diff --git a/.coverage b/.coverage index f35c244..f2af560 100644 Binary files a/.coverage and b/.coverage differ diff --git a/.gitignore b/.gitignore index e67e052..7f01fbd 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,5 @@ .ipynb_checkpoints *.pyc .mypy_cache -.pytest_cache \ No newline at end of file +.pytest_cache +/htmlcov \ No newline at end of file diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index dbc4f33..bd819e7 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -7,6 +7,7 @@ repos: rev: v4.3.21 hooks: - id: isort + exclude: tests/ - repo: https://github.com/ambv/black rev: stable hooks: diff --git a/MANIFEST.in b/MANIFEST.in index 06fa618..495a177 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -7,4 +7,6 @@ include requirements.txt include cardioception/HRD/Images/* include cardioception/HRD/Sounds/* include cardioception/HBC/Images/* -include cardioception/HBC/Sounds/* \ No newline at end of file +include cardioception/HBC/Sounds/* +include cardioception/notebooks/data/HBC/* +include cardioception/notebooks/data/HRD/* \ No newline at end of file diff --git a/README.md b/README.md index 64732f0..20e7d40 100644 --- a/README.md +++ b/README.md @@ -4,26 +4,43 @@ # Cardioception -metadPy +metadPy The Cardioception Python Package - Measuring Interoception with Psychopy - implements two measures of cardiac interoception (cardioception): -1. The *Heartbeat counting task* developed by Rainer Schandry1,2 -2. a novel *Heart Rate Discrimination Task* 5 implementing an adaptive psychophysical measure for measuring cardioception. +1. The **Heartbeat counting task** developed by Rainer Schandry1,2. This task cardiac measures interoception by asking participants to count their heartbeats for a given period of time. An accuracy score is then derived by comparing the reported number of heartbeats and the true number of heartbeats. +2. The **Heart Rate Discrimination Task** 3 implementing an adaptive psychophysical measure of cardiac interoception where participants have to estimate the frequency of their heart rate by comparing it to tones that can be faster or slower. By manipulating the difference between the true heart rate and the presented tone using different staircase procedures, the bias (threshold) and precision (slope) of the psychometric function can be estimated either online or offline (see *Analyses* below), together with metacognitive efficiency. -# How to cite Cardioception? +These tasks can run using minimal experimental settings: a computer and a recording device to monitor the heart rate of the participant. The default version of the task use the [Nonin 3012LP Xpod USB pulse oximeter](https://www.nonin.com/products/xpod/) together with [Nonin 8000SM 'soft-clip' fingertip sensors](https://www.nonin.com/products/8000s/). This sensor can be plugged directly into the stim PC via USB and will work with Cardioception without any additional coding required. + +The tasks can also integrate easily with other recording devices and experimental settings (ECG, M/EEG, fMRI...). See *Sending triggers* below for details. + +##How to cite? If you are using cardioception in a publication we ask you to cite the following paper: >Legrand, N., Nikolova, N., Correa, C., Brændholt, M., Stuckert, A., Kildahl, N., Vejlø, M., Fardo, F., & Allen, M. (2021). The heart rate discrimination task: a psychophysical method to estimate the accuracy and precision of interoceptive beliefs. bioRxiv 2021.02.18.431871. https://doi.org/10.1101/2021.02.18.431871 -If you are using Systole to interact with your recording device (this is the default behavior in cardioception), you might also cite the following reference: +If you are using [systole](https://systole-docs.github.io/) to interact with your recording device (this is the default behavior in cardioception), you might also cite the following reference: > Legrand, N., & Allen, M. (2020). Systole: V 0.1.2—September 2020 (0.1.2) [Computer software]. Zenodo. https://doi.org/10.5281/ZENODO.3607912 # Installation +**Using the Python Package Index** +* The most recent version can be installed uing: + `pip install cardioception` +* The current development branch can be installed using + `pip install git+https://github.com/embodied-computation-group/Cardioception.git` + +**Downloading the ZIP file** + +metadPy + +You can also download the most recent version by downloading the repository as a .zip file. -* Cardioception can be installed uing `pip install cardioception`. +After extracting the content of the file, the package can be installed via the command line by running `pip install .`. Note that this command should be executed when your terminal run inside the extracted folder. You can navigate through your local folder using the command `cd [path to your folder]`. + +
## Dependencies @@ -42,7 +59,7 @@ The other main dependencies are: * [pandas](https://pandas.pydata.org/) (>=1.0.3) * [pyserial](https://pypi.org/project/pyserial/) (>=3.4) -In addition, some function for HTML report functions will require: +In addition, some function for HTML reports will require: * [papermill](https://papermill.readthedocs.io/en/latest/) (>=2.3.1) * [matplotlib](https://matplotlib.org/) (>=3.3.3) @@ -53,8 +70,9 @@ In addition, some function for HTML report functions will require: **NOTE** The version provided here are the ones used when testing and runing cardioception locally, and are often the last ones. For several packages however, older version might also be compatibles. -Cardioception will automatically copy the images and sound files necessary to run the task correctly (~ 200 Mo). These files will be removed if you uninstall the package using `pip uninstall cardioception`. +Cardioception will automatically copy the images and sound files necessary to run the task correctly (~ 160 Mo). These files will be removed if you uninstall the package using `pip uninstall cardioception`. +# Package modularity ## Physiological recording Both the Heartbeat counting task (HBC) and the heart rate discrimination task (HRD) require access to physiological recording device during the task to estimate the heart rate or count the number of heartbeats in a given time window. Cardioception natively supports: @@ -63,6 +81,45 @@ Both the Heartbeat counting task (HBC) and the heart rate discrimination task (H The package can easily be extended and integrate other recording devices by providing another recording class that will interface with your own devices (ECG, pulse oximeters, or any king of recording that will offer precise estimation of the cardiac frequency). +## Sending triggers + +The package includes function calls at the beginning and the end of each meaningful trial phase (trial start/end, listening start/end, decision start/end, and confidence rating start/end). These function calls are embedded in the `"triggers"` parameter dictionary. + +```python +from cardioception.HRD.parameters import getParameters + +parameters = getParameters() +parameters["triggers"] +``` +` +{'trialStart': None, + 'trialStop': None, + 'listeningStart': None, + 'listeningStop': None, + 'decisionStart': None, + 'decisionStop': None, + 'confidenceStart': None, + 'confidenceStop': None} + ` + +By default, keys are initialized with `None` (no triggers sent). But these values can be overwritten with callable implementing the proper trigger message fitting your setup. This can be done by creating a new function and applying it to the relevant dictionary key. + +```python +def sendTrigger(x): + # Function connecting to your device and sending the + # required value. For illustration, we are using a simple print call. + print(f'Send a trigger with value {x}') + + +# Here we use this function to send triggers with value 1 +# at the begining of the listening phase +# and with value 2 at the end of the listening phase +parameters["triggers"]["listeningStart"] = sendTrigger("1") +parameters["triggers"]["listeningStop"] = sendTrigger("2") +``` + +Note that we are using the function call (`sendTrigger("1")`) and not the function itself (`sendTrigger`) here. + # Run the tasks Each task contains a `parameters` and a `task` submodule describing the experimental parameters and the Psychopy script respectively. Several changes and adaptation can be parametrized just by passing arguments to the parameters functions. Please refer to the API documentation for details. @@ -75,7 +132,8 @@ Each task contains a `parameters` and a `task` submodule describing the experime Once the package has been installed, you can run the task (e.g. here the Heart rate Discrimination task) using the following code snippet: ```python -from cardioception.HRD import parameters, task +from cardioception.HRD.parameters import getParameters +from cardioception.HRD import task # Set global task parameters parameters = parameters.getParameters( @@ -88,16 +146,19 @@ task.run(parameters, confidenceRating=True, runTutorial=True) parameters['win'].close() ``` -This will run the Heart Rate Discrimination task wth a total of 10 trials (4 using an 1-Up/1-Down starcase, and 6 using a Psi staircase). -## Creating a shortcut +This minimal example will run the Heart Rate Discrimination task with a total of 10 trials using a Psi staircase. + +We provide standard scripts in the [wrappers](https://github.com/embodied-computation-group/Cardioception/tree/master/wrappers) folder that can be adapted to your needs. We recommend copying this script in your local task folder if you want to parametrize it to fit your needs. The tasks can then easily be executed by running the corresponding wrapper file (e.g in a terminal). + +**Creating a shortcut** -The tasks can easily be executed by running the corresponding `launcher.py` file in a console. It is also possible to create a shortcut (eg. in the Desktop) to facilitate its use in experimental context. +Once you have adapted the scripts, you can create a shortcut (e.g in the Desktop) so the task can be executed just by clicking on it without any coding or command lines interactions. -In Windows, you can simply create a `.bat` file containing the following: +If you are using Windows, you can simply create a `.bat` file containing the following: ``` conda activate -[path to your local Python .exe] [path to your launcher.py] +[path to your local Python .exe] [path to your wrapper file] pause ``` @@ -107,63 +168,56 @@ pause -This module is an implementation of the classic "heartbeat counting task" (HCT)1,2 in which participants attend to their heartbeats in intervals of various length. Afterwards the participant indicates the number of counted heartbeats and a score is computed to represent their accuracy. In the original version1, the task started with a resting period of 60 seconds and consisted in three estimation session (25, 35 and 45 seconds) interleaved with resting periods of 30 seconds in the following order: +This module is an implementation of the classic "heartbeat counting task" (HCT)1,2 in which participants attend to their heartbeats in intervals of various lengths. Afterward, the participant indicates the number of counted heartbeats, and a score is computed to represent their accuracy. In the original version1, the task started with a resting period of 60 seconds and consisted of three estimation session (25, 35, and 45 seconds) interleaved with resting periods of 30 seconds in the following order: -By default, this task implement the version used in recent publications 3 in which a training trial of 20s is proposed, after which the 6 experimental trials of different time-windows (25, 30, 35,40, 45 and 50s) occurred in a randomized order. The trial length, the condition ('Rest', 'Count', 'Training') and the randomization can be controlled in the parameters dictionary. +By default, this task implements the version used in recent publications 4, 5 in which a training trial of 20 seconds is proposed, after which the 6 experimental trials of different time windows (25, 30, 35,40, 45 and 50s) occurred in a randomized order. The trial length, the condition ('Rest', 'Count', 'Training'), and the randomization can be controlled in the parameters dictionary. ## The Heart Rate Discrimination task -This task implements an adaptive psychophysical procedure for estimating participant ability to discriminate their own heart-rate. On each trial, participants attend to their heartbeat sensations for five seconds and estimate their average heartrate. Immediately following this period, a cardiac feedback stimulus of 5 tones is played at a particular BPM frequency. The frequency is determined as their estimate average BPM plus or minus an intensity value that is updated by an adaptive staircase procedure (up/down or psi). +This task implements an adaptive psychophysical procedure for estimating participants' ability to discriminate their heart rate. On each trial, participants attend to their heartbeat sensations for five seconds and estimate their average heart rate. Immediately following this period, a cardiac feedback stimulus of 5 tones is played at a particular BPM frequency. The frequency is determined as their estimated average BPM plus or minus an intensity value that is updated by an adaptive staircase procedure (up/down or psi). # Analyses -Some of the default analyses and the Python code can be found in the report notebook templates (`./cardioception/notebooks/`). These notebooks will automatically save preprocessed data in the result folder. +## Task reports -More advanced subject and group-level Bayesian modeling approaches are described in the following notebooks. +The results are saved in the `'resultPath'` folder defined in the parameters dictionary. For each task, we provide a comprehensive notebook detailing the main results, quality checks, and basic preprocessing steps. You can automatically generate the HTML reports using the following code snippet: -| Notebook | Colab | nbViewer | -| --- | ---| --- | -| Fitting psychometric function with PyMC3 - Subject-level | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_subjectLevel.ipynb?flush_cache=true) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_subjectLevel.ipynb?flush_cache=true) -| Fitting psychometric function with PyMC3 - Group-level | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_groupLevel.ipynb?flush_cache=true) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_groupLevel.ipynb?flush_cache=true) +```python +from cardioception.reports import report -# Generate reports +resultPath = "./" # the folder containing the result files +reportPath = "./" # the folder where you want to save the HTML report -The notebooks provided in the `/notebooks` folder can be used as templates to generate reports for each participants using the following code snippet. This will require the last version of [papermill](https://papermill.readthedocs.io/en/latest/). +report(resultPath, reportPath, task='HRD) +``` -```python -import papermill as pm -import subprocess -import os +This code will generate the HTML reports for the Heart Rate Discrimination task in the `reportPath` folder using the results files located in `resultPath`. This will require [papermill](https://papermill.readthedocs.io/en/latest/). -dataPath = '' # Folder where are stored the results -reportsPath = '' # Folder where to store the reports -notebookTemplate = '' # Notebook template (eg. HeartRateDiscrimination.ipynb) +You can also analyze the results in [Google Colab](https://colab.research.google.com/) using one of the following link and upload the content of your result folder. -subjects = os.listdir(dataPath) -for sub in subjects: +| Notebook | Colab | nbViewer | +| --- | ---| --- | +| Heartbeat Counting task report | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/Cardioception/blob/master/cardioception/notebooks/HeartBeatCounting.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/embodied-computation-group/Cardioception/blob/master/cardioception/notebooks/HeartBeatCounting.ipynb) +| Heart Rate Discrimination task report | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/Cardioception/blob/master/cardioception/notebooks/HeartRateDiscrimination.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/embodied-computation-group/Cardioception/blob/master/cardioception/notebooks/HeartRateDiscrimination.ipynb) - pm.execute_notebook(notebookTemplate, reportsPath + sub + '.ipynb', - parameters=dict(subject=sub, path=dataPath)) +## Bayesian modeling - command = f'jupyter nbconvert {reportsPath}{sub}.ipynb --output ' + \ - '{reportsPath}{sub}_report.html --no-input --to html' - subprocess.call(command) -``` +More advanced subject and group-level Bayesian modeling approaches are described in the following notebooks. +| Notebook | Colab | nbViewer | +| --- | ---| --- | +| Fitting psychometric function with PyMC3 - Subject-level | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_subjectLevel.ipynb?flush_cache=true) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_subjectLevel.ipynb?flush_cache=true) +| Fitting psychometric function with PyMC3 - Group-level | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_groupLevel.ipynb?flush_cache=true) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/embodied-computation-group/Cardioception/blob/main/code/psychophysics_groupLevel.ipynb?flush_cache=true) # References 1. Dale, A., & Anderson, D. (1978). Information Variables in Voluntary Control and Classical Conditioning of Heart Rate: Field Dependence and Heart-Rate Perception. Perceptual and Motor Skills, 47(1), 79–85. https://doi.org/10.2466/pms.1978.47.1.79 - 2. Schandry, R. (1981). Heart Beat Perception and Emotional Experience. Psychophysiology, 18(4), 483–488. https://doi.org/10.1111/j.1469-8986.1981.tb02486.x - -3. Leganes-Fonteneau, M., Cheang, Y., Lam, Y., Garfinkel, S., & Duka, T. (2019). Interoceptive awareness is associated with acute alcohol-induced changes in subjective effects. Pharmacology Biochemistry and Behavior, 181, 69–76. https://doi.org/10.1016/j.pbb.2019.03.007 - -4. Hart, N., McGowan, J., Minati, L., & Critchley, H. D. (2013). Emotional Regulation and Bodily Sensation: Interoceptive Awareness Is Intact in Borderline Personality Disorder. Journal of Personality Disorders, 27(4), 506–518. https://doi.org/10.1521/pedi_2012_26_049 - -5. Legrand, N., Nikolova, N., Correa, C., Brændholt, M., Stuckert, A., Kildahl, N., Vejlø, M., Fardo, F., & Allen, M. (2021). The heart rate discrimination task: a psychophysical method to estimate the accuracy and precision of interoceptive beliefs. bioRxiv 2021.02.18.431871. https://doi.org/10.1101/2021.02.18.431871 +3. Legrand, N., Nikolova, N., Correa, C., Brændholt, M., Stuckert, A., Kildahl, N., Vejlø, M., Fardo, F., & Allen, M. (2021). The heart rate discrimination task: a psychophysical method to estimate the accuracy and precision of interoceptive beliefs. bioRxiv 2021.02.18.431871. https://doi.org/10.1101/2021.02.18.431871 +4. Leganes-Fonteneau, M., Cheang, Y., Lam, Y., Garfinkel, S., & Duka, T. (2019). Interoceptive awareness is associated with acute alcohol-induced changes in subjective effects. Pharmacology Biochemistry and Behavior, 181, 69–76. https://doi.org/10.1016/j.pbb.2019.03.007 +5. Hart, N., McGowan, J., Minati, L., & Critchley, H. D. (2013). Emotional Regulation and Bodily Sensation: Interoceptive Awareness Is Intact in Borderline Personality Disorder. Journal of Personality Disorders, 27(4), 506–518. https://doi.org/10.1521/pedi_2012_26_049 # Development This package was created and is maintained by [Nicolas Legrand](https://legrandnico.github.io/) and [Micah Allen](https://micahallen.org/) from the [ECG group](https://the-ecg.org/). diff --git a/cardioception/HBC/Images/__init__.py b/cardioception/HBC/Images/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/cardioception/HBC/Sounds/__init__.py b/cardioception/HBC/Sounds/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/cardioception/HBC/parameters.py b/cardioception/HBC/parameters.py index 4e58890..5b26497 100644 --- a/cardioception/HBC/parameters.py +++ b/cardioception/HBC/parameters.py @@ -29,17 +29,18 @@ def getParameters( ---------- participant : str Subject ID. Default is 'exteroStairCase'. - session : int - Session number. Default to '001'. + resultPath : str or None + Where to save the results. + screenNb : int + Screen number. Used to parametrize py:func:`psychopy.visual.Window`. + Default is set to 0. serialPort: str The USB port where the pulse oximeter is plugged. Should be written as a string e.g., 'COM3', 'COM4'. If set to *None*, the pulse oximeter will be automatically detected. using the :py:func:`systole.recording.findOximeter()` function. - taskVersion : str or None - Task version to run. Can be 'Garfinkel', 'Shandry', 'test' or None. - resultPath : str or None - Where to save the results. + session : int + Session number. Default to '001'. setup : str Context of oximeter recording. Behavioral will record through a Nonin pulse oximeter, *fMRI* will record through BrainVision amplifier @@ -47,54 +48,66 @@ def getParameters( series (for testing only). systole_kw : dict Additional keyword arguments for :py:class:`systole.recorder.Oxmeter`. + taskVersion : str or None + Task version to run. Can be 'Garfinkel', 'Shandry', 'test' or None. Attributes ---------- - restPeriod : bool - If *True*, a resting period will be proposed before the task. - restLength : int - The length of the resting period (seconds). Default is 300 seconds. - screenNb : int - The screen number (Psychopy parameter). Default set to 0. - randomize : bool - If `True` (default), will randomize the order of the conditions. If - taskVersion is not None, will use the default task parameter instead. - startKey : str - The key to press to start the task and go to next steps. - rating : bool - If `True` (default), will add a rating scale after the evaluation. + conditions : 1d array-like of str + The conditions. Can be 'Rest', 'Training' or 'Count'. confScale : list The range of the confidence rating scale. + heartLogo : `psychopy.visual.ImageStim` + Image presented during resting conditions. labelsRating : list The labels of the confidence rating scale. - taskVersion : str or None - Task version to run. Can be 'Garfinkel', 'Shandry' or None. - times : 1d array-like of int - Length of trials, in seconds. - conditions : 1d array-like of str - The conditions. Can be 'Rest', 'Training' or 'Count'. - subjectID : str - Subject identifiant. - subjectNumber : int - Subject reference number. + noteStart : psychopy.sound.Sound instance + The sound that will be played when trial starts. + noteStop : psychopy.sound.Sound instance + The sound that will be played when trial ends. path : str The task working directory. - results : str + randomize : bool + If `True` (default), will randomize the order of the conditions. If + taskVersion is not None, will use the default task parameter instead. + rating : bool + If `True` (default), will add a rating scale after the evaluation. + restLength : int + The length of the resting period (seconds). Default is 300 seconds. + restLogo : `psychopy.visual.ImageStim` + Image presented during resting conditions. + restPeriod : bool + If *True*, a resting period will be proposed before the task. + resultPath : str The subject result directory. - note : `psychopy.sound` - The sound played at trial start and trial end. - win : `psychopy.visual.Window` - Window where to present stimuli. + screenNb : int + The screen number (Psychopy parameter). Default set to 0. serial : `serial.Serial` The serial port used to record the PPG activity. - restLogo : `psychopy.visual.ImageStim` - Image presented during resting conditions. - heartLogo : `psychopy.visual.ImageStim` - Image presented during resting conditions. + startKey : str + The key to press to start the task and go to next steps. + taskVersion : str or None + Task version to run. Can be 'Garfinkel', 'Shandry', 'test' or None. texts : dict Dictionnary containing the texts to be presented. textSize : float Text size. + triggers : dict + Dictionary {str, callable or None}. The function will be executed + before the corresponding trial sequence. The default values are + `None` (no trigger sent). + * `"trialStart"` + * `"trialStop"` + * `"listeningStart"` + * `"listeningStop"` + * `"decisionStart"` + * `"decisionStop"` + * `"confidenceStart"` + * `"confidenceStop"` + times : 1d array-like of int + Length of trials, in seconds. + win : `psychopy.visual.window` + The window in which to draw objects. """ parameters: Dict[str, Any] = {} parameters["restPeriod"] = True @@ -106,6 +119,21 @@ def getParameters( parameters["labelsRating"] = ["Guess", "Certain"] parameters["taskVersion"] = taskVersion parameters["results_df"] = pd.DataFrame({}) + parameters["setup"] = setup + + # Initialize triggers dictionary with None + # Some or all can later be overwrited with callable + # sending the information needed. + parameters["triggers"] = { + "trialStart": None, + "trialStop": None, + "listeningStart": None, + "listeningStop": None, + "decisionStart": None, + "decisionStop": None, + "confidenceStart": None, + "confidenceStop": None, + } # Experimental design - can choose between a version based on recent # papers from Sarah Garfinkel's group, or the classic Schandry approach. @@ -149,30 +177,32 @@ def getParameters( parameters["noteStart"] = sound.Sound( pkg_resources.resource_filename("cardioception.HBC", "Sounds/start.wav") ) - parameters["noteEnd"] = sound.Sound( + + parameters["noteStop"] = sound.Sound( pkg_resources.resource_filename("cardioception.HBC", "Sounds/stop.wav") ) # Open window + if parameters["setup"] == "test": + fullscr = False parameters["win"] = visual.Window(screen=screenNb, fullscr=fullscr, units="height") parameters["win"].mouseVisible = False parameters["restLogo"] = visual.ImageStim( win=parameters["win"], units="height", - image=os.path.dirname(__file__) + "/Images/rest.png", + image=pkg_resources.resource_filename(__name__, "Images/rest.png"), pos=(0.0, -0.2), ) parameters["restLogo"].size *= 0.15 parameters["heartLogo"] = visual.ImageStim( win=parameters["win"], units="height", - image=os.path.dirname(__file__) + "/Images/heartbeat.png", + image=pkg_resources.resource_filename(__name__, "Images/heartbeat.png"), pos=(0.0, -0.2), ) parameters["heartLogo"].size *= 0.05 - parameters["setup"] = setup if setup == "behavioral": # PPG recording if serialPort is None: diff --git a/cardioception/HBC/task.py b/cardioception/HBC/task.py index 3c37de4..6ddf110 100644 --- a/cardioception/HBC/task.py +++ b/cardioception/HBC/task.py @@ -4,12 +4,11 @@ import numpy as np import pandas as pd -from psychopy import core, event, visual +from psychopy import core, event, sound, visual def run( parameters: dict, - confidenceRating: bool = True, runTutorial: bool = True, win: Optional[visual.Window] = None, ): @@ -19,13 +18,11 @@ def run( ---------- parameters : dict Task parameters. - confidenceRating : bool - Whether the trial show include a confidence rating scale. tutorial : bool - If *True*, will present a tutorial with 10 training trial with feedback + If `True`, will present a tutorial with 10 training trial with feedback and 5 trials with confidence rating. - win : `psychopy.visual.Window` - Window where to present stimuli. + win : `psychopy.visual.window` or None + The window in which to draw objects. """ if win is None: win = parameters["win"] @@ -44,10 +41,14 @@ def run( range(0, len(parameters["conditions"])), ): + parameters["triggers"]["trialStart"] # Send trigger or None + nCount, confidence, confidenceRT = trial( condition, duration, nTrial, parameters, win ) + parameters["triggers"]["trialStop"] # Send trigger or None + # Store results in a DataFrame parameters["results_df"] = parameters["results_df"].append( pd.DataFrame( @@ -65,7 +66,7 @@ def run( # Save the results at each iteration parameters["results_df"].to_csv( - parameters["results"] + parameters["resultPath"] + "/" + parameters["participant"] + parameters["session"] @@ -75,7 +76,7 @@ def run( # Save results parameters["results_df"].to_csv( - parameters["results"] + parameters["resultPath"] + "/" + parameters["participant"] + parameters["session"] @@ -114,8 +115,8 @@ def trial( Trial number. parameters : dict Task parameters. - win : `psychopy.visual.Window` - Window where to present stimuli. + win : `psychopy.visual.window` or None + The window in which to draw objects. Returns ------- @@ -177,6 +178,7 @@ def trial( # Add event marker parameters["oxiTask"].channels["Channel_0"][-1] = 1 parameters["noteStart"].play() + parameters["triggers"]["listeningStart"] core.wait(1) # Record for a desired time length @@ -187,7 +189,8 @@ def trial( # Add event marker parameters["oxiTask"].readInWaiting() parameters["oxiTask"].channels["Channel_0"][-1] = 2 - parameters["noteEnd"].play() + parameters["noteStop"].play() + parameters["triggers"]["listeningStop"] core.wait(3) parameters["oxiTask"].readInWaiting() @@ -196,7 +199,7 @@ def trial( # Save recording parameters["oxiTask"].save( - parameters["results"] + parameters["resultPath"] + "/" + parameters["participant"] + str(nTrial) @@ -218,6 +221,8 @@ def trial( messageCount.draw() win.flip() + parameters["triggers"]["decisionStart"] # Send trigger or None + nCounts = "" while True: @@ -295,6 +300,8 @@ def trial( messageCount.draw() win.flip() + parameters["triggers"]["decisionStop"] # Send trigger or None + ############## # Rating scale ############## @@ -316,12 +323,14 @@ def trial( text=parameters["texts"]["confidence"], height=parameters["textSize"], ) + parameters["triggers"]["confidenceStart"] while ratingScale.noResponse: message.draw() ratingScale.draw() win.flip() confidence = ratingScale.getRating() confidenceRT = ratingScale.getRT() + parameters["triggers"]["confidenceStop"] finalCount = int(nCounts) if nCounts else None @@ -335,8 +344,8 @@ def tutorial(parameters: dict, win: Optional[visual.Window] = None): ---------- parameters : dict Task parameters. - win : `psychopy.visual.Window` - Window where to present stimuli. + win : `psychopy.visual.window` or None + The window in which to draw objects. """ if win is None: win = parameters["win"] @@ -500,8 +509,10 @@ def rest( ---------- parameters : dict Task parameters. - win : `psychopy.visual.Window` - Window where to present stimuli. + duration : float + Duration or the recording (seconds). + win : `psychopy.visual.window` or None + The window in which to draw objects. """ if win is None: win = parameters["win"] @@ -523,5 +534,5 @@ def rest( # Save recording parameters["oxiTask"].save( - parameters["results"] + "/" + parameters["participant"] + "_Rest" + parameters["resultPath"] + "/" + parameters["participant"] + "_Rest" ) diff --git a/cardioception/HRD/parameters.py b/cardioception/HRD/parameters.py index 8f2edfe..4ba3d10 100644 --- a/cardioception/HRD/parameters.py +++ b/cardioception/HRD/parameters.py @@ -20,7 +20,7 @@ def getParameters( stairType: str = "psi", exteroception: bool = True, catchTrials: float = 0.0, - nTrials: int = 160, + nTrials: int = 120, BrainVisionIP: Optional[str] = None, device: str = "mouse", screenNb: int = 0, @@ -66,7 +66,8 @@ def getParameters( resultPath : str or None Where to save the results. screenNb : int - Select screen number. + Screen number. Used to parametrize py:func:`psychopy.visual.Window`. + Default is set to 0. serialPort: str The USB port where the pulse oximeter is plugged. Should be written as a string e.g., `'COM3'`, `'COM4'`. If set to *None*, the pulse oximeter @@ -120,6 +121,9 @@ def getParameters( nFeedback : int The number of trial with feedback during the tutorial phase (no confidence rating). + nFinger : str or None + The finger number ("1", "2", "3", "4" or "5") where the participant + decided to place the pulse oximeter (if relevant). nTrials : int The number of trial to run in each condition, interoception and exteroception (if selected). @@ -129,9 +133,11 @@ def getParameters( The task working directory. referenceTone : callable Function selecting the reference tones for the exteroceptive condition. - The output should be a single float matching the name of the `.wav` files - (ending with `.0` or `.5`). Default is uniform between 40.0 and 100.0 BPM - (`np.random.choice(np.arange(40, 100, 0.5))`). + The output should be a single float matching the name of the `.wav` + files (ending with `.0` or `.5`). Default is uniform between 40.0 and + 100.0 BPM (`np.random.choice(np.arange(40, 100, 0.5))`). + resultPath : str or None + Where to save the results. serial : PySerial instance The serial port used to record the PPG activity. screenNb : int @@ -158,8 +164,20 @@ def getParameters( Long text elements. textSize : float Scalling parameter for text size. - win : Psychopy window instance - The window where to run the task. + triggers : dict + Dictionary {str, callable or None}. The function will be executed + before the corresponding trial sequence. The default values are + `None` (no trigger sent). + * `"trialStart"` + * `"trialStop"` + * `"listeningStart"` + * `"listeningStop"` + * `"decisionStart"` + * `"decisionStop"` + * `"confidenceStart"` + * `"confidenceStop"` + win : `psychopy.visual.window` + The window in which to draw objects. """ parameters: Dict[str, Any] = {} parameters["ExteroCondition"] = exteroception @@ -181,21 +199,35 @@ def getParameters( parameters["lambdaIntero"] = [] # Save the history of lambda values parameters["lambdaExtero"] = [] # Save the history of lambda values parameters["referenceTone"] = np.random.choice(np.arange(40, 100, 0.5)) - + parameters["nFinger"] = None parameters["signal_df"] = pd.DataFrame([]) # Physiological recording parameters["results_df"] = pd.DataFrame([]) # Behavioral results + # Initialize triggers dictionary with None + # Some or all can later be overwrited with callable + # sending the information needed. + parameters["triggers"] = { + "trialStart": None, + "trialStop": None, + "listeningStart": None, + "listeningStop": None, + "decisionStart": None, + "decisionStop": None, + "confidenceStart": None, + "confidenceStop": None, + } + # Set default path /Results/ 'Subject ID' / parameters["participant"] = participant parameters["session"] = session parameters["path"] = os.getcwd() if resultPath is None: - parameters["results"] = parameters["path"] + "/data/" + participant + session + parameters["resultPath"] = parameters["path"] + "/data/" + participant + session else: - parameters["results"] = None + parameters["resultPath"] = None # Create Results directory if not already exists - if not os.path.exists(parameters["results"]): - os.makedirs(parameters["results"]) + if not os.path.exists(parameters["resultPath"]): + os.makedirs(parameters["resultPath"]) # Store posterior in a dictionnary parameters["staircaisePosteriors"] = {} diff --git a/cardioception/HRD/task.py b/cardioception/HRD/task.py index 2f32bbe..f5e3348 100644 --- a/cardioception/HRD/task.py +++ b/cardioception/HRD/task.py @@ -25,7 +25,7 @@ def run( parameters : dict Task parameters. win : `psychopy.visual.window` - Instance of Psychopy window. + The window in which to draw objects. confidenceRating : bool Whether the trial show include a confidence rating scale. runTutorial : bool @@ -84,7 +84,7 @@ def run( waitInput(parameters) # Next intensity value - if trialType == "UpDown": + if trialType == "updown": print("... load UpDown staircase.") thisTrial = parameters["stairCase"][modality].next() stairCond = thisTrial[1]["label"] @@ -137,7 +137,7 @@ def run( # Check if response is 'More' or 'Less' isMore = 1 if decision == "More" else 0 # Update the UpDown staircase if initialization trial - if trialType == "UpDown": + if trialType == "updown": print("... update UpDown staircase.") # Update the UpDown staircase parameters["stairCase"][modality].addResponse(isMore) @@ -204,7 +204,7 @@ def run( # Save the results at each iteration parameters["results_df"].to_csv( - parameters["results"] + parameters["resultPath"] + "/" + parameters["participant"] + parameters["session"] @@ -231,7 +231,7 @@ def run( win.flip() if parameters["setup"] in ["behavioral", "test"]: parameters["oxiTask"].save( - parameters["results"] + parameters["resultPath"] + "/" + parameters["participant"] + str(nTrial) @@ -255,10 +255,10 @@ def run( # save data as multiple formats try: parameters["stairCase"]["Intero"].saveAsPickle( - parameters["results"] + "/" + parameters["participant"] + "_Intero" + parameters["resultPath"] + "/" + parameters["participant"] + "_Intero" ) parameters["stairCase"]["Extero"].saveAsPickle( - parameters["results"] + "/" + parameters["participant"] + "_Extero" + parameters["resultPath"] + "/" + parameters["participant"] + "_Extero" ) except: print("Error when saving as Pickle") @@ -266,7 +266,7 @@ def run( # Save the final results print("Saving final results in .txt file...") parameters["results_df"].to_csv( - parameters["results"] + parameters["resultPath"] + "/" + parameters["participant"] + parameters["session"] @@ -277,7 +277,7 @@ def run( # Save the final signals file print("Saving PPG signal data frame...") parameters["signal_df"].to_csv( - parameters["results"] + "/" + parameters["participant"] + "_signal.txt", + parameters["resultPath"] + "/" + parameters["participant"] + "_signal.txt", index=False, ) @@ -285,7 +285,7 @@ def run( print("Saving posterior distributions...") for k in set(parameters["Modality"]): np.save( - parameters["results"] + parameters["resultPath"] + "/" + parameters["participant"] + k @@ -304,7 +304,7 @@ def run( del save_parameter["handSchema"] del save_parameter["pulseSchema"] with open( - save_parameter["results"] + save_parameter["resultPath"] + "/" + save_parameter["participant"] + "_parameters.pickle", @@ -362,8 +362,8 @@ def trial( modality : str The modality, can be `'Intero'` or `'Extro'` if an exteroceptive control condition has been added. - win :`psychopy.visual.window` or `None` - Where to draw the task. + win : `psychopy.visual.window` or None + The window in which to draw objects. confidenceRating : boolean If `False`, do not display confidence rating scale. feedback : boolean @@ -377,8 +377,8 @@ def trial( The trial condition, can be `'Higher'` or `'Lower'` depending on the alpha value. listenBPM : float - The frequency of the tones (exteroceptive condition) or of the heart rate - (interoceptive condition), expressed in BPM. + The frequency of the tones (exteroceptive condition) or of the heart + rate (interoceptive condition), expressed in BPM. responseBPM : float The frequency of thefeebdack tones, expressed in BPM. decision : str @@ -404,8 +404,8 @@ def trial( respProvided : bool Was the decision provided (`True`) or not (`False`). ratingProvided : bool - Was the rating provided (`True`) or not (`False`). If no decision was provided, - the ratig scale is not proposed and no ratings can be provided. + Was the rating provided (`True`) or not (`False`). If no decision was + provided, the ratig scale is not proposed and no ratings can be provided. startTrigger, soundTrigger, responseMadeTrigger, ratingStartTrigger,\ ratingEndTrigger, endTrigger : float Time stamp of key timepoints inside the trial. @@ -425,6 +425,7 @@ def trial( fixation = visual.GratingStim(win=win, mask="cross", size=0.1, pos=[0, 0], sf=0) fixation.draw() win.flip() + parameters["triggers"]["trialStart"] # Send triggers core.wait(0.25) keys = event.getKeys() @@ -452,6 +453,7 @@ def trial( if parameters["setup"] in ["behavioral", "test"]: parameters["oxiTask"].channels["Channel_0"][-1] = 3 startTrigger = time.time() + parameters["triggers"]["listeningStart"] # Send triggers # Recording while True: @@ -527,6 +529,7 @@ def trial( if parameters["setup"] in ["behavioral", "test"]: parameters["oxiTask"].channels["Channel_0"][-1] = 3 # Trigger startTrigger = time.time() + parameters["triggers"]["listeningStart"] # Send triggers # Random selection of HR frequency listenBPM = parameters["referenceTone"] @@ -546,6 +549,8 @@ def trial( else: raise ValueError("Invalid modality") + parameters["triggers"]["listeningStop"] # Send triggers + # Fixation cross fixation = visual.GratingStim(win=win, mask="cross", size=0.1, pos=[0, 0], sf=0) fixation.draw() @@ -653,6 +658,7 @@ def trial( parameters["oxiTask"].readInWaiting() parameters["oxiTask"].channels["Channel_0"][-1] = 5 # Start trigger endTrigger = time.time() + parameters["triggers"]["trialStop"] # Execute function if provided # Save PPG signal if nTrial is not None: # Not during the tutorial @@ -799,7 +805,7 @@ def tutorial(parameters: dict, win: Optional[visual.Window] = None): win.flip() core.wait(1) - # Record number and save in a .txt file + # Record number nFinger = "" while True: # Record new key @@ -810,40 +816,19 @@ def tutorial(parameters: dict, win: Optional[visual.Window] = None): "3", "4", "5", - "6", - "7", - "8", - "9", - "0", "num_1", "num_2", "num_3", "num_4", "num_5", - "num_6", - "num_7", - "num_8", - "num_9", - "num_0", ] ) if key: nFinger += [s for s in key[0] if s.isdigit()][0] - log_df = pd.DataFrame( - { - "Subject": [parameters["participant"]], - "Session": [parameters["session"]], - "Finger": [nFinger], - } - ) - log_df.to_csv( - parameters["results"] - + "/" - + parameters["participant"] - + parameters["session"] - + "_log.txt", - index=False, - ) + + # Save the finger number in the task parameters dictionary + parameters["nFinger"] = nFinger + core.wait(0.5) break @@ -1069,8 +1054,8 @@ def responseDecision( condition : str The trial condition [`'More'` or `'Less'`] used to check is response is correct or not. - win : psychopy window instance. - The window where to show the task. + win : `psychopy.visual.window` or None + The window in which to draw objects. Returns ------- @@ -1094,6 +1079,7 @@ def responseDecision( decision, decisionRT, isCorrect = None, None, None responseTrigger = time.time() + parameters["triggers"]["decisionStart"] if parameters["device"] == "keyboard": this_hr.play() @@ -1226,6 +1212,8 @@ def responseDecision( responseMadeTrigger = time.time() this_hr.stop() + parameters["triggers"]["decisionStop"] + # Check for response provided by the participant if respProvided is False: # Record participant response (+/-) @@ -1276,8 +1264,8 @@ def confidenceRatingTask( ---------- parameters : dict Parameters dictionnary. - win : psychopy window instance. - The window where to show the task. + win : `psychopy.visual.window` or None + The window in which to draw objects. """ print("...starting confidence rating.") @@ -1287,6 +1275,8 @@ def confidenceRatingTask( # Initialise default values confidence, confidenceRT = None, None + parameters["triggers"]["confidenceStart"] + if parameters["device"] == "keyboard": markerStart = np.random.choice( @@ -1418,6 +1408,7 @@ def confidenceRatingTask( message.draw() win.flip() ratingEndTrigger = time.time() + parameters["triggers"]["confidenceStop"] win.flip() return confidence, confidenceRT, ratingProvided, ratingEndTrigger diff --git a/cardioception/notebooks/HeartBeatCounting.ipynb b/cardioception/notebooks/HeartBeatCounting.ipynb index b4181c1..cf75bf6 100644 --- a/cardioception/notebooks/HeartBeatCounting.ipynb +++ b/cardioception/notebooks/HeartBeatCounting.ipynb @@ -1,430 +1,716 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Author: Nicolas Legrand " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import numpy as np\n", - "from systole.detection import oxi_peaks\n", - "from systole.plotting import plot_subspaces, plot_raw\n", - "\n", - "sns.set_context('paper')\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Heartbeat Counting task - Summary results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Import data**" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "tags": [ - "parameters" - ] - }, - "outputs": [], - "source": [ - "resultPath = \"\"\n", - "reportPath = \"\"" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "resultsFiles = os.listdir(resultPath)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - " nTrial Reported Condition Duration Confidence ConfidenceRT\n", - "0 0 36 Count 40 4 5.146\n", - "1 1 27 Count 30 5 9.909\n", - "2 2 29 Count 35 4 4.279\n", - "3 3 39 Count 45 5 3.278\n", - "4 4 47 Count 50 5 4.007\n", - "5 5 23 Count 25 5 2.635" - ], - "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
nTrialReportedConditionDurationConfidenceConfidenceRT
0036Count4045.146
1127Count3059.909
2229Count3544.279
3339Count4553.278
4447Count5054.007
5523Count2552.635
\n
" - }, - "metadata": {}, - "execution_count": 11 + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9-final" + }, + "colab": { + "name": "HeartBeatCounting.ipynb", + "provenance": [], + "toc_visible": true } - ], - "source": [ - "# Logs dataframe\n", - "df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('final.txt')][0]))\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# PPG signal\n", - "ppg = {}\n", - "for i in range(6):\n", - " ppg[str(i)] = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith(f'_{i}.npy')][0]))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Heartbeats and artefacts detection" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This section reports the raw PPG signal together with the peaks detected. The instantaneous heart rate frequency (R-R intervals) is derived and represented below each PPG time series. Artefacts in the RR time series are detected using the method described in:\n", - "\n", - "Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for heart rate variability time series artefact correction using novel beat classification. Journal of Medical Engineering & Technology, 43(3), 173–181. https://doi.org/10.1080/03091902.2019.1640306\n", - "\n", - "The shaded areas represent the pre-recording and post-recording period. Heartbeat detected inside these intervals are automatically removed." - ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loop across trials" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Analyzing trial number 1\n" - ] - }, + "cells": [ { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } + "cell_type": "markdown", + "metadata": { + "id": "rk24mcViKdaO" + }, + "source": [ + "Author: Nicolas Legrand " + ] }, { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } + "cell_type": "code", + "metadata": { + "id": "ycke-WOSKead" + }, + "source": [ + "%%capture\n", + "if 'google.colab' in str(get_ipython()):\n", + " ! pip install git+https://github.com/embodied-computation-group/systole.git@dev" + ], + "execution_count": 1, + "outputs": [] }, { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reported: 36 beats ; Detected : 40 beats\nAnalyzing trial number 2\n" - ] + "cell_type": "code", + "metadata": { + "id": "3o_vVIqZKdaU" + }, + "source": [ + "import os\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "from systole.detection import oxi_peaks\n", + "from systole.plotting import plot_subspaces, plot_raw\n", + "\n", + "sns.set_context('paper')\n", + "%matplotlib inline" + ], + "execution_count": 2, + "outputs": [] }, { - "output_type": "display_data", - "data": { - "text/plain": "
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cZ+Cl57V5XTipsXMHDnDsT75AdmxMe2rs/ffdx8u7dwNw6s03+cpDD2n1mXP28fxjj3P49/8Aq1DQso/fevJJOtJpfuqHf1hbO5Lj0SeFQJqm1mN3/3338b2REQAWp6a0nycHZiZDKBEnkm6jOD+vtVYlrHweIxYjlExhltQ7utGZTvPw00/z9uuvA/Di8y/45rvotJPdvZCh6+Qp31roIGglCxCgHE5A0+Kp0wAsnjrta0BTOb715JN89O672fG9J9jU2enrc8GBczywLGSxCPgbWAX2O/CV0lhl7NAh396Bzr7nLkwAMH/4qG/77owxDry5B4C5Cxd8ex85Y7XDv/8HHPzt/w2gfTwaIECjSMUT/PtPf5rI4gK5cJhQNuNrQMmunTt57rXXeOeN15FGiDOHD/Hca6+xa+dOX+oHaAyroXX+EPDjwE8KIUaEEL8HfBG4UwjxLBADHin97K8C3wCeBB6QUhZXYXsDBPAdV0oEveN1UXzjVfJPPAqgxevCGYjmJ22RcXbsvPaBaDqV4pd+/CcA2L/nLUzL0qpMcPZRWhYA+ckpLft46PhxUvE4uz/5k0y+/AqgfnCbTqX449+45A5hmqa2Y5dOpfjd//cXsUIhMhcntJ8nB2Y2SyiRINyWpjg3p7VWJaxcDiMWI5xKUvSJsDIMw/ZdzBdYjMcQ2axvSh1nQnbqK1/j/GNPAP5MyN4N/mIBAjh4N5DVDjGz++lnQAjeeeVVXwOaynHo+HFuSLezeOo0c4cOA/4TNfffdx+PlBaoCrmcb+RcOdKpFL94/49ihUKc3r/ft3egcy08/8zTAOx+9lnf9t3xATYWFiiGQhgZ/95HzlgtnLQJF2mavpLC74bnQIB3N1LxBOuSCZKbtrKtt8fXBGGHoAxnFplMpoj4TFAGaAyrEVLyqJQyKaXcVfrzS1LKRSnlT0gp75ZSflpKaZV+9iUp5fullHdKKR/0e1sDXH64Eoi1Kynhaf3wMPuPHUOkbE8GKSX7jx1j/fCw0jrOQPSVkjJxZGTEl4FopFjEiEa5ZeNG/vHHP6518Ons48F39gLw0Hcf1rKP2zZtYnF6GoDs+XFAj+IhISXhRIJQMslP3/cDWo9drFgkvX4dMeBnPvQhXyYJZiaDEY8Tbkv5riA0czmMaJRQMklxwR8FIdiTso39fQxu3syOoWHf2vi2bdrEa2+/vewzPyZkjnLxx267jfTbe31XKAUTwQAO3i1kdTkxM9WeJjQ/v2qt/ts2beLoG28CsHD0GOC/ei+dSvH7v/IrmNEoxdk5zGJxVY5HKJuhc8fVrE+mtI9VHCyFdS1mkICxsODrvqdTKfpTbXRs3Eha4FtdZ6w2fv48AH/7d9/wjRh9tzwHArz7Yc1ME1q7FsvnBWywScKr+vsYvOZaekJGQA6+CxG4pQa4YuAHseYHAbnUlntxjME9r/seQa8SjpR8dmoKgCeeelKLlNwZiJLNASAWM74MRIvz8yTWDFOYqe/70SqWBtvZrP2Bpn28/777yIzbxOC5Q4e1KR6sbI5QIk64rY3ivN4BSnFxkVAqRaSjg8K0/nMFTotxwt6/OZ9bjHN5QrEo4VQKc9HfiYGVzRLr69N+Tstx/3338f1SONn8+fO+qXQc5eLE7pc4/oUvYmazvimUgolggHI4ZPXtx0+yLhxZlXZaB+lUiqvXrGH77bfTF4msmg/o/ffdx+G9ezFjMcaPH18V9R5AvGjS1t9HrLOTn7j77lU5HmYmS3xwwPd3UTqV4tqhYdq2bOaq7m7f993KZYkP9MOifwvsSyR5JkPRMGBx0Tdi1HkO/NSHPkT2jz7Pj+3cuWrPgQDvbsjFRYz+IaSPY7Vl9XN5jN5+5OzsqtQPUBsBQRjgioFDrP3Q9u2s7+xSTqz5pexz2nLzjz9C/rkRQE9brh9YkpLnMhSMEOGFBW1S8nQqxY7hYSJdndy0bp0vg7Hi3Bzx4WGKPr3g0qkUg4kksYF+7tmxQ1tL7nDCTr0+tW+vtnYkM5fFiMUJp9soaJ60WLkcoViMcLrNt5Zby2kxTrdRnPeZpCu1GIdS/ioIwZ6Ixvp6fZ2IplMp/se/+tcUE3HyU1O+tdBV+q35YW3gwJkI/vi997JlYHBVCaEAqw+HrB5/4vtcfP4FYHV9z8ysTUgVZlZv8pdOpfiR228n393F6aPHfHsuVKIwN0ukvZ1YTzf5ixO+1nZgLi3czCOl9Ld2JkNizRryk1O+1oVL1yE+efE6SKdSxApFOrdu4Yduusm3a855DiyePMX8ocPMHzoc+B8GcEc+j+juQa6CghBA5rKIrm7k4oLvz6QA9REQhAGuiLZcuESszT/wa2T++s8BtcSaQ0D+QG8Pa2amtCn71g8Ps/+Inccj0mkALW254M+5T8UTxIpF4hs2cvfWrVql5MW5eRJr1vg2KbmkIPRvElSYmyW5dq3WmiKfJz44yObuHm3tSFY2RygeKykI9ROERjxmK+p8IgiXFISpNgp+exCWQkrCyaRv++vAzOWI9vb43lYdBzqGhogg+Icf/rAvEzKnlezkoUMgBI99xz+FkjMRfPPf/Ar7HvgvQGCE/17Gtk2beP3NNwGWSKjVCgeBkmJtoJ/C7OzqTv4WFtl8y81s7uryrbW2EsW5eUKpFNGeHnITq0MQWtks4bY2RDiMmfF3jG9msySGBleHIMxkiQ8MIHxUEIK9z1gW8cFBXzpMHCwtWp05C0BuYnJVnwMBqmO1LUJkIY/R3YOcX6VFnHwe0dYGRghyudXZhgBVERCE73FcaX53Bw8dAkDm84BaYs0hIBc/+7/J/PUXAT3Kvl07d/LGKzbpWJyZ4dHnntXSluvXuZeWBaaJ0duPNa13gOhnyy+AmctfWpUvhYdor7mYIT40SEGjalFkc3Y7kkaSx8xlCcWdFmO9AyPTURCmUr6p+cxMprR//pGSS7VL+xtKJin6rJywFYR9vhOExcVFQsmkL4Szg/JWspm2FGLRP4+tpWCmiUnmjx4FVpcQCrC6uP+++3i2FIYxcezYqrXTOjCzWcLpNEY06vvzb9l2ZBaJDw35StJUwsoXMKJRol2dFKamV2UbzEyWUDxGJN22CqFZJVW5z+8EKFcQ+junKS7YtibRzg5frz1n0erl558HYM+rqxcSFKA6VtsiREoJeYcg9F9VDCBzOUQ0hkilkD5b4QSoj4AgfI/DUcXd19lBzxf+6LL3u3urRKzlpiaVE2tO4AaAiEYBPcq+VDzB//uj95NpSyPn5jBNU0tbrnPuP3THnazv7NR37nM5iEYR6bR2r4viwoKvij5ZKBCKxzDiMd9aV81MxiZgdLZw5nLEBga0kmlW1g7SiKT1exBaWaflNuXjecqWeSyuQotxNEo4lcT0mSC0sllivb2+7/OSYjPtr+djOpUiLQy23Hwzt27e4rsRvgyFkMXiqhNCAVYX6VSK//SP/jHFeJyZ0dFVa6d1YCvE40Q62le1zdjK5mwl48zqKRllsYARiRBOp31XkztYWpBLp333ITQzWaK9vb63N0vTRJom0d5eRMbn92CuRMj66HsM5cEwi8ylUoTm/Q2GCdAYHIuQH+rqZv5//G//LUJMExCIeBzCYXC8zX2EzGUhViIIF/xfPAhQGwFB+B6Ho4orvv4K1tg5QK/fnc6W1lQ8wS987KPkEknykxcxLUspsbZr505eKhGQhWxWm7IPIF4o0jY0TCga4SM779DSluuc++yX/4K5X/slQM+5l/kcIhItrRLpHaQV5+dJDA1RmPNnQmIVi/bAP+kPESNNE6tQINrVpbdNKJcn3t+HuaDPG8TM5kopv/oJHbPkyRdOJf0jCB0PwrYURZ8HP1YuX0aI+qwgzGWJ9nRTXFxEmqZ/dRcXCTsKQr8Vm5kMsb5eX5VSzkRQYt+fpmkGE8H3OEILi/Rdfy1p0+If/ciPrOq1YGYzJYLQXwXVyu3IEunoAMPAzPg/CQZHQRgpkXOrQxBa2ezS+9ZvktLM5ez2ZsPA8rGV0MxmCcViRDs7wPe2anvMEen0lyAE+92wfc0aNt50A8PJZPBO8IDytt/JmRltij7HImT+8BGyY2MU5xf8tQgp5KEkdBFtaeTCKjyX8nlELIZItSGDcLV3HQKC8D2OJVVcqT1SFgpa/e50t7TGikWSGzeRLJp85AN3KSXWUvEEv/oTP0E+FkfO61P2QYlUi8UQ6XakJrLLOffmubOl1SRNXoe5nL1KlNQvIy/OLxDr78f0iRSRhQIiErFbOX2o6Qx4Q6kkps4VcbNIKJlERCLaiEhnhd0mCDUrCPN5W1HX1uYbiWMVbNVIKLUKhJWjIPTZg1BKiZnJEk4mCSUSvrY3m4sZQsmEL9dTOaSUtmqyp8f385yKRAgJAyMe56fv+4FgIvgeR3F21vZbC4VWta0X7HeV8S5QENoLNc52rA5R6bwLIqug3nNgtxjHV4WkdNT0IR8tPuDSNRhKJiFf8HXByg5GWz2C3Mxk7cXyKf99Hy9XVLb9AtrafpcsQkrkce7iRV8tQmQ+v9QJt1oEncyXWoyTgYLw3YiAIHyPY9fOnTz32mtcPGmvWjz9+Pe0qeKcltZ7z55g6MhBPS2tuSwimUIkE0gNfifxfJ74wCDhcISP3KFH2QfYpFokipFux9JEEDrnfqZEND321Pe1nPtLL4EkUnObh5XPE+3uoqhR+basXqGAEQ7b4Rc+tLCYmdKAN5GgqNFTR5gmRiSs1c/NXmG3Pfp0Txqscg9CvzxeikVEOOzL/q2sbStWQil/PQhloYAIhRChkO/ei0stxj56EIJ9nhGCSGeH7+c5Pz1NpKPD9rmaXT2VlgqstmH7lQBHtWyHYUyu6rZYS8RcB/np6VXdDmMViRqwxwkiEiHcvpotxqWW73b/SUorl7XJsrS/z2YnCE0YBkSj/i5YZbMY8RiR9tUhpq3s6ngBX85w2n5/+iMfYeY3/xvd2Zy2tl/HIuRUyTf/e4884q9FSD4P0RgAoq0NS7PNjyuWWozbAg/CdyECgvA9jlQ8wb//9KeJZDJkIlEi87PaVHFOS2vhmacovLwbUN/SKnMl5V0ypYeMKhQQjp+exoGedKTXGhWEzrmPLi5gCUEos6Dl3C/tS0K/glAWi4QSCbuVpRRUo7ueiIQJJRK+qBatQp5QLKq/pdk07QlNW0rbANPKlaUYayYD7BTjuE2Y+aUuLRGERjQKUmL62FplFUrkpE+t7w7MrK1SAXwNhIGykJJ0GwUfJ8DOPvtJPjsozMwS6ewg3L66Kq1W4Ydh+3uBgHSCkaI93eRXKS330rZkS4RU+6q11UK5gnD1CEK5TEG4SgRhxiasVqXFOJsr8+P1+9lcGs/GYr4uWDnkZDjtvwcx2Pse7e2hOO/PYjlc/s9Yp+03M3qOwtQUxth5bW2/5QFns20pjPl5Xy1CyhWERiqtRVBTdxtyTotxKmgxfhciIAgDkIonSBmCtvUb2blpszZV3PrhYfaX0hadxFfVLa0OQUhCk1qtUIBIRKuyD4B8DqKxEhGpr04qniBWLBIeGubeHdfoOff5UkiJ5peAtCykaSLCYbsF1xfCrogR9k+pJQsFRDhCKJnQ60FoWpeUkZqOo+ML6EdwiJ3qGy2RVv4MhGx/yjBCiFJrs49KvmIRIxz23YPQnpDZq9J+ewGaixnCSf8VhI63Vyjlf1q1VSInIx3tWlPNdcNRbnyot4+N6Xblhu1+JUau9gTZUdFGu7vJT65ea6HjlWtEoyXyejU9CHOXiMpVukecFuPwKiQIL21DiSxbjRZjW8VZetf7ShBmCCXsBSviMX/bm3NOh0Sb7x7EYBPCkXRaq01MOVY7lVcFnLbf7NiY/cHCgta233QqRXs4zJZbb+WWdet9tQixO7scD8I231t8pWVBsQCRaKnFOVC6vtsQEIQBAJCZDEZvn1aZ8a6dO3n5lVcAKExP6Qn5yOUgFkckk6CBsLFVQRGtyj4o8yBM6g32kGYRTBOjs1tbwrDM5RHRGOjel5JiSwjhm5pHFkutQ0kfCclIhFAiiamxxdhREIaS+ohPh9zwoxXVSTEO+0jiONcjYIej+Nn2WiLKw8kkZibjm4LAKrWNg7PPq9Ni7G9rc8lL08cAHAdL3mbtHZe1gtBRbhz4rf/J4f/7BwBKlRtLrWMf/jDbNm7Ukhj5bpggLxGEnR0UVrGt11n8EYaxquS1k2IrIhEi7WkKs6tEzjktxquaYmz70kbSaX8XUAoFAJsgbfNXTee89wFkLObvfueyZbYmi0uiCL9gZjO2B6hPLeVLizw9vcSeftb/VF4FcNp+n336aQDyk5Pa237NxQyJdWvJX/RZ8V3IQ6SMIPS7xThv1xdC+OJPv6L8s0+R+Ys/9bXm5QbfCUIhREwI8YIQYloI8anSZ78mhBgp/TkrhPjF0ucjQojnS//9Tb+39b0CaVlQyGP09Gp9SKTiCX7lx36UTKoNMTuDWSwqb2mVuWypnVWTgrBYgHDYJgg1Dnpt+bcPwR7ZLMQTtlJR17nPOyElScjo2xdnsgz4RhA6HoShEhHjRz27pTmul/gxTXtAr1GJaTotOD6oCpZSjH1UtTnXBvivplsiy0MhjGjUt/ROJ9UbKIWz+DkRzSMiUf+JyZK3l9+TX7hEPEQ69KujdKrjtm3axGvvvAOw9BxVqdxwCMhXfv7TnPrK1wC1BCRcmiD/zMc+pkUF2QgcgjDS2blkfr8asEotpUBJubdKpFhpEUoIYSsZV4uodBSEqRRmJutrWMaybYj6r2J0vPgA27LEz3dCPr9EEBKL+atoz+Yw4jFEKEQoFvNlfFiOSwuw/ijqnWfs6b/5Omf//tuA+mesbiy1/S5mmEulMBYXtbb9SikpLi6SXLuW/KS/BKEsFCBij09Fqs33FmNHXLFa9Qsv76bwym5fa15uWA0FYQH4JPB7zgdSyv8hpdwlpdwFnAe+Wfbznyj922/4upXvJWSztuou3a79Jo2bJm39A4SSST582+3q/e5yOUQ0ro0glEW7xVO7JDtXasvVRXSWILNZRCyu9QG9FFKSSCI1klrlii2/2v1sD0InxdiHeqWJhhGJgE6fRadVO6kvLdlySLtUm/Y2WCfFeDU8CAGtXo5usEotxoCvScYr99lfUlR3sI4bzExmKSnTXFz0Ta0Jy4kHnRYHutVx9993H08+9RQAmelpvvLQQ0qVG07rWGFqirkDBwG1BCRcmiDPHznKqz//LyguLPg+QXbSYiOdHRRmpn2ru2I7SuopoBTSsDrEnJnNYsSipe1IrxpR6SxeCsMgnEr56pG6tA2lxZtwOk1h1k+SroARLbOd8FNBWLZIZ7cY+6kgzC3dA6sRVOZ4b4bb/CGEnWesQ8hahYKvqbyqkE6luG54mM2330Y0m9Pa9mvl8xjhMLGBPnJ+KwiLJiLkEIRp/1t8i0Uo3Zur0eJMSdEri0V/615G8J0glFJaUspzbv8mhLgamJFSnnF+HPh7IcRjQohbfdvI9xhkNoNIJBBtGlVkDnI5iJcIqQUNtXKX1Gp6FIRFiIT1t/4uKQiTeutks4hEXKuC0DHDFaEQRCI2Ia0BTvst2KSIbwpCp8XYBw/CZSpJnT6EjoIwqY9Qs4oFjEjU9lPM6lVVSGdytEotxraazqe6peMoQiG7tsY28RW1SyQd4OuxhrJgFp/DQhylhhEOIyIRLE3PN9fapedBKJHQ+vz51pNP8tF77mHnydNs6upSro5Lp1L81v/zzymmUuQmJjEtS6ly4/777uPREgG5MDWlnICESxPk2f0H7DrHjvs+QbYJwgTRzk4Kq6kgzF9Sh9gtxquUHpy3fRABwul2Cjp9o+tuR+m9vQoegOXvBLvF2L/6slhY9k7wO2HeuQ5lLOarH6+zAAqsig+hExLkV2iX0547WQqd/Po3v+lvKq9CmJksiTXDWmyqltVZXCw9r7v8f16bFQSd3y3GJT//pfp+eyCWOvN0WoVd7gg3+4tCiJuAO4BBIAscAEaklK1c5f8Q+GrZ/39KSjkhhNiKTRTeIMuW54UQDwArlIUjIyMtbMK7G4XsImf2v6r0O42JCRJCcnHiLLHxc0wq/v5yhI8eJZLLIAyY2/sq5uSQ0u9PXDxHoasNY24aMTFGTvG+RE4fJTQ3jRkLETp/nouajlX8wihm3MDKpIhdGGvpnNS6ZkLnzhGziizMXCQ0Pq5lf6JnjyNyOS7uf5W2SITRt19EptM1f2fiSMh7oekZwsUiIyMjGDMznH/jTfZaelt5wouL7H75ZcSpUxjHT3Ba87NHHD2GMTPDyMgIYQQvPDUCXZ3q6xQKvLFnD2JsDDJZjmrYr9DoOcYOHkRKk3AkwtOPPw6lBFzltSYmmHzrLeSFccLZLCPf/z4YetfHQuMXuLB3L3J+DmNmmvNvvMk+fFCXFYuEhVh6D4bMIq8+9xzyuLowKDfMz8/zxqnTGHNz9j14bhQuTnLcp/dx6MIFLu7bh0wmCY+P+zYOEAcPXbonwyGefeIJqPN8U1b7nXcwLl7kXCKGceKktudPKJul1zA4/9gTnI3HkVs20RONMjE93fJxnp+fZ2RkBHH6DEZnB+J8jnXxOK+V/IpV4Z+97/3IY6fITkwQN01+/sMfVlpjTVsbJ0dH2fv2XpLACw89TG7dGjYMD/t2LYYnLvLa22+DlITPnl29sfD5ccK5nF2/UCA8PcPIU0+BEEq+3rlm6mJiknChYF9fo+cwzqzOMQmNnuVcMs4+QxCSFq888wxyjd7n8TIUCoQNw973TIbw5JR/x2Fy6tI5OH0a46S+51QlxDt7MS6MMzoyQlEIju3bx5HuTl9qG8eOQVuKoyMjhAoFXnvueeSpU77UxjQJmybPPP88xuwc46+/zl6zoL3sz3/4w4T+8PMUUykSCwvKn7EAlmUxPTdHNpcjHovRmU5jKB7LhU6exDIglM0pfW6twNQUYeCFN14nPDenZFyaKTQ254mcOkRoYYbJ/a/aHMDkBaY0zv0rYUxOkjCLnNn/KiKTpW1mWjm3UQvpmWlkOs3Ynt1YAwM1f9bLfLThd9O7CLt27XL93DNBKIT4OeAXgBPAG8BZIAbsAv5/QojDwG9IKU80sZ2fBO5y/kdKOVH67xEhxAWgF7hQ9u8PAA9UbJ+strNXAh55/EnW7rhN6XeaJ46RaXuJ9qtvJvPK63Qr/v5y5KezmFPzyMUF0j1riey4Wen3L37/Wdo37UBOTmCeOUWf4n3Jnb2IjCQJbdpCYWqOXk3HavG5l4hsvBqju4fMm2+1dE7O7H+16jVTsN4i33WY9OYdFGYWtOxP7vgo0jLp23Eb8+0PMji8hdDa9TV/5/q1HZ7rLJ4+w4HHnuCWXbs4cfI04VSKtZqfBS9+/gvcee89zO7bz9iFC1yjud7FSJSLFya4etcu3vz2Q2y9/nratm5RXue5v/oyN995J7MdB1g4fpytGvZr33O7GbjxRnruuJ1Xv/w3XHvjTSSGBpXXAexjtXMnbVu38OKffpE7brudSLteEuft7z3B+ttupePaazl5ZhQRDrPeh3dTcWGBV7/wl9xVqrX36ecY2r6d7tv0ivBHRka4YWiY0eMnuXbXLi6IEJOvvMJ2n97Hbz36OBtuvZX44CB7Hnpkaf91Y9ySTC9m2bZrF29889tsu/4GUhs3+FL73MIii5EYXbfcxNjEpLbnz5cefJD5s6OkgKsGBhjetYuvPPQQZjxedXDZKEZGRti1axdTr73O6NHjZC2LHddcS3LtGiXb7mB2/wGObdjA4unT/OjHP47QMOmbW1hg90uvMpNuw8pk+NSP/qivyZSv/NVXuO2euzGiUd548GHf7oFKzO4/wInX3uSGUv3df/pF7rzjTsJJNZYyzjVTD/PHjnHk2ee5adcuMmdH2ffMc9y6Csdk/wsv0n/DjfS87w72PfcCA1u30nOHwnC+OijMzfHaF7/EXbt2IU2TF/7kz7n37ruXVOY6sXDiBIdGnuHmXbuYTLUxdvGi9nGSg9H5RTKxGFt27eKZPW8zHIlqGcu44ejBwyTXrmFo1y72736Zvq1b6X3/+3ypXZyf59U/+wvu+uAHOXlmFCMWY50P+20Vi+z+7B/TtWUzN9x8C10336T0+x2ri4/eey+33n47r+3dyxceeUS5T+C+Z19g8Lbb2DfyDHfdfjvhtjZl312OheMnODTyLDffdx8vffFL7LzlVqKd3uc+5Xj7TGMarfxUBnM+R++O27BmZlh46BHl3EItmKdOkml7gbU7bkNaFnNf/EvWbLtpqe1ZJ6RZZK5QJLzlKvp61hDZcVPNn/cyH2303XQ5oJkzIYG7pJSu5lelNuF12ARiwxBC7ASOSCknyz5rl1LOCiF6gDWAz0367w0sGdon4sisZiPdXNZuARZoaTG2PQLDoK3FuADhiPbW36WEp4TmOtksIh7X15KN/TAW4ZKUXONxK28n8TWkZMmD0J8WY2cftbaOmtalFFxd56tQ1nqkOcm4/Lg5Rum6CULbB9Cp2UZ+wp/XV3lrM+Bb+ztUeB+2pXxt6Vry4/MhFbscqxGOdKm23dId0pyifv999/H7v/wrDADnDh5iBIuHn36azz3wgLIajk9otKuLwtQUKCYIiwsLRLs7yY6NYS4uEtZA3KVTKQYTCRLbtoFl+koOQsn3LB5fau+XpukLCbRiOwqXWmqBUojOjDKCsFHIwqWxR3g1U4zLWowjq9FiXGa/IkKhJesQ3e9AcKwfLr0HffelLb2PZDxGccbH1urC6vnxLm+tT5OfnKzzG2pQnF8gnEqVPFDVt246QVAfHl4DU9P8zMc+tvT5P/74x5XVsf0bExCPU5ib00YQWvn80n1pH7OZlgnChlEsguNB2JZCLiwgLQuhubPGgePnDyAMw54bLiwg2vXvv8zY1lpGe4fWsNHLHZ6vBCnlF6uRg6V/PyClfLbWdwghvgH8LPAZIcTvlD7+aeArZT9jAE8JIZ4Dvgv8ipTS35z49wocs9B4EjQThDKXKxFSmjz8ikWIRPSFlJSIBpFMITUm8i5N8nV7HTohJYmkvrTkQpnXhcbQlXJD6lBKPzkhpVw6T+FUyhcSRpbvY0K/B2EopY9cssoDLTR7E8llxJU/k5TVCuwoJ+mAUjDLavgu+h/MIsJhjGgUaVn6Anwq6xaKiIizz/4mKDvEt+4U9XQqxU/v+iD5jnZO7tun3CMQwMzlL6WsajiGxfkFQkuTV31+T4WZWVKbNpKb8GdSXo6lMIxQiHBb26qFg1j5/NKCDKxeUIlVWO5/Z2YyWKtgSr9sgSrtP1FZfhwA34IroOLd6/c7oey4E4ut3sKRz8FZy677tjaKPoXiFOfnCbelSsnl6u93Jwjq4P/6Xfb95n8F9CQlm5ksRjyOjMe1BhuVXyORjg4K09PaalXCFm6U5mWhsO0D6KdXbEls48D2QfTpHsllIerwEP6GB11OUKrlFEI8UGr7rQkp5SddPvvliv+3gCCYxAfIEkEoEnFkJouUUkv7DTiEVAyiUY0pw2GkLqVasWgnPutWEBYLpXOSgGxG38pOIQ/RaImI1DTBLO0LoPWBXKkg1D0YlMWivfJlGIR9Sse1yvdRpzLMh5AS6aPazL42ygfM+idHspIA9cmEeYWCMJXSqi4rh7WKqglHQSiEWFLyRUsqCj/qwioEs5RUd348f8RihqFrrqFncpIbFKo1HNj7EsOIRLXcK45q0J6IzZAY1uMBZ+ayJIaHfFPtlKOcEIl0dpCfniba3eX7dpQr1gBifb1kxy+Q3r7N1+0oPx7CMIikbaIm2tnp63aUH4/VCCmxCssJ23A6TWFuDj/0nPY58HdxzkH5GINYzFd1d+X7329ycvl72J+xh7mwQLitzX7GaliEcYKgtqXblsa+OoKgrGyGUCIOCVtBqAvO+xuwg6U0LlytQFmKMIDo6saamsTo9Ol9Uaio72OSsszZPITusNHLHaoZh9cUf18AP1CS+opQGEIhu71VF3JZm2DTpVgrFu0W4EQSdCjVCiXiTvPKg0N2iVDIJvByepIxL7WXJ0CTIlKa5qWVqmQCqUnpUq4g9GNQVE5IhnxKTZaFSymxoWQCUxepa5oIp3VRZ0v4spRffefLKixv9/VjklKu5PND0bpUt7CcIPQ9xXi1JkXlCcp+KjaXEYT+plU6xzuU0N9GXpybJbFurTYl2BLZqencFRcWCCWT2iavDqx8gfjQIPnJKW013CBNE6RcaimO+D3hLINVyC8jCOODg2THxnzfjnLyHkrk3Cq0GZcfD7vF2OfEzgrCNtLun6Jt5ULgAmVZk1pRThDLeGwVVHyXxhx+JAk7kMVyQtq/c22Wkpt1KYadpOTF0nd/9e//XktSsp0AnYB4QruCUCxTEK4eQWh0diGn/HtnyWJh2aKFn0nKlzoZNXbOXQFQShBKKb+j8vsC+IRieQtoQqsPoc3cx/Up1pbUkHoUfkukUDwB2SzS0tT1XizaZC3o9SEs91TMZPQM3MoVhAl9xOpynzn9gyKrnKxLJLDyeXuSprXmpUGn9hbjcJhQMkFREwm5rMVYM6GzQkHow4B5NWo6dZe1k/noQejmA+rXZLDcbyzkoxfgMl9Qn5TElbXt+3RR67E2M1niA/0UNHn2WPk8RiyqTeFrLlzyx8prnIjJQoFodzdWPo+Zy2mrUwmrRAo43R/Rzk5fW9aWbUuFB+FqEYTl72gotTrPrU6r87IWY98VhBVEaZt/RGn5vhvRKMIwfLN/WK4gjPuuXlzme7xKrdXhNv+utyUf4Pa0lvdEOpXijz/zGYxcjsV4DOYXlFtdQMmDsNRirPPYybLnpG7rixW1zeKyQBCjqxtr2kfVe6WC0UeCcCkLIZnSZnl1JaBpglAIsVsI8ULlH5UbF8AflD8oREKfwgtKzH0sZivWNBBFsiStd0I3lE+YHALSMCAe1+fZWObPoD3YIxy2z384Aln1SkW7RmlwmkyCxn1ZWqnW5GNVjvI2DmEYhBJxrT5gSzXLVIs6CUIRiRBO6vNW9FNtVq4ujfi0or5MtZjyT9FW2WLsJ2lVrpr0ezK4wndpVRQyPntNlcIPjHAYIxLB0vD8XqpVKBDp7MTK5bAKBfXfX64g1PAsKDoEoUYFoZRyyXg+2t3lq4pQlrVyQmnC6acipQxWfrk6JD44QHbsvP/b4dJauxoKwnIiIJz2z//PwTIvvtI2+EYarfDE9Y8sW+5BGPVdvVj+XvBTTS+LlR0T/h1vIxqxVbKaaiZDIUKxGIObN/ORm25STg5KKUshJXaLsc571coXMCJ2i3Gks5O8nws6Li3Gcso/glCWzZ8ARFvaNw/CJe/9pB3OEsAdrSgIfwo7WOSngX8KfAMYaX2TAviOYhGcgWU8oZdRLxTsEBFdzL3TYhyJgGEob5cul0Vr99Mr9+3TFYhSdu61JRmXp2VpJDvLwwLCKf2DovI2DrumftXSMr+zkmpIeY2yVrVQIo6pSSm7TGHnQ0jJJZWXPxOUlSElPg3SKyZk4WTSt8lJ+TkFfyeDyz2f9Kb6lqPcYyuS9s8QHpY/D3S3ki8ReJrUIc73hzQ9u50W46hG4mxpgdIwiHZ3k5/0J7kcHEKiPDm4w98JZxlkcbliLT40uCoEoX1/XPIhjXZ1rpo3pHNuIu2rkWLs0mq9GiQd/to/LFPTh0IY0ShmRt8iSmVtv8Y3lVju+2gfbz+IUStv21Xp9Nk0MxlCiUTp+ap+AcbK5xGhkG3VkIhrDRSyCvlLCsLVbjEueRD6V9/mAhyItjRywccW41gMghbjmmiaIJRSniz7c0hK+TvAvQq3LYBfqEiZRaeCsKQm09cCXEbg6UjM9UnZt7ztW3OdZeSdJl/IiH6yUxYLZYote7KsrQUcR0F46QUX0hjosVSz3LcvkdTiQWiV2tuFEIilQbWGOoUK5ZUmEktalu2D6Xhz+UTiLPNY9KkFvbIulEi6VfAgBH99CFcrNVKWTf51e2lWwipeegbpJkUdAs9OqFQ/kF/6fk33p5XLE4rHtKZF2orOkul8dxf5Cf8UhJVETLSnm/yEfwTlsm3JLyekYr29FKantShPa25HRYtxrL+f7PgFX7fB2Y5VbTGusJ2I+KhiXPFO8FXR5hbY5V/tpfGoDx0t5Vi2cBSLIYTwRclvE15Rrde4uZghnEwQ6eoir8Ezrzw4RMb9UxBGV6PFeJUVhMtSjFNtWH4trjpZCEFISU200mL8Q2V/flgI8e8B/ZGBAZRDlk0yRCqFXNR4k5pFCIf0qtXCGgmvgj/EnSwpIcGfFmNwCFX1RJAslrew+6MgXFK/aXz42yoJf73eliuGEpg6ksALl/wvoUQ8aCAil4eUJLUNoJfa6EveXDYZ6UOLcdmk7FLStQ9BNitSjP3zILQqa/ukFpFSuqRG+0RMrvCa8jPFuKx1UTMR7LRJ6jq2l1qM9SwWLBGQHR16fRSXCMIe8r5OuJaTQImhITKj/vv+wUqyUoRCxHp7yZ73V0VYuR2xvj5yq0EQ5suUQqWQEr9aXcFRtlakGK+CByH4rSCs9F70t/YyD2JfF44q3sN+LYoWinaLcbu+a9xREOqyiil/p6KbIKz0IPS7xbjcg7C3D+uCj8/ncuspwOjoRPrkgSjzeUQ0ikgmtYVzXglopcX4p8v+fAoIA59QsVEBfMYyUk0zo+60AGtoz5VSrtwXxRONZWSqzmNVLCwn7nTJoJcpIjXtj1lJ2ur3tAP9yXFWYfkLzo9gBKuipVCPgrCwjCDU1bq4PKREn4LQMe93YIcgaG4/dwirZUSrP21Gdotxxfnzqd220ldG53ldVrd0rIVhD2n8DCkpJ2b89iCsbDHWqdY0c04LsJ7rycrlCcWi2trS7clY1E731aUgLGsZ89uDsDKIIj48RHZ01FciykFlSyuU2ozP+UtYVm5HrL+P3AX/CcJyOxIjGkWEQr61uoJLSImPLcYrVeVtvqr4KhWEfqoXl3kQL+jtaCnHipbytjaKPgRAWIU8RjhihyWFw1qucYcg1PWulYX8kqpPJhJa1b5W/pJHqp06P+vf87poi3UciHQ70pJYfgWFFAuXrM0Ao68f66JPz+bKcE6f7svLDeH6P+IOKeU/U7khAVYP0qxoM9U4yZAO8VV6KDpMvhKYJghjaZKohfCqVCj64g2oMWmpMsFaV4vxMpWiLgVh5Uq13kHwirRYH3zPylWSoYSehGFZWE4Q6goqqQwp0aYgrCSt0vpJK2maCOPSswic9lP9RJ2snBS1+ed5ZRWLhFdhQlbuMQn2hChzdlR7XahsbfZZQVjpQajx+nImTuGknrbxZQpCDcfQCc6wQ0p0KQgvnY9odzcLx49rqeNau+L9F0mnEeEwhZkZop2dvm2Hsy3hdHrZZ4nhYTKj/tyTS9tRoaRaDQWhtKyVqu6SR1s4mfBlG1aOjfxrMS4fs9i1/fYgrNhv3/x4C8s7WmIxzEyGsOJQDTe4EsI+KAjL1XdOG7vqa9xcLBGEuqwofFQQykIBIxYD7FZwDMO+RpJJbTWXalco+IQQhAYGsc6PYbSla/ympvpd3cj5ObWcQM3apXDOSMRuOU7oP+aXG1pREK6AEOJfqPy+AD6hMhBDp2ln0YSQ3e6nnCwqFpanMmloMZaFco9DPYo7aVkgJRg2SeNbi7EmIlKWqyE1qi5XKgj1khOVgzDdIQFQGVKS1NJibHsQlhFbyYSWQXVliIcu9dMKBWHKBwVhxYQQ/AsqqZwUhxJxAO0J2+BGTvozGSz3swS/vaYKZS3GPqcYl5vRa24lt/J5jFhJQahDUVyRYqxaSSELl77fzGQ0JjHbEz7bg9DHFuOy5FIHieFhMmfO+rYNDmyidPnzL7Fm2DfS3kGlkira1UlxcREzl/NtG5zng2NxAU6bsX8+hJXt534GpayuB2Glot0/crIyNMjP9OoVpKxf3QvL3oV6rjEzkyGU1KcgdJTmwFJIiS5VX7klBfjsQ2gutxICMEoEoS8oVMzXDQOjuwdr8qI/tZeFjQY+hG5QShACov6PBHjXYUWLsU6CsIAuj8BKFYlIaSC8lnkD6lXcLQ0odYeUOIMYXXWK5qUXQTQKlmmr1BTDdZVc42BwhTLNh0CG5YqhhB5vwMLKFmPVdZaCQyo843QMxFwVhD4kXLsThD6025rLiQIhhJ3e6YO/zQpy0qdW38r0ZF9VKmX3pDPY94uAKE9p1Z9ibO+nruecM1kywmEtwUiOMkQYBuH2do1JzJcUhH4m5paTxQ5Smzcyf/SYb9uwfFsqyMpVIAgrF/GEYRDr6yV3fty3bbDJueXHItLR7mvCtJuiTKf9SmXtVfMgrFzE9TFEqvKdFOnsJD817U/tiv2OtLdrU01XqxtOt2lpz11qMdZ0DVv5Sy3GzrzF0vQ+r7wvI52d/tlSFMrmfiUY/YNY4/4QhLIiRRlA9PZhXfDh2aw7q+AKgVKCUEr5eZXfF8AfrAgp0dpibFYo1hROAioeOLbCT/G+LCM4Na08VO5HMgma2nJlmQ+FtjrlPoc6lKMluLaTaPTTWBUFYZkaM6QpFMVyDSlRW8chBx0S3IhGEYahJWmvMsHRiMWQlqWVxLEqVBMAkXZ/VofdyMlIZycFHyYnK9rufVMQFlYoCH0NKXHeCUL4r1JxJmSaFygcAk+bJ2nukppChzrEKvOW0qXUKCdDbIJwyjdPKTffv7atW5k/ctSX+vW2xSYI/VUzvhuISqu4Uk0Z6+sjf9G/hOnK4xBKJJCFgi+p0m4ehH6RdKsVmgXLPQgBol3+eZKWp9sDRLo6tST+rqhbpogLa1LJmpkMoXhc2/i+PDgEIYi0pzWGWpXVAuIDA+R8CnKyU4xXV0FY+Ww2evt88SEsb28OFITV0UqKcVoI8W+FEF8UQnzF+dPA78WEEC8IIaaFEJ8qffZPhRBHhRAjpT+J0ud3lH52txDi481ua4A6qPS70xpSUiYrVu15VyFZRoOf4rIWY01JzLLi5a43pKTsQampTmVYg66W6cp2kojm5LYVqiWfPAjL1UpWsWi3BCutUUBqDimpNA8HtIUTVLa9CiG0p/pV1gSI9faQv6i/fcLt2Ea7/FEvrExQ1q+qhXeXSsV3E/7IpQUDXQsU0jSRloUIh7Ud22WTSw01liXJdnRQmNZAEObtoBWAcDKBMAz/EsRdCcLNLBxbHQVh5bZEe3owFzPaF9GWbYdrq/MaX4lKO4hguadWrK/X17AUWbGAYi9k+JNsu4Kc1Og3XIlK9WbUp4UyWDk+jHZ3+ULSwcqWcr9ql49PdbWx21YXMY0pxvllpJ0daqVnYde+Ny49G+JDg2T8CnIq2X2Vw1eCsEw4slS/tx/pi4JQXyfjlYRWFIRfBorAB4CvACGgkbduAfgk8HsVn/+xlHJX6Y8jK/td7ITkHwQeEEI0HaoSoAaK5SEleluMKz3vUDhYXEGs6Q4p0aFQdGosI9T0piUvD13R4FNWrJCya1UQ+tfeuKJtxwfVUvmgUwhR8iFU3P5bcf2FNaSjVp4r0EcmWRVmyKC//a9StQgQ7e0l5wNBWKnYAIh0dlGY9mGCUKxU8vmjFqncZz9TjFc8B3wlJy+p4sKaFMVwibxbeuZo8SDM6VUQlgWIRDr1EYTlEz4/fQgrfccA4kNDZM+PI03Tl224tC0rSTFhGCSGh3xV78nipRZ8B34rCCvJGigRhD68Cxws81UrwW7R1O+JV9nZ4af/oVVcvmgc7e0hP6lfuSmlXKFqj3Z1UfCJIKxUTvqlXixPcdfWAlx634aSScxMVvmzTVaQdlGNqfeysJyMtJPez2mptaJ2hWc/gNE3gDVxwQ4u1V6/uFJB2NfvS4vxMh5CU5bAlYBWCMI1Usr/A2SllA8BPw3srPdLUkpLSul2B/w/QohnhRC/CiCEiAMhKeWolHIeOAxsbWF7A1TBspslpdmDsDwxWbXnXWVrbioFqkNKimWroZqUcLKCUNOlVHRq6Q6osWtUEp4aiKAK5ZRuBWFlPV0tv8trLje+1uFDaLl5EGogIf3y6HMjI6Pd3Von7m77F+vrIXfBH4KwkihYLQVhKKU3WdfBCgVh6ZqVluV/bV9N+C9Nvm1SVF9CvDOR0UW+WoUChqO+U6wmXpqwl0iSSEeHFg+4ypYxP30I3dp6Q7EY0c4OX9Vq9rasfOYCxId9bu99N7QYF/IryLlob68v74JL27DyOETa01otWJbVXkZW+dPuCiuvw1hPDzkfWrulaYIQyzpnIj62GK8M5/GHnHSS4qEUxDOrQUGYs8OyhGEQTiWVv4vM3EoFYV6XgjC/nLhPDA2R9UtBWOYB7kBEIoiOTiw/Fi8qO/4Ao38A66IPCsJlISWBgrAaWlHkOeYVY0KIe4FRYE2T3/Ut4EvYhOXXhRBvAAeA6bKfmQK6y39JCPEA8BuVXzYyMtLkZrz7Ucgucmb/q0q/MzF1kdmxkxT3h6BQID0/p7yGg3ShwNkjeyAUIrY4gzy1QH5/h5LvDo2NESvml7Y9NH6O2MQ4kwr3JZ3Pc/bIWxAOY0xNkZieVH6sjIkJElbh0vcWCqQX5puuU+uaSS3MMXvqENbiBMbFiySmJphSvD/pQp6zR99eeiAnilnmjuylaFT3m5s4Eqr6b9UQOnMayzI5WLr/xcmTGMePc1bT88DYvw8uTi59vzg3hnHunNbnT3hqitf27IFz9gQnbFm8+Mwz0NerrIY4ehxLyqX9EKdOYZw+zSmV+zU7S7hoLjtWoVyWN158ETmu1oNFnDqNMT+/rJaRy3LxpRexcpqSfS9cIJzNLr8WZmYInz2r/f1kHD4E+QIny+qI8fMYY+c5rrH2/Pw8ofPjjO/fj8yWjuv4BcJjY9r3WYyew1hcXFYnHA7z9GOPQzymtXZ4do5XXn8NjtutnKH5eS688qovg85wJsMLL78E8TjizFmM0VE9x3punnDpmSDGxjAUntP50r0Znp/nxVdfhVSK0Pwc46+9jswr8gk1TcJS8vSzzwL2O5YzZzjS3anm+0sQb+/FmJjkXOnYhAoFJl54AemDelfsfQfj4kVGK85LKB7npUe/h9y4Qfs2LNW8cIGL+/YhZ5dPrI1igfEXXmAfrRH38xXP86rbcW6M8wcPIM0yr72FRcInT/o2TxBj5zEyFe+C6RnCp8/4tg3GiRPQ0cGR8vdtNsvk7heRmsnj0JmzjIZCHIiWppvFIuGJSUaeegqE3lzL8MI8L736KrS3Mz8/zysH9hMeO6//uBcKhA1jWR1x5jTG0aPaxqPlMI4dg1SKo06tuTlf3sOh0VHG0m3sQyLOnME4eVLtuBEInTyBlc1waGSEcCjE809+H7o6lX2/eGcvxsQE50ZGmJ+f59zsDOfeeOPS9asQofFxLuzbh3SI+kyG8OnTLd0bmUJjisrUwhyzJw9izS+//5OpJBdee47ipo1N1W8UyZkJZs8dpxgtexeYJumLFzjzzksrEpZVIjF9kdlzJyjGIbowjZi5SK7GvNfLfLTRd9O7Cbt27XL9vJUr/r8LITqAXwU+C6RLf/cMKeV06a+mEOKbwK3AC0A5c9QJTFb83gPAA+WfCSFktZ29EvDI40+ydsdtSr9z4fvP0L7xaiI7bkBKyZz4Imu23ICoWPVsFdKymAPWXLsTIQS5MxeQszPEFe1PMXyQXPodukvfZ3aNknn2haX/bxVSSuYsy95+w8Cam2Xh299Rfj7MUyfIpHYvfW+r5+TM/lerbuN86O9o33YjoYFBrMkJFh59XPn+zFqfs49Z6YGfeXMfoa4BojXqXL/WO2l88LU36bruWvp33WvXHRzi+IHD3KjpeXB2Zo5cKs3m0vdnRkfZN/Ist2p8/rz+t9/g6ve9j+S6tQC89ejjbLz2Wtqv2aGsxsVIjP379nN3aT8mYgnGp2fYoXC/MqOj7Pvu95Ydq0Ov76Fz0yb6FR+/qdffYPTYCa4t+97T4xcxMxk2ajpXc4ePcOzFV5Zde1ahwIt/9RXuvfvuZcoC1Th1ziZY15fVnkymGHv0Ma7ReG2OjIzQ1d7O2ptvpvOmGwHIjo/z9vee4C7N7+Tpt97m9N79XF9W59Uvf43rbr6J+MCA1tqv/NVXuO0DHyDe3w/AscNHiQ8MMOzDOGT3H36e933wg4RiMeaPHefwK69xs4a6mdFR9j30CLfu2sXimbPsf/o5Zc+5kZERdu3axYuf+zPu3LWLcCrF8WMniHR2slZRjeJihlf+5M+XrsPzpsXM23vZpvhYnVtYZDESZUvpe0+cPE04lVK2H/Vrx5ZqOzi6/yCJ3j5frkcHex56lM233056+7Zln49jMPXKq2xvcVuca6Ye9o48y/DNN9N16y1Ln0kpeenLX+WOW24h0t7e0nY0gtl9+znxxh5uKH8XFIu8+Ndf5Z4PfGCF6lMHjuw7QGrTJobKtuHwW3tJr9/AoObr4sDLr9Jz/fX03f2Bpc9e/PO/5I7bbiOSTmut/fKf/xU7776baFcXIyMj3Hvvvez+wl9y9513EorHtdUtzM3x2he/tOy9t7BxEwdfe5NbfLgPjx48TGLNmqV73ioWefEv/lr72GPfsy8wePNNdN9+G5Ntac6NX1g27lKBQ2/sofO66+jftct+zlxzzYrnTCs4t5BhMRxhy65djIyMsPXGG8mcHV3xXFWBtx55jI233077jquB0rPpS19h5823EO1sTjjz9pnG1I5zob9jcNuNGP3Lx0eZtw6QSnQQUzwPrMTC975P+6ZrCG9fPneZ6/oGQ/0bCfXrG7ctPP4UHZt2EN5xLfnxGcxzo/Qpmo82+m66HNB0i7GU8kEp5YyU8u2Sb+CtUspvN/NdJaLRwb3AESllFpswHBJCpIBtwJFmtzdADRTNpRZQIYQ+H8KSt5mTXGqnGCtsiSoUKlpzFXsLlFqYhWGUvj+JXMwoTymUFZ5pepN/y1KlVbd8Y5PCSAnGpUeNrpASt7YKna0sdr2yluYO/Sm1K1L5kgnlpu+2B+Gl8xVKqQ8/cGvB1dWOWtniBBDr7fW9xdiIRAin09pbfd1q295L+lsdVwb3+BNS4ua7GE61+eIF6J6e7oPvYoXPlY60cQflrbPhtpSWMKblISVtSq8bWdHmqctXamWLsY/JpTXaerOj/vhaOXCzOYCS997E6qX3gj2eSgyv8a3NuPy6dmCEw8T6+nxrJ6wM6wDsoC4/nlNuFh9d3f60vFY8m4UQxHp6tPuCVr4TAOID/eTGx32xvahsrTbCYSLt7dqfRVY+f8nnNZ3WEyJSajEGPddwpV9nrL9Pm0VDpX+xEILUpk3+BEuZxRUtvgBGZxdyZlp/fRcPRACjfxBrXPNzsTxLQHPuwuUMzwShEOK/CyHWVfk3QwjxI0KI++t8xzeAnwU+I4T4HeBXhRAvCSFeADLYLcdgKxK/ATwJPCCl1O+c+V5E0Y1Y00QQrkjnVR1SUuZBWCIglRF4FQ80EQrb/5/Lqvn+KnVAo09Cea14HIoFtQa1DqlaJpfXFbqy0pjZngSqJnCr1Qslk1iFAla+eut0q1gRxpBIavcg1BFKYBWLy7wUQR+x4jZY150i6UZKgk1M6jant1zIslhvny+eV5XnNZRIaL8nwD2gIaTBn8i1dnF1Qkoqfa5CSX1+j8vIu6R9XFU+V6VpIqVcumdUPwvKA0pA32JOJRlkexD6Q4i5kWEA8cEBsufV2jY0si2VzyBwCFN/PBnBnRgDx4fQnyRjt8AqexuGyIz6RFK6LRp1dvoUXOFS2yfiXLq8h6O9PdpJarf3fyiRIJRM+nPM3TyQB/q1PwfKn0FhnSnGZQtJqoNQyklOgFifRoIwn1/xzE5ftZX5wz5ooYruBKHo7PTFEsNtIRsg1D+ApdhmyK320r5rEqxcCWimxfhh4LNCiCFgL3ARiAFbgEFsQu8Pan2BlPKTLh9/xuXnXgLe38Q2BvCAyhtVpFJIDRMraVaGVShWxVWGlITDNtGRy9nkV4uwBxsVq9Gl5F8RT7T8/UsorHxw6yLVloWUCIFIJJCLi4i0otabsoRsByKZ1LJCVKkgNKJRQvE4xbk5La1EslDAiF3yNxNCEOlopzAzS0yhJ+CymkVzGRESSiYwFStLrUIBWR5SokGZJF0mDZGODjJnziitA+6Ddd2Jwm6KNoBYbw/5ixeB7fpquxzbcLoNq1CguJghnFT4rHKrXXZ9CsMg2t1NbmKCxNCQvrrFgm+E84raheVpfHZy81HtdSsNzpeCWaRctiCjpFaZAs+I2gbxVj5PKKbG39E2ho8ubbdqktWqSIvUShCWHRObIFydYIJl2+BTKMTStlSZ/DlpqjquUTdUptg68DOoxG3caG+DfypGNxVffHCA2X37faq9fP99S9V1Wxzs6SGvmSCsGtIzOEB2bIxYb4/m+iufBfEBe6Gg47pr9dZ1gqA0pWSXq+4iPigI4/195MYvaHlmVXYhAaQ2b2bihd1K67jWrvKMNjq6KPhAEFYKhhyIvn79CsIyIjtQEFaHZwWhlPJ5KeX9wA9iB4u8AYwA/1ZKeZuU8reklP5k2AdQg0pirb1jhbm0ujoV6bxKFYQrHzhKb36XFReRSl0ymFWEyhZjABIJX1SdJFJIhYm1lapO0NPKDO6rppEufavkrvXa9bYZW8XiMg8ZHaohWaxIMU6or+Gmqoj16kkYdFUQ9vbYE1WzMUPnZmq6tdjZxKRm9YLLdSmEINbXS/6iXkN6q7hSOWSToroVGyuPtx/tzZVtvlAitzSmpy/VLi6fXIhQCCMaxcwoVrRTausqmzSFUkmlbcaVyjstCsKy7490dlCYmVWuLq9sGYv1+pNc7lbbgd+qPXAnZsAOTDGiEd9SvquRprH+ft+SnSvbzh0khv1TELqRAfHBQbJj+lucXS0++vQr6aVprrC3AYj2dGtvMXZ7B4O/x3wFQTg4QHZMv4LQeSeFkknMTFb5GMtuMbYXYXQsAlaq+kKpFAihp126UMSILLcfiA8N+qP4dhFvAIjOLl8UhFVbnLu69bc4l3VNimQSNNh3XQloxYNwVkr5lJTyq1LKv5dS6l+KCqAHFS3GRnsHljaCsLwFWLWCsLBikqiSIHQlINs7kLOzSr5/CS4PTiPdrpyIBFa2TScToJKINM0q7dI6PAhdVqo1qifcJh+RjnYKqq+H8pqmuZyMSKU0rKAWl7cYlxSESlsK3Vpgenu1EEluExTbD7CNvAYfMnBv8wWI9fXonxhVaWmL9fZqJyuq+R/q32c3BaH+Vt/KNl+AcHs7hVn9a6SWizJJhx3AUq1lKsmU0vZtK59b3qat+LlW2TZmRCIYsahyAnlFi3FPD8X5eYqKbSBca7uQ5GC3khbn5rUthrjBrbVzaXu69BM0DqqRc7Fe/T50S9tQhaRM+OgN6Wo7MWATRrosWBy4LtAN+EBWlepWqr6iPXoWIstRjZiODw364jspiyvtBuIDA+TOj2utaz9n7eefMAzCqZSeFmCnxTjdpryNWVYoCJ3FVR0LCtJlzuoQubrvy+oehJ1YGq2ZHLh1ugCIDru+1trlnXOBgrAqmiYIA1w5kKa5vPVXk4JQFgu2b59TJ6HYV68ipARKCj9VNVw8frSQqcXiioh30d6BVKxMcyYM5ZNb5WEoBRc/RU2BK66+Kz3dpZZO9XBTSUQ6OihM61MQVhIw4bR6nxdZcf0ZkQiUWgpV1vDLG6h6u68+X77KttNLNXu1XY9LtauoF2J9fWTH9apmqhK/uhUbLuRIpL1dGwHswG0iGOvp8cV3zo38CCWTmBoGu5UKQvUE4SXjeXDM51W3GC9XakQ6OpVfH5XnRBgG8eEhsj4oxdxIcrDf7+G2NvIa30uVqKagAn8VjVVVlT6QROXbICpUQmCHx/jlg+j2XA4nE4QScf3BFS5ksR++mNUIiFiP/gWragpaP1R8UFKmuR1z7QrC4rLnn47xqZXPLfMgVL1AbttdVLzT+/vJnVc/dqrmxY1AaxeCW3ikAxFPgCEgq3lRq1pISUenDwrC8pASPWGjVwICgjDAypASrS3GZQ+ERBKyWWWpXm6DIJFuV6fwcwsP0XCspFlcRqRCaVVF9TlxWUFS7XXoek40rdhUttxBaaVaEykiCytX/yJdnfoUi1Lax7OMvItoMIKuDCkBezKhUpnkpmiItLdjLi5i5nLK6sBK30YH9qqwLvLY3aTfDxVf1dqlFEW9tVcOeKM+TMjcyJGoJkVqOSwX1XKkq9NuX9Ws2HIjJ23iToeCsLLFWG37tmuL8YLaFuNKwj7aqd4OwirkV5BBfvndVQspgVUIB6lCkID9PPBrW9yUVFBaOJyc9ClRduW4BOxzYubyviUJr1bLq3uirx8KQvfj7sd7sJqC1te2bjfVpnZSdnl7bkQHQVi4tAhjE5Bq7x9ZWDmW0EVoV3o2Q0mx2Nur1yfTJTyyHIaO+WYFqj2TRHsHcm5W67O5vBtQW9joFYCAIAzg6kFoafBRk5V1DANicXUrFS4egSoVftLlpauFTDVNCC8naIz2DvWrKm6eiqr9AU2XtuwO+5ip939a6d1oGwzrGQxaLgMJnYln0jQRoZB935QQTqeVt3DIYnHFyqJqr0NX4tgwbH8gxZPHqu2+vT36zlU1k34fPAirTgb7+8lqbjFyVxDqV+u4KQj9aOe2XBYJjHCYcDpNfmpab+3iSoJQV3LzikAUxXXcFIrmYkYZyeqmtox0dJCfnFby/Ut1cnlCsUqCcI0vSrFqwQiAludqzW2poSCM+eAB58BWUq0kCI1olFAi4ZsVgBtZKoQoEQ96n8n2Nri/A/0grFw9CHt7KExP24uRmlBNQRgfsN+DOhVDVdvKhwZ9URC6dU1EuzrtBdisPiKkMi0+3N6mPKik/F2hxYOwsPJdkRgaJHtOvR1AtbGpHW6l8RlpuvsPOhBpDdZZbtvgpngPh+15qIaAmyVUzOV12V5d7vBMEAohzgkhRkt/zpX9/zkhhD+OuwGUovJFamhUEK5Uk6m7MWXRpcVY5b5oJiAv1TFXJv92dKpXKroQarYvpLqJX2W7KoCIxiASVZ6U7a4g1EeKuJMSduKZDlSqB0HfCm0lQR1KptQqCKu1/2hQ2LkdN7DPlS6FWVWCsLOD4vy83olRtRZjPxSELuc12qM/pMRtQhTzhYytphT1JynTNw/C/PK2q1BScYtxpe9TqS22MKNmkiJdWozjgwPkFKtC3JQ7fioIq6r2uv3z3JOWhbQs12euvS3d5Hz0/3NTj4M/9+ilbXA/LzZZ5Q9h5HYc/Gg7dfOGFqGQvXCk0fLCbQEF7MUHIxymqNMruso7ONzejrQsLem+5XC75oRhEOvv00pIVz7HtYxPyz0I2zR4HLocO5tIV3ufuFk8OdBNENrXp/vzGUC0t+vhAMrhMp9eqq+7zXiF937gQ+iGZlKMh6SUw6U/Q2X/PySlHNaxkQE0ozJdWNfDwU2xprKl1VXh146cUzTJcNt+Ld6AKwcXRnsHlnIFYRV/QJUTzCoDJaOzEzmtWCnmqiDs12bM7No6069RQejSKhtOp5WrIKRLi7Hq8JXqvoDqWyuqe/L1ktOU6lttZViEQna7n8aJaVW1iB+tVW7p1BqPswO3QX20u5vC9LTWVl+ritekTYJoVk3mV3ol6UpQrjRuD2tIMa5U3kW61HkE2sqWlWmRGcWqkMpWaXAUhKvbYmyr9vzx3HOet9Xa12w1o/5tcSw53J6F9nb440NYLbACINavPzgCnG4Hl3eCJmXUstpVF6z0trxWUxAu1dZIjFpV1LxCCF+CSqqGpGjcb2lZrh7Zqsen5SRkuE2DB7fLvaLlXVHr2dTVqbcDwSVwsxzagkpLqOWBCGB0dmHNaLJqcvPeDxSErmi6xVgIERVC/EshxG+X/n+jEOIedZsWwA9IywLLXEYIiHQ7cmFB+cTK1VtPZWBFFQJP2YPOxc/G9kvQ4A1Yqbrr7FTellvVHzCj0Jy2ipRddHYpT6pyUxBGu7spzM5qUWy5ts6UgiB0tK9YxZX3j5PiprKeVSgiK66/aGcHBYXeitUUDdGebuWTtmoTlKhGP8CakxPNyrZqislIZydmJoup8v5eVnilRybYrZxWvkBR4wDMjQhYSqrWONCu5rXmhzrJTTEW6erSEsxi5nJ6Q0pyK4m1aGcnBVUEYWElmRofGlI+UXcnCIfJjI5q97urRUT52WJca+Jrb4s/akZpmgjDqK5k7OnRHhgFtZWdvioIXQnCIR8UhO5egLrVi9UUhHCpzVgX7PGNe+2EhudOJaoRlPYx11PbWaAoXxhQHVIiTbMUqmnvWyTdhrm4qHSuarmcu1hfH/nJKaXzCDcPcwfRbs0LOi5zzHJoyyFwUBKnVFtE0qogdCFHRaoN6YMX7OWGVjwIvwj0AB8t/f9F4Pda3aAAPsM0V9yoIhSylXfTihn8YhEqDVmT6pKMpQuBYqj0UnBpYXaUfUoJoaLp2pYrYjG1vhBuD8pkQqnUWhZX+imCvULkh4LQbmXp1dLK4hoS0JZChAw9Kh6XiVcoFkMYBpZCXxnbg7CC5OnsVJqCWd0XUI+C0LVWn74U45opnr16vfGkabpOToQQdouRrrauUluhqFgVdurqVMpUU0/ZZKy+Y+22SAD+qJNck5s71AdvwMpnXUhxGIqdTBlb9llEJUHooiC0/cDUTpali39VOJkklEzqJ4xrJgf719ZbLaChfFt8IQjrbEest0e7yhfc/S8d6CaqlrahykJGwgc1W7XrMr6KCsL44IBWNX01xaZTW7Uaza2+2/swruGZ50BWJBiDHaKnUkHoLMA489UlKwqV3S0u43ojEiHa3aW0O8gt0M2B3WKsL128lkcs+EEQmlXbi6EUyqmNIKwSNqpa6HMFoBWCcLuU8r8ABQAp5XyL3xdgNVAtary7B0t1G4gbIaVSQWi6EJAK26XdPJ9IJOz/KlTluLUYA4iePqxJhZNds7iCvBOJlLrzUapRSdqCLgWh+6qp7buifiBabdCtK6ik2nUR6exQS965tBhHu7ooKFRiVQ/xUE+ela84lyPS0Y6VyylPTYbaKZ4xzem6VhUFIZTajHVNyiyr+oRM92SwFgms0eeqWl0/klplIb+C9Ip2dSq9Tx2sSBnWnGIMatus3Iznoz09FOfmld7/bvsB/vgQ1lQQ+kTKQW2iEko+rAsLWn1YwT1hvByxXv3eqPZ21Gj9HlDvg+mG1fLEk1K6tmyCHg/QctRSEMb6+zW3GNfwnRwa1H7Oq3nj6lBNO7AKee2hfa7P8e4u8gq7W6ot+iUUq21rEdjRHs0LOjX8/0Bx550LZLGwci5dBqOjE6mhEwLcw0Z1t1RfrmiF0MsIIdoBCSCEuA4IXB4vM1SNGtdAELq1nynt/XdrMU6nkfPzatp73FYehMDo7sWaUniszJUhJQBGTy9yQt3L1j73FQ9p1V4MVV5EqhWEbv4nDuIDA5oUhNXTYnXUsxWSLobGPT1KPZ3cQkpsEnJaWY2qvoA9PeQv6lCWuvsBRXu6tagIa6Z46lYQ1mjxi/UP6FMQViFiQb9SpqpiQmNLFVRvJYv1dGsnH9xaF6NdXVpaqitVUOG2lNL0SDdiLaKSIMznq5v2K5wwW/mVpC3440NYbWIL/rYY11ocAVv1E+loVzqpr7YdNYnK3l5fFIQ2WVOFLOq3Veza28+rjfM1e+JJ04Qqbd46/fCgvoJwNRasQP9+Q3Vv3PigvnPtppSNKybA3awoIp1qF8WqWQLEBweU+nXWIrC1P6+LtVOMDQ3e+ivr12hx7tTdYuwmJNKc2nwZohWC8N8B3wE2CiEeBb4B/GK9XxJCxIQQLwghpoUQnyp99v8KIV4WQjwvhPhs2c+OlD4bEUL8ZgvbGqAaqpiVGt09SOUKQpeU4VQKuaBmoiFNc6XHYShs11CwOlBtkGV0daslU6uRaj29WCqJBTfCM5kElS3GVchO0aFWQeioxNw8LbQpCKt469g+hOrJEGma7molxeoQ15AShe1+UL3FOKqhJdQerLsPRuwkY/VkXU0Das0eXNUUk6BZQVjl+gRHKaPX86mqCb9mpYj7dbxKLcZdnVomFisUhOm00vRIK5fHqAwp6eikoGiSUE3Zp7rlrlo7qR/trLW87sJtbchiUZ//aMV21CLmwJ9U5WrvZwcxvzwIa7QYhxIJQom43kACar+P7IRWXW2nNXwABwfJnBvT4tcMTodHrQWrVVIQ+pEcXYWkjw/0k7t4EatYVF7T3uflz9hYfx+5ixPK6ulWmoN76jbY6svMOZ8UhJ2dtre4poC1ui3GOgk6nMDP2gpCXS3Grt77uluqL1M0TRBKKXcDPwDcA/xb4Dop5WsN/GoB+CTL/QofAe6QUn4A6BNC3FX2b5+QUu6SUv5Gs9t6peD4n/8Fkf0H1H5pFSbf6O5V284KJd+BCgWhSjPSau3SPb1YEwr2pVAAN28vxWSqHebick56FJ+Twkoi0kh3YClKfQZKKcYu+9LVpdTjstakRJuC0CW0BkqDIh0txi4em+Ao0hQqCIvFFeliKgMDoLo/VKQ9jZnJKG37q63m69V4rqqb4+skC2SVew4gplPJZ9ZqMe4nO+7/hEzn5Beqh+3EenvJT05qmYgt1XZrMe7upjAzo3xiUTkxi7S3U1Q4oLaVd5VqSHXKkGokjerAgPKEzXJEu7uUhjy5odrEFkpqaZ98CKtZfZTDD0VjLZIGSiT+xKR29V697YgN6PXDg9rvQJ0+hLXazcNtKYxoVItnKlSxBCoh1tdHfmJSKwFTdYGwu5vC3JwWaxOo3U1je+lp6ppwaf81IhGbwFNExNthUy4KQpWL11XCQ1R3I9RSEIpQiHA6rW/hoF6LcVsamc0g83lt9WsSlFpDSqpkCQQE4Qq0kmL8DvAZICSlfFtK2ZChiJTSklKeq/jsiLy0jFQEnKe2BP5eCPGYEOLWZrf1SkEomcTQkPzq9hI1+vqwFE+c3WoZnV1Yqogil3APAKGKIKym7FPdjl3FwNXo6VOzHyW4thgnElAsIlUNXqqlGHcoPO/UnpToIkWsgrvJcKxfj+9ZVd8+xZMtWVi5aBDp6lTaYlxt4iAMw94fhQRaNe9GgFifniTjai0+4ChXdHoQVlfy2e3vmiajllkjNdIHBaHL/a/bhN9+BlSbiKk1NXetXbHPRjhsTywUjxNWEoR6zOfLYQcjTSv5fjcyFRxViOIWY1eCUK/pPFSf2C5tg09txm5hYZWI9ej3RKxF0oAd8BWKx5UGHLhuRw0VHehXs0knXb7aO2FoUOk9sKx2HR9IreRkjUVjIxIh0tmpzeqjFiksQiGt3rjOua6WEKvL+9Ftkceup07Fb4dNuXgQKny2VlVfKl5MqqUgBOcZqWecKKvMyxwIw7B94qc0PaNdAkuX1U+3IxcX7O1UDOki9AkUhO6ovcxXG3cDnwD+mxBiI3a78d81qCJ0hRDiHqC/pE4E+JSUckIIsRWbKLyhjEhECPEAsEJZODIy0uwmvKshpiZhaooz+19V9p3GhQskzPyK7xSzs6TOnVZaK3ruJCKf52LZdxoTkyTGzzGloE5ydpKZ0eOY4eUPlRhF5IE95NO1B631EBs7hYyEl20/QDg7S+TEsRWfN4v4xHnMRJhCxfcZ01Mkz53xfE4K2UXX3wmfPEJkcY7Jin9rSyQYfeM5ZEeH942vQPTscYzZGSYq60tJOp/jzFu7XVWZE0eq+1O4Yn6esCXd7/35BcJnzih/LoQXF9n98suQSi77XIydJ3TsmPJ64sxZjIX5Fd8rxs5jHDrMKUX1wlOTLObzy+tISTiTZeSJJ2quPDYK48RJ6GjniMs2h8JhXn7y+8h1a1uuAxAaO8/5/fuR+ZWkt5iYwDg3xjHF5yp09gyjIcGBqMuxsizCc3OMPPlkTR+WZhFeXGT3Sy9DW2rlP2azhM+OMvLUU1BlAtEsFufmCedz7td9Lk/43JiWugCh8+cZ378fma1ooZSS8MwMI48/7vqcaRXiwEGMyUnG3K7jWIyXv/cYcuMG5XUBjEMHIV/gZEXtUDTCi489jhwaVFYrND7OhX37LtmBSEm4WFRyXOfn5zl1/Dh0dCx/HmQyhMcvKHmOhk6dxjJNDlY+Oy+MY+zbxxkV979lES4Weea551Ze4xcuED6t/h1UjvDiIi++8gqkXO57IFQsMvnc8+qtYyogRs9hLC7U3FdjehrGxjjU3tZUjfn5le/BFdsxdp5QNlvz58LxGLsf/R5ycKCp7WgEoQsXuLh3b9UJqJHNcv7Fl9iHnlZbTJOwYfD000+7/rMYG8M4cJBRHdfm7Cxhs1j1HISE4I3vP4U8r54kFPv2Y0xOLD2bK6+ZUCzKS997DLl+nfLaxrFjEItVHVeEomFeefxx5OZNymuTyxE2RPVjbllMPv2M0gV6KI1PFxdX1A1Ji8lnnlVSz62GGB3FOHxU3fg3m+GFl16CeHz5NVMoED53TtkYxt6X6s/JkLR4/ZlnkOe8eddmCvVVseETx4lk52vOu5OxCON7XsRUNA4vR+jcGLF8ruZcti0eZ/S1Z5HptNrao6PE8pnltU2T9OwMZ/a94npuvcxHG3k3vduwa9cu18+bnulJKaeAvwD+QgjRC/xf4GWgqRmPEOJa4LeBHymrMVH67xEhxAWgF7hQ9u8PAA9UfI+strOXO2YHh3jz9T307bhN2XcW40fJpl5lbcV3Ssti7itfY82WGxAuK+LNIHvsDEiWbb9cXGTu77+1on4zWHj0Cdo3X0P4qu3LPs9PLmAeO0qixRrZfUcQHZ3EKr6nGO8ie+AwPYrOy+LuV4ms20qk8pwUCsz9zddZs/0WhNG4+PfM/pXnFyA/V6A4Mbtiuxd6HmWgfwPhzVub24Ey5M5eREaS9LrUn+/+BkP9GwkNDq34t+vXeiMns+fP8863H+I2l3tfSsmLf/nXvO/OOwnF456+txZe/PwXuPPeewlXEDGF2Vlee/Bh7lL8HJre8xZnDhziuorvnR0Y5MTRY9ygqN4b3/w2xXTbipfGK1/6KrddfwPxgf6Waxzdf5Dkxg0MuWzzwdfepGvtWvoV7c/ep55h+Oab6brl5hX/NpVuZ/TBh7hW8bk6+MrrdF93PX333OX67698+W+47brrlRzLSrz0Z1/kjnvuJtLevuLfpJS89Jdf5s7bbyfc1tzkvBpG/vbrpNrbubnKsXzpS19m5823EO1sfeGhEu88OcLaW26h88YbVvzb63/3LbZv205qw3rldc+bFrO5PFe57PORfQdI9Q+4XuMqcGp0DAyD9RXfv3/3y/St30DvB96nrNZbjzzGxp07ad9x9dJnr3zpq9x2443E+1u7hkdGRhju66ftqi0Mlu2LlJIX//yvlDy3D776Ot03XE/fPXcv+zxzboy9z73g+t7wCjOX4+U//lPu+uAHV/xbYWaG17/1kPJ3QjkuvY/c7+vjx08SSadZq3l8PP3W25zeu5/ra9QZlzD1+htsb3JbRkZGqk5qHMzuP8CJ1/fUfC/uf/5F+jdsoOd9dza1HY1gz8OPsun222m/ervrv4/lC8wdOOT6DFEBM5Ph5T/586rXXm5ikj2PPclODfUzZ0fZ993vcWuV7z517jzSNNmgofZYvsCcKZeOa+U1c3jPO6QHh5Y9c1Th2JHjxPp6WFPlu48ePEyir59hDbXz0zO88aWvVj3fZy5OUpyfZ6Pi2lNvvMno4aMrxlIq60298SZnDx1ZNgae6evj5PGTysa/u//w87zvgx8kFIutuGZe/vLfcPt11xPr6225zvSbezhz8PCK8byDowcOkxwe9jx+ePtMfSVcISMpnLtQc86aefkN2tI9RBXyDQ6KoQPk0u/QXeO753sfYaBvPeFNW9TWFnvJpQ+uqD0b/2uG11+N0baSkPQyH23k3XS5oJUW45gQ4uNCiL8CXgSywMea/K712GTjz0gpL5Z93l76bw+wBtAfOfYuRnxwAKG6HaJGq5/R3YOlMDXXtVYiAZa1UvnR5Pe7+ikqajGu6uvR26c0XbhairGIRBCpNqWeja7nvqNDYY3qXheipw+pqGXabiep7r8U6+tV3lpZzX8snE6DZSlN+YTq4RPRnm61HoSFAhgr76OYwgCRWqbpqj0Va4V26PIDrGWQDprbR4rV91cIoS1RWNRoMQY7QVlXQEpND9KhQaXpg+WonZSp1/+wWkCKjpRst/axSEc7RUVtxm6tuUKIUthL6/tit6atXOiM9fWSn5yyn3mt1nBJ2HQQbm/HzOW0+Y5BA153PT2+tBjXa+2F0r0xqueedFCv5Rr0ttc6cPNmW7YN/ZoDM+qcj2h3F2Y2S3FBXTjdstq12qsVhwSVo25787q1LJ46rad2jeRqUO9nt7x2nWOuqbaVd7/fYgpTm93uJZXt2lLKqu9VKFm0qBwD1/JI7e7S5hkr66QYQ8lbX5dvrlk7pATsoBIdPoTSJQsBSr74ulqqL1O0kmK8H/go8NfAdinlz0kpH2nkF4UQ3wB+FviMEOJ3gP8J9ABfLCUW/7AQwgCeEkI8B3wX+BUppV434Xc5Ih0dCLOIzCyq+9IaBI7R2491US1BuCI1VwhliUW215iLn2JPnxqis1glpKQtjSwoPC+m+wMMnCRjReekyrkXaXV+DLW8LoxeReeF+sbosYEBsgo9X2oNJIQQWpLqbG+nlddFtKtLaTCBW4oxqPWuqR0cojZd0qoRGBLr1TNprpcSZxOTegYjtfYX9KV6U4OYBLQRk1Db50u3CX/1lE59k0CoTgjZKdlqyWc75KPCI7C9XZl/m5XPYURjKz5XNfmzqpA0RjhcWmBRQEIW8tV9x4Qg1tOjxe8ULvnM1SSCevwLKalHzKU2bmDx9Bm9IT4NEJWJ4WEyZ7218HmFPU5YvZCSel5nQgiS69ezePKUhtq1E60TQ0PaEn2tKgvgDto2b2Lh2DE9tWt4EEOJINe0aFWPGLcXrtRfb1V9XhW+B+1k8oqk5J4eCjMzSp4l0jRBiOrjxT51oXb17suoTp/WOuNTKAWVXtBzb9YbH0MpqESxlzIANXkC/an2lxNaIQi3Sik/DbwppfQ0M5VSflJKuVlKeYOU8lellD9V+v9dpT+PlsJMbpVS3iWlvENK+XAL23pFQAiB1d6ulLSrFlICIHr7FNeqolbs7FLzIKiyMiC6u5GzM60bnrqk/kKJ5OztxVJEalRLqwWFicxUH8grTXQqmlUTVQ2F11c9Y/R4f59S9VK9gUR8cEA5CSPN6oEI4bY28tNqzpnlElICpbAXVWbTNc5XtLdXrYKwxkQxlEohiybFRQUK5oqatUg61UEsy2qb1UNKwFHyaZiQWlZdM35dE+FaaZnxQZ0m/DWUi4N6A1KqkaIqlb4ObIXf8lrh9nZlCaRWPo8Rc1f4qVEQVifv4gMDSs6TlS8QctkHB1HFCx/lqPc+ghJxrKl+OaoF95QjlEgQ6+vTpuBytqOugnB4iOyofoKwprJToYrVtX4dogygbcsm5o+qJ8vqKggH1dx7bpAuIU7lSG3ezMKx41pSrG0FYY3amzYyf+yE8rrQQChOibArs/NXgmqLMImSSldFPbf3kAiF7KRkBeOpesfO7kRSNWepU0un4tusnWIMEFq7DvPsGT31q8yly6FKOLQC1ToNFfMdVwJaIQh/QAixF3gJQAhxQ6ndOIBGWB0datOFayoI+5Aqb5gqDyVlibbFgntrbihsq+JalEvXIlOVqRSh5sNb9PQqa8t1i3sHxYlOtRSEPeoeyA0pCBWSInUHEoomnctq1iBBVCZU2u0HK18NKknPWqSdaoJDFs2qE0UhhD1xVmzcX4uwgtLgTwNBKE0TpIQaHqXxgX6yOoi6Gq3c4KSJa1qRrnE/6mwxrnWeE8O2OkbbxD/vPiFTOYlZqlXIIyqUG5GOdmVJxmaV9lxVCkK7Nc2dvIsPDSq5LmuRkFB6rulaFKjzPgJIrLHVcqqJgRXbUqytnnKQ3nYVc/sPaNyO2so9gMSaNSyePqOFJHJQ7T51YITDpDZtZFbTsag3NgJIbdmshSCspyAMt7cjLYvCnLpEdAf13sGR9jSRzg4tysn6pHAfsljQkmxuFWs/C8JtbWAYFBUf82o2P+G2NoxIRMlikpuCEFQqzWsT2rG+PmVj07pdJt06bWhqL2ADGENrsMbP2/MB1agy9yyH6NTVYlxNQdir1lLtCkArBOFvYScZTwNIKd8CVrrAB1AKq71duS+gry3GLmSR0dmJnGn9RVnLe8voVaC8K1b3TVDy/eV1qjy8lcqgqykiu7qwVHlP1CGg1SkIaw9EVauXGloZV60grKEsjfX0kFekurNqtBgr85Kp0YZmtxgr9FQsFqoeNyj5ASqsB/X9j6I9PcpaVZbVNU1EKISokbIXH+jXoyCso1yMKybpy1HL8zG5YQMLJ05qIUZq+T2F4nFiA/0sntazCm9VWbBKrBkmM3pO6f5a+fwKdVykvZ2ishZjd4JQlT+bm/JkqYYij6xq++BA9XNtWe06zxuASDqNEY/pa1tztqWOespB1223MPXaa/q2o06bJ9jP/nBbioUTJ7Vth6xD2AB03nwT02+8qal+/Xa+9quvZvadd9SryuqMk5bsWDSoCBshzbtuuYXJV9Vfg/XUi0IIUps3M3f4iJbatbppQI+6vRYRHldk81F1UUzR2KJee7ZSBWEjBKEGAhmoOS9zIKJRe47mMUW5Edh2YHUIyo4uLAW8wAoUi+6dhoGCcAVaIQiLUsqlkYawZyR6lyYDYHV2YJ1Xp4aoNXiwCRyFqqsqpIDo7MJS0WJcQ3mnYnVA1mjVECrVcKZZgyBUt8ohTXfCyejuQSpSVNmERW0PQhWD0nrGzLF+tf5n9fxDVE06y2HVIMBj/X1kx1W1/1YhCAcGlR3DWj554fZ2rHweM5tVUqu+N5f6Vg57AFS9ZnLDehZ0KBfq+ACCM5jWoOQzrdreRwOaWpupPSmKdnchDEMLOVNvYaJty2YWjh5VXheqT4DD6TRCCGXkHTgG9MtrRbs6lU1gqpFriTXDSsIsrHy+qppM1cJHLZUioCxwxQ2NBHKA7bs2d+iQlm1wUO/d6KDzphuZ3XeA4qJCT+3y7WiUqLzlZm3kHDRG3nbdfBPTb+7RU79YrK+kXLcWDEO5mq6eghCgbcsW5g4eVFoX6rdwAnTvvI2J519QT4y6hDpVoueO2xn//lNK64KjIKyjGN2wTrlitKZKW5HnYjWVdkJRl0A9Ml+lXUk9AjuUSiItS7n9DdBQizFAaN16zJMafDpriG0c6PQgdKttqOzOu0LQCkH4shDiXwNRIcSdwF8Cj6nZrADVYPX2YZ5R+BKvpfAq+d0pa7+opiDs6FIjJa7XztrqzV9wDykBJ8lY0cOlRquefU4UTXSrnHujuwdrakLNoKnKag2ASCbBCCEXWk/7bURBqJIgtAefNeoNDSonCG2iy/1Y2mbrCgZINVpUo91dFOfnlSRx1hoc2W2/aoIDoHaKMahPTYb6yZHJtWvIT0wqnxw3ZMy/Zpj81LT61WnLrG3G399HbmJCS8ttrdV4IUTJY0s9UVfveKe3b2d6z1vK60J1NYUQgvjwEJkSsXbyy1/l9X/9b5pu8ZKW5Tr5U5kAXlVBWNqPVt9FVqHg6nEI9qRPhT9tPVIgpthbtRx2QED9tt6OG29k+k0916ODesoYB+FUivTV25nZ87ae7ajT5umg8+abmHr9DS3bAPVbzwHatl1FfnJKi9q4EcJWCEHP++5k/KkRpbVrKbsddN1+KxMvvqy0LjR2/jtuuB6rUGTmLbXXoNVAm33/ff+A2X37lYfkNHK+O2+6iek331Rat1b6b1JRYnQ1EtIOXlHwDK/SJr1UZ2iQ3IULSgJR6j0nnXGwavsbqN2NVI7Q1ddS3PeO+voN3JtCkwehLYpy8SDs6cWanNBqN3G5oRWC8JcBEzvN+N8Cu4F/p2KjAlSH2duDNTZmJ40qgKzhBSDicUQ8oc6PrlpqbmcnUoEHoayS8gq2d1/LISJ1yVSF6cJVHt6iqxs5pyBwhZLXnNv5iCcgHEHOK/AoqUHagt2arcLnst5qXDidBimVeWbV81mK9faSn5xUmtJYS5VmK21aH2guDVpcWlSFYZTCXlS0ctRWVSTWrCFz+mzLdZxatdoZdKS+1mvrEqEQqY0bWFC9im824C0TDtN5041Mvvqq0tr1PAiNSIS2LZuZeVvPgLPWRLTj+uuZeOFF9XXrPAf67rmbmbf3alEH1VLIJNeuZeHECTKjo5z/3mOE29qYeWdf03VEJLKibd2+b9Qob62cewtwJJ1GhAwKM62pId1SmB3EBwaUmOjXbTHu69MX0tNAWyHYqj3VxMCKbalzHMrRfs0OLeoxaMx7D2ySaPHkSS2+rM6CWyPP5MEPf4jR7zykfBsaIekAhj76Ycaf/D7FhQVltRsjq24kd/48E7vVPp/rtfmCPaZZ86Of4Ow3v6W4dn31YigeZ+jDH+Lst76ttHYjysmOG29g5p29Ssente77tqu2MnewdeVytUWY+JAaZV+9a8aIRIh2dyl5jtcbs4DjQ6jBEqKBFmOA8DXXUTy4XxnfsIRCAVy8JMshUiko5JH51gUJy1Blfi2iMUQiqY7vuALQNEEopSxKKf9YSvmpUirxH0spA+pVN8JhjL5+zNOKPFPqTGRV+sRVC/kwOjrVhJTUVBD2IltuMa4+CDe6S2pLFaq7WiEloZAdIqKiJbJm6EqPEkVkPaJEVVBJI6txqY0bWDh+vOVaUHu1FOyBRHxwkIXjJ5TUs2vWSGodHiJTIggz585x6mt/29S1WM87T5W3Yi0PQoDU5k3MH1NDntVTecUHB1g8o4aMLK9Z1/fp2muUq8saqQvQ+4H3c/G5F5TWFqZVd8DbfcdOxp96WmldqH//D/zQDzDz9juc/NKX1U6K6jwHwm0ptv6rX+Dg//5d5ZP/WvdQxw3XMbPnLS4+v5ueD7yf7ttuZe5AcyEI1SZ+KoN27Box139LDK8hc6Y1ZZU9sXSfkITbUraJ/tR0azXqtBjbYSjjNmmkGPUU7Q6S69dh5QvaUr2hMXLEQXr7NmYP6CEIa70vyxGKxei79x7OP/6k+m0oWZ/U8oR1MPjDH+Lis88rUeiXo9F3Qry/n86bb2bse48rq13NJ7UcoViMrb/4rzn8f/+Q4rw6crIRogyg7967WTx1mvljasaGXmoPfewjTLzwInlVnt80ppyMdnaQGBpSqpysVbf9mh3MHzve8vmt9ox1gsiUKM3rhT0NDytRfTaitI4PDiyN65XCNBsiCI10O6G16ygebG5xsRpkob6qWghh8w9jit9V9azIAh/CJXgmCIUQ54QQoy5/zgkhNFzJASoRuXUnheefUfNldVYSjN5+rHFFN2jR/aEkOjqRc7MtSXullDUferbfnYoW4yrEnUK1pSyaNVeclQWV1Dj3oeF1mGdOIaUk86UvkH+mSa+UGn6KUDovCrzzGpmUpLZsZv6ImjbDRgZhnTffqFQ5VC/511zMUJib4/iffZHTX/2bpnyV6vnXxFQZ+tchVmzvNkUEYR1lW/uOq5k/chQzo87rxSrUb/Xtuu1Wpl59XVlNcDwIa6tVALpuvZn5w0fUpkfWOc5gT4Jn39nL+cefUFZWSmnf/7WIulSKa37j15ndt58jn/0jdbXrEN0A3TtvZ8d/+DXOfvPbLJw4oax2LdKr8+abmH7rHS6MPEPvXe8nffX2pomYaq3MlzyS7DZ5aZrs+6+/1VSbYi31SWrzJhZanLzXCikBSG3a2PLiUTUVpINQLEa0s0NPOFGDhIQQgq5bbmbqFcXq4TJ4URC2XXUVC8eOa7Ed8EJU9t1ztxaFcSPtxQ6inR0k1qxh/oja4IpGCUKANT/6Cc5952Fl56NegrODzhuup/v22xh7TCE5Wadd1IERiTD4wz/E+JPfV1u7gfMeaW+n+86dXHzueWW1G1FOArZi9UF1i1a17rdQLEb7jquZev11Dv7O73HukUebqlGNwIuk04hwmEKLnnWNnLe2LZuZU7Co0cjzKX3VVcwfOtxyrRW1G2wxBght3YZ5Qh15DkC+ul1XOcLbr6F4QG3HSd3chSDJeAmeCUIp5ZCUctjlz5CUcljHRgZYjshd91LY8zrWXOsm5NWCKhyEtlyFeUjNCq/dzuxCEIbDiGQK2cr+lIioaiu1or0DmVlE5vNNl6imgHTgeDa2DLN6irHKOrUmt6H1GzBPnaT49psUXn6R3MN/35zMvA4BHdq6neKB1lenGlmNa79mhzLFlmzA+LvzphuVmp/XIrqEYZDavInRBx9i8dRpNv/Cv2Ds0e95r1EvfEVR4qAs1h6IOcoSFWqvehOkUCJB+qqtzLyzt+Vay2rWGaS3X72dwtycMtIa7Od5I8b8oXiczptv4sLTzyqr3QhBGE4muPrX/i0nv/w1ZZNQaZpgGHXb+FIbN7Lj1/89U6++pqyd0Ca66w9026/ZweCHP8S5hx9RUnepdpV7KNrZSfs1V5MYHqL9mmto27qFxRMnm1InyYI74WN7JF1qM77w9LNMvfY6p77yNW8qOSmxCoUVKckOHP9IKSXTb73t2ctKWpb97KzxvGnbsrll036rUJ2wdRAfHl7yhlQJq87ztBzdt9+m13OvjpKyHOFkgsTwcMsEsOt2eCDG2q7aiplZ1OIH1yhJCZC+ejtz+9UqKuv54ZajbfMmoj3dyoJsGklwdjB8/49w7qHvKlPYymJj5CRA+3XXMndQHRHTKEkH9jhA5RigceXkPSycOKls0aoeGdx3z10c+p3fY+bttzn1lb/BamIuVqtGcu2alj08GyHtOm+5iak3Wl/4b+T5lN5xNTPv7FMeolPLG74SoXUbsE6fUFq+3vh/qfY111Hcp25cDtQMSBFlCkJreoriEb2BXu92tOJBGGCVYLSlidxyG4XnFbRqFYtVVXEA4R3XUjywV41xZz3m/oI9aSseP0rhzdc8fnehptedMAyMru7W5MPF2qseorcf67wCtWUd+bcxvAbzhAJ1VQ3/SWP9RsxTJyi89jLxn/yHGGvXU3zL+6SiHgEd3r4Dc/R0y7LuRgZkXbfewuKJk0rMkhtJjey47loWjh1X5rkmayT/gq2EO/O3f8f6n/lJOm+6gYXj3m0IrDoD+tRGW2lj5nKc+trfMru/ybbFQm2CNdrVRXxwQIk/VSMTpM5bbmbypVdaruWlpgiFGP7YRzj77QeV1fWiFhn68IeUKvmwrIYmJunt20htWK+MnKyXYF6OcFuKjhuvZ3bffmW1Gz3ePXfeodR/0SrUJqGv+Y//gR2//msIIQjF4yTWrWtKlVtLqRgrS+adePFFtv3yvyHS0eFtPy0LIUTVZ1tqyxbmDh3m4jPPcfj3Psuef/trnohOZ8Jcq83TrtHaZKCWz6GD5Pr1ytNDwRsRld6xnblDh7WZsVv5xkkhgPTVetqMvSgIhWHQvmOHEp+0ctikcWPPB4D2HduVb4OXZxRA29atzB9Rc416uRbaNm/GiISVEeiNpEcv1d66hcVTp5oirdxrN77fqS1blD4TrEIeUWehAmzl5NBHP8y57zan5ltZt1BzgaT3nrtZ++Of5NbP/xFtmzc1FUxjh1u410isW0umRYKwEb/O9LZtZM+dazr0y0Ejz+zk+nXIYpGsjjbbRhWEGzZhnjyhlqQs5Ot6EAKEr7oa89RxZEZhmF+xugDH6O1DXryAtCwWP/f7LH72f2OeVpvsfjkhIAgvU0R2vp/C6wraRGqQRGDfMCKRwDrTOqlSM+RjcAhrbBSZz5H53P8l86d/iDXfeLqtLJp1CZvwdTeSf/pJpFlsbnBcTw23br0Sb8h6pFrk5tso7nkdq8V2Zlmofu7tVaOTFF99ifB1NxK++lrMY020vlRpK3cgIhFi932Ihc/+DrnvNk+U1EsxBrvNYeijH+bst1onZBpJiw3F42z5l5/m8Gf/UMmqeL0VxzWf/DG2/7tfpe/ee4j395OfmvI84JV1zO7btm5h/thxznz9G4x991HO/n1zBtv2CmLt49f7gfdz/E+/SNHDc2BFnRqpzOXo/we7uPjC7pYHfUt165C5DgZ+6AeYfv1NZYq2evYE5Wi/ZgfZsfMtHd9laEBB6GDoYx9R1tLVyL1fDnsCrMhqoMEAALiUHq3KZ6uasq8aUps2snDS+/vJzOVrJAAPkB2zAz5m9x+k/ZodtF97jbfjWyzW3I/Uxg0II8Th//sHbPvVXyK5bq0norORNs+um29i7sAhFlvwOqzXxgzQedMNSlXlS7Ub9CAEW10aSadb9nWsvi31j0M5khvWtzyxd90ODwsHULIgUeR7u7QNHtSUYKeezx44qHQy7vn5uKX1lv5ltb2eA0Vp840kpToIxWIk1q5R5kPYqEIKbOVbduy8MuVkIwsVDrpvu5XZvWr85aw6vnJGOMyGf/QzhGIxOm+5mdn93hfpaiXFpzZtbPn+lQ20pRuRCJ033sDFF3a3VKsRBaEQwu5Eev3NlmpVopEOl6Vt6OwCIZAq05QLjbUYi1iM8FVXU9yrziuzVpZAaP1GikcPU3zjVRAG0bs/SPHtN5XVvtwQEISXKUKbtyLnZjFbVKzJQv2JbOQD97Lw279J5q/+rLVatUIxhtZgnj1N8e09GOs2ELnzAxR2e1CYNLAiEvvhj1Hc+zZzv/QLLPzWb3jZdKB++2Vo42bMI4daH9zV84Xs7iFy9y7m/8OvkP3237VUp9oLXUQiGANDxH/iH2J0dhEqKQo9o067NED0Qx8j8Y9/jvzTTzbtR9joQHzwwz/M5Esvk2vRXL/RgW/fPXcT7epqarW0EvVIyXAyQe8H3o8otVvG+vo8+wXW8yAMp1J077yN8098n23/319m7lBz13s9BSHAmvs/TtvWLbzzmf/c9D3ltGXXM4mPdnbS+/73ce4R723ZrnUbVG2EUym6br9NGWlQz2+xHCIUom3rFuYOK/K8Ms2GW9nar9nB/NFjylrIvRABbZs3KQsPaiSl04EIhUht2MDCSTW1vUwEARJDg035h9ZSYtmG7efIjp3HiESI9fbQttkj0VIsYsTcA0rAVnfd8Nv/nVv+6LN0XHsN6W3bPKmsGjlO4bYU63/6J3jn13+j6ZCIRt4JHdddy/zRY0u+jarQqN+ag1Y8KetuS766yscNiTVrtBjx29vhgRjbvEl5qrzXezTW24MRjZI9p64NXRYab7UFSKxbR+asmtAu6ZEgbdu8Wdmz2YuKD0q+x8qI0frjGwdGNEq0q0ud7UUDCxUOkuvXkbs4oWSR0Mu1nt52VVMt3VaNa7ltyxYWjh7HKhZ54xd/uanF60avmeGPf4zRb32nJVK3UYVz5803MvWGYkuIKkm+bhBC2PM/VcGoeCTvr9pOsRlxSjXUaK82hteCZZH5888R//gnCd+6k/yLzykNtruc0ExISacQ4uqy//9xIcTPlv4MqN28ANUgDIPw1ddgttojb1bvx3cQ+4EfJv07f0Rx71utBUrUIL7C23Zg7t9L4fVXiNx8q61YO+nhZd3AA0+k2kj/1/9F+vf/BGtq0ruHY50W49CmLSAtCs82GehBWdhKHVIt/iM/Rtt/+V/knx1pPoK+4O4J6aDtM/+N6L33AaW25nPeB/HSbGCVzDAIb91G5H13kX+uubb5Rl+2kfY0fbvuYaxFIshL+9Ka+z/OuYe/21I98N4qlFgz5HniVU9BCLD9V3+ZnX/xZ3Rcfx0AuXHv7eGNrGCKUIgt/+oXMBcWmlZ8WQ0q+QCGP/EjjH330ZZX8qWUnoi6tq3qWoysYu2wjkrYA3VFLW2m1fCgL5xKEevvY/Fk6+0bXhUyiTVqUgjBu0pJaW2PE2Bb7ef9/V0rdCI+PEx2dJT5Q4dJb7sKgNSWTSwc9fDuLtRWEIJN4MUH+gG7Rd0bQdjYhHnoox+h7aotXBhp7h1k5fOEahCdYKvK09u3Ma3Aw6ocTXndHdDjr+SFoAB1qaDu29E4OZXcuIHF0wo6ZcrQiCKpEm1bNrFwQt1k3GvLt/OMUqFirKX4cq+9Rhk52WiK9VJthf6gjVjQLK89pO694OG6X1okVBCE4YWITm3eRObMGc+LMbWup+SG9WTOnuXUl7/K4slTjH7nYc+dYo0u/Kd3XE2ko4OJ3c0HG1kNemR23XoLs/sOkG8xgGUZaiT5usEYXot1VqHKu1BoqMUYbDGUeUxhUEsNMZEQgvj9P070vg8Ruvoawpu2EL76WnIXFGQLXIZoRkH4u8DNZf//34CrgVtKf68JIURMCPGCEGJaCPGp0mdJIcTfCiGeFUJ8XghhlD6/o/Szu4UQH29iW69oGM2quspRR63mQMTjRO64i/xLLaRt1SDYjLXrsC6MU3zzNSK37MQYGPSUnmyTJ40RAcIwCG3cgnmscdJBWlapVbF6DREKkfjZf07uuw9SeLlJ+bllgRCIOi2RAEZXN0Z3N9bZ5ga1XtogRFsapIVc9NgeVzQbXqkKX3cjxSNNJm16WKnuvmNny15gXibnnbfcbKfkNqlMWapZbJx0guYGvPUUhOUQQpDe7t0zSZZCCRohsoQQdN58E7P7mmuDkUWz4f1JrltLuC3VskelQ+TWUy06UJrY7HFSlN52lbrUTKtxBSF4J3qqQXpo8wWI9vRgLi4qUXF5Pd6JtWtWZSIIEB8cbMrLqFaLcWLNEJmzZ5k7eIj09m32Z0ND5CYmGrc3KBarfr8b2rZd5WlCKxsID3Gw5hMfZ/TBh5qyIGk0sbb/H3yQsSZTPKvW9tjKmd6+TVkQRSW8tr5Hu7swMxmKC2pa7x1Y+RxGtDZhW45IRweyaKqzXMA7WQoQHxoiqzDIxutCwlIi7NS0gtqrt4DiJSAFID48pES5KaX0rGpXSox6fC/YY4DW27q9XOt2S/daz2rRWuP8UCxG5803cvab3+LWP/ljwuk2zx7ZjYbLCCFY88n7OfPNbzVNpNvEfQM+fKkUPXfeoTRQTnqcSxgDg1gXWhAHVdav045ejtC6DVjnx5DZjJradYQWkdvuIP5jP7k0fk/8zD8hMTSopPblhmYIwhullF8t+/8FKeV/kFL+ErC9gd8vAJ8Efq/ss58DXpJS3l369w+XPv9d4FPADwIPCCEav6LfAwit24B1pjUFhhdVUnj7DsyjzU8ma02mhBCEb7mdyM73IRIJjP4BrPHxxgfqDSghyxHevBXzuId9KXk11pv0h9atJ/Fznyb7ra8jzSZkyQ205C6rt3FL84ElhcaPmRACo6cP66LHlRTTQ1rW+g1Y5842lTRtv2wbVWxtZeH4iZZSVOsFBJRjaTDUYvuK3WLc+LXRjDLDM8F01VbPnkHSNG0SvMHrPL29uXYUcLwAvZBWrbfeeVV6pjZtZPHUaTU+lR4nB/bERM2ETJj1fWDLYSsnFUxMPF6zwjCUqZasYhPqxTOtTwSXknk91LYJwvOeJzS1CLbE0BBmJsO5h79L5003AvZCWay3h+z5xlrmRLHoiciJD/RTnJujuNjYhMHKFxomINuvuxagKUVvvRRPB70feB+Z0VFlrZTgzYMQ7Oswd35cme/Zsm3xqFhbuh8Vpzt7fRYKIYgPDpI5py4QwCs5ByU1mWqC0MNxAIeoa/05Vc+XrhLxoUFyFy4qSbj3euwTQ2qOuywWbZuXBhb5l2qvGSJzVs0599LdYtdWQ07WCympRHLtGs9EuG0bUH3ftv3yv+GWz/0B8YF+Oq69xvPip5drpvv228hduEh+YtJTDQfSg1drxw3XM6fSEsJDSAmUQkRbDJJchgY9CMG2uwqtXa8mmBMaFkUFgGaOUqLi/+8r+3tvvV+WUlrAuQqi5W7AMYV7GLhXCPEkEJJSjgIIIQ4DW4GlJQEhxANlv7eEkZGReptx2aKQXeTM/lI4STZL+uxpzux7BRpUq1QiMX2R2bETFPc38DIr5EifOMqZvS/XNf13Q7pY4OyRt6oTYO+7zf5vaf/aohFGX30amU7X/W5jfJxEIXfp2NRBKGQS2/smF7dvaujnyWZJG6Lh70+mkpz/7t9R3Lq1se93kMuRFo3XicQMwnteITPQWfVnll0zZWhbnGfs5AHkTGMv6UQszPye3RQXGn9RtGUWGTuxHznZ2AAk1dHB2HPfY/LU2oZrAIROn8Iq5DnY4L0fTrfx7De+iRxszhXB2LcPJiY522A9oy3Jm999pKWU69C5Uc4l4uwzGrvXxYVxjP37G95GAHHsOMbcLPPz8w09R8XUJMa+A5z08swtFAgbRuPP6elpwm+93dxzfWaWsGk2/LtCgPH0MxxMNE5YrEA2S1hKT9sbTiZ4+lvfhp7u5usC4tARjOnpxmsXTcLnxxn5/vebeqaXw8rmOHjkCAcaHPSK8XGMAwc9XZ+uOD9OOJfzdLxDkTCvP/EEssW2mfDUNK/t2QONfs/EJOEjR1ofoxSLhA2Dp5/21g4bBp5+5BFIJhv+HbF3P8bUJGNVtlnccTvG6BivnDwBJX/FUDTKK48/jtxc//2anZvDyGa83S/taZ77zneg1HZcc/vPjmIsNv79oc5O3nj4YawS4dkoQqdPYUmroXeQsXEDr/3t17HuuN1Tjarft38/zMxwxssxjEV5+qGHoKNDyTY4CF28yMTevcipxifOoUiI1594suH7sZH3U2jsPBcO7EdmGlcmhkIGr3//+y0/FxyIo8cwZmc9Xdti3Pt7uxaMw4fBMDju5floGOx5agRrorXWutCZM4yGQxwYaXyqGU4meeY734Hu1t6F4bl5XnrtVTjcDjRwzRSLhM+fb/1dmMt7G98A4uJFjL17Pd2/1RA6eRIrl+VQo2Oe82MYBw4y2mLt8NSU/S4cbWysb2QzjL34Ivs8HOrw9FRj79uDBxGFAsbzuznc0d7w9xsHD8LiIqdKx6LeNRPq6uTFb38buWVzwzWWfnf8Ahf27kU2YnU1PdPwGDhTqL/ok5ydZvbMYUyzMbW0mJ8ndX604XlpPaTmZpg5cxgrN93Qz8c60yy89Ax52bqKMDkzyey54xSjjXcJTBxpXJjR6Nzp3YRdu3a5ft4MQTgthLheSvk2gJRyEkAIcSPQbARkFzBd+vsU0F36M132M87nS5BSPgA8UP6ZEEJW29krAY88/iRrd9y29P9zX/8GwwObMHrqcrOuWHjyGdo3Xk1kxw0N/fx8zyMMpQcIrd/gqY60LOakZM21OxtuvVsY/j4D6X7CO66t+7PF2BFy6TfoKjs2Nbdn47XMPfoYa666qSEVhjUzzUI0tuzY10Lu/VMkxs6RaPDnl+rMzbIQjTZcx+wYIvMnn6Wnxs+f2f+q6/fNia8wdPXNGF2NDcSy+48i4u3EPOzTnPFlhrbfjNHZ1dDPZ656m1Qkza0e7+FDr++h87pr6W/w9468s59Uup2hJp8VZ2dmybW1sbnB3x+3YOq119newrPpwIsv03v99fR+4H0N/Xx2fJy3n3qG2z3UnIjFGR8bx2xrq/rSKMfCxk0cfPMtbvFQozA3x2tf/BJ3Nfg7Ukpe/sbfs/PGG4l2NXYdOVg8c4b9jz7e8PW0sHETB377f3m+/sqRn5riza9+veH9A9j3zPMMrF1HT4uEwTgGU3Nznq6zV//m77h2xw4SQ0Mt1X724Ue5+rrr6bvnroZ+Pjs2xjvPPs9tLb6vZw8c5Pirr3Ojh+85de480rLY0GLt1776t1zzgfc3fOysQoEXv/q33POBD3hWFpWjMDfH6x7uIQd7HnqETZu30H51I80eNsayeeaBrdVquXx+9MBhEn19DDewfU+fOEl3fz/XetiXAy+9Ss/QEH333F33Z6ff3MOZA4e4rsHvP180mXnrHbZ5PLYHXn6Nnusbu/4nYgnOP/4E1ygaq56ZnKYwM8MmD9/3zpMjrFm/ga6bb1KyDQ7e/PZDbL3jDto8TJpPnj2HEIL1DW7/yMhI3ffTW48+zobbbqPj2msa3o4TJ08TSiZZp+i8XAhFmJiY4moP35ebmGDPE0+xU9E2nDhxinB7O2s9fN+ZyWkKU1Oeric3HHjxFXpvuLHhMQvAvmdfYGB4DT133tFS7Ze/+CV23n330pihkWtGxbuwMDPD61/6iqdnc3Z8nLdHnvU0VqsGeyx8XcNj4fz0NG888j3uaPVd+LWvc837309izXBDP3/etJh5621Pz9nXvvr1ht+3c2vWcvQPP8dNHr7/9PhFrFxuaVxQ75o5efosIhxu+LlVjre++xgbb7+d9h1X1/1Zewz8LW6//npiPT01f/btM/VpmPnow3RsvZ7Q+o0Nbau0LOa+/FXWbL4eUcdntxHMh75J+7abCA02dp8VCiHyT3+ffo/zaTcsPPZ92jfuIHx14++F69c2vojWyHPmckEzyyS/BjwohPh1IcTHSn9+HfgW8O+a3I4pwDkDncBk6U/5WXE+D1AGY2htU+ERSzC9teCFNm/x1prroGi3zjZKDkLJ96BRxVU+37BkGbDbmDs6sCYaVMMVCuChTSO0cXNzkmizcc8+AGNgAGtqsrmgkmLR0zEzenq9y8yL9QNXltfoa/yclMFrG01i3dqWWgy9msIn1q5puXXJ8ti6GuvpoTAz46ldx3PwwdAgWY+tal6PnRCilHTpvQWnUU8ZB8l1aylMz1CYnfNca6mmx/MEdoBE7nzrHi9e/NYcJIYVeV6Zjfs9AsT6+shPTbfcTubV7wnUtfqaOW9tjEYkQqyvl2yrz4I6rVbVYAeVeKvttVUTID7kIRCl2RbIBq9Zr8+0ZoN7vHhwpa+2/Teb8Tp0g2zQ07UcttednvTgpu5HxUElTV23TdwftWA/j70di2h3N2Y2qyzp2mv7OaiznmiutiL7hybau1X4P3r1XQSI9fZSnJ9v2DahZn2P132kowNpWi2Neey63tKy44OD3j2yPbQx2++IUU/PWCuXw/BAgKU2bWTheHPWQZYHr1YhBOmrtijxigQ8txgLw8Do7m1ZUexAehy/hDZt8RZaWgtBi3HD8EwQSimfAT6A3Wr8z7D9A5PAXaV/awbPAB8t/f0jwLNSyixgCiGGhBApYBugMOv6ykBoaBjrXAsTHY83S2hjkzdq0ZtHINgEodlgUIkduOFtMCg8+CrIQt5TGl1o7Xqs8TFk3mMwhcfzIUJhjK7upkg16TH9U/R6J+9sM1oPE+gmvS4sj+cnMTxEpgVDaq9knYqJh5fADbC9wKI93eQuNH487XRhD9d5LEako4OcB29Kr75t0DyB5tmHKhRaGlg2C6tY9D5ZL/nDtQrLIyEKtjl7K/t7qbjp6dpxvOq8XJ+uZT0+x8AJC1HgBejRdwnUTIC9+BeVIz405JmcbI5o8XA9F01PkzJw/FUbO3/2xNXD4tHateSnpjwTNFY+Tygeb+hno11dhFJJNfcd3kNKQL3X3aVt8X5tJoZaex+7bkcuT8hD+A2oew4vbYNH0gQcL0R1RKVXbzhQ6EHYxLNDFUEom7knhpoLciqH1wRjsAkYVYuEXhfLhRCl90KrxKi3OViytEjvxRPX8pCUHE4mCSUTnjwCPXs4r21u4RqaWIwfVucXbc8zGxduQEkg0sQ80xX5LHh459shmdJ7SKYLmlnAf6+iWaOFAeBN4DNSyh+TUv66lLLht4kQ4hvAzwKfEUL8DvBF4E4hxLNADHik9KO/CnwDeBJ4QErZROrDlQ1jaE1LBKGXJFvADg+50Jj5+Io6Hm9Ko99DknG+cdPTpe/v6UM2SkYVvKntRCRiKyAb9ONwIM1iw+ENDuzj1MTAokaqtGudXg/HC1sW78WM1qnRlILQ6+pli+oJr0bQ4XQaLKulhEQ7cMPbtREfGGg4LABoOF24HInhIU8DF6+qPijtRxMTN8tjkiFArL+fnIdjVgk76MXbeYoNqJkQeh2kg0KiwLQ8XzuxJs9rOWQThGxieJjsubGWQxqsfPWE36q1FZjCN5qAuLK294l/8wRhg9dzsdkQhQYVhPmctwmzYXh+poF39Ul6+3ZlxvPvhjCMpW3Je1sUBCdBdqzpRNBq29HUdas8pKSJ+3RI3XY0Q1LGBwfITUwqUXd7JulUhWY0s1A3NNRyp4fXseFS7SZT5ith5b2rVhPDgy0vVnhN7I60tyMMg8L0tLcaXgNYPOyX1/d5fGDADntqQgkuPZCdYAfZqEjZBu/hfeBNUFO3fjaLiDW2mAalkMzevqa4hxXwqJ58L8MzQSiE+M/A17CTiB8UQvxrr98hpfyklHKzlPIGKeWvSikXpZQ/IaW8W0r56VKQCVLKl6SU75dS3imlfNBrnfcCjOE1mC0pCD22gPb1N3eTNiHrDXloMfYSm+7Ai1rNK5Fqf38/1kWPx6qJ42T093smCKVpgpRgeDj33b12O3OjL0PLBGF4IrXsl5B3GbvXl218oJ/cxYmmB8BeJ2QqEhK9ppZCiewa90IQNp7O7CDucTLTzGQ2NtDfHEHYRCtmfKCfbAsr+c2kRto1Wx/8yCZaupxBbsto4vpUodhpRj0ViscJp9OelK+VkFI2R8yoIAg9Pu+WajeRFttsq2Zu/EJD7wpRNAl5VRCuGSY72pj6pCl1XRPnyPLYbp7evo25Q82ls1fCq20DlNQvCtrsK9EMIRVJpxGGQXGutTbH5duR95SODRDr7aEwO4uVz6vZhibvU5VEpWxi0cgIh4n397WuKmuGrFKgXnQWfjwvqCogZptZlAQ1i2XgkFzervv40FDrC3VNjHuS69ayeLrxQCCvqlCvCz1eLUNCiQShZJL81FTDv+PAHpt6UCsqStkGbJLM6zyztw+pQEEoi7bOS+d8vSaKJngcI79X0YyC8FPAjVLKnwZuA/6p0i0K4AmhwWGssXPNe9kUC55af0V7BzKbQea8tc42I/cX3T3I2ZnG/PWKBfA6CPKiVvOohAOHTPX4QCt4Ox92nQHvCsJSy7cXT0gRiSDa0sjpBl+GhYLnB7FItYFlelba2co3D0rFSIRYb0/TpEwzk87YgDeybmXNJlbEPRJPzaix4v39ZD3sV1MefQMDTZF2zazme1VdVsKeFHknCHPj4y0raJryXRps7tiugGmuSm1bTed9wNdqK5ssFBChEMJj4mVy7RoWWyRmmrnG4NKEyVNbVxOETygWI5RKkZ+YqP/DhYJnFWa4rQ0jGiE/Wf9dZOULnltNm7k2zFzO034k1gyrU4k1sYAZHxigMD2N6XEsVw/NEAWghpwph1dFE5RsD/p6Pb3P6m1DU16hQ4PKWq6tQr6p52N8uHGVbvXaTZDFnZ1Iy6Iw20C6a626TRx3W7nZ4j57JJku1VbzHm6KlG3x3pOmiZTSMyGb3LCexZOnGvpZq1AAITyNT70rCHOeFxWatQPwasUQV+UVjXcPQHA86Fv3IJTZLKJBK45l9RURhLJY8KyefK+iGYIwW/IHREo51eR3BFAEkUggUm3IJs1DvaqShGE0GVbh3YNQhEK2v95k/X2THkNKoBSI0eADz/bra0ZB6NGzr4mWDLvt2ytB6J3wBG9BJU2RwkJg9PR5JmiaUm214LvSVJvsYGsrxFYTKlmv7bJNq4U8DGybIrGaJO2aVSu2RuQ2QagkEhjxuKd2m+q1vZ0/W2XamNqrFoRlNeUt2Xpgh3fFBJTCWVrxIW2ivRgc/0NvJN2K2k0qk2xiLUpharrxWk08E8CDOqRYbO78Najya4akaU5BmPOkhGz1fbCidtzbMRShkL0NCtuMl1S1TXg8qSTFoPnrVmV7b9Ptpk14hVaDVw9OB6r8+LwuZAghSLS4/82Qw1BS8Y1faMl6wqvVwLLaCs55Uy3lLXqAOuMsL4ID8EgQelyAAe8KwuZtCZrrbvFSywmyMTOtB9lQyDcnqFGh4MtlwUN7sfL6phmElDSIZsi9bUKIF0p/dpf9/24hxAuqNzBAfYSGWmgzLhaakBo30zrrvQ6UWk4bUeE1Q6yVFIQNTdSaINTsB5rH49SMUrGnz3O6lNeAkqVaXlSXTZDCdo1ezxMnW67fTHtjcwOypkiu/tbaSL22UYN3BWEzg9tYEz6HXu/VaHeXPTjyqHZpplbLLcZNTk5UtBk3cx+E4vFSm8x0S7UpNtNirEJBmPfcogqt+0016wO45L00M9NC7eauMXC857y0XXnz8HOQ3LCehRMn6/9gsdgcgdFg0ExTQQlrvRvCeyWqY3195CcnsYqtW2s3S0q0Sgys2I5s1iYKPCqJQHFbrWnai99NecGpI+fMXJOLCArIOQfNqulU+PE18z6ya7dGFtv3g3cSIhSLEWlvJ3exAeVzFZjN3ouDg2oUhB7ScZdqt0iKN0NKAiTXr2fxVGMEoZnNEfJ4Tr0u9DQXbORdQdjMQoowjKatdpbVtqzmrKx6PMyXa9VfZQVhs1zEexHNEITXAj9d+vNTZf//U6X/BvAZxtAaz2EYS2jmQdHn3Sy02eSghoNEmlAQimQSjBByoYF21maIuyYeaHaYSxOt2DPTSNPDRKNpBaEH38Ym22tsBaFHT8VCE22dQ80rOKwmFKWtptQ1sxofHxgg56H93J7QeGyx8KGNudnE22YGrrG+PvITk02rCJrxfAJbydd6YIe3VnsHtg9hi5MTy2yiBd6+B1tS0zVJYLU+KWquLpQIKA/eS5Vo9hoDbwnAAGYmQyiR8Fwn1ag6pFj0PCkD5xjW349mtj9Raufyoqr1StIZ4bD9TFPg/2nmmiXJ1bb1mtlsU9cK2JN5L35ktdCsognscYGy9t5stuFk63JEe3oozi94TtJ2QzOdHOCou1s7Ds23m7dG0ppNKGov1W6NnG1GzQsQ7+8jd+GikuAsr++GSEcHVqHQdIie1cT4G0rviFOnG3rOWrkchsfjGhvoJz851bCnaFP+jc0QhKaJEMK7R6YKErlEkHm1RhGJBCISRc413/oPIHPeAkocNCVMcqvfxEL2exWeCUIp5UngFuDHgWullCfL/yjfwgB1YQwNY55rzkupmTSjZlpnm1aT9fU3pFizQ0S8v6CM3t6GCMhmWoxFVzdyfs5uf24UTRCRIhy2vSGnJhv+HZuw9X4+RK8HH4pmScjePu8KwiZM2ptNxoUSEeNxZbxVE2pbseTRz6erEzOTxcxmG6zhnfQIp9NI06Q4v9BYjSaCUKC5MA3ZBKlqRCJEOjqaVhHYRtfNTchaaW2G5lfyYy2qJoGmWkXDqRRGJEJhpgW/qZZaCVtpMW7uWEOp/fbU6dWpvXEDC8cbH6pZTZI+yY0bGyIIRZMKwuS6dQ2pT8xMllDC24QklEgQTreRu9CgBYllNR1Ys3imdVKsWQVhq62clWiWTAZIbdrI4okTSraj2fZ/KJFTitquzVyWUNz78RCG0fIzYmkbmiQpVQRXePWGdtBqm7eVbe5+sGu3SE42WduIRlsadzho5t3gtHU3G4LR7Pso3NZGKJlo6Dlr5rKeFYRGOEx8YKDh/Wq6xbipjqcmSftWF5Hz3v36HShJMs4212IsurvtTIJWFffFQpBi3CCaSTH+E+AXgR7gM0KI/6J8qwJ4Qmh4Dda5JgeZTSgIRV+/Z8872aSst+Fo84J3BSF4UMQ1QXYJw8Do7mnIQ9FB062/HpR9QCkMpUlFp5dgl6ZIyD7Paiavhr/QWoJqM16R8f4+chebXyFuxndMCEGsr7dh4smrj5ZTIz7QT7ZBpWKzKrdYEy24VhOpvtBam3EzatZWazpopqUanFbfFldnC80RPc2afDtoyfOpBb+pZolJgOSGDSw06L3kWrvJawygbetmFo4da/jnmyV9kuvXkTl7tn4LbS5PKJny/P2pTRtZOHGirvq02e330p62pFjzqMpQlSTcdIvxoDq1HDhkbLMKwmFyFy4qCU2xcs3fH4k1w55a8GvBzGQ9q54cJNevZ/Fk65oLW9XZBEHY30d+asoOh2gSTdtttNj6bjYxjrlUu/X2Zq9EVnltFZYbTS24rF/H4unmCOlmw3jAfhc2cp1bWe8KQmjcigKa60awLTvOeeqCkE20gUNrooYlFPKIJhcX7STj1oJKmm0xFqEwoqMTOdk8gb7UXt3ktfpeQzMtxu8H7pNS/nvgg8BH1W5SAK8wBoexxs97nuhIywLL8kwUhYbXem9pbrbFuEHPO1nwTtgsfX8jCsJm22V7+721YzetuvMWHNNs24mXtulm2+BsBaFHyX4T538pObaJcIZmEoXtFeJ2co0ke7qg2XPmxSOwlYlmo+o+m8RqgrTr906gNRPaAfYxa1bN1+xqejMKyUo0bYqvwNvGVhA22U7WwoS82QmR7TeVblqx0QpBmNq4gcVG/PmqwMw230KX2rSJhZOnGh4vNEuwhWIxoj3d9dVYuRzhNu8EYbSrC2GEyE/UVs63RhA2dl02Y6DP/5+9uw6P6sweOP59R+LuRAgJTnB3qDsV6u7UZSu7W6Xe7q+l3i2V3crWfbeFOlIKpbi7Q4C4Z5KR9/fHTCjQkMzcSTKR83keHpLJnblnZu7cuffc854X/ytJ67gTIkaGaadTvWuX332lDsRRXW0oGQXuap/QtLQmeT38qiBMSsJeUup11X2DcRis3gMI69KZqh1N8FrYbIb68SmzmZCkRMNVZdrl8nkSxDoh/lZ3GzyOabp1+5Gc9qf1hNaGjwF8mTDkcH5dLOuc4dXFMqfNZijpG5bu/T7FyPOwRkdjspipLfJ+BJeRmaahaRLI2m68gtDnQpT61l9TbWiIMTRBH0JPQZSR1hMdkZEEYa3W2gWgtW6C6XSEv1RwMCo6xuDEIb73aVExsWh7La6Kcu/vZLRizbNDaPQA1sCsTOAZwuzN6+YwVg1nSvQxQWiw6s6dSPXhyo7BqygqOgZtt3vXt9FosjMugZqCQq+bt2utDX3hmkNDPZMzFPsco9EDIqNJoANNjY0mf7xN3hk8sQpO8i0JaeQKu5EejkavbPszYYjR98lIhWRTrdvfHoTa5QKn09BnIjyzs1/VdEabwoP3w1Tr418Fobs5u9HEjD9DOS1hYQTHx3l90uRPVZg3lZKqpgZLuO8JQvijirAhxhOE3vdqdFeeGDh59aFJf8PrNzaTd1B8HKCo9XNYYx1/tkuoG/6+3e84HFVVmMPCDN1Xmc3uKrImqOw0OrwX3NtGZVNUEBoYYn8gBj/ej7pqLF+rasGddEFDbUmJ8XUb/U7onGE4UQb+fR9FZGdT4UN19+HqvpOMvOZ+JwgNVmWFZ2Z6tQ909yD0fTt2t7rw7nNk9MKbuwrS+9fOaasxVtXbJBWExvsXG5p48zC6vAwVGenH+v1IEBrME3RURhKE/ZRSuZ5/e4G+dT8rpZqmLl/4zGxgohJda6zUWCnl8/qMDMkEUCGhqKBgdFnDPaqMV8R5l8Az+vjKxwSh0dfJ1ys7urbW2PBfpTCnpuHc0/jJpeHXzGolKC7W6wkp6ibAMXJQZPQL10jDZKir5vN9fe5eoWZDzzE4Kcnrajh3/zyDw2O9fB1dBmd29HW2ZPBMiGIwQWi0ms9o4ig4IcHvWU39G2Ls3wQ6Rq/M+ntC5lclX9dsKrYYOyEzOkMpgDUy0t17Kc/Ywa6zutrQyVKdqL45lCxf4fW6jCYYwrO6ND6c2WasghC8S2AYTXD6MpOxkcmdwDMMe/ce/ycmMDhrq1KK8OwsKrZu82v9dfxJJgOEZ2U2SR9CZ2UlFoMJQnccjSeevYrDZjP8OQ33JB38qe7UTicugz0+AcJ9SK4czp9tQSlFmB9V1v4MMQ5NTcVeWoa93IcCiIO4Jykx+J53zabS4PcRgLOqyngPUD8u1BntUwveJyad1TZDyTtvn5fW2v36Gdhv+HoMY/TCQXBSIjX5xtuiAIbbcYFnvgOjE6J66NJSVHSMsfUbmf/g4HUbPD7uqIxMUmLVWqd6/nXSWgcd9HNqcwQpGmfqlIrL14lKao1n002+DjM2WIEHniq8vEaGnNbWgIGDIK8r/OzGKu5Micm+VxAaSar5emWlxlgfCABTegbO3V5UnxisGgVPf0AvG0X7c5XePZOx7/3PnAYrRow2GTZaGQY+VhAaPLB2D9f27nk5DR5AG6nqM3plO9jAcOYD6zQ4rNlktRIUG0Ott5MA1bdugz2fguLisJeWeT3b35/WW1Nj+LMe5mUFwZHXXWtoeCVARNeuhk/InFWVWAz0zqvjbe+letftZ6VWwtgx5P8yr9HltNaGP68A0f36Np6IrLFhiYgw9PjhWV0aTRC6bMYSnGHp3s+q66o1tt80h4YSFBdLtZ8ThRgdYgwQ0dW3npQNxmHzL3Ed7mdvzgNxVFcbriAECM/OpmKz/6+JP0OMrbExANgNVtHBH4kyo0Pqwv2oIPTnwoK/6/ZnmK8ymfyvnDS47vDMzlTvyTXc99FZVY05zNj3QlBCAi6bDXuZ74lRZ3W14e08ND0N2/48nNUND0h0VFYY+p4ITUultqCw0ZYBrtpalNlscHi2b8cwLoMXDuraovgynPlwRls/gWe+g325htoy1XGVlmAymiBMSsa134+euQbPrzsqIxWEohUyd0rDuddIBaHxHYUz1/teGf6sy5SWgauRijVdXY0K9f2AUMXEoqsq0bUNN8Z2z5JsdIix94kG7fB9tmQAU3yCT81jjU41D2BObfz9AP+u1oR06uR1Hxh3jx2D/WYMTlTishlMciUZG0ZqdNYz8FQQ+jTE2GhlZPP2OfR1tmSomzG5hYcY+9Gw20iV5CHrttUYmzXTbCY4MQGb0b6LNbVgMRu6b3BiAs6qahwVXrQtqHfdxod0+VM95a428KNayo+KDX+GDQJE5/ShJr+g0YsjrpoaTBYLymzsvY3q1ZOavPwjVoNrpxNq7YaTOeFeDO1yV574/j4FxcfjrK72an/jMlh5DXWTURhPih1osWFw/RHdulGxabPh9R/MWVWNxY/PRFgXd8LXnxNQAEdlFZZw4wnCiK7ZVGzZ4lcMYHyCEPBU0fkx7BP8myQF6iopA3MRw58qTvdMwsb3jxHZ2VRsNvb+O23GJykxBQURnJRkeHi7e2i9sYtWSinDLQ+cflQQmoODiezZg5KVqxpczlFegcXA0FRlNrt7mzZysaclqy/9Kmrwd5hxbS0YnKREhYSioqJxeVkMUB9XUSEqJtbQfc2p6Tj3+NGj015rODnaEbWKBKFSaqBSarbn3xKl1FKl1OVKqS0H3W78m6YDMHVKw+XrB8deCwaqoMBTQehLQrK2xvC6zGkZjQ5p1dXVxmZGMpkwxSc0XuVn8MqDKSEBXVLsbgzrDaMVhJFRaHstupGrcHW0zYYyeFJtSs/wbiftx9Wa0LRO3g/vMtjPw72eNKoNzNzmNHiV2OiMrUYbT4PngMLLL3SjV7/dFYRe9Aql7uDd93X4Olsy1M0obKyizlFebmhGTW2wghCMJ5DrOG3+XMlPN9wg3WWwZQF4Kja8bFR+pHUbfr2Tk3BUVPiUdK7jqPKvSsldpWIwOennybcym0k54Th2ffRJs68n+bhj2PXRp/X+vbakBEJDDbVOAHf1SU1BAY7K+t8/rTWOykpD75MymTwVbdsbXdafqqG6fpRGuWw29wzKBpO4ET26Ub5xU5NMVFJbXIw1Jsbw/YNiorGEh3k9euBIjA4VrBPRNZuqnbsarWpqNI5q4xcvwf/+rP5UMIKnqqy21lAvQH+SIOAe3uxPFZ/RilpwfyYqNhtLmrtq/HzPs7MM9yF0VvuboDeWkPb3eyJu2BCKfl/U4DKOigrDvWrdifaGE92OyirMBi8qhGZkUL1rtw8Tf/mRIEzxb5ZtXVODMnguDu7zcW8KROpdt92Oa+8ezOmdDd1fJSSiqyrQVVWG7i8VhL5pFQlCrfVyrfVErfVE4F2g7mjyn3W3y4QoDTOlpuEqK8FVWur1fYzOzAvuhKQzd4/XB5W6phZl8AvbmyGt2masghDAlNwJ176Gd7i6tsbQlQdltrj7A3pZRajtdkOzvimlvJ7xGYCaGjD4BWVOTce1f2+jSU931aXBk6b0dKq8vIrqNDhLH0B4F2MH4Eb7zIR0MlixaDDRBWCJjACX9mroiNGh0+aQEMyhodiLSxpd1j0cz+jBkW9XT93DfQ0k3M1mghMSvO6Decg6Dc5iDO6JSvyZLMRpM9bIGzwno370fDJaQQj+VVEZ7f8GniRQVhdD1ULOqiq/+pxF5+RQunK1oX5C/p6QAaSddSbFS5aRN2v2EZexl5ZijY7yaz3pZ0+m6PdFbH3tzT8915r8AnSkseHF4B6WH9WrJyXLltf7d2d1NShl+KQ5vGsWlVsaT+L6c8Ln3vaNT0bhqKg03MMRIDg+Hkt4uF+VanXsxSUExRmrDqkT2bMHpatX+/UY/kxSAu6h3xHdulK6Zq3hx3A5HGiXy/DFC/C/utSdpPMjwa8U0Tl9KG2kuqvedfs7YU3nDGz79hu6SOdPVTlAZI/ulK/fYChpbi+vcB9zGV13d+MVvf5WtbsnxjGSIPSvoj1+5EiKFv7eYP9lf17X8C6ZjR7b+PN9bgkLxRob40MfbuOVveHZXaj0o2estlWh/PhcmtLSvepBXx/n7p2YklIMF6cok8lTRWg8QSk9CL3XKhKEhzkf+MDz89VKqV+UUncEMqC2QJnNWHr0xrHBhwOa2lpDffsATBERqOAgdLGXvRBqbMYrCOv6HjRwImW0ghA8CcL9jVyxtlWDwZ2qKSWl0QTkAX5UWvoyUYn2owehCg52V3Vu2djwgjU1xisI09Op3u1l/yc/hvGEpHrXn+SQ9XkO/I0kcq0xMbhqa49Y8XLEdfqRdFJKEdGjO2Xr1nuxnlrDzb3ds/A2foDkT7VNcJJvs0D7M/Qv2OBEJf4kc0O8fA2PuG6bsUbe4F9PPFdtLdqPAy9/qqj86X8ExodY+lNxAO6h1UHxcZRvaGQ/Wg9/msLXsYSF0vv+e9j6+pssvOgydn3yGZU7dh5SNVVbVExQXJx/64kIp99Tj1O1axcLzr2Q386/mIUXX87vl1/NlldehVj/EkoJ48eS/8uv9f6ttqiYIE8vNyO8HWrq7o9lcCbmLp2p3GHshOePdRtPSABED+hvKAl0uNqiIoL8fD8Tx48jb9Ycvx7D30lKAGIHDTxi4tkbLpt//f/APWlF+Ubf9w91nAb7bx4sZuAASpZ5N6HRIev2M0FoCgoioltXygwkaR2VlYarzcDd4kZZLIa+Dx1lZVijjF9UicrpQ/HSZYaG2Tur/BzWbfB72N/3OjgxgZDkZMpWrznyOvzYz4Vldm50wht/q459mXXcn+ra8GzjE6uBZ/SYH++VuXMXnDsMjnzYtgVzl2zD6wbP6EWjw4ylgtAnxrqKNxOlVFfAqbXeppQqxl1NaAI+UUot01r/fNjyU4EHD3+c2bNnt0C0gWG3VbF73eJ6/2aNjcD82xxskd59ACxbt2Gtqab4CI/XmLCoKPIWzsLRpUujy4bk7cFpcmI3uK6I0BD2/vYTrvpOVrQm0lbNnu1rwcBQJYuuwbp+PflZR55jJ6won9L9O3FafJ9hNDjIDCsXURPa+IFiaP5e7DHhOAy8TsFWhV65iNrgQ6961rfNhOzdiTMuzvD7EZwQS9WvP1PTQGFv8J5t6KAgCgyso9BiwlJeweyZMxtNzKqt2zBVVhj+3Fuio5j35VfolGTv7lBTg8ViZs4cYycxlsgI5n39DSQneX0flbsXU22t4edoioygaMYMXNUNJyYt1Tbm/fYbFbZqn9dlVopls2ajG0m2m3fvZm9EOGsNnDeZystgx3Y2xUZ7F9PeveRt3Ii2+V6AbjIpin6ehau84RnU/7TO3XvYGx5m6PmRl4dl7Tr2GnmftcZiszFv4UJD+0EKi7Cs22BoG1M7d6Ex/t2rioswrVjJLgP3txQX8/vKFbDFWNWFspgwf/c9m+NjwYeTefP2bbgUbPDjeMOU2ZkVb7yJc9KpPt3PUlDA0tWrwdsLTw256nIoLmH7T7PY8c0MAJzDhqB79kRt2ICppqZpjqmOngATxoLTBU4nlJdjnjWXqq7Z/j1+bQ2WpcuY/e23f6qKV7t2YzKZjD9+aSmWpcvInTWrwW3DtGIFlFeyx8h6nE4s+/cz+8cfDU30o3bvweRw+PUaKosJ08+z2BjlX6LRsmMnBdu2Qkmx8QdxOrFs3cbsr7+BIyRdKyoa/r43b9yEq3MGm/zZrpwOLL/OZ2e3bJ/2CwcUF2MJCvJv29YaS2Ehs7/6CqK9+847mNq2HVNVpX8x2GuwLPydPY18Bv607lWrMZUUG/su8zBFR1H8v69xlXk/MgrAvHkLLqUO2Tc3ts38ad2dUljywUe4Ro3wad2WgkIWrV4N2w1WeWmNxe5g7ocfoVM7+XRX07KlUFFJrtHXvLoay5atzP75Z5+OIUxbtkBcLJv92Qdld6H8pVdwnH1mvaObzHtyyd+4EV1hYHZpmw3Lxk31fkccWP/GzX/6rPiyzZgUFMyZi6uRfvYApnXroNbOTiOvV22te/94hPeo2t7wiITgne7jJCPnZQA4a4jcsondq37z+fsq7Le51A4YQKHRdQNWi8a8Zim2ZN/3h5Zt27DWVPmc8yjc7P3oGF/3M63BxIkT6729VSUIgQvwVA9qrUs8tzmVUp8DQ4BDEoRa66nA1INvU0rpIz3Z9mDmDz+R3ntovX9zJXWh8h+PEN9tgFdltPZKJ/b9hcQf4fEaY1u3hXAVTLAX969asBhrZg+sBtdV3XslobWq3nVpm41yq5X0nOGGHtsZl0bV0uUNvg4V6n9E9xyIOcP33gn2arD/Pp9EL5575U9ziM7OwdK7n+/rKbdjX7mMsMPWs3vd4j9tM9ULl2HO7EGQwffDERyD7aP/NPicqlesw5yaZmgd/dKjWfXjLNJTOhE7aGCDy+abrRQWFNHL4Od+47IVRCckkOzl/WuLiln+/seMNbi+9b8tIj41jcRxY7y+T/Gy5exZv5G+BtdZkZ7BxmdfYHAD93c5HCx4/mUmHHM0c+bMOeKXxpHsLijCXlZGViP3WzP7F1KHDCF28CCfHh+gJC6eXR98RD8vY1v+3xl0HTmSyB7dfV5XnobixUvp6ePrsHbur6QMGkTcMN+3e5fdzsJPv2DUqFE+V3I6a2r4/ZXXGHv00T6vF9zv/8IPPzG07qJFi1mzdDnjDG6f9tJSlnz7A2MnTPCp4kZrzYIXXmH88ccbrtrULhcrlq8iIzSM+JHenwyunfsrKUOHGHqf67hGj2bJ9TfTq1MqkT17eH2/Re+8z9Dx4whJ8v4iQ6POngxA7v++IX/OLwRXVhPeJRNnZBRdmuuY6rxzmT17ts/7msNt2b4T28LF9L73b+z//kfK1q4lqncvSEikolcvuht8fK01i7+ZyZCePQlNPfIFxB27c1FpFjobXM+yr76me5csIrp19fm+hb8tJG/HLnr78RraBw9myZQbGTN2LCaDs5Hby8pZMv1Nxpx+uuGeknU2rlxNuN1B2hGeU2PbzMoZ35M5cTzROTmGY9Bas+SHn+idlU14l0yf71+6ajU701K9/q46kk2r1xJS6yDDwOMUWH6lYH++4WMjcL8OS7/9ge4pndyfKS/tLirBHhHZ6PFAQ8rT0tn8wksM8vExVv3wMxmjRhLT/4/jaF/3M1Vdu7H63vsZfMtNXlcjapfL/X104gmGP0cAO/e6h1b7+tpt27qdoOyuR/zceGPlrLmkR0b59L22cfkqYvr3Jcmf7Wz8eDZOe47aOfPodc9f2fneh7hqa0k+9mii+vRmyUef0nv8eMLS0ww9/vqVq4kxmUk5Qoz7au2U19Qc8l3hyzaTb7JQMO9Xr/bDO3btwRQSYugzDbDks6/o3aMHYenpf/rbqt0NJ9NtazahYuO8Om8/ksr02aRYo7D06uP1fbTNRnn+m8QeO8nwEGMAZ1Qy1a+/TIKB+O1VLuy5+T7nPPqle5+MbIrjmdaitQ0xPgf4GEApdfA7MgFommnW2jFTfAKmtHQcy5d4tbw/PQgBzD164diwzruFa4wPnQWw9BuAY/XKev/m7j/ox1CGxGR0VWWDlULudRgcwpye4f2MzzYbGJ08JC0DV653ffv8GWIMYM7MQpeW4GxoynlbNfjR/yaiazaVXpTSu/yYmAHcQyt96b3mrDE+jBMgNCPd52EcTTEjoL20hJrCwiMu4++QqPCu3g198GeIcXgX96yK3vYG8ud1MzqTpcOPPkAmq5XQjHRDzdn9mc0bwGSxEJqWStVO34c7uicpMX5CZI12T07Q2DCgP63XZkOZzYaTg+Dua9P54gvY+d4HPvUD9LfPGbiH0WWcdw7b3/mP9/18XS7spaV+D+U8ktTTTiHnofup3rOHne99QEhKSrOspyl1ufxStMPBwgsuYc/nXxA7dAi7P/uCra++RkR335NudZRSxAwc2OgQS3cfQOPVd+FZWYZnzXVUGB/eXMcaFUVIpxTKN2wwdP+82XNZct2NRPXu5XdyENz9Mfd8+V8cVcZaj9v27SMkxbfqq8MppYgfNZLC+QsM3b8phucDpJ1xOrn//drQREruGPzbTyilSJ98Jjv+875PPflqCwv9fv4R2Vk4qqp9bsPgKC/HGuX7jLcHC8tIJ3bIEPZ8+V/v11tRgSkkxK/kIHjaJsyaQ22xb5W4tUVFfr/miRPGUfCrb9u8PzMA11EmE91vvZmguDgWXX41NXl5hHXOYM1Dj1K+aTO1hf49t/hRoyhcsPCIf6/Jyyc4MdHw40fl9KFszVqvjiHcPWuNH6u5Jzgz1g7G3Y7Lv/fK3KuPb+3MAMfmDZgzs/xKDoJ7/gNts+EqLPD5vtKD0DetJkGolBoA7NVa1zV9ukMptVApNR+oBr4MWHBtSNDocdgX/ebdwn70IASwdOuJc/s2tBdNhHVtjV87BkuvHJzbt+KqqPjzY5eVoiKMHwwok8ndV2Hn9iMvZLMZTnaZEhLR5eXo6sZnXtI1NX70UkzBVVSArq1tfD3lZf69ZmYz1tHjsP8y68jrsPmXhIzs2cOrJuFOm7EJQ+qEd8n0qRG4vw2wI7K9S3werClmE43u14/iJUuPuIy9vByLHwfVEV2zqdy6rdHeOc4a45OUWKMiMYeGUJPnXa9Nf1630LQ0aguLfD5JdTe7Nn7CHtmjO+Ve9Iv803r9mM27jjez/dW77mobWP07KUocP478OXN9uo+/iZk6sUMGYw4LY++Mb72+T83+PIITEvxed9LRE3FWV7P5xVe8OrmoLS7GEh7uV1K0MZbwcLpeP4XInj1JGD2q2dbTVMyhoeRMvZ9hb7/JkNdfJWniBPo98SiRvXs1WoHemJiBAyha3PBFV396EALEDOhHyfL6L4A2xlFRiTnc/89A4vhx5P73G5/vV75pM1tffY0+999D7/v+7ncc4O6FFt2/H3u/9i2e2uJidn/2Bcpi8av3ZJ2kY49h78zvqN6T6/N9awoLCYr3P0EYlpFO3NAh7PnyK5/va9u3n+BkL1unNCDp6KOwFxeTP+cXr+/TFAlSZTbT+fxz2P72uz4lJ+1lZVijfB+CeLiM889l38xvvX7/q3bsJCzjz1VdvgpLTyfp2KNZfd+D1JZ4P7y6KRLCcSNGULx4sU99ue0lJX7NXl7HZLXS487bGf7Ov+h9/z2knTGJzhecx/on/4+g+Hi/ZmiOGzaEqu07DhwD1xQUkjdrNgW/LqB6715s+/MI8aHtz+GC4+MIio+jYnPjF3rcRQZ+nBt1Nz7Ltr8FNQCWnn1wrPctQehcv9anisMjUSYT5p4+zrdQx14LBifO7IhaTYJQa71Ca33iQb8/oLUeobUerbW+SRuZTqoDsuQMwLF1E67SkkaX1fZalNV4okOFhGDO7IJjU+NXnXVNjeHKuLp1WXr2xrHmjyv5tfN/oeaHmbjy8zAl+DfUypyZhesIPUO01u6dqsEEoXvmpTScXjRW9WvyEIsFU2Iyrn2NH8y4ykoxRccYWk8d6/DR2JctOeKBmz+vGbhPzMrXrW/0QMXpxyQl4Kkg3Lbd66bQTpt/CcLwrllU+DgLmb+zxAF0OvlEdn/yOa4jzD7tb3Nta1SU+wCpkeSns6rK8Ey7UFdFuN2rZd0JQoOfJ7PZULWnv5NXRPfvR4mRWSP9aHxdJ7yLsRny7GVlaD8POuPHjKZwwW8+nQj6m5ipo5Qie8rV7Pr40wZn9a1TtXsPWrsITjJecVDHZLGQ89ADVG7dyronnmLbv9+uN4bSNWvZ/NI/2frq64Q2wUloY6J69aT/Px5vkte3JSizGUtY2IEK6JDkZPo/+ZjfFZBxI4ZRtWMH5Q1MZONvojp6wABKV64yNKN1TUFhkyTDUk46gYpNm32q1tJas+Ptd+ly+aVNVj1Yp/OF57Hny6+8OuEGqC0pZc0DD1G+cRPdb7mxSWIJz+xM2umnsf7Jf3j93uTP+YWNz73Ivpnf+TQktyEZF5zL3m9m+lxJV7ljB6FpRx4a7y1lNtP1xuvY+tobjSbL69QWFRHcBAnSpKOPwl5axt6vZ3i1vLOmxv159GMm4TohyUmknzOZNVMf9qqqrmzdeiK6Gq9YPljmJRcR3TeHNQ8+RMnyxieJ0Vpj27ff76R0cEI8MQMGsOWV6V4fE9cW+zcZ1MGUUljCww/sx1NOOoHaggKi+xlvFwBgDgmh2803sPHZ59nwzLOs+vu9FPzyK/lz5rD6ngeo2LiJkE7+VR3HDBpIsRcTGznKKzD7MYlORPdulK83Vu3dFAlCc1ZXXPl5PlXxOdavxdLbv/ewjpEEJUgFoa9aTYJQNA0VGkrQqHHUzPxf4wv7WUEIYOk/CPvC+mcQPERVJcrP4VjW4aOo+eozHFs3U/nSNGq++RL7b/Oo+X4GpgT/TtTM2d2OPFy6ugqsQYZmra1jSu+Mc7sXVWM2GxisrgIwp6U3mojUWqNLS1AGml4fsq6UTqjwcBxr6k9m6MoKv95zS3g4Ed27NTqToKPCvy/b4Pg4LBHhXlcRumpqDM/0CxCcmIh22H0aPuJvBSFAdL++hGdlsum5F6ktKsa2fz8bpz3P+qeexmW3e666G08QAsQNHULR74saXMZeUurXwWRYl0yvhqJql8v9Xvkzw23XbCp9HPrnbwVhdL++lK9bf8RE7pG4hxj7lyCM7t+PYgMzVjrKyw3P8l4nPKsLymymdIX3lVSOcv9ncK0TkZ1Nn/vvYdub/2bVvQ9QsXkLtcXF1BQWYsvLw7Zvn3so5fU3s+qv95B87DF+zVB6MGtkJH2mPkDskMFYo6PZ+d4HLLv1L2x/+13y5/zCkutvZt0jjxOSkkzssCFkXXFZk6xXNM4cHEzGeeew453/HHGZmrw8guPjDa/Dl+qTw1Xt2GGoR97hzMHBdL7wPHcfMC+/m3a88x9qi0tIPu4Yv9d/uNBOnci64jLWPvwoFVu3NXjhwFlTw5oHphLZuze97r6DmIEDmiyOtMlnYo2JYdXf76em4MgtOgCqc3PZ+vobROf0JvuaK4kbYawv9uFCkpLIvuYq1j78GGsffow1Dz7Mhqen4aiowFlTc0jy0mW3s/uzL/j9sqsoW73mkD58/ojOyaHX3XewcdrzrL7vQWz79v3pPdFaU1tSQnVuLtV79jRJ9aIym+l51+3s+vhTNjzzLI7KynqTtRVbtrLslttZcu0NxA4e1GQV1mmnT6LL5ZexdfrrLP/LXax7/Clqi4sPvO72snK2TH+dxddcz+7PviDxqAlNsl6lFNnXXk2nk09k/T+eZtU992PLyztkGe10su/7H1ly/U0svvJaT6sA/5JcANlTrqZq1y62Tn/9yAUAnvdAa01tcQnWZmp5YQ4OZuDzz9Dlskv8fqzYwYPoc/+9xA4ZQrebbqD3/ffQ+56/Edm7JzUFBUR27+bX48cNH0r+nF8avZjgTqgaf70ie/WkasdOHPWMqGuM+7zMv4t+ymIh6Khjsf33M6+Wd+7cjq6uwpTh//cUgKVXH5wb1vk+03dtrcxi7IPWNkmJaAJBJ5xK5SP34Bw9DnPnLkdcTttr/U7aBY2ZQMWPM3Hu3N7gulwV5Zj8GNIKYB04BF1WSvUbL2PJ6U/Y1Tfg3LmdqpeewXz8yX49tqV3X2z/+ReuwgJM8YcOG3OVlWHyM3Fi6dOX2jk/EXzsiQ0u564g9KOfYloGrl07YNTYI6+jrAwVHIzyoydkneCTJlHz9RdYcvr96WRZl5agYvw7aEgYM5qC+b8RP2rkEZepLSoiPCvLr/XEDBxAyfIVhGd1aXRZR2Wl4R5z4D7wi+jalYpNm4kbPsyr+zRFghCg+223su6Rx1h++52YgqxEdOuGdjpZ8+DDJIwdgzXazwThiOFseeVVMi+6oN6/O202tNPpV++2yO7d2fftd40u57TVYAoKQpm9n4HscBHdu1O2Zg2dTvFuee1y+V3Rao2MJDQtlfKNG31qsm8vLfX7/QvPzsJZXU3V7j0+NQO3l5ah/axwVUrR+aIL2favt+j/jye8SuxW5+Y2aY+8yB7dGfTCc+TP/YU1Dz2KUsq9/ZhMKLMJkzWI7KuvIKxLZpP3AAyKiabTSe7vh5Tjj8W2bz9bXn2dot8XkX3NlUR0zcbq50UdYUzSMUez95uZbHrxFeJHjUCZTO4KNZOJoJhoavLyCTXYPL9Owtgx7J3xrdeT1VTn5lK+fiMVW7YQ2USVaknHHE31nlxW3n0P3W+7mahePevdf2qt2fn+h+TPnceA/3vSr31sQ5KPOxatNav+fh/hmZlkXnLhn76jHRUV7PjP+4SkJNP1+mubLGlfRylF73v/xu7PvmDp9TeReclFRPbqSUT3bgfW5aypoWTZcra+9ibp50wm+bhjmzQGcLciiOzdk9yv/kdtUTGuWjuLr7ke7XCgXS4yzj+X4IR49n4zE+1wEDt4IMGJiZj8LAI4WMzAAQx68Vn2f/8jy26+HVNICNnXXIkyW9BOJ8VLl1H0++9YIiKIHzWySSoIwV3ZPujFZ9nyyqssuvJa0Jrsa68mOCmRqF49KVm5io3TnqfLpRe7L7I0UTVbnYQxo4ju2wdbXj77f/iJpTfcgnY43L13cV9Yy3nofiwRkX73PjyYMptJOeF4YocOYd+337P0+puJGTSQpInjcdXWkj93Hra9++h2yw2EJCVjjY5qku3fGhVFzsMPsnbqIyy9/iayrroCk9VKcFIijvIK98XlZ54j87JLSBg7GnNIiF8XzRsT3qVLkz1WZM8ef9rH9rjtFlx2u9/7sag+fQiOj2P/Tz+TcvxxR1zOXuzfUHBzcDBRfXMoXrqMxPHjfLqvq6AAFe9/a5TgY06k4pF7qZn1A8FHHfm5AtR8P4OgY05osgpzU1w8Kj4Bx/IlWAd7dw4F/o9q62gkQdgOmSIiCD79bKqmv0jEA48fsfefrq1F+TnMVAUHE3ziJKo/fJfwm++st3RZOx1QUwuh/iUjAYLGH03Q+D9m6bT06EXUC6/7/bjKYnFXQ65YSvDRxwPgWLsa5/69mDuloSL9TBD27EP1O2+gq6tQR3gdtMMBLu1Xs39LTj+qXn6W4LMvqHdn7Fi/BldeHqZ032djrnd9A4dQ89037h31oD9mhtJ2u7ufop+9keKGD2PHu+95GrHX/1hN0XclZuAA9s38jrQzT290Wff6jFeLAET06E7Z+g0+JQibouG5JSyUfk88esht2ulk7SOPs3X66149/4ZE9uyBo6LyiAmm2uJirDExfh3ERg/ox8bnXmg0adoUSdXYQQPZ8c67uGprvTrRclZXuyd68fNAM3pAf0qWr/QpQVhb5N9VaXCfDCcfdwx7PvuC7rfe5PX97GWl0Mn/RF386JEU/DKPtY88TtZVlxORnV3vcpXbtlO48HcK5y8g5YSGD059FRQXS9oZk0g7Y1KTPq4vLBERRHSLYMDTTwYsBvEHk8VC30cfZutrr7Nvxky004V2udBOJ2Vr1hI3YrjfFUudTj2ZpdfdRNXOnYR1bvj7uWLrVtZOfYSovn3JuvIKLH5e6K2jlKLLZZdgDglhy8v/JCQlmag+fYgZOODADMulq1az7/sfqdi4iX5PPOL3d29jUo4/juTjjmX7v95ix7vvYS8vx5SczJb1m9AOB+UbNxIUH0+3G65r8uRgHXNICJkXXUD8iOHsfP9Ddn/+JbGDBmAOC0M7HFTt3IWzppa0MyaROunUZokB3FWVXa+79k+3V2zdyu6PP6V6125ihw4h47xzmu21CI6Pp/MF59H5gvPIn/MLBfN+RZnMKLMZc2goQ159pUmTZHWCYmLofc/fACheuozc/31DbUEBKIWzqorsa68iaWLTVO/VxxodjTU6msju3eh2wxQA9n3/A+FZWX5XnjUmOD6ezIsuIOO8c9j62psU/LoAU1AQYZmd6X3v35qlH601MpIBz/yD3Z9/yd4Z36IdDkpXrsIcFkbMoIHEjxpBwS/z2PHue0T16tnk629JpqCgJkmkK6XIvOwS1j3yGNH9+hFazzFRXcWlv8dq8aNGUPDrAp8ShLqqElxOv8/LwN32K+yWu6h65nFUeARBw+vvVezK249z03pCL77S73UeLOS0M7F98j6WAYO9Pt7W1dWYYpvmokVHIAnCdipo9Hgc69dS9eLThFx6Neakekr9q6uaJJtuHTMOx4a1VD7zONbhowg+rJpPV1SgwsObtD9Nc7AOGUH1269j6d6T2vlzsS/+HVNMLI7QUExx/l1xUSEhWHr0xr5yGUEjxtS7jDt5GOrXgZ05NR0VEoJzxzYsWX/0QtEuFzVff0Htd+6m30EnnWZ4HQdTShF82pnUfP6Re0fteY91WSkqMtrvg9SguFjix4xm/VNP0+fB++qdHc49c5t/X7bR/fqy+cVXqMkvIDix4fe6tgmajyeMGc2aqY+Qcd45Xl15dflZldYQZTbT4/Zb+P3SK4nxs6G/MplIGDeGLf+cTp/7/g4mE3k//kTB/N8wh4QQ1ae33z2RLGFhRPXpTcG8Xxus1LAXF2ON8a/iKjgxgbDMTIqXLiN+5IhGl3c2wcy24J40Y/NLr5Bx3jlez4hY6+dV6TppZ0xiyXU3UbVrt9cN16v37EX38q7yqSFKKXrccRu7P/uCNQ88RHhWFpbwMDIvu5SguFi03UH1nj2sfeRxd9PxHTuJHzPa7/UK0RhrVCQ97/zLn24vWryEsM4Zfj++JSyMtLPOYMd7H9L773cfcTntdLLpuRfJOO9cOp1ykt/rrU/GeefQ6dST2ffdD9iLi1nz4MMEJyfhqqmltqiI9HMmk3nJhYQk+df72VtKKbKuugKtNfmz5rB++TLCMtJRVgvRA/qTMHpks1UxHiyiW1f6PHAv1bm5FP72OyaLBWWxENG9OwljRjVJlb+huLKz6fW3I28zzSVxwjgSJ/hWwdQUYgcPInbwIJzV1eTNmkPMoIH1JmOaW0NVYs3BZLEcSE62lPSzziD9rDMAdx9cS1jYgSpeZ3U1v51/MRY/R1i1J5Hdu5Fy0omsvu9Bulx6MfGjRmAvr2Dr9NdQFgtpp0/CEhnhd0Iybtgwtr3xb8+kf42fQ9T8+C2OdWswpaQ22cUDc3IKIRddge3T93GsXEboxVf+qYd+zU/fYR13lF8TVta77l45qKho7L/PJ2iUd/sgbatukkKljkIShO1Y6EVXUPvz91Q9/Rjhd9/3p4k8XBXlWCL9v9KnzBZCr5iCc/NGbB+9S83/PgeTCUxmgo46FuuQ4X7NmNtSLL36EHzSJCqffgxzZhYR9zyELiul8h+PYOk30P/HHzgY+8L5WIfWfzCrCwtQflamgXvykNpZPxxIEKqqKiofvQ/MFiIefALtsGNKarqDKUufftR+P4Pqt14jaOwEcDpx7s3F1ASzmgFkX30F6596mgWTz3MP9TtoeJfJasFRXkFwon89KC3h4aSceDw7P/yY7jff0OCytUVFRPs5nCy8SyZRvXqy95uZBw6+GmIvr8DiR5/Fxlijoxn+7r/97kEI7ubam55/kd8uvBSTxYI1JprsKddQuXUbO975D8lNUPGVce7ZbHj6WRInjD/igZZt//4mGX6aMHoUhfN/8ypBaMvLb5KZK6P69CY4MZHc/37t1fZh27eP2sIiwrvWX3HnC0t4OGlnTGL72+/Q+56/NXhhp2r3bmqLiqktLIQmqHAF90yGnc8/l/hRI7EXF1O6ajVLb7j5wMm4yWol89KLSDn+OLpccVmTbLNCGBU3dEiTPVbKSSewb+Z3rLz772RedjG4tLsHmMvl/l9r9s74lqDYWFJObrhdib8s4eEH9j3JJxzvqY4OwhIVRVATfbf7SilF0tETWWuCThMnBiQGgNDUVK/2y6J5mUND6dTMnwPxh+icQ2ehNYeGMvKj96CZqlXbqozzzyWyZw82PP0sm158GZPVSuL4sbgcTlbfP5X0s8/yex3WqEii+/Vlzxdf0fn8c4+4nNba3a9/7ix0jY2Q8/zv5XhIHAMGYe6She3zj6h66RlCzrkQU1IyKjQMx7Yt2JcuIuKBx5p0neApTpk0maqXnsGUkISluxdVrE0wQUtHIgnCdkwFBxN80mlgsVD57FOE3/7XQ5KEuqLC776AB9ZlsWDp1YfwBx4Hl8t9QFtWSuVzT+HKz2sTCUKAoPFHETT+qD9uiI0j6uV/NcljWwcMoXbOz1S/8wahl14FTif2+fM8Kw4Ch/1P/Q+NCJp4LBUP/R3bl5+AMhG2eD6WAUMIOftCvx+7Pkopwq6/jep3Xqdmxn/BbEGZzViHHrlvoC9MQUH0uf+eP06UPP9wudj/w09ol6tJ+p+knXkGS66/idJVq4nu1/eQv5Wt30DpylW4amspWbaC9Mln+r2+zheez+r7HiDlhOPqTf5prSlespTYwYPcVZJ+NMH3RlMlWkxWKz3v/As97zz09rihQ3DV1Hg9rLohUb17EZGdxdbX3yTzkosPDGnSTqd7m3A6qd6TS0iK/03SE8aNZddHn1C8dBmxgwfVu4zWmoJ586nYvPnAUDx/KKXIvvoKVv39fnC5SJ10ar2JUEdVNbs++pjcL/8LwIAT/+H3ugE6nXIS+XPmsum5F4kZOICEsaMPWb/Lbif3q/+x54uvCE1PI/nYo9nZxBXi4ZmdIbMzMQMHkHnJRfUuI8lB0Z6Yg4MZ/MoLbH/nP+z8zwfuE2+l/rgophTWmBi63TCl2YaQ1seXfqRCiI7Dn0ng2iulFLGDBzHy/Xf+9LfGChB80eWKS1n1t/uwRkbWW03uqqig5psvcKxZRfjfHsTUBAUo9TFFxxB6+bXYPv4P1e/9GxwOLDn9sf++gJDTzsTkZ4uuI7FkdyP0smuoevV5Iu57tNHhw7paehD6QhKEHUDwcSeBw0HlC08TcvrZWIe4Z1bTFeWoJpoBso5SCsxmMJtR8QmEXX0Dlf94hODT/L9i0tapkBDCb/oLlS9No/Lpx6G2FhUegSktHdf+vTg3rCPIz8lWwJ0YDr3yOhzrVqOsQdQOHEjMWfVPGtFUVEgIYdfe3Lzr8GxbB1dfNmW/H0tEON1umML6p54mske3P/pMuVxUbd9B8nHHYA4NpcuVlzXaI8obYZ0ziBk8mM0v/5Oed/7lj+HZWuOstrH5pZcp/HUBqaefhm3fPkKSW2Y4V3M6UqLHiKyrr2Tr62+w6m/3EJSQgLbbcVRWumdYi4uleNES+j7+iN/rsUZF0u2WG9nw9LP0vuevRPc9tC+gvaycTS+8RPGixQB/6vFoVFjnzvR58D62vflvin5fREhKCmFdMkk783SUUrjsdtY95p7Mo8/U+6nJL2iS5CS4D/pzHn6QPV98xd6Z35L79TfuCTI8nwdHeQWmoCB633/Pgf5DO2fPbpJ1C9GRKbNZZqkWQgjRoNBOnch56AHWTH2YosVLAKisrnUX6WiNLi7ClJpG+M13NltysI5SitDzLkFrjf2XWejKCsJuugNzRtP0uz8S64DBOCccQ/W/XiXslrtQDfTj1NVSQegLSRB2EEEnnoopPYPqt19HO51Yh45Al5ejIpq3AsOcmUX4Xfc12aQYbZ0KCyf85jtwbN2MCgrG3CUbZbWibdWU33GjTzMyNcTSrQeWbu6eYPZ1i1u02qAtix81kuDERGpLSg6bqTKmSfpMHS776itZ89Aj/HbBJe7ki9OJdjrBZCJx/FgGPvcM6554Cu10SbXUYUKSk+j1t7spXbUacPfnUVYr4V0yMVmtVO7YccRJLnwVN3QI3W66nrUPP4Yymw9UsNYlkJOPO5ah/3qd2sJCInt0b5J1gntW3Zyp91OyfAXOaht7vvyKXR994t5OHA7iRgyn5523N0uT8qCYGLKuuAynzUbp6jUAh3wmIrt3C1jPLSGEEEKIjiy8Syb9n3qcqp27QClqi2zuynOTCcxmzFldW6Q/ax2l1CETibaE4JMmUb37ZapefZ6w629DHaFvt1QQ+kYShB2EUgprv4GYbr6TyhefRhfko6KimrxxaH3MXZrmJL29UKFhWHP6H3pbSCiRL77R6idy6QiaqgrLG5aIcPo/+RjOahvK4q6OVGbzIdvB4JdfcCekxJ+YLBZijzCxSlMlB+skjB5FzMCB7quzJhPKpP7ohek5IAlugv6DhzOHhhI/yj1cP2H8WPeMyhbLgW2luZlDQpq0z5oQQgghhPBfSHIyIcnudjp7dpcGOJqWp6xWQq+9iapXX6Dq1RcIu/ZGVNChbae01ujK8iaZwbmjkARhB2POzCLshtupeuZxLIclqURgSXKwY1JmM5aII09A0hzVYcIYS1hgrz6aLBavZzUWQgghhBCiPVMWC2FTbqbq1eepevEZTCmdwGQGk8KckYklZwAqKEiGGPtAzjQ6IEt2N8LveQjM8vYLIYQQQgghhBCi7VFWK2HX3IR9xRJwOMHlBKeLmv99gbbZDpmkVTSu1WSIlFKVwCLPr88D3wFvAZ2AtcD1WmsZZ9dEzGlN309NCCGEEEIIIYQQoqWokBCCRow59LawMKrffh3rYbeLhrWaBCGwTWs9se4XpdRNwEKt9TNKqZeAk4BvAhWcEEIIIYQQQgghhGjdrMNHoaursPTuG+hQ2pTW1PQsQyk1Ryn1vlIqERjHHwnBbzy/CyGEEEIIIYQQQghxREETjsGUlBzoMNoUpbUOdAwAKKXitdaFSqlzgVOBFOBSrfU+pdRI4Eqt9bWH3Wcq8ODhjzVr1qyWCDkgysrLsYaEBToM0YbYbVVtbpsJtTb/7KziyCoqKoiIkNm+hPdkmxFGyHYjfCXbjPCVbDPCV21xm6m2OwMdQrvjy/loW9xmJk6cqOq7vdUkCOsopRSwHFgPPKC13qCUOhGYqLX+mxf3163tOTWlmT/8RHrvoYEOQ7Qhu9ctbnPbTL/06ECH0KHNnj2biRMnBjoM0YbINiOMkO1G+Eq2GeEr2WaEr9riNrNqd2mgQ2h3fDkfbYvbDFBvgrBVDDFWSoUrpepStOOA7cBc4BTPbScDvwQgNCGEEEIIIYQQQggh2rXWMklJL+B1pVQF4ACmAHuAt5RSv+CexXhmAOMTQgghhBBCCCGEEKJdanVDjP2llGpfT0gIIYQQQgghhBBCiCaitf7TMON2lyBs7zw9FusdLy5EfWSbEb6SbUb4SrYZYYRsN8JXss0IX8k2I3wl24zwVXvaZlpFD0IhhBBCCCGEEEIIIURgSIJQCCGEEEIIIYQQQogOTBKEQgghhBBCCCGEEEJ0YJIgbHseCnQAos2RbUb4SrYZ4SvZZoQRst0IX8k2I3wl24zwlWwzwlftZpuRSUqEEEIIIYQQQgghhOjApIJQCCGEEEIIIYQQQogOTBKEQgghhBBCCCGEEEJ0YJIgFEIIIYQQQgghhBCiA5MEoRBCCCGEEEIIIYQQHZgkCIUQQgghhBBCCCGE6MAkQSiEEEIIIYQQQgghRAcmCUIhhBBCCCGEEEIIITowSRAKIYQQQgghhBBCCNGBSYJQCCGEEEIIIYQQQogOTBKEQgghhBBCCCGEEEJ0YJIgFEIIIYRoYUqpfQbuE6OUutqPdXZRSp1t9P4tRSn1llLqxGZ43DOUUt38fIzblFKWpopJCCGEEKK1kAShEEIIIUTbEAMYThACXYBWnyBsDp6k3hlAowlCpZS5gT/fBkiCUAghhBDtjiQIhRBCCCECRCk1USn1nVLqf0qpTUqpez23d1JK/aqUWq6UWqmU6gU8DPTz3HaXUqqrUuoXpdRSpdTvSqn+nvterpT6UCn1k1Jqi1LqMs/qHgZO8Nz/IqXUSKXUAqXUMqXUbKVUhuf+U5VSryul5nnuf7zndqtS6iWl1CLPfU703J6olJrhifM7pVSy5/bZnrjrnueHnp9vU0qtV0qtUEo9d4SX5iSl1EKl1Dql1EDP/SKVUu951r9QKTXEc/vpnt+XKaW+VkpFe25/Syk1TSk1B7gXmAS87Hn+kYe9D9uVUg8opX4DhimlHvKsZ7VS6mnPMtcBqcBCpdRHntuu8Sy3Uin1d8MbghBCCCFEgMkVUCGEEEKIwBoI9AGqgQ2epNmFwI9a6weVUlbcx2wPAD201iMBlFJhwLFa6xql1GDgKeAkz2PmAMOBaOA34G3P/a/TWp/vuX8UMFZr7VRKnQXcA1zvuX8mMMET2wvA98A1wEat9U1KqXjgF6XUd8BDwHda6+eVUjcAj3qWPZJ7gc5a6+q6ZF49IrTWI5RSk4G7gIuA+4GPtNb/VUplAx8AI4C5wH+11lop9RfgOs9rAZCitZ7geb5ZwIda62+PsM79B722Gz2vvQn4XCk1Qmv9qlLqb8AIrbVNKdUXONYTgwJmKqW+1lqvauC5CyGEEEK0SpIgFEIIIYQIrPla60IApdQ2oBOwGPi3UsoBfKq1XqeUOvx+Qbgr4voDTiD2oL/9qLWuBqqVUiZPkvFwMcC7nmSbGcg/6G/feBKHy3AnCwGOAfoopa70/B4BJAOjgame2/4D3NzI810KvKOU+hT46gjL/Nfz/zLg9oPWf4JS6uGD4gfIAD5WSqUAocCvBz3OZ43EcrBPD/r5GKXUXUAIkIQ7gbvwsOWPwv3cl3p+jwC6A5IgFEIIIUSbI0OMhRBCCCECq+agn12ARWs9BxgPFABfKKWOqed+twObgf7AWCC4gcesr6/eI8BXWut+wHn13V9r7eKPC8oKuEprPdDzr7PWep/ndl3P4zv541jz4Mc+GZiOO8F2pGq+uvgPX/9JB62/i+f2F4EnPM/j9sPWVXmEx69PJYBSKgSYBkzSWvcH3jvsMeso4J8HxdNNa/25D+sTQgghhGg1JEEohBBCCNHKKKUygb1a638CHwP9gArg4N55UUCu1loDl3vxsPXdf4/n58v+vPif/Ahc7xl2i1JqgOf2X4HzPT9fCMzz/LwD9xBlgFM99zEB6VrrH4G/AL29WO/B67+x7pe6not1z8Pz2Jc0cP/Dn/+RhOBOTBYqpWKA04/wGD8D53uWQSmV2cCQaSGEEEKIVk0ShEIIIYQQrc9EYKVniO9o4D9a6wJgjWdCjLuAV4AblVILgDgvHnMlEF43SQnwD+AFpdSvQK0X958O5AErlFJrcPcGBPfw4pOVUiuBs4D7PLc/C9ynlPoFd8IN3JWM73uWXYi7H6G3HgbSPM9/Le6+hODugTgDmAPsauD+HwMP1zdJycG01iW4h0qv8dznt4P+/Cbu3osfaa1XA88Ac5VSq3BXGob48HyEEEIIIVoN5b7oLIQQQgghhBBCCCGE6IikglAIIYQQQgghhBBCiA5MEoRCCCGEEEIIIYQQQnRgkiAUQgghhBBCCCGEEKIDkwShEEIIIYQQQgghhBAdmCXQATQ1pZRuzxOvfD9rLp26Dwh0GKIN2btpRZvbZvqlRwc6hA5twYIFjBo1KtBhiDZEthlhhGw3wleyzQhfyTYjfNUWt5lVu0sDHUK748v5aFvcZgBV341SQdjGOB32QIcg2hjZZoSvampqAh2CaGNkmxFGyHYjfCXbjPCVbDPCV7LNCF+1p21GEoRCCCGEEEIIIYQQQnRgkiAUQgghhBBCNAm73c7+ggLsdhnBIIQQQrQl7a4HoRBCCCGEEKLlLV2zhsemTyc1KYncvDzunTKFwTk5gQ5LCCGEEF6QBKEQQgghhBDCL3a7ncemT+fxv/ydz2bvIi3DxcOvf89NF4aTmhhJclwYsZEhmEz19kUXQgghRIBJglAIIYQQQgjhl6LSUpITOvHsh2sZ3b8TyXHhrN4YwYJVuZRWONhfVEWVzU5SXBjJB/6FkxLv+Tk+nIhQa6CfhhBCCNFhSYJQCCGEEEII4Zfg4DB2l6Rz8phYLj25D/lFRbxWvoq/XXYFVov7lMNW404U7i+qYl9RJfuLqli7rdBzWyUmk+mPhGFcOMlxYQd+T4oN8zkmu91OUWkpcdHRWK2SfBRCCCEaIglCIYQQQgghhGE1didPvrOUob3T+X7OW6xZN+NAD8K65CBASLCFzE5RZHaK+tNjaK0pq6x1JwsL3QnEbbml/LZqL/uLqsgvqSbEqpm5+pd6EojhxEWHYD5o+LL0QxRCCCF8IwlCIYQQQgghhCEOp4sn315EQnQof7lwDE7XuD+q9izen2oopYiOCCY6IpgenWP/9Hen08U3380mq0dv9hdVsq+wihWb8vl+YRX7CiupqLaTEBNKSlwYibEh/DR/FteceyNDeqdjVjVcN3UqH06b5lNMQgghREci35BCCCGEEEIInzldmmc/WIpScNsFgzCZFCaTheT4+CZfl9lsIirMRL9uCfQj4U9/r7E7yfMMX960I4/wsGiWbyrh/e+3kpYYQWR0L3buK6BrekqTxyaEEEK0B6bmemClVLBSar5SqkQpdbbntpuVUr8rpX5VSr140LIjPMsuUEpNOuj2h5VS85RSM5VSic0VqxBCCCGEEMJ7Wmumf76SojIbf710GBZzs51WeCXYaiYjOZKhvZM5+5he2CpWcu3p3XnrgRM4blgKxRUW7nllCY+/9TvzV+ZidzgDGq8QQgjR2jRnBaEdmAxMOei2mcBLWmutlPpQKTVWaz0PmAacDZQBc5VSM4BewCCt9VhPgvFu4K5mjFcIIYQQQgjhhXdnrmPTrmIeu34MwVZzoMM5hNVq5d4pU7hu6tQDPQgfnDKFntk9+HVlLl/P28ZLnyxndP9UjhqSQe8ucZgO6l8ohBBCdETNliDUWruAvUqpg2/bfNAiDsCplAoBzFrrXACl1CagGzAO+Maz7DfAHc0VqxBCCCGEEMI7n8/axIJVe3nyxrGEhbTO2YEH5+Tw4bRpf+qHePyITI4fkUlecRVzlu7m5U9XUGN3ctTgdCYOSSc9KTLAkQshhBCBobTWzbsCpaYCq7XWnx5023jgPq318UqpVOBfWusTPX97FXgHmAhs1Vp/6Ll9pda6fz2P/eDh65w1a1bzPJlWoKy8HGtIWKDDEG2I3VbV5raZ0FZWidDRVFRUEBEREegwRBsi24wwQrabtmnljloWbrJx/pgIIkNbdlhxc2wzWmvyylys213L+j12IkNN9E6z0ivNSlhwYIdNC//Jfkb4qi1uM9V2aZnQ1Hw5H22L28zEiRPrLZtv8UlKlFI5wFPAaZ6bioDogxaJ8dxWXHe7p8qw8vDH0lpPBaYe9vh64sSJTRt0KzLzh59I7z000GGINmT3usVtbpvplx7d+EKi2cyePZv2vB8VTU+2GWGEbDdtzy/L97Bkzir+79ajSU1s+ZOh5t5mnE4XKzYVMGvJLt6Zu4/eWfEcNSSd4TkphATJ3I5tkexnhK/a4jazandpoENod3w5H22L28yRtOg3nVKqM/AWcK7WugBAa21TSjmVUp1w9yDsAWwGzMDjwHTgZGBeS8YqhBBCCCGEcFuyfj+vfbGKh6eMCkhysCWYzSYG90picK8kqmscLFi1lx9/38krn61kZN8UjhqcQd9uCZilX6EQQoh2qFkThEqpz4BBQIVSahSQBsQD//b0JnxSa/0t7v6Cn+GeVXmq1toBrFFKrVBKzQMqgEuaM1YhhBBCCCHEn63ZWsi095dy3xUjyErtGFX+ocEWjh6awdFDMygsreaX5Xv41//WUFpZw8TB6UwckkGXTlGBDlMIIYRoMs2aINRaT/ZyuYXA6HpufwB4oKnjEkIIIYQQQjRu655Snnj7d+64cAi9s+ICHU5AxEeHcsaEbpwxoRs79pYxa8kuHnp9AZHhQUwcnMGEwWnER4cGOkwhhBDCL9JMQwghhBBCCPEne/IreOiNBVx/1gAG90oKdDitQmanKC4/NYdLT+7D6q0FzF6ymxv/bxbd02M4amg6I/t2OmRmZ7vd/sdMytbWOeOzEEIIAZIgFEIIIYQQQhwmv7iaB6bP56ITezNmQGqgw2l1TCZF/26J9O+WyJSz+vP76n3MWrqL175YxdDeKUwcko525PPk66+RmpREbl4e906ZwuCcnECHLoQQQtRLEoRCCCGEEEKIA0rKa7h/+nxOG5fN8SMyAx1OqxdsNTNuUBrjBqVRWlHDL8v38P5369m0cz/Hjr6EY4ZlEWJ1cPfTj/PRtGlYLXIKJoQQovWRbychhBBCCCEEAJXVdh58fQFjB6RyxoRugQ6nzYmOCObUsdkM6xXFgy8vJCGmP//+eg17C6pwWCdyyzOzSE+KIiU+nE4J4aTEh5MSH0ZSbBgWsynQ4QshhOjAJEEohBBCCCGEwFbr4JF/LaRPlzguOrFXoMNp0+Kio8kv3M3xw5O46MRe5BcVMWXqI9x6/n0UlNjYV1jF1j2l/Loil32FlRSV1RAfHUKn+HBSEsJJiQsjJSHc/Xt82CF9DYUQQojmIAlCIYQQQgghOji7w8WTby8iMTaUa87oh1Iq0CG1aVarlXunTOG6qVMP9CC8b8oUemXGQz2jtu0OF/nFVewtrGRfQSV7C6tYt72IfYWV7CuqIiTITEqcp+IwIcyTOHQnD+OiQhp8v2SiFCGEEN6QBKEQQgghhBAdmNOlefaDpZhNJm49bxAmkyQHm8LgnBw+nDbtj+RcA70HrRYTqYkRpCZG/OlvWmuKy2vYW1DpThgWVrF8Yz57C7ezr7CS6honKfGHJg3rhjDv2budp96QiVKEEEI0ThKEQgghhBBCdFBaa/752QpKymuYes1I6YPXxKwWC8nx8X49hlKKuKgQ4qJCyMn+82NV2ezsL6o6kEDcsa+chav3sbewkv2FFSQknMyJR/VkaK8obnjoIT6UiVKEEELUw+tvBqVUTyAFsAEbtNYlzRWUEEIIIYQQovm9/c1atuwp5bHrRhNkNQc6HGFAWIiVrNRoslKjD7l9f0EBj/zzVW67/CZe/Xwl81eaSYxPo6i01O+kpRBCiPanwUuESqnuSqnpSqkNwPPANcCdwM9KqXlKqSuVUnIkIYQQQgghRBvz6c+b+H3tfqZePVImwWiH4qKj2ZufR3S4i6duGkvPzhHsKc1m0boStNaBDk8IIUQr01gF4d+B6VrrKYf/QSkVC5wLnAe83wyxCSGEEEIIIZrBzAXbmblgO/+4aSzREcGBDkc0g/omSrnx3Cv4fvFuFq7ez83nDiQpLizQYQohhGglGkwQaq2vbOBvxcD0Jo9ICCGEEEII0WzmLtvNh99v4IkbxxAfHRrocEQzqm+ilONGufh89mZuf24Ol5zUmxNGZsqs1UIIIRoeYlxHKXWHUipSKWVSSv1bKbVUKXVycwcnhBBCCCGEaDqL1+3n9S9XM/WakaQm/HnGXNH+1E2UUjcxidls4pxjevD4DWP47rftPPDaAvKKqwIcpRBCiEDzdpqyi7XW5cDJQBgwGXi02aISQgghhBBCNKk1Wwt59oOl3HvF8D9NaCE6nsyUKJ6+ZTz9uiZw+7Nz+O63HdKbUAghOjBvE4Qhnv8nAe9qrbf5cF8hhBBCCCFEAG3eXcITb//OnRcNoVeXuECHI1oJs9nEucf24LHrxzBzwTamvv4bBSXVgQ5LCCFEAHib5PufUmorMAL4TimVCNQ2X1hCCCGEEEKIprA7r5yH3/iNGyYPYFDPpECHI1qhLp3c1YR9suK47dnZ/LBQqgmFEE1Ha01RSTWLV+/lh/nbAh2OOILGZjEGQGt9t1LqCaBMa+1USlXiriYUQgghhBBCtFJ5xVU88NoCLj25D6P7pwY6HNGKWcwmzjuuJ8NzUnjug2X8ujKXm88dKBPZCCEMKS6zsXVXMdt2l7B1VwkOp4vsjFi6ZsQEOjRxBF4lCJVSUbj7DnZWSh18n3uaJSohhBBCCCGEX0rKa3hg+nxOH9+VY4d3DnQ4oo3ISo3mmdvG88lPm7h12mwuPyWHY4ZlyEzHQogGlZTb2Lqr5EBCsNbhJDs9hqz0GMYP60xibJjsR1o5rxKEwExgIbAKcDVfOEIIIYQQQgh/VVTbefC1BYwbmM7p47sGOhzRxljMJi44vicjclJ47sOl/Loyl5vOGSDVhEKIA0orati2q4Stu4vZuqsEW+0fCcGxQzJIipOEYFvjbYIwWGv9l2aNRAghhBBCCOE3W62DR978jT7ZcVx4Qs9AhyPasOy0aJ65dQKf/LSRW6fN5srTcjhqiFQTCtERlVXUHKgO3Lq7hCqbnaz0GLLTYxg9KJ2k+HBMsm9o07xNEL6ilLod+IGDJifRWm9slqiEEEIIIYQQPrM7XDzx9iJS4sO55vR+ksgRfrNaTFx4Qi9PNeEyfl2xlxvPGUBcVEigQxNCNKPyylp3QnB3CVt3FVNZZadLejTZ6bGMHJhGcoIkBNsbbxOEXYArgDP4Y4ixBo5u+pCEEEIIIYQQvrDb7RQUl/DWzG1YzSZuOXcgJpOcuImm0zU9hmm3TeCjHzdw6zOzuXJSDhMHp0sSuhWx2+0UlZYSFx2N1WoNdDiiFXI4HJRWVBAdEYHFcmg6qKLq4IRgCeWVtXRJiyY7PYbh/TqRkhAh3yvtnLcJwguArlrr2kaXFEIIIYQQQrSYpWvW8Oj06QSHD6LSBvdePhSz2RTosEQ7ZLWYuPjE3ozM6eTuTbgilxvPHkCsVBMG3NI1a3hs+nRSk5LIzcvj3ilTGJyTE+iwRCuyfusW3vzscxLjYskvKuaiU0/HYok9UCFYWl5zICE49MTedEqUhGBH4+2Rw+9AJ18eWCkVrJSar5QqUUqd7bntFKXUWqVUyWHLjvAsu0ApNemg2x9WSs1TSs1USiX6sn4hhBBCCCHaO7vdzmPTp3PGCVfRKTmbl+4+hX+8+Tp2hyPQoYl2rFtGDM/ePoHMTlHc8sxsZi/djdY60GF1SFprikoreWT6+1xz/k2ceuzFTPvbfTw2fbrsB8QBDoeDNz/7nL9few2Deh9DatI4Ppq5k0WrcomJCObs43tx3/VjuOyM/owb2pm05EhJDnZA3lYQ9gLWKaXW4u5BqACttR7dwH3swGRgykG3LQCGAIsOW3YacDZQBsxVSs3wrHOQ1nqsJ8F4N3CXl/EKIYQQQgjR7hWVlpKckMK3v+XyzK3j6ZQQTmpSkvv2+PhAhyfaMavFzCUn9WZk3xSe/WAZ81fmcv3k/sRGSjVhU6uoqmV/URV5xVXsL6p2/19Y93sVoFEh/ViyoRilFP/5toiI6F7kF5eQmpgQ6PBFK1BaUUFiXCxbd1WzYVshk4/vzQfffMKkY4YSHx0T6PBEK+FtgvAsXx9Ya+0C9h7ck0JrXQQc0qdCKRUCmLXWuZ7fNwHdgHHAN57FvgHu8DUGIYQQQoj2SnpNCYC46Gj2FIUyelAsnRLCyS8qIjcvj7jo6ECHJjqI7hmxPP+XCXzw/QZueWY215zel3ED03A4HAHbR9XtHwNR1Whk31xZbT+Q7NtfVEVe3f/F7p9dGpLjwkiOCyMpLoyk2DD6dU048HuwBc6/4w6uPf14EuPiWLx2Jw+/vo9H/72Cqyf1Y3CvpGZ+1qK1i46IIL+onG9/2cKVkwcQGuKioLiY6IiIQIcmWhHV0E5TKRWrtS5u8AEaWUYpNRVYrbX+9KDbVmut+3p+TgX+pbU+0fP7q8A7wERgq9b6Q8/tK7XW/et57AcPX+esWbMaCrlNKysvxxoSFugwRBtit1W1uW0m1GoOdAgdWkVFBRFysCB8ULfNaK1xOp2YzWZpWt/Mqmw29ubnE2SxUOtw0CkxkbCQtlW1I/uapmGr1bz5cxnjupUTG25us9uDN2Sbaf32Fjv4dnk1MWHQM7GUyNCW3yYP3j+GBgcTFhYWkHUf/Lxr7JqyahelVS7KqlwHfi71/OxyQXSYiagwE1GhJqLD3P+iQk1EhSlCrKrR79XD152SkEBuiYW5a23ERpiY0CeE+Eg5xm5MW9zPVNudXi333bJKcNUwINOFw+EkITaGkODgZo6ubfLlfLQtbjMTJ06sd4fSWAXhW0qpfOC/wHKgAAgGsoHxwMnA88DXfsRWBBx8iTPGc1tx3e2eKsPKw++otZ4KTD34NqWUnjhxoh/htG4zf/iJ9N5DAx2GaEN2r1vc5raZfulS9RBIs2fPpj3vR0XTmz17NlGJidIcvYXY7XbOv+MOXn7gQZLj4ygoLua6qVP5cNo0rBZvB4cEnuxrmsZ/Zq5j3KAYrp/c74+qpTa0HfhCtpm2YdIJNi68ZzoFld25+vR+RIVqHn31VZ644w4sZjNo0LiLVA6uVdG67lbcy+i6H3XDyx30WA6Hg+dffZVbL72U6IhIli5bxntzFvD3a6dgMZvrfay6+zpdGpdL43S5cLo0Tqf23Ob5/cBtLs9ydbe5/253OJk59xfGDxtGkDmYwvIKvvp+G+Hh8dgdLpJiw0iOiyQ5LowuWXXVgKEkx4UTGWZtkgtr9oOrNj37gcsdLr75dSuf/LSJcQPTuOD4nkRHSFLoSNrifmbV7tJGl9m0o4ii6o3ceNFIqmuq3bMYm9vnd0VT8OV8tC1uM0fS4BahtT5dKTUIOB/3EN8UoBpYD3wLnKG1/lPizhdaa5tSyqmU6oS7B2EPYDNgBh4HpuNORM7zZz1CCCGEaBp2h5PCUpvnXzWLNtuY9+XPDO5/HhVVTrIiXTz0xi9MPg5S4iNIjAklKS6MxJhQgqRC2DC7w8nGnSX8tmonptDh3PTMAsYOSOW28wdLz7kOqryqlhnztzHttglYLRZ5/0WrUFFVQeeEcm66ZCT//notVTY7KqQ/L3y07EDSSil3U/u6X9QfP6L444+Kw9tT1f1/6G11j2B32LGE9OCH3/eh1D6Kix1YQrrx2ayNBHuG+ypV/+ObTQqzWWE2mTCbFCaT8tzm/r2+24IsJkxBZswmRWV1FTERZnpnJWE2KcJ6JJKbu5C7rzyOrhnJLVJZX99+wGoxccaEbhw1JIMPvt/ADf/4mXOO6cEpY7KwWmS2847A7nDy1U8bmXR0d8JCggkLkQSxqF+jKWOt9TJgmZEHV0p9BgwCKpRSo4CPgceALkqpH4F/aK2/x518/Az3rMpTtdYOYI1SaoVSah5QAVxiJAYhhBCiozHam05rTZXNQUFptTv5V1JNYZk7EVhQUk1RqY2C0mqqbA7iooKJjw4lLjqEqmon0RFWjhqSSXx0KA6Hi2ffXYOtpoa122rIL3Y3VC8osRERZiUpNpTEmDASY0NJig0jKfaPBGJ4qLEqivbYj6/W7mTjzmJWbSlk9ZYCNu0qJi0xgt5d4nDYtvLk7dfw5Dsr+XXFNuk510F9MXszo/qlkhIfHuhQhDggLjravU+KhCdvHEt+URHXTZ3K839p/irnugrr2847icS4OH786Sf++dXvPHrd+S2y7i+/fZNhvc4jMS6O/KIiCot2kJma0CrabkRHBHPdWf05eXQX/vW/Ncycv40rTsthRE5Kq4hPNJ+ff9tBWnIkPbPkIpJoWLPuJbXWk+u5+dh6llsI/GlGZK31A8ADzRCaEEII0S4tXbOm3qG+TpemtKKGwtJqCkpsFJW6k38FJdUHKgELS20oBfHRocRHhxz4Pys1iqG9kty/x4QQHR6MyfTHycSsWbN4adNaemeee+CkqLx0A1ecNuWQEzKnS1NSbjuQMMwrrmZXXjlLN+SR7/kdcCcQPYnDuv+TYt0JxdjIkEPW3dBzbmtq7E427ihm1ZYCVm8pZNOuYjKSI+nXNYEzJnSlT1Y84aHu5OfQHmbumfYEUTHdeertfB645tp2O6xU1K+sspZvF2zn2dsnBjoUIQ5htVq5d8oUrps69ZD9ckvsow5f98DMzICtuyWfty86p0Qx9ZpRLF2fxxv/Xc3/ftnKVZP6kp0mF5nao30FFSxevZdbLmlbLadEYLSuvZUQQgghDLPb7Tw6/TWuOvdGcgtqScgvY+obS4iP3U1JRS0RoVbiY0KIj/IkAGNC6N8tkYSYP5KBYSG+V98ppbw6KTKblGc9ofTqEvenx9Fae2ZydCcQ6xKJm3eVHPi9otpOQkzIgYRhfFQwn333X26/7Fa6ZyaDy8bNjz7cJvrx2WodbNhezKqt7oTglt0lZKZE0bdrPGcd1Y0+WXFHfD8G5+Tw4bRpFJaU8OyH68gvlwqyjubLOZsZ3T+V5Li2NRGZ6Bjq9lGB6It58LrXrlrVoheMAvm8fTW4VxIvdp/Idwt38ODrCxjWO5lLTupNbFT7m+Coo3JpzZc/buTY0VlEhsuwYtG41rvHEkIIIYTXCkur+ezndbiCxjF/VQFDeyfTq0scu/cs5LaLjqFHZqdm7TXUFCdFSikiwoKICAs6YiVDjd1JQUk1W7N0/wAAPW9JREFUeUXuisPtewoICevEtwv38s63WykqtaGDxnPnC3NJS4xy9z+MDSUxLuzAcGYjSdCmYKtxsG570YEKwW25pWSlRtO3azznHtuD3l3iCA32/nWzWiykJCRw3Vn9eWD6AsYOTCMyLKgZn4FoLUoravh2wXaeu31ioEMR4ogC2Rezbt3rArjutsBsNnHy6CzGD0rn4x83cuP/zeKMCV05fUJXgqVncJu3aGUuAMP6dQpwJKKtaPAoVCl1bUN/11q/1rThCCGEEMJbWmvWbS/im3nbWLohjzEDOqFql3DbeXcdGOpbVLSdHpnJLdKIvCVOioKtZtISI0hLjADAbk/l+zlv85fzJ5EYF8f+gkKuf/hJrjrtLorKa8kvrmL7vnJ+X7f/wDBmi0l5hi7/MYzZ3Q/RPZQ5JjLY635MDfU+rLLZWbe9iNWeHoLb95aRnRZNv64JXHhCT3plxhHiQ0LwSLJSoxkzIJX/zFzH9ZMH+P14ovX7YvZmxgxII0mqB4UQTSAi1MqVp+Vw0qgu/PvrNdzw1E9cdkofxg1Mk/6EbVRZRQ0/LNjO1WcPwCTvofBSY0elkmoWQgghWpkau5O5S3fz9bxt2GodnDImixvOHkB4qJXRfYJaff+jplRfz6f7pkyhf/ekepfXWlNeZfcMWXYnDPOLq1m/o+jA77YaBwkxoQcmUTm8D2J8dChWi+lPvQ/vuOIagkKSWL2lgFVbCti5r5yu6TH065rAxSf1pmdmLCFBzfNeXHRiL2546mdOHNWFrFTpI9WelVbU8P3CHTz3l4mBDkUI0c50SgjnnsuHs2pLAW985e5PePXpfemZ+ee2IKJ1+3r2Zob360RKQkSgQxFtSINHqVrrh1oqECGEEEI0bH9RFTN+3caPi3bSo3Msl53Sh4E9Eg+ZtKMt9T9qKr48Z6UUUeFBRIUH0S09pt5lbDUO8kuqD5pMpYrlG/PJL3H/XlxmIyo8mOKSfQwfeD7x0eEQUsAT726kb7dS+ndN4PJTc+jZOZagFhqiFRkWxIUn9mL6F6t44oYxUvHRjn0xezNjB6aRFCvVg0KI5tGvawLP3jaBnxfv4vG3FtGvawKXndKHxNjQQIcmvLB+ayF78ys458RegQ5FtDFenTUopdKAe4HewIHullrrP808LIQQQoimo7Vm+cZ8vvl1G2u3FXHMsAyevmU8nRKOPClFW+p/1FSa8jmHBFvISI4kIzmy3r87nS42bM/l2XfWMGbA0ZRV1jJ+UDr/fO9VbjtvYsBe++NHZPLtgu3MXbaHCYPTAxKDaF4l5TV899sOXrjjqECHIoRo50wmxbHDOzNmQCqf/byJW6fN4uQxWUw+qrtP/XJFy6qpdfDfWRs567heWC3SR1L4xttP9rvAi8B44HzgcsDWTDEJIYQQHV6Vzc7Pi3fx9bxtWC0mTh2bxZ0XDWmSnnXCP2azie6dkykq3k7frHAS4zLILypib/5+4qIDN7zXbFJMObMf//fuYobnpMgJXDv0+ezNjB+UJlU8QogWExps4eKTenP8yEze+WYd1z/1Exef2Jujh2YcMoJBtA4//badrLQYunWODXQoog3y9sgxWmv9hVLqIa31auBOpdQvzRmYEEII0RHt2l/OjF+3MXvpbgb0SOSmcwaQkx0vQ0Zbmfp6H7aGfo99suLp2y2BT37ayKUn9wloLKJpFZfb+GHhDl68U6oHhRAtLyk2jDsvHsKGHUW88dVqvv51K1dP6kvfrgkNTtglWk5uXjnL1u3n1kuGBToU0UZ5exRbo9xnJluVUpcDe4DEZotKCCGE6ECcLs2itfv4Zt42tu8r44QRmbx451EkxEiVUGvWWvs9Xn5KH25+ejbHDu9MqjQnbzc+n7WZiYPTZb8ghAionplx/OPmcfyyfA/PfrCU+CgTmzf/QFpS5IGLZYNzcgIdZofjcmm++HEjJ47NJiIsKNDhiDbK2yPZ24Fw4GbgESAS9zBjIYQQQhhUVlnLDwt3MGP+NmIjQzhlbBZjB6RKz5g2pDX2e4yPDmXyUd1446vVPHDVyECHI5pAcZmNH3/fyUt3SfWgECLwlFKMH5TO4J4JXHzPy4RGjee4Cb0YlRPLdVOn8uG0aa3mollHsWD5HoKsZgb3SQl0KKIN8/pTq7WuACqQxKAQQgjhly27S/jm123MX7WXETkp/PXSYfSQXjGiCU0an833C3eweN1+hvZODnQ4wk+fzdrMxCHpxEdL9aAQovWorKogI6Gae6+fyO3PzmHi4GNJTUqiqLS01V08a89Kym3MWridKecNlpY0wi/eJgjvVkrlADOBT7XWvzZjTEIIIUSbd3g/HrvDxYJVuXw9bxv5xVWcNDqL6X87huiI4ECHKtohq8XMNWf04/UvVzGge4JUpbZhRWU2flok1YNCiNYnLjqa3Lw8zKqGUf068fEPa8jNywvohF0d0f9mbWLUoHQS48ICHYpo47xKEGqtJyulwoCTgZuUUm8C32utb2nW6IQQQog2aOmaNTw2fTqpSUnsySthzLBJrNxaRXpSJGdM6MqInBTMZlOgwxTt3NDeycycv52v5m7l7KO7BzocYdBnP2/i6KEZUj0ohGh1Dp6wKzE+nT2lWdx75TUyvLgFLViVS0FxNRecLH0fhf98GWJcpZSaAZhw9yOcDEiCUAghhDiI3W7nsenT+cdd9/D5nN3kVe9n7pJVPHPnhXRLl2HEomVddXoOdz7/C0fJ8NQ2qajMxs+Ld/Hy3UcHOhQhhKjXwRN2vf7VJvLLwwMdUodRZbPz2herOPP4XlgscuFZ+M+rrUgpdbFS6gtgOTAGeBpIb8a4hBBCiDapqLSUpIRUnvlgLbGRIbx53/F0TigmMtQV6NBEB5SaEMGJozJ56+u1gQ5FGPDpz5s4Zlhn4qJCAh2KEEIcUd2EXecc04Mv52zG4ZRjnpbw7ox1DOqZRFZ6TKBDEe2Et2nmQcD/aa17aK1v1VrP1Vrr5gxMCCGEaItcBLG7pDNDe8Vx9el9qa4ul348IqDOOaYHq7cUsGZrYaBDET4oLK1m1uJdTD6qW6BDEUIIr/TMjCMpLox5y/cEOpR2b8OOIn5dmcsVp8nQYtF0Gk0QKqXMwNFa6/ktEI8QQgjRZu0vquL+6Qs5fnhnvvnxX9z86KNcN3Uq906ZIv14RMCEBlu44rQcXvtiFU6XXN9tKz79aRPHDu9MrFQPCiHakMlHdeezWZuReqLm43C6eOmTFVx5Wg6RYUGBDke0I42erWitnUqpZUqpXlrr9S0RlBBCCNHW5OZXcN/0+Zw1sRunjs3murNH/jGLsSQHRYCNG5jGjPnb+f637Zw0OivQ4YhGFJRUM3vpbl75q/QeFEK0LUN6JfH2N2tZsj6Pob2TAx1Ou/TfuVuIjQxmwmDp+iaalrdDjAcAK5VSK5RS85VSC5RSUlEohBBCADv3lXHPP3/lvGN7cOrYbOCPfjySHBStgVKKKWf24/3vNlBWWRvocEQjPv15E8eNyCQ2UqoHhRBti1KKyUd147NZmwIdSru0r7CST3/ezPWTB6CUCnQ4op3xNkF4FtAdmARcAJzv+V8IIUQLstvt7C8owG63BzoU4bEtt5T7Xp3PpSf34YSRXQIdjhBHlJUazZgBqbz37bpAhyIakF9czZyluzlrovQeFEK0TeMGppFXVMWGHUWBDqVd0Vrzz89XcubErnRKkNmiRdPzKkGotd4B5ACTPD/XAGHNGZgQQohDLV2zhvPvuINHX32V8++4g6Vr1gQ6pA5v864SHnhtAdec0Y+jh2YEOhwhGnXRib2Yv3Iv23JLAx2KOIJPft7I8SMyiYkMDnQoQghhiNls4owJ3fhs1uZAh9Ku/LJ8D4Ul1ZwpF5BEM/EqQaiUeh6YDNzguckBvNVMMQkhhDiI3eFk864iHnntC04+5kpOO+4SXp06lcemT8fucAQ6vA5r/fYipr6xgBsmD2DcwLRAhyOEVyLDgrjwxF5M/2KVNJBvhfKKq5i3fA9nyczFQog27rjhnVm7rZDdeeWBDqVdqKiq5c3/ruamcwZiMXs7EFQI33jbGGmc1nqwUmoZgNa6QCklTVGEEKIJVdns7M6rYNf+cnbtLz/wc35JNXFRQVhDO2OxBPHRDxuICO1LalISRaWlJMfHBzr0Dmf1lgKefGcRt50/WBpwizbn+BGZfLtgO3OX7ZEG563Mpz9t4vgRmURHSPWgEKJtCwm2cMroLD6ftZlbzhsU6HDavLe+WcuIvp3o1SUu0KGIdszbBGGtUsoKaAClVCrQYAMspVQwMAvoA1yttf5UKRWGu/KwE7AWuF5r7VJKjQCeBRTwhNb6v57HeBg4GigHLtVa5/v4/IQQolnZ7fY/Zqq1WhtdXmtNSXkNu/LK2bW/gt37yw/8XGmzk5YYQUZSJBnJERw1NIOMpAg6JUSAdnL+HXdw8qhTGdWvE1NfX4CttJy46OgWeJbiYMs35vF//1nC3RcPZUCPxECHI4TPzCb3hCX/eHcxw3NSCA2WiXRag7yiKuat2MM//3pMoEMRQogmccrYbKY88SMXndiL+OjQQIfTZq3ZWsjidft5+S6Z2V40L2+PCB8FvgFSlVKvAscANzVyHzvuYclTDrrtSmCh1voZpdRLwEmex50GnA2UAXOVUjOAXsAgrfVYpdTZwN3AXV7GK4QQzW7pmjU8Nn06qUlJ5Oblce+UKQzOyQHA6dLkFVWxK6/cnQTcX+H+Oa8Ck1JkJEeQkRxJelIkQ/skk5EUSUJMKCbTkWYjM3HvlClcN3UqqUlJVJVbSUiaiNMFjaclRVNZtHYfz3+0jHsuH05OtlRuirarT1Y8/bol8MlPG7n05D6BDkcAH/+0kRNHdZHqQSFEuxEVHsRRQzP479ytXHFaTqDDaZPsDhcvf7qCa07vR3ioHPWL5uVVglBr/bVS6jdgJO4qv/sbq+bTWruAvYdNvT0OeNDz8zfABKXUT4BZa50LoJTaBHTzLPvNQcve4dUzEkKIFmC323ls+nRevO8BahxW1m7dx0Ovz2DkoEpy8yvJLagkOiKIjKRI0pMj6JkZy7HDO5OeFGH45G9wTg4fTptGUWkpsVFRvPDRSqZ/vopbz5dhGy1hwapcXvl0JfddOYJemTK8Q7R9l5/Sh5ufns2xwzuTmhAR6HA6tP1FVcxfmcurfzs20KEIIUSTOmN8V257djbnHNuDCElw+ezzWZtIiQ9jdP9OgQ5FdADKmwbVSqk5WusJjd12hPtOBVZ7hhh/j3uo8D6l1EjcFYVTgX9prU/0LP8q8A4wEdiqtf7Qc/tKrXX/eh77QQ4za9asRp9TW1VWXo41RCaQFt6z26ra3DYTajUHOoRGORwOlm0uZOmuUIIsivgIExZVTeekCBKjrMRGmAiyHKkasGnUOjTv/1LBkK7B9Osc1GSPW1FRQUSEJAsOtn5PLbPW2DhreDjJMa1/+2xpss20Xb9vrmFPkYMzh4e3+Lplu/nD9yuqCAsyMba3tPhuiGwzwleyzbQOM5ZWER9pYkT31r+Pa03bTHGFk/fnVXLJ+Aiiwo48MUm13dmCUXUMvpyPtqZtxlsTJ06s90S1wQpCpVQckAgkKKW6464eBIgCjHRlLwaigX1ADFDk+XdwE6262+uWxTMhSuXhD6a1noo7wXhwzHrixIkGQmsbZv7wE+m9hwY6DNGG7F63uM1tM/3SW3dfvVq7k3//bzVzNxZy18V9GT84m/yiIq6bOpXHbpuG1dJy/bx69yvnby/P45RjBpGd1jSv2+zZs2nP+1Ff/bRoJws2r+WpmyfSpVNUoMNplWSbabvGjHVx89M/E5Hcu8Un3JHtxm1fYSWv/TSH6X8/msiwprvY0x7JNiN8JdtM69ClZxkPTJ/P7ZePI6iVFwK0lm1Ga819r87nopMymTSh4ZntV+0ubaGoOg5fzkdbyzbTFBo7iz0NuBzoDLx20O0VwP0G1jcXOAXYAJwMfKe1timlnEqpTrh7EPYANgNm4HFgumfZeQbWJ4QQTWrH3jKefm8JqYnh/PXi3jz71nN8MuOPHoQtmRwEyEiOZMqZ/Xjy7UVMu32CDN1oYt8u2M5HP2zg0evGkJEcGehwhGhyVouJq0/vx2tfrmJA9wSsltZ94tYeffzjRk4enSXJQSFEu9WlUxRd02P4efEuThzVJdDhtAmzluyi0mbntLHZgQ5FdCANnslqrd8G3lZKnaa1/p+vD66U+gwYBFQopUbhTiq+pZT6BfcsxjM9i94BfAaYgKlaawewRim1Qik1D3dC8hJf1y+EEE1Fa83X87bx4Q8buOLUPhwzrDNKKUb0n/bHLMYtnBysM35QOuu2FfH8h0u55/LhHNb7VRj031+28NWcLTx+w1g6JbT88EshWsrQ3snMnL+dr+Zu5eyjuwc6nA5lX2Elv63ex/S/y8zFQoj2bfJR3Xjh4+UcNyIT8xEn5RMApRU1/PvrtTx41UjM5iMPLRaiqXl7NjtLKXUVkHnwfbTW9zR0J6315HpuPree5RYCo+u5/QHgAS9jFEKIZlFcZuO5j5ZRUVXL/90y7pBm/laLheT4wM9me+WkHP728jy+mL2Fs45qeBiCaNxnP2/iu9928MQNY0mKa1s9PIUw4qrTc7jz+V84akg68dGhgQ6nw/joh42cPKaLVA8KIdq9nOx4osKD+G3VXsYMSA10OK3av/63hvGD0uiWERPoUEQH4206+mtgALAN9/Dgun9CCNGu/b52H7dOm033jBieumlcq53p02ox89dLh/HFnM2s3lIQ6HDaLK01H3y/gR9+38kTN46R5KDoMFITIjhxVCZvfb020KF0GLkFFSxcs48zxncNdChCCNHslFJMPqo7n87ahDcTpXZUKzfns3JzARed0CvQoYgOyNsEYYzW+hat9b+11m/X/WvWyIQQIoBstQ5e+WwF079YxV8vHcbFJ/bG0spL/JNiw7jt/EH833+WUFxmC3Q4bY7WmndnrmPeij08ccMYqaISHc65x/Rg9ZYC1mwtDHQoHcLHP27k1LFZREj1oBCigxiRk4KtxsHKzXIxuz61dicvf7KC687sR1iI9BUXLc/bs90vlVIXKqUilVJBdf+aNTIhhAiQLbtLuP3ZOVTbHLzwl4nkZAd+CLG3hvRK5rgRnXn6vSU4na5Ah9NmaK15879rWLIuj8evH0NsVEigQxKixYUEW7jitBxe+2IVTpdUdzSn3IIKFq3dzySpHhRCdCAmk+Ksid347OdNgQ6lVfr4p41kdopiRN9OgQ5FdFDeJggvAx4DVvLH8OL1zRWUEEIEgsul+XzWZh58fQHnHduDOy4aQngbnBX4guN7YVKK976T3bQ3XC7NPz9fybrthTx2/WiiI4IDHZIQATNuYBqhIRa+/217oENp1z76YSOnjs2WmeeFEB3OxCHp7NxfzpbdJYEOpVXZua+MmfO3M+XMfoEORXRgXiUItdZZ9fyT+baFEO1GYWk190+fz8I1e3nm1glMHJIR6JAMM5sUd148hFlLdvP72n2BDqdVc7o0L32ynB17y3hkymgZ6ic6PKUUU87sx/vfbaCssjbQ4bRLe/IrWLxuP5PGyaG0EKLjsVrMTBrXlc9nbQ50KK2Gy6V5+dMVXHh8T2lxIwKqwQShUuosz//X1vevZUIUQojm9evKXG6bNof+3RN4/IaxJLeDiSmiI4K5++KhvPjRcvYVVgY6nFbJ6XTx7PtL2V9UxUPXjJJeL0J4ZKVGM2ZAKu99uy7QobRLH/2wgdPGZbfJCnUhhGgKJ47KZNnGfDlG9fjh9504nZoTR2cFOhTRwTVWQZjo+b/TEf4JIUSbVV3j4IWPlvH212u578rhnHdsT8wmFeiwmkzvrDjOPqY7T76ziFq7M9DhtCp2h4t//Gcx5dW1PHD1SEKCLYEOSYhW5aITezF/5V625ZYGOpR2ZXdeOUvW50n1oBCiQwsLsXLiqEy+mC1VhMXlNt6duZYbzxnQrs5DRNvUYIJQaz3d8/9D9f1rmRCFEKLpbdxZzK3TZgPw3F8m0DMzLrABNZNJ47JJiQvnja9WBzqUVqPW7uTJtxfhdGruu2I4wVZzoEMSotWJDAviwhN7Mf2LVWgtE5Y0lY9+2Mik8dlSsSyE6PBOG5fN3GV7KCmvCXQoAfXGV6s5dlhnslKjAx2KEF5PUiKEEO2C06X56McNPPLmQi47uQ+3nDeoXZ+oKaW45byBrNiUz6wluwIdTsDZah08+q+FWK0m/nbZMKwWSQ4KcSTHj8ikusbB3GV7Ah1Ku7BrfznLNuZx2lipHhRCiNjIEMYOTOPreVsDHUrALFm/nw07ijn/+J6BDkUIQBKEIgAcDgeFJSU4HI5AhyI6mLyiKu7956+s3FTAs7dPYMyA1ECH1CLCQqz8/fLhvPHVanbsLQt0OAFht9vZkbufh15fQHRkMHddNASLWb4ChWiI2eSesOTfX6+hrKKa/QUF2O32QIfVZn34wwYmjevari9KCSGEL86c2JWZC7ZTXdOxzgvtdjs79+7nn5+t4PrJ/QkJklY3onUwvCUqpVK11rlNGYxo/9Zv3cKbn31OYlws+UXFXDX5LHpldw10WKIDmLN0N69/tYqzJnbjjAndMHWwHh9dOkVx1aQcnnh7EdNuG9+hTlCXrlnDo9PfwBQyDLu9hPuvHI9ZkoNCeKVPVjxpCVYuue81OieUk5uXx71TpjA4JyfQobUpu/aXs2JTPjeePSDQoQghRKuRmhBBv24JfPfbDs6Y0DHOCZeuWcNj06cTEtGPimoXypkGJAc6LCEALyoIlVKjlVLnKKVSPL8PUEr9B1jQ7NGJdsXhcPDmZ58z+fhzOevYs7hnyrW8+dnnOJwd64qRaFmV1XaeeX8JH/6wgYeuGcVZR3XvcMnBOkcP7UzfrvG8+PHyDtNTrLa2lkde+5yIuOM5cUx/XrvvPJ54/TXsUsEshFfsdjvr1s8gLKIbf7/uNl6dOpXHpk+Xz5CPPvx+A6ePl+pBIYQ43OSjuvHVnM3YHa5Ah9Ls7HY7j02fzvUX3YKypvPM7afLd6poVRpMECqlngXeAM4CZiilpgEzcScHZaC88ElpRQWJcbEkxEbxyXfrsZhDSYyLpbSiItChiXZqzdZCbpk2m9BgC8/ePoGu6TGBDingrj2jH7kFlXw9b1ugQ2l2+4uqeOjN31BBPbj7kmFcfXpfkuPjSU1KoqhUZmYVwhtFpaWkJcVw3nE9mfb+UqIjo+Uz5KMd+8pYubmAU6X3oBBC/En3jFhSEyOYu2x3oENpdkWlpURF9+DtmZt54KqRdOucIt+polVprILwBGCg1voC4GjgOmC01vplrbWt2aMT7Up0RAT5RcXEx5gYkpPCB9+sIr+omOiIiECH1qG1p56Qdrud/QUFVNtq+M+363jqnUVMOaMfN0weIL09PIKsZv5+2TA++nED63cUBTqcZuFwuvj0503c/uwc+nVNhJr5JMe6v+7yi4rIzcsjLlpmihPCG3HR0eTm5TG6byxJsWE89c5C9shnyCcffr+B0yd0JTRYvoeEEKI+k4/uzmezNuNyte8RLgtWF1NQmcgdF+TQo3OsHJeKVqexIxWb1roWQGtdopTaoLXe3vxhifbIYrFw1eSzeHz6ayTExlJclsyI/sdiMcsBc6C0p56Qdf084uM6s680ma4ZKTz/l4nERoUEOrRWJyU+nJvPGchT7yzmudsnEB0RHOiQmszabYW88ukK4mNCmXbbeFLiw+mRdi3XTZ1KalLSgf5pVovsd4TwhtVq5d4pU7j+oYdISUxmV1EG44edLZ8hL+3YW8bqLYXcct6gQIcihBCt1qAeiVgtJhav28/wnJRAh9PktNa899165i3fw+3n9eSRl/9PjktFq9TYlthDKTXf87MCunt+V4DWWo9u1uhEu9MruytP/OV2Sisq0C4L0z9awa69ZWR0igp0aB1OeaWNf332HacffTYxURGkJll54rXXeeIvt7e5pK3dbufR6a9z7PjLWLAqnysmZfLuF/8kIuyoQIfWao3o24l124t45r0lPHjNKMxtvC9jeVUtb329liXr93P16X0Z0z8VpdzPaXBODh9Om0ZRaSlx0dFyECaEjw7+DJlMIfztlfnMXrKLiUMyAh1aq/fBDxs4c6JUDwohREOUUkw+qhuf/ryp3SUInS7N9C9WsnFnMU/eOI6YyGDGDZHjUtE6NbY1yhR1oslZzBbio2MAOP2YHnw4Yy03XzyUEDl4bnIOh4uiChelm/MpKK6moLjqwP+1difBQdns3l/NsnWFRIRZiY9JpLSi4sD701bMX7kDHTyaimrNC3dOJDYyhJ9/dffzSI6PD3R4rdYlJ/Xm3lfn8/EPG7jghF6BDscQrTWzluzi31+vZeyAVF6+62jCQ/88CYDVYpFtQQg/HPwZeuCqEdz7z19JjA0jJ1s+V0eyfW8Za7YWcptUDwohRKPG9E/lnRnrWLutkD5Z7eO7xe5w8ewHSykpr+Hx68ccmKhKjktFa9VgRkZrvePw25RSp2qtv26+kERH0rd7Ilt2FvPFjxs4/+Q+Byp+hLs3YGlFBdEREVgauLLk0pqy8hoKiqvI9yT/CkuqyS+qoryyhohgSEneR0JsKBkpUQzqnUxCbBihwSbuee45Thg7iqjwSL7/dRMbt6excVs5IwZEY2oD70VFVS3/+t8alm3Ig9r1XHHKscRGhkg/Dy+ZzSbuvmQotz87h55d4hjcMynQIflkd145//xsJZU2Ow9cNYLuGbGBDkmIDiEzJYq/XDCEp95ZxFM3jaNTQnigQ2qVPvh+PWdN7CYXQIUQwgtms4kzJ3bjs5830+eqtp88s9U4eOLtRVgtJqZeM5IgqznQIQnRKCNHLA8DkiAUTebkCV355wdLWbJmH0P7dgp0OK1Cfb0BO6d2dlcAFlVTUPJHJWBhSTWhwRbiY8NIiA0lMTaM7pmxJMSGERsVwt6NS0nv3a/e9dT1hKxbz+TjTmPZujxWbyrkrON6Eh8T2sLP3Dtaa+av3MtrX65kdL9UXr77aNZvSZc+cwbERYVw58VD+Me7i5l26wQSY1vne36wWruTj3/ayMz52znvuB6cMia7zQ+RFqKtGdwrifOP78nDb/7G/90ynoh6Knc7sm25pazbVsTt5w8OdChCCNFmHDu8Mx/+sIEd+8rITGm7LajKq2p56I3fSE+K4OZzBmI2NzY3rBCtg5GzZzkLE03KajFz3sl9eP2T5WR0iiI5vmNXIjgcDt787HPOP/k8tu2uIiyknLe/3EpIUC4Jce4kYEJsGDndE0iIcf8ebHCG3oN7QkZHRGAxWxjeX/Prst3884MlHDWiC6MGpmFqRcmXgpJqXv18JbkFFfzt0uH0zooDpM+cP/p1TeD08V156t1FPHHD2ECH06BlG/L45+cryUqN4oU7JhIf3foTmkK0VyePzmJPXgVPvv07U68ZhUVOgA744PsNnHWUVA8KIYQvgq1mTh2TxeezNnP7BW3zAkthaTUPvraAQT2TuPK0HBkhJ9oUI0dyZwAopYY1bSiiI0uOD+fEsdl8NGMtdocz0OEEVEl5ORFhXflxwR4yOkVxyoTuREfu5saL+3LjhUM476Q+HDOyCwN6JpOWHGk4OVinridk3cQkJpNi3JAMrjt/MGs25/Pax8vIK6psiqfmF5dL882v27h12my6pkXz/F8mHkgO1qnr5yHJQd+dNbEbMRHBvPX1mkCHUq/iMhv/95/FvPTpCq45vS9/v2y4JAeFaAWunNQXq8XMPz9bidY60OG0Clv3lLJhRxEnjuoS6FCEEKLNOXlMFr+v2Ud+cXWgQ/FZbkEFf31pHhOHZEhyULRJDSYIlVJmpdSFSqm7lFL9PTcPUErNA6Y3f3iiIxmSk0JiXBgz5mwJdCgBU22z879ZO6musXDRad0Z0T+VmChFYUkBMZGRLRpLQmwYV58zkAG9knjto2XMWbQTp8vVojHU2bW/nL+9PI/ZS3bxxA1juOCEXlgt0sejKZlMitvOH8Tva/exIbcWu93O/oIC7HZ7QONyuTQz5m/jpqdnkRQbxst3HcWwPu1rdjsh2jKzSXHXxUPYuLOYL2Z33O9v4MB+871v13HWUd0J8fMCnhBCdESRYUEcM6wzX81tW98pW/eU8veX53HOMd05++jukhwUbVJjRy5vA8nAYuAFpVQR0B34u0xUIpqaUoozj+3JS+8tZvWmfPp2Twx0SC1qX0EF7/1vDT2z4hjRvw/Pv/PvQ3oQ1lX4tSSTUowamE7PrHi++GEDqzflM/n4nqQkRLTI+u0OF5/+vImv523lwhN6cdKoLq1quHN7ExEWxF8vHcbfX5rDd7/dT1pSxIF+joNzWn5S+617Snnl0xWYTIrHrx9DZqe224tGiPYsLMTKA1eN5K4X59IpIZxR/TpeP+Gla9bw2PTpxMd1Zm9ZZ44f2rHbpQghhD9OH9+VW56ZxXnH9SAyLCjQ4TRq9ZYCnnxnEdefNYAxA1IDHY4QhjWWcRgE9NVaa6VUCJAHZGmtC5s/NNERhQRbOO/kPrzz5SrSkiOJjQoJdEgtYtXGPL76eROnTOjKoN7u6qjDewMGUlx0KFdOHsDi1Xt549MVjB6YxoRhnZu14e767UW8+MlykuPCeO72iW1i8oz2IDM5nF4p1eTbjuGxmydQU1PBdVOn8uG0aS02dLu6xsH7361n9pLdXHJyb44d1lkSw0K0comxodx7xXCmvv4bibGhdEuPCXRILcZut/PY9Om88uCDTP9yExPTwvnHm6+36H5TCCHak8TYUIbnpDDj122cd1zPQIfToN/X7OOFj5dx50VDGNgjKdDhCOGXxs7ua7SnoYzW2gZs9ic5qJQyKaX+rZSao5T6n1IqXikVppT6WCn1i1JqulLK5Fl2hFJqvlJqgVJqktF1irYnIyWKcUMz+GjG2oANaW0pLpfm21+28O0vW7nizP4HkoPw596AgaaUYli/VG66aAg795bxygdL2LO/vMnXU1PrYPoXK3n8rd85/7ie3H/lCEkOtqCi0lK6J2kG9Uzmqke/5/bnF6JCRvJ//1nERz9sYO6y3WzeVUKVrXmGHi9YtZcb/vEzZZW1vHTXURw/IlOSg0K0Ed0zYrnx7AE89q+FFJS0vd5RRhWVlpIYn85zH62jrLKWycf0ITUpiaLS0kCHJoQQbdbko7rx9bxt1Nhbb3/6nxfv5MVPlvPAVSMlOSjahcYyD/2UUrmenxUQ7/ldAVpr7Wv97JlAsdZ6glLqDOBuYBewUGv9jFLqJeAk4BtgGnA2UAbMVUrN0Fo7fFyfaKPGDslgy85iflqwnePHZAc6nGZRVW3nwxlr0Vpzw4WDCQ9t/eXzADGRIVx2Rj+Wr9vPW1+uZFjfThw9ogsWi//VhOu3FvLVzxsZ1iuZl+8+uk0MKWhv4qKjsTsdnDUhnWvP6Mfmnfu5e9orDO45iv1F1fy6Mpe9BZXsLagkOMhMakIEnRLCSU0Id/+c6P45LMTa6LrsdvuBWaeLy+289uUq9uRX8JcLBtOvW0ILPFshRFMb3T+V3IJKHnlzIU/eNJbQdj6Lr9PpYs7yAvaUZjFuRDTnH9+XopJicvPyiIuODnR4QgjRZnVOiaJH51h+/H0np4zJCnQ4f/LV3C18OWcLj18/hozklu0VL0RzUS0545xS6q/Abq31e0qpdOATYCfwoNZ6vVLqJGACMBWYrbUe6bnfR3XLHPZ4U4EHD1/PrFmzmvV5BFJZeTnWkLBAh9EiqmpcfDy/mmP7B5Me375OMArKnHy7zEZ2ioWR3YOatULKbqtqtm2m0uZi7toaSqo0R/cNJjnG2MQhVTUu5q2rJa/MycScYLqnBDdxpMIXZWVl5JeWEmSxUOtw0CkxkbCQQ4f7a62prNGUVLoo9vwrqXQe+D3IrIgJNxEbbiLG8y823ExMuIlgq6LKZmNvfj4Wk4V1+0xsyQ9hSHYwQ7sGYzFLxWBbU1FRQUREy/QmFa2f1prvV1RTXauZNCwM0xEatbf17Sav1Ml3K6oIsZoY18tEZUVBg/tN4b+2vs2IlifbTNu2p8jBzGVVXHlUZIuNKGlsm9FaM39DDRty7Zw9MpyosOZrueSt6lZcZdlWhVq9P69ti/uZiRMn1vuBaumsy2rgXOA94EQgFigHSjx/LwbiPP9KDrpf3e2H0FpPxZ1MPEAppSdOnNiUMbcqM3/4ifTeQwMdRos5L7aIz75bz00X9yeinVSTLV+/n6+XbWbSUb3p37P5S9F3r1vcrNtMj4GaVRvz+Xr2Jgb2jue40VlezzCstWbZ2v3MXLiFIX06cfHILgRZzfRLl6qLQJo9ezYnnXzygeo+X3toaa0pKrOR66k0zM2vILegkjWbK9lbWElIkJmysjxGD+zJnv3VhIeacFbN4I4rH5N+XW3U7Nmzac/fvcJ3Y8e5mPr6AraVR3PVpL71LtNWt5tau5MPf9jA90t3cPkp/TlmWGeUUtgdDsP7TeGdtrrNiMCRbabtW7HnFyyxWYwflN4i62tom3G6NNM/X0l+dTEv3n0U0RGto6hh1W5padHUfDkfbU/7mZY+epkBjFVKzQZ+BfbgTv5FA/uAGKDI8+/gd6TudtHBdM+MY1CfFD79bj2XntHviFUIbYHT5eLbX7aybksBV00eQKfEtnWV4UiUUvTvmUR2Rgxfz97MC+8u5qzjepLVSIP6opJqvvxpI1U2O5ef0Z80Kc1vVawWC8nx8Ybuq5QiPjqU+OhQ+nU9dKiw1poN23N55q2PGdSzExOHBDEiJ4VbHvuFotJSw+sUQrQuVouJv102jLtemEtqYgQnjeoS6JCaxJqthbz48XI6p0Tywh1HEXfQZGr+7DeFEELU7+yju/Pet+sZNzANFcBzQbvDxbT3l1BaUcvj14/xqp2OEG1NiyYIPROe/B1AKXUR7qSgCzgF2ACcDHyntbYppZxKqU64exD2ADa3ZKyi9Th2VBde+2Q5vy7dzbghGYEOx5CKqlo++GYtVouJGy4c0i6/UCLCgjj/5D6s3ZzPRzPWktM9kePHZBEcZMHhcByYkVmZTMxfups5i3YyflhnxgxOx2wKfGm+aBlKKbqmJ1FUvI3BPSJJjIsjv6hI+nUJ0Q5FhgXxwNUj+etL80iJC2NQC1TNN5cqm513Zqxjwapcrj2zP2P6+9qGWwghhBFDeyfz1jdrWbx2L52Tg9xV2taWPZeqrnHwxFu/ExxkZuo1IwnyYfipEG1JiyYIlVKJuPsOOoG1wF8AK/CWUuoXz20zPYvfAXyGe6blqTJBScdlNps4/6TevPLBUrLSoklPiQp0SD7Zva+M979ew8DeyRw7Kqvdz8jap1siXdJjmDHHXU04tG8kM+bOIDEulvyiGpLjBxIbFc71FwwhPkZmJ+6IrFYr906ZwnVTp5KalERuXh73TpkiQ/KEaIdSEyL46yVDefKdRTx+/Rg6t7HvcIDF6/bzymcrGNAtkZfvOrrdtDwRQoi2wGRSDO0RyiNvfEdm/J4Dx42Dc3JaZP1llbU8/MZvZCRHctM5AzCbpbBBtF8tXUGYD0w87GY77r6Ehy+7EBjdAmGJNiA2OpRJR3fnwxlruemioYS0kVkRl6zZy8xftnLGMT3o2z0x0OG0mLAQK2ef0Ju1m/N497/LGJJzIjGRYSxevZe8og3ceuklWC3tr4pSeG9wTg4fTpsm/bqE6AD6dk3gytNyePjNhTxz6/hW07OpMaUVNbzx39Ws21bEzecMbNMVkEII0VbZ7Xa+/vlDYuJO5OZLzyA2QnPd1Kl8OG1asx8/FpZWc//0BQztncwVp/YJ6BBnIVqCpL9Fm9GvRxJdO8fy5U8bacnZt41wOF189fNG5izayTXnDOxQycGDJScEERO1m7CQYMora7n10uEkxLooq6wMdGiiFajr1yXJQSHav6OH/n979x4kVX0lcPx75iHMi2EGZng5gJAlIFEDIhpfGDUx6ppE1EQ0lbiaqgkmqVqNlWRxrTVuqSkryW6M0WDW2k1lN8r6WNf1ERPXJzG+IkYFZZVoxCDOwDxkGNGB+e0f05AJToODM/T09PdTRc3t27e6TxenTnefvvf8JrNg7r5c/q9P8O4QX20xpcQjK/7E17/3AKMq9uGaiz5uc1CScqSlvZ1J9XV84cT9+faPl3Px0qcpLj+E62//Pf/75Gv832utdG7pGvDnXdfcwTevWc5x8xo495TZNgdVEPxWprxy8oIPce2Nv+PpVes5ePaEXIfTp02b3+EXd66kbGQp5y86OG/OdhwM1ZWVbGht4ah546gZVU3rW+00t7RSnWfLwEuSPrizT5jJVc1P8cNlK7jo7INzHU6fNrS9zXW3PssbGzez5G/mM3NKba5DkqSCVltdzbqmJub8VRXLLj+ZlWv+xHeu/S01VfNYsbqZOx75A39q7qCqrJR9x1XRMK6KhvrKnr/jqt73WetdXV20tLeTUmLN621cdsNjnHXCLE44bMogv0Jp6CjczoXy0j6lxSw6aTY/vXkFDeNHUT+mItch/YXX3mjnxjtXMe+ACXz80Cl5veryQCgpKeG80xZyxdLrMzMIWznvtIWUFFt6JKnQFBUFFyyay8XX/oYbf7WaiUPoSuPu7sSvHv8jP7/nBU4+Yj++/aV5lJY4hF6Scq2v2dWXNDYyd/asHcd0dyeaWjt5vamDtW9u4qW1bdz/1FrWNnVQFEHDuD83DBvqq9h3XCV1o8t2nBX49MqVXL50KRPr69l3zDSW3reZr39+rgtSqeD4LV15Z9zYCj55xDRuunsVixfNHTIf4J94dh2/fvQVFn7iw8yaPjbX4QwZM6dN58oLL9ixirHNQUkqXCNKi7n43Plc9MOHmTf1vYOpc2Fdcwc/uvkZ3u3axhWLj2DKhPxbSEWShrPdza4uKgrGj6lg/JgK5s0at2N/Som2Te/w2pubeP3NTaxt6uCJlet5vWkTb7+zlUn1VUwaW8Hypx5i8aKvUVpaxk9ufZquzieZv/+n9vbLlHLOb+rKS4ccMIGXX2vlnofX8OljZ+Q0lq1bu/mfB17i1XXtNH5+DmNrynMaz1BUUlzCmOrRuQ5DkjQE1FSN5JLzDuObVz/Iglc2sv9+Y3ISx7Zt3fz3w2u45f6X+dzxMzjlqGkUFxX2mf+SNFRtn13dHxFBzaiR1IwayUE7zYTveLuL19/cxMo1b7CivJrHVrbQtmkLCw+t4DfPl9LS3t7v55PynYuUKC9FBKceP4PVr7Sw6uXmnMXR3vEOP715BZ1bujh/0Vybg5IkvQ9TJ4zixDllfPdnT7J+42a6urp4c8MGuroGftB8X15Z185FVz/M06ub+MHfHs1nF0y3OShJBaSyrJSZU2v59NEz2NLxLOcvnME/XXAMY6uCdU1N1FZX5zpEaa/zDELlrbKRpXz+pFn8/I7nmVhfxehRI/fK827dupX2jg5a27dx872r+dhHJ7HgkMmubCVJUj/sV19K/cTp/N2PH6J9w31Mqq9lXVMTFzc2Mnf27AF9ru3D5yvLK7ntoVe497FX+dJJ+3P8fN+/JamQ7Tzj8KNTpnBxY+N7LmOWCoFZr7w2eUI1R87Zl2X3vMCXzziI4qLBPSn2xT+s4YZbb2NU5VQ63x7N8R+bwDHzXdlKkqQ98clDG7j+lruZOeMzXNZ4JG3tbSy+7Dss+8EPBuzL2fbh87W1U1n/1nhmTa3n6m98nNq99MOiJGlo6z3jcNVzzw34j1RSvrBBqLx31CGTWbO2jfsf+yOfOHy/AX3sbd3dtLZvobmlk/UbOrh3+QomjTuaoijiC6dM4dobf8aC+TNdeEOSpD3Q0t5Ow5g2qivL+NySu0gpkUqPY+G37qKoKCiKnrEiEX/e7r2vuCiI3vuL/vLYANY1NzFxwilseXcb558+jX+56Rqqyo/J9UuXJA0h22ccvpDrQKQcsquhvFcUwRmfmsk1//47pjWMZnpDTb8f492ubWxo7aSppZPmlk6aNm6mubWTlrYtVFXsQ/2YcirLi6ko38apx81k4rhKSkuKqautob2jwwU4JEnaA7XV1bzR3MQ/fPVDLDlnPs0tLTReeik3fu/7lBQX0516VqHs7k50p0TafnvH3559772/Z7u5pYXrblrBknP+mrqaMspHlnL3/fUOn5ckSdqJDUINC1UVIzjthJnc/MsXWHzmHLZue4fqykpKdro8afPb79K0sacJ2NyaaQa2bKZjcxdja8qoqy2nrqacj8yoo762grE1ZZSWFAM9swcf+/3djKqC0pJiWt9qp7mllerKyly8ZEmS8t7Os5/WNTXx942NjNinFIDiD/j49aNHsGHjWspHbKV8ZCnNLS0On5ckSeqDDUINGzOm1tIwfgRXXn8v1aPaaG1/h8MOOpSgrOfMwNZOuru7qautoL62nLracqY3jKautpyaUWUU7Wb1wpKSEs47bSFXLL2eutoamltaOe+0hV5eLEnSB9B79lNtdfWADobvqwHp8HlJkqT38tORho2tW7fyzIsPML3hGNo21TO9YQSPP7uazxx7OAfOrKe+tpzK8n0+0GqFM6dN58oLL6C9o6PnDEWbg5IkfWDbZz8NhsFsQEqSJA0XfkLSsNHe0UFd7Wi+cua8HfuuumEFH55WNaAzAkuKS5w5KElSHhnMBqQkSdJwUJTrAKSBUl1ZSXNLK61vtQM4I1CSJEmSJOl98AxCDRvOCJQkSZIkSeo/OycaVpwRKEmSJEmS1D92TzTsOCNQkiRJkiTp/XMGoSRJkiRJklTAhuUZhBGR6xAkSZIkSZKkoSallN7TOIuUUi6C0R6KiD7/I6VszBn1lzmj/jJntCfMG/WXOaP+MmfUX+aM+ms45YyXGEuSJEmSJEkFzAahJEmSJEmSVMBsEEqSJEmSJEkFzAZh/vlOrgNQ3jFn1F/mjPrLnNGeMG/UX+aM+sucUX+ZM+qvYZMzLlIiSZIkSZIkFTDPIJQkSZIkSZIKmA1CSZIkSZIkqYDZIMwjEdEYEY9GxEMR8aFcx6OhLyI2R8SDmX+n5joeDU0RMSJTW9oi4vTMvvKI+M+IeCQilkaE7xfaIUvOnBMRa3rVnLJcx6mhIyJmRcTyiHg4Ih6IiGnWGe1KlpyxziiriJgYEY9nvis9GhEHWme0K1lyxjqj3YqIIyMiRcTY4VRnnEGYJyKiFrgHOByYA3wrpXRGbqPSUBcRz6eUPpLrODS0Zd7ExgGNwPMppVsi4mvAiJTS9yPiGuCelNJdOQ1UQ0aWnDkHGJtS+l5Og9OQFBF1QFdKqS0iPgWcDjyDdUZZZMmZ5VhnlEVEFAMppdQdEccC5wKPYZ1RFlly5j6sM9qNiLgVmAycCJzJMKkzedvZLECHAg+klLallJ4CZuQ6IOWFhswvYr/IfNCW3iOl1J1SemOn3UcB29/Y7srcloCsOQPw5cyvp9/Y60FpSEspNaeU2jI3twLbsM5oF7LkDFhnlEXme1J35uYoYAXWGe1ClpwB64x2ISJOoecHq82ZXcOmztggzB81QFuv25GjOJRfpqWUFgC3A9/PcSzKL71rTitQm7tQlCduB2YDxwJHZX6Jl/5CRJQDlwH/jHVG78NOOXM71hntQkTsHxGPAj8CHsE6o93oI2duxzqjLDJX0SwGruu1e9jUGRuE+aMVqO51uzvbgdJ2KaWNmc2bgYNyGYvyTu+aMxpoyV0oygcppbbML/FdwG3AwbmOSUNLRJQANwFXpZRewDqj3dg5Z6wz2p2U0qqU0uHAKfQ0fKwz2qWdc8Y6o904C7gjpbSl175hU2dsEOaPx4FjIqI4IuYCL+U6IA1tEVGRmasBPac5v5rDcJR/HgZOzmyfRM8vqlJWEdH7R6wFwMu5ikVDT0QEcAM9c3luz+y2ziirvnLGOqNdiYgRvW62Ap1YZ7QLfeWMdUa7cQBwekT8EjgQWMYwqjMuUpJHIuIrwBeBLuC8lJLFSllFxMHAT4EOemb3NKaUbCyrT5lBu3PoyZdfA5cA/wZMAFYBi3vNaJH6ypnNwAn0zAl7Gvh68kOGMjKLTNwGPJHZ9QywBOuMssiSM29hnVEWEXEkcDk9V1oFcCHwItYZZZElZz6LdUbvQ0Q8SM8CWp0Mkzpjg1CSJEmSJEkqYF5iLEmSJEmSJBUwG4SSJEmSJElSAbNBKEmSJEmSJBUwG4SSJEmSJElSAbNBKEmSJEmSJBWwklwHIEmSpKEjIp6i5zPieKAL2Ai8CfwXsCGldMsAP98lwJMppV9muf9O4IsppZaBfF5JkiT9WaSUch2DJEmShpiIuBRYn1L6ySA+xz7AIymlQ3dxzJnAtJTSFYMVhyRJUqHzEmNJkiTtVkRcGhFfyWy/GhGXRcRzEXFvRBwREcsj4qWImJc5pioi/iMinoyIxyPi4D4e9njgt5njiyPi5xGxMvO4Z2WOuRs4Y2+8RkmSpEJlg1CSJEl74sWU0gFAJ/AN4GjgIuDCzP2XAMtSSocAi4Br+3iMw4BnMtsfBSanlGZnHvcugJTSW0BZRFQM0uuQJEkqeDYIJUmStCfuzPx9DngwpdSd2Z6c2X8c8I8R8QxwGzCuj8cYD2zIbP8BmBwRP4yIY1NK7b2O2wjUD3D8kiRJynCREkmSJO2JdzN/u3fa3v75MoATU0rrdvEYW4ARACml1og4EDgJWBIRR6eULs0cNyJzrCRJkgaBZxBKkiRpMNwHfHX7jUzzb2cvAtMy94+lZwG9ZcAV9FxyvN0YYP2gRSpJklTgbBBKkiRpMFwGTIqIZyNiFXB2H8fcCxyV2d4XeChzSfJVwHdhR2PxyZRSGvyQJUmSClP4WUuSJEm5EhF3AuemlJqy3P9d4L6U0n17NzJJkqTC4RmEkiRJyqUlQMMu7l9tc1CSJGlweQahJEmSJEmSVMA8g1CSJEmSJEkqYDYIJUmSJEmSpAJmg1CSJEmSJEkqYDYIJUmSJEmSpAJmg1CSJEmSJEkqYP8P1aTzaCvlK94AAAAASUVORK5CYII=\n" - }, - "metadata": { - "needs_background": "light" - } + "cell_type": "markdown", + "metadata": { + "id": "0Ze0aik_KdaW" + }, + "source": [ + "# Heartbeat Counting task - Summary results" + ] }, { - "output_type": "display_data", - "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-02-27T00:52:22.493426\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.4, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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\n" - }, - "metadata": { - "needs_background": "light" - } + "cell_type": "markdown", + "metadata": { + "id": "5mcNYW3jKdaX" + }, + "source": [ + "**Import data**" + ] }, { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reported: 27 beats ; Detected : 30 beats\nAnalyzing trial number 3\n" - ] + "cell_type": "code", + "metadata": { + "tags": [ + "parameters" + ], + "id": "hkz-kmdeKdaX" + }, + "source": [ + "resultPath = \"./\"\n", + "reportPath = \"./\"" + ], + "execution_count": 3, + "outputs": [] }, { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" 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- }, - "metadata": { - "needs_background": "light" - } + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 238 + }, + "id": "sDGCesoGKdaZ", + "outputId": "822027f9-83e5-4a6c-b90b-da0f437ab6d2" + }, + "source": [ + "# Logs dataframe\n", + "df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('final.txt')][0]))\n", + "df" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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nTrialReportedConditionDurationConfidenceConfidenceRT
0036Count4045.146
1127Count3059.909
2229Count3544.279
3339Count4553.278
4447Count5054.007
5523Count2552.635
\n", + "
" + ], + "text/plain": [ + " nTrial Reported Condition Duration Confidence ConfidenceRT\n", + "0 0 36 Count 40 4 5.146\n", + "1 1 27 Count 30 5 9.909\n", + "2 2 29 Count 35 4 4.279\n", + "3 3 39 Count 45 5 3.278\n", + "4 4 47 Count 50 5 4.007\n", + "5 5 23 Count 25 5 2.635" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + } + ] }, { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reported: 29 beats ; Detected : 36 beats\nAnalyzing trial number 4\n" - ] + "cell_type": "code", + "metadata": { + "id": "xN2uZaX6Kdaa" + }, + "source": [ + "# PPG signal\n", + "ppg = {}\n", + "for i in range(6):\n", + " ppg[str(i)] = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith(f'_{i}.npy')][0]))" + ], + "execution_count": 6, + "outputs": [] }, { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } + "cell_type": "markdown", + "metadata": { + "id": "2MJccOwsKdab" + }, + "source": [ + "# Heartbeats and artefacts detection" + ] }, { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } + "cell_type": "markdown", + "metadata": { + "id": "9PLQ2a7ZKdab" + }, + "source": [ + "This section reports the raw PPG signal together with the peaks detected. The instantaneous heart rate frequency (R-R intervals) is derived and represented below each PPG time series. Artefacts in the RR time series are detected using the method described in:\n", + "\n", + "Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for heart rate variability time series artefact correction using novel beat classification. Journal of Medical Engineering & Technology, 43(3), 173–181. https://doi.org/10.1080/03091902.2019.1640306\n", + "\n", + "The shaded areas represent the pre-recording and post-recording period. Heartbeat detected inside these intervals are automatically removed." + ] }, { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reported: 39 beats ; Detected : 46 beats\nAnalyzing trial number 5\n" - ] + "cell_type": "markdown", + "metadata": { + "id": "koNvSFIhKdac" + }, + "source": [ + "## Loop across trials" + ] }, { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "OefHkBG2Kdad", + "outputId": "2e5d50f1-8b5a-45c1-e685-52b5458d6333" + }, + "source": [ + "counts = []\n", + "for nTrial in range(6):\n", + "\n", + " print(f'Analyzing trial number {nTrial+1}')\n", + "\n", + " signal, peaks = oxi_peaks(ppg[str(nTrial)][0], clean_extra=True)\n", + " axs = plot_raw(signal, sfreq=1000, figsize=(18, 5), clean_extra=True);\n", + "\n", + " # Show window of interest\n", + " l = len(signal)/1000\n", + " for i in range(2):\n", + " axs[i].axvspan(0, l - (3+df.Duration.iloc[nTrial]), alpha=.2)\n", + " axs[i].axvspan(l-3, l, alpha=.2)\n", + " plt.show()\n", + "\n", + " # Detected heartbeat in the time window of interest\n", + " peaks = peaks[int(l - (3+df.Duration.iloc[nTrial]))*1000:int((l-3)*1000)]\n", + "\n", + " rr = np.diff(np.where(peaks)[0])\n", + " plot_subspaces(rr=rr);\n", + " plt.show()\n", + "\n", + " trial_counts = np.sum(peaks)\n", + " print(f'Reported: {df.Reported.loc[nTrial]} beats ; Detected : {trial_counts} beats')\n", + " counts.append(trial_counts)" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Analyzing trial number 1\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Reported: 36 beats ; Detected : 40 beats\n", + "Analyzing trial number 2\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Reported: 27 beats ; Detected : 30 beats\n", + "Analyzing trial number 3\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Reported: 29 beats ; Detected : 36 beats\n", + "Analyzing trial number 4\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Reported: 39 beats ; Detected : 46 beats\n", + "Analyzing trial number 5\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Reported: 47 beats ; Detected : 51 beats\n", + "Analyzing trial number 6\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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- }, - "metadata": { - "needs_background": "light" - } + "cell_type": "markdown", + "metadata": { + "id": "oFX75zi2Kdad" + }, + "source": [ + "## Save reults" + ] }, { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reported: 47 beats ; Detected : 51 beats\nAnalyzing trial number 6\n" - ] + "cell_type": "code", + "metadata": { + "id": "uXUtLU1lKdad" + }, + "source": [ + "# Add heartbeat counts and compute accuracy score\n", + "df['Counts'] = counts\n", + "df['Score'] = 1 - ((df.Counts - df.Reported).abs() / ((df.Counts + df.Reported)/2))" + ], + "execution_count": 8, + "outputs": [] }, { - "output_type": "display_data", - "data": { - "text/plain": "
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nTrialReportedConditionDurationConfidenceConfidenceRTCountsScore
0036Count4045.146400.894737
1127Count3059.909300.894737
2229Count3544.279360.784615
3339Count4553.278460.835294
4447Count5054.007510.918367
5523Count2552.635250.916667
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7dy4nnngiEFk984YbbsDdadeuHX/605+YM2cOv//976lRowZnnnkmr7/+Op06dSInJ4cTTjiBrl278vzzz5OVlcX06dOpVq0agwcPZu/evezdu5eJEyfSrl27RN0GEYkyYcIEFclpJJF5OpNztFqQRSRh8vLy2LNnD02bNmXPnj3k5eWV+5x33XXXIS0Uo0aN4sEHH2Tu3LlUq1aNF198EYAvv/ySqVOncu+99wJw/vnnM3v2bNavX0+tWrWYNWsWJ598Mm+++SYA06ZNY9asWYwZM4aHHnqo3HGKiFQEic7TmZqj1YIsFZoGf6SX7du306xZMwAaNGjAhg0byn3ODh06UKdOHd555x0gkty7dOkCQI8ePVixYgVdu3blW9/6FlWqVDn4vrPPPhuAFi1a0Llz54PPt27dyu7du/npT3/K6tWr2b9/v36ORKTSSHSeztQcrRZkqdA0+CO91K9fn61bt+LubNu2jfr16yfkvHfffTf3338/ACeffDKLFi0CYMGCBbRt2xbgkMQLkVWUinvu7kyfPp2GDRsyd+5cRo8ercVmRJJo0qRJYYcgUZKRpzMxR6tAlgpN/drSS8uWLalVqxYbNmygVq1atGzZMiHn7dSpEyeddBIA48aN47bbbqNXr17s3buXiy66KO7zde/enblz53L++efrP1kiUqkkI09nYo62itxyYma+fPnysMOQELVv316tfymQl5eXsGK3Ior9/GaGu9sR3iIoR0uE8nTyKUcf/vnLm6fVgiwiIiIiEkUFsoiIiIhIFBXIUqFp8IeISHobOXJk2CGIxE0FsoiIiCTNjTfeGHYIInFTgSwV2pVXXhl2CCIicgQDBgwIOwSRuKlAFpG0tGbNGho1akTfvn3p27cvl112WbHHTZw4kd27d8d9/sWLFzN+/PjyhikiR7Fp06awQ5AkyPQcrZX0RCShVq9ezapVq2jTpg2tWrUq17nOOeccXn755SMeM3HiRIYOHUrt2rXjOnfnzp0Prt4kIlKZJCpPZ3KOVguyVGga/JFeHn/gAb7btSszL7+c73btyuMPPJDQ83/wwQf06dOHPn36cP311zNnzhwWL17MxRdfzM9//nN27drFpZdeSp8+fRg0aBAbN24E4JRTTuG6666je/fu3HPPPQDMnj2bm266CYisyNijRw/69OnD6NGjExqzSGXXoUOHsEOQKMnM05mUo9OqBdnMzgXmAY3dfXPY8Uj60+CP9LF69Wr+NW4cs7dsoRpwAOg7bhyDLr20zC0Ub731Fn379gXg9NNPZ9GiRTz99NO0adOGgoICqlSpQufOnZk2bRrHHnssDz30ED179uSOO+5gypQpjBs3joceeoi1a9fyy1/+kubNmzNgwAA++eSTg9coLCzklltuYd68eTRq1IiCgoLy3wwROWjy5MlhhyCBROfpTM7R6daCfDuwMOwgpOLQ4I/0sWrVKnrm51MteF0N6JmfT25ubpnPec455zB79mxmz57NH//4R3bu3EmbNm0AqFKlymHHf/LJJ3Tv3h2AHj16sGLFCgBatGjB8ccfj5lx9tlns3LlyoPv2bx5M82aNaNRo0YlnldEym7s2LFhhyCBROfpTM7RaVMgm9mFwJvArrBjkYpDgz/SR5s2bZhftSoHgtcHgPlVq9K6deuEXaNu3boHE3lhYSEA1atXJz8/H4h8Tff2228DsGDBAtq2bQvA2rVrWb9+Pe7OokWLOOWUUw6es3HjxmzcuJGtW7cecl4RSYxnn3027BAkkOw8nUk5Oi26WJhZFnAjcClwcQnHjAHuS2FYIhKHVq1acfUvfkHfcePomZ/P/KpVuebOO8s1ACT667vq1avz6KOPcu2111KlShXatWvHk08+yXe+8x2uueYa+vXrx6233so111zDCy+8QM2aNXn66aeBSOvEXXfdxbJlyxgwYABt27bliy++AMDMeOihh7jggguoUaMGffr04Ze//GW574eISLpJdJ7O5Bxt7p70ixw1CLNrgGx3n2Bms4HhpemDbGa+fPnypMcn6euSSy5h6dKlYYeR8fLy8mjZsmWpjl29ejW5ubm0bt263LNYJMppp53GRx99VOb3x35+M8PdLRGxZTLlaAFo37496VBrZLJ4cjSkX55OdI6G8ufptGhBBk4HupjZd4AzgH8D/UONSCoEDf5IP61atUqLhCsi6WHGjBlhhyAxlKePLi36ILv7KHcf4O6DgCXAFWHHJBWDBn9IaZSnZUJEykff8snRpGOOTosCOZq799UUb1JaGvwhkhhm1tnMZgePRWb2fsz+icH22Wb2ZFhxSsVz6623hh2CSNzSpYuFiIiEyN0XA30BzOw2oLhlr25wd03FKSIZL+1akEVEJHQjgEnFbH8saEE+L9UBiYikkgpkqdA0+EMkscysNVDg7nkxu+5w927A5cADZlYv5n1jzMyjH6mKWdLbvffeG3YIInFTgSwVmgZ/ZK6CggJ+9KMfce6559KjRw/uuOMOrr32WhYuLNs3/I8//niCI8xYV1JM67G7bwn+/JLIiqdtY/aPcXeLfqQkWkl7w4cPDzsESYJMz9EqkKVC0+CP9NKpUx+aN//WwUenTn3KfK7p06dTs2ZN3nzzTRYsWMDdd99d5nMVFhamXfJNY5cBU2I3FrUYm1lN4Czg0xTHJRVUp06dwg5BoiQqT2d6jlaBLCIJs2nTLtavX3jwsWlT2VeOr1OnDh9++CF5eZFv+hs2bAjAP/7xD4YMGcI555xzcOnRxx9/nG7dutGtWzdefPFFAK699lp+8pOfMHjwYH7/+9+Tl5dH3759efDBB8v5KTOXmXUC1getxJjZIDMrmnZzkpnNB+YCjxQdIyIVS6LydKbnaM1iISJpqXfv3nz/+9/nBz/4AevXr2fMmDEAdOjQgfHjxzN27FheeOEFLrjgAiZOnMiCBQvYs2cP3bp1Y+jQoQC0a9fuYKvEP/7xD2bPnh3Sp6kY3D0HGBT1enrU8yGhBCUiaSnTc7QKZKnQNPgjs/3oRz/iRz/6EZs2beKcc86he/fudOnSBYATTzyRLVu2kJeXR6dOnahatSp16tShefPmbN4cmUq9e/fuYYYvIkQKKclMmZyjVSBLhabBH+mlceNjgG/FvC6b9evXU6dOHbKzs6lXrx7Vq1cHwOybsV/uTsuWLcnJySE/P589e/awbt06jj32WACqVKly8NisLPUoEwnDH//4x7BDkCiJytOZnqNVIEuF1qlTJ9w1m1S6yMmZk7BzrV27ljvuuIOsrCz279/PqFGjmDVr1mHHNWnShO9973v07NkTd+f+++8vNtFecMEFXHDBBVx88cVcf/31CYtTRI7s5ptvZs6cxOUGKZ9E5elMz9FWkYsLM/Ply5eHHYaEqH379iqQUyAvL4+WLVuGHUZoYj+/maFpzI5OOVpAeToVlKMP//zlzdPp1Z4tIiIiIhIyFchSoWnwh4iIiCSaCmSp0DT4Q0QkveXk5IQdgkjcVCBLhXbzzTeHHYKIiBzBtGnTwg5BJG4qkKVCmzt3btghiIjIEfzqV78KOwSRuKlAFpG0tGbNmoOrLYmISHrJ9BytAllEREREJIoWCpEKTYM/0kunbp3YtH3TwdeN6zcm553E/B1t2LCB73//++zdu5fGjRvz9NNP8+WXX3L11VfTunVrlixZwo9//GN++tOf8vnnn3PVVVdxzDHH0KJFC6pXr86jjz6akDhEJD7jx48POwSJkqw8nWk5Wi3IUqFp8Ed62bR9E+uvWn/wEZ2Ey+s3v/kN119/PXPmzKFr16489dRTAKxbt46nnnqKBQsW8NhjjwEwbtw47rjjDl555RVatGiRsBhEJH4dO3YMOwSJkqw8nWk5WgWyVGga/FF5fPLJJ3Tv3h2AHj16sGLFCgBOPfVUatSoQe3atQ8uX7pq1Sq+9a1vAXD22WeHE7CIADBw4MCwQ5AUyLQcrQJZRCqEU045hbfffhuABQsW0LZtWyCynGhxxy5cuBCA9957L3VBiohUUpmWo9UHWUQSpnH9xvBMzOtyeOeddxgwYAAALVu2ZMKECTzyyCM0atSIf/zjH2zaVPxXg6NGjeKqq67i8ccfp1mzZjRs2LBccYiIZIpE5ulMztEqkKVC0+CP9JKoAXkAJ598conJtcgxxxzDyy+/fPD1Rx99BEDTpk2ZM2cOZsZ9991H06ZNExaXiMRn2LBhYYcgURKVpzM9R6tAlgpNgz+kOOvXr+eKK64gKyuL+vXrM3ny5LBDEqm0Ro8eHXYIkmYqQo5WgSwV2sCBA3H3sMOQNNOiRQsWLFgQdhgiAowYMYKlS5eGHYakkYqQozVIT0RERJJm2bJlYYcgEjcVyCIiIiIiUVQgS4WmwR8iIumtcePyzWYjEgYVyFKhafBH5lqzZg1mxrPPPntw29ChQ+nbty8TJ05kzpw5CbvW7NmzuemmmxJ2PhH5xsyZM8MOQZIg03O0CmSp0EaMGBF2CBJj9erVvPbaa6xevbrc5zr77LOZOnUqAFu3bmXnzp0AXHvttfTp06fc5xeR5HviiSfCDkFiJCpPZ3KOVoEsFZoGf6SXBx5+gK5DunL5by+n65CuPPDwA+U6X5MmTdi9ezc7duxg2rRpDB8+HIAxY8Ywbdo0tm3bRv/+/enXrx+9e/dm165dvPTSS3Tr1o0+ffpw9913A/DGG2/Qu3dvevXqxS9/+UsA1q1bR58+fRg0aBDPPPNMiTGISPlMmDAh7BAkSiLzdCbnaBXIIpIQq1evZtyEcWy5fAtf9f6KLZdvYdyEceVuobjkkkv4z3/+w4svvshFF110yL4PPviAU089lVmzZjFnzhxq167N1KlTeeKJJ5gzZw6/+tWvcHdGjRrFK6+8wrx58/jwww9ZsWIFv/3tb7nllluYPn06xx9/fLliFBGpCJKRpzM1R6tAlgpNgz/Sx6pVq8g/Ph+qBBuqQP7x+eTm5pbrvJdeeikTJkygfv36HHPMMYfs69OnD02bNuW73/0ud911F/n5+dx333386U9/4pprruGll15i8+bNrF69mgsuuIC+ffuyatUqPvvsM1auXEn37t0B6NatW7liFBGpCJKRpzM1R2uhEKnQNPgjfbRp04aq66pCAZHkWwBV11WldevW5TpvvXr1GDJkSLH92fbv389dd90FwI9//GNmzZpFr169mDBhAvv37+fUU0/lk08+oW3btrzyyivUqlWLwsJC3J2XXnqJd999l0suuYR33323XDFmCjPbBbwXvBzv7s9H7WsD/AWoBvzd3Z8MIUSpgCZNmhR2CBJIRp7O1BytAlkqtCeeeEIDQNJEq1at+MXIXzBuwjjyj8+n6rqq3HnjnbRq1arc577nnnsA2Lx58yHb33vvPe69916ysrKoWbMm3bp145e//CXvvPMOe/fu5brrrsPM+PWvf83gwYMxM6pVq8Y///lPRo0axVVXXcWECRNo0aIFNWvWLHecGSDP3fuWsG8c8DMgB5hvZlPdfWvKIhORcktWns7EHG0VeZleM/Ply5eHHYaEqH379lpqOgXy8vJo2bJlqY5dvXo1ubm5tG7dOiHFcTqI/fxmhrtbiCElhZl9BSwG1gG3uvumqH057t4peP5bYJa7T4/aPwa4L/acytGiPJ188eRoyLw8XdznL2+eVguyiCRUq1atMiLhVlKt3H2LmV0O/AH4XtS+6H9otgENo9/o7mOAMdHbzExVkUgaUp4+Og3SExERANx9S/B0KtApZndh1PP6gLpXiEjGUoEsFZoGf4gkhpkdY2ZFY9t7AWtiDllpZmcFx/QBNLJRSmXkyJFhhyASN3WxEBERgPbAU2b2NZAP3GBmg4B67v5v4E6+mcViogboSWndeOONYYcgEjcVyFKhXXnllVpuWiQB3H0RcFbM5pVR+1cRaTkWicuAAQP48ssvww5DJC7qYiEiIiJJs2nTpqMfJJJm1IIsImlpzZo1dOnShdNPPx2IrJo4derUw45bvHgxu3fvpkePHqkOUUSk0sr0HK0CWSo0Df5IP6tXr2bVqlW0adOm3NMInXPOObz88stHPGbx4sVs3rz5sORbUFBAlSpVSniXiKRKhw4dwg5BYiQqT2dyjlYXC6nQNPgjvTzwwON07fpdLr98Jl27fpcHHng8Yed2d4YMGcLbb7/N1q1b6dq1K1u2bGH8+PE88cQT9O3bl61bt9KmTRt+/OMfc9VVV7F06VIGDhxI7969GTp0KHv37k1YPCJSOpMnTw47BImSrDydaTlaK+lJhdarVy8N/kiB0qzStHr1arp2/S5btswmMtHBARo16su77/6jTC0UsV/fnX766dx1111ccsklNG3alJtuuokBAwYwceJENm/ezP/8z/8AUKtWLdasWcNxxx3Hnj17qFGjBllZWdx555106tSpTIM6K8tKeommHC0Ad999N9OmTQs7jIxW2pX0Epmn0zlHg1bSk0pOgz/Sx6pVq8jP70kk6QJUIz+/J7m5uWX+Cq+4r++6d+/Oe++9x4ABA4p9z8knn8xxxx0HwGeffcYdd9zBzp072bhxI8cee2yZ4hCRsnv22WfDDkECic7TmZyj06KLhZl1MLM3zWyumc0yM61/KFLBtGnThqpV5wMHgi0HqFp1Pq1bt07YNd5//32WLVtG586dDy4SU716dfLz8w8eE92n7bHHHuP6669nzpw5XHTRRVTkb8xERMor2Xk6k3J0urQgbwaGuvv2YGL6u4DrQo5JKgAN/kgfrVq14he/uJpx4/qSn9+TqlXnc+ed15RrAMhbb71F3759AahWrRpff/01U6dOpVGjRvTv358ePXrQo0cPHnvsMRYuXMif//znQ95/4YUXcuutt/KXv/yFunXr0qRJk/J8RBGRCi3ReTqTc3Ta9UE2swHAZe5+Q8z2McB9scerf1vltm/fPs4444yww8h4pe3fBpE+brm5ubRu3brcs1ikC/VBLhv1QRaAtWvXlvh1uyRGPDkaMi9PJ6MPclp0sShiZrWBscDDsfvcfYy7W/Qj5QFK2hk7dmzYIUiMVq1aMXDgwIxIuiJSfkuXLg07BImhPH10aVMgm1lVYDLwO3dfFnY8UjFo8IeISHq79dZbww5BJG5pUSCbmQF/AV5x9/+EHI6IxHB3Dhw4cPQDM9CBAwfSauCIiEisypyj3T0pOTpdBumdD1wGnGRmVwCL3f220ryxsLCQrKy0qPNFMlaTJk344osvKCwsDDuUlMvKykqrgSMiIrEqc452d+rXr5/w86ZFgezu04HaZXlv79696d+/Pz/72c+oV69egiOTdDdjxoywQ6gUsrOzyc7ODjsMEamA7r333rBDyHjK0YlX4ZteZ8yYQevWralSpQr/+c9/uOeee5g/f/4hc+5J5tLgDxGR9DZ8+PCwQxCJW9pN8xYPM/Oi+N2dlStX8vTTT/PCCy/w+eef8+9//5tGjRpRvXp1qlevHnK0kgzt27dX/1BJOU3zVjqa5k1AeVrCUd48nTEFcqxPPvmE7OxsJk6cyO9+9zt69+7N4MGDOffcc1UsZxAlXgmDCuTSUYEsoDwt4cioeZATqW3btjRv3py77rqLRYsW0a1bN/7yl7/w+eefs3z5cl577TX27t0bdpgiIiIikmYytkCO1rp1a+6++24WLlxI//79qVq1Kv/6178499xzueWWW1i7dm3YIUoZafCHiEh66927d9ghiMQtY7tYlMYXX3zB5MmTOffcc1m0aBHPPvssgwYNol+/fhoNWkFoqWkJg7pYlI66WAgoT0s41Ac5QfF/+eWX/Pvf/+bZZ59l4cKFPPnkk7Rr1w6AOnXqJOQaknjq2yZhUIFcOiqQBeD6669nzpw5YYchlYwK5CTEv3nzZgoKCpg+fTo//elP6dy5M4MGDWLQoEEqltOMCmQJgwrk0lGBLKA8LeHQIL0kOPbYYznuuOP4/ve/z9q1a7n22muZN28en3zyCatXr2bSpEls3bo17DBFREREJAlUIB9FgwYNuO6663j11Ve54ooraNy4Me+99x7nnXce3/3ud/nwww/DDrFS0+APERERSTR1sSijr7/+mhdeeIGWLVvy2Wef8fvf/57zzjuPwYMHc9xxx4USU2WkwR8SBnWxKB11sRBQnpZwqItFSLKzs7n66qvp0aMHF110EaNGjeKTTz7hwgsv5JVXXmHXrl2sW7cu7DAz3s033xx2CCIicgTTpk0LOwSRuKkFOcH27dvH119/zQcffMBll13G8ccfz3nnncfFF19M06ZNww4v42jwh4Qh01qQzawD8BRQCBQAP3L31VH7JwKnAzuBFe5+QynPqxZkUZ6WUJQ3T1dNZDACNWrUoEaNGgwYMICNGzfy2muvMXnyZFasWIGZMXXqVIYMGUKrVq3CDlVEpMhmYKi7bzezQcBdwHUxx9zg7gtTH5qISOqpQE6i6tWrM3ToUIYOHYq7k5eXx86dO/ne975H/fr1ueOOO+jbty9mGdMQJSIVkLtvinqZT6QVOdZjZrYHuN/dX0tNZCIi4VAXixAUFBQwe/ZsatWqxe7duxk5ciT9+/dnyJAhtGvXTgVzHDT4Q8KQaV0siphZbWAmkS4Wy6K2N3L3LWbWJNjfy92/innvGOC+2HOqi4W8+uqr3HLLLWGHIZWMBulVQFWqVKF///706NGDb3/72/zlL3/BzPjJT37CxIkT2b17N8uWLVOfrVLQ4A+RxDCzqsBk4HfRxTGAu28J/vwSWAi0jX2/u49xd4t+pCJuSX8dO3YMOwSRuKkFOY24Ozt37mTt2rUMGjQIgP79+zNs2DDatj3s3yNBgz8kHJnWgmyRr60mAm+7+xPF7K/n7l+ZWU3gbeC8oFg+2nk1SE+UpyUUakHOIGZG3bp1OfXUU/nss8947rnnaNiwIXl5eXz11Vf89re/ZeHChRQWFoYdqohklvOBy4ArzGy2mT1sZoPM7Ipg/yQzmw/MBR4pTXEsIlKRaZBemjIzzj77bM4++2wAtm3bRqNGjRgzZgxfffUVN998M8OGDSMrK0t9lkWkXNx9OlD7CPuHpDAcEZHQxd2CbGYdzewOM2sWvL4o8WFJrAYNGvD73/+elStX8vrrrzNw4ED279/PgAEDuOeee3jzzTfJz88PO8yUGz9+fNghiCSN8q1kgmHDhoUdgkjcytLF4n4io5hHm1knYFBiQ5KjOf300+nevTudO3dm5syZdOzYkYcffpgHHniAXbt28f7773PgwIGww0wJDf6QDKd8KxXe6NGjww5BJG5xD9Izsz+5+/XBoI4HgbPd/dykRHf0WDJqkF557d+/n+3btzN48GByc3Pp3bs3w4YNo3v37mGHljQa/CFhSNUgvXTKt2WhQXoCcMkll7B06dKww5BKJoxBeq8BBJXpz4AXy3pxSazq1avTpEkTFi1axOLFi+nRowebN29m9+7d/PrXv+bVV19l3759YYcpIqWnfCsV3rJly45+kEiaibtAdvdpUc8d+CyhEUlCnHzyyfziF7/gjjvu4LTTTqNTp04888wz9OzZk0cffZT9+/drNgyR9LesqA9ykG/VHCsikgJl6WIxNvolMMjdz05oVKWPRV0s4rRhwwY+//xzGjZsSP/+/WnTpg3nnXce3/72t8nOzg47vLjdfffdWixEUi6FXSz+Q2R1upHABOAGd/9Jsq+bKOpiIQC9evXiyy81M6CkVnnzdFkK5MnAqKhNv3b3a8oaQHmoQC6fTZs2MWXKFKZNm0a9evUYPXo0OTk5nHbaadStWzfs8EpFS01LGNQHuXRUIAsoT0s4wiiQz3D3JVGvW7j72rIGUB4qkBOnsLCQPXv2cNVVV/H6669z1lln8Z3vfIchQ4ak9TzLGvwhYUhhgTy8qFtbUCT/P3f/XbKvmygqkAXg4Ycf5oknDlugUSSpkl4gm9n9wER3/yR4fRJwCrDI3beV9cKJoAI5Ob766iuee+45tmzZwnnnnceDDz7ISSedxKBBg2jYsGHY4R2ivLNYFBYWkpeXx/bt26lfvz4tW7YkK0sLTMqRJatATud8WxYqkAU025CEIxUF8idAO3d3M2sPLASWAo2BK9397bJevLxUICefuzNp0iSeeeYZ5syZw/nnn88999yDmVGzZs2wwyt34s3NzWXPnj00aNCAbdu2UatWLVq3bp3ACCUTJbFATtt8WxYqkAVUIEs4ypunS7PU9I6oKvRHwL/c/QYz6wA8AfQt68Ul/ZkZV111FVdddRW7d+9m5cqVNGnShAsuuICsrCwGDBjA4MGDadq0aSjxNW7cuFzv3759O82aNQMiqxVu2LAhEWGJlJXyrYhIGijNd8lrzayXmVUHLgOmALj7MqBOMoOT9FK7dm06depEs2bNWLBgAXfeeSe5ubmMHTuW3bt3M2/ePNatW5fSmGbOnFmu99evX5+tW7fi7mzbto369esnJjCRslG+lYwzadKksEMQiVtpCuSbiSx3ug1YC7wBYGZVgIox1YEkXM2aNRk2bBhTp07l9ddf59RTT+XDDz9k2LBhDB8+nL/97W8UFBQkPY7yDvxo2bIltWrVYsOGDdSqVYuWLVsmKDKRMlG+FRFJA6WexcLMarj7vqjXA4Er3P26ZAVXipjUBznNHDhwgJkzZ/Lxxx9zwQUX8NBDD1GjRg2GDBlCq1atEn499W2TMCR7Fot0zLdloT7IAsrTEo6UT/OWTlQgp79Zs2bxz3/+k5deeonWrVvz+OOPk5+fn7B5lhOReDWThcQrVdO8VXQqkAVUIEs4UjFIT6TM+vXrR79+/SgoKGDVqlU0btyY7373u6xYsYL+/fszePBg2rdvH+pcy7m5ueTl5ZGVlcWWLVsoLCzklFNOCS0eERERCZm7V9hHJHypaAoKCnzu3Ln+05/+1Hv27OmLFi3yJ5980qdMmeLLli3z5cuXl/oxadKkcsfzwgsv+Ny5c33x4sU+Z84cf+GFFxLwKSWTBbkn9ByY7g/Aix7jx4/3GTNmePS2YcOGeU5Ojnfo0OHgtsaNG3tOTo6PHDnykGMnTZrkkyZNOmTbyJEjPScnxxs3bnxwW4cOHTwnJ8eHDRt2yLEzZszw8ePHH7Lt3nvv9ZycnEO29e7d23Nycrx3796HbM/JyfF7773X9Zni/0xdu3Yt66+aSJmVN0/H1cXCzE4FTnH3/5hZXaCGu28q9QkSTF0sMkNBQQEPPfQQ48ePB2DgwIHcfvvtVK9e/ajv/eCDDxgxYkS5rv/cc8+xefNmCgoKyMrKonHjxlx66aXlOqdktlR0sUi3fFsWytEiEpaU9UE2s1HAt4GW7t7WzE4E/unuvct68fJS8s0s7s7777/PnDlz+M53vsPDDz/M1q1bGTRoEF26dCm2X3BZ+rbF9jmeP38+69ato1GjRuTm5lK3bl1GjBihvshSohQM0ku7fFsWytESD40HkUQqb56O5yfvSmAwsAvA3T8D6pX1wiKxzIwuXbrws5/9jFatWnH99ddzwgknMHbsWM4//3x27NjBpk2byM/PL9d18vLy2LNnD02bNmXPnj1s3ryZ008/nY0bN3LMMcdQrVo1du3aRV5eXoI+mUjclG+l0onNzcrBEqZ4Buntd/dCM3MAM1OylqQ67bTTGDduHOPGjePzzz+nfv36jBo1iilTptCvXz/OO++8Mp03dvW8OnXqsHHjRurWrUudOnXIz89nz5497N+/n9zcXLVmSBiUb6XS0cqmkk7i+df+T2Y2GWhkZr8A5gB/SE5YIoc64YQTyM7O5rHHHmP+/PmcdtppTJw4kZtuuinuc8Wunte7d28KCgrYtWsX+/bto0uXLqxbt46dO3eqNUPConwrGa2wsJDc3FwWLVpEbm4u+fn57NixgwULFpCbm8vixYtZt24dubm5FBYWhh2uVEJlGaTXDzDgDXf/OFmBlTIe9W+TuBXXzy0vL49du3axc+dO1q9fT6NGjcjOzub4448HIv2jN2zYQJcuXUKOXtJBCgfppU2+LQvlaClJbm4ue/bsoUGDBmzbto1NmzbRqFEj9uzZw/vvv0+dOnXo27cv27dvp1atWrRu3TrskKWCSeUgvXuAR919e/C6AfATd/91WS9eXkq+kiglFc3RCVxJWoqkYJBe2uXbslCOllhFufadd97h5JNP5sQTT8TMmDNnDn379gVgyZIlVKtWjQ4dOuDurF+/ngYNGqi7m8QllQXyB+5+5tG2pZKSrySTRlRLSVJQIKddvi0L5WiJVdRyvGvXLjZu3Hhw0PXevXs57bTTaNSoEYsXL2bbtm00bdqUwsJCqlSpwnHHHafGColLKlfSq2Jmx7j7ruDC2UC1sl5YJN1lZWUpCUtYlG8lIxUNxCsahJeXl0f37t055phj2LJlCwcOHKBmzZo0aNCA/Px83J3du3fToUMHQIP3JHXiKZAfBeYFA0cArgAeSXxIIsmjVmGpIJRvJSMVDZJu0KABBQUFnHPOOZx88sm4OwUFBXTp0oVFixYdnM3C3Vm4cOHB92zbto369euH+yGkUoh3kN7pQF8ig0ZmufuHCQvE7Abg+8AB4EfuvqoU79HXdxKX3Nxcdu7cyerVq1mzZg1Nmzbl8ssvp2rVeP6vKJVdigbpJS3flnC9EnOwmbUB/kKkFfvv7v5kKc+pHC2HiG6k2LFjB40aNaJRo0Zs2bKFLVu2kJ2dzcqVK6latSrHH388derUoVatWmRlZbF9+3bq1q0LwI4dO9TIIUeUsj7IwcWqACcANYq2ufsnZb141HkbAq8APYAzgVHuflkp3qfkK3FZtGgRn376KRs3bqROnTp89tlndOvWjf79+6t1WUotRQVyUvJtCdc6Yg42s2nAb4AcYD4w2N23luK8ytFymKJcu23bNnbu3El2djZff/01jRo1YufOnWzZsoWCggI2bNhA1apV6du3Ly1btuTTTz/lww8/PNg/GaBNmzaccsopIX8iSUcpW0nPzC4jkhw/BJ4BPgImlvXCMboRaSEpcPeFQNsEnVfkEPXr12fx4sU0bNiQKlWq0LRpUz766CNAqzhJ+khyvi3O0XLwKe6+yN3zgdlA1yTGIhmuKNc2a9aMxo0b07BhQ+rWrcuxxx7L119/zUknncSuXbto3749LVu2ZN++fcybN489e/awc+dOqlWLdMevWbMmS5cuDfnTSKaKp3nsXuAcYLW7f4tIglydoDgaANujXh9W8ZvZGDPz6EeCri0ZLnpC+sLCQqpXr86aNWswM6pWrUrNmjWByOCRhg0bYmYHpxQSCUky821xjpaDo19vAxrGnkA5WkqruFxb1Dc5Ozubzz77DHenatWq1K1bl3r16rF48WI+/PBDli9ffnBhpypVqmCW1C9ypBKLp0De5+47AcysmrsvBjomKI5tQPRSqoctm+PuY9zdoh8JurZkoOiieM6cOezatYumTZuyb98+unXrRpMmTdi6dSsFBQUH596MXWFPA0EkRMnMt8U5Wg6Ofl0fOKx7hXK0lFZxubZly5bUqlWL6tWrk52dTZ06ddizZw/Nmzfno48+4sCBA6xZs4YDBw6waNEi1q1bx969ew/ObiGSaPGMTNpgZvWBF4GXzGwrsDFBcbwDjA763HUCVibovFJJRXeX+PTTT6lRowbHHnssDRo0YO/evbRq1eqQvsbAwcVBNmzYcMh2kRAkM98W52g5eKWZnUWk20cf4HdJjEUyXHG5tmhazaKpNYv6KW/cuJEDBw5QrVo1zIxmzZqRm5vLli1baN26tfK0JE1cg/QOvsmsL1AXmO7u+xMSiNlI4HtoFgspp8LCQl566SVq1qxJnTp1MDPWrVvHOeeco0nmJSFSMUgv6lp9SXC+LeE6h+RgoA1Qz93/rVksJEy5ubn8/e9/p23btmRlZbF7926+/vprbrvttrBDkzSW6lksegI9AQcWuPv8sl44EZR8pTi5ubnk5uZSs2ZNCgoK2L17N7Vr1z44UrpOnTo0aNBAs1RImaVoFou0yrdloRwtZZGfn8+8efNYv349zZo1o2fPnkyZMoWVK1dy7LHHUr16ddq0aUP//v3DDlXSWCqXmv49cBbwfLDpEmCRu/+8rBcvLyVfKc6iRYto2rQp69atY8eOHezevZuhQ4ce7Hah5UqlvFKw1HTa5duyUI6Wspg1axZff/01LVq0YO3atWRnZ9OrV69DiuZevXqRlZWlqTmlRKkskJcBHYuynZllAUvc/bSyXry8lHylOLm5ucUWwrGrM23YsIEuXbqEHK1URCkokNMu35aFcrTEo6jf8dSpUzn11FMB2LVrFxs2bOCWW245rPgtKdeLQArnQSYyD2e7qNftgIVlvbBIshSNht6wYQO1atU6OIgjEbNUbNmyhUWLFqF/9CXJlG+l0in6lq9Dhw4sXbqUdevWAXDssccWOy+9puaUZIpnFovWwIdmtjx43QFYbGZvAe7uPRIenUgZFI2GjpWIWSpWrlzJoEGDqFu3Lpdeeim33347J510UiLCFommfCuVzvbt22nWrBn16tVj7dq1fPnllzRv3pzOnTuzadOmw44vavQoakHW1JySSPF0sThiFeDunyYkojjo6zsJg5kxdepUXn31VS688ELq1q3L1KlTGTFiBD179lQfuEogBV0s0i7floVytMQjusvExx9/TEFBAWeccUaJ3SeKumSoD7IUJ5V9kNsCn7r7PjPrB5wO/NPdD5swPlWUfCUeiUqmZsby5ZGGPXdn3bp1TJ06lTfeeIOvvvqKf/3rX/Tr1w+AKlWqJPQzSHpIQYGcdvm2LJSjJR7RObpu3boA7NixQ8WvlEkqC+TFQBfgFCIjq6cA57j7eWW9eHkp+UppFRYWMmfOHLZs2UKzZs2oU6cOxxxzTJkGdEQXyNHcnU8++YR69erx+eefc9ttt3HxxRdzxRVX0K9fP6pWjadHk6SzFBTIi0mzfFsWytEiEpZUDtIrdPcCYBgw3t3vA44t64VFUikvL49t27bRpk0bDhw4wM6dO8s8oGPSpEnFbjcz2rVrR9OmTenSpQsTJ07kmGOO4fbbb+evf/0rmzdv5pVXXmH//qSt9SCZQ/lWRCRE8RTIu83sPuCHwIvBtEPVkxOWSGJt376dE044gZ07d1K/fn3Wr1+f1AEdZkabNm34yU9+wrRp0+jWrRvz58/nzjvv5LjjjuOaa64hJycnadeXCk/5VkQkRPEUyMOBncC17v4FcALwu6REJVJG+fn5zJo1i2eeeYZZs2aRn58PQN26ddm0aROrV6/mpZdeYuvWrRQWFlJYWBj3Na688sq4jjczatasSfv27Zk8eTJTpkyhefPmLFu2jA8++IARI0bw/PPPs2fPnrhjkYylfCtSRt26dcPMDj4mT57M5MmTD9l24403smTJEpo0aXJwW8eOHVmyZAnDhw8/5NiZM2fyyCOPHLJt9OjRLFmy5JBtffr0YcmSJfTp0+eQ7UuWLGH06NGHbHvkkUeYOXPmIduGDx/OkiVL6Nix48FtTZo0YcmSJdx44436THF+pvLSUtOSUYpbgalfv36sXLmSvLw8Nm7cSEFBAe3btyc7O7tME8uX1Ac5Xu7O1q1befHFF3njjTdYsWIFjz32GFdffTV79+6lVq1a5b6GJIeWmi4d5WgJQ6JytFRs7du3T00f5GDp018Cu4E9wFgzU4uGpJX169dz4oknYma0aNGC9evXA5GR0KeddhpNmjThzDPPZNeuXaFPLG9mNGrUiB/84Ac8/fTT/Oc//6FZs2bMmDGD4447jksuuYRJkyaxc+fO0GKUcCjfioiEK54uFkOBge7+qLs/CgwEhiQnLJGyadasGZ999hnuztq1aw8uLV00oXx2djafffYZ2dnZZZ5YfuTIkQmOOlIsN2/enBNOOIETTzyRl19+mU6dOvH444/z6KOP8vXXX/PMM89opajKQ/lWRCREWmpaMkqvXr3Izs5m6dKlZGdn06tXL+Cb5aerV69OdnY2VapUOWQZ6njceOONiQ77EGbGcccdx5VXXslTTz3FBRdcwHvvvcdTTz1FixYtGDRoEG+88UZSY5DQKd+KlFFJMw2JxOOofZCLljYFagJnAMuCXR2AD9z97KRGeOTY1L9NUq5JkybMmzcv5dct6rM8e/ZsmjdvTs+ePbn99tu56KKLuOSSS2jcuHHKY6qsktUHOZ3zbVkoR0sYJk+ezJlnnhl2GBKy8vZBLk2BnLZLnir5ShjSYQCIu7Nr1y5mzpzJG2+8wVtvvcXdd9/Nz3/+c7766qukTmEnSS2Q0zbfloVytIQhHXK0hC/pBfLBA82KXcHJ3V8r68XLS8lXwpBuydfd+eqrr9i5cyd16tRhyJAhdOzYkcsuu4xhw4Zx/PHHhx1ixknBSnppl2/LQjlawpBuOVrCUd4COZ61b6Mnf60BnAvkABUqYYuUV4cOHcIO4RBmRv369alfvz7uzvTp05k/fz4zZsxgw4YN3HPPPUyZMoVvf/vbnHjiiWGHK6WjfCsiEqK45kE+5I1m9YCJ7n5JYkOKKwa1TkjKLVmyhBo1aoQdxlG5O/v372fPnj389re/Zfbs2bRu3Zo77riDESNGhB1ehZaKeZBjrhd6vi0L5WgJw4033shtt90WdhgSspR1sTjsjWa1gMXu3u6oByeJkq+EYfjw4fz6178OO4y4FPVZfvfdd6lSpQqDBg1i5MiRnHvuuQwfPpy2bduGHWKFEkKBHHq+LQvlaAlDRWnEkORKZR/kotHVAFWA44GH3f2Bsl68vJR8JQwVvX+bu7N3717effdd3njjDd544w2GDx/OY489xsaNG2natGnYIaa9FPRBTrt8WxbK0RKGsGYakvSSygI5enR1AbDR3Q+U9cKJoOQrYajoBXK0omJ569atNGzYkBEjRpCVlcXw4cO54oorOPXUU8MOMS2loEBOu3xbFsrREoZMytFSdklfatrMaptZNXf/NJhiKBu4HLi4rBcVkfRgZtSqVYvjjz+emjVrMnnyZEaNGsWnn37KU089xe7du/nrX//K+++/jwqd5FO+FRFJD6VZSe81oAWAmXUE5gMtgevN7JEkxiaSlmbMmBF2CElRVCx3796dO++8kx/+8IcsX76ct99+m0suuYRWrVrx4IMPhh1mplO+FSmndJtpSCqm0iwUssTdzwie/w6o4e63mllVIoNGTktBnCXFpq/vJOUeeeQRzj///LDDSBl3Z9++fSxdupTt27czdOhQbrrpJlq1asVll11G9+7dycqKZ9X6ii+JC4Wkbb4tC+VoCYMG6QmkoIsFkGVmRRcYCPwXwN3z+WYQiUilceutt4YdQkqZGTVr1uSss86iX79+bNu2jauvvpq9e/fygx/8gAsvvBB3Z82aNRQUFIQdbkWnfCtSTmPHjg07BMkApWlB/iVwDrAJ6Ax0cvd8MzsZmOTu5yQ7yCPEptYJSTkNAIkommd5+/bt1KtXj5///OcsXryYSy+9lBEjRtCnT5+wQ0yaJLYgp22+LQvlaAmDcrRAimaxMLNzgGbADHffGWxrC2S7+/tlvXh5KflKGJR8D1dULOfl5TFr1iz27t3Lgw8+yJQpU2jevDn9+vWjWrVqYYeZMMmcxSKMfGtmfwdOITKl3OPu/veY/X2BfwErg00/cPe8UpxXOVpSTjlaIMSFQtKBkq+EYfTo0Vx99dVhh5G2iorl/Px8nn/+ef773/+yZs0avve97/HQQw+FHV5CpHqhkGQzs1PcfaWZ1SCypPXp0dPKBQXycHe/Kc7zKkdLyqlAFlCBrOQrKacBIKVXVCx//vnnfPrppwwdOpRRo0ZRtWpVhg8fznnnnUfNmjXDDjNumVYgFzGzLGApcKq7F0Rt7wv8HfgMeBO4J3p/cMwY4L7YcypHS6rNnDmTFi1ahB2GhEwFcgWOXyomtU6UTVGxvH79embPns2cOXPYvXs3H3zwAbm5uTRv3pzatWuHHWapZHCBfCeRmTPGxGzPBg4A+4E/Au+7+19LcT7laEm5yjbTkBRPBXIFjl8qJhXI5VdULO/atYvatWvzxz/+kalTp3Leeedx2WWXcdlll/HNZA7ppyIWyGbWDHi+mF33u/uLZnY1cBFwpbsXHuE8vYEr3P2npbimcrSknHK0gApkJV9JOSXfxCoqljdt2sS8efP49NNPeeyxx3juuecwM4YOHUq9evXCDvMQFbFAPhIzGwTcAQx1933F7K/n7l8Fz0cDO939qB3KlaMlDMrRAqmZB1lEovTu3TvsEDKKmVGjRg1OOOEERowYwe23387y5cvZsmULf/vb32jRogWXXnophYWF6s+aPBOBRsCrZjbbzJoCmNnfgv0jzOw9M5sHdAQmhBOmiEhqqAVZJE4apJcaRS3L27ZtY8WKFQwePJj777+fNWvWMGzYML7zne9w7LHHhhJbprUgJ4tytIRBMw0JqIuFkq+kXJ8+ffjTn/4UdhiVSlGxvGPHDhYsWMDcuXPJyclh9erVrFmzhrp163LcccelLB4VyKWjHC1hUCOGgApkJV9JOfVvC1dRsbx3715q1KjBc889x/jx4znzzDMZNmwY119/PdWrV09qDCqQS0c5WsKgHC1Q/gK5aiKDERFJtqI+yzVq1MDdGTZsGIMGDeLdd99l0aJFHDhwgBdffJF169Zx6aWXaj5UERGJmwbpiUiFVVQsN2zYkPPPP5/bb7+dFStWsHv3bhYsWEDnzp3p3r07u3btorCwxJnLREREDqEuFiJxUv+29FfUDWPPnj0sXbqUAQMG8Oc//5n//ve/DB8+nGHDhtGmTZsyn19dLEpHOVrCoHEiAuqDrOQrKacR0hVLdJ/lnJwc5s2bx+uvv86HH37Itm3bOHDgAO3bt4/rnCqQS0c5WsKgRgwBFchKvpJyGgBScRUVywcOHKBq1arMnz+f//3f/6Vhw4YMHz6c22+/vVSLkqhALh3laAmDWpAFNEhPRKTUYgf4nXvuubz44ot8/PHHvPXWW+Tn5zN9+nTefPNNhg8fTqdOndJ6yWsROdzcuXPDDkEygApkEamUoovlbt26ceaZZ/Lpp5+yb98+tmzZwiWXXEJWVhazZ8+madOmVK1aVcWyiEgloQJZJE7jx48POwRJsOhiuV27drRs2ZLrrruOVatWUVhYyF//+ld+85vfMHz4cIYPHx52uCIikmTqgywSp5kzZ2pu3Uoius9yXl4eb775Jq+99hrLli1TH+RSUI6WMGiQnoAG6Sn5SsppkF7lVFQsFxQUcNZZZ6lALgXlaAmDZhoSKH+BrIVCRERKoagbRu3atcMORUSO4Fe/+lXYIUgGSIsC2cz+bmYLzOwdM/t+2PGIiIiISOWVLoP0/tfdV5pZDSDHzJ5x9wNhByVSnGHDhoUdgoiIiCRRWrQgu/vK4GlRUVwYe4yZjTEzj36kLkKRb4wePTrsEEREpASaaUgSIS0K5CijgMnuXhC7w93HuLtFP0KIT4QRI0aEHYKIiJSgY8eOYYcgGSBlXSzMrBnwfDG77nf3F83saqAzcGWqYhIpi2XLloUdgoiIlGDgwIGaaUjKLWUFsruvB7oXt8/MBgHXAkPd/bDuFSIiIiIiqZIuXSwmAo2AV81stpk1DTkekRI1btw47BBEREQkidJiFgt3V0EsFcbMmTPDDkFEREqgmYYkEdKlBVmkwnjiiSfCDkFEREqgmYYkEVQgi8RpwoQJYYcgIiIl0ExDkggqkEVERCRjaKYhSQQVyCIiIiIiUVQgi8Rp0qRJYYcgIiIl0ExDkghpMYuFiIiEx8wmAqcDO4EV7n5DzP4s4AmgI7AeuNbdd6c6TpHS0ExDkghqQRaJ05VXarFHyUg3uHvf2OI4MATY7+69gHeBH6Q2NJHS00xDkggqkEVEBOCxYKGm84rZ1wv4v+D5/wWvRdKSZhqSRFCBLCIid7h7N+By4AEzqxezvwGwPXi+DWgYewIzG2NmHv1IasQiIkmkAlkkTiNHjgw7BJG4mVkzM3u7mMdF7r4FwN2/BBYCbWPevg0oKprrA1tjz+/uY9zdoh9J/DgiIkmlQXoicbrxxhvDDkEkbu6+Huhe3D4zq+fuX5lZTeAs4NOYQ+YCFwCvEumPPC+ZsYqUh2YakkRQC7JInAYMGBB2CCKJNsnM5hMphB8JWpIxs78F+18BapjZPCJF9t+KP42ISGYw94rbTczMvCLHLxWTmbF8+fKww5AQtW/fHnUhODrlaAmDcrRA+fO0WpBFRERERKKoQBaJU4cOHcIOQURERJJIBbJInCZPnhx2CCIiUgLNNCSJoAJZJE5jx44NOwQRESmBZhqSRFCBLBKnZ599NuwQRESkBJppSBJBBbKIiIhkjE2bNoUdgmQAFcgiIiIiIlFUIIvEacaMGWGHICIiJdBMQ5IIKpBF4rR06dKwQxARkRJopiFJBBXIInG69dZbww5BRERKoJmGJBFUIIuIiEjG0ExDkggqkEVEREREoqhAFonTvffeG3YIIiIikkQqkEXiNHz48LBDEBGREmimIUkEFcgicerUqVPYIYiISAk005AkggpkERERyRiaaUgSQQWyiIiIiEgUFcgicerdu3fYIYiIiEgSqUAWidMf//jHsEMQEZESaKYhSQQVyCJxuvnmm8MOQURESqCZhiQRVCCLxGnu3LlhhyAiIiXQTEOSCCqQRURERESiqEAWEREREYmiAlkkTjk5OWGHICIiJdBMQ5IIKpBF4jRt2rSwQxARkRJopiFJBBXIInH61a9+FXYIIiJSAs00JImgAllEREQyhmYakkRQgSwiUsmZ2WQzmx08dpnZGTH7+5rZuqhjWoYVq4hIKlQNOwCRimb8+PFhhyCSUO4+AsDMjgXmuPuSYg573t1vSm1kIiLhUAuySJw6duwYdggiyXIZMLWEfRea2Twz+42ZVUllUCLx0ExDkggqkEXiNHDgwLBDEEmWK4Fnitm+EGgL9AbqAN+PPcDMxpiZRz+SG6pI8TTTkCSCCmQRkUrAzJqZ2dvFPC4K9rcAarr7J7Hvdfev3X2fuzswBehSzDFj3N2iH0n/UCLF0ExDkgjqgywiUgm4+3qg+xEOuRKYXNwOM6vn7l8FL/sCqxIbnYhIelELskichg0bFnYIIslwBTEFspn9LXg6wszeM7N5QEdgQqqDExFJJYt8Yxa+YNDHx8Cf3f2BUr7H0yV+qTyWLFlCjRo1wg5DQtS+fXvUheDolKMlDI888gjnn39+2GFIyMqbp9OpBfmHQG7YQYgczYgRI8IOQURESqCZhiQR0qJANrOawEWAhp5K2lu2bFnYIYiISAk005AkQloUyMDNwJNAid/FaQohEREREUmFlBXIR5hi6GKgr7u/fKT3awohSReNGzcOOwQRERFJopRN81bSFENm1g041symA8cD1cwsx91npCo2kXjMnDkz7BBERKQEmmlIEiH0Lhbu/o67d3P3QcAfiMxioeJY0tYTTzwRdggiIlKC0aNHhx2CZIC0meatLDSFkITBzFi+fHnYYUiINM1b6ShHSxg6duzI888/H3YYErJMmuZNREREpFw005AkggpkEREREZEoKpBF4jRp0qSwQxARkRJopiFJBBXIIiIikjE005AkggpkkThdeeWVYYcgIiIl0ExDkggqkEVERCRjTJgwIewQJAOoQBYRERERiaICWSROI0eODDsEERERSSIVyCJxuvHGG8MOQURESqCZhiQRVCCLxGnAgAFhhyAiIiJJpAJZJE6bNm0KOwQRESmBZhqSRFCBLCIiIiISRQWySJw6dOgQdggiIiKSRCqQReI0efLksEMQEZESaKYhSQQVyCJxGjt2bNghiIhICTTTkCSCCmSROD377LNhhyAiIiXQTEOSCCqQRUREJGNopiFJBBXIIiIiIiJRVCCLxGnGjBlhhyAiIiXQTEOSCCqQReK0dOnSsEMQEZESaKYhSQQVyCJxuvXWW8MOQaTMzOxeM/vUzF6O2X6DmS0wszlm1qaY97UJ9i0wsxtSF7FIfDTTkCSCCmQRkcrlKaBf9AYzawj8EOgF3AH8ppj3jQN+BvQGfhi8RyTtaKYhSQQVyCIilYi7bwAKYzZ3A2a5e4G7LwTaFvPWU9x9kbvnA7OBrsmNVEQkPFXDDqC8zCzsEKQSat++fdghiCRSA2B71OviEmv0tm3AIS3IZjYGuO+wNylHSwiUo6W8KnyB7O5pkX3NzNMlFlA8R6N4jkzxHJmZedgxHImZNQOeL2bX/e7+YjHbtwGnR72ObWGO3VYfWBy9093HAGNi4ki7vzfFUzLFc2SK58jSMZ7yvL/CF8giInIod18PdI/jLe8Ao82sCtAJWFnMMSvN7CwgB+gD/K7cgYqIpCkVyCIilYiZXQ98D2hnZjOBq919o5n9HZgHHAB+FBw7CKjn7v8G7gT+AlQDJrr71lA+gIhICph7Wn9TeETp1JyfTrGA4jkaxXNkiufI0i2edJVu90nxHJniOTLFc2SZFk9Fn8Xil2EHECWdYgHFczSK58gUz5GlWzzpKt3uk+I5MsVzZIrnyDIqngrdgiwiIiIikmgVvQVZRERERCShVCCLiIiIiESpEAWymd1rZp+a2csx228wswVmNsfM2hTzvjbBvgVmdkOSYptsZrODxy4zOyNmf18zWxd1TMtkxBF1vYlmtii41pPF7M8ysyfNbJ6ZTTGz2kmO5+/B/X/HzL5fzP6k358j/Zyk4mck5nodzOxNM5trZrPMrFXM/iP+/SUppl1R9/+SmH2pvj+do2JZZGbvx+xP+v0xsxrB591uZsODbbWD35d5we/PYbnzaPkokylHxxWPcnTxcShPHzkm5elDr5H8PO3uaf8AmgKtgJejtjUkMndnFeBbwNRi3jcN6EJkOrt3gIZJjPFY4ONitvcFHk3hvZoIfOsI+4cCfwye/w/w0yTHc0rwZw1gOVAtlffnaD8nqfwZCa7XGKgfPB8E/Dmev78kxfTREfal9P7EXPs24K5U3x8iDQfNiCx6MTzYdhNwR/D8UeCCeH7OMv2hHB1XHMrRh8egPH30mJSnD71G0vN0hWhBdvcNHL6yUzdglrsXuPtCoG0xbz3F3Re5ez4wG+iaxDAvA6aWsO/C4H80v7HIRPzJ9ljwP7fzitnXC/i/4Pn/Ba+Txt2LFhw4EPxZ3Apdybw/R/s5SeXPCO6+yd23By/zgYJiDjvS318ytAj+N/2MmTWO2ZfS+xNjBDCpmO1JvT/uXuiRhTaiHe33pjT5KGMpR8dNOfpQytNHpzwdJRV5ukIUyCVoAGyPel3cXHfR27YR+d9DslwJPFPM9qK/hN5AHeCwr7AS7A537wZcDjxgZvVi9kfft2Tfk2ijgMnuHptokn1/jvZzksqfkW8uGvnadCzwcMyuo/39JUMrd+8D/Af4Q8y+sO5Pa6DA3fNidoVxf+DovzelyUeVjXJ08ZSjD6c8fXTK00eX0DydNgWymTUzs7eLeVxUwlu2AdE3vbj/9UZvqw+UaeWno8VmZi2Amu7+Sex73f1rd9/nkfb9KUS+BimXI8Xj7luC637JN4ktWvR9q08Z70lp4wn2Xw10JpJoDpGM+xPjaD8nCfkZiYeZVQUmA79z92XR+0rx95dwRdck0rrWKWZ3yu9P4EqKaZUI4/4EjvZ7U5p8VKEpRycmHuXoYilPH4XydKkkNE+nzVLTQVN59zje8g4wOvi6pxOwsphjVprZWUAO0Af4XZJiu5LIL9JhzKyeu38VvOwLrCpLDKWNp+h6ZlYTOAv4NOaQucAFwKvAECJLyyYznkHAtcBQdz/shzEZ9yfG0X5OEvIzUlpmZkSW633F3f9TzP6j/f0lOp5jgL1Bq1EvYE3MISm9P1EuAwbGbkz1/YlS9Huzgsjvzasx+0uTjyo05ejExKMcXSzl6SPHozxdOonN0yV1Tk6nB3A98CawCZgJHBdsHwksAOYAbYJtg4Argudtgn0LgBuSGN8ioHnMtr8Ff94AvEckyU0GaiX5Xv0XmA+8C/ywmHiygCeDeKYAtZMczwbgfSL9omYDTVN9f2J/TsL4GYmKZRCwO+p+PBwTT7F/f0mMp0vw9zMXeAM4Jcz7E1yzEzA95p6l9P4AzwKrgSVEvs6sHfy+zAt+f7KC4x4G6hX3c5aKe5UuD5Sj44lFObr4OJSnS45Hebr4GJKap7WSnoiIiIhIlLTpgywiIiIikg5UIIuIiIiIRFGBLCIiIiISRQWyiIiIiEgUFcgiIiIiIlFUIIuIiIiIRFGBLCIiIiISRQWyhMrMxprZx2b2oZktMLPsIxx7spm9ncr4SsPMWpjZf8xskZmtMrNxYcckIpIIytFSWaXNUtNS+ZhZD6AH0Mnd882sDXAg5LDKYhJwj7vPDpawPCXsgEREyks5WioztSBLmJoBm9w9H8DdV7n7vthWCDObaGaDgpc1zGyamS03sz8E+5uZ2XwzW2xmS8ysfXCOD2KPDY5/OWhJ+MjMrojafn3QSpJjZqODbT82s/eC894Z+wGi1pp/O/gMBe6+PPG3SkQk5ZSjpdJSgSxhmgF0CpLd783s1FK85wzgPuBU4Ewz6wVcBcx0985E1qz/9AjHAnzP3bsQaRkZbWbVzOwM4CdAT3fvBDxqZqcBA4BuwJlAPzM7PToYd98LfACsMLMHzKxD2W6FiEjaUY6WSksFsoTG3XcAnYFfADWAt2KTWzGWu/vH7l4APA/0BBYC3zWze4E27r7nCMcC3GZmOcA84CTgBKAvMDmICXffCvQjkqDfBxYBrSj+q7newHVAXWCRmbU0s05m9m8z+1+A2NciIukuw3P0ZWb2lJm9aGanKUdLLBXIEip33+/ur7j7LcDTwPlAAYf+bNaIfsvhp/A5RBLgZuB5M+tf0rFm1g/oDnQLWiFWBOe3Yo434Al37xw82rj7c8V8hgJ3n+Hu1wMfA6e4ew4wKuqYQ16LiFQEGZyjp7r7j4HRwGDlaImlAllCY2btzKxl8Lwq0A5YC2wETjCzY8ysHnBu1Ns6mNmpZpYFXAIsMLOTgPXu/gQwBTi9pGOJtCBsdfe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- }, - "metadata": { - "needs_background": "light" - } + "cell_type": "code", + "metadata": { + "id": "-PuGeDAkKdaf" + }, + "source": [ + "df.to_csv(os.path.join(resultPath, 'processed.txt'))" + ], + "execution_count": 10, + "outputs": [] }, { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reported: 23 beats ; Detected : 25 beats\n" - ] - } - ], - "source": [ - "counts = []\n", - "for nTrial in range(6):\n", - "\n", - " print(f'Analyzing trial number {nTrial+1}')\n", - "\n", - " signal, peaks = oxi_peaks(ppg[str(nTrial)][0], clean_extra=True)\n", - " axs = plot_raw(signal, sfreq=1000, figsize=(18, 5), clean_extra=True);\n", - "\n", - " # Show window of interest\n", - " l = len(signal)/1000\n", - " for i in range(2):\n", - " axs[i].axvspan(0, l - (3+df.Duration.iloc[nTrial]), alpha=.2)\n", - " axs[i].axvspan(l-3, l, alpha=.2)\n", - " plt.show()\n", - "\n", - " # Detected heartbeat in the time window of interest\n", - " peaks = peaks[int(l - (3+df.Duration.iloc[nTrial]))*1000:int((l-3)*1000)]\n", - "\n", - " rr = np.diff(np.where(peaks)[0])\n", - " plot_subspaces(rr=rr);\n", - " plt.show()\n", - "\n", - " trial_counts = np.sum(peaks)\n", - " print(f'Reported: {df.Reported.loc[nTrial]} beats ; Detected : {trial_counts} beats')\n", - " counts.append(trial_counts)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Save reults" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "# Add heartbeat counts and compute accuracy score\n", - "df['Counts'] = counts\n", - "df['Score'] = 1 - ((df.Counts - df.Reported).abs() / ((df.Counts + df.Reported)/2))" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - " nTrial Reported Condition Duration Confidence ConfidenceRT Counts \\\n", - "0 0 36 Count 40 4 5.146 40 \n", - "1 1 27 Count 30 5 9.909 30 \n", - "2 2 29 Count 35 4 4.279 36 \n", - "3 3 39 Count 45 5 3.278 46 \n", - "4 4 47 Count 50 5 4.007 51 \n", - "5 5 23 Count 25 5 2.635 25 \n", - "\n", - " Score \n", - "0 0.894737 \n", - "1 0.894737 \n", - "2 0.784615 \n", - "3 0.835294 \n", - "4 0.918367 \n", - "5 0.916667 " + "cell_type": "code", + "metadata": { + "id": "1MsY64HoLoVv" + }, + "source": [ + "" ], - "text/html": "
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nTrialReportedConditionDurationConfidenceConfidenceRTCountsScore
0036Count4045.146400.894737
1127Count3059.909300.894737
2229Count3544.279360.784615
3339Count4553.278460.835294
4447Count5054.007510.918367
5523Count2552.635250.916667
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" - }, - "metadata": {}, - "execution_count": 23 + "execution_count": null, + "outputs": [] } - ], - "source": [ - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "df.to_csv(os.path.join(resultPath, 'processed.txt'))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.9-final" - } - }, - "nbformat": 4, - "nbformat_minor": 4 + ] } \ No newline at end of file diff --git a/cardioception/notebooks/HeartRateDiscrimination.ipynb b/cardioception/notebooks/HeartRateDiscrimination.ipynb index a84822e..429d931 100644 --- a/cardioception/notebooks/HeartRateDiscrimination.ipynb +++ b/cardioception/notebooks/HeartRateDiscrimination.ipynb @@ -1,651 +1,811 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Author: Nicolas Legrand " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "from scipy.stats import norm\n", - "import seaborn as sns\n", - "import numpy as np\n", - "from metadPy import sdt\n", - "from metadPy.utils import trials2counts, discreteRatings\n", - "from metadPy.plotting import plot_confidence\n", - "from systole.detection import oxi_peaks\n", - "import pingouin as pg\n", - "\n", - "sns.set_context('talk')\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Heart Rate Discrimination task - Summary results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook introduces basic analysis steps, plots and quality check for the Heart Rate Discrimination task. The current version use data from a young and healthy participant tested with the default task parameters implemented in the launcher.py file (80 trials per condition, 30 using a 1-Up/1-Down staircase and 50 using the Psi method.\n", - "\n", - "The target directory is defined by the `path` variable and should include the following files: `final.txt` (the behavioural data), `Intero_posterior.npy` and `Extero_posterior.npy` (the posterior estimates) and `signal.txt` (the PPG signal time series during the interoception trials)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Import data**" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "tags": [ - "parameters" - ] - }, - "outputs": [], - "source": [ - "resultPath = \"\"\n", - "reportPath = \"\"" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "resultsFiles = os.listdir(resultPath)\n", - "# Logs dataframe\n", - "df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('final.txt')][0]))\n", - "\n", - "# History of posteriors distribution\n", - "try:\n", - " interoPost = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('Intero_posterior.npy')][0]))\n", - " exteroPost = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('Extero_posterior.npy')][0]))\n", - "except:\n", - " interoPost, exteroPost = None, None\n", - "\n", - "# PPG signal\n", - "signal_df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('signal.txt')][0]))\n", - "signal_df['Time'] = np.arange(0, len(signal_df))/1000 # Create time vector" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Response time" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 21 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "palette = ['#b55d60', '#5f9e6e']\n", - "\n", - "fig, axs = plt.subplots(1, 2, figsize=(13, 5))\n", - "for i, task, title in zip([0, 1], ['DecisionRT', 'ConfidenceRT'], ['Decision', 'Confidence']):\n", - " sns.boxplot(data=df, x='Modality', y=task, hue='ResponseCorrect',\n", - " palette=palette, width=.15, notch=True, ax=axs[i])\n", - " sns.stripplot(data=df, x='Modality', y=task, hue='ResponseCorrect',\n", - " dodge=True, linewidth=1, size=6, palette=palette, alpha=.6, ax=axs[i])\n", - " axs[i].set_title(title)\n", - " axs[i].set_ylabel('Response Time (s)')\n", - " axs[i].set_xlabel('')\n", - " axs[i].get_legend().remove()\n", - "sns.despine(trim=10)\n", - "\n", - "handles, labels = axs[0].get_legend_handles_labels()\n", - "plt.legend(handles[0:2], ['Incorrect', 'Correct'], bbox_to_anchor=(1.05, .5), loc=2, borderaxespad=0.)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Response time distribution for the decision and the confidence rating phases for correct (red) and incorrect (green) responses." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Metacognition" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "SDT estimate for decision 1 perforamces (d' and criterion)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Condition: Intero - d-prime: 1.38023349795524 - criterion: 0.4602326313983878\nCondition: Extero - d-prime: 2.699085962223946 - criterion: 0.382121415010272\n" - ] - } - ], - "source": [ - "for i, cond in enumerate(['Intero', 'Extero']):\n", - " this_df = df[df.Modality == cond].copy()\n", - " this_df['Stimuli'] = (this_df.responseBPM > this_df.listenBPM)\n", - " this_df['Responses'] = (this_df.Decision == 'More')\n", - "\n", - " hit, miss, fa, cr = this_df.scores()\n", - " hr, far = sdt.rates(hits=hit, misses=miss, fas=fa, crs=cr)\n", - " d, c = sdt.dprime(hit_rate=hr, fa_rate=far), sdt.criterion(hit_rate=hr, fa_rate=far)\n", - " \n", - " print(f'Condition: {cond} - d-prime: {d} - criterion: {c}')" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "fig, axs = plt.subplots(1, 2, figsize=(13, 5))\n", - "\n", - "for i, cond in enumerate(['Intero', 'Extero']):\n", - " try:\n", - " this_df = df[(df.Modality == cond) & (df.RatingProvided == 1)]\n", - " this_df = this_df[~this_df.Confidence.isnull()]\n", - " new_confidence, _ = discreteRatings(this_df.Confidence)\n", - " this_df['Confidence'] = new_confidence\n", - " this_df['Stimuli'] = (this_df.Alpha > 0).astype('int')\n", - " this_df['Responses'] = (this_df.Decision == 'More').astype('int')\n", - " nR_S1, nR_S2 = trials2counts(data=this_df)\n", - " plot_confidence(nR_S1, nR_S2, ax=axs[i])\n", - " axs[i].set_title(f'{cond} condition')\n", - " except:\n", - " print('Invalid ratings')\n", - " this_df = df[df.Modality == cond]\n", - " sns.histplot(this_df[this_df.ResponseCorrect==1].Confidence, ax=axs[i], color=\"#5f9e6e\",)\n", - " sns.histplot(this_df[this_df.ResponseCorrect==0].Confidence, ax=axs[i], color=\"#b55d60\")\n", - " axs[i].set_title(f'{cond} condition')\n", - "sns.despine()\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Distribution of confidence ratings for correct (green) and incorrect (red) trials. Overlapping distribution suggests that the subjective confidence in the decision was not predictive of decision performances." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Psychophysics" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Distribution of the intensities values." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "fig, axs = plt.subplots(1, 1, figsize=(8, 5))\n", - "\n", - "for cond, col in zip(['Intero', 'Extero'], ['#c44e52', '#4c72b0']):\n", - " this_df = df[df.Modality == cond]\n", - " axs.hist(this_df.Alpha, color=col, bins=np.arange(-40.5, 40.5, 5), histtype='stepfilled',\n", - " ec=\"k\", density=True, align='mid', label=cond, alpha=.6)\n", - "axs.set_title('Distribution of the tested intensities values')\n", - "axs.set_xlabel('Intensity (BPM)')\n", - "plt.legend()\n", - "sns.despine(trim=10)\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Staircases" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Psi" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "if sum(df.TrialType == 'psi') > 0:\n", - "\n", - " fig, axs = plt.subplots(figsize=(18, 5), nrows=1, ncols=2)\n", - "\n", - " # Plot confidence interval for each staircase\n", - " def ci(x):\n", - " return np.where(np.cumsum(x) / np.sum(x) > .025)[0][0], \\\n", - " np.where(np.cumsum(x) / np.sum(x) < .975)[0][-1]\n", - "\n", - " try:\n", - " for i, stair, col in zip([0, 1], [interoPost, exteroPost], ['#c44e52', '#4c72b0']):\n", - " ciUp, ciLow = [], []\n", - " for t in range(stair.shape[0]):\n", - " up, low = ci(stair.mean(2)[t])\n", - " rg = np.arange(-50.5, 50.5)\n", - " ciUp.append(rg[up])\n", - " ciLow.append(rg[low])\n", - "\n", - " axs[i].fill_between(x=np.linspace(0, len(this_df), len(ciUp)),\n", - " y1=ciLow,\n", - " y2=ciUp,\n", - " color=col, alpha=.2)\n", - " except:\n", - " pass\n", - "\n", - "\n", - " # Staircase traces\n", - " for i, cond, col in zip([0, 1], ['Intero', 'Extero'], ['#c44e52', '#4c72b0']):\n", - " this_df = df[(df.Modality == cond) & (df.TrialType != 'UpDown')]\n", - "\n", - " # Show UpDown staircase traces\n", - " axs[i].plot(np.arange(0, len(this_df))[this_df.TrialType == 'high'], \n", - " this_df.Alpha[this_df.TrialType == 'high'], linestyle='--', color=col, linewidth=2)\n", - " axs[i].plot(np.arange(0, len(this_df))[this_df.TrialType == 'low'], \n", - " this_df.Alpha[this_df.TrialType == 'low'], linestyle='-', color=col, linewidth=2)\n", - "\n", - " # Use different colors for psi and catch trials\n", - " for trialCond, pointCol in zip(['psi', 'psiCatchTrial'], [col, 'gray']):\n", - " axs[i].plot(np.arange(0, len(this_df))[(this_df.Decision == 'More') & (this_df.TrialType == trialCond)], \n", - " this_df.Alpha[(this_df.Decision == 'More') & (this_df.TrialType == trialCond)], \n", - " pointCol, marker='o', linestyle='', markeredgecolor='k', label=cond)\n", - " axs[i].plot(np.arange(0, len(this_df))[(this_df.Decision == 'Less') & (this_df.TrialType == trialCond)],\n", - " this_df.Alpha[(this_df.Decision == 'Less') & (this_df.TrialType == trialCond)], \n", - " 'w', marker='s', linestyle='', markeredgecolor=pointCol, label=cond)\n", - "\n", - " # Psi trials\n", - " axs[i].plot(np.arange(len(this_df))[this_df.TrialType=='psi'],\n", - " this_df[this_df.TrialType=='psi'].EstimatedThreshold, linestyle='-', color=col, linewidth=4)\n", - " \n", - " axs[i].axhline(y=0, linestyle='--', color = 'gray')\n", - " handles, labels = axs[i].get_legend_handles_labels()\n", - " axs[i].legend(handles[0:2], ['More', 'Less'], borderaxespad=0., title='Decision')\n", - " axs[i].set_ylabel('Intensity ($\\Delta$ BPM)')\n", - " axs[i].set_xlabel('Trials')\n", - " axs[i].set_ylim(-52, 52)\n", - " axs[i].set_title(cond+'ception')\n", - " sns.despine(trim=10, ax=axs[i])\n", - " plt.gcf()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This figure represents the evolution of threshold estimate across trials for the Interoception and Exteroception condition. Shaded areas represent the 95% confidence interval of the threshold estimate by Psi. For each condition, the first 30 trials (connected with dashed lines) were allocated to an Up/Down method (2 interleaved staircases starting a -40.5 or 40 respectively). The intensities and responses were included in the Psi staircase to maximize the amount of information included. The remaining 50 trials were monitored by the Psi staircase only. This dual estimation was implemented to estimate the reliability of the estimation of threshold using an up/down procedure, as compared to a longer psi procedure." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Psychometric function" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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U7FyRoX4dijdpSAzhcbG8syu98fULj4tl7tjxFJeUssy9/ZujR0k552zi4uM6/b5OnTuXnRs2ctroMcREBpN9eI+7z0kFMZHBTEhJZcXWbWyqKMO6Y3ur9Z74XhcZQy60OFy44bpeTNtE0rBhvLFhPePPOB0R6ZWfS+UyaJITt7eBO0UkxhiTCyAi4cDFwKt9GtkA9cILL3DLLbe0un/79u2MH99SPniy3bt387///Y+bb76ZpKQkD0WoBhOLxcJ1ixeTkZFBbm4u02NiemxURGvnAhq3xcTMbfH8I5ISySk61mJyEhoeRXVFEcaYTvVFix8+lg2r3yEoIv6kTrFisRAel0zlsb1MSB1K3uEyfnDH99h+qIKPt68kMysb36jRRITGYvXy4rGn/8oXq1exd+9ezk5JaTZap+l1lZWVcay6utOxNrx+l8w7nUN5uRwrKSU5NKRxtE7D9vziEvysFr535w8bR+t05n2dPXcuT69axfCiQiZNmsjQoiIqKioIDEwkPDycnKJCIkYO54Jvf5uamppW6z3xvf7epZfw0av/I6eosNlonYay08eMIaO2hrFXXEFKSspJPxc9+XOpXPrlwn8icpX72xnAz4BfAzuBSmPMR+4yq4AzjTHS5LghwFYgG/gNxydhSwGmGGOOdCGWNhf+O3z4MADDhg3rbNUDQkNy8uKLL7Y45n/SpEn4+XXsk9ayZcu4/PLL+fzzz5k/f76HI+26wf4eKs/76quv+PDLXYyfevKIHWMMy17/D0NGziEotHMjHBrmOQmKHk5EzCi8fAOor6mkMDeD/EPbWLjobIYlDedQ+pfY4uaTftB1p9oiMH/aUC6cO7zZ6Iz2GGN44je/4cyoIcT0wKRjOYWFfFGQzz0PPtjteU5G+QcyPjGRIH9/yquq2HHkCBlVFd2e58TT9apOafWHor+2nJw4HPjX7q+HgaTWDjLG5InI6cATwEu4Ovx+CZzRlcREHTdhwgQmT57c12G0qLa2Fh8fn74OQ51CUlNTeW3Zp439PZoSEcaOm8SujD2dTk7Co4cy48xLyT68iyM7VlBfV4OXty8xQ0cQNGYqqWMnsnvrWrZk+uBf60pM5kyI5cbzxzB0SMujh9oiIsxZtIjtH37UI8nJ9syjzLnwgm6NZkxOTubO++/nm7Vree+rr47P5DpvHnfOmdPlmVx7qt7BwF5RQX1ZGX5xcX0WQ79MTpq2hrRRZn4r2/cBl3o6JtW6Rx99lAceeICPP/6Ys88+u3H75ZdfzqpVq9i8eTOrVq1qvD20YMGCxjJNW1Feeukl/vKXv7Bz5068vLxYsGABjz/+eLNPL/Pnz6ekpIQnnniC++67j+3bt/Pzn/+cX//61xw4cID77ruP5cuXU1FRQXJyMnfddRff+973eueFUKeMqKgoRo8cStbR/QxNOrlDZNKosWzetJ6q8mL8gzrekgHgFxDMyLGzGDl2VuO20pJCvKnEUV+L1Bbw/Zuu5sN1Wdx59WSmprY8GVxHTZ02jZXvvENhWRkRHpzCvrCsjGx7PddNm9btusLDwzn/wgs5/8ILPRBZz9c7kDjr66k8cJDyPXsp37uX8r37qM3LJyg1hYl/eLTP4uqXyclgklfU9qJXIQHe+Pq43gaH07Q5oQ5AWJAP3l6uT2p2h5PC0rYnDwsP9vXIMDCHw9E4XK9Bw5DAn//856xevZobbriBLVu2EBsby5///GeWLVvGW2+9RVJSEhdeeCGPPfYY9957L3/729+YOnUqAGPHutZkfPDBB/nd737HHXfcwUMPPURpaSkPPfQQc+fOZevWrcTGxjaeNzMzk9tuu43777+f5ORkgoKCyM3NZe7cuVgsFh5//HFiY2N57bXXuP3228nPz+eBBx7o9mugVFMLzpzLP15cRnziyX0PfHz9mD5rLpvS1jJm+nndWvzPGENZcT5TJ6Swa/Nqrrv8AmbOHMtFp6c2/u3oDn9/f867+mpWvvo/rpwx0yP9KJxOJyt27eS8a6/F39+/2/Upzyv8ZgOZS9+k8uBBzAl/2wEqDx/BOJ3dXriyqzQ56WHfefizNvf/fPEM5k50NZ1VVte3W/6R789tnFEwr6iKO36/os3yf71nAUmx3f80NH36yUPQIiIiKCgoQER46aWXmDx5Mtdeey2PPfYYP/vZz7jrrru4/PLLAdcnzYYhd2PHjmX27NmN9Rw5coRHHnmEu+++mz/84Q+N208//XSSk5N58sknefzxxxu3FxYW8s477zB37vHhnffeey95eXls2bKFiRNdQ+vOP/98SktLeeSRR7jzzjsJDQ3t9uugVIMxY8YwevjX7N+9heSxU0/aPzJ1AkcOZXBoz3qSRs/q8q2NwmM5FJXVsmbtN5w9JZqZM2cgIh5JTBrMmDmTHZs382X6Ts4YN75bt2GMMXyZvpPw0aOZMXOmx2JUXVNXUkLp9p2Upacz/LZbsNjcPzdOJxX79jWW8xkSTVBqCkEpyQSOGkVA0rA+S0xAkxPVQS+//PJJ4/m9vI7P8RAVFcUrr7zCokWLOPPMM5kwYUKzhKItn376KXa7neuvv75Z60x0dDRTp05l9erVzcpHRUU1S0zAdXto4sSJjYlJg5tuuolly5axbt06zjuvd2c4VIObiHDtt67ioUf/RGlsIiFhkSftn7fwQpZ/9CaHdn9DUurMTv+xr66u5OChQ5QWF1NbXcpv776pR2ajFhGuu/lmnnv6b3yxcwenjx3XpRYUp9PJl+k7KQ0L4zs336wzZ/cBR20tZTt2UrwpjZKt26nOzGzcF3XmGQSPTgUgaEwqCVddQVBqCoEpKXiH9q/pvDQ56WHP3X92m/tD3GtIAAT4ebVbPizoeMfPIeH+7ZYPD/btQJTtGzt2bLsdYufOnUtKSgq7du3irrvuwtvbu83yDfLy8gBarX/48OHNnje9xdOgqKioxTkHGsoWFhZ2KBalOiM0NJTF11/Jv158i4mzzycgqPkfeG9vH846/0q+WvkBuzZ+TNKYOR3ug1JXW8O2tPXkZGbgGxDGb+67i3HJnp+MroGvry/fufOHvPLCC7y5YT0Lx4ztVB+UwrIyVuxytZh85+ab8fX1zN8e1TGO6mr2PP5HSrfvxFlX12yfxduboDGjocnoXO/QUIbdeH1vh9lhmpz0sCHhHb/farVIp8rbrJZOle9pv/jFL8jIyGDy5Mn87Gc/49xzz2XIkCHtHhcZ6frEuWzZMuLj40/af+JInJY+jUVERLQ4xXlOTk7jfqV6wsSJE7n+6hpeXvohY6efdVILire3DwvOvZz9e7azcf1yfIJiiE5IJSg0qsWfZWMMBXlH2LLuM4qKS4hPncedN1/M5QtTe/xafH19ueX229mwfj3vLV1KnM2LCQlDiQlveSFDYwy5RUVszzxKtr2e8669lhkzZ2qLSQ8zxlB58CAgBI5wfXiz+PpSnZXjSkwsFoJSUwibMpmQCeMJTB6Fxevk2Yz7M01OlEd88MEHPPHEEzz++ONcd911TJ48mRtuuIFPPvmksXm4Icmorm7e6fecc87BarVy4MABLr20awOtFi5cyGOPPca2bdua3dr573//i5+fX7M+Lkp52uxZM/H382XJy28SHJPKyNGTm90WERFGjZ7I0KRkDmWkk75zHYeqa/ELCMfLL9i1CIvTSW11KQVZGVSVF+AITGX0aRewaPZIrjnLs4setkVEmDlrFuMnTCBt0ya+WLGCqr17iPT1I9TLC4sITmMoqa+noKYa//Aw5lx4AddNm6adX3uQcTop37uPwrXrKFy7jtq8fMJnz2LMfT8DXO/b0GuvQSxWQqdMwiuo80PL+xNNTlSHbN++nZqak0cGpaamUllZyeLFi7ngggv4f//v/yEi/Pe//+W8887j0Ucf5f777wdct4ZEhOeee47g4GB8fHxITU1l+PDh/PKXv+Tee+/lwIEDnH322QQHB5OTk8OaNWsYPXo0d955Z5vx/eQnP2HJkiVccMEF/Pa3vyUuLo7XX3+dt956i0ceeUQ7w6oeN3HiRH6ZmMirr73BxtXLiB0+nvihI5vNg+Lj60fq+GmkjJtKdVUFxYX5VJSVYLfXU1SQS2V1CTMXTmdrYQIV9V6MSgjhzqsn90lLhL+/P/NOP5258+ZRVlZGdnY2hYWFOBwOrFYrUyMiiIuLIzg4WFtKelDVkSPkr/qCY6u/pK6g+TpINbm5zUbURM8/sy9C7BGanKgOuemmm1rcvnTpUp566in8/PxYsmRJ4x+ps88+m/vuu48HH3yQM888k3nz5jFs2DCefPJJnnrqKc4880wcDkfjPCcPPvggY8eO5a9//SsvvPACdruduLg45syZw6xZs1o8d1PR0dF8/fXX/PznP+enP/0pFRUVpKSk8K9//YvvfOc7Hn0tlGpNaGgod3zvNnbv3s3KVV/xzcqNBEUMJSg0irDwaPwDg7BYrDidDuz19djt9dTXVVFeeJTxoxJZeOalVEs4G17YgK83/PTG6fh4dX6FY08SEUJCQggJ6V8dJk8FectXkvHXvzXb5j8skYg5s4mYMxv/YYmDNjHsl9PX9yen+vT1pwJ9D1VPOXbsGHv27OHAoUwOHDxCUUkJdrsDm81KeGgoI4YnMiIpgdTUVKKijs8mezSvnOxjFcwaf3LnbzU4GYeDoo1pBI8ZjVew65ZMbWERG2/7Hj7RUUTPP5PIM07HP+HkfnkDWKuZlSYn7dDkZPDT91Ap1VdqCwrJW76CvE8/o66wiKRbFxN/6SWN+ysPH8E/cehgbSEZcGvrKKXUKeWbHTlMSo7y6ORqqn8yxlCyeQu5H39C0YZN4HS6dohQk53TrGzAsMQ+iLDv6W+BUkr1scz8ch5ZsoHIUD8eun0OcZGBfR2S6iFFGzdx6IUXqT56fHI0r5Bgos9aRMw5Z+Eb03Nz2QwkmpwopVQfe+H9dJxOg0UgKlSH4w5mztraxsQkePw4Ys8/l/BZMwfcPCQ9TZMTpZTqQzv2F/DNTtcEgosvHOuRhTpV/1CTn0/WW8uIOe8cApKSAIiYPYvYiy8keuF8AkeM6NsA+zFNTpRSqg+9/MluAFKHhTUuAqoGtpq8PDKXvkX+ys8xDgfO2jqS/881V5NYrYz4zq19HGH/p8mJUkr1ke0ZBezY71r36fpzRw/WERmnjOqcHFdS8vmqxk6u3uHhBKacvO6XapsmJ0op1Ude/XQPAKOHhTE5Jaqd0qq/qj1WwJFXXiV/1RfHk5KICBKuuoIhZy3E0sFFUNVxmpwopVQf2H24iO37XdORX3uOtpoMZPWlpeSvXAWAT1QkCVddSfSiBdrJtRs0OVFKqT4wIi6EH10zma37jjElVVtNBhJHbS31xcWNw34DR40k7pKL8EuIJ3qhJiWeoN3CVZteeOEFRIQtW7Z06rjc3Fx+/etfd/o4pU4V3l5Wzpk1jJ/eMF1bTQYI43SSt3wlad+/k91/eBLTMHkaMPy2W4g59xxNTDxEW05Uj8jNzeU3v/kNSUlJTJ48ua/DUUqpbinfu48D/3yOin0ZANSXllF56DCBI4b3cWSDkyYnakCpra3Fx8enr8NQqstqau0sXbmPRTOG6kywA0BdSSmHX/ov+ctXNm6LPGMew264Ht8h0X0Y2eDWrds6IjJHRB4VkY9EZJ3766MiMtdTAar+Zf78+UyePJl169Yxd+5c/P39GTFiBL///e9xups4V61axZQpUwC45ZZbEBFEhBdeeKGxng8//JAzzzyToKAgAgICWLRoERs2bGh2rptvvpnQ0FDS0tKYP38+AQEB3H777YBrtdfvfve7xMTE4O3tTXJyMo888ggOh6N3Xgiluuirrdm8vnwvdz7+OVU19X0djmpDzkefkPaDOxsTk4DhSUx49Hek3v0TTUx6WJdaTkRkIfA4EAp8DnwGlAHBwFjgJREpAe4xxqxspZpTQk1efpv7vUKCsfr6Aq4ls2sLCtss7x0W2jgszWm3U1dY1Hb58DCP3wPNysripptu4p577uE3v/kNb731Fvfddx9xcXHcdNNNTJ06lRdffJGbbrqJBx54gAsvvBCAkSNHAvD888/zne98h29/+9vcc889OBwOnnzySc4880y++eYbJkyY0HiumpoarrjiCu666y5+9atf4eXlRVVVFfPnzycrK4uHHnqI1NRUPvnkEx544AEOHDjAc88959HrVcqTPv3GtQr27PGx+Ptq/4T+rK6oCEdlFbbAQBKvv5aYc89GrNa+DuuU0NXbOvcDdxtjVrVWQEQWuMud0snJpu99v839qffeQ+RpcwCwV1a1W378735DyITxANTm5ZP2gx+1WX7yn58kIGlYJyJuX2FhIZ988glTp04F4KyzzmL16tW8/PLL3HTTTQQHBzcmGCNHjmT27NmNx1ZWVnL33Xdz1VVX8corrzRuP+ecc0hJSeG3v/0tS5cubdxeW1vLww8/zPXXX9+47ZlnniE9PZ333nuPiy66qPF4p9PJU089xT333MPo0aM9es1KecLh3DJ2HXJ9oDh3lmd/L1X3OaqrEZut8QNdwlVXYOx24i+/FK/g4D6O7tTSpds6xphFbSUm7jKfG2PO6lJUql+Lj49vTEwaTJw4kcOHD7d77Nq1aykpKeGGG27Abrc3Pry9vZk/fz6rV68+6ZjLL7+82fPPP/+ckJCQxsSkwU033QS4bisp1R999s0RAGIi/JkwKrKPo1FNFadtZvOPfkzW2+80brP6+JC0+EZNTPpAtzvEisjFxpj3PBHMYDTtn8+0ud8r5PgPvS3Av93y3mGhjd/7DIluv3x4WPtBdlJERMRJ23x8fKipqWn32Ly8PAAuvfTSFvefOKQyODgYf//mq7QWFRUR08Ky4rGxsYCrZUep/qbe7mDlxqMAnDNrGBaLDh/uD+rLyjj43H84tvoLALKWvUPsRRdg89fVofuSJ0brPCEiPwZ+YozZ5oH6BpXOdJoSq7VT5S0224DrlBUZ6fq0+Pe//50ZM2a0W76l+R8iIiLYuHHjSdtzcnIa9yvV36zbnkt5VR0Wi7BoRmJfh6OAwnXfsP/vz1JfWgZA8PhxjPrhHZqY9AOeSE7GAT8CVojIMuB+Y0zbvUDVoNcw3Le6urrZ9rlz5xIcHMzu3bv5/vfb7l/TmoULF/L666/z/vvvN7u189///hcRYcGCBV0PXKkesnpzJgDTRw8hPNi3j6M5tdmrqjj4r+fJX/k5ANYAf5JuvokhZy1CLDo3aX/Q7eTEGGMH/iQiLwK/BnaJyB+BPxpjartbvxqYhg8fjr+/P6+88grjxo3D39+f4cOHExERwVNPPcV3vvMdioqKuPzyy4mIiCAvL4+NGzfi4+PDQw891GbdN910E08//TQ33HADDz30EKNHj+bTTz/lT3/6E9/97ndJTU3tpatUquMuOWMEwQHezBx38i1J1bv2/OGPlGzeAkDo5EmM+tEP8YnUFtf+xGMpojGm0BjzI+Bs4DvAXhG51lP1q4HF19eXf//73+Tn57No0SJmzJjBe++5uibdcsstfPrppxw7dozbbruNc889l5/+9Kfs37+fM844o926/fz8+Pzzz7n66qt5+OGHufDCC1m2bBmPPPIIzzzTdh8cpfrKxFFR3PWtKcweH9vXoZzyEq+/FqufH8O/extjH3xAE5N+SIwx3atAZBowA5ju/joGyAO+AYYDlcD1xpij3Qu1b4hISUhISEhJSUmL+xtGqAwbpsMCByp9D5Ua3KqOHEW8vPCLPd5qZa+oxBYY0IdRKaDVXuGeaDn5ErgeKAEeAkYYY4YaY64yxkwD3gfe8MB5lFJqwCmrrCNtTz4Oh7P9wsqjjDHkrVjJ1nvuZc/jf8RZf3xGXk1M+jdPdIg9zxjzRWs7jTF/EJFfeeA8Sik14Hy5JYtn39pGXGQAz9y7SIcQ9xJHdTX7n/0Xx1a55k6yl5VRe+wYfnFxfRyZ6ghPJCfv45q2vhkRSTLGHHI/ne+B8yil1IDz5ZYsAEYnhWti0ksqDx1izx/+SHVWNgDhs2aSfNcPsQXqQosDRZeTExG5GthC6/eMtuFOWowxJ09KoZRSg1xRWQ07D7gmBTxjSnwfRzP4GWPI+/QzDvzreUx9PWKzkXTzTcRedEGLcyap/qs7fU7uAbYCfiLytYj8TUS+KyLTRWQ60OXlYUUkUET+IiI5IlItIhtF5JIOHnulO55i92OtiFzT1ViUUqqrNqTnAhDga2NSclQfRzP45a/4nP1//wemvh7fmCFM+P3DxF18oSYmA1CXkxNjzCwgCKgF/gxUANcAHwFrgWe7EdfbuDrZPgBcCKQDb4vIBW0dJCKLcXW+zQaucz+ygNdE5NZuxNMqi8WC3W6nu6OeVN9xOBxYdOIl1QPW7XAlJ9NGD8Fm1Z+xnhZ1xjwCR40kYs5sJj35OEHJo/o6JNVFXRpKLCJnG2M+c38fY4zJPWG/zT05W1fqvgD4ALjCGPO2e5vgGhUUYYwZ08axq4AkXCOGnO5tFuAAcMgYM78L8bQ5lLi4uJjc3FwiIiKIjIzUf3IDTFFREXl5eURGRhIVpZ9slefU1Nq57lcfUW93cs/10zhzakJfhzQo1ZeW4hUS0vjcXlGJNcBfW0sGhlbfpK72Ofkd8Jn7+09EJA3Y3PAwxlR0sV6Ay4FSoHFpSGOMEZElwD9FZKwxJr2VY+uBiobExH2sU0QqcLXweFxISAhVVVUUFhZSXFyMl5cXVqu1J06lPMzhcFBbW0tQUFDjmj9KecrmvceotzuxWoRpY4b0dTiDjjGG7Hff48grrzH+d79pbCXRIcKDQ5c+5rtv6TS4HzgILAT+C5SIyD4Reb2LMY0H0psmGG7bmuxvzdPAGBG5X0QiRSRKRO4HUoE/dTGeNlksFuLj40lMTCQ4OBgvL6+eOI3qAV5eXkRGRhIfH6+fspTHOZxO4qMCGT8ygkA//bvgSY7aWvY++WcOPb8EZ00NR19b2tchKQ/r9gyxJ1UoEglMBSYbY/7QheP3AnuNMRedsD0Z2Av8wBjT6hzlInIhriQp1L2pErjBGLOslfIl7YQUEhISQmu3dZRSqi3VtXb8fDwxa4MCqCsuZtfDj1Gxbx8AUWeewcgf3oHVvdioGlA8flvneM0iKUCmMaYKwBhTAHzqfnRVWxlTq/tE5GzgFeBV4E3Aiqtj7asicpUx5oNuxKSUUp2miYnnVB48RPrvHqWuoABESLrlJuIuuVhbPgchT/zWvAXcDGwUkQnAI8BG4HfGmK4MJy4EWlqFKdz9tailg9ydZpcAK40xdzTZ9bGIJAB/xdXRthljTGhbwbhbVkLaKqOUUk0ZY/QfpocVbdjInif+hLOmBouvL6n3/ITwGdP7OizVQzwxtGQYkOb+/mFcycMcXOvsdMVOXP1GToxtgvvrjlaOGwLE4kqMTrQRGC4ivl2MSSmlOuzep7/iN8+tY/ehFj9LqS4o37sPZ00N3pGRTHzsYU1MBjlPtJxUAhYR8ceVlCTgmv9kI/CLLtT3NnAbcDFNRuwANwF72hipUwzUADNb2DcbKDTG1HQhHqWU6rCishp2uZOSKxfoPBueknjttxCLhZjzzsE7LKyvw1E9zBPJyefAL911rTXG1IpIHS3fmumID911/ltEInCNBFoMzAMubSjkntPkTGOMALjP+yzwYxF5DtdkbFZcSc08XBO6KaVUj9qyNx8APx8rqcPC2ymtWuOoqaFk6zYiZrk+b4rFQuK13+rjqFRv8URy8mPg30AycKN7WyquloxOc89pchmuviuP4Bp1k45rUrb32jn8HmA38D3gKsCJa4TPjcDLXYlHKaU6I233MQAmjorCy6aTMnZFfWkp6Q89SkVGBqn3/ITIeXP7OiTVy7qdnBhj8oCLTtg8BnitG3WWAXe6H62Vmd/CNgfwD/dDKaV6ldNp2LLP1XIyJTW6j6MZmGpyc9n5m99Rk50DFgv2isq+Dkn1AY+McRORhtWHy9xf38bVd0QppU4ZB7JLKa2oA2BKqi6H0FkVGftJ/+3D1JeWYvH2JuXuHxMxe1b7B6pBxxPznDwM3AcYEcnCNYV9Gq5p7N/tbv1KKTVQbN7jajWJifAnLjKwj6MZWIrTNrP7sSdw1tRgCwxkzAP3ETxmdF+HpfqIJ1pOfgjMxTUEeDIwBdcMsVcAmpwopU4Zm/e4+pvoLZ3OOfblGvb96c8YhwOfqEjGPvhL/IfqQomnMk8kJ8XAend/jy/cD6WUOuX8v+umsmVvPokxwX0dyoDiqK7GOBz4D0tk7IO/xCdCRzmd6rq9to6I3Idr+vqXPBNS/yIiJSEhISG6to5SSvWcY198SdjUKdgC9XbYKaTVaZQ9Mc7tW8CzIvIXEVkoIqEeqFMppdQgZYyhOG0zTT8cR51xuiYmqpEnkpNfA08ASbjWtikUkf0iomtYK6VOGV9szuRwbhndbY0e7IzTycF//4f03/yOo6/pvwnVMk/Mc7IMWNbwXEQicXWIndzdupVSaiCoqK7njy9vwmngt9+box1iW2EcDjL+9iz5K1YCUJOdg3E6EYtOVqea89Q8J1ZgOFBpjMkBPnU/lFJq0Nu5vwCnAatFGJOknTlb4rTb2fvkUxSuWQtAzHnnMOL272piolrkiXlOzgBeB3zd9QWKyDCgxj17rFJKDWrb9hcAkJIYhq+PRz7zDSrO+nr2PPEnitZ9A0D8FZcx7KYbEGm1P6Q6xXkiZX0auNsYEwrUu7fFAv/xQN1KKdXv7cgoBGDCqMg+jqT/cdbXs+fxPzYmJkOv/RZJi2/UxES1yRMp/lBjTMOieg09wbbg6neilFKDWnlVHQdzSgGYOFKTkxNVHjhI8abNACRefy1Dr7mqjyNSA4EnkpN9IjLVGJOGe8yyMaZGRPw9ULdSSvVrO/YXYAzYrBZGD9f+JicKSk1h9M9/StWRoyRceXlfh6MGCE8kJ48CS0XkZtwtJyIyH8j2QN1KKdWvbctw9TdJHRaGj5e1j6PpH5z19YjFglhdr0f4jOmEz5jex1GpgcQTQ4nfFpFo4H1cnWFXAtOAu7pbt1JK9XdeNiuhgT5M0Fs6ADjr6tj16B/wCgoi+f/ubExQlOoMT0xfP9sYs05EgoEFQASw0RizzRMB9jWdvl4p1R5jDHaHEy/bqf2P2FlXx65HHqNk8xYAxv7qfsKmafdD1apWe0V74rbOp0CwMaYMeKfxjCJJxphDHqhfKaX6NRHRxMRuZ/cf/tiYmCTderMmJqrLupyciMjVuEbltGYboEtzKqV6jTGGzMxMsrKyqK2txcfHh/j4eBISEnToag8yDgd7n3yK4g0bARi2+EbiL724j6NSA1l3Wk7uASYA3iLyNbAZV7Ky2b3f0b3QlFKqYxwOB2lpaaxYtYacgnICQmOwWL1xOuqoLPmM2MggFs2fy9SpU7F6sA/Ek69sQkQ4f04So0/RmWGN08m+v/ytcebXodd+i4QrLuvboNSA1+XkxBgzyz1tfRnwZ1zzmlwDPAKE4loMUCmlelRdXR1LXnqF9APHGJY8mZkTmreSGGPIzznKK8tWsWXbThbfeB3e3t7dPm+93cmardnU2Z3MHBvT7foGqkP/WcKxVasBiL/ycoZ+6+o+jkgNBt3qc2KMcYjISGNMLvBaw3YRsRlj7N2OTiml2uBwOFjy0itkZFUxbd6FWFpYp0VEGBKXSFRMAts3rGLJS69w6803drsFZX9WCXV2JwBjTuH5TSLPOJ38lauImn8Gw268Xm+fKY/o9vT1xphcEQl2j9Zp2KaJiVKqx6WlpZF+4BgTZsxvMTFpymKxMGHGfNIPHGPz5s1tlu2I9ANFAMRGBBAe7Nvt+gaqoORRTH7qCYZ/51ZNTJTHdDs5EZGHgRKgWESOiMg7IvKgiFzS7eiUUqoVxhhWrFrDsOTJ7SYmDSwWC4mjJrH886/o7jQK6Qdd6+mciq0mx1Z/iaO2tvG5T1SUJibKozyx8N8PgblAGHADsBIYATzkgbqVUqpFmZmZ5BSUExWT0KnjomOHkn2sjMzMzC6f2xhD+kFXy8nY4RFdrmcgynrnXfY++RTpv/kdjurqvg5HDVKemOekGFhvjHEAX7gfSinVo7KysggIjen0J3YRITAslqysLIYOHdqlc2fmV1BeVQfA2FOo5SRv+UoOPb8EAKu/P+Ll1ccRqcHKEy0n/wSu80A9SinVYbW1tVisXRt1IxYv6urqunzuhlaTIH9vEqIDu1zPQFK47hsy/vYMACETxjP6Z3djsXni861SJ/PET9a3gGQRmQEsA9KMMSUeqFcppVrl4+OD09G1BMM467s1nHj8yAhuuWgsDqc5JfpalG7fwZ4n/gROJwEjRzL6F/di8cBwbKVa44nk5NfAFPdjCRAnIodwJSk64F0p1SPi4+OpLPkMYzqXIBhjqCjOIT7+vK6fOyqQKxYkd/n4gaRi/wF2Pfx7TH09fvFxjHvwfmz+/n0dlhrkujN9/Vm4EpBluFpMGrZH4pqQbXI3Y1NKqVYlJCQQGxnEsdxMomM73nckP+co8dEhJCR0riPtqcgYQ8bfnsFRXY13RATjfvMrvEJC+josdQroTp+Td4BjInJARN4QkftE5GwAY8ynxpg/eCZEpZQ6mYiwaP5cDu/bgtPp7NAxTqeTIxlbWTR/bpdvxxSX11BaUdt+wUFARBhz388IGjOacb/5FT5RUX0dkjpFSFfH+ouIBRgDTHM/GlpL/IFMYJMx5grPhNl3RKQkJCQkpKSkpK9DUUqdwOFw8PwLL5GRVdXuRGxOp5PtG1cxKs6/WzPELvkgnTdW7uO0ibHct3hmV0MfUDp760ypDmr1h6rLLSfGGKcxZqcx5kVjzP8ZY07HtQrxBOB+4FBX61ZKqY6wWq0svvE6RsX7s+mrD8jLPnLS5GrGGPKyj7Dpqw8YFefP4huv69bU9XuPFAMQGeLXrdj7K0d1Nfv++nfqmnwg08RE9TaPjgMzrr8K6e7Hfz1Zt1JKtcTb25tbb76RzZs3s/zzr/hm1zoCw2IRixfGWe/q/BodwvWXL2DKlCndSkwcTsO+oyUAJCeGeegK+g9nfT27f/84JVu2Ur5rF5P//CQWnctE9YEuJSci8h+gM/eDlhlj3u3KuZRSqj1Wq5Xp06czbdo0MjMzycrKoq6uDm9vb+LjzyMhIcEjn/4z88uprnUtHZY6yJIT43Sy7y9/o2TLVgDiLrtUExPVZ7racrKqk+UPd/E8SinVYSLC0KFDuzzza3v2uW/pBPl7ExMxuIbTHn7xvxR88SUAiTdcR8w5Z/VxROpU1qXkxBizxNOBKKVUf7fnSAkAKYmhg6ofRvZ775P19jsAxJx/HglXDfixDGqA88T09YiIVURGiUish+oLFJG/iEiOiFSLyMaOrnIsLt8TkU0iUiUiJSKyTkRO80RsSqlTV0Nn2MF0S6dgzVoO/vsFAMJnzWTEd28dVImXGpi63SFWRM4AXgd83fUFisgwoMYYk9fFat/GNTT5Z8BB4GbgbRG52BjzYTvHPgdcCfwB+BoIwDXUOaCLsSilFPV2B5n5FQCkDBscyYlxOsl+510whqDRqaTc/WOkGx2GlfKULs9z0liByDbgMWPMyyJSbIwJE5HZwK+MMRd0ob4LgA+AK4wxb7u3CfAlEGGMGdPGsVfiSpTmGWPWduV6WqhT5zlRSgFQW+/gYFYpiTFB+PsOjs6i9qoqDr3wEsNuuA6v4KC+DkedWlptovNEclJsjAlzf19kjAkXEV/gkDEmpgv1/Qu4Ggg3xjibbP8urhWQxxlj0ls5dhWuEc0LunAprcWjyYlSSinleZ6fhK2JfSIytemJjDE1uGaK7YrxQHrTxMRtW5P9JxERL2A2sF1EHhGRPBGxi8hOEVnc2sncfVJafQC6kIRSatCwV1SS/tvfUXn4SF+HolSrPJGcPAosFZHTcc99IiLzgewu1hcBFLWwvajJ/taO8wEWA5cCdwLnA9uBF9wtL0op1SVLV+xl7fYcKqvr+zqULnPW17Pr0cco3rSZnb98EHtVdV+HpFSLut0h1hjztohEA+/j6gy7ElcH1Lu6U20X9jUkWr7ABcaYwwAishwYAfwK+NdJlRkT2lYg2nqilCour+HFD3cB8PhdpzN6WHgfR9R5xulk31N/pWzHTgCSblmMzX9wTsGvBr5utZy4hxB/BLwADAWuwDVt/endmAulkJZbRxr+GrTUqgJQjCtx2d2QmEDjlPofAwnuJEoppTpln3t+E5tVGBE3MD+rHFryEgVfrQFg2E03EL1gfp/Go1RbutVyYoxxiMgEwGmMKQPe8UBMO4ErRcRyQr+TCe6vO1qJpVpEMlqps6HTTcfWVVdKqSb2uOc3GR4XgrfXwBtqm/PRx2Qvc60gEnPBecRfcVnfBqRUOzzR5+TfwHc8UE+Dt4FQ4OITtt8E7GltpI7bW8AYEUlq2OAehnw+cMAYU+DBOJVSp4iGyddSBuDka0UbN3Hgn/8GIHzmDEZ8RydZU/2fJ1YlvhJIFpHpwKvABmNMaTfq+xD4HPi3iETgmoRtMTAPV0dXoHHY8JnGmKa/ZY8D1wMfi8hvgBLgNlx9YL7djZiUUqcop9M0rqkzEJOTY6u/AKeTgJEjdZI1NWB4Ijn5Oa7ZXKfiakVJEJFDQJox5urOVmaMMSJyGfCI+xEKpOOalO29do4tdI8aehz4O+CHa7TO5caYZZ2NRSmlsgsqqKxxr0Q8AGeGTfnxXfjFxhJz/rlYfX37OhylOsQTo3XexzVSBwARicSVqEzuRp1luIYC39lGmfmtbD+EaxI3pZTqtoZbOgF+XsRGDLxVMMRqJfE6bThWA4tHFv4DEJFwAGNMgTHmU2PMHzxVt1JK9RUfLxupw8IYPyICi6X/99Vw2u3s/sMTFKdt7utQlOoyT0xfPxl4E0gCaoA1wM+NMWndDa4/0OnrlVIAxph+35HUGMP+Z/5B3iefgcXC1Kf/jF98XF+HpVRrenT6+meAZ4EYYDquBfo+FpGZHqhbKaX6hf6emABkvf2OKzEBEq64TBMTNWB5okPsGGPM4+7vjwEPicg+XJ1Sz/RA/UoppdpRsOZrDi95CYDIM+aReP21fRyRUl3niZaTbBFJOWHbm3SjQ6xSSvUHH689xM//9hVvrtzX16G0qWz3Hvb+6S8ABI8dQ/JddyIWj3UpVKrXeeKn90ngDRFpulrwOFzTySul1IC1fX8BOw8Usj+rO1M39azqnFx2Pfx7TH09vnGxjL7vXixeXn0dllLd4omhxM+JSDDwlYjk4kpKxgM/7m7dSinVlzo7M2xeXh7rN2xkb8YhMrNyqKmtw9fHm4T4WFJGJTFzxnSGDBni0RgL167DXlaGLSiIsb+6H6/gII/Wr1Rf8ESfE4wxT4rI88BcIBJYb4zZ5Ym6lVKqL5RW1JJbWAVASmJom2WLi4t5/Y232bn3MKHRI4iIHs2kkfPw8vKmvr6O0qICNuzK5LPVf2dcyjCuuepywsI8M6FbwhWXYfX1JWB4En6xsR6pU6m+1uWhxCLyQ2ATsMUYU+PRqPoRHUqs1Klp4648fvPcOiwW4fVHLsSnlQX/duzYwX9eWkpI7GhGpE7C0kZfD6fDwYG92yjN2c0tN17N+PHjWy2r1Cmg1SFw3Wk5+StgBxCR3bgSlYbHFmNMdTfqVkqpPtVwSycpNrjNxOSfS5YyeupZhIZHtVunxWpl1JgplAxJ4J9LlvK9xXQpQTnyv9fxCgoi9sLzO32sUgNBdzrEvgMcBu7H1Sm2ArgO+AwoE5Ht3Q9PKaX6xh53cpLaSn+T4uJi/vNSxxOTpkLDoxg99Sz+89JSios7N3Ygb8VKjr76Ggf++RwFa77u1LFKDRRdbjkxxlwuImcBfwIOAP/PGLNfRCzAWFzr6yilTiFFRUWsW7OGtDVrqCwvJyAoiKlz5zJ77lzCw8P7/flzCip5e3UGqzZlUl3rWuwvM7+CnIJKYiObr6vzt7//g/Q9R9i45vfU11Tj5evH0HFTmTFvEVHRMe2eKzQ8iuDY0bz+xtvc/t1bT9pfnZNL9jvvcmzVFxSXlbG7opyjNgul2Tn4Wq1MmDSJ1ORRHXxllBpYPDF9vRXXAn33Ac8DvzPGVHkgtn5B+5wo1TH79u3j1WefJTkgkHFDEwn296esqoqdR4+wr7KCa++4g+Tk5H57/o278vj9kg3YHU4czuN/F60WwWa18PPFM5g+xjXS5vXXX+eR+3/N3NRppMQlEeAfQGVVJXuzD7GzqIDTr1rMmHGT243Z6XTyzYr/8cBPf9hsFE/xpjR2P/YETrudo6WlfJGTTWpoKCkhoQR6eVFls1GYmkxGXU2Pv65K9aBW+5x0OzlprEgkAngUuABYZIzZ45GK+5gmJ0q1r6ioiKcffphzho8gLiLypP3ZhQV8evAAd95/f4+0oHT3/DkFlfzoic+prXe0eg4fLyt/vWcBVaW53HjZlSwcOZmRw8edVC6vKJ+P9+3g8u/f26EWlN3bvmHm2CguuvACwNVisuX//h/O2lrK6up47/AhzkpIYIif//GDLBZizj+PY3U1Pfq6KtXDPL+2joiEisjpIvJDEXkWeA/4NlALBHa1XqXUwLNuzRqSAwJbTAwA4iIiGeUfyDdr1/bL87+9OgO7w9nmOewOJ+98kcFLS14kJTiC+JjEFssNCY9mXFgkG7/+vEOxR0QnsGffwcbn2e+8i9PuuqWUXlJEamho88QEwBjK9+zp8ddVqb7SnQ6xhcC/gGlAOvBzIMEYM9IYs8kTwSmlBoa0NWsYN7Tlf9YNxicmkvbVV/3y/Ks2ZTa7ldMSh9Pw+aZMvln1BQkhYXj7+LVaNiU+iaM7OvZnMCQ8ksysnMbnx1Z9AQ5XC86BsjJSQkJPPsgYqg4dBnr2dVWqr3RnKHEtMBKow9U0Y4B6Edk6mPqcKKXaV1leTrC/f5tlgvz9qSwv75fnr3F3fm1Pda2d6qoqfMPiEEvLw4sBAvwCqK/p2GwKNpsXtXX1jc8dNcenjapxOAhsZSp6425d6cnXVam+0p2Wk0Bci/s9AZQB1wCfAqUislNEXup+eEqpgSAgKIiyqrY/k5RXVREQ1DNTq3f3/L4+Hfuc5udjw8/fn5r6Woyz9f4pldWVePm23rLSlN1ej4/38QTE6ut7PC6rlYr6+pYOQ2yumHvydVWqr3Q5OTHGOI0xO40xLxpj/s8YczoQDEwEHgGOeSpIpVT/NnXuXHYePdJmmR1HjjB13rx+ef750xKwWlrtmwe4Ru0smJbArPlnkFlaTF1t6y0je7MOMXT8tPYDB0qLCkiIPz7tfNT8M8A9y+yI4GD2lpacfJAI/knDgJ59XZXqKx5dU9u47DLGvGyM+X+erFsp1X/NnjuXfZUVZBcWtLg/u7CAjKoKZs2Z0y/Pf/mZo7BZ2/5zaLNauPSMUdy4+Cb2lhWSldtyMpRXlM/O4gKmn7agQ7EX5meSmjy88XnY9OngdHXOHRsazp6SEvKqT2gVslgISk3t8ddVqb7i0eREKXVqCg8P59o77uDTgwf4Kj2dkooKHE4nJRUVfJWezqcHD3DtHXf02HDX7p4/NjKAny+e0eI09VaL4ONl5eeLZxAbGcDIkSP58S9/wfs717Nh71bKKstwOB2UVZaxce82Pt63g9OvWtyhYcROh4PivP3MmO5qZakrLubAP/7ZuD/Yz48zYuNYnpnJhmP5lNXX47BYsE2ZxDdHj/T466pUX/HYPCeDlc5zolTHFRUV8c3ataR99dXxGVrnzWPWnDm9NkNsd86/P7OYH//pi8bn/r42FkxL4NIzRp00Q+zvHv49azbtpfpY/vEZYsdPY/ppCzqUmADs27WZmIBqbv/urThqa9lx/6+o2JeBxdeXlLv/j5LNW8n98GPK6urYXVVBTmAgMiSa4CHRvfq6KtVDenYSNhE5zRjztfv7ucaYNd2utJ/Q5ESpU0fannwe/OfxOUPe++OlrZYtLi7md79/ipGTO7+2DkBJ0TH2b1nOAz//MaEhIex+7AmK1n0DFgtjfnEv4TOmA7Dm0isBmPvOm50+h1L9nOcnYTvB+02+/8hDdSqlVK86klvW4bJhYWHccuPV7E5bTklR5/r/lxQdY3facm658WrCwsI4tOQlV2ICDL/tlsbERKlTlaeSE2nle6WUGjAuO3MUSx48t8Plx48fz/cWX83+LcvZt2szTmfbs8w6HQ727drM/i3L+d7iqxk/fjy1hYXkffIZALEXXUDcRRd06xqUGgy6MwlbU6aV75VSakAJD/Ztv1AT48eP54Gfx/P6G2/zzYr/ETZkJBHRCYSER2KzeWG311NaVEBhfibFefsZn5rEXT//MWFhYQD4REQw4fcPk/Phxwy/9eYeuCKlBh5PJSfaWqKUOmWFhYVx+3dvJS8vjw0bN7Fn32627sihts41wVpCfCwzxw5nxk3nNVt9uEFA0jBG/eD2Pohcqf7JU8mJUkoNaLsOFrH3aDFjkro++mXIkCFcdOEFXNROubqiYo688j+Sbr0Zm3/HZpJV6lTSE7d1lFJqwFmzLZt3vtjP+JERPXoeR00N6b97lMr9+6nOymL8Iw8hoo3PSjWlHWKVUgrYe6QYgNTEsB47h3E42PvkU1Tu3w8WC/FXXq6JiVIt8FRy8kqT7//roTqVUqpX2B1O9meWAJDSg8nJoRdepOibDQCM+O5thE/v2Po7Sp1qPJKcGGN+2OT773uiTqWU6i2Hcsqos7uGAfdUcpLzwUdkv+uaEirukouIveC8HjmPUoOBrq2jlDrlNdzSCQ/2JTLU8x1UC79Zz4HnnnedY9YMkm6+yePnUGow0eREKXXK23PY3d9kmOdbTYzDwZH/vgJOJ4HJyaTc/RPEevICg0qp4zySnIiIVURGiUisJ+pTSqne1JCcjO6B5ESsVsY99Gsi5s5hzAP3YfXx8fg5lBpsup2ciMgZQBawEdjn3jZMRE6eaajjdQaKyF9EJEdEqkVko4hc0sk6RERWiogRkae6GotSanBzOA2jEkIZEu7fY/1NvENDGf2ze/AODemR+pUabDzRcvI0cLcxJhSod2+LBf7TjTrfBq4HHgAuBNKBt0WkM4tOfBcY3Y0YlFKnAKtFuOeGaTx3/9mMG+GZOU4ctbXs++vfqD1W4JH6lDrVeCI5GWqMedn9fcNkbFuAqV2pzJ2AnAV8xxjzb2PMSmAxsBb4YwfriAf+APyoKzEopU5NnphzxDgc7PvTn8lfvpJt9/4CR3W1ByJT6tTiieRkn4g0JCICYIypAfy7WN/lQCnwTsMGY4wBlgCjRWRsB+p4BvjCGPNmF2NQSqkuOfifJRSu/QaA+Msvweqn09Mr1VmeSE4eBZaKyOm4W05EZD6Q3cX6xgPpxpgT1x7f1mR/q0TkWmAB8MO2yimllNNp+NETn/P7JRs4nFvW7fqy332fnPc+ACD24ouIu7i9VXaUUi3p9to6xpi3RSQaeB8IFJGVwDTgri5WGQHsbWF7UZP9LRKRSODPwP3GmKMdOZmIlLRTRHuwKTVIZRdUcCinjEM5Zdxwfve6qBV8vZaDz78AQMSc2Qy/dbEHIlTq1OSRhf+MMf8QkVdxtVhEAD82xmxr57A2q+zivr8AB3F10lVKqTY1TL4W4OdFXGRgl+sp27WbvU/+GYwhaHQqyT+5C7HoNFJKdVW3kxMRSQEyjTFlNOkn0g2FtNw60rCOeVEL+xCRs4FvAQuB4BM6tvmISChQYYyxN93hHmXUKnfLiraeKDUI7T58fLE/i6XrnWEz33wLU1+Pb1wsY+7/uc5lolQ3eSK1fwsYCyAiE0TkPRF5UES6OgXiTmCMiJwY2wT31x2tHDcO1/WsAoqbPADucH9/VhdjUkoNQp6aGTb1p3cz5OyzGPurB/AKDvZEaEqd0jyRnAwD0tzfP4yrZWMO8FAX63sbCAUuPmH7TcAeY0x6K8e9geu20okPgDfd36/vYkxKqUGmps7OoRxXJ9juJidWHx9G3fl9/GJjPBGaUqc8T/Q5qQQsIuKPKylJAIJwzRj7iy7U9yHwOfBvEYnA1YdkMTAPuLShkIisAs40xjQMX84EMk+szH17J9MYs6oLsSilBqn9maU4na4ubJ2dGdZZV8feP/2F+MsvJSgluSfCU+qU5onk5HPgl+661hpjakWkjjZG1bTFGGNE5DLgEfcjFNcMsVcYY97zQLxKKcWew67ua/FRAQT5e3f4OONwsPfJP1O4dh3FaZuZ9uzTeIf1zLT3Sp2qPJGc/Bj4N5AM3Ojelsrx/h6d5u5ce6f70VqZ+R2sq/tTPiqlBp3Z42Px8bJisXb87rYxhgP/fI7CtesASLz2W5qYKNUDPDHPSR5w4kxDY4DXulu3Ukr1lLioQOKiOjd8+OhrS8n9+FPX8ZddQvxlnVqPVCnVQR6Z50REgqGxxQNjzNu4OrYqpdSgkPvxpxx91fWZK2r+mSQtvrGdI44zxpCZmUlWVha1tbX4+PgQHx9PQkKCR9bzUWqw8cQ8Jw8D9wFGRLKAzbhG72w2xrzb3fqVUsrTCkqqcRpDVKhfh5KDwrXr2P+PfwEQOnUKo370gw5NsuZwOEhLS+PrFSupyskhITAQm1iwGyefV1TgHxvLaYsWMnXqVKzWrs6+oNTg44mWkx8Cc3HNTzIZmIJrReIrAE1OlFL9zrtfHuDtVRnMGhfDA7fOard88abN4HQSmJzM6J/djcXW/p/Ouro6XlmyhJL03UwfNoyhs2Y3S4SMMRzJz2PNK/9j55YtXLd4Md7eHe+Yq9Rg5onkpBhYb4xxAF+4H0op1W/tPtQwUqdjfU5G/uB2fONiGXLWwg6tMuxwOHhlyRLsGQe4bPp0LC20sogIw4bEMDQqmuXbtvHKkiXceOut2oKiFJ6ZhO2fwHUeqEcppXpcbb2DfUddgwnHDA9vtZzFOBq/F4uFhCsu6/Dsr2lpaZSk7+asiRNbTEyancdi4ayJEylJ383mzZs7VL9Sg50nkpNvAc+KyF9EZKF7DRullOqXMo6WYHe4Jl8bk9RychJcX8F3j7xLwZqvO12/MYavV6xk+rBh7SYmDSwWC9OGJbJm+QqMaWttU6VODZ5ITn4NPAEkAUuAIhHZLyJLPVC3Ukp5VPrBQgASogMJCTx5gb66khK+nf0ZYfXlZPztGewVFZ2qPzMzk6qcHIZGR3fquMToIVRm55CZedJE10qdcjwxz8kyYJmIhBtjikQkElen2CndrVsppTwt/aCrv0lLrSb2igp2PvhbwuvLqRcr4++7F1tg5+ZCycrKIiEwsNNDhEWEhKBAsrKyGDp0aKeOVWqw6XbLiYhMFpH9wDERqQReAQqNMX/odnRKKeVBTqdhl7sz7NjhzVfYcFRXk/7bh6k6dBgHwrKYMwmZML7T56itrcV20qLqHWMToa6urkvHKjWYeOK2zjPAs0AMMAP4EvhYRGZ6oG6llPKYgpJqnE4nAGNHHG85cdbVseuRxyjfsxdEeG/IPPYHJHTpHD4+PtiNs0vH2o3R4cRK4ZmhxGOMMY+7vz8GpIvIPuBx4EwP1K+UUh4RHe7Pqw9dwKGcMmIjAgDXQn57nniS0m3bAdew4d2fVHX5HPHx8XxeUYExplO3dowxZJZXsCA+vsvnVmqw8ETLSbaIpJyw7U1cE7IppVS/YrVaGJkQ2pg4iNVKUIrrT1jSLYuJOefsbtWfkJCAf2wsR/PzO3Xckfw8AuNjSUjoWouNUoOJJ5KTJ4E3RKTpzdlxdGNVYqWU6k0JV13BxMd/75GF/ESE0xYtZOPhw423kNrjdDrZdPgIpy1apGvtKIUHkhNjzHPAC8BXIrJbRNbi6nfyUHfrVkopTykqq+Efb23ji82Z1NXbKdmytdn+oJRkj51r6tSphI4dzfJt29pNUJxOJ8u3bSN07GimTNFBjkqBZ1pOMMY8iWuek7txdY6daYz5tyfqVkopT9h5oJD31xzkL69t5si/n2fng78l861lPXIuq9XKdYsXYxs1gmUbN3I4L/ekydWMMRzOy2XZxo3YRo3gusWLdep6pdw80SEWEZkNjAHygTeMMZWeqFcppTwl/WAhGMNlVdvI+ygNgNq8vE53XO0ob29vbrz1VjZv3sya5Sv4ct06EoICsYlgd3d+DYyPZd711zJlyhRNTJRqotvJiYj8AbgL2IprOHGwiDxgjPlbd+tWSilPST9QyPzCNIaX7ARgyNlnMeL27/ZoHw+r1cr06dOZNm0amZmZZGVlUVdXh7e3Nwvi40lISNA+Jkq1wBMtJ7cB84wxGwFE5DTgeRGpdfdHUUqpPlVZXcfQ7auY7U5MohfOZ+QPbkc6uPZNd4kIQ4cO1ZlfleogT/xmlgDbG54YY74GrgF+6oG6lVKqW4wxbP/XS8wp3gFA2Lx5jLrzB72WmCilOs8Tv53vA98/YdtOINYDdSulVLdUHz2KfeXHAByNTmbM/7sL0f4dSvVrnritczGQKCLTgVeBXOAG4H8eqFsppbrFPzGRb8acQ/CR3XhdfJ0mJkoNAJ5ITr4PTHI/HgNS3dvfFZFf42pFSTfG7PTAuZRSql3GPbeIWCwYY0hYeAZb947hmtExfRyZUqojup2cGGM+AT5peC4iPsB4jicsPwQmABEtVqCUUh5knE72P/MPEAsjv/89RIRvnZ3Kt85Obf9gpVS/4ImhxClApjGmCsAYUwtscj+UUqrXGIeDjKf/Tv7KVQCETppA5NzT+jYopVSneaJD7FvAWAARmSAi74nIgyKiN3aVUr3GOBzsfeqvjYlJ7MUXEnHaHGpq7X0bmFKq0zyRnAwD0tzfPwwUAXPQtXWUUr3EWV/Pnsf/SMEXXwIQf/mlDL/tFipr7Fz7yw/5yVOryT5W0cdRKqU6yhMdYisBi4j440pKEoAgYCPwCw/Ur5RSrbJXVbP70cco3eaabinh6itJvP5aRISd+wuwOwwHs0oJD/bt40iVUh3lieTkc+CX7rrWGmNqRaQO7QCrlOoFe/7wRGNiMmzxjSRccVnjvu37CwFISQzD18cjS4kppXqBJ35bfwz8G0gGbnRvSwWKPVC3Ukq1aei3rqZ89x6Sbr2ZmHPOarZvy958ACaOiuyL0JRSXeSJocR5wEUnbB4DvNbdupVSqj3BY0Yz7Z9/xys4uNn2wtJqDueWAzAlNbovQlNKdZFHFpcQEauIjBKRWABjzNvGGF1bRynlcRUHDrDniSdx1tc3bjsxMQHYsvcYAH4+NlKHhfVafEqp7vPEPCdnAK8Dvu76AkUkEah1t6oopZRHFG/ewu7fP46zpgaLjw/JP/phq2XT9hy/pWOz6iJ/Sg0knviNfRq42xgTCjR8lIkD/uOBupVSCoC8FSvZ9dAjOGtq8I6IIP7SS1ota4xhh7szrN7SUWrg8USH2KHGmJfd3xv31y3AVA/UrZQ6xRljOPraUo6+6urG5p80jLG/uh+fiNYHBIoIz9y7kB0HChkZH9JboSqlPMQTyck+EZlqjEkDBMAYU+Oe90QppbrMabez/5l/kL98JQChkyeReu892Pzb//Pi7+vFzLG60J9SA5Enbus8CiwVkdNxt5yIyHwgu6sVikigiPxFRHJEpFpENopI6224x4/7joi8KyKH3cftc9cT1dVYlFJ95+Bz/2lMTKIXLmDML3/RocREKTWwdTs5Mca8DfwBeB8IEZGVwDu4kpauehu4HngAuBBIB94WkQvaOe43QBlwH3Ae8CRwDbBBREK7EY9Sqg/EX34pXmGhDP32NYy664dYbO039lbX2nnxw3S27y/A4XD2QpRKKU/zyJSJxph/iMirwAJcM8P+2BizrSt1uROQs4Ar3IkPIvI5MAL4I/BhG4dPMcbkN3m+WkTSgVW4Joj7a1diUkr1Hqfd3piE+A6JZspfn8IrKKjDx2/bd4ylK/bx5ucZvPLb8wnw05E6Sg00HvutNcaUGWPeMcY839XExO1yoBRX60tD3QZYAowWkbFtxJDfwuYN7q8J3YhJKdUL8ld+zpa7fkJ9aWnjts4kJgDr010zGIwbHkGAn5dH41NK9Y4uJyciYhOR74vIr0Rk3An7AkTk6i5WPR5IN8ac2B67rcn+zljo/rqjpZ0iUtLWA9Cu/kr1MONwcOiFF9n356epzsrm0JL/dqkep9OwPj0XgJnjtDOsUgNVd27r/BO4FDgM/FxEzsR1S+d2XP09qoGlXag3AtjbwvaiJvs7RETCgb8A+3BNFKeU6mfsVVXsffIpijdsAiB06hSG33bzSeXq6urIy8sjOzubg4eOsv/gEYqKS6ivt2N3OLBZrVTWONiypwTfwHC8akI4etSbmJgYvLy0BUWpgaQ7yclFwAxjzAER+R7wKhAKvAicD3zVjbpNF/c1cg9lXgaEA2cYY2pbrMw1eVxb9ZSgrSdK9YiqzEx2P/o41ZmZAMRdchFJN9+EWK0AOJ1O9u/fz+ovv2brjj14+wXj7R9GYEgkoYnTiR8bjMVqxWq14XDY2bInjxjHUWzOMr7auIeVX6yjrrqMSeNTOfP00xg1ahQi0peXrJTqgO4kJ37GmAPu718AngHGGmP2dDOmQlpuHQl3fy1qYV8zIuIHvAtMAc7tZh8YpVQPKFizln1/eRpnTQ1iszHyju8y5GzXqsJVVVVs2pTG8lVrKKsyRCWkMGPRtdhsrbeA2Gxe5JfW4xsYzpikkUxIcc0Ma7fXk3loH39//k2C/YWz5s9l2rSp+OuQZKX6rW6N1hGRIGNMuTGmTkTKPJCYAOwErhQRywn9Tia4v7bYd6RJTL64OtPOAS4wxnztgZiUUh5kjOHY6tXuqejDGX3vTwlKTcEYQ1paGq++8R62gCEkjJhNauSQDtVZUV1PaUUdAPFRxzvR2mxeJI0aS9KosRQV5PHB6u288+Fyrr3qYqZOnaotKUr1Q91JTqxAsYjsBzYC3iIyF9hmjCnvRr1vA7cBF9NkxA5wE7DHGJPe2oEi4oPrVs7pwMXGmNXdiEMp1UNEhOS7fsTB/7zAsBtvwDs0hNLSUl5b+hY7M3IYPfksQsIiO1cnkJIYSmFJDRGhvi2WCY8cQnjkEEqLC3hx6SekbdnONVddTkiI3rlVqj/pTnISCIwBprkfacDHgL+IHAK2GGOu7EK9HwKfA/8WkQjgILAYmIerAy4AIrIKONMY0/RjzxvAucBvgQoRmd1k3zFjzP4uxKOU8oCyXbuxV1YSPn0aALbAgMZVhTdv3szLr71DYNQoZpxxKRZ3n5POCPDzYtrojrWyhIRFMuOMS8nYvZmHHv0T13/rUqZMmdLpcyqlekaXkxP3LZed7seLAOJqHx2Da9G/Li38Z4wxInIZ8Ij7EYprhtgrjDHvtXP4Re6vv3I/mloC3NyVmJRSXWccDjLffJsjr76G1deXSX98DL+4ONc+Y1ixYiXvfLKGsdM631rSHRarlZRx0ymNS+L5V97jsqJiFi5coLd5lOoHupSciMhS4KETO5q6J0tLB9JFZIeIvGGMuaqz9RtjyoA73Y/WysxvYZv+VVGqH6ktLGTfn/5C6XZXVzGfqOPJhzGGDz78iM++2MyUuRfi6xfQ5fNUVNXh62PDZu381E0hYZFMmXsh7376MTW1tVxw/nldjkMp5RldbTl5HXhTRMqB5bgSkjIgGBiLa/r5QOAXnghSKTXwFK3fwL6//A17uasLWswF5zH8lsVYvL0BWLnycz79YjNT516It0/LfUQ6at2OXIrKapiSGkXy0LBOH+/rF8CUuRfy6eoP8PXx6VYsSqnu61JyYoxZKiJv4JrP5FLg+0AYUAxsAX4JfOhuSVFKnUKcdXUcWvISOe+7lsGyBQYy6kc/IGL2rMYymzdvZtnHXzHFA4lJVU09x0qqAQjw7fpka94+vkyacx7LPv6A0vwgQqJHdCsupVTXdafPicHVebWthfiUUqeYsl27GxOT4HFjSfnJ/zW7nVNaWsrLr73D2GlndetWToOjea6WGW+bhZiI7tXn6xfA2GkLWf73f+Ef0rHOtUopz+tQciIiUbhWBS7QES9KqbaETprIkHPPxjs8nKFXX9k42yu4+pm8tvQtAqNGeazz6+FcV3IydEgQFkv3u52FhEUSFpNC3v4NGHOtdpBVqg+02XtMRCwi8iyQA3wN7BWRr9zJilJKUXXkKAf/s4Smd3FHfv92Er99TbPEBCAtLY2dGTmMGuOZYbsV1fUUltYAkBjTudWL2xIePwaHvZa0tDSP1amU6rj2Wk7uBL4HZANrgWTgNOAfwBU9G5pSqj8zDgdZ77zHkVf+h6mvxy8+jphzzgZosbWhqqqKV994j9GTz+rSPCYtOZxTBoCPl5XoMM9NRy8WKzEjZ/HqG+8xZswYnepeqV7WXnJyE7ALmN0w66uI/Au4WURCjTElPRyfUqofqjx0mP1/f5byPa4FxH2GROMXH9/mMZs2pWELGOKx2znGGA5klQKQFBvskVs6TfkEhGILGEJa2mbmzZvr0bqVUm1rb1KAVOCFE6aj/yuuqetTeiwqpVS/5Kit5fBLL7P1//20MTGJOf9cpvz5SULGjW31OKfTyfJVa0gY3nqZzqqtd+Dr7WqBGRHfM9PPJwwfy/LPv0IHHirVu9prOQnAdUunqewm+5RSp4iqI0fY9fBj1OTmAuAbF8eoH9xOyITx7R67f/9+yqpMhxfx6whfbxtnzxpGRVUdgf7eHqu3qbCIaPbvNGRkZJCcnNwj51BKnawjo3VO/MjQ8Fy7sCt1CvGOjMRZX4fYbMRfcRlDr76ycUK19qz+8muiEnqmsbWnEhNw9Z2Jik9h9Zdfa3KiVC/qSHJygYjENHnujytBuVpEJp9Q1hhj/uSp4JRSfcdZX0/lgYMEpbqSCpu/Pyk/+T+8QkLwTxza4Xrq6urYumMPMxZd67HY6u0OvGye6VTbnoSkZDaseJX6+nq8vLo+yZtSquM6kpxc536c6PYWthlAkxOlBrjiTWkceO4/1BUWMvVvf2mcRK0jt3BOlJeXh7dfMDabZ/6xG2P49JsjeHtZmJISTWSon0fqbY3N5oWXbxC5ubkMHdrxpEwp1XXtJScLeiUKpVS/UHXkKIdefIniDZtcGywWSnfsIHrB/C7XmZ2djbd/59e7aU1+cRVllXUAHh+h0xqfgHBycnI0OVGql7SZnBhjVvdWIEqpvlNbWMiRV14jf+Xn4HQCEDJxAiO+eyv+iYndqvvgoaMEhnhm+DDA3iMlAESG+BIe3L11eToqIDiCg4eOMHPmzF45n1Knui6vraOUGhzyPlvOgX/+G2edqzXCNy6WpJtuIHz2LI9M3b7/4BFCE6d3ux6A8so6MvMrAEhO9FxrTHvCIqLZf3BTr51PqVOdJidKneL84uNx1tXhFRrK0G9fzZCzz8Ji89yfhqLiEuLHBnukrl2HigDw97WROMRz09W3JyAwmANFxb12PqVOdZqcKHUKcdTUkPvRJwSlphA8dgwAwWPHkHL3jwmfMR2rn+c7l9bX2z0yXX11rZ2D2a4ZYUcPC++1/iYAFquV+np7r51PqVOdJidKnQLsVdXkfvQxWcvexV5WRvD4cUx4+LeN+6POOL3nzu1wYLV2/0/N7kNFOA14e1kYmdAzM8K2xmKxYnc4evWcSp3KNDlRahCrLy8n96NPyH73Pezlrr4aFm9vAoYn4bTbPXr7pjU2qxWHw97tocQ2qwWLRUgdFobN2t7KG57ldDqweWixQqVU+zQ5UWoQqisp4ej/lpK/8nOctbWAKymJOf9c4i+/FO+w3utM6uVlw+lwQDeTkwmjIhk1NLTXExMAp8OBl5f+uVSqt+hvm1KDkIiQv2Ilzro6rP7+xJx3DnGXXoJ3aO/eDgEIDwulsqIMb5/uD/v18+mbP1mVFWVEhPdeQqfUqU6TE6UGOEdNDQVffgUiDDlrEQBeISHEX3k5Vj8/hpy9CJu/f5/FN3J4IvuPHSMsIrpLxx/KKSMhKhCbrfdbTBoUF+aTPFwnYFOqt2hyotQAVXnoMLmffMqxVV/gqKrCOzyc6AXzEXffiMRvX9O3AboNTxrK1owtXTo2t7CStdtz8POxcvbMYQT49c3aNpVlhQyfNaVPzq3UqUiTE6UGEEd1NYVr15H7yWeU797TuF28vAiZMB57ZRVewb03/0dHxMXFUVf1eaePczgNm3bnAxDg54W/b9/9uaqtLCI2NrbPzq/UqUaTE6UGiOrsbLb8+J7GDq7gms015txziF44H69gz0x05mkxMTHUVZdht9d3asTOzgMFjWvoTBs9xCOz1XaF3V5PfU05MTEx7RdWSnmEJidK9UPGGCoPHkQsVgKShgHgGxuLV2gIdUXFhM+cQcx55xAyYXyf/dPuKC8vLyaNTyXz0D6SRo3t0DHFZTWkH3DNBjsmKazX1tBpSeahfUwan4qXV9/cUlLqVKTJiVL9hHE6qdiXQcHXayla9w01uXlEnDaH0ffeA7hG4Iz+2T34xsRgCwzo42g758zTT+Pvz7/ZoeTEbnfy9fYcDBDk78WEkZ5bNLCzjDEcy9zD1bde1WcxKHUq0uREqT7ktNsp37WbwrXfULhuHXWFRc32V2dnYxyOxk6ugaNG9kWY3TZy5EiC/YWigjzCI4e0Ws4Yw4ZdeZRV1iECcybEYu2DeU0aFBfmE+JvYdSoUX0Wg1KnIk1OlOpDeZ8t58Cz/2q2zT9xKBFzZhNx2mz8hw3r97dtOsJisXDW/Ll8sHp7m8mJ02moqXWtYTM5JYqIEM+v9dMZmQfTuWjBvEHxHig1kGhyolQPc9TUULZrN6Xbd1CStoXUe+/BL9bVuTJsqmt4asDIEa6EZM5s/BPi+zLcHjNt2lTe+XA5pcUFhIS1fKvGarUwf1oCR3LLSYzp21FHtZUl2L3zmDpVhxAr1ds0OVHKwxy1tZS7k5HSHTup2JeBabJoXElaGn4XXgCA75AhzFjyb7xDQ/so2t7j7+/PtVddzItLP2HGGZc2W6m43u7Ay+Z6LiIMi+3bkUfG6SB3/zc8+vvb8O/DCeyUOlVpcqJUNxhjXFPE+/g0Pt90+w+pLy5uXtBiIWD4cEInTSB4bPNOoadCYtJg6tSppG3ZTsauzaSMnw5AXlEVX23JYs7EWOIiA086pqKigqzsbAqLSikrK8fucC3CFxwcRER4CPFxcQQGnnxcdxRl7cJq82Hq1KkerVcp1TGanCjVCfWlpVQePERFxn7K9+6lfO8+QidNIuUndwGuT/1BqSkUfbOegBHDCRk/jpAJ4wkeM2bAjbDpCSLCNVddzkOP/onS4iSKa7xZtyMHY2DznnxiwgOwWFz9O6qrq9mZvptjhaX4BoThFxBBTNhQLFYrToeDmuoqso+Vc+DQRqIiQhg3djR+ft3vo1JaXEBx7l6GTTxX+5oo1Uc0OVGqHQVr1pK/YiWVhw6dNJoGoHzvvmbPh9+6mOQf/QCbhz/N9yVjDJmZmWRlZVFbW4uPjw/x8fEkJCR0+h94SEgI37rqYh784yuYyBnYvP0I8vdi/tShjYlJfn4+m7em4xsUSfzwcSedw2q14R8QhKO+mppKw759e9m9YzMzZs4kZfTJ5TuqprqS9E0riRo2GS+fvkkmT3ytdxcVEeXnizFGkyV1ytDkRJ3SHNXVVGfnUJ2ZRVVmJtVZWdSXlDLhkYcay9QeO0bxprTjB1ks+MXFEZSaQlBKMkGpKc3q9B3S+miUgcbhcJCWlsbXK1ZSlZNDQmAgNrFgN04+r6jAPzaW0xYtZOrUqVib9CFpy+GcMv63poJiRxiVu1YzZe4FLJgxDG8v1/H5+fls2pJOZOxwfP1OThCcTgd5R/dSmLEZn8oS4gMDiBEr1fV1rH/93+wdlsS4OQtJGjW2Wb+W9tTV1rB17cdcdt48Dn1Y3uHjPKW117q8vo7dJcUcfewPnX6tlRqoNDlRg5pxOKgrKsYrLBSLzfXjXr4vg0P/WUJNbh51hYUtHldfVt64Rk3wuLHEnH8eAcOHETB8OP7DEhv7mAxmdXV1vLJkCSXpu5k+bBhDZ81u9sndGMOR/DzWvPI/dm7ZwnWLF+Pt7d1mne9+sZ/n39uJw2mIHDqe08ZHU1exDac9DrwCqK6uZvPW1hMTh72eves/JqQ4m3kx8UQlJjWLaeLQEWTmHCb3iw/JObiHWYsuwebVdkzgajHZ8vVHnDt/GgsXLuCpD9/txCvVfW291ke378QYg/H17dRrrdRA1i+TExEJBB4BrgZCgZ3Ab40x7f7FEJGRwB+BBYAF+BK4xxiT3mMBqz7lqKmheFMadUVF1BUVux9F1B47Ru2xAozdzpS//gn/xMTGY8p2Nv9xsAUG4pcQ73rExyOW4//wgpJHEZR8ak3C5XA4eGXJEuwZB7hs+nQslpMnQhMRhg2JYWhUNMu3beOVJUu48dZb2/xUHxHqh8NpiI8K4IazhlGUY+OV19byj6ceYvj4uSBWHNYgqnMLcDjzsFqshAQHEhISjNViYe/6j4mvOMbUlPFY5OSYvLx8GBIZR7zFzpGCbL5Z8S5zzr68zRaU0uIC0jet5LLz5rFw4YIWb50UFRWxbs0a0tasobK8nICgIKbOncvsuXMJDw/v4Kvaso6+1omdfK2VGsj6ZXICvA1MBX4GHARuBt4WkYuNMR+2dpCIRONKRvKBxYAdeABYLSJTjDGZPR246j5jDCWbt1BfVoa9vJz6snLsZWXUl5W7tpWVMfy2WwidPAkAR00te/7wxzbrrMnLb0xO/OJiSbjqCnyGDMEvPg7/hHhswcF6P7+JtLQ0StJ3t/rPsimLxcJZEyeybONGNm/ezPTp0ykoqWbT7jxWpWVyw3ljGDciAoA542P5wVWTGBZaw3Mv/JeAiBEsvOx28nOy+Ojd1yiqsjJ84lmEBQYS6OOLw+GgvKqaktIsrPXFhBRnt5qYNPDzD6CsOJ+pw0byRcYuDu/fxfCU8SeVczoc7NuVRuWx/dx63aVMmdLyfCb79u3j1WefJTkgkEtGJhPs709ZVRU7N2zk6VWruPaOO0hOTu7Eq9tcd19rpQajfpeciMgFwFnAFcaYt93bPgdG4GoRaTU5Ae4BwoDpxphs97FrcSU49wPf78HQTynG4cBRW4uz4VFXh6O2rvG5T1Rks5aKzDfeoib/GI7qKhxV1TiqqrBXHf9+6LevJu7iiwDXp8Tdv3+82eq7J6rJy2v83is4CK+QELxCgvEOD8c7PMz1NSIC3yHR+AyJbtYPxBYQwLAbr++BV2VwMMbw9YqVTB82rN1/lgB2h5PSiloivcP405//S8iEUo7mVTTuX7HhSGNyYrEIs1KD+d1j/2H4hPlERMU2lquprsKCL3kHN+E0k4mJHdrY8bWuzosDX37A2dGhlBfn4e3jj69/ywmlIHh5+1FZUcmE2ATWbV1HUvI4jDHkZR+mpOgYVpuNotwDjBsVx/T5F1NWVsbevXsZNWpUs2suKiri1Wef5ZzhI4iLOD5xXGhgIHPHjGV4YQGvPvssd95/f7MWFKfTSUZGBjk5OcTGxp5UbwOHw8H7r7/OWJuV4uJiwsPD202SLRYL04Ylsmb5CqZMmcL+/fvbPU9nYups2e7orfOogaffJSfA5UAp8E7DBmOMEZElwD9FZGwbt2guBz5rSEzcxxaKyHvAFfSj5MReUUFdSQk4nZiGh8MJxmCcTsRqbXYroTo7m+rsnMb9xuHAOJ3u4w3WAH8iZhz/FFWyYydVhw7jtNsxdnvjV2N34LTb8Y2NIf7C8xvLH33zbcp37W5Szo7T7nB/X0/o1CmMuPXmxvLb7vslFXv2tHp9MRdewMjv3db4PO/zVdRkZrVavq6seQdEr7BQnLV12IKCsAUFYQ0KxBYUjC04CFtQIP7JxzuhisXChH/9s83X22mx0PAnzxhDtXuK9NZ4e1mxudd0cToNVe2U9/O2Nq4B43A42y3v7+uF1X3rqN7upKqmvs3yQf7ejSNZ6uodVNW0XX9o0PE+MTV1dqrbKi8QFnR81d8duzLIzTiMz5Tp5BRU4nA6sTsMdXUOausdeHtZSB12/B/x2u05ZOaVY4whd/8R8vwO4hcURYCvjWljhnDm1IRmp1vz9VoCIkY0S0z2pW/F4hPCmInnUFddzqFdX1JVkEDs8AkEBEdSV1mKreAQAT6xBNb5U26vo9I/lIi4US3+M7d5+VBVXUVCfBwcPUxBfjbp2zZx+GgWWH2pKDjEojnjsFmtvLT0E/xDY6kqWcOk0UNZfNPxxHXdmjUkBwQ2S0yaiouIZFRePt+sXcv5F14IuP7hvrJkCTlbtxEfEMD6ykpiJ03kusWLm/3jdTqdPP3UU2R8tYYZY8ezJ38DgