkuwIIYQQwq5JsnObPvnkE5o0aYKLiwsdO3Zk+/btN23/888/ExYWhouLC5GRkfz666+1FGnVVKZ/8+fPR6PRlLu4uLjUYrSV88cff9C/f3+Cg4PRaDQsWbLklvfZsGED7du3x9nZmRYtWjB//vwaj/N2VLaPGzZsuOY11Gg0ZGRk1E7AlTRr1izuvPNOPD098ff3Jy4ujoMHD97yfrbyPqxK/2ztffjZZ58RFRVl2XAuJiaGVatW3fQ+tvL6QeX7Z2uv39Vmz56NRqNhzJgxN21X26+hJDu34aeffmLcuHFMnTqVnTt30rZtW3r16kVWVtZ122/ZsoWhQ4cycuRIdu3aRVxcHHFxcaSkpNRy5BVT2f6BeYfM9PR0y+XkyZO1GHHlFBQU0LZtWz755JMKtT9+/DixsbHcd999JCUlMWbMGP7f//t/rFmzpoYjrbrK9rHMwYMHy72O/v7+NRTh7dm4cSOjR49m27ZtJCQkUFJSQs+ePSkoKLjhfWzpfViV/oFtvQ8bNmzI7NmzSUxM5O+//+b+++9nwIAB7N2797rtben1g8r3D2zr9bvSjh07+OKLL4iKirppO1VeQ0VU2V133aWMHj3act1oNCrBwcHKrFmzrtt+yJAhSmxsbLnbOnbsqPzf//1fjcZZVZXt37x58xQvL69aiq56AUp8fPxN27z66qtKmzZtyt32yCOPKL169arByKpPRfq4fv16BVAuXLhQKzFVt6ysLAVQNm7ceMM2tvY+vFJF+mfL78My9erVU7766qvrHrPl16/Mzfpnq69fXl6eEhoaqiQkJCj33nuv8tJLL92wrRqvoZzZqaLi4mISExPp0aOH5TatVkuPHj3YunXrde+zdevWcu0BevXqdcP2aqpK/wDy8/Np3LgxISEht/z2Ymts6fW7XdHR0QQFBfHAAw+wefNmtcOpsNzcXAB8fHxu2MaWX8eK9A9s931oNBpZsGABBQUFxMTEXLeNLb9+Fekf2ObrN3r0aGJjY695ba5HjddQkp0qOnv2LEajkYCAgHK3BwQE3HB+Q0ZGRqXaq6kq/WvVqhX/+c9/WLp0Kd999x0mk4m7776bU6dO1UbINe5Gr5/BYODSpUsqRVW9goKC+Pzzz/nll1/45ZdfCAkJoVu3buzcuVPt0G7JZDIxZswYOnfuTERExA3b2dL78EoV7Z8tvg+Tk5Px8PDA2dmZZ599lvj4eMLDw6/b1hZfv8r0zxZfvwULFrBz505mzZpVofZqvIZS9VxUm5iYmHLfVu6++25at27NF198wcyZM1WMTFRUq1ataNWqleX63XffzdGjR5k7dy7//e9/VYzs1kaPHk1KSgp//vmn2qHUiIr2zxbfh61atSIpKYnc3FwWLVrEiBEj2Lhx4w0TAltTmf7Z2uuXlpbGSy+9REJCglVPpJZkp4r8/PzQ6XRkZmaWuz0zM5PAwMDr3icwMLBS7dVUlf5dzdHRkXbt2nHkyJGaCLHW3ej10+v1uLq6qhRVzbvrrrusPoF4/vnnWbFiBX/88QcNGza8aVtbeh+WqUz/rmYL70MnJydatGgBQIcOHdixYwcffvghX3zxxTVtbfH1q0z/rmbtr19iYiJZWVm0b9/ecpvRaOSPP/7gX//6F0VFReh0unL3UeM1lGGsKnJycqJDhw6sXbvWcpvJZGLt2rU3HIuNiYkp1x4gISHhpmO3aqlK/65mNBpJTk4mKCiopsKsVbb0+lWnpKQkq30NFUXh+eefJz4+nnXr1tG0adNb3seWXseq9O9qtvg+NJlMFBUVXfeYLb1+N3Kz/l3N2l+/7t27k5ycTFJSkuVyxx13MGzYMJKSkq5JdECl17DGpj7XAQsWLFCcnZ2V+fPnK/v27VOeeeYZxdvbW8nIyFAURVGeeOIJ5bXXXrO037x5s+Lg4KC8++67yv79+5WpU6cqjo6OSnJyslpduKnK9m/69OnKmjVrlKNHjyqJiYnKo48+qri4uCh79+5Vqws3lZeXp+zatUvZtWuXAijvv/++smvXLuXkyZOKoijKa6+9pjzxxBOW9seOHVPc3NyU8ePHK/v371c++eQTRafTKatXr1arC7dU2T7OnTtXWbJkiXL48GElOTlZeemllxStVqv8/vvvanXhpkaNGqV4eXkpGzZsUNLT0y2XixcvWtrY8vuwKv2ztffha6+9pmzcuFE5fvy4smfPHuW1115TNBqN8ttvvymKYtuvn6JUvn+29vpdz9WrsazhNZRk5zZ9/PHHSqNGjRQnJyflrrvuUrZt22Y5du+99yojRowo137hwoVKy5YtFScnJ6VNmzbKypUrazniyqlM/8aMGWNpGxAQoPTt21fZuXOnClFXTNky66svZX0aMWKEcu+9915zn+joaMXJyUlp1qyZMm/evFqPuzIq28e3335bad68ueLi4qL4+Pgo3bp1U9atW6dO8BVwvb4B5V4XW34fVqV/tvY+fOqpp5TGjRsrTk5OSv369ZXu3btbEgFFse3XT1Eq3z9be/2u5+pkxxpeQ42iKErNnTcSQgghhFCXzNkRQgghhF2TZEcIIYQQdk2SHSGEEELYNUl2hBBCCGHXJNkRQgghhF2TZEcIIYQQdk2SHSGEEELYNUl2hBBCCGHXJNkRQtS4Jk2a8MEHH1Rb22nTphEdHX3bcVkzjUbDkiVL1A5DCLsgOygLIWpcdnY27u7uuLm5VbqtRqMhPj6euLg4S5v8/HyKiorw9fWtqZBVd71+CyGqxkHtAIQQ9q9+/frV2tbDwwMPD4/bCalOKi4uxsnJSe0whKh1MowlhB1bvXo199xzD97e3vj6+tKvXz+OHj1ars2pU6cYOnQoPj4+uLu7c8cdd/DXX39Zjs+ePZuAgAA8PT0ZOXIkr732WrkhpG7dujFmzJhyjxkXF8eTTz5puX7l0JSiKEybNo1GjRrh7OxMcHAwL7744nXbNmnSBICBAwei0Wgs168exjKZTMyYMYOGDRvi7OxMdHQ0q1evthw/ceIEGo2GxYsXc9999+Hm5kbbtm3ZunXrTX9/Go2Gr776ioEDB+Lm5kZoaCjLli2zHJ8/fz7e3t7l7rNkyRI0Go3lelms//nPf2jUqBEeHh4899xzGI1G5syZQ2BgIP7+/rz55pvXPH96ejp9+vTB1dWVZs2asWjRonLH09LSGDJkCN7e3vj4+DBgwABOnDhhOf7kk08SFxfHm2++SXBwMK1atbppf4WwV5LsCGHHCgoKGDduHH///Tdr165Fq9UycOBATCYTYB4Ouvfeezl9+jTLli1j9+7dvPrqq5bjCxcuZNq0abz11lv8/fffBAUF8emnn95WTL/88gtz587liy++4PDhwyxZsoTIyMjrtt2xYwcA8+bNIz093XL9ah9++CHvvfce7777Lnv27KFXr148+OCDHD58uFy7f/7zn7zyyiskJSXRsmVLhg4dSmlp6U3jnT59OkOGDGHPnj307duXYcOGcf78+Ur1+ejRo6xatYrVq1fz448/8vXXXxMbG8upU6fYuHEjb7/9NpMmTSqXZAJMnjyZwYMHs3v3boYNG8ajjz7K/v37ASgpKaFXr154enqyadMmNm/ejIeHB71796a4uNjyGGvXruXgwYMkJCSwYsWKSsUthN2o0ZrqQgirkp2drQBKcnKyoiiK8sUXXyienp7KuXPnrts+JiZGee6558rd1rFjR6Vt27aW6/fee6/y0ksvlWszYMAAZcSIEZbrjRs3VubOnasoiqK89957SsuWLZXi4uLrPueVbRVFUQAlPj6+XJupU6eWiyE4OFh58803y7W58847LbEfP35cAZSvvvrKcnzv3r0KoOzfv/+6cZQ996RJkyzX8/PzFUBZtWqVoiiKMm/ePMXLy6vcfeLj45Ur/7ROnTpVcXNzUwwGg+W2Xr16KU2aNFGMRqPltlatWimzZs0q99zPPvtsucfu2LGjMmrUKEVRFOW///2v0qpVK8VkMlmOFxUVKa6ursqaNWsURVGUESNGKAEBAUpRUdEN+yhEXSBndoSwY4cPH2bo0KE0a9YMvV5vGQZKTU0FICkpiXbt2uHj43Pd++/fv5+OHTuWuy0mJua2Ynr44Ye5dOkSzZo14+mnnyY+Pv6WZ1duxmAwcObMGTp37lzu9s6dO1vOgpSJioqy/BwUFARAVlbWTR//yvu4u7uj1+tveZ+rNWnSBE9PT8v1gIAAwsPD0Wq15W67+nGv/l3HxMRY+rR7926OHDmCp6enZQ6Tj48PhYWF5YYqIyMjZZ6OqPNkgrIQdqx///40btyYL7/8kuDgYEwmExEREZZhDldX19t+Dq1Wi3LVos6SkpIbtg8JCeHgwYP8/vvvJCQk8Nxzz/HOO++wceNGHB0dbzuem7ny8cvm1ZQN2VXkPmX3K7tPRft+vce42eNWRH5+Ph06dOD777+/5tiVk7zd3d0r/JhC2Cs5syOEnTp37hwHDx5k0qRJdO/endatW3PhwoVybaKiokhKSrrhHJTWrVtfM49k27Zt5a7Xr1+f9PR0y3Wj0UhKSspNY3N1daV///589NFHbNiwga1bt5KcnHzdto6OjhiNxhs+ll6vJzg4mM2bN5e7ffPmzYSHh980jttVv3598vLyKCgosNyWlJRUbY9/9e9627ZttG7dGoD27dtz+PBh/P39adGiRbmLl5dXtcUghD2QZEcIO1WvXj18fX3597//zZEjR1i3bh3jxo0r12bo0KEEBgYSFxfH5s2bOXbsGL/88otlldJLL73Ef/7zH+bNm8ehQ4eYOnUqe/fuLfcY999/PytXrmTlypUcOHCAUaNGkZOTc8O45s+fz9dff01KSgrHjh3ju+++w9XVlcaNG1+3fZMmTVi7di0ZGRnXJGtlxo8fz9tvv81PP/3EwYMHee2110hKSuKll16qxG+s8jp27Iibmxuvv/46R48e5YcffmD+/PnV9vg///wz//nPfyy/++3bt/P8888DMGzYMPz8/BgwYACbNm3i+PHjbNiwgRdffJFTp05VWwxC2ANJdoSwU1qtlgULFpCYmEhERARjx47lnXfeKdfGycmJ3377DX9/f/r27UtkZCSzZ89Gp9MB8MgjjzB58mReffVVOnTowMmTJxk1alS5x3jqqacYMWIEw4cP595776VZs2bcd999N4zL29ubL7/8ks6dOxMVFcXvv//O8uXLb7hB4HvvvUdCQgIhISG0a9fuum1efPFFxo0bx8svv0xkZCSrV69m2bJlhIaGVuZXVmk+Pj589913/Prrr0RGRvLjjz8ybdq0anv86dOns2DBAqKiovj222/58ccfLWer3Nzc+OOPP2jUqBGDBg2idevWjBw5ksLCQvR6fbXFIIQ9kB2UhRCVMm3aNJYsWVKtwzVCCFGT5MyOEEIIIeyaJDtCCCGEsGsyjCWEEEIIuyZndoQQQghh1yTZEUIIIYRdk2RHCCGEEHZNkh0hhBBC2DVJdoQQQghh1yTZEUIIIYRdk2RHCCGEEHZNkh0hhBBC2LX/D5NpwwC+5mbMAAAAAElFTkSuQmCC\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "s = np.array([249, 585, 413, 604, 445]) # signal\n", "esp = np.tile(5.4e-3, 5) # echo spacing (IR-SPGR) or TR (SPGR)\n", @@ -259,8 +335,24 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 7, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "estimated/actual T1 = 1.1186 / 1.2000 s\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# simulate ground-truth IR-SE signal over a TI range\n", "ti_range = np.linspace(0.1, 4, 50) # s\n", @@ -323,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "outputs": [], "source": [ "vfa_fitter = t1_fit.VFALinear(fa=[2, 5, 12], tr=5.4e-3)" @@ -349,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "outputs": [], "source": [ "images = [os.path.join('.', 'T1_data', img) for img in ['FA2.nii.gz', 'FA5.nii.gz', 'FA12.nii.gz']]\n", @@ -365,12 +457,21 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 10, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(10,5))\n", - "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", - "ax[1].imshow(t1[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2);" + "ax[0].imshow(s0[78,:,:], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=3000)\n", + "ax[1].imshow(t1[78,:,:], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=2);" ], "metadata": { "collapsed": false, @@ -394,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "outputs": [], "source": [ "hifi_fitter = t1_fit.HIFI(esp = np.array([5.4e-3, 5.4e-3, 5.4e-3, 5.4e-3, 5.4e-3]),\n", @@ -425,8 +526,27 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 14, + "outputs": [ + { + "ename": "TerminatedWorkerError", + "evalue": "A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n", + "output_type": "error", + "traceback": [ + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mTerminatedWorkerError\u001B[0m Traceback (most recent call last)", + "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_19356\\647822782.py\u001B[0m in \u001B[0;36m\u001B[1;34m\u001B[0m\n\u001B[0;32m 6\u001B[0m \u001B[0mdir\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'C:\\\\temp\\\\sepal'\u001B[0m\u001B[1;33m,\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 7\u001B[0m \u001B[0msuffix\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'_HIFI'\u001B[0m\u001B[1;33m,\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m----> 8\u001B[1;33m n_procs=2);\n\u001B[0m", + "\u001B[1;32m~\\PycharmProjects\\SEPAL\\src\\sepal\\fitting.py\u001B[0m in \u001B[0;36mproc_image\u001B[1;34m(***failed resolving arguments***)\u001B[0m\n\u001B[0;32m 174\u001B[0m \u001B[1;31m# run the processing using joblib\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 175\u001B[0m chunk_outputs = Parallel(n_jobs=n_procs)(\n\u001B[1;32m--> 176\u001B[1;33m delayed(_proc_chunk)(i_chunk) for i_chunk in range(n_chunks))\n\u001B[0m\u001B[0;32m 177\u001B[0m \u001B[1;32mdel\u001B[0m \u001B[0mdata\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mdata_2d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0margs_1d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mmask_1d\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 178\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m__call__\u001B[1;34m(self, iterable)\u001B[0m\n\u001B[0;32m 1950\u001B[0m \u001B[0mnext\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1951\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1952\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0moutput\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mreturn_generator\u001B[0m \u001B[1;32melse\u001B[0m \u001B[0mlist\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1953\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1954\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m__repr__\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_get_outputs\u001B[1;34m(self, iterator, pre_dispatch)\u001B[0m\n\u001B[0;32m 1593\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1594\u001B[0m \u001B[1;32mwith\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_backend\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mretrieval_context\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1595\u001B[1;33m \u001B[1;32myield\u001B[0m \u001B[1;32mfrom\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_retrieve\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1596\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1597\u001B[0m \u001B[1;32mexcept\u001B[0m \u001B[0mGeneratorExit\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_retrieve\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1697\u001B[0m \u001B[1;31m# worker traceback.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1698\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_aborting\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1699\u001B[1;33m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_raise_error_fast\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1700\u001B[0m \u001B[1;32mbreak\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1701\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_raise_error_fast\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1732\u001B[0m \u001B[1;31m# called directly or if the generator is gc'ed.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1733\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0merror_job\u001B[0m \u001B[1;32mis\u001B[0m \u001B[1;32mnot\u001B[0m \u001B[1;32mNone\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1734\u001B[1;33m \u001B[0merror_job\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mget_result\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mtimeout\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1735\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1736\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m_warn_exit_early\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36mget_result\u001B[1;34m(self, timeout)\u001B[0m\n\u001B[0;32m 734\u001B[0m \u001B[1;31m# callback thread, and is stored internally. It's just waiting to\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 735\u001B[0m \u001B[1;31m# be returned.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 736\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_return_or_raise\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 737\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 738\u001B[0m \u001B[1;31m# For other backends, the main thread needs to run the retrieval step.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_return_or_raise\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 752\u001B[0m \u001B[1;32mtry\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 753\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mstatus\u001B[0m \u001B[1;33m==\u001B[0m \u001B[0mTASK_ERROR\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 754\u001B[1;33m \u001B[1;32mraise\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 755\u001B[0m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 756\u001B[0m \u001B[1;32mfinally\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;31mTerminatedWorkerError\u001B[0m: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n" + ] + } + ], "source": [ "images = [os.path.join('.', 'T1_data', img) for img in ['TI_168ms.nii.gz', 'TI_1068ms.nii.gz', 'FA2.nii.gz', 'FA5.nii.gz', 'FA12.nii.gz']]\n", "\n", @@ -435,7 +555,7 @@ " threshold=50,\n", " dir='C:\\\\temp\\\\sepal',\n", " suffix='_HIFI',\n", - " n_procs=4);" + " n_procs=2);" ], "metadata": { "collapsed": false, @@ -542,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "1d0efe83-3a94-4592-b201-b31eec8e512c", "metadata": { "pycharm": { @@ -563,25 +683,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "83d0b631-c849-4a7d-b086-850a9583dba5", "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", @@ -604,7 +713,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "outputs": [], "source": [ "# create new fitter object\n", @@ -633,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "outputs": [], "source": [ "images = [os.path.join('.', 'T1_IRSE_data', img) for img in ['rSeries03.nii', 'rSeries04.nii', 'rSeries05.nii', 'rSeries06.nii', 'rSeries07.nii', 'rSeries08.nii']]\n", @@ -653,19 +762,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", "ax[0].imshow(a[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2000)\n", diff --git a/demo/demo_fit_t2s.ipynb b/demo/demo_fit_t2s.ipynb index 0d99620..7528376 100644 --- a/demo/demo_fit_t2s.ipynb +++ b/demo/demo_fit_t2s.ipynb @@ -15,14 +15,21 @@ }, { "cell_type": "code", - "execution_count": 1, - "outputs": [], + "execution_count": 3, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ - "import os, sys\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "sys.path.append('../src')\n", - "import t2star_fit\n", + "from sepal import t2star_fit\n", "%load_ext autoreload\n", "%autoreload 2" ], @@ -48,16 +55,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -92,26 +97,24 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 5, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 0 ns\n", - "Fitted values (linear): s0 = 61.4, t2s = 0.0091 s\n", - "Wall time: 10.1 ms\n", - "Fitted values (non-linear): s0 = 97.6, t2s = 0.0080 s\n" + "Fitted values (linear): s0 = 54.7, t2s = 0.0099 s\n", + "Wall time: 7.35 ms\n", + "Fitted values (non-linear): s0 = 91.8, t2s = 0.0083 s\n" ] }, { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -160,8 +163,27 @@ }, { "cell_type": "code", - "execution_count": 4, - "outputs": [], + "execution_count": 6, + "outputs": [ + { + "ename": "TerminatedWorkerError", + "evalue": "A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n", + "output_type": "error", + "traceback": [ + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mTerminatedWorkerError\u001B[0m Traceback (most recent call last)", + "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_15024\\2136821436.py\u001B[0m in \u001B[0;36m\u001B[1;34m\u001B[0m\n\u001B[0;32m 4\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 5\u001B[0m \u001B[1;31m# use the proc_image to loop through all voxels in image\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m----> 6\u001B[1;33m \u001B[0ms0_map\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mt2s_map\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mt2star_fitter\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mproc_image\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34m'./T2s_data/mag4D.nii'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mthreshold\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;36m200\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mdir\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'.'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0msuffix\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'_linear'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mn_procs\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;36m3\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m;\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m", + "\u001B[1;32m~\\PycharmProjects\\SEPAL\\src\\sepal\\fitting.py\u001B[0m in \u001B[0;36mproc_image\u001B[1;34m(***failed resolving arguments***)\u001B[0m\n\u001B[0;32m 174\u001B[0m \u001B[1;31m# run the processing using joblib\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 175\u001B[0m chunk_outputs = Parallel(n_jobs=n_procs)(\n\u001B[1;32m--> 176\u001B[1;33m delayed(_proc_chunk)(i_chunk) for i_chunk in range(n_chunks))\n\u001B[0m\u001B[0;32m 177\u001B[0m \u001B[1;32mdel\u001B[0m \u001B[0mdata\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mdata_2d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0margs_1d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mmask_1d\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 178\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m__call__\u001B[1;34m(self, iterable)\u001B[0m\n\u001B[0;32m 1950\u001B[0m \u001B[0mnext\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1951\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1952\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0moutput\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mreturn_generator\u001B[0m \u001B[1;32melse\u001B[0m \u001B[0mlist\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1953\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1954\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m__repr__\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_get_outputs\u001B[1;34m(self, iterator, pre_dispatch)\u001B[0m\n\u001B[0;32m 1593\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1594\u001B[0m \u001B[1;32mwith\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_backend\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mretrieval_context\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1595\u001B[1;33m \u001B[1;32myield\u001B[0m \u001B[1;32mfrom\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_retrieve\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1596\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1597\u001B[0m \u001B[1;32mexcept\u001B[0m \u001B[0mGeneratorExit\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_retrieve\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1697\u001B[0m \u001B[1;31m# worker traceback.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1698\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_aborting\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1699\u001B[1;33m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_raise_error_fast\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1700\u001B[0m \u001B[1;32mbreak\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1701\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_raise_error_fast\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1732\u001B[0m \u001B[1;31m# called directly or if the generator is gc'ed.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1733\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0merror_job\u001B[0m \u001B[1;32mis\u001B[0m \u001B[1;32mnot\u001B[0m \u001B[1;32mNone\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1734\u001B[1;33m \u001B[0merror_job\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mget_result\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mtimeout\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1735\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1736\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m_warn_exit_early\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36mget_result\u001B[1;34m(self, timeout)\u001B[0m\n\u001B[0;32m 734\u001B[0m \u001B[1;31m# callback thread, and is stored internally. It's just waiting to\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 735\u001B[0m \u001B[1;31m# be returned.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 736\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_return_or_raise\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 737\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 738\u001B[0m \u001B[1;31m# For other backends, the main thread needs to run the retrieval step.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_return_or_raise\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 752\u001B[0m \u001B[1;32mtry\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 753\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mstatus\u001B[0m \u001B[1;33m==\u001B[0m \u001B[0mTASK_ERROR\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 754\u001B[1;33m \u001B[1;32mraise\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 755\u001B[0m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 756\u001B[0m \u001B[1;32mfinally\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;31mTerminatedWorkerError\u001B[0m: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n" + ] + } + ], "source": [ "# create T2* fitter object (non-linear method) as before\n", "te = np.array((0.0030, 0.0085, 0.0140, 0.0195, 0.0250, 0.0305, 0.0360, 0.0415))\n", @@ -179,19 +201,8 @@ }, { "cell_type": "code", - "execution_count": 34, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "fig, ax = plt.subplots(1,2)\n", "ax[0].imshow(s0_map[:,:,36], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2000)\n", diff --git a/demo/demo_imaging_utilities.ipynb b/demo/demo_imaging_utilities.ipynb index b8f7fcf..65b27b0 100644 --- a/demo/demo_imaging_utilities.ipynb +++ b/demo/demo_imaging_utilities.ipynb @@ -16,13 +16,19 @@ { "cell_type": "code", "execution_count": 2, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ - "import os, sys\n", - "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "sys.path.append('../src')\n", - "from utils.imaging import read_images, write_image, roi_measure\n", + "from sepal.utils.imaging import read_images, write_image, roi_measure\n", "%load_ext autoreload\n", "%autoreload 2" ], @@ -52,17 +58,26 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 3, "outputs": [ { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "FileNotFoundError", + "evalue": "No such file or no access: 'C:\\TEMP\\rDCE.nii'", + "output_type": "error", + "traceback": [ + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mFileNotFoundError\u001B[0m Traceback (most recent call last)", + "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\nibabel\\loadsave.py\u001B[0m in \u001B[0;36mload\u001B[1;34m(filename, **kwargs)\u001B[0m\n\u001B[0;32m 89\u001B[0m \u001B[1;32mtry\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m---> 90\u001B[1;33m \u001B[0mstat_result\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mos\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mstat\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mfilename\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 91\u001B[0m \u001B[1;32mexcept\u001B[0m \u001B[0mOSError\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", + "\u001B[1;31mFileNotFoundError\u001B[0m: [WinError 2] The system cannot find the file specified: 'C:\\\\TEMP\\\\rDCE.nii'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001B[1;31mFileNotFoundError\u001B[0m Traceback (most recent call last)", + "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_6292\\3568274785.py\u001B[0m in \u001B[0;36m\u001B[1;34m\u001B[0m\n\u001B[1;32m----> 1\u001B[1;33m \u001B[0mroi_stats\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mroi_measure\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mimage\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34mr'C:\\TEMP\\rDCE.nii'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mmask_image\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34mr'C:\\TEMP\\VIF.nii'\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 2\u001B[0m 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To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ - "import sys\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "sys.path.append('../src')\n", - "import mt\n", - "from utils.imaging import read_images, write_image\n", + "from sepal import mt\n", + "from sepal.utils.imaging import read_images, write_image\n", "%load_ext autoreload\n", "%autoreload 2" ], @@ -49,13 +56,13 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "outputs": [ { "data": { "text/plain": "5.0" }, - "execution_count": 2, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -87,16 +94,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -147,16 +152,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, + "metadata": {}, "output_type": "display_data" } ], diff --git a/demo/demo_pk_models.ipynb b/demo/demo_pk_models.ipynb index a0521a1..e0aed58 100644 --- a/demo/demo_pk_models.ipynb +++ b/demo/demo_pk_models.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 15, "id": "internal-arbor", "metadata": { "pycharm": { @@ -34,11 +34,9 @@ } ], "source": [ - "import sys\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "sys.path.append('../src')\n", - "import aifs, pk_models\n", + "from sepal import aifs, pk_models\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -61,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "id": "9182023e-f0e1-4311-bf7a-0b735bccacb4", "metadata": { "pycharm": { @@ -91,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "id": "68741d3c-7b67-48ea-b175-6bb0e4123917", "metadata": { "pycharm": { @@ -101,11 +99,9 @@ "outputs": [ { "data": { - "text/plain": [ - "('vp', 'ps', 've', 'fp')" - ] + "text/plain": "('vp', 'ps', 've', 'fp')" }, - "execution_count": 6, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -128,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "id": "0124f022-180b-4a94-8eb3-c17936e1f468", "metadata": { "pycharm": { @@ -138,14 +134,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -175,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 19, "id": "4920b8bc-902e-4780-96d2-453af448ccfe", "metadata": { "pycharm": { @@ -213,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 20, "id": "144a6663-0389-4c6a-8831-42ef99348430", "metadata": { "pycharm": { @@ -251,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 21, "id": "04c8cd03-0179-4c94-84bb-aa0929319283", "metadata": { "pycharm": { @@ -261,14 +253,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -295,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "id": "6fa27693-0055-4c41-9d4c-ec6f61ead8b7", "metadata": { "pycharm": { @@ -305,11 +293,9 @@ "outputs": [ { "data": { - "text/plain": [ - "('vp', 'ps', 've', 'fp', 'delay')" - ] + "text/plain": "('vp', 'ps', 've', 'fp', 'delay')" }, - "execution_count": 18, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -343,14 +329,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -381,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "id": "0732ea98-8270-4144-8413-5b6c514aaf78", "metadata": { "pycharm": { @@ -407,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 25, "id": "f0b57057-b319-4c70-9472-7e25800169a5", "metadata": { "pycharm": { @@ -417,14 +399,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -464,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 26, "id": "8769c60d-f747-4f00-9dfc-d68d9d3efd63", "metadata": { "pycharm": { @@ -474,14 +452,10 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], diff --git a/demo/demo_relaxivity_module.ipynb b/demo/demo_relaxivity_module.ipynb index 9315c38..1c90103 100644 --- a/demo/demo_relaxivity_module.ipynb +++ b/demo/demo_relaxivity_module.ipynb @@ -3,16 +3,24 @@ { "cell_type": "markdown", "id": "fifty-passport", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Relaxivity module demo" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "internal-arbor", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -24,11 +32,8 @@ } ], "source": [ - "import sys\n", - "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "sys.path.append('../src')\n", - "import relaxivity\n", + "from sepal import relaxivity\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -36,7 +41,11 @@ { "cell_type": "markdown", "id": "arabic-latvia", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### The CRModel class\n", "This is an abstract base class. Subclasses represent specific relaxivity models. \n", @@ -46,9 +55,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "id": "4080ceab-24f8-4b2e-b57d-816474887489", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "cr_model = relaxivity.CRLinear(r1=5.0, r2=7.1)" @@ -57,16 +70,24 @@ { "cell_type": "markdown", "id": "52762d06-81e5-4153-88f5-5d0e827d7f82", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Now we can use the R1 and R2 methods to calculate the relaxation rates for a given concentration and pre-contrast relaxation rate values:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "a3c01c12-fb5e-4aed-b9fb-b882270ba27f", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -86,7 +107,11 @@ { "cell_type": "markdown", "id": "4a7c1681-7e9d-49b2-9474-56f86a8f25ef", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "Additional subclasses could be implemented to represent other concentration-relaxation relationships, e.g. quadratic." ] @@ -113,4 +138,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/demo/demo_signal_models.ipynb b/demo/demo_signal_models.ipynb index 5c4f6dd..4ce3e5a 100644 --- a/demo/demo_signal_models.ipynb +++ b/demo/demo_signal_models.ipynb @@ -3,25 +3,39 @@ { "cell_type": "markdown", "id": "eb332c7d-4589-47da-81d0-e2697ee70254", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Signal models demo" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "id": "42671502-6096-4107-8c21-3f876b950a66", "metadata": { - "tags": [] + "tags": [], + "pycharm": { + "name": "#%%\n" + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ - "import sys\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "sys.path.append('../src')\n", - "import signal_models\n", + "from sepal import signal_models\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -29,7 +43,11 @@ { "cell_type": "markdown", "id": "33acaa3b-10e0-454f-b62b-6a2cb5b1d0f4", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### The SignalModel Class\n", "This abstract base class represents different signal models i.e. conversion between relaxation parameters and signal intensity for a given pulse sequence. The model is defined by specifying the sequence parameters. At present, only the SPGR signal model is implemented:" @@ -37,9 +55,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "c2e14ed8-c6f6-4e79-9fe0-fbc9b323d156", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "sm = signal_models.SPGR(tr=5e-3, fa=15, te=1.5e-3)" @@ -47,30 +69,28 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "id": "25cb9206-ef8d-4d4f-bf82-779d9463530a", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "data": { - "text/plain": [ - "Text(0, 0.5, 'signal')" - ] + "text/plain": "Text(0, 0.5, 'signal')" }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -105,4 +125,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/demo/demo_simulation.ipynb b/demo/demo_simulation.ipynb index a84b43f..00bf41a 100644 --- a/demo/demo_simulation.ipynb +++ b/demo/demo_simulation.ipynb @@ -3,32 +3,30 @@ { "cell_type": "markdown", "id": "fifty-passport", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Simulate and fit DCE-MRI" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "internal-arbor", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] + "metadata": { + "pycharm": { + "name": "#%%\n" } - ], + }, + "outputs": [], "source": [ "import sys\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "sys.path.append('../src')\n", - "import dce_fit, relaxivity, signal_models, water_ex_models, aifs, pk_models\n", + "from sepal import dce_fit, relaxivity, signal_models, water_ex_models, aifs, pk_models\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -36,7 +34,11 @@ { "cell_type": "markdown", "id": "arabic-latvia", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### Simulate and fit time-concentration data" ] @@ -46,7 +48,10 @@ "execution_count": 48, "id": "067501a2-7bdc-4665-93e9-d08a4aef9eb8", "metadata": { - "tags": [] + "tags": [], + "pycharm": { + "name": "#%%\n" + } }, "outputs": [ { @@ -116,7 +121,11 @@ { "cell_type": "markdown", "id": "fitting-assault", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### Simulate and fit in signal space" ] @@ -125,7 +134,11 @@ "cell_type": "code", "execution_count": 42, "id": "0595cfda-0c4a-4aa9-b1d0-3bb306718063", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -236,4 +249,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/demo/demo_water_ex_models.ipynb b/demo/demo_water_ex_models.ipynb index a78a654..6ccd4ec 100644 --- a/demo/demo_water_ex_models.ipynb +++ b/demo/demo_water_ex_models.ipynb @@ -3,25 +3,37 @@ { "cell_type": "markdown", "id": "eb332c7d-4589-47da-81d0-e2697ee70254", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "## Water exchange models demo" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "42671502-6096-4107-8c21-3f876b950a66", "metadata": { - "tags": [] + "tags": [], + "pycharm": { + "name": "#%%\n" + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ - "import sys\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "sys.path.append('../src')\n", - "import water_ex_models\n", + "from sepal import water_ex_models\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -29,7 +41,11 @@ { "cell_type": "markdown", "id": "33acaa3b-10e0-454f-b62b-6a2cb5b1d0f4", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "### The WaterExModel Class\n", "This abstract base class represents different water exchange models. The purpose of such an object is to convert a set of relaxation rates for each tissue compartment (blood, EES, cells) into one or more exponential relaxation components based on the water exchange properties. \n", @@ -40,7 +56,11 @@ "cell_type": "code", "execution_count": 3, "id": "c2e14ed8-c6f6-4e79-9fe0-fbc9b323d156", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [], "source": [ "p = {'b': 0.2, 'e': 0.4, 'i': 0.4}\n", @@ -50,7 +70,11 @@ { "cell_type": "markdown", "id": "b6b07fe1-e732-4e57-9c4f-857815a6de3b", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### FXL\n", "In the FXL, we end up with just one longitudinal relaxation component representing the tissue:" @@ -58,9 +82,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "id": "29c9d0d4-3fc0-44f5-ba00-322339389d8f", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -81,7 +109,11 @@ { "cell_type": "markdown", "id": "e7855797-9f25-4ef3-b04e-6dd87d78169e", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### NXL\n", "In the NXL, we get 3 relaxation components corresponding to the 3 tissue compartments:" @@ -89,9 +121,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "id": "0e547b96-a11b-48aa-88fd-99f46638c8f3", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -112,7 +148,11 @@ { "cell_type": "markdown", "id": "db686624-a214-45e2-bae1-4e173f076d3f", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### NTEXL\n", "In the No-TransEndothelial-water-eXchange Limit, we get relaxation components corresponding to blood and the combined extravascular spaces:" @@ -120,9 +160,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "id": "feaf0f84-b3c9-44ee-ae22-7144cdd59e8b", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, "outputs": [ { "name": "stdout", @@ -143,7 +187,11 @@ { "cell_type": "markdown", "id": "867ae4b1-5486-46c0-b2f8-5c73efdb0d29", - "metadata": {}, + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ "#### Other water exchange models\n", "Other models could be added, e.g. 3-site-2-exchange, 2-site-1-exchange." @@ -171,4 +219,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index dd89b85..ed7776b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,13 +6,13 @@ build-backend = "setuptools.build_meta" [project] name = "sepal" -version = "1.0.0" +version = "1.0.1" description = "Quantitative MRI processing" readme = "README.md" authors = [{ name = "Michael Thrippleton", email = "mjt320@googlemail.com" }] license = { file = "LICENSE" } classifiers = [ - "License :: OSI Approved :: Apache License", + "License :: OSI Approved :: Apache Software License", "Programming Language :: Python", "Programming Language :: Python :: 3", ] @@ -21,6 +21,7 @@ dependencies = [ "numpy", "scipy", "nibabel", + "joblib", ] requires-python = ">=3.7" diff --git a/src/__init__.py b/src/sepal/__init__.py similarity index 100% rename from src/__init__.py rename to src/sepal/__init__.py diff --git a/src/aifs.py b/src/sepal/aifs.py similarity index 100% rename from src/aifs.py rename to src/sepal/aifs.py diff --git a/src/dce_fit.py b/src/sepal/dce_fit.py similarity index 99% rename from src/dce_fit.py rename to src/sepal/dce_fit.py index d4a8e53..3e10443 100644 --- a/src/dce_fit.py +++ b/src/sepal/dce_fit.py @@ -23,9 +23,9 @@ import numpy as np from scipy.signal import argrelextrema from scipy.interpolate import interp1d -from fitting import Fitter -from pk_models import Patlak -from utils.utilities import least_squares_global +from sepal.fitting import Fitter +from sepal.pk_models import Patlak +from sepal.utils.utilities import least_squares_global class SigToEnh(Fitter): diff --git a/src/fitting.py b/src/sepal/fitting.py similarity index 99% rename from src/fitting.py rename to src/sepal/fitting.py index e6c21ff..60824f3 100644 --- a/src/fitting.py +++ b/src/sepal/fitting.py @@ -16,7 +16,7 @@ import numpy as np from joblib import Parallel, delayed -from utils.imaging import read_images, write_image +from sepal.utils.imaging import read_images, write_image class Fitter(ABC): diff --git a/src/mt.py b/src/sepal/mt.py similarity index 98% rename from src/mt.py rename to src/sepal/mt.py index 6a83f5d..3026dc8 100644 --- a/src/mt.py +++ b/src/sepal/mt.py @@ -12,8 +12,7 @@ """ import numpy as np -from scipy.optimize import least_squares -from fitting import Fitter +from sepal.fitting import Fitter class MTR(Fitter): diff --git a/src/pk_models.py b/src/sepal/pk_models.py similarity index 100% rename from src/pk_models.py rename to src/sepal/pk_models.py diff --git a/src/relaxivity.py b/src/sepal/relaxivity.py similarity index 100% rename from src/relaxivity.py rename to src/sepal/relaxivity.py diff --git a/src/signal_models.py b/src/sepal/signal_models.py similarity index 100% rename from src/signal_models.py rename to src/sepal/signal_models.py diff --git a/src/t1_fit.py b/src/sepal/t1_fit.py similarity index 99% rename from src/t1_fit.py rename to src/sepal/t1_fit.py index d7aca6d..3b00f70 100644 --- a/src/t1_fit.py +++ b/src/sepal/t1_fit.py @@ -19,8 +19,8 @@ import numpy as np from scipy.optimize import least_squares -from fitting import Fitter -from utils.utilities import least_squares_global +from sepal.fitting import Fitter +from sepal.utils.utilities import least_squares_global class VFA2Points(Fitter): diff --git a/src/t2star_fit.py b/src/sepal/t2star_fit.py similarity index 99% rename from src/t2star_fit.py rename to src/sepal/t2star_fit.py index 617cf12..14de6e5 100644 --- a/src/t2star_fit.py +++ b/src/sepal/t2star_fit.py @@ -15,7 +15,7 @@ import numpy as np from scipy.optimize import least_squares -from fitting import Fitter +from sepal.fitting import Fitter class MultiEchoT2sLinear(Fitter): diff --git a/src/utils/__init__.py b/src/sepal/utils/__init__.py similarity index 100% rename from src/utils/__init__.py rename to src/sepal/utils/__init__.py diff --git a/src/utils/imaging.py b/src/sepal/utils/imaging.py similarity index 100% rename from src/utils/imaging.py rename to src/sepal/utils/imaging.py diff --git a/src/utils/utilities.py b/src/sepal/utils/utilities.py similarity index 100% rename from src/utils/utilities.py rename to src/sepal/utils/utilities.py diff --git a/src/water_ex_models.py b/src/sepal/water_ex_models.py similarity index 100% rename from src/water_ex_models.py rename to src/sepal/water_ex_models.py From 7e64f70a5eb523f42f534328f469a064e4693b6f Mon Sep 17 00:00:00 2001 From: mjt320 Date: Wed, 7 Feb 2024 16:56:27 +0000 Subject: [PATCH 3/5] prepare for dist --- .idea/SEPAL.iml | 4 +- demo/demo_fit_dce.ipynb | 62 +++++----- demo/demo_fit_t1.ipynb | 187 ++++++------------------------ demo/demo_fit_t2s.ipynb | 67 ++++------- demo/demo_imaging_utilities.ipynb | 38 ++---- demo/demo_mt.ipynb | 21 +--- demo/demo_pk_models.ipynb | 39 +++---- demo/demo_relaxivity_module.ipynb | 17 +-- demo/demo_signal_models.ipynb | 19 +-- demo/demo_simulation.ipynb | 48 ++++---- demo/demo_water_ex_models.ipynb | 21 +--- 11 files changed, 152 insertions(+), 371 deletions(-) diff --git a/.idea/SEPAL.iml b/.idea/SEPAL.iml index 538e77b..bd15cd7 100644 --- a/.idea/SEPAL.iml +++ b/.idea/SEPAL.iml @@ -1,7 +1,9 @@ - + + + diff --git a/demo/demo_fit_dce.ipynb b/demo/demo_fit_dce.ipynb index dfc8aa6..4dada80 100644 --- a/demo/demo_fit_dce.ipynb +++ b/demo/demo_fit_dce.ipynb @@ -15,23 +15,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "innovative-jacksonville", "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -70,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "b6719ba7-17c3-471b-a16d-3a04b9593b61", "metadata": { "pycharm": { @@ -97,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "3d57e094-cdaf-4bb2-bc68-fb85e532a408", "metadata": { "pycharm": { @@ -146,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "b112f1dd-9c71-411a-8567-3a32e12f68b2", "metadata": { "pycharm": { @@ -190,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "5d9f252b-f5ea-4c62-8ba2-87fbd425d2b2", "metadata": { "pycharm": { @@ -216,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "fcaf9f7a-594a-4151-ad2d-55400b581fbf", "metadata": { "pycharm": { @@ -242,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "8076ac94-8c2e-4c80-af82-d254d97209f7", "metadata": { "pycharm": { @@ -287,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "08223222-0ddc-4e11-9d71-0444bee7f0ff", "metadata": { "pycharm": { @@ -313,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "a84698fe-1b42-465d-8c85-ac4a5d580235", "metadata": { "pycharm": { @@ -339,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "adaf7157-65dd-4ecd-978c-4ef015044413", "metadata": { "tags": [], @@ -395,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "80f139de-02d1-4ce4-bf1d-a89a83e4dc38", "metadata": { "pycharm": { @@ -449,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "f58c2cbd-c9f9-4ee2-8179-27f04f3d3b99", "metadata": { "pycharm": { @@ -475,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "a33675f6-a2a9-45f9-ae40-df2ebbbb7e45", "metadata": { "pycharm": { @@ -526,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "3cbe77e4-5731-4bfa-abd2-785a62c055f8", "metadata": { "pycharm": { @@ -552,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "1dfba91b-d2cd-4cbc-ae09-63075f51fe8c", "metadata": { "pycharm": { @@ -583,7 +574,7 @@ "\n", "plt.plot(t, enh_tissue, '.', label='tissue enh (%)')\n", "plt.plot(t, enh_fit_ntexl, '-', label='model fit (%)')\n", - "plt.legend();\n", + "plt.legend()\n", "\n", "print(f\"vp = {vp_ntexl:.4f}, ps = {ps_ntexl:.6f}\")\n", "# Results using Matlab: vp = 0.0172, ps = 0.000102" @@ -620,18 +611,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "590a14f3-c73c-4114-a0a5-d7a71ae56f60", "metadata": { "tags": [], "pycharm": { - "name": "#%%\n", - "is_executing": true + "name": "#%%\n" } }, "outputs": [], "source": [ - "enh_4d = s_to_enh.proc_image(['./DCE_image_data/rDCE.nii'], mask='./DCE_image_data/betDCE3D0000_mask.nii', dir='.');" + "enh_4d = s_to_enh.proc_image([r'C:\\TEMP\\rDCE.nii'], mask=r'C:\\TEMP\\betDCE3D0000_mask.nii', dir=r'C:\\TEMP');" ] }, { @@ -651,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "9f6c91cd-15ca-4839-bbd9-2890cafdb012", "metadata": { "pycharm": { @@ -660,7 +650,7 @@ }, "outputs": [], "source": [ - "C_t_4d = e_to_c.proc_image(['./enh.nii'], arg_images=['./DCE_image_data/rT1.nii','./DCE_image_data/rk.nii'], mask='./DCE_image_data/betDCE3D0000_mask.nii', dir='.');" + "C_t_4d = e_to_c.proc_image([r'C:\\TEMP\\enh.nii'], arg_images=[r'C:\\TEMP\\rT1.nii',r'C:\\TEMP\\rk.nii'], mask=r'C:\\TEMP\\betDCE3D0000_mask.nii', dir=r'C:\\TEMP');" ] }, { @@ -680,7 +670,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "524a8280-680b-4549-b421-d82d84ec16da", "metadata": { "pycharm": { @@ -689,7 +679,7 @@ }, "outputs": [], "source": [ - "vp_3d, ps_3d, C_t_fit_4d = conc_to_pkp.proc_image('C_t.nii', mask='./DCE_image_data/betDCE3D0000_mask.nii', dir='.', n_procs=4);" + "vp_3d, ps_3d, C_t_fit_4d = conc_to_pkp.proc_image(r'C:\\TEMP\\C_t.nii', mask=r'C:\\TEMP\\betDCE3D0000_mask.nii', dir=r'C:\\TEMP', n_procs=4);" ] }, { @@ -706,7 +696,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "1022c02e-f1ce-44b1-a1f1-7f419610a314", "metadata": { "pycharm": { @@ -715,7 +705,7 @@ }, "outputs": [], "source": [ - "vp_lin_3d, ps_lin_3d, C_t_fit_lin_4d = conc_to_pkp_lin.proc_image('C_t.nii', mask='./DCE_image_data/betDCE3D0000_mask.nii', dir='.', suffix=\"_lin\", n_procs=4);" + "vp_lin_3d, ps_lin_3d, C_t_fit_lin_4d = conc_to_pkp_lin.proc_image(r'C:\\TEMP\\C_t.nii', mask=r'C:\\TEMP\\betDCE3D0000_mask.nii', dir=r'C:\\TEMP', suffix=\"_lin\", n_procs=4);" ] } ], diff --git a/demo/demo_fit_t1.ipynb b/demo/demo_fit_t1.ipynb index 85fd506..9f8bd26 100644 --- a/demo/demo_fit_t1.ipynb +++ b/demo/demo_fit_t1.ipynb @@ -152,7 +152,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 0 ns\n", + "Wall time: 1 ms\n", "Fitted values: s0 = 13531.9, t1 = 1.326 s\n" ] }, @@ -207,7 +207,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 4.4 ms\n", + "Wall time: 4.34 ms\n", "Fitted values: s0 = 13482.2, t1 = 1.323 s\n" ] }, @@ -263,7 +263,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 1.48 ms\n", + "Wall time: 18.7 ms\n", "Fitted values: s0 = 11856.2, t1 = 1.022 s, k_fa = 1.138\n" ] }, @@ -311,8 +311,7 @@ "Obtained from fitting DESPOT1-HIFI signal in Matlab:\n", "T1 = 1.0218\n", "s0 = 11856\n", - "k = 1.1379\n", - "(data from: INV_ED_004, FSLEyes coordinates 98,99,106)" + "k = 1.1379" ], "metadata": { "collapsed": false, @@ -341,13 +340,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "estimated/actual T1 = 1.1186 / 1.2000 s\n" + "estimated/actual T1 = 1.1471 / 1.2000 s\n" ] }, { "data": { "text/plain": "
", - "image/png": 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\n" + "image/png": 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UqeWDh8JNuZVlrS71+LiAX3/9ld9//52OHTuSmZnJiy++CHDRFVviGAsWLMDf35+GDRuyd+9ennjiCbp27VploUdELs8wDI5l55F4NtzsTs1id3oWe9KyLxtw3Mwm4kN9aRDuT/0IfxqE+9Mgwp964X4EeFefWeRdlYKPi5g2bRqJiYl4enrSrl07Vq9eTVhYmKPLEormWnrmmWdITk4mLCyMnj17XjRDtohUvrxCK3vTs/n9aBa7jlr4PbXo3xM5l7460t1sol64Hw0jA2gcGUDDCH8aRvoTF+LnNHPauCKd6jqPq5zqErmQvr+lWrJZIWktZKeBfyTEdwFzxQzkPZWTz44jFnYcyWTnUQu/H81i37FsCi8xTbHJBAmhfjSK9C8KOJEBNI4KICFUAae60KkuERFxbjsXweJnwHLkj22BMdD3FWh2W6l3YxgG6Vl57DiSyfbDFrYfzmTHEQuHM85csn2gtztNogNpFh1Ik6gAmkYH0igyAB9PXTlVUyj4iIhI9bJzEcwbAhikurmR7OFOXEEhUZajRdvv+s9lw096Vi5bUzLZeiiDrYeLws7x7EtfTRUf6kvzmKKQ0zQ6kCbRgcQEeZdpKglxPgo+IiJSfdisRT09GMz392NyWAg2kwmzYTDx+EkGZZ+GxeOhyS1k5tnYdiiT3w5lFAWdQ5kczcy9aJdmEzSI8Kd5TBDNYwJpHhNEs5hAgnw00NgVKfiIiEj1kbQWLEdIdXOzhx4Am8nE5LAQupzJJcpymCdffZsFGfUuerrJBA3C/WlZJ5hWsUFcUzuIplGBOlUldgo+IiJSfWSnAZDs4W4PPefYTCZSPNyJslqxWlKBesSG+BSFnDpBtKwTzDW1g/D30kebXJ6+O1zYsGHDyMjIYOHChVX6upMmTWLhwoUXrZUlIq7JMAz2Hctm48FTnNyexSggrqAQs2EUCz9mwyC2oGjunAf6Xsukdr0I8fN0UNXirBR8HKESL9Esi1mzZl20YrmISGUrsNrYccTCxgMn2XjwJL8kneLk2blyzIQx0CuEqMKTTDx+8qIxPlFWGwTWpk23mx3ye1Ocn4JPVaugSzQrQnkX4RQRKYu8QitbkjNYt/8EPx84ya/JGRctyunlbqZ1bDAd64Zwym0K0atHMyj7NF3O5JLi4U5sQWFR6AHo+7JCj5Sbgk9VOu8SzWJKcYnm1fjiiy+YPHkye/fuxdfXlzZt2vDVV18xatSoYqe6srKyGDlyJAsXLrQvZvrVV1/RunVrZs6cCRStYP7www+zd+9ePv/8c2rVqsXzzz/Pww8/bH+9Z555hgULFnDo0CGioqIYPHgwEyZMKPOq7SLinPILbWw9lMG6fSdYt/8Em5JOkVdoK9YmyMeDDgm1aJ8QQoeEEFrUDjpvMsDGEB0Ii58hynKEKOvZkBRYuyj0VPEfiVKzKPhUlfMu0byYAZjsl2hW5F8yR48e5d577+XVV19l4MCBZGVlsXr16kue4ho7dixr1qxh0aJFREZGMmHCBDZv3kzr1q2LtZs+fTpTpkzhb3/7G1988QWPPvooN9xwA40bNwYgICCAOXPmEBMTw7Zt2xgxYgQBAQE8/fTTFXZcIlJ9FFptbDucydp9J1i//wS/HDx1UY9OmL8X19YL4dp6oXSsG0KDcH/M5hLmy2l2W9Hvw2owLEBqFgWfqnL2Es3LM8ByuKhd3esq7GWPHj1KYWEhgwYNIj4+HoAWLVpc1C4rK4uPPvqITz/9lB49egAwe/ZsYmJiLmp7880385e//AUo6t15/fXX+fHHH+3B5/nnn7e3TUhIYNy4ccydO1fBR6SGMAyDpBOnWb33OD/tOcbafSfIyi2+YGeInyfX1guhc71QOtcPpX64f9knBjS7VejvQxFQ8Kk6Zy/RrLB2pdSqVSt69OhBixYt6NOnD7179+aOO+6gVq1axdrt37+fgoICOnbsaN8WFBRkDzPna9mypf1rk8lEVFQU6enp9m2fffYZb7zxBvv27SM7O5vCwsIrrp0iItVbxul81u47weo9x1i95ziHThVf8iHQ253O9UPPBp0wGkZcoUdHxEEUfKqKf2TFtislNzc3li5dytq1a/n+++958803ee6559iwYUO593nhWB2TyYTNVnT+ft26dQwePJjJkyfTp08fgoKCmDt3rlYbF3EyVpvB1kMZrEg8xordx9h6KIPzz5B7uJloE1eL6xqEcV2jcFrUDsJNQUecgIJPVYnvUnT1luUolx7nYyp6PL5Lhb+0yWSia9eudO3alQkTJhAfH8+CBQuKtalXrx4eHh5s3LiRuLg4ADIzM9m9ezfXX399qV9r7dq1xMfH89xzz9m3JSUlVcyBiEilyjidz8rdx1iReIyVu4/ZLzE/p2GEP90ahnFdwzA61Q3FTxMFihPSd21VMbsVXbI+bwhgonj4OftXUiVcorlhwwaWL19O7969iYiIYMOGDRw7doymTZuydetWe7uAgACGDh3KX//6V0JCQoiIiGDixImYzeYynZdv2LAhycnJzJ07lw4dOvDNN99cFLJEpHowDIMdRyysSEznx8Rj/Jp8Ctt5v5oCvNy5rlEY3RtFcH2jcKKCvB1XrEgFUfCpSs1uK7pk/ZLz+FTOJZqBgYGsWrWKmTNnYrFYiI+PZ/r06dx000189tlnxdrOmDGDkSNHcuutt9ovZ09JScHbu/S/7G677TaefPJJRo8eTV5eHrfccgsvvPACkyZNquAjE3FhVzEJan6hjfX7T7B0ZxrLdqVdtKhn48gAujcJ58bGEbSLr4WHm/kyexJxTiZDU/faWSwWgoKCyMzMvGgwbm5uLgcOHKBu3bplCgKXVE1mbr6SnJwcateuzfTp0xk+fLijy5FKVKHf31K5zk6CmpqTRrKHO3EFhUT5RZY4CWrmmQJWJKazdGcaKxOPkZX3xxVYPh5udG0Qxo1NwuneOILawT5VdSQiFaakz+8LqcfHEarpJZq//vorv//+Ox07diQzM5MXX3wRgP79+zu4MhEB7JOgzvf3ZXJszHlLOZxi0AWToB7NPMP3O9JYujON9ftPUHjeOawwfy96NYugV7NIutQPw9uj+v3hJVJZFHykmGnTppGYmIinpyft2rVj9erVhIWFObosETk7CWqqm9m+fhUUrVg+OawWXc7kEvbtM3x0vCnfbE9nc3JGsac3iPCnV7NIejWLpHWdYF1qLi5LwUfs2rRpw6ZNmxxdhohcytlJUJO9vYqtWA5F4SfFw42o7CMsXbyQzbZmmEzQNq4Wvc+GnXrh/g4qXKR6UfAREXEGZyc3jSsoxGwYxcKP2TCILSgat9M5ooCbOjan7zVRRAZqvJbIhZxmuH5CQgImk+mi26hRowDo3r37RY+NHDnSwVWLiFSMDLcQAKKsViYeP4n57HUpRWN8TtoX8nyi/3UM7ZKg0CNyGU7T47Nx40as1j8Wvdu+fTu9evXizjvvtG8bMWKEfUAugK+vb5XWKCJSkbJyC/h+RxoLtxxm3d4cVnmGEMVJBmXn0OVMLike7sQWFJ4NPZU3CapITeI0wSc8PLzY/Zdffpn69etzww032Lf5+voSFRVV6n3m5eWRl5dnv2+xWK6+UBGRq5BXaGVF4jEWbTnCsl1p5BXazj5i5qOgRxlv+QcGRT0/UfY/BitvElSRmsZpgs/58vPz+fjjjxk7dmyxWYU/+eQTPv74Y6KioujXrx8vvPBCib0+U6dOZfLkyVVRsojIZRmGwdZDmXy+KYVFW45gOW+l83rhfgxoXZvbWsWQEHYL7GxSpZOgitQ0Thl8Fi5cSEZGBsOGDbNvu++++4iPjycmJoatW7fyzDPPkJiYyPz58y+7n2effZaxY8fa71ssFmJjYyuzdBERu/SsXBZsPswXmw6xJz3bvj0q0JvbWsdwW6sYmscEFl82ptlt0OQWp5gEVaQ6csrg88EHH3DTTTcRExNj3/bwww/bv27RogXR0dH06NGDffv2Ub9+/Uvux8vLCy8vr0qv19EMw+CRRx7hiy++4NSpU/z666+MGTOG1q1bM3PmzCqpYc6cOYwZM4aMjIxyPd9kMrFgwQIGDBhQoXVdSUJCAmPGjGHMmDFV+rpSc+UVWvlhVzqfbzrEyt3HsJ6dWNDL3cxN10RxR7tYOtcPLXml82o6CaqIM3C64JOUlMSyZctK7MkB6NSpEwB79+69bPBxFYsXL2bOnDmsWLGCevXqERYWxvz58/Hw8LC3udQH/NWGlYp09OhRatWq5egyRMrt91QLc39OYeGWw2ScLrBvbxsXzJ3tY7mlZTSB3h4l7EFEKoLTBZ/Zs2cTERHBLbfcUmK7LVu2ABAdHV0FVVVv+/btIzo6mi5d/rjaIyQkxIEVlV1ZBq2LVBdn8q18vfUIn/6czK/nzaQcFejNoLa1ub1dHeprYkGRKuU08/gA2Gw2Zs+ezdChQ3F3/yOz7du3jylTprBp0yYOHjzIokWLGDJkCNdffz0tW7Z0YMWXl5qTys9HfyY1J7VSX2fYsGE89thjJCcnYzKZSEhIAIrmPTrXu9O9e3eSkpJ48skn7XMgrVixggceeIDMzEz7tnMrrOfl5TFu3Dhq166Nn58fnTp1YsWKFcVed86cOcTFxeHr68vAgQM5ceJEiXXm5+czevRooqOj8fb2Jj4+nqlTp9ofN5lMLFy40H5/7dq1tG7dGm9vb9q3b8/ChQsxmUz2wLtixQpMJhPLly+nffv2+Pr60qVLFxITE+372LdvH/379ycyMhJ/f386dOjAsmXLyvX/LHK+3WlZTFq0g07/WMZfv9jKr8kZuJtN3Nwiio8e7Mia8X/i6b5NFHpEHMCpenyWLVtGcnIyDz74YLHtnp6eLFu2jJkzZ5KTk0NsbCy33347zz//vIMqLdn8PfOZvG4yNsOG2WRmYueJDGo4qFJea9asWdSvX59///vfbNy4ETe3iwdAzp8/n1atWvHwww8zYsQIoKhHaObMmUyYMMEeFvz9i35Jjx49mp07dzJ37lxiYmJYsGABffv2Zdu2bTRs2JANGzYwfPhwpk6dyoABA1i8eDETJ04ssc433niDRYsWMW/ePOLi4khJSSElJeWSbS0WC/369ePmm2/m008/JSkp6bJjcJ577jmmT59OeHg4I0eO5MEHH2TNmjUAZGdnc/PNN/PSSy/h5eXFf/7zH/r160diYiJxcXGl+v8VOSe3wMq3247y6YZkfkk6Zd8eG+LDPR3iuLN9HSICNKmgiKM5VfDp3bs3hmFctD02NpaVK1c6oKKyS81JtYceAJthY/K6yXSJ6UKUX8WfzgkKCiIgIAA3N7fLni4KCQnBzc2NgICAYm2CgoIwmUzFtiUnJzN79mySk5Ptg8vHjRvH4sWLmT17Nv/4xz+YNWsWffv25emnnwagUaNGrF27lsWLF1+2zuTkZBo2bEi3bt0wmUzEx8dftu2nn36KyWTivffew9vbm2bNmnH48GF7aDvfSy+9ZJ/rafz48dxyyy3k5ubi7e1Nq1ataNWqlb3tlClTWLBgAYsWLWL06NGXfX2R86WcPM3/rU9i3i8p9rE7bmYTPZtGcF+neK5rEKYFQUWqEacKPjVBsiXZHnrOsRk2UrJSKiX4VLRt27ZhtVpp1KhRse15eXmEhoYCsGvXLgYOHFjs8c6dO5cYfIYNG0avXr1o3Lgxffv25dZbb6V3796XbJuYmEjLli3x9v7jr+eOHTtesu35pzrPjfdKT08nLi6O7OxsJk2axDfffMPRo0cpLCzkzJkzJCcnl/A/IFJ0peS6/SeYs+Ygy3alcfbCLGoH+3BPh1ju6hCrJSNEqikFnyoWFxiH2WQuFn7MJjOxAc4xf1B2djZubm5s2rTpotNm506FlUfbtm05cOAA3333HcuWLeOuu+6iZ8+efPHFF1dV7/lXrp2bC8VmK/q/HzduHEuXLmXatGk0aNAAHx8f7rjjDvLz86/qNaXmOpNvZeGWw8xZc5DEtCz79usahjGsSwLdG0eUfBm6iDicgk8Vi/KLYmLniReN8XF0b4+np2extdAut61NmzZYrVbS09O57rpLzyPStGlTNmzYUGzb+vXrr1hDYGAgd999N3fffTd33HEHffv25eTJkxddgda4cWM+/vhj8vLy7PMwbdy48Yr7v9CaNWsYNmyYvXcqOzubgwcPlnk/UvMdOlV0Omvuzylknik6neXr6cbtbeswtEs8DSICHFyhiJSWgo8DDGo4iC4xXUjJSiE2INbhoQeK5vFZtWoV99xzD15eXoSFhZGQkEB2djbLly+nVatW+Pr60qhRIwYPHsyQIUOYPn06bdq04dixYyxfvpyWLVtyyy238Pjjj9O1a1emTZtG//79WbJkSYmnuQBmzJhBdHQ0bdq0wWw28/nnnxMVFUVwcPBFbe+77z6ee+45Hn74YcaPH09ycjLTpk0DKD7D7RU0bNiQ+fPn069fP0wmEy+88IK9N0gE4LeUDN5dtY/F21Ptp7NiQ3wY2jmBO9vHEuSjeXdEnI1TXc5ek0T5RdEhqkO1CD0AL774IgcPHqR+/fr2BWG7dOnCyJEjufvuuwkPD+fVV18FiuZSGjJkCE899RSNGzdmwIABbNy40X4l1LXXXst7773HrFmzaNWqFd9///0Vr7ALCAjg1VdfpX379nTo0IGDBw/y7bffYjZf/C0aGBjI//73P7Zs2ULr1q157rnnmDBhAkCxcT9XMmPGDGrVqkWXLl3o168fffr0oW3btqV+vlRTNiscWA3bvij612a98nPOYxgGP/6ezj3/Xkf/t9bw7bai0NO1QSjvD2nPinE38tB19RR6RJyUybjUZVIuymKxEBQURGZmJoGBgcUey83N5cCBA9StW7dMH65SNT755BP7vEM+Pj6OLsfp1Jjv752LLrOA5ytXXMAzv9DG/347wr9X7beP33E3m+jfujYjrq9Lk6jAEp8vIo5T0uf3hXSqS5zSf/7zH+rVq0ft2rX57bffeOaZZ7jrrrsUelzZzkUwbwhwwd9ylqNF2+/6zyXDT1ZuAXN/TuGDnw6QaskFwN/Lnfs6xfFA1wSig/Q9JVKTKPiIU0pNTWXChAmkpqYSHR3NnXfeyUsvveTossRRbNainp4LQw+c3WaCxeOLVjU/u4r5iew8PvjpAP+3Poms3EIAIgK8eKBrXe7rFKdTWSI1lIKPOKWnn37aPkGiCElri53eSnVzI9nDnbiCQqKsVsAAy2FIWkt6WAfeW7Wfj9cnc6agaPxP/XA/Hrm+Pv3bxODlfvHs5iJScyj4iIjzy06zfznf34/JYSHYTCbMhsHE4ycZlJ0DwBcrf+G5vdnkFRZdvdeyThCjb2xAz6aRml1ZxEUo+JSRxoJLTeT039f+kUBRT8+50ANgM5mYHBZClzO5RFmtfLG7kDybjTZxwTzRoyE3NAov0xQIIuL8FHxK6dwMwKdPn9YAWqlxTp8+DRSf6dqpxHeBwBiS80/aQ885NpOJJHd3bIXBGLGd+bhnE7o2CFXgEXFRCj6l5ObmRnBwMOnp6QD4+vrqF6c4PcMwOH36NOnp6QQHB1+0DInTMLtB31eI+/IBzIZRLPyYDYO4wkIs3afw2Y3dHFikiFQHCj5lcG6V8nPhR6SmCA4Otn9/O6uT8X35KWEKT6S9zqwwL/sYn79ZrETfPofoK8zjIyKuQcGnDEwmE9HR0URERFBQUODockQqhIeHh/P29ADZeYW8v3o/768+QHZePGZmcLtnIl3rn+Ha+q2IavTHJewiIgo+5eDm5ubUHxQiNUFugZWP1yfx9op9nMzJB6B5TCDj+jSme6NbdSpaRC5JwUdEnEqh1cbnmw4xa9ke+0zL9cL9eKpXY266JkqXpYtIiRR8RMQpGIbBisRjvPTtLvamZwMQE+TNmJ6NGNS2Nu5uWnNZRK5MwUdEqr1dRy289M0uftp7HIAQP09G39iAwdfGaaZlESkTBR8RqbbSLblM/3438zalYBjg6Wbmga4J/OXGBlpLS0TKRcFHRKqdM/lW3lu9n3dW7uN0ftF6Wre0jGZ83ybEhvg6uDoRcWYKPiJSbdhsBgu3HObVxYn2gctt4oJ5/pamtIsPcXB1IlITKPiISLWw9VAGL3y1g99SMgCoHezD+JuacGvLaF2aLiIVRsFHRBzqVE4+r32fyH9/TsYwwN/LndF/asCwLgl4e2jgsohULAUfEXEIm83gs19SeGXx72ScLpoJfWCb2jx7UxMiAr0dXJ2I1FQKPiJS5X5LyWDCV9v57VAmAE2iAph8W3M61Qt1cGUiUtMp+IhIlTmZk89rS35n7saiy9MDvNx5slcjhnSO1wSEIlIlFHxEpNLZbAbzfknh5fNOaw1qU5vxNzchIkCntUSk6ij4iEil2n8sm2fnb2PDgZNA0WmtKQOuoUOCLk8Xkaqn4CMilaLAauPfq/Yza/ke8gtt+Hi48VTvRgzrkqDTWiLiMAo+IlLhfkvJ4Jkvt/J7ahYA1zcK56UB12jWZRFxOAUfEakwp/MLmf79bmavOYDNgFq+Hkzo14wBrWtrEkIRqRYUfESkQqzcfYznFmzj0KkzQNGcPM/f0pRQfy8HVyYi8gcFHxG5KpmnC5j89Q7mbz4MFC018dLAa+jeOMLBlYmIXEzBR0TKbdXuYzz9xVZSLbmYTPBAl7o81bsRfl761SIi1ZN+O4lImeXkFTL1u118vD4ZgLphfky7sxXt4ms5uDIRkZI5zTWlkyZNwmQyFbs1adLE/nhubi6jRo0iNDQUf39/br/9dtLS0hxYsUjN9MvBk9z8xmp76BnWJYFvH79OoUdEnIJT9fg0b96cZcuW2e+7u/9R/pNPPsk333zD559/TlBQEKNHj2bQoEGsWbPGEaWK1Dh5hVZmLN3Nv1ftxzAgJsib1+5sRdcGYY4uTUSk1Jwq+Li7uxMVFXXR9szMTD744AM+/fRT/vSnPwEwe/ZsmjZtyvr167n22murulSRGmX74UyemvcbiWlF8/Lc0a4OE/o1I9Dbw8GViYiUjdOc6gLYs2cPMTEx1KtXj8GDB5OcXNTVvmnTJgoKCujZs6e9bZMmTYiLi2PdunWX3V9eXh4Wi6XYTUT+UGi18c8f9jDgrTUkpmUR5u/Jv+9vx7Q7Wyn0iIhTcpoen06dOjFnzhwaN27M0aNHmTx5Mtdddx3bt28nNTUVT09PgoODiz0nMjKS1NTUy+5z6tSpTJ48uZIrF3FORzLOMGbuFn4+WLTGVt/mUbw08BrNyyMiTs1pgs9NN91k/7ply5Z06tSJ+Ph45s2bh4+PT7n2+eyzzzJ27Fj7fYvFQmxs7FXXKlIt2ayQtBay08A/EuK7gNntkk2/35HK019uJeN0Af5e7rzYvzkD22j2ZRFxfk4TfC4UHBxMo0aN2Lt3L7169SI/P5+MjIxivT5paWmXHBN0jpeXF15e+utVXMDORbD4GbAc+WNbYAz0fQWa3WbflFtgZeq3u/hoXRIALesE8ea9bYgP9avqikVEKoVTjfE5X3Z2Nvv27SM6Opp27drh4eHB8uXL7Y8nJiaSnJxM586dHVilSDWwcxHMG1I89ABYjhZt37kIgL3pWQx4a4099Iy4ri5fjOyi0CMiNYrT9PiMGzeOfv36ER8fz5EjR5g4cSJubm7ce++9BAUFMXz4cMaOHUtISAiBgYE89thjdO7cWVd0iWuzWYt6ejAASHVzI9nDnbiCQqKsVsCEsXg8X2S3ZML/fudMgZVQP0+m3dWKG7XkhIjUQE4TfA4dOsS9997LiRMnCA8Pp1u3bqxfv57w8HAAXn/9dcxmM7fffjt5eXn06dOHt99+28FVizhY0lp7T898fz8mh4VgM5kwGwYTj59kUHYOJsthvlz4OWdszejWIIwZd7UiItDbwYWLiFQOk2EYhqOLqC4sFgtBQUFkZmYSGBjo6HJErt62L+DL4aS6udEnNgbbeYOTzYbBkpQjRFmtjCkcTaOeDzDy+vqYzRrALCLOpSyf307T4yMi5eAfCUCyh3ux0ANgM5lI8XAnymrlL/260qhTA0dUKCJSpZx2cLOIlEJ8FwiMIa7AivmCzl2zYVCnoBBbQG0adejjoAJFRKqWgo9ITWZ2g76vEGW1MuH4KXv4MRsGE46fJMpqw3zTy5edz0dEpKbRqS6Rmq7Zbey47p90XT2BJWeOkOLhTmxBIVF+UXDXO8Xm8RERqekUfERqMJvN4K0f9zJjWS1MxizuiUjhqS5BhEbGlThzs4hITaXgI1JDZZ4p4Kl5W1i2Kx2AezomMKHfzXh7KOyIiOtS8BGpgX5PtfDI/20i6cRpPN3N/L3/NdzVQevQiYgo+IjUMEt3pvHE3F85nW+lTi0f3vlzO66pHeToskREqgUFH5EawjAM3l21n1cW/45hQJf6obx1X1tq+Xk6ujQRkWpDwUekBsgrtPLcgu18sekQAIM7xTHptuZ4uGnGChGR8yn4iDi5E9l5jPx4ExsPnsJsgon9mjOkczwmk5aeEBG5kIKPiBNLTM1i+EcbOXTqDAHe7rx1X1uubxTu6LJERKotBR8RJ7V8VxqP//dXcvKtxIf68sHQDjSI8Hd0WSIi1ZqCj4iTMQyD91cf4B/f7cIw4Np6IfxrcDsNYhYRKQUFHxEnUmC18cLC7czdmALAvR3jeLG/BjGLiJSWgo+IkzidX8ioTzbzY+IxzCZ44dZmDOuSoEHMIiJloOAj4gSOZ+cxfM5GfjuUibeHmX/e25aezSIdXZaIiNNR8BGp5pJO5DD0w585eOI0tXw9+GBYB9rG1XJ0WSIiTknBR6Qa23oogwdmb+RETj51avnw0YMdqR+uK7dERMpLwUekmvoxMZ1Rn2zmdL6V5jGBzH6gAxEB3o4uS0TEqSn4iFRDn/+Swvj527DaDK5rGMa//twOfy/9uIqIXC39JhWpRgzD4K0f9zLt+90ADGpTm5dvb4mnuy5XFxGpCAo+ItWE1WYwcdF2Pl6fDMBfutfnr30a63J1EZEKpOAjUg0UWm2M+/w3Fm45gskEk/o1Z2iXBEeXJSJS4yj4iDhYXqGVxz79le93puFuNjHzntbc2jLG0WWJiNRICj4iDnQm38rD//cLq/ccx9PdzL8Gt6VHU01MKCJSWRR8RBwkK7eA4XN+4eeDJ/HxcOP9oe3p2iDM0WWJiNRoCj4iDpBxOp+hH/7Mb4cyCfByZ/YDHWifEOLoskREajwFH5Eqdiwrj/s/2MDvqVnU8vXg/4Z34praQY4uS0TEJSj4iFShIxln+PP7G9h/PIfwAC8+eagTjSIDHF2WiIjLUPARqSJJJ3K4770NHM44Q+1gHz55qBMJYX6OLktExKUo+IhUgf3Hsrn3vfWkWfJICPXlkxHXUjvYx9FliYi4HAUfkUp28HiOPfQ0ivTn4+GdiAjUYqMiIo6g4CNSiZJPnC4Wev474lpC/b0cXZaIiMvSyocileTQqaLQczQzl/rhfnzykEKPiIijKfiIVIIjGWe49731HM44Q70wP/474lrCAxR6REQczWmCz9SpU+nQoQMBAQFEREQwYMAAEhMTi7Xp3r07JpOp2G3kyJEOqlhcVWpmLve9t56Uk2eID/Xl0xHXakyPiEg14TTBZ+XKlYwaNYr169ezdOlSCgoK6N27Nzk5OcXajRgxgqNHj9pvr776qoMqFleUbikKPQdPnCY2xIf/jriWqCCFHhGR6sJpBjcvXry42P05c+YQERHBpk2buP766+3bfX19iYqKquryRDiWlcd9ZycnrB3sw6cPXUuMLlkXEalWnKbH50KZmZkAhIQUX9/ok08+ISwsjGuuuYZnn32W06dPX3YfeXl5WCyWYjeR8jiRncfg99ezNz2b6CBv/jviWmJDfB1dloiIXMBpenzOZ7PZGDNmDF27duWaa66xb7/vvvuIj48nJiaGrVu38swzz5CYmMj8+fMvuZ+pU6cyefLkqipbaqhTOfkMfn8Du9OyiQz04r8jriUuVKFHRKQ6MhmGYTi6iLJ69NFH+e677/jpp5+oU6fOZdv98MMP9OjRg71791K/fv2LHs/LyyMvL89+32KxEBsbS2ZmJoGBgZVSu9QsOXmFDH5/A1tSMggP8GLuw9dSP9zf0WWJiLgUi8VCUFBQqT6/na7HZ/To0Xz99desWrWqxNAD0KlTJ4DLBh8vLy+8vHSJsZRPfqGNkR9vYktKBsG+Hnz6UCeFHhGRas5pgo9hGDz22GMsWLCAFStWULdu3Ss+Z8uWLQBER0dXcnXiaqw2g7HztrB6z3F8Pd2YPawDDbXKuohItec0wWfUqFF8+umnfPXVVwQEBJCamgpAUFAQPj4+7Nu3j08//ZSbb76Z0NBQtm7dypNPPsn1119Py5YtHVy91CSGYTBp0Q6+3noUDzcT7/y5HW3iajm6LBERKQWnGeNjMpkuuX327NkMGzaMlJQU/vznP7N9+3ZycnKIjY1l4MCBPP/886Uer1OWc4Tiul5fuptZy/dgMsEb97ShX6sYR5ckIuLSauQYnyvls9jYWFauXFlF1Yir+mjtQWYt3wPAi/2vUegREXEyTjuPj0hV+2rLYSb9bwcAT/ZsxP3Xxju4IhERKSsFH5FSWJGYzlPzfsMwYGjneB7v0cDRJYmISDko+IhcwaakUzz68WYKbQa3tYphYr/mlx1zJiIi1ZuCj0gJdqdl8eCcjZwpsHJDo3Cm3dkKs1mhR0TEWSn4iFxGuiWXB2ZvJPNMAW3jgvnXn9vi6a4fGRERZ+Y0V3WJVBqbFZLWQnYa+EdCfBdOFxo89J9fOJxxhnrhfnw4rAO+nvpxERFxdvpNLq5t5yJY/AypOWkke7gTV1BIpF8kc3weZuuhRoT4eTJ7WAeCfT0dXamIiFQABR9xXTsXwbwhzPf3ZXJsDDaTCbNhMOH4SUamTmKnx1geGPIY8aF+jq5UREQqiAYsiGuyWYt6etzMTA4LwXb2Ki2bycSLYSGkubnxqv+ntIsNcnChIiJSkRR8xDUlrQXLEZI93O2h5xybycQhT3d8z6QWtRMRkRpDwUdcU3YaAHEFhZgvWA7FbBjEFhQWayciIjWDgo+4Jv9IAKKsViYeP2kPP2bDYOLxk0RZrcXaiYhIzaDBzeKa4rtAYAyG5SiDsnPociaXFA93YgsKz4YeEwTGFLUTEZEao9TBp02bNqWepn/z5s3lLkikSpjdsPZ+GfMXQ7AZRT0/9l4ezn6f930ZzG4OK1FERCpeqYPPgAEDKrEMkar34r76pOaPYZLHf4jm5B8PBMYUhZ5mtzmuOBERqRSlDj4TJ06szDpEqtTcn5P5aF0SJlNHBt4xgmj/A8VmblZPj4hIzaQxPuJyNiWdYsJXOwAY27MRfVvUAeo4tigREakS5Qo+VquV119/nXnz5pGcnEx+fn6xx0+ePHmZZ4o4Vpoll0c/3kS+1Ubf5lGMurGBo0sSEZEqVK7L2SdPnsyMGTO4++67yczMZOzYsQwaNAiz2cykSZMquESRipFXaGXkx5tIz8qjUaQ/0+5qhdlcugH7IiJSM5Qr+HzyySe89957PPXUU7i7u3Pvvffy/vvvM2HCBNavX1/RNYpcNcMwmLBwB78mZxDo7c6/72+Pv5fO9IqIuJpyBZ/U1FRatGgBgL+/P5mZmQDceuutfPPNNxVXnUgF+XhDMp/9koLZBG/e15aEMC08KiLiisoVfOrUqcPRo0cBqF+/Pt9//z0AGzduxMvLq+KqE6kAPx84yeRFRYOZn+7bhBsahTu4IhERcZRyBZ+BAweyfPlyAB577DFeeOEFGjZsyJAhQ3jwwQcrtECRq3Ek4wx/+WQThTaDW1tG88j19RxdkoiIOJDJMC5YobEc1q1bx7p162jYsCH9+vWriLocwmKxEBQURGZmJoGBgY4uR65SboGVO99Zx7bDmTSNDuTLRzvj66lxPSIiNU1ZPr8r5FOgc+fOdO7cuSJ2JVIhDMPgbwu2se1wJrV8Pfj3/e0UekREpPzBZ8+ePfz444+kp6djs9mKPTZhwoSrLkzkasxec5D5mw/jZjbx1n1tiQ3xdXRJIiJSDZQr+Lz33ns8+uijhIWFERUVVWzxUpPJpOAjDvXLwZO89O0uAJ67uSldGoQ5uCIREakuyhV8/v73v/PSSy/xzDPPVHQ9IlflRHYeoz/9FavNoH/rGB7omuDokkREpBop11Vdp06d4s4776zoWkSuis1m8OS830i15FIv3I9/DGxRrDdSRESkXMHnzjvvtM/dI1Jd/GvlPlbtPoa3h5m3B7fFTzMzi4jIBcr1ydCgQQNeeOEF1q9fT4sWLfDw8Cj2+OOPP14hxYmU1ob9J5j+fSIAL952DU2iNB2BiIhcrFzz+NStW/fyOzSZ2L9//1UV5Siax8c5Hc/O4+ZZq0nPymNQ29pMv7OVTnGJiLiQSp/H58CBA+UqTKSiWW0GT362hfSsPBpG+PP3Adco9IiIyGWVa4yPSHXx1o97Wb3nOD4ebrw9uK0mKRQRkRKV61Ni7Nixl9xuMpnw9vamQYMG9O/fn5CQkKsqTqQka/cdZ+ay3QBMGXANDSMDHFyRiIhUd+Ua43PjjTeyefNmrFYrjRs3BmD37t24ubnRpEkTEhMTMZlM/PTTTzRr1qzCi64sGuPjPNKzcrl51k8cz87jznZ1eO3OVo4uSUREHKQsn9/lOtXVv39/evbsyZEjR9i0aRObNm3i0KFD9OrVi3vvvZfDhw9z/fXX8+STT5brAK7WW2+9RUJCAt7e3nTq1Imff/7ZIXVI5bDaDMbM3cLx7DwaRwbwYv9rHF2SiIg4iXL1+NSuXZulS5de1JuzY8cOevfuzeHDh9m8eTO9e/fm+PHjFVZsaXz22WcMGTKEd955h06dOjFz5kw+//xzEhMTiYiIKPG56vFxDq8v3c2s5Xvw9XRj0ehuNIjwd3RJIiLiQJXe45OZmUl6evpF248dO4bFYgEgODiY/Pz88uz+qsyYMYMRI0bwwAMP0KxZM9555x18fX358MMPq7wWqXjr9p3gjR/2APCPgS0UekREpEzKfarrwQcfZMGCBRw6dIhDhw6xYMEChg8fzoABAwD4+eefadSoUUXWekX5+fls2rSJnj172reZzWZ69uzJunXrLmqfl5eHxWIpdpPqK/N0AWPnbcEw4O72sQxoU9vRJYmIiJMpV/B599136dGjB/fccw/x8fHEx8dzzz330KNHD9555x0AmjRpwvvvv1+hxV7J8ePHsVqtREZGFtseGRlJamrqRe2nTp1KUFCQ/RYbG1tVpUoZGYbB819t52hmLgmhvkzo5zyD5kVEpPoo1+Xs/v7+vPfee7z++uv2WZrr1auHv/8fpx1at25dIQVWpmeffbbYpfkWi0Xhp5r6assR/vfbEdzMJmbe00brcImISLlc1aeHv78/LVu2rKharlpYWBhubm6kpaUV256WlkZUVNRF7b28vPDy8qqq8qScUk6e5oWF2wF4okdDWscGO7YgERFxWqUOPoMGDWLOnDkEBgYyaNCgEtvOnz//qgsrD09PT9q1a8fy5cvtY41sNhvLly9n9OjRDqlJro7VZvDUvN/IyiukXXwt/tK9vqNLEhERJ1bq4BMUFGRfAykoKKjSCrpaY8eOZejQobRv356OHTsyc+ZMcnJyeOCBBxxdmpTDu6v28fPBk/h5uvH6Xa1xd9MqKyIiUn6lDj6zZ8+2f/32229js9nw8/MD4ODBgyxcuJCmTZvSp0+fiq+yDO6++26OHTvGhAkTSE1NpXXr1ixevPiiAc9S/W07lMmM74uWpJh0W3PiQn0dXJGIiDi7ck1g2Lt3bwYNGsTIkSPJyMigSZMmeHh4cPz4cWbMmMGjjz5aGbVWOk1gWH2cybdyy5ur2X8sh5tbRPHWfW216rqIiFxSpU9guHnzZq677joAvvjiCyIjI0lKSuI///kPb7zxRnl2KVLMS9/uZP+xHCIDvXhpQAuFHhERqRDlCj6nT58mIKBoJezvv/+eQYMGYTabufbaa0lKSqrQAsX1/PB7Gh+vTwZg+p2tqeXn6eCKRESkpihX8GnQoAELFy4kJSWFJUuW0Lt3bwDS09N1ikiuyvHsPJ7+YisAw7vVpVvDMAdXJCIiNUm5gs+ECRMYN24cCQkJdOrUic6dOwNFvT9t2rSp0ALFdRiGwTNfbOV4dj5NogL4a5/Gji5JRERqmHJNYHjHHXfQrVs3jh49SqtWrezbe/TowcCBAyusOHEtczemsPz3dDzdzcy8pzXeHm6OLklERGqYcs/cHBUVddFsyB07drzqgsQ1Hc44w0vf7ALg6T6NaRKlU6YiIlLxNBucOJxhGDw7fxvZZ2dnfqBrXUeXJCIiNZSCjzjc55sOsWr3MTzdzbx6R0vczLp0XUREKoeCjzhUamYuU77eCcDYXo2oH+7v4IpERKQmU/ARhzEMg+cWbCMrt5BWdYJ4qJtOcYmISOVS8BGHWbjlcNFVXG5mXruzlRYgFRGRSqdPGnGI9KxcJi0qOsX1eI8GNIoMcHBFIiLiChR8pMoZhsELC7eTeaaA5jGBPHJDfUeXJCIiLkLBR6rcN9uOsmRHGu5mE6/d0QoPneISEZEqok8cqVInsvOY8NUOAEbd2IBmMZqoUEREqo6Cj1SpiYt2cDKnaC2uUTc2cHQ5IiLiYhR8pMos3p7K11uP4nb2FJenu779RESkaumTR6rEqZx8nl+4HYBHrq9HizpBDq5IRERckYKPVIkp3+zkeHYeDSL8ebxHQ0eXIyIiLkrBRyrd2n3Hmb/5MCYTvHpHS7w93BxdkoiIuCgFH6lUeYVW+ymuwZ3iaBtXy8EViYiIK1PwkUr13qr97D+WQ5i/J3/t08TR5YiIiItT8JFKk3Qihzd/2AvAC7c2I8jHw8EViYiIq1PwkUphGAYTvtpBXqGNrg1Cua1VjKNLEhERUfCRyvHttlRW7j6Gp5uZKf2vwWQyObokERERBR+peFm5BUz+X9GyFI92r0+9cH8HVyQiIlJEwUcq3PTvd5OelUdCqC+PdtfK6yIiUn0o+EiF2nYok/+sOwjAlAHXaM4eERGpVhR8pMJYbQbPLdyGzYDbWsVwXcNwR5ckIiJSjIKPVJhPNiSx9VAmAd7uPH9rU0eXIyIichEFH6kQ6ZZcXlucCMDTfRoTEeDt4IpEREQupuAjFWLKN7vIyiukVZ0g7usU7+hyRERELknBR67aqt3H+N9vRzCb4KWBLXAza84eERGpnhR85KrkFVqZ8FXRIqRDuyRwTe0gB1ckIiJyeQo+clXmrDnIwROnCQ/wYmyvRo4uR0REpEQKPlJu6Vm59kVIn+7TmABvLUIqIiLVm4KPlNu0JYlk5xXSsk4Qt7et4+hyRERErsgpgs/BgwcZPnw4devWxcfHh/r16zNx4kTy8/OLtTGZTBfd1q9f78DKa65thzL5fNMhACb2a45ZA5pFRMQJuDu6gNL4/fffsdlsvPvuuzRo0IDt27czYsQIcnJymDZtWrG2y5Yto3nz5vb7oaGhVV1ujWcYBpP/twPDgAGtY2gXX8vRJYmIiJSKUwSfvn370rdvX/v9evXqkZiYyL/+9a+Lgk9oaChRUVGl2m9eXh55eXn2+xaLpWIKruH+t/UovySdwsfDjWduauLockRERErNKU51XUpmZiYhISEXbb/tttuIiIigW7duLFq0qMR9TJ06laCgIPstNja2ssqtMc7kW5n67S4A/tK9PtFBPg6uSEREpPScMvjs3buXN998k0ceecS+zd/fn+nTp/P555/zzTff0K1bNwYMGFBi+Hn22WfJzMy031JSUqqifKf2zsp9HM3MpXawDyOur+fockRERMrEZBiG4agXHz9+PK+88kqJbXbt2kWTJn+cTjl8+DA33HAD3bt35/333y/xuUOGDOHAgQOsXr26VPVYLBaCgoLIzMwkMDCwVM9xJYczzvCnaSvIK7Tx9uC23Nwi2tEliYiIlOnz26FjfJ566imGDRtWYpt69f7oVThy5Ag33ngjXbp04d///vcV99+pUyeWLl16tWW6LpsVktZCdhr4R/LyWm/yCm10qhvCTdeUbhyViIhIdeLQ4BMeHk54eHip2h4+fJgbb7yRdu3aMXv2bMzmK5+l27JlC9HR6pUol52LYPEzYDli3/SsEUKB2xAe6zcWk0mXr4uIiPNxiqu6Dh8+TPfu3YmPj2fatGkcO3bM/ti5K7g++ugjPD09adOmDQDz58/nww8/vOLpMLmEnYtg3hCg+FnQKE7yL4+ZmDLaQcxtjqlNRETkKjhF8Fm6dCl79+5l79691KlTfIbg84coTZkyhaSkJNzd3WnSpAmfffYZd9xxR1WX69xs1qKenrOhJ9XNjWQPd+IKComyWjEwweLx0OQWMLs5tlYREZEycujg5upGg5uBA6vho1sBmO/vx+SwEGwmE2bDYOLxkwzKzilqN/RrqHudAwsVEREpUpbPb6e8nF0qUXYaUNTTcy70ANhMJiaHhZDq5lasnYiIiDNR8JHi/CMBSPZwt4eec2wmEyke7sXaiYiIOBMFHykuvgsExhBXYMV8wVlQs2EQW2CFwNpF7URERJyMgo8UZ3aDvq8QabXywvGT9vBTNMbnFFFWK/R9WQObRUTEKTnFVV1SxZrdxqzQF7jr+D9ZcuYIKR7uxBYUEuUXBXf9C5rpUnYREXFOCj5ykVW7jzHzcBPecfsnq273ooMpo2hMT3wX9fSIiIhTU/CRYmw2g5e/+x2AwZ3rEtGymYMrEhERqTga4yPFLPrtCDuPWgjwcmfUjQ0cXY6IiEiFUvARu7xCK9O+TwRgZPf6hPh5OrgiERGRiqXgI3afrE/m0KkzRAR48WDXuo4uR0REpMIp+AgAltwC3vxhDwBP9mqEj6cGMYuISM2j4CMA/Hvlfk6dLqB+uB93tqtz5SeIiIg4IQUfId2Sy/s/7Qfg6b5NcHfTt4WIiNRM+oQTXl+2h9wCG+3ia9G7mdbgEhGRmkvBx8XtTc9m3i8pAIy/qQmmCxYmFRERqUkUfFzca0t+x2oz6Nk0kg4JIY4uR0REpFIp+LiwTUmnWLIjDbMJnunb2NHliIiIVDoFHxdlGAavnF2a4s52sTSMDHBwRSIiIpVPwcdFrUg8xs8HT+LlbmZMr4aOLkdERKRKKPi4IMMwmLF0NwBDuyQQHeTj4IpERESqhoKPC1q2K51thzPx9XTjkevrObocERGRKqPg42IMw+D183p7Qv29HFyRiIhI1VHwcTFLdqSx86gFP083Hr5OvT0iIuJaFHxciM1mMHNZUW/PA13rUsvP08EViYiIVC0FHxeyeEcqv6dmEeDlzkPX1XV0OSIiIlVOwcdFFOvt6VaXYF/19oiIiOtR8HER32w7yu60bAK83RneTb09IiLimhR8XIDVZjBr+R4AHupWjyAfDwdXJCIi4hgKPi7g661H2JueTZCPBw90S3B0OSIiIg6j4FPDFVptzFpW1Nsz4rq6BHqrt0dERFyXgk8Nt+i3I+w/nkOwrwfDumpsj4iIuDYFnxqs0GrjjbNjex6+vh7+Xu4OrkhERMSxFHxqsAW/HubgidOE+HkytHOCo8sRERFxOAWfGqrAauPNH/YC8Mj19fBTb4+IiIiCT001f/Mhkk+eJszfk/s7xzu6HBERkWpBwacGyi/8o7dn5A318fVUb4+IiAg4UfBJSEjAZDIVu7388svF2mzdupXrrrsOb29vYmNjefXVVx1UrWN9ufkQh06dITzAi8Gd1NsjIiJyjlN1Bbz44ouMGDHCfj8gIMD+tcVioXfv3vTs2ZN33nmHbdu28eCDDxIcHMzDDz/siHIdotBq452V+4CisT0+nm4OrkhERKT6cKrgExAQQFRU1CUf++STT8jPz+fDDz/E09OT5s2bs2XLFmbMmHHZ4JOXl0deXp79vsViqZS6q9K321NJOnGaWr4e3NcpztHliIiIVCtOc6oL4OWXXyY0NJQ2bdrw2muvUVhYaH9s3bp1XH/99Xh6/rHqeJ8+fUhMTOTUqVOX3N/UqVMJCgqy32JjYyv9GCqTYRi8/WPR2J4HutbV2B4REZELOE3wefzxx5k7dy4//vgjjzzyCP/4xz94+umn7Y+npqYSGRlZ7Dnn7qempl5yn88++yyZmZn2W0pKSuUdQBX4MTGd31Oz8PN007w9IiIil+DQLoHx48fzyiuvlNhm165dNGnShLFjx9q3tWzZEk9PTx555BGmTp2Kl5dXuV7fy8ur3M+tjt7+sWhsz+Br4wny1ZpcIiIiF3Jo8HnqqacYNmxYiW3q1at3ye2dOnWisLCQgwcP0rhxY6KiokhLSyvW5tz9y40Lqkl+PnCSX5JO4elmZng3rcklIiJyKQ4NPuHh4YSHh5fruVu2bMFsNhMREQFA586dee655ygoKMDDo6i3Y+nSpTRu3JhatWpVWM3V1dsrisb23NG+DpGB3g6uRkREpHpyijE+69atY+bMmfz222/s37+fTz75hCeffJI///nP9lBz33334enpyfDhw9mxYwefffYZs2bNKnaKrKbafjiTFYnHMJuKLmEXERGRS3OKy368vLyYO3cukyZNIi8vj7p16/Lkk08WCzVBQUF8//33jBo1inbt2hEWFsaECRNcYg6ff52dt+fWljHEh/o5uBoREZHqy2QYhuHoIqoLi8VCUFAQmZmZBAYGOrqcUjlwPIce01dgM+C7J66jabRz1C0iIlJRyvL57RSnuuTy3l25D5sBf2oSodAjIiJyBQo+Tuxo5hm+3HwIgFE31ndwNSIiItWfgo8Te3/1AQqsBh3rhtAuPsTR5YiIiFR7Cj5O6lROPv/9ORmAv3RXb4+IiEhpKPg4qTlrD3I630rzmEBuaFS+uZBERERcjYKPE8rOK2TO2oMAPNq9PiaTybEFiYiIOAkFHyf03w3JZJ4poG6YHzddE+3ockRERJyGgo+TySu08v5P+wEYeUM93Mzq7RERESktBR8nM3/zYdIseUQFejOwTR1HlyMiIuJUFHyciM1m8N6qot6eh66ri6e73j4REZGy0CenE1mxO539x3MI8HLnno5xji5HRETE6Sj4OJH3Vx8A4J6Osfh7OcX6siIiItWKgo+T2HnEwtp9J3AzmxjaJcHR5YiIiDglBR8n8cFPRb09fa+Jok4tXwdXIyIi4pwUfJxAuiWXRb8dBuChbnUdXI2IiIjzUvBxAv+3PokCq0HbuGDaxNVydDkiIiJOS8GnmsstsPLx+iQAHrqunoOrERERcW4KPtXc/M2HOXW6gNrBPvRuFunockRERJyagk81ZhgGH64pGtT8QNcE3N30domIiFwNfZJWYyt3H2Nvejb+Xu7c3SHW0eWIiIg4PQWfauzcJex3tY8lwNvDwdWIiIg4PwWfaioxNYvVe45jNhWd5hIREZGrp+BTTX3wU9FipH2aRxEbogkLRUREKoKCTzV0LCuPhVuOAEWrsIuIiEjFUPCphj5en0R+oY1WscG01YSFIiIiFUbBp5opNmFht7qYTCYHVyQiIlJzKPhUM19tOcyJnHxigry56ZooR5cjIiJSoyj4VCOGYdgvYR/aRRMWioiIVDR9slYjq/ccZ3daNr6ebtzTMc7R5YiIiNQ4Cj7VyPkTFgb5aMJCERGRiqbgU00cOJ7Dyt3HMJlgWJcER5cjIiJSIyn4VBOfnL2S64ZG4SSE+Tm4GhERkZpJwacaOJNv5fNNhwAY0jnewdWIiIjUXAo+1cD/th4h80wBdWr5cEOjCEeXIyIiUmMp+FQD5yYsHNwpHjezJiwUERGpLAo+DvZbSgZbD2Xi6WbmrvZ1HF2OiIhIjeYUwWfFihWYTKZL3jZu3AjAwYMHL/n4+vXrHVx9yf7vbG/PLS2jCfX3cnA1IiIiNZu7owsojS5dunD06NFi21544QWWL19O+/bti21ftmwZzZs3t98PDQ2tkhrL41ROPv/7rWgV9j9fq0HNIiIilc0pgo+npydRUX+sW1VQUMBXX33FY489dtEinqGhocXaVmefb0ohr9BG85hA2sYFO7ocERGRGs8pTnVdaNGiRZw4cYIHHnjgosduu+02IiIi6NatG4sWLSpxP3l5eVgslmK3qmKzGXy8PhmA+6+N1yrsIiIiVcApg88HH3xAnz59qFPnj8HA/v7+TJ8+nc8//5xvvvmGbt26MWDAgBLDz9SpUwkKCrLfYmNjq6J8AFbtOUbyydMEeLtzW+uYKntdERERV2YyDMNw1IuPHz+eV155pcQ2u3btokmTJvb7hw4dIj4+nnnz5nH77beX+NwhQ4Zw4MABVq9efcnH8/LyyMvLs9+3WCzExsaSmZlJYGBgGY6k7B76aCPLdqXzQNcEJvZrfuUniIiIyCVZLBaCgoJK9fnt0DE+Tz31FMOGDSuxTb169Yrdnz17NqGhodx2221X3H+nTp1YunTpZR/38vLCy6vqr6RKOXma5b+nAxrULCIiUpUcGnzCw8MJDw8vdXvDMJg9ezZDhgzBw+PKq5dv2bKF6OjoqymxUnz6czKGAV0bhFI/3N/R5YiIiLgMp7iq65wffviBAwcO8NBDD1302EcffYSnpydt2rQBYP78+Xz44Ye8//77VV1mifIKrXy2MQUoGtQsIiIiVcepgs8HH3xAly5dio35Od+UKVNISkrC3d2dJk2a8Nlnn3HHHXdUcZUl+25bKidz8okK9KZn00hHlyMiIuJSHDq4ubopy+Co8rr9X2vZlHSKsb0a8XiPhpXyGiIiIq6kLJ/fTnk5u7PacSSTTUmncDebuKdD1V06LyIiIkUUfKrQuQkL+1wTRUSgt4OrERERcT0KPlXEklvAwl8PAxrULCIi4igKPlXky02HOFNgpVGkP53qhji6HBEREZfkVFd1OSvDWsjWn77mNnMqtzZqjcmwgcnN0WWJiIi4HAWfyrZzEflf/5XXz6SCJ7ARSJwAfV+BZleefVpEREQqjk51Vaadi2DeEDxPp5Lq5sbP3l6kurmB5SjMG1L0uIiIiFQZBZ/KYrPC4mcAgwX+fvSJjWF4dCR9YmOY7+9b1Gbx+KJ2IiIiUiUUfCpL0lqwHCHVzY3JYSHYTCYAbCYTk8NCSHUzg+VwUTsRERGpEgo+lSU7DYBkD3d76DnHZjKR4uFerJ2IiIhUPgWfyuJftA5XXEEh5gtWBTEbBrEFhcXaiYiISOVT8Kks8V0gMIYoq42Jx0/aw4/ZMJh4/CRRVhsE1i5qJyIiIlVCl7NXFrNb0SXr84YwKPs0Xc7kkuLhTmxBYVHoAej7clE7ERERqRLq8alMzW6Du/4DgdFEWa10yM0jymqFwJii7ZrHR0REpEqpx6eyNbsNmtxSdPVWdlrRmJ74LurpERERcQAFn6pgdoO61zm6ChEREZenU10iIiLiMhR8RERExGUo+IiIiIjLUPARERERl6HgIyIiIi5DwUdERERchoKPiIiIuAwFHxEREXEZCj4iIiLiMjRz83mMsyuoWywWB1ciIiIipXXuc/vc53hJFHzOk5WVBUBsbKyDKxEREZGyysrKIigoqMQ2JqM08chF2Gw2jhw5QkBAACaTqcS2FouF2NhYUlJSCAwMrKIKq56Os2bRcdYcrnCMoOOsaSrrOA3DICsri5iYGMzmkkfxqMfnPGazmTp16pTpOYGBgTX6m/QcHWfNouOsOVzhGEHHWdNUxnFeqafnHA1uFhEREZeh4CMiIiIuQ8GnnLy8vJg4cSJeXl6OLqVS6ThrFh1nzeEKxwg6zpqmOhynBjeLiIiIy1CPj4iIiLgMBR8RERFxGQo+IiIi4jIUfERERMRlKPiU4K233iIhIQFvb286derEzz//XGL7zz//nCZNmuDt7U2LFi349ttvq6jSq1OW45wzZw4mk6nYzdvbuwqrLZ9Vq1bRr18/YmJiMJlMLFy48IrPWbFiBW3btsXLy4sGDRowZ86cSq/zapT1GFesWHHRe2kymUhNTa2agstp6tSpdOjQgYCAACIiIhgwYACJiYlXfJ4z/XyW5xid8WfzX//6Fy1btrRPZte5c2e+++67Ep/jTO/jOWU9Tmd8Ly/l5ZdfxmQyMWbMmBLbVfV7quBzGZ999hljx45l4sSJbN68mVatWtGnTx/S09Mv2X7t2rXce++9DB8+nF9//ZUBAwYwYMAAtm/fXsWVl01ZjxOKZtw8evSo/ZaUlFSFFZdPTk4OrVq14q233ipV+wMHDnDLLbdw4403smXLFsaMGcNDDz3EkiVLKrnS8ivrMZ6TmJhY7P2MiIiopAorxsqVKxk1ahTr169n6dKlFBQU0Lt3b3Jyci77HGf7+SzPMYLz/WzWqVOHl19+mU2bNvHLL7/wpz/9if79+7Njx45Ltne29/Gcsh4nON97eaGNGzfy7rvv0rJlyxLbOeQ9NeSSOnbsaIwaNcp+32q1GjExMcbUqVMv2f6uu+4ybrnllmLbOnXqZDzyyCOVWufVKutxzp492wgKCqqi6ioHYCxYsKDENk8//bTRvHnzYtvuvvtuo0+fPpVYWcUpzTH++OOPBmCcOnWqSmqqLOnp6QZgrFy58rJtnPXn85zSHGNN+Nk0DMOoVauW8f7771/yMWd/H89X0nE6+3uZlZVlNGzY0Fi6dKlxww03GE888cRl2zriPVWPzyXk5+ezadMmevbsad9mNpvp2bMn69atu+Rz1q1bV6w9QJ8+fS7bvjooz3ECZGdnEx8fT2xs7BX/anFWzvh+llfr1q2Jjo6mV69erFmzxtHllFlmZiYAISEhl23j7O9naY4RnPtn02q1MnfuXHJycujcufMl2zj7+wilO05w7vdy1KhR3HLLLRe9V5fiiPdUwecSjh8/jtVqJTIystj2yMjIy45/SE1NLVP76qA8x9m4cWM+/PBDvvrqKz7++GNsNhtdunTh0KFDVVFylbnc+2mxWDhz5oyDqqpY0dHRvPPOO3z55Zd8+eWXxMbG0r17dzZv3uzo0krNZrMxZswYunbtyjXXXHPZds7483lOaY/RWX82t23bhr+/P15eXowcOZIFCxbQrFmzS7Z15vexLMfprO8lwNy5c9m8eTNTp04tVXtHvKdanV3KpHPnzsX+SunSpQtNmzbl3XffZcqUKQ6sTMqqcePGNG7c2H6/S5cu7Nu3j9dff53/+7//c2BlpTdq1Ci2b9/OTz/95OhSKk1pj9FZfzYbN27Mli1byMzM5IsvvmDo0KGsXLnysqHAWZXlOJ31vUxJSeGJJ55g6dKl1XowtoLPJYSFheHm5kZaWlqx7WlpaURFRV3yOVFRUWVqXx2U5zgv5OHhQZs2bdi7d29llOgwl3s/AwMD8fHxcVBVla9jx45OEyJGjx7N119/zapVq6hTp06JbZ3x5xPKdowXcpafTU9PTxo0aABAu3bt2LhxI7NmzeLdd9+9qK2zvo9QtuO8kLO8l5s2bSI9PZ22bdvat1mtVlatWsU///lP8vLycHNzK/YcR7ynOtV1CZ6enrRr147ly5fbt9lsNpYvX37Zc7KdO3cu1h5g6dKlJZ7DdbTyHOeFrFYr27ZtIzo6urLKdAhnfD8rwpYtW6r9e2kYBqNHj2bBggX88MMP1K1b94rPcbb3szzHeCFn/dm02Wzk5eVd8jFnex9LUtJxXshZ3ssePXqwbds2tmzZYr+1b9+ewYMHs2XLlotCDzjoPa20YdNObu7cuYaXl5cxZ84cY+fOncbDDz9sBAcHG6mpqYZhGMb9999vjB8/3t5+zZo1hru7uzFt2jRj165dxsSJEw0PDw9j27ZtjjqEUinrcU6ePNlYsmSJsW/fPmPTpk3GPffcY3h7exs7duxw1CGUSlZWlvHrr78av/76qwEYM2bMMH799VcjKSnJMAzDGD9+vHH//ffb2+/fv9/w9fU1/vrXvxq7du0y3nrrLcPNzc1YvHixow7hisp6jK+//rqxcOFCY8+ePca2bduMJ554wjCbzcayZcscdQil8uijjxpBQUHGihUrjKNHj9pvp0+ftrdx9p/P8hyjM/5sjh8/3li5cqVx4MABY+vWrcb48eMNk8lkfP/994ZhOP/7eE5Zj9MZ38vLufCqrurwnir4lODNN9804uLiDE9PT6Njx47G+vXr7Y/dcMMNxtChQ4u1nzdvntGoUSPD09PTaN68ufHNN99UccXlU5bjHDNmjL1tZGSkcfPNNxubN292QNVlc+7S7Qtv545t6NChxg033HDRc1q3bm14enoa9erVM2bPnl3ldZdFWY/xlVdeMerXr294e3sbISEhRvfu3Y0ffvjBMcWXwaWOESj2/jj7z2d5jtEZfzYffPBBIz4+3vD09DTCw8ONHj162MOAYTj/+3hOWY/TGd/Ly7kw+FSH99RkGIZRef1JIiIiItWHxviIiIiIy1DwEREREZeh4CMiIiIuQ8FHREREXIaCj4iIiLgMBR8RERFxGQo+IiIi4jIUfERERMRlKPiIiMtJTEwkKiqKrKysK7bduXMnderUIScnpwoqE5HKpuAjIk7BZDKVeJs0aRIHDx7EZDKxZcuWEvf17LPP8thjjxEQEHDF123WrBnXXnstM2bMqKAjERFH0pIVIuIUUlNT7V9/9tlnTJgwgcTERPs2f39/jh8/Tt26dfn1119p3br1JfeTnJxMgwYNOHDgALVr1y7Va3/zzTeMGDGC5ORk3N3dr+o4RMSx1OMjIk4hKirKfgsKCsJkMhXb5u/vX6r9zJs3j1atWhULPUlJSfTr149atWrh5+dH8+bN+fbbb+2P9+rVi5MnT7Jy5coKPy4RqVr600VEXMrq1atp3759sW2jRo0iPz+fVatW4efnx86dO4sFKU9PT1q3bs3q1avp0aNHVZcsIhVIwUdEXEpSUtJFwSc5OZnbb7+dFi1aAFCvXr2LnhcTE0NSUlKV1CgilUenukTEpZw5cwZvb+9i2x5//HH+/ve/07VrVyZOnMjWrVsvep6Pjw+nT5+uqjJFpJIo+IiISwkLC+PUqVPFtj300EPs37+f+++/n23bttG+fXvefPPNYm1OnjxJeHh4VZYqIpVAwUdEXEqbNm3YuXPnRdtjY2MZOXIk8+fP56mnnuK9994r9vj27dtp06ZNVZUpIpVEwUdEXEqfPn1Yt24dVqvVvm3MmDEsWbKEAwcOsHnzZn788UeaNm1qf/zgwYMcPnyYnj17OqJkEalACj4i4lJuuukm3N3dWbZsmX2b1Wpl1KhRNG3alL59+9KoUSPefvtt++P//e9/6d27N/Hx8Y4oWUQqkCYwFBGX89Zbb7Fo0SKWLFlyxbb5+fk0bNiQTz/9lK5du1ZBdSJSmXQ5u4i4nEceeYSMjAyysrKuuGxFcnIyf/vb3xR6RGoI9fiIiIiIy9AYHxEREXEZCj4iIiLiMhR8RERExGUo+IiIiIjLUPARERERl6HgIyIiIi5DwUdERERchoKPiIiIuAwFHxEREXEZ/w/EGySVPB3ptwAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" @@ -526,27 +525,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "outputs": [ - { - "ename": "TerminatedWorkerError", - "evalue": "A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mTerminatedWorkerError\u001B[0m Traceback (most recent call last)", - "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_19356\\647822782.py\u001B[0m in \u001B[0;36m\u001B[1;34m\u001B[0m\n\u001B[0;32m 6\u001B[0m \u001B[0mdir\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'C:\\\\temp\\\\sepal'\u001B[0m\u001B[1;33m,\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 7\u001B[0m \u001B[0msuffix\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'_HIFI'\u001B[0m\u001B[1;33m,\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m----> 8\u001B[1;33m n_procs=2);\n\u001B[0m", - "\u001B[1;32m~\\PycharmProjects\\SEPAL\\src\\sepal\\fitting.py\u001B[0m in \u001B[0;36mproc_image\u001B[1;34m(***failed resolving arguments***)\u001B[0m\n\u001B[0;32m 174\u001B[0m \u001B[1;31m# run the processing using joblib\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 175\u001B[0m chunk_outputs = Parallel(n_jobs=n_procs)(\n\u001B[1;32m--> 176\u001B[1;33m delayed(_proc_chunk)(i_chunk) for i_chunk in range(n_chunks))\n\u001B[0m\u001B[0;32m 177\u001B[0m \u001B[1;32mdel\u001B[0m \u001B[0mdata\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mdata_2d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0margs_1d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mmask_1d\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 178\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m__call__\u001B[1;34m(self, iterable)\u001B[0m\n\u001B[0;32m 1950\u001B[0m \u001B[0mnext\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1951\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1952\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0moutput\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mreturn_generator\u001B[0m \u001B[1;32melse\u001B[0m \u001B[0mlist\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1953\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1954\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m__repr__\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_get_outputs\u001B[1;34m(self, iterator, pre_dispatch)\u001B[0m\n\u001B[0;32m 1593\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1594\u001B[0m \u001B[1;32mwith\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_backend\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mretrieval_context\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1595\u001B[1;33m \u001B[1;32myield\u001B[0m \u001B[1;32mfrom\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_retrieve\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1596\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1597\u001B[0m \u001B[1;32mexcept\u001B[0m \u001B[0mGeneratorExit\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_retrieve\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1697\u001B[0m \u001B[1;31m# worker traceback.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1698\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_aborting\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1699\u001B[1;33m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_raise_error_fast\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1700\u001B[0m \u001B[1;32mbreak\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1701\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_raise_error_fast\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1732\u001B[0m \u001B[1;31m# called directly or if the generator is gc'ed.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1733\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0merror_job\u001B[0m \u001B[1;32mis\u001B[0m \u001B[1;32mnot\u001B[0m \u001B[1;32mNone\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1734\u001B[1;33m \u001B[0merror_job\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mget_result\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mtimeout\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1735\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1736\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m_warn_exit_early\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36mget_result\u001B[1;34m(self, timeout)\u001B[0m\n\u001B[0;32m 734\u001B[0m \u001B[1;31m# callback thread, and is stored internally. It's just waiting to\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 735\u001B[0m \u001B[1;31m# be returned.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 736\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_return_or_raise\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 737\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 738\u001B[0m \u001B[1;31m# For other backends, the main thread needs to run the retrieval step.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_return_or_raise\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 752\u001B[0m \u001B[1;32mtry\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 753\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mstatus\u001B[0m \u001B[1;33m==\u001B[0m \u001B[0mTASK_ERROR\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 754\u001B[1;33m \u001B[1;32mraise\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 755\u001B[0m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 756\u001B[0m \u001B[1;32mfinally\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;31mTerminatedWorkerError\u001B[0m: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n" - ] - } - ], + "execution_count": 12, + "outputs": [], "source": [ "images = [os.path.join('.', 'T1_data', img) for img in ['TI_168ms.nii.gz', 'TI_1068ms.nii.gz', 'FA2.nii.gz', 'FA5.nii.gz', 'FA12.nii.gz']]\n", "\n", @@ -555,7 +535,7 @@ " threshold=50,\n", " dir='C:\\\\temp\\\\sepal',\n", " suffix='_HIFI',\n", - " n_procs=2);" + " n_procs=4);" ], "metadata": { "collapsed": false, @@ -566,8 +546,17 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 13, + "outputs": [ + { + "data": { + "text/plain": "
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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", @@ -596,7 +585,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "outputs": [], "source": [ "# create new fitter object\n", @@ -625,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "outputs": [], "source": [ "images = [os.path.join('.', 'T1_IRSE_data', img) for img in ['rSeries03.nii', 'rSeries04.nii', 'rSeries05.nii', 'rSeries06.nii', 'rSeries07.nii', 'rSeries08.nii']]\n", @@ -645,130 +634,22 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", - "ax[0].imshow(a[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2000)\n", - "ax[1].imshow(b[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=-3000, vmax=1000)\n", - "ax[2].imshow(t1[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1d0efe83-3a94-4592-b201-b31eec8e512c", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "images = [os.path.join('.', 'T1_data', img) for img in ['TI_168ms.nii.gz', 'TI_1068ms.nii.gz', 'FA2.nii.gz', 'FA5.nii.gz', 'FA12.nii.gz']]\n", - "\n", - "s0, t1, k_fa, s_fit = hifi_fitter.proc_image(images,\n", - " mask='.\\\\T1_data\\\\mask.nii.gz',\n", - " threshold=50,\n", - " dir='C:\\\\temp\\\\sepal',\n", - " suffix='_HIFI',\n", - " n_procs=4);" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "83d0b631-c849-4a7d-b086-850a9583dba5", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", - "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", - "ax[1].imshow(t1[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2)\n", - "ax[2].imshow(k_fa[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" - ] - }, - { - "cell_type": "markdown", - "source": [ - "### Inversion-recovery spin echo\n", - "Fit IR-spin-echo scans." - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%% md\n" - } - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "# create new fitter object\n", - "tr = 1.550 # s\n", - "ti = np.array((0.03, 0.33, 0.53, 0.78, 1.03, 1.53)) # s\n", - "t1_calculator = t1_fit.IRSE(tr, ti, pars_0=None, signed_signal=False, n_tries=1)" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "markdown", - "source": [ - "Use the proc_image method to fit voxels" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%% md\n" + "execution_count": 16, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" } - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "images = [os.path.join('.', 'T1_IRSE_data', img) for img in ['rSeries03.nii', 'rSeries04.nii', 'rSeries05.nii', 'rSeries06.nii', 'rSeries07.nii', 'rSeries08.nii']]\n", - "\n", - "a, b, t1, s_fit = t1_calculator.proc_image(images,\n", - " threshold=100,\n", - " dir='C:\\\\temp\\\\sepal',\n", - " suffix='_IRSE',\n", - " n_procs=4);" ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], "source": [ "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", - "ax[0].imshow(a[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2000)\n", - "ax[1].imshow(b[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=-3000, vmax=1000)\n", - "ax[2].imshow(t1[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" + "ax[0].imshow(a[:,:], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=2000)\n", + "ax[1].imshow(b[:,:], cmap=\"gray\", origin=\"lower\", vmin=-3000, vmax=1000)\n", + "ax[2].imshow(t1[:,:], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=1.5);" ], "metadata": { "collapsed": false, diff --git a/demo/demo_fit_t2s.ipynb b/demo/demo_fit_t2s.ipynb index 7528376..98b7ad7 100644 --- a/demo/demo_fit_t2s.ipynb +++ b/demo/demo_fit_t2s.ipynb @@ -15,17 +15,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "execution_count": 1, + "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -55,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "outputs": [ { "data": { @@ -97,22 +88,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 0 ns\n", - "Fitted values (linear): s0 = 54.7, t2s = 0.0099 s\n", - "Wall time: 7.35 ms\n", - "Fitted values (non-linear): s0 = 91.8, t2s = 0.0083 s\n" + "Fitted values (linear): s0 = 77.2, t2s = 0.0089 s\n", + "Wall time: 0 ns\n", + "Fitted values (non-linear): s0 = 107.9, t2s = 0.0079 s\n" ] }, { "data": { "text/plain": "
", - "image/png": 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OyDhbYCNo1h/2/gLb58BZt3m6IhGRinyD7EdHPLHfM/2Ir2+F14ZhYLPZnNbGJZdcQr9+/RzvNWnSpEbtGoYB4Gg3NzeXW2+9lbvuuqvS55o1a8bJkydJSUkhJSWFjz/+mOjoaPbt20dKSgpFRUUVtg8Ort5RrKrq+d91Z/pndzq5ubmMGDGCp556qtJ75eHO1RRkXKHdsLIg84OCjIh4H8M441M83qhDhw7s37+f/fv3O47KbN68maysLDp27FitNkJDQyscrXGWnj17snnzZlq3bl3l+xs2bODo0aNMmTLFUfuqVaucXsephIWFkZCQwJIlSxxHggCWLFlC3759Afuf74cffkhBQYHjqMyyZcsqtNOzZ0+++OILmjdvjo+PZyKFTi25QtuyuQb2LNEsvyIiLpKcnEyXLl249tprSU1NZcWKFVx//fUMGjSo2qdjXGXChAn8+uuv3Hnnnaxdu5YdO3bw9ddfOwb7NmvWDD8/P15++WV+++03vvnmG/71r3+5tcYHHniAp556ihkzZrBt2zYmTpzI2rVrufvuuwG45pprMAyDm2++mc2bN/P999/z7LPPVmhj3LhxHDt2jNGjR7Ny5Up27drFnDlzuOmmmygtdc80JAoyrtC4NUS1Lpvld76nqxERqZcMw+Drr7+mUaNGDBw4kOTkZFq2bMmMGTM8XRpdu3Zl0aJFbN++nXPPPZcePXrwyCOPkJBgH2QdHR3NtGnT+Oyzz+jYsSNTpkypFBJc7a677mL8+PHcd999dOnShdmzZ/PNN9/Qpk0bAEJCQvj222/ZsGEDPXr04J///GelU0jlR3VKS0sZOnQoXbp04Z577iEiIgKLxT0RwzDNGlwPV4fk5OQQHh5OdnY2YWFh7tvxnH/C0leg69Uw6g337VdE5A8KCgrYvXs3LVq0qDBoU8Qb/Nnfz+r+fnv0iMzkyZPp06cPoaGhxMTEMHLkSLZt21Zhm8GDB2MYRoXlttvqwLiT8tsVaJZfERERl/FokFm0aBHjxo1j2bJlzJ07l+LiYoYOHVph5kOAm2++mcOHDzuWp59+2kMVn4HEsyAgAvKPwf4Vnq5GRESkXvLoVUv/OxXytGnTiImJYfXq1QwcONCxPigoiLi4OHeXVztWH2hzAWz4zH71UlL/039GREREzohXDfbNzs4GIDIyssL6jz/+mMaNG9O5c2cmTZpEXl7eKdsoLCwkJyenwuIx5aeXtn5Xo6m5RURE5M95zTwyNpuNe+65hwEDBtC5c2fH+muuuYakpCQSEhJYv349EyZMYNu2bcycObPKdiZPnszjj3vJrQFaXwBWPzi6E45sh+h2nq5IRESkXvGaIDNu3Dg2btxY6c6et9xyi+N5ly5diI+P5/zzz2fXrl20atWqUjuTJk1i/Pjxjtc5OTkVpq92q4AwaDEIds6FLd8qyIiIiDiZV5xauvPOO5k1axYLFiygadOmf7pt+VTSO3furPJ9f39/wsLCKiwe1eFi++PWWZ6tQ0REpB7yaJAxTZM777yTL7/8kp9++okWLVqc9jNr164F3HcPh1prdyFgwKE1kH3A09WIiIjUKx4NMuPGjeOjjz7ik08+ITQ0lLS0NNLS0sjPzwfsd87817/+xerVq9mzZw/ffPMN119/PQMHDqx0R1SvFRIDiWU3JNv6vWdrERERqWc8GmRee+01srOzGTx4MPHx8Y6lfHppPz8/5s2bx9ChQ2nfvj333Xcfl19+Od9++60nyz5zjtNLdaxuEREvdOONNzJy5Ei37/exxx6je/fubt+v/DmPDvY93d0REhMTWbRokZuqcaH2F8GPD9lvIpl3DIIiT/8ZEREvU2orJTUjlcy8TKKDoukZ0xOrxer2Ol588cXT/n5Iw+E1Vy3Va5EtIaYTZGyC7XOg+2hPVyQickbm7Z3HlBVTSM9Ld6yLDYplYt+JJCclu7WW8PBwt+5PvJtXXLXUIOjqJRGpo+btncf4heMrhBiAjLwMxi8cz7y981yy388//5wuXboQGBhIVFQUycnJnDx5stKppRMnTnDttdcSHBxMfHw8zz//PIMHD+aee+5xbNO8eXOefPJJxowZQ2hoKM2aNePNN9+ssL8JEybQtm1bgoKCaNmyJQ8//DDFxcUu6Zs4j4KMu7QvCzI750PRqWcmFhHxJqW2UqasmIJJ5VM55eueWvEUpU6+Oe7hw4cZPXo0Y8aMYcuWLSxcuJBRo0ZVeUpp/PjxLFmyhG+++Ya5c+eyePFiUlNTK2333HPP0bt3b9asWcMdd9zB7bffXuFGxaGhoUybNo3Nmzfz4osv8tZbb/H88887tV/ifAoy7hLXBcKbQUk+7PrJ09WIiFRLakZqpSMxf2RikpaXRmpG5eBQG4cPH6akpIRRo0bRvHlzunTpwh133EFISEiF7U6cOMH777/Ps88+y/nnn0/nzp157733KC2tHKwuvPBC7rjjDlq3bs2ECRNo3LgxCxYscLz/0EMPcfbZZ9O8eXNGjBjB/fffz6effurUfonzKci4i2Ho9JKI1DmZeZlO3a66unXrxvnnn0+XLl244ooreOuttzh+/Hil7X777TeKi4vp27evY114eDjt2lWeSf2P03YYhkFcXBwZGRmOdTNmzGDAgAHExcUREhLCQw89xL59+5zaL3E+BRl3Kj+9tO0HKC3xbC0iItUQHRTt1O2qy2q1MnfuXH744Qc6duzIyy+/TLt27di9e3eN2/T19a3w2jAMbDYbAEuXLuXaa6/lwgsvZNasWaxZs4Z//vOfFBUV1aof4noKMu7U7CwIagwFWbBnsaerERE5rZ4xPYkNisXAqPJ9A4O4oDh6xvR0+r4Nw2DAgAE8/vjjrFmzBj8/P7788ssK27Rs2RJfX19WrlzpWJednc327dvPaF+//vorSUlJ/POf/6R37960adOGvXv3OqUf4loKMu5ksf5+emnzVx4tRUSkOqwWKxP7TgSoFGbKX0/oO8Hp88ksX76cJ598klWrVrFv3z5mzpxJZmYmHTp0qLBdaGgoN9xwAw888AALFixg06ZNjB07FovFgmFUHb6q0qZNG/bt28f06dPZtWsXL730UqXQJN5JQcbdOl5qf9wyS6eXRKROSE5KZurgqcQExVRYHxsUy9TBU10yj0xYWBg///wzF154IW3btuWhhx7iueeeY/jw4ZW2nTp1Kv379+fiiy8mOTmZAQMG0KFDBwICAqq9v0suuYR7772XO++8k+7du/Prr7/y8MMPO7NL4iKGWc+nR8zJySE8PJzs7GzP3wkb7OHl2TaQfwyu/wZaDvJ0RSJSjxUUFLB7925atGhxRj/sVfGWmX1P5+TJkzRp0oTnnnuOsWPHeroc+RN/9vezur/fmtnX3aw+9tNLqR/YTy8pyIhIHWG1WOkT18fTZVSyZs0atm7dSt++fcnOzuaJJ54A4NJLL/VwZeIOOrXkCY7TS9+CkyeREhFpiJ599lm6devmmP138eLFNG7c2NNliRvoiIwntBgEgY3gZCbs/RVanOvpikRE6qwePXqwevVqT5chHqIjMp5g9bXfERt09ZKIiEgtKMh4SsfL7I+bv9HpJRFxuXp+XYfUUc74e6kg4yktBkJAOJzMgH3LPF2NiNRT5bPZ5uXpZrXifcr/Xv7vrMtnQmNkPMXHz37LgrUf208vNR/g6YpEpB6yWq1EREQ47ikUFBR0RhPFibiCaZrk5eWRkZFBREQEVmvNL+NXkPGkjiPLgsw3MOwpsOgAmYg4X1xcHECFGySKeIOIiAjH38+aUpDxpJaDwT8cctNg/zJIOtvTFYlIPWQYBvHx8cTExFBcXOzpckQA++mk2hyJKacg40k+ftD+Qlj3X9j0lYKMiLiU1Wp1yg+HiDfRuQxP61R+9dJXunpJRETkDCnIeFrLIRAQAbnpsOcXT1cjIiJSpyjIeJqP3++3LNj4uWdrERERqWMUZLxBl7/YHzd/AyVFnq1FRESkDlGQ8QZJAyAkDgqyYNd8T1cjIiJSZyjIeAOL9fdBvxt0eklERKS6FGS8RfnppW3fQ9FJz9YiIiJSRyjIeIsmvaBRcyjOg20/eLoaERGROkFBxlsYBnS+3P584xeerUVERKSOUJDxJp3LTi/tmAv5xz1bi4iISB2gIONNYjtCTEewFcOWbz1djYiIiNdTkPE25aeXdPWSiIjIaSnIeJvyILNnMZxI92wtIiIiXk5BxttEtoAmvcG0adCviIjIaSjIeKNuV9sf1/3Xs3WIiIh4OQUZb9RpFFh8IG09ZGzxdDUiIiJeS0HGGwVHQZsU+/N10z1bi4iIiBdTkPFW3a6yP67/FGylnq1FRETESynIeKu2wyAgHE4csl/BJCIiIpUoyHgrH3/7WBmAdTM8W4uIiIiXUpDxZuVXL235RnfEFhERqYKCjDdL7Ge/I3ZRLmz9ztPViIiIeB0FGW9mGNC1fE4ZXb0kIiLyvxRkvF351Uu/LYATaZ6tRURExMsoyHi7yJb2U0ymDTZ85ulqREREvIqCTF3QteyozLrpYJqerUVERMSLKMjUBZ1HgdUf0jfC4XWerkZERMRrKMjUBYGNoMMI+/M1H3m2FhERES+iIFNX9Pir/XHDp1Bc4NlaREREvISCTF3RYhCEJ0JBNmyd5elqREREvIJHg8zkyZPp06cPoaGhxMTEMHLkSLZt21Zhm4KCAsaNG0dUVBQhISFcfvnlpKene6hiD7JYoPu19udrPvRsLSIiIl7Co0Fm0aJFjBs3jmXLljF37lyKi4sZOnQoJ0/+Ph3/vffey7fffstnn33GokWLOHToEKNGjfJg1R7U/Rr742+L4Phez9YiIiLiBQzT9J7reTMzM4mJiWHRokUMHDiQ7OxsoqOj+eSTT/jLX/4CwNatW+nQoQNLly7lrLPOOm2bOTk5hIeHk52dTVhYmNNqNU2ThdsyOatlFIF+Vqe1e1rvXwK7F8HgSTB4ovv2KyIi4kbV/f32qjEy2dnZAERGRgKwevVqiouLSU5OdmzTvn17mjVrxtKlS6tso7CwkJycnAqLK9z8wWpumraSz1bvd0n7p9TjOvvjmo/BZnPvvkVERLyM1wQZm83GPffcw4ABA+jcuTMAaWlp+Pn5ERERUWHb2NhY0tKqnq5/8uTJhIeHO5bExESX1DuwbWMA3lj0G8WlbgwUHS4G/3DI3gd7fnbffkVERLyQ1wSZcePGsXHjRqZPr93NESdNmkR2drZj2b/fNUdMruiVSFSwHwez8pm1/pBL9lEl30Docrn9ueaUERGRBs4rgsydd97JrFmzWLBgAU2bNnWsj4uLo6ioiKysrArbp6enExcXV2Vb/v7+hIWFVVhcIdDPyphzWgDw2sJd2GxuHGpUPqfM5m8g/7j79isiIuJlPBpkTNPkzjvv5Msvv+Snn36iRYsWFd7v1asXvr6+zJ8/37Fu27Zt7Nu3j/79+7u73Er+elYSIf4+bE/P5aetGe7bcUJPiOkIpYWw4XP37VdERMTLeDTIjBs3jo8++ohPPvmE0NBQ0tLSSEtLIz8/H4Dw8HDGjh3L+PHjWbBgAatXr+amm26if//+1bpiydXCA3259qxmAPxn4U7cdgGYYUDP6+3PV72nG0mKiEiD5dEg89prr5Gdnc3gwYOJj493LDNmzHBs8/zzz3PxxRdz+eWXM3DgQOLi4pg5c6YHq65o7IAW+FktpO7LYuUeN57m6XY1+ARAxiY4sMp9+xUREfEiHj+1VNVy4403OrYJCAjg1Vdf5dixY5w8eZKZM2eecnyMJ8SEBXB5L/u4nv8s3Om+HQc2gk6X2Z+vfs99+xUREfEiXjHYt667dWBLLAYs3JbJ5kOumbemSr1usj9unAn5We7br4iIiJdQkHGC5o2DubBLPACvL9rlvh0n9rUP+i3Jh/UzTr+9iIhIPaMg4yS3D24FwKz1h9h95ORptnYSw/j9qIwG/YqISAOkIOMknRLCOa99DDYT/rPAjWNlul4JPoGQuQX2r3DffkVERLyAgowT/f281gDMXHOQ/cfy3LPTwAjoXDbTrwb9iohIA6Mg40Q9mjXi3DaNKbWZ/GehG8fK9LrR/rjpS830KyIiDYqCjJPddX4bAD5fvZ9DWfnu2WnT3hDbGUoKYF3t7lUlIiJSlyjIOFmf5pGc1TKS4lLTfVcwGcbvR2U06FdERBoQBRkXKD8qM33lftJzCtyz065XgW8wHNkGexa7Z58iIiIepiDjAv1bRtE7qRFFJTbeWPSbe3YaEGa/bQHAijfds08REREPU5BxAcMwHEdlPlmxl8wThe7Zcd+b7Y9bv4Os/e7Zp4iIiAcpyLjIuW0a0y0xgoJiG28tdtNRmZgO0PxcMG26FFtERBoEBRkXMQyDe8qOynywdA8ZJ9w0VqbvLfbH1dOg2E37FBER8RAFGRca3C6a7mVHZV5f6KajMu0uhLAmkHcUNn/lnn2KiIh4iIKMCxmGwX1D2wLw0fK9pGW74QiJ1Qd6j7E/16BfERGp5xRkXOyc1o3p2zySohIbr7rrHkw9bwCrHxxcDQdWu2efIiIiHqAg42KGYXDvBfajMtNX7uOgO2b7DYmGTqPsz1e+5fr9iYiIeIiCjBv0bxXF2a2iKC41eeWnHe7Zafmg341fwMkj7tmniIiImynIuMn4sqMyn606wL6jbrgzdtNekNATSot0KbaIiNRbCjJu0rt5JAPbRlNiM3nJXUdl+t1mf1zxNpQUuWefIiIibqQg40blR2Vmph5gZ0au63fY6TIIiYPcNNg00/X7ExERcTMFGTfqnhhBcodYbCZMnbvN9Tv08YN+ZWNllr6qu2KLiEi9oyDjZg+ktMMw4PsNaazbn+X6Hfa6CXwCIW097F3i+v2JiIi4kYKMm7WLC+WyHk0AeGaOG47KBEVC99H250tfdf3+RERE3EhBxgPuTW6Lr9Xgl51H+GWHGy6NPusO++O2H+DoLtfvT0RExE0UZDwgMTKIa/slAfD0nK2Yrh670rgNtEkBTFj+umv3JSIi4kYKMh5y53mtCfKzsv5ANrM3prl+h/3Ljsqs+Qjyj7t+fyIiIm6gIOMhjUP8+du5LQF45sdtlJTaXLvDFoMgtjMU58Hq9127LxERETdRkPGgm89tQaMgX37LPMnnqw+4dmeG8ftYmRVvQmmxa/cnIiLiBgoyHhQa4Mu4Ia0BeH7edvKKSly7wy5/gZBYyDkIGz537b5ERETcQEHGw67rn0TTRoGk5xTy9uLdrt2Zj//vty1Y8iLYXHw6S0RExMUUZDzM38fKg8PaA/D6ol1knChw7Q57jwG/UMjcAjt+dO2+REREXExBxguM6BpPt8QI8opKeWGei28oGRgBvW+yP1/ygmv3JSIi4mIKMl7AMAz+eWEHAKav2MeO9BOu3eFZd4DVD/YthX3LXbsvERERF1KQ8RJ9W0QytKP9hpKTf9jq2p2FxUPXq+zPdVRGRETqMAUZLzJxeHt8LAY/bc3g150uvnXBgLsBA7Z9DxkuDk4iIiIuoiDjRVpGh3BNv2YA/Pv7LdhsLrx1QeM20P4i+/NfX3LdfkRERFxIQcbL3H1+G0L8fdh0KIcvUl08Sd4599of138K2Qdduy8REREXUJDxMlEh/tx5nn2SvKfnbCO30IWT5DXtTWnSAFb6Wfj+p3+wMm0lpbZS1+1PRETEyRRkvNBNA5qTFBVE5olCXl2w02X7mbd3HikBOYyJj2VCTipj5owh5YsU5u2d57J9ioiIOJOCjBfy97Hy0EUdAXhn8W72Hc1z+j7m7Z3H+IXjSS/KrrA+Iy+D8QvHK8yIiEidoCDjpZI7xHBO68YUldr49/ebndp2qa2UKSumYFJ5MHH5uqdWPKXTTCIi4vUUZLyUYRg8fHFHrBaDOZvSnXo5dmpGKul56ad838QkLS+N1IxUp+1TRETEFRRkvFi7uFD+WnY59hOzNlNS6pybPGbmZTp1OxEREU9RkPFy9yS3JTzQl61pJ/jvyv1OaTM6KNqp24mIiHiKgoyXaxTsx/gL2gLw3I/bOH6yqNZt9ozpSWxQLAZGle8bpklcUAw9Y3rWel8iIiKupCBTB1zbrxnt40LJyivm6Tnbat2e1WJlYt+JAJXCjFE2/ndCWBesFmut9yUiIuJKCjJ1gI/VwhOXdgZg+sp9rNufVes2k5OSmTp4KjFBMRXWx/qFMjXjCMnrZ0GR8y/7FhERcSbDNE0X3tDH83JycggPDyc7O5uwsDBPl1Mr42esZeaag3RtGs6XdwzAaqn61NCZKLWVkpqRSmZeJtFB0fSM6oL11T6QtQ+G/h+c/XcnVC4iInJmqvv7rSMydcjEC9sT6u/D+gPZzHDSwF+rxUqfuD5c2PJC+sT1weobAAMftL/5y/NQeMIp+xEREXGFageZHj160LNnz2ot1fXzzz8zYsQIEhISMAyDr776qsL7N954I4ZhVFiGDRtW7fbrm5jQAO4tG/j79JytThn4W6VuoyGyJeQdheVvuGYfIiIiTuBT3Q1Hjhzp9J2fPHmSbt26MWbMGEaNGlXlNsOGDeO9995zvPb393d6HXXJ9f2T+HTVframneDpOduYPKqL83di9YFBE+HLW+DXl6HvzRAQ7vz9iIiI1FK1g8yjjz7q9J0PHz6c4cOH/+k2/v7+xMXFOX3fdVX5wN8r31jK9JX7uKpPIt0TI5y/oy5/gcXPwZFtsPQ/MGSS8/chIiJSS14/RmbhwoXExMTQrl07br/9do4ePfqn2xcWFpKTk1NhqW/6tohkVI8mmCb8Y+YGp834W4HF+nt4WfYfyDvm/H2IiIjUUo2CTGlpKc8++yx9+/YlLi6OyMjICouzDBs2jA8++ID58+fz1FNPsWjRIoYPH05p6alvZjh58mTCw8MdS2JiotPq8Sb/uKgD4YG+bD6cw7Rf97hmJx0uhdjOUJhjP8UkIiLiZWoUZB5//HGmTp3KVVddRXZ2NuPHj2fUqFFYLBYee+wxpxV39dVXc8kll9ClSxdGjhzJrFmzWLlyJQsXLjzlZyZNmkR2drZj2b/fOVf3eJvGIf7848L2ADz343YOHHfBnC8WCwz5h/358tchV/deEhER71KjIPPxxx/z1ltvcd999+Hj48Po0aN5++23eeSRR1i2bJmza3Ro2bIljRs3ZufOnafcxt/fn7CwsApLfXVl70T6togkv7iUR7/ehEumBGp3IST0gOI8++XYIiIiXqRGQSYtLY0uXexXy4SEhJCdnQ3AxRdfzHfffee86v7HgQMHOHr0KPHx8S7bR11iGAZPXtYZX6vB/K0ZzNmU5oqdwJCH7M9XvgVZ9fMIl4iI1E01CjJNmzbl8OHDALRq1Yoff/wRgJUrV57R5dG5ubmsXbuWtWvXArB7927Wrl3Lvn37yM3N5YEHHmDZsmXs2bOH+fPnc+mll9K6dWtSUlJqUna91DomlNsHtQLg0W82caKg2AU7OR+anwulRbBwsvPbFxERqaEaBZnLLruM+fPnA/D3v/+dhx9+mDZt2nD99dczZsyYarezatUqevToQY8ePQAYP348PXr04JFHHsFqtbJ+/XouueQS2rZty9ixY+nVqxeLFy9u8HPJ/K87hrSmeVQQ6TmFPOuEm0pWYhiQ/Jj9+dpPIH2z8/chIiJSA06519LSpUtZunQpbdq0YcSIEc6oy2nq072W/syvO49wzdvLMQz47Nb+9G7uvKvHHGZcB1u+gbbD4Zrpzm9fRESkTHV/v3XTyHrkgc/W8dnqA7SKDua7u84lwNfq3B0c2QGv9gOzFG6aDUn9ndu+iIhImer+fld7Zt//tWPHDhYsWEBGRgY2W8UJ2R555JGaNiu18NBFHVm4PZNdmSd5+acdPJDS3rk7aNwGel4Hq6fBvEdhzBz7aScREREPqdERmbfeeovbb7+dxo0bExcXh/GHHzPDMEhNTXVqkbXRkI7IAMzZlMatH67GajH4etwAOjdx8j2Scg7DSz2gJB+u/gTaX+Tc9kVERHDxqaWkpCTuuOMOJkyYUKsi3aGhBRmAcR+n8t2Gw3SMD+PrOwfga3XynSjmP2G/D1N0e7htif0mkyIiIk5U3d/vGv3CHT9+nCuuuKLGxYlrPXZJJyKC7LcvePPn35y/gwF3Q2AjyNwKaz50fvsiIiLVVKMgc8UVVzjmjhHvEx3qz6MjOgLw4rwd7Mw44dwdBITDoLKjcQv+DYVObl9ERKSaanROoHXr1jz88MMsW7aMLl264OvrW+H9u+66yynFSc2N7N6Eb9YeYsG2TO77bD1f3NYfH2eeYurzN1j5NhzdCYunQvKjzmtbRESkmmo0RqZFixanbtAw+O03F5zOqKGGOEam3OHsfIY+/zMnCkp4IKUd44a0du4Otn4P00eD1R/+vgoimjm3fRERabA0j0yZhhxkAGamHmD8p+vwtRp8c+c5dIh34p+BacL7I2DPYuh8OfzlXee1LSIiDZpLB/tK3XFZjyZc0DGW4lKT8Z+uo6jEdvoPVZdhQMqTgAEbv4D9K5zXtoiISDXUaIzM+PHjq1xvGAYBAQG0bt2aSy+9lMhIF0yTL2fEfofsLqzac4wth3N4+acd3De0nfN2EN8VelwLaz6COf+AsXM1SZ6IiLhNjU4tDRkyhNTUVEpLS2nXzv6juH37dqxWK+3bt2fbtm0YhsEvv/xCx44dnV70mWjop5bKfbf+MOM+ScVqMZh5+9l0S4xwXuMn0uClnlB8Ei5/B7r8xXlti4hIg+TSU0uXXnopycnJHDp0iNWrV7N69WoOHDjABRdcwOjRozl48CADBw7k3nvvrXEHxLku6hrPxV3jKbWZjP90LQXFpc5rPDQOzin7ruc+CkUnnde2iIjIn6jREZkmTZowd+7cSkdbNm3axNChQzl48CCpqakMHTqUI0eOOK3YmtARmd8dP1nE0Bd+JvNEITf0T+LxSzs7r/HifHilL2Tvg4EPwHkPOa9tERFpcFx6RCY7O5uMjIxK6zMzM8nJyQEgIiKCoqKimjQvLtIo2I9n/tIVgPeX7mXBtsrfYY35BsKwJ+3Pl7wIx7znEnwREam/anxqacyYMXz55ZccOHCAAwcO8OWXXzJ27FhGjhwJwIoVK2jbtq0zaxUnGNwuhhvPbg7AA5+t52huofMab38xtDoPSotg9j+c166IiMgp1CjIvPHGG5x//vlcffXVJCUlkZSUxNVXX83555/P66+/DkD79u15++23nVqsOMfE4e1pGxvCkdxCJnyxAadNJWQYMOwpsPjA9h9g+xzntCsiInIKtZoQLzc31zGLb8uWLQkJCXFaYc6iMTJV23woh5GvLqGo1MaTl3Xhmn5OnJX3x4fh15egUQu4Yxn4BjivbRERaRDcMiFeSEgIXbt2pWvXrl4ZYuTUOiaE8UCK/dL5f83azK7MXOc1PuhBCImD47th6SvOa1dEROR/VPuIzKhRo5g2bRphYWGMGjXqT7edOXOmU4pzBh2ROTWbzeS6d5ezZOdROjcJ44vbz8bfx+qcxtd/CjNvBt8gGLcCIhKd066IiDQITj8iEx4ejlE2Y2t4ePifLlI3WCwGz13RnUZBvmw8mMOUH7Y6r/EuV0Czs6E4D2ZPdF67IiIif1CjMTL5+fnYbDaCg4MB2LNnD1999RUdOnQgJSXF6UXWho7InN5PW9MZM20VAG9d35sLOsY6p+H0zfDGuWArgav/C+0vdE67IiJS77l8Zt8PP/wQgKysLM466yyee+45Ro4cyWuvvVazisVjzmsfy9hzWgDwwOfrOJSV75yGYzvC2X+3P//+ASh04jgcERERahhkUlNTOffccwH4/PPPiY2NZe/evXzwwQe89NJLTi1Q3GPCsPZ0aRJOVl4xd09fQ0mpk+6SPfBBiEiCnAOwcLJz2hQRESlToyCTl5dHaGgoAD/++COjRo3CYrFw1llnsXfvXqcWKO7h52Ph5dE9CPH3YeWe47w0f4eTGg6Ci56zP1/2GqRtcE67IiIi1DDItG7dmq+++or9+/czZ84chg4dCkBGRobGodRhzRsH8+/L7PdfennBThbvyHROw20ugI4jwSyFb+8BmxNvWCkiIg1ajYLMI488wv3330/z5s3p168f/fv3B+xHZ3r06OHUAsW9Lu3ehKv7JGKacPf0tRzOdtJ4mWFTwD8MDq6C1e85p00REWnwajyzb1paGocPH6Zbt25YLPY8tGLFCsLCwmjfvr1Ti6wNXbV05gqKSxn1n1/ZfDiHns0imHFrf3yttZo70W75m/DDA/ZAc8cyCG9S+zZFRKRecvnMvnFxcfTo0cMRYgD69u3rVSFGaibA18prf+1JaIAPqfuynDe/TJ+x0LQPFObAd+PBWfd4EhGRBssJ/5st9VFSVDDPXtENgHd+2c0PGw7XvlGLFS55Bax+sH02bPi89m2KiEiDpiAjp5TSKY5bBrYE4IHP17P7yMnaNxrT3n5JNsAPD0KukwYUi4hIg6QgI3/qgZR29GneiNzCEm79cBUnC0tq3+g590BsF8g/Zg8zIiIiNaQgI3/K12rhlWt6Eh3qz/b0XB78fD01HB/+O6svXPoKGFbYNBO2fuecYkVEpMFRkJHTig0L4LVre+JrNfhuw2FeX/Rb7RtN6A4D7rI/nzUe8o/Xvk0REWlwFGSkWno3j+TREZ0AeHrOVhZtd8LYlkETIaoN5KbBD7pDtoiInDkFGam2a/s146re9sny7vrvGvYdzatdg74BMPI/YFhg/XTY8q1zChURkQZDQUaqzTAMnhjZie6JEWTnF3PLh6vIK6rl4N/EvjDgHvvzb+/RVUwiInJGFGTkjPj7WHn9r71oHOLP1rQTjJ+xDputloN/B0+E2M6QdwS+vVsT5YmISLUpyMgZiwsP4I3reuJntTB7UxrPz9teuwZ9/OGyN8DiC9u+g3X/dU6hIiJS7ynISI30Sopk8qguALz8006+Xnuwdg3GdYYh/7A//2ECZO2vZYUiItIQKMhIjV3eqym3Dvp95t+1+7Nq1+CAu6FpX/u9mL6+A2y22hcpIiL1moKM1MqDKe05v30MRSU2bv5gFYez82vemMUKl70OvkGw+2dY+rLzChURkXpJQUZqxWoxeHF0D9rFhpJ5opC/vV/L2xhEtYJhU+zP5z8BB1OdU6iIiNRLCjJSayH+Prx9Q2+igv3YdCiHv/93DSWltTgt1PN66HAJ2Ergi79BYa7zihURkXpFQUacIjEyiLdv6I2/j4WftmbwxKzNNb8nk2HAiBchrAkc2wWzJzi3WBERqTcUZMRpejRrxAtXdccw4IOle3nnl901bywoEka9CRiw5iPYONNpdYqISP2hICNONbxLPP8Y3gGAf3+/hdkb02reWPNz4Nz77M+/vQey9tW+QBERqVcUZMTp/nZuC647KwnThHtmrCF1Xy3ubD14IjTpDYXZ8PlYKC12XqEiIlLnKciI0xmGwaMjOnJe+xgKim2MmbaSnRk1HLBr9YW/vAP+4XBgBcx7zKm1iohI3aYgIy7hY7XwyjU96JYYQVZeMTe8u4K07IKaNdaoOYx81f586Suw9ftKm5TaSlmZtpLvf/uelWkrKbWV1rx4ERGpMzwaZH7++WdGjBhBQkIChmHw1VdfVXjfNE0eeeQR4uPjCQwMJDk5mR07dnimWDljQX4+vHdjH1o2DuZgVj43vLuC7PwanhrqMALOusP+/Kvb4Phex1vz9s4j5YsUxswZw4TFExgzZwwpX6Qwb+88J/RCRES8mUeDzMmTJ+nWrRuvvvpqle8//fTTvPTSS7z++ussX76c4OBgUlJSKCio4f/Zi9tFBvvx/pi+xIT6sy39BDd/sIqC4hoeLUl+HJr0goJs+PwmKCli3t55jF84nvS89AqbZuRlMH7heIUZEZF6zjBrPNmHcxmGwZdffsnIkSMB+9GYhIQE7rvvPu6//34AsrOziY2NZdq0aVx99dVVtlNYWEhhYaHjdU5ODomJiWRnZxMWFubyfkjVNh/K4ao3lnKisISUTrG8ek1PfKw1yNFZ++D1c6Egi9K+t5JyMrVSiClnYBAbFMvsy2djtVhr2QMREXGnnJwcwsPDT/v77bVjZHbv3k1aWhrJycmOdeHh4fTr14+lS5ee8nOTJ08mPDzcsSQmJrqjXDmNjglhvHl9b/ysFuZsSmfizA3YbDXI0BHN4LI3AEhdP+2UIQbAxCQtL43UDN3mQESkvvLaIJOWZp9/JDY2tsL62NhYx3tVmTRpEtnZ2Y5l//79Lq1Tqq9/qyhevqYHVovB56sP1Hz233bD4Jx7ybRW7yhLZl7mme9DRETqBK8NMjXl7+9PWFhYhUW8R0qnOJ75S1cApv26h+fn1XDw9nkPEx3TtVqbRgdF12wfIiLi9bw2yMTFxQGQnl7x1EF6errjPambRvVsyhOXdgLgpfk7eHvxb2feiMVKz798RKwNjFMc1TEwiAuKo2dMz9qUKyIiXsxrg0yLFi2Ii4tj/vz5jnU5OTksX76c/v37e7AycYbr+zfngZR2APzfd1v474ozv/2ANTiaiT3uBiqHGQMDgAl9J2igr4hIPebRIJObm8vatWtZu3YtYB/gu3btWvbt24dhGNxzzz383//9H9988w0bNmzg+uuvJyEhwXFlk9Rtdwxuxa0DWwLwjy838NmqMx/PlNz9b0xtcQUxpRUv6Y4NimXq4KkkJyWf4pMiIlIf+Hhy56tWrWLIkCGO1+PHjwfghhtuYNq0aTz44IOcPHmSW265haysLM455xxmz55NQECAp0oWJzIMg4nD21NYYmPar3t48Iv1+FgNLuvR9IzaSR70KENyc0nd8D6Z/sFEpzxFz/aX60iMiEgD4DXzyLhKda9DF88xTZOHvtrIx8v3YTHgpdE9uLhrwpk1UloMH42C3T9DeDO4+ScI0SBfEZG6qs7PIyMNh2EY/OvSzlzVOxGbCXdPX8vsjYfPrBGrL1zxPkS2hOx9MOOvUFJ4+s+JiEidpiAjXsFiMZg8qgujejah1GZy5ydrzjzMBEXC6Bn2O2XvXwaz7oX6fcBRRKTBU5ARr2GxGDzzl25c2j2BEpvJuE/WMGv9oTNrJLotXPEeGBZY+7H9btkiIlJvKciIV7FaDKZe2d1xZOau/67h67UHz6yR1udDymT78x8fhq3fOb9QERHxCgoy4nWsZUdmruzdFJsJ985Yy8zUA2fWSL9boddNgAmfj4UDq11Sq4iIeJaCjHglq8VgyqiujO7bDJsJ9322jhkrz2DSPMOAC5+F1hdAST58ciUc2+26gkVExCMUZMRrWSwG/x7Zmev7J2GaMOGLDWd2OwOrj328TFxXyDsCH18BecdcV7CIiLidgox4NYvF4PFLOjlmAP6/77bwwrzt1b9rtn8oXPMphCfC0R0w/RooLnBhxSIi4k4KMuL1ymcAvn9oWwBemLeD//tuS/XDTFg8XPuZ/bLsfUvhy1vBVnr6z4mIiNdTkJE6wTAM7jyvDY+N6AjAO7/sZuIXGygptVWvgZgOcPVHYPGFzV/B9w9ojhkRkXpAQUbqlBsHtOCZv3TFYsCMVfu54+NUCoqreXSlxUC4/C3AgFXvwMIpLq1VRERcT0FG6pwreifyn2t74udj4cfN6Vz/zgqy84ur9+FOl8FFz9qfL5oCy990XaEiIuJyCjJSJw3rHM8HY/oS6u/Dij3HuOqNpaTnVHMQb5+/weB/2J//8CBs+Nx1hYqIiEspyEiddVbLKD69rT8xof5sTTvBqP/8yq7M3Op9eNCD0PcWwLQP/t3+o0trFRER11CQkTqtQ3wYX9x+Ni0bB3MwK5/LX/uVFburMVeMYcCwp6DzX8BWYr9b9m8LXV6viIg4l4KM1HmJkUF8dlt/ejSLICuvmL++vZxv1lXjZpMWC1z2OrS7CEoL4b+jYd8y1xcsIiJOoyAj9UJUiD//vfkshnWKo6jUxl3/XcN/Fu48/VwzVl/77L+tzoPiPPjoL3BQ92USEakrFGSk3gjwtfLqtT352zktAHh69jb+8eVGik8314yPP1z1MSSdA0Un4MNRkLbRDRWLiEhtKchIvWK1GDx0cUcev6QTFgP+u2IfN763gqy8oj//oF8QXDMdmvaBgiz44BJI3+SWmkVEpOYUZKReuuHs5rx5XW+C/aws2XmUy6pzRZN/KFz7OcR3h7yjMO1iSNvglnpFRKRmFGSk3kruGMvnt59Nk4hAdh85yWWvLuGXHUf+/EOBEXD915DQE/KPwfsj4PB6t9QrIiJnTkFG6rUO8WF8fecAeiU1IqeghBveW8EHS/f8+SDgwAi4/ito0hvyj9vDzKG1bqpYRETOhIKM1HuNQ/z5+G/9GNWjCaU2k0e+3sSDn6//83s0BYTDdTMrjpnR1UwiIl5HQUYahABfK89d2Y1/XNgeiwGfrT7AVW8u43B2/p98KBz+OhMS+0FBNrx/Cez5xX1Fi4jIaSnISINhGAa3DGzF+2P6EhHky7r9WYx4eQkr9/zJTMABYfYw02IgFOXCR5frdgYiIl5EQUYanHPbRPPNuHNoHxfKkdxCRr+5jPeW7D71uBn/ELjmM2g7HEoKYPpo2DjTvUWLiEiVFGSkQWoWFcTMO85mRLcESmwmj3+7mb//dw25hSVVf8A3AK768Pd7M30xFlI/cG/RIiJSiYKMNFhBfj68dHV3Hrm4Iz4Wg1nrD3PpK7+wPf1E1R+w+sKoN6HnDWDa4Ju/w+Ln4HS3QRAREZdRkJEGzTAMxpzTghm3nkVcWAC7Mk9y6StL+GrNwao/YLHCiBdhwD321/OfgB8eBNufXAElIiIuoyAjAvRKimTWXecwoHUU+cWl3DNjLQ9+vo68oipONRkGXPA4DJsCGLDiTfj8JigucHvdIiINnYKMSJnGIf58MKYfd53fBsOAT1cd4NJXlrAt7RSnms66Hf7yDlj9YPPX9iua8rPcWrOISEOnICPyB1aLwfgL2vLx3/oRE+rPjoxcLnnlF/67Yl/VVzV1vtx+fya/UNj7C7ybAsf3ur9wEZEGSkFGpApnt2rM93efy8C20RSW2Jg0cwPjPkmt+i7aLQfBmB8gNB4yt8Lb58OBVe4vWkSkAVKQETmFxiH+TLuxDxOHt8fHYvD9hjSGvbCYX3dWcePJuC5w80/2x5OZMO0i2PSV22sWEWloFGRE/oTFYnDboFbMvONsWjYOJi2ngGvfWc7k77dQWPI/VyqFJcBNs6FNin3ivM9ugF+e1+XZIiIupCAjUg1dm0Yw665zGN23GaYJb/z8G5e9+itb03IqbugfAqP/C/1us7+e9xh8eSsU/8k9nUREpMYUZESqKcjPh8mjuvDmdb1oFOTL5sM5XPLyEl5buItS2x+OulisMPwpuPBZMKywfga8NxxyDnmueBGRekpBRuQMDe0Ux5x7B3J++xiKSm08NXsrV7z+K7uPnKy4Yd+b4fqvIDASDq2BNwfD/pWeKFlEpN5SkBGpgZjQAN6+oTfP/KUrof4+pO7LYviLP/Pekt3Y/nh0psVAuGUBxHSC3HSYdqHu0SQi4kQKMiI1ZBgGV/ROZPa9Azm7VRQFxTYe/3YzV76xlF2Zub9v2Kg5jP0R2l8MpUX2ezR9fadmAhYRcQIFGZFaahIRyEdj+/HvyzoT4u/Dqr3HGf7iYv6zcCclpTb7Rv4hcOWHcN7DYFhgzYfw7lA4vsejtYuI1HWGWeV0pfVHTk4O4eHhZGdnExYW5ulypJ47mJXPP2ZuYNH2TAA6NwljyqiudG4S/vtGuxbAF2Mh7ygERMDlb0ObCwAotZWSmpFKZl4m0UHR9IzpidVi9UBPREQ8q7q/3woyIk5mmiZfpB7kiW83kVNQgsWAmwa0YPwFbQn297FvlLXfPs/MwdX21+fcy7xWZzFl1bOk56U72ooNimVi34kkJyV7oCciIp6jIFNGQUY8JeNEAf+atYVv19kvu24SEcgTl3bi/A6x9g1KCmHOP2Dl28wLCmR8TDSmUbENA/uKqYOnKsyISIOiIFNGQUY8bcG2DB7+aiMHjtsnxUvpFMsjIzrRJCIQgNKNX5Cy4hHSLQYYRqXPGxjEBsUy+/LZOs0kIg1GdX+/NdhXxMWGtIth7r2DuHVQS6wWgzmb0kl+bhH/WbiTohIbqY2bkW61VBliAExM0vLSSM1IdXPlIiLeT0FGxA0C/axMGt6B7+86l74tIskvLuXp2dsY9uLPLP5tV7XayMzLdHGVIiJ1j4KMiBu1iwtlxi1n8fxV3Wgc4s9vmSd5dV5GtT4bHRTt4upEROoeBRkRNzMMg8t6NGX+fYO48ezmUNASW3H4KW+SbZgmcaaVnv6N3VqniEhdoCAj4iHhgb48dkknfrh7EC2MawAqhZnyUTMTMtKwvnYurJ5WeSMRkQbMq4PMY489hmEYFZb27dt7uiwRp2obG8q3Y27nptaPYrFFVHgvwi+aqb0nkhzVFYpOwLd3w0eXQ/YBzxQrIuJlfDxdwOl06tSJefPmOV77+Hh9ySJnzDAM7jvnL9ze9xIm//Q9X23YSl5+ECfyWvBJYRxJF35Km90fwfwnYNd8+E9/SHkSevz1lFc7iYg0BF59RAbswSUuLs6xNG785+MECgsLycnJqbCI1BVBfn78a9hIFt0xnuu6n4+PxcpPWzNIeWkJEw4NJOOv86BJbyjMgW/uhA8ugWO/ebpsERGP8fogs2PHDhISEmjZsiXXXnst+/bt+9PtJ0+eTHh4uGNJTEx0U6UizhMZ7Mdjl3Tix3sHMrRjLDYTZqzaz7nvHGRKwgvkD3oUfAJh98/2ozO/vAClJZ4uW0TE7bx6Zt8ffviB3Nxc2rVrx+HDh3n88cc5ePAgGzduJDQ0tMrPFBYWUlhY6Hidk5NDYmKiZvaVOm313mM89cM2Vuw5BkBYgA8P9PXjmoypWPf8bN8oriuMeAGa9PJcoSIiTlIvb1GQlZVFUlISU6dOZezYsdX6jG5RIPWFaZos3JbJU7O3sjXtBABRQb48124zg3Y/j1GQBRjQewyc/zAENvJovSIitVEvb1EQERFB27Zt2blzp6dLEXE7wzAY0j6G7+86lxeu6k7zqCCO5hVz45o2DC95jl3xFwEmrHoHXu4Na/+rS7VFpN6rU0EmNzeXXbt2ER8f7+lSRDzGYjEY2aMJ88YP4unLu9IkIpCtuYGcv/ta7vB5gqzglpB3BL66Dd67EA6v83TJIiIu49Wnlu6//35GjBhBUlIShw4d4tFHH2Xt2rVs3ryZ6OjqTdeuU0tS3xWV2Ph01X5eXbCTw9kF+FLCXUE/chuf42srAAzodQOc9zAEa3ZgEakb6sWppQMHDjB69GjatWvHlVdeSVRUFMuWLat2iBFpCPx8LPz1rCQWPjCYJy/rQkxEKM/lXcjAvGeYbQwATPuMwC/1hKX/gdJiT5csIuI0Xn1Exhl0REYamuJSGzNTD/Dqgl3sO5ZHH2Mrj/t9SEdjt32DqNaQ/Di0v0iT6YmI16qXVy3VhIKMNFQlpTa+23CY/yzYxY70bK60LuQBn0+JMsomiWzWH4b+G5rqcm0R8T4KMmUUZKShs9lMFmzL4D8Ld7Ft70Fu9ZnF36zfE2gUAWB2GoVx3kMQ1crDlYqI/E5BpoyCjIidaZqs2nucN3/+jY1bNjPe+hmXWxdjMUxshhWz+1+xDpkIYQmeLlVEREGmnIKMSGW7MnN5e/FuNqUu4W5jOudb1wBQYvGnuNffCBx8HwRHebhKEWnIFGTKKMiInNqR3EI+Wb6P9b/O5pbiD+lr2QZAgSWQnC5jiEm5H4IiPVyliDRECjJlFGRETq+oxMZ36w+ybuEX/CXrPTpb9gCQbwSyt/V1tBjxIP5hmvZARNxHQaaMgoxI9ZmmSereY6TO/YQBB96io7EXgJMEsD7+LzQZdj/Nklp4uEoRaQgUZMooyIjUTGZOAStmf0ibLa/Q1twDQIHpy88hw7Ceezfn9u6Fn49Xz6kpInWYgkwZBRmR2ikpKWXDws8IXfECrYu2AFBsWpltOYdDHf7GkEFDaBsbWuEzpbZSUjNSyczLJDoomp4xPbFarJ4oX0TqKAWZMgoyIk5immRumEfe/KdIyl7pWL2wtBs/RV5Fh7Mv5qJuCaxIX8SUFVNIz0t3bBMbFMvEvhNJTkr2ROUiUgcpyJRRkBFxvpL9qzj647NE75+DBRsAG23NeTqoB2viV1fa3sB+K4Spg6cqzIhItdSLm0aKiHfySexN7NjpWO5KJb/7WIotAXSw7OFQ9HKo4v+NTOzrnlrxFKW2UneXKyL1mIKMiNRcZAsCR07F9/4trD77FtJ9fE55I0oTk7S8NFIzUt1cpIjUZwoyIlJ7QZEcaT2kWptO+noJ7/yym7TsAhcXJSINgY+nCxCR+iE6qHoT5g0+8iNffOfL/33XnD7NIxnRNZ6UTnHEhAW4uEIRqY802FdEnKLUVkrKFylk5GU4xsT8kWFCbGkJs/cfwgqss7VkeukQvik9mzwjkD5JkQzvEsewznHEhwe6vwMi4lV01VIZBRkR95m3dx7jF44HqBBmHFcttb+J5L1rYet3YCsGoAB/vivtw+elg1hm64CJhW6JEQztGEtKpzhax4S4vR8i4nkKMmUUZETca97eeZXmkYkLimNC3wm/X3qdmwnrp8Pq9+HoDsd2GZYYphcNYGbpOewx4wFoGR1MSqc4kjvE0D2xEVZL1YOJRaR+UZApoyAj4n7VntnXNOHASlj7MWycCYU5jrd2+bXnk/x+fF18FkcIByAq2I8h7WNI7hDLOW0aE+KvYX4i9ZWCTBkFGZE6ojjffspp7Sfw2wIw7RPt2QwrW4N68cnJ3nxT0IMcggHwtRr0axHF4HbRnNc+hhaNgzFOcem3iNQ9CjJlFGRE6qDcDPsRmvUz4NDv887YLH7sCO3LpwV9mJ7dmZP8Pig4KSqIgW2iGdQ2mv6togjW0RqROk1BpoyCjEgdd2QnbJppDzaZWxyrbVZ/9jfqx+zSvryZ0Y6jpcGO93ytBr2SGnFum2jOad2Yzk3CNbZGpI5RkCmjICNSj6RvtoeaTV/C0Z2O1abFh6PRZ/Gr71lMO9KB1KyKl2+HB/pydqsoBrRuzIDWjWkeFaTTUCJeTkGmjIKMSD1kmpCxBbZ8A5u/gYxNFd4ujOnG5rBz+Da/G58dCOdEYcX7O8WFBXB2qyj6ly1NGwW5s3oRqQYFmTIKMiINwJGdsHUWbPse9q+AP8xhY4YlcCR+MMusvZlxrCUr9hdQVGqr8PEmEYH0axnJWS2i6NcykmaROmIj4mkKMmUUZEQamNwM2PaDPdT8tghK8n9/z+pPabOz2Rd5Nj+VdGHWoVA2HMyhxFbxn8GYUH/6tIikb/NIejdvRPu4MI2xEXEzBZkyCjIiDVhxPuxeDDvmwPYfIXtfxffDEyluPpgdIb35qbA9C/fbWHcgi+LSiv8shvr70L1ZBL2SGtErqRHdEyMIDfB1Y0dEGh4FmTIKMiIC2MfVZG6DXfNh5zzYswRKCytuE9eVkuaD2BHck58LWrFkfyGpe4+TW1hSYTPDgLYxofRMiqBHYiN6NIugVXQIFh21kWqo9oSRDZyCTBkFGRGpUlEe7F0CuxbAbwsrDRjG4gNNemFLOpf94b34taA5yw8WsnrfcfYfy6/UXKi/D12ahtO1aQTdE8PplhhBXFiAxtpIBVXdwiM2KJaJfSf+fgsPARRkHBRkRKRaTqTD7kX2ULN7ceXTUBYfSOgBSWeTFd2H1WZbVqaZrNl3nPUHsskvLq3UZOMQf7o0CaNL0wi6NAmnS5NwYsP8FW4aqPKbqv7v3eEdN1UdPFVh5g8UZMooyIhIjRzfYw80exbbT0PlHKi8TXQHaNaP0ib92B3UmVXZ4aw7mMO6/VlsSz9Bqa3yP6+NQ/zomBBO54QwOiWE0ykhjGaRQTotVc+V2kpJ+SKlwpGYPzIwiA2KZfbls3WaqYyCTBkFGRFxiqx99kCzdwns/RWO7aq8TVBjaNoHmvamKL4Xm41WrMuwseFgNhsOZLMj4wRVZBuC/ay0jw+jQ3woHeLD6BAfRrvYUN1moR5ZmbaSMXPGnHa7d1PepU9cHzdU5P2q+/ut/0pERKojohl0bwbdR9tf52bC/uWwfxnsWw6H10LeEdj+A2z/AT+gOwbdo9tBQk8Y0JOCmO5sNRPZmF7IpkPZbDqUw9a0E5wsKmX13uOs3nu8wi6bRQbRPi6U9nGhtIkNpV1cKC0aB+Nrtbi9+1I7mXmZTt1OfqcgIyJSEyHR0OFi+wJQUgiH18OBlb8v2fshc6t9WfcJAUB3iw/dYzpAfHfo152S2K7ssTRn05FiNh/KYfPhHLalnSDjRCH7juWx71geP27+/XSEr9WgReNg2sSG0iYmhDYxobSJDaF5VDB+PlUHHF0l43nRQdFO3U5+p1NLIiKukpsBB1Ptd/A+sAoOrYH8Y5W3MyzQuC3EdYW4LhDXmeOhbdlyIoCth0+wPb18ya10KXg5q8UgKTKIltEhtIoJpnV0CC2jQ9hfuJxX1j2rq2Q8rHyMTEZeRqXBvlA3x8i4OiBrjEwZBRkRqSmn/0NtmvajNIfW2k9FHVpjP4qTd6Tq7YNjILaTfYnpiBnTgcN+SWw7WsrOjFy2p59gR0YuOzOqDjg+oRsJaPKR/ZqYKsYSTznnWS5qlVLz/sgZKb9qCagQZuriVUvuuIxcQaaMgoyI1ITb5vswTTiRBmkbIG2d/TF9ExzdBVX8nzsY0Kg5xHSA6HYQ3R6zcTsy/JuxM8tkV6Y92OzMzGGjZQI2SxZVXe1tmmCWhBOc8QjNI0NJigqieeNgmkUG0SwyiKSoICKC/JzXTwGq/nsVFxTHhL4T6lSIccdl5AoyZRRkRORMecV8H0UnIWMrpG+w3+k7YzOkbz710RuAsKYQ3RYat2VlYCBj9n5x2t3k7b2Z0rxWVTcX4EOzqCASGwWRGBlEYqNAmpY9NokIItCvbpwC8TZ1ecySOy8j11VLIiI1UGorZcqKKVWOYzAxMTB4asVTDEkc4tofH79gaNrLvvxRbqY91BzZbg84mdvsg4nzjtjnusk5ALt+IjM4CGIan3Y39w+PJ8G3O3uP5rHn6En2Hs1j/7E8Mk4UklNQwsaDOWw8mFPlZxuH+NEkIpCmjYJo0iiQhPAAmjQKoklEIE0iAgkL9NHkf1WwWqx19hLr1IzUU4YYsP83kpaXRmpGqtv6qCAjIvIH3vgPdQUh0RAyCFoOqrg+75g93JQt0RlroXTvaZvrveg++gQ1gUYt7KesmreAiCQKQlqw32zM3myT/cfz2H8sn33H8jhw3B50ThaVciS3iCO5Raw7kF1l20F+VhIiAokPDyAhPJD4iADiwwOIC7eviw0LICxAYacu8cbLyBVkRET+wBv/oa6WoEhodpZ9AXraSon9s6tkTIgtLaFnbjbkZtuP8vxBANAGaBMSa59DJzwREppBx0TM8EROBCRyoDSKfSetHDiex6GsAg5mlT/mc+xkEXlF9kHJOzNyT1l2oK+VuPAAYsP8iQuzh5uYMPvr2LAAYkMDiAnzJ8C3bpx6qe+88TJyBRkRkT/wxn+oa8JqsTKx70TGLxyPgVH5KhkDJgx5Hmt4Gzi2G47vLnvcY5/FOGsvFOZAbrp9ObDyD5+HMKAj0DEg3B5ywppAoyaQlABhTSkMiiPDiORAaSMO5BocyiogLSeftOwCDmcXkJZTQFZeMfnFpew+cpLdR07+aX9CA3yICfUnOtSfmNAAosueNw4pf/QjOsSfyGA/fDRhoMv0jOlJbFDsaS8j7xnT0201abCviMgf1Lf5Pmp8lYxpQv5xe6DJ2l8WbvbZLx/P2gfZB6Agq3pF+IdDWDyEli9xEBpPYWAMx4xGpNnCOVASyqFcSM8pJP1EARk5BfbnOQUUltiq3V/DgEZBfkQF+9E4xJ+oEPtjZLAfUSH29ZHBZa+D/QgP9NV9rs6Quy4j11VLZRRkRORM1af5PsCFV8kUnoDsg/Zwk3PQ/jznUNmg40P2pejUp5Uq8Q+H0Fj7/Dkh9sUMjiHfL5IsSwRHzDDSSkM5UBhCer5BZm4hmSfsy5HcIo6dLKzyXlZ/xlIWfBoF+xEZ5EejYN8KryOC7K8jgnyJCPKjUZAv4YG+Df6ojzsuI1eQKaMgIyI1UR/m+/AKBTlw4rA91JxIsz//42P5qauSgjNr1zcYgqMgONp+s87gxtgCI8n3jSDbCOM4oRy1hZJREszhokAOFvhzJK+UYycLOXayiKMnizhRUPUsydUR6u9DeJAvEWXBJiLQj7DAsudl68ICyh4DfRyvQwN86k0I0sy+bqIgIyI1VZfn+6hTTBMKsn8PNbkZ9uVk+WNm2eMR+7rSohrsxICAcPug6MBGEBhJaUAEhT5h5FlDOWGEkEUIx23BHC0JJKM4gPSiAA4WBnCkwOB4XjHH82oXfsoF+1kJDbAHnNAAX8IC7I+hFR7tS4i/b9mjj+Mx2N8Hfx9Lvb/aS0GmjIKMiEg9Ypr2Qcgnj9iXvD885h2DvKNlr4/a72uVd8y+fW1Y/ewhKCAc0z+cEt9QCn1CKLCGkGcEc8II4oQZRLYtgOO2AI6VBHC02I8jRf6kF/qRXuhDeoGFvKLqj/U5HV+rQbC/D8F+9oATXBZwQvytBPmVBx6rYxv7o5Ugfx+C/KwE+VkJ9it77u9DoK8Vq5eNFdKEeCIiUq9UOkLWtHf1jpCVFtsHLucdsz/mH/v9dUFW2bqssvVZ9qNDBWWPps1+BOhkJpzMxAB8y5aQMyneasEMD8H0C6HEJ5gSn2CKrEEUWIIoMALJI4CTBJJr+nOi1J8cmx/Zpf4cL/bleIkvx4t9OFLky7FiX/JMf/JK/cnK8yMrr/iM/xxPxd/HQnBZqCkPO4F+9mAU6Gd1rA/0tRLga3WsC/S10qt5I1pFn9GfiNMoyIiIiNer1b2vrL6OwcNnxGaDohP2cT4F2X8IODn2ozwFOVBYtr7whH0pyCl7ngOFuWVHg0wwbRiFORiFOfgBfkDQGf4ZYAH8f39pYmDzCaTUJ5ASSwDF1kCKDX8KjQAKDT8K8Cff9CfP9OWk6UeezZfcUl9ybT7klPhyosSH7FIfCkw/CvCjoNSXgjw/CvGjEF+yTftj+WJy6rE9/76ss4LMn3n11Vd55plnSEtLo1u3brz88sv07dvX02WJiIgbnOreVxl5GYxfON51V5FZLI5TSpBYszZM037frMIT9iu4/vhYmGt/XnSybF0uFJ8se33yD+/l2R/L3ysbGG1gYi3Jw1qSR41u72kpW6qp1PClxOJHieFHseFLseFHEX4U4UP+ibuA62pSRa15fZCZMWMG48eP5/XXX6dfv3688MILpKSksG3bNmJizjBdi4hIneI1976qKcMA/xD74iy2UijOswec4rKgU5xvX1ecb19XnP8/S549AJW/LilfX1D2vOyxpNC+XUmh/X2z1LFbq1mMtbQYf6qYvLCR88b/nCmvH+zbr18/+vTpwyuvvAKAzWYjMTGRv//970ycOPG0n9dgXxGRumtl2krGzBlz2u3eTXm3zt6I0auVFpeFm/KAU1Ax7JQ/xna038rCierFYN+ioiJWr17NpEmTHOssFgvJycksXbq0ys8UFhZSWFjoeJ2TU8vR6iIi4jF19t5X9YXV174484iSk3n1rDxHjhyhtLSU2NjYCutjY2NJS0ur8jOTJ08mPDzcsSQm1vC8poiIeFx9ufeVuI5XB5mamDRpEtnZ2Y5l//79ni5JRERqqPwmheW3h/hfBgZxQXFuvUmheBevDjKNGzfGarWSnp5eYX16ejpxcXFVfsbf35+wsLAKi4iI1E3ld/EGKoWZ8tcT+k7wzoG+4hZeHWT8/Pzo1asX8+fPd6yz2WzMnz+f/v37e7AyERFxl+SkZKYOnkpMUMUrVWODYuvcDTzF+bx6sC/A+PHjueGGG+jduzd9+/blhRde4OTJk9x0002eLk1ERNwkOSmZIYlDdO8rqcTrg8xVV11FZmYmjzzyCGlpaXTv3p3Zs2dXGgAsIiL1m9Vi1SXWUonXzyNTW5pHRkREpO6p7u+3V4+REREREfkzCjIiIiJSZynIiIiISJ2lICMiIiJ1loKMiIiI1FkKMiIiIlJnKciIiIhInaUgIyIiInWW18/sW1vl8/3l5OR4uBIRERGprvLf7dPN21vvg8yJEycASExM9HAlIiIicqZOnDhBeHj4Kd+v97cosNlsHDp0iNDQUAzDOP0HqiknJ4fExET2799fb299UN/7WN/7B/W/j+pf3Vff+6j+1Zxpmpw4cYKEhAQsllOPhKn3R2QsFgtNmzZ1WfthYWH18i/nH9X3Ptb3/kH976P6V/fV9z6qfzXzZ0diymmwr4iIiNRZCjIiIiJSZynI1JC/vz+PPvoo/v7+ni7FZep7H+t7/6D+91H9q/vqex/VP9er94N9RUREpP7SERkRERGpsxRkREREpM5SkBEREZE6S0FGRERE6qwGHWReffVVmjdvTkBAAP369WPFihV/uv1nn31G+/btCQgIoEuXLnz//fcV3p85cyZDhw4lKioKwzBYu3ZtpTYKCgoYN24cUVFRhISEcPnll5Oenu7Mbjl4on+DBw/GMIwKy2233ebMbjk4s3/FxcVMmDCBLl26EBwcTEJCAtdffz2HDh2q0MaxY8e49tprCQsLIyIigrFjx5Kbm+uS/oFn+ti8efNK3+GUKVO8vn8Ajz32GO3btyc4OJhGjRqRnJzM8uXLK2zjzu/QE/1z5/cHzu/jH912220YhsELL7xQYX1d/g7/6FT9q+vf4Y033lip/mHDhlXYxqnfodlATZ8+3fTz8zPfffddc9OmTebNN99sRkREmOnp6VVuv2TJEtNqtZpPP/20uXnzZvOhhx4yfX19zQ0bNji2+eCDD8zHH3/cfOutt0zAXLNmTaV2brvtNjMxMdGcP3++uWrVKvOss84yzz777HrTv0GDBpk333yzefjwYceSnZ3t9f3Lysoyk5OTzRkzZphbt241ly5davbt29fs1atXhXaGDRtmduvWzVy2bJm5ePFis3Xr1ubo0aOd3j9P9jEpKcl84oknKnyHubm5Xt8/0zTNjz/+2Jw7d665a9cuc+PGjebYsWPNsLAwMyMjw7GNu75DT/XPXd+fq/pYbubMmWa3bt3MhIQE8/nnn6/wXl3+DqvTv7r+Hd5www3msGHDKtR/7NixCu048ztssEGmb9++5rhx4xyvS0tLzYSEBHPy5MlVbn/llVeaF110UYV1/fr1M2+99dZK2+7evbvKH/qsrCzT19fX/OyzzxzrtmzZYgLm0qVLa9GbyjzRP9O0B5m77767VrVXhyv7V27FihUmYO7du9c0TdPcvHmzCZgrV650bPPDDz+YhmGYBw8erE13quSJPpqm/R/R//2H1RXc0b/s7GwTMOfNm2eapnu/Q0/0zzTd9/2Zpuv6eODAAbNJkybmxo0bK/WnPnyHf9Y/06z73+ENN9xgXnrppafcp7O/wwZ5aqmoqIjVq1eTnJzsWGexWEhOTmbp0qVVfmbp0qUVtgdISUk55fZVWb16NcXFxRXaad++Pc2aNTujdk7HU/0r9/HHH9O4cWM6d+7MpEmTyMvLO+M2/oy7+pednY1hGERERDjaiIiIoHfv3o5tkpOTsVgslQ7v15an+lhuypQpREVF0aNHD5555hlKSkpq3pkquKN/RUVFvPnmm4SHh9OtWzdHG+74Dj3Vv3Ku/v7K9++KPtpsNq677joeeOABOnXqVGUbdfk7PF3/ytXl7xBg4cKFxMTE0K5dO26//XaOHj1aoQ1nfof1/qaRVTly5AilpaXExsZWWB8bG8vWrVur/ExaWlqV26elpVV7v2lpafj5+VX60TjTdk7HU/0DuOaaa0hKSiIhIYH169czYcIEtm3bxsyZM8+sE3/CHf0rKChgwoQJjB492nEjtLS0NGJiYips5+PjQ2RkpFO/P/BcHwHuuusuevbsSWRkJL/++iuTJk3i8OHDTJ06tZa9+p0r+zdr1iyuvvpq8vLyiI+PZ+7cuTRu3NjRhju+Q0/1D9zz/YHr+vjUU0/h4+PDXXfddco26vJ3eLr+Qd3/DocNG8aoUaNo0aIFu3bt4h//+AfDhw9n6dKlWK1Wp3+HDTLIiOvccsstjuddunQhPj6e888/n127dtGqVSsPVlZ9xcXFXHnllZimyWuvvebpclziz/o4fvx4x/OuXbvi5+fHrbfeyuTJk+vENOtDhgxh7dq1HDlyhLfeeosrr7yS5cuXV/qHs646Xf/q8ve3evVqXnzxRVJTUzEMw9PlOF11+1eXv0OAq6++2vG8S5cudO3alVatWrFw4ULOP/98p++vQZ5aaty4MVartdLVQunp6cTFxVX5mbi4uDPa/lRtFBUVkZWVVat2TsdT/atKv379ANi5c2et2vkjV/av/Ad+7969zJ07t8KRiri4ODIyMipsX1JSwrFjx5z6/YHn+liVfv36UVJSwp49e868I6fgyv4FBwfTunVrzjrrLN555x18fHx45513HG244zv0VP+q4orvD1zTx8WLF5ORkUGzZs3w8fHBx8eHvXv3ct9999G8eXNHG3X1O6xO/6pSl77DqrRs2ZLGjRs7fgec/R02yCDj5+dHr169mD9/vmOdzWZj/vz59O/fv8rP9O/fv8L2AHPnzj3l9lXp1asXvr6+FdrZtm0b+/btO6N2TsdT/atK+SXa8fHxtWrnj1zVv/If+B07djBv3jyioqIqtZGVlcXq1asd63766SdsNpsjsDmLp/pYlbVr12KxWJx6RMOdf0dtNhuFhYWONtzxHXqqf1VxxfcHrunjddddx/r161m7dq1jSUhI4IEHHmDOnDmONurqd1id/lWlLn2HVTlw4ABHjx51/A44/Ts84+HB9cT06dNNf39/c9q0aebmzZvNW265xYyIiDDT0tJM0zTN6667zpw4caJj+yVLlpg+Pj7ms88+a27ZssV89NFHK11ydvToUXPNmjXmd999ZwLm9OnTzTVr1piHDx92bHPbbbeZzZo1M3/66Sdz1apVZv/+/c3+/fvXi/7t3LnTfOKJJ8xVq1aZu3fvNr/++muzZcuW5sCBA72+f0VFReYll1xiNm3a1Fy7dm2FywYLCwsd7QwbNszs0aOHuXz5cvOXX34x27Rp49LLr93dx19//dV8/vnnzbVr15q7du0yP/roIzM6Otq8/vrrvb5/ubm55qRJk8ylS5eae/bsMVetWmXedNNNpr+/v7lx40ZHO+76Dj3RP3d+f67oY1WquoKnrn6H1elfXf8OT5w4Yd5///3m0qVLzd27d5vz5s0ze/bsabZp08YsKChwtOPM77DBBhnTNM2XX37ZbNasmenn52f27dvXXLZsmeO9QYMGmTfccEOF7T/99FOzbdu2pp+fn9mpUyfzu+++q/D+e++9ZwKVlkcffdSxTX5+vnnHHXeYjRo1MoOCgszLLrusQtCpy/3bt2+fOXDgQDMyMtL09/c3W7dubT7wwAMumUfG2f0rv6S8qmXBggWO7Y4ePWqOHj3aDAkJMcPCwsybbrrJPHHihEv654k+rl692uzXr58ZHh5uBgQEmB06dDCffPLJCv8AeWv/8vPzzcsuu8xMSEgw/fz8zPj4ePOSSy4xV6xYUaENd36H7u6fu78/Z/exKlUFmbr6HVblf/tX17/DvLw8c+jQoWZ0dLTp6+trJiUlmTfffLMjGJVz5ndomKZpnvlxHBERERHPa5BjZERERKR+UJARERGROktBRkREROosBRkRERGpsxRkREREpM5SkBEREZE6S0FGRERE6iwFGREREamzFGREpF555513GDp0aLW2ff311xkxYoSLKxIRV1KQERG3MgzjT5fHHnuMPXv2nPL9ZcuWnbLtgoICHn74YR599NFq1TJmzBhSU1NZvHixs7onIm7m4+kCRKRhOXz4sOP5jBkzeOSRR9i2bZtjXUhICEeOHAFg3rx5dOrUqcLn/+yO3Z9//jlhYWEMGDCgWrX4+flxzTXX8NJLL3HuueeeSTdExEsoyIiIW8XFxTmeh4eHYxhGhXWAI8hERUVVeu/PTJ8+vdKpooULF/Lggw+yadMmfH196dSpE5988glJSUkAjBgxggsuuID8/HwCAwNr2i0R8RCdWhKReuOXX36hd+/ejtclJSWMHDmSQYMGsX79epYuXcott9yCYRiObXr37k1JSQnLly/3RMkiUks6IiMiXuvss8/GYqn4/1u5ublVbpuVlUV2djYJCQmOdTk5OWRnZ3PxxRfTqlUrADp06FDhc0FBQYSHh7N3714nVy8i7qAgIyJea8aMGZWCx6nk5+cDEBAQ4FgXGRnJjTfeSEpKChdccAHJyclceeWVxMfHV/hsYGAgeXl5zitcRNxGp5ZExGslJibSunXrCsupREVFYRgGx48fr7D+vffeY+nSpZx99tnMmDGDtm3bVrry6dixY0RHR7ukDyLiWgoyIlIv+Pn50bFjRzZv3lzpvR49ejBp0iR+/fVXOnfuzCeffOJ4b9euXRQUFNCjRw93lisiTqIgIyJe6+jRo6SlpVVYCgoKTrl9SkoKv/zyi+P17t27mTRpEkuXLmXv3r38+OOP7Nixo8LpqsWLF9OyZUvHGBoRqVs0RkZEvFZycnKldf/973+5+uqrq9x+7Nix9O7dm+zsbMLDwwkKCmLr1q28//77HD16lPj4eMaNG8ett95aob2bb77ZZX0QEdcyTNM0PV2EiIizXHHFFfTs2ZNJkyaddttNmzZx3nnnsX37dsLDw91QnYg4m04tiUi98swzzxASElKtbQ8fPswHH3ygECNSh+mIjIiIiNRZOiIjIiIidZaCjIiIiNRZCjIiIiJSZynIiIiISJ2lICMiIiJ1loKMiIiI1FkKMiIiIlJnKciIiIhInaUgIyIiInXW/wO/Z+Q/c3so/gAAAABJRU5ErkJggg==\n" + "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" @@ -163,27 +154,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "outputs": [ - { - "ename": "TerminatedWorkerError", - "evalue": "A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mTerminatedWorkerError\u001B[0m Traceback (most recent call last)", - "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_15024\\2136821436.py\u001B[0m in \u001B[0;36m\u001B[1;34m\u001B[0m\n\u001B[0;32m 4\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 5\u001B[0m \u001B[1;31m# use the proc_image to loop through all voxels in image\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m----> 6\u001B[1;33m \u001B[0ms0_map\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mt2s_map\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mt2star_fitter\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mproc_image\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34m'./T2s_data/mag4D.nii'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mthreshold\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;36m200\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mdir\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'.'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0msuffix\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'_linear'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mn_procs\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;36m3\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m;\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m", - "\u001B[1;32m~\\PycharmProjects\\SEPAL\\src\\sepal\\fitting.py\u001B[0m in \u001B[0;36mproc_image\u001B[1;34m(***failed resolving arguments***)\u001B[0m\n\u001B[0;32m 174\u001B[0m \u001B[1;31m# run the processing using joblib\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 175\u001B[0m chunk_outputs = Parallel(n_jobs=n_procs)(\n\u001B[1;32m--> 176\u001B[1;33m delayed(_proc_chunk)(i_chunk) for i_chunk in range(n_chunks))\n\u001B[0m\u001B[0;32m 177\u001B[0m \u001B[1;32mdel\u001B[0m \u001B[0mdata\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mdata_2d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0margs_1d\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mmask_1d\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 178\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m__call__\u001B[1;34m(self, iterable)\u001B[0m\n\u001B[0;32m 1950\u001B[0m \u001B[0mnext\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1951\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1952\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0moutput\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mreturn_generator\u001B[0m \u001B[1;32melse\u001B[0m \u001B[0mlist\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1953\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1954\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m__repr__\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_get_outputs\u001B[1;34m(self, iterator, pre_dispatch)\u001B[0m\n\u001B[0;32m 1593\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1594\u001B[0m \u001B[1;32mwith\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_backend\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mretrieval_context\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1595\u001B[1;33m \u001B[1;32myield\u001B[0m \u001B[1;32mfrom\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_retrieve\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1596\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1597\u001B[0m \u001B[1;32mexcept\u001B[0m \u001B[0mGeneratorExit\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_retrieve\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1697\u001B[0m \u001B[1;31m# worker traceback.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1698\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_aborting\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1699\u001B[1;33m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_raise_error_fast\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1700\u001B[0m \u001B[1;32mbreak\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1701\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_raise_error_fast\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 1732\u001B[0m \u001B[1;31m# called directly or if the generator is gc'ed.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1733\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0merror_job\u001B[0m \u001B[1;32mis\u001B[0m \u001B[1;32mnot\u001B[0m \u001B[1;32mNone\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m-> 1734\u001B[1;33m \u001B[0merror_job\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mget_result\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mtimeout\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 1735\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 1736\u001B[0m \u001B[1;32mdef\u001B[0m \u001B[0m_warn_exit_early\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36mget_result\u001B[1;34m(self, timeout)\u001B[0m\n\u001B[0;32m 734\u001B[0m \u001B[1;31m# callback thread, and is stored internally. It's just waiting to\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 735\u001B[0m \u001B[1;31m# be returned.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 736\u001B[1;33m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_return_or_raise\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 737\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 738\u001B[0m \u001B[1;31m# For other backends, the main thread needs to run the retrieval step.\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\joblib\\parallel.py\u001B[0m in \u001B[0;36m_return_or_raise\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 752\u001B[0m \u001B[1;32mtry\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 753\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mstatus\u001B[0m \u001B[1;33m==\u001B[0m \u001B[0mTASK_ERROR\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 754\u001B[1;33m \u001B[1;32mraise\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 755\u001B[0m \u001B[1;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_result\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 756\u001B[0m \u001B[1;32mfinally\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;31mTerminatedWorkerError\u001B[0m: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n" - ] - } - ], + "execution_count": 4, + "outputs": [], "source": [ "# create T2* fitter object (non-linear method) as before\n", "te = np.array((0.0030, 0.0085, 0.0140, 0.0195, 0.0250, 0.0305, 0.0360, 0.0415))\n", @@ -201,13 +173,22 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 9, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fig, ax = plt.subplots(1,2)\n", - "ax[0].imshow(s0_map[:,:,36], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2000)\n", + "fig, ax = plt.subplots(1,2, figsize=(10,5))\n", + "ax[0].imshow(s0_map[:,:,36], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=2000)\n", "ax[0].set_title('s0')\n", - "cax = ax[1].imshow(t2s_map[:,:,36], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=0.2)\n", + "cax = ax[1].imshow(t2s_map[:,:,36], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=0.2)\n", "ax[1].set_title('T2*')\n", "fig.colorbar(cax);" ], diff --git a/demo/demo_imaging_utilities.ipynb b/demo/demo_imaging_utilities.ipynb index 65b27b0..5d4d7b4 100644 --- a/demo/demo_imaging_utilities.ipynb +++ b/demo/demo_imaging_utilities.ipynb @@ -15,17 +15,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "execution_count": 1, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from sepal.utils.imaging import read_images, write_image, roi_measure\n", @@ -58,26 +49,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "outputs": [ { - "ename": "FileNotFoundError", - "evalue": "No such file or no access: 'C:\\TEMP\\rDCE.nii'", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mFileNotFoundError\u001B[0m Traceback (most recent call last)", - "\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\nibabel\\loadsave.py\u001B[0m in \u001B[0;36mload\u001B[1;34m(filename, **kwargs)\u001B[0m\n\u001B[0;32m 89\u001B[0m \u001B[1;32mtry\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m---> 90\u001B[1;33m \u001B[0mstat_result\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mos\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mstat\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mfilename\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 91\u001B[0m \u001B[1;32mexcept\u001B[0m \u001B[0mOSError\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;31mFileNotFoundError\u001B[0m: [WinError 2] The system cannot find the file specified: 'C:\\\\TEMP\\\\rDCE.nii'", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001B[1;31mFileNotFoundError\u001B[0m Traceback (most recent call last)", - "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_6292\\3568274785.py\u001B[0m in \u001B[0;36m\u001B[1;34m\u001B[0m\n\u001B[1;32m----> 1\u001B[1;33m \u001B[0mroi_stats\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mroi_measure\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mimage\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34mr'C:\\TEMP\\rDCE.nii'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mmask_image\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34mr'C:\\TEMP\\VIF.nii'\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 2\u001B[0m \u001B[0mplt\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mplot\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mroi_stats\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m'mean'\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mlabel\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'mean'\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 3\u001B[0m \u001B[0mplt\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mplot\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mroi_stats\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m'median'\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mlabel\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'median'\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 4\u001B[0m \u001B[0mplt\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mplot\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mroi_stats\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m'sd'\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mlabel\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'standard deviation'\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 5\u001B[0m \u001B[0mplt\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mlegend\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m;\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;32m~\\PycharmProjects\\SEPAL\\src\\sepal\\utils\\imaging.py\u001B[0m in \u001B[0;36mroi_measure\u001B[1;34m(image, mask_image)\u001B[0m\n\u001B[0;32m 83\u001B[0m \"\"\"\n\u001B[0;32m 84\u001B[0m \u001B[1;31m# read images and mask\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m---> 85\u001B[1;33m \u001B[0mdata\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0m_hdr\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mread_images\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mimage\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 86\u001B[0m \u001B[0mmask\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0m_hdr\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mread_images\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mmask_image\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 87\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mmask\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mndim\u001B[0m \u001B[1;33m==\u001B[0m \u001B[0mdata\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mndim\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - 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"\u001B[1;32m~\\Anaconda3\\envs\\test_install_sepal\\lib\\site-packages\\nibabel\\loadsave.py\u001B[0m in \u001B[0;36mload\u001B[1;34m(filename, **kwargs)\u001B[0m\n\u001B[0;32m 90\u001B[0m \u001B[0mstat_result\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mos\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mstat\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mfilename\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 91\u001B[0m \u001B[1;32mexcept\u001B[0m \u001B[0mOSError\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m---> 92\u001B[1;33m \u001B[1;32mraise\u001B[0m \u001B[0mFileNotFoundError\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34mf\"No such file or no access: '{filename}'\"\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m 93\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0mstat_result\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mst_size\u001B[0m \u001B[1;33m<=\u001B[0m \u001B[1;36m0\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 94\u001B[0m \u001B[1;32mraise\u001B[0m \u001B[0mImageFileError\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34mf\"Empty file: '{filename}'\"\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n", - "\u001B[1;31mFileNotFoundError\u001B[0m: No such file or no access: 'C:\\TEMP\\rDCE.nii'" - ] + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ diff --git a/demo/demo_mt.ipynb b/demo/demo_mt.ipynb index ab339a9..e25fbc6 100644 --- a/demo/demo_mt.ipynb +++ b/demo/demo_mt.ipynb @@ -15,17 +15,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "execution_count": 1, + "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -56,13 +47,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "outputs": [ { "data": { "text/plain": "5.0" }, - "execution_count": 5, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -94,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "outputs": [ { "data": { @@ -152,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "outputs": [ { "data": { diff --git a/demo/demo_pk_models.ipynb b/demo/demo_pk_models.ipynb index e0aed58..a4fbb6b 100644 --- a/demo/demo_pk_models.ipynb +++ b/demo/demo_pk_models.ipynb @@ -16,23 +16,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 1, "id": "internal-arbor", "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -59,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "id": "9182023e-f0e1-4311-bf7a-0b735bccacb4", "metadata": { "pycharm": { @@ -89,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "id": "68741d3c-7b67-48ea-b175-6bb0e4123917", "metadata": { "pycharm": { @@ -101,7 +92,7 @@ "data": { "text/plain": "('vp', 'ps', 've', 'fp')" }, - "execution_count": 17, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -124,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "id": "0124f022-180b-4a94-8eb3-c17936e1f468", "metadata": { "pycharm": { @@ -167,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "id": "4920b8bc-902e-4780-96d2-453af448ccfe", "metadata": { "pycharm": { @@ -205,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 6, "id": "144a6663-0389-4c6a-8831-42ef99348430", "metadata": { "pycharm": { @@ -243,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 7, "id": "04c8cd03-0179-4c94-84bb-aa0929319283", "metadata": { "pycharm": { @@ -283,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "id": "6fa27693-0055-4c41-9d4c-ec6f61ead8b7", "metadata": { "pycharm": { @@ -295,7 +286,7 @@ "data": { "text/plain": "('vp', 'ps', 've', 'fp', 'delay')" }, - "execution_count": 22, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -319,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "id": "15e26b8a-bc65-4c91-bbf0-afa9948b30c5", "metadata": { "pycharm": { @@ -363,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 10, "id": "0732ea98-8270-4144-8413-5b6c514aaf78", "metadata": { "pycharm": { @@ -389,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 11, "id": "f0b57057-b319-4c70-9472-7e25800169a5", "metadata": { "pycharm": { @@ -442,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "id": "8769c60d-f747-4f00-9dfc-d68d9d3efd63", "metadata": { "pycharm": { diff --git a/demo/demo_relaxivity_module.ipynb b/demo/demo_relaxivity_module.ipynb index 1c90103..cee59dd 100644 --- a/demo/demo_relaxivity_module.ipynb +++ b/demo/demo_relaxivity_module.ipynb @@ -14,23 +14,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "internal-arbor", "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "from sepal import relaxivity\n", @@ -55,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "4080ceab-24f8-4b2e-b57d-816474887489", "metadata": { "pycharm": { @@ -81,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "a3c01c12-fb5e-4aed-b9fb-b882270ba27f", "metadata": { "pycharm": { diff --git a/demo/demo_signal_models.ipynb b/demo/demo_signal_models.ipynb index 4ce3e5a..7cb4422 100644 --- a/demo/demo_signal_models.ipynb +++ b/demo/demo_signal_models.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "id": "42671502-6096-4107-8c21-3f876b950a66", "metadata": { "tags": [], @@ -22,16 +22,7 @@ "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -55,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "id": "c2e14ed8-c6f6-4e79-9fe0-fbc9b323d156", "metadata": { "pycharm": { @@ -69,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 3, "id": "25cb9206-ef8d-4d4f-bf82-779d9463530a", "metadata": { "pycharm": { @@ -81,7 +72,7 @@ "data": { "text/plain": "Text(0, 0.5, 'signal')" }, - "execution_count": 13, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, diff --git a/demo/demo_simulation.ipynb b/demo/demo_simulation.ipynb index 00bf41a..fd099ed 100644 --- a/demo/demo_simulation.ipynb +++ b/demo/demo_simulation.ipynb @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 2, "id": "067501a2-7bdc-4665-93e9-d08a4aef9eb8", "metadata": { "tags": [], @@ -58,25 +58,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 19.6 ms\n", + "Wall time: 29.6 ms\n", "parameter: value (ground truth)\n", - "vp: 0.01986 (0.02000)\n", - "ps: 0.04943 (0.05000)\n", - "ve: 0.20510 (0.20000)\n", - "fp: 52.11101 (50.00000)\n", - "delay: 5.08741 (5.00000)\n" + "vp: 0.01950 (0.02000)\n", + "ps: 0.04920 (0.05000)\n", + "ve: 0.20690 (0.20000)\n", + "fp: 54.29255 (50.00000)\n", + "delay: 5.26512 (5.00000)\n" ] }, { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], @@ -132,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 3, "id": "0595cfda-0c4a-4aa9-b1d0-3bb306718063", "metadata": { "pycharm": { @@ -144,25 +140,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 27.6 ms\n", + "Wall time: 51.9 ms\n", "parameter: value (ground truth)\n", - "vp: 0.02223 (0.02000)\n", - "ps: 0.04870 (0.05000)\n", - "ve: 0.21196 (0.20000)\n", - "fp: 9.54349 (10.00000)\n", - "delay: 3.42490 (3.00000)\n" + "vp: 0.01849 (0.02000)\n", + "ps: 0.04924 (0.05000)\n", + "ve: 0.19283 (0.20000)\n", + "fp: 10.70923 (10.00000)\n", + "delay: 3.08286 (3.00000)\n" ] }, { "data": { - "image/png": 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\n", 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\n" }, + "metadata": {}, "output_type": "display_data" } ], diff --git a/demo/demo_water_ex_models.ipynb b/demo/demo_water_ex_models.ipynb index 6ccd4ec..47211ad 100644 --- a/demo/demo_water_ex_models.ipynb +++ b/demo/demo_water_ex_models.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "42671502-6096-4107-8c21-3f876b950a66", "metadata": { "tags": [], @@ -22,16 +22,7 @@ "name": "#%%\n" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "from sepal import water_ex_models\n", "%load_ext autoreload\n", @@ -54,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "c2e14ed8-c6f6-4e79-9fe0-fbc9b323d156", "metadata": { "pycharm": { @@ -82,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "29c9d0d4-3fc0-44f5-ba00-322339389d8f", "metadata": { "pycharm": { @@ -121,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "0e547b96-a11b-48aa-88fd-99f46638c8f3", "metadata": { "pycharm": { @@ -160,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "feaf0f84-b3c9-44ee-ae22-7144cdd59e8b", "metadata": { "pycharm": { From d780dcbeaf248f94087eb76729f29d1d56c2d4be Mon Sep 17 00:00:00 2001 From: mjt320 Date: Wed, 7 Feb 2024 16:57:20 +0000 Subject: [PATCH 4/5] prepare for dist --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 324266d..6460108 100644 --- a/README.md +++ b/README.md @@ -10,6 +10,7 @@ Created 28 September 2020 @institution: University of Edinburgh, UK ### Installation: +pip install sepal ### Use: Most functionality is demonstrated in Jupyter notebook format in ./demo From 54c96d922172c4233682241b7723f8ff3aea6aa9 Mon Sep 17 00:00:00 2001 From: mjt320 Date: Wed, 7 Feb 2024 17:11:05 +0000 Subject: [PATCH 5/5] prepare for dist --- demo/demo_fit_t1.ipynb | 18 +++++++++--------- pyproject.toml | 2 +- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/demo/demo_fit_t1.ipynb b/demo/demo_fit_t1.ipynb index 9f8bd26..3a687cc 100644 --- a/demo/demo_fit_t1.ipynb +++ b/demo/demo_fit_t1.ipynb @@ -152,7 +152,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 1 ms\n", + "Wall time: 0 ns\n", "Fitted values: s0 = 13531.9, t1 = 1.326 s\n" ] }, @@ -207,7 +207,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 4.34 ms\n", + "Wall time: 0 ns\n", "Fitted values: s0 = 13482.2, t1 = 1.323 s\n" ] }, @@ -263,7 +263,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 18.7 ms\n", + "Wall time: 10.8 ms\n", "Fitted values: s0 = 11856.2, t1 = 1.022 s, k_fa = 1.138\n" ] }, @@ -340,13 +340,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "estimated/actual T1 = 1.1471 / 1.2000 s\n" + "estimated/actual T1 = 1.1621 / 1.2000 s\n" ] }, { "data": { "text/plain": "
", - "image/png": 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\n" + "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" @@ -551,7 +551,7 @@ { "data": { "text/plain": "
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}, "metadata": {}, "output_type": "display_data" @@ -559,9 +559,9 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", - "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", - "ax[1].imshow(t1[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2)\n", - "ax[2].imshow(k_fa[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" + "ax[0].imshow(s0[78,:,:], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=3000)\n", + "ax[1].imshow(t1[78,:,:], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=2)\n", + "ax[2].imshow(k_fa[78,:,:], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=1.5);" ], "metadata": { "collapsed": false, diff --git a/pyproject.toml b/pyproject.toml index ed7776b..d21f806 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta" [project] name = "sepal" -version = "1.0.1" +version = "1.0.0" description = "Quantitative MRI processing" readme = "README.md" authors = [{ name = "Michael Thrippleton", email = "mjt320@googlemail.com" }]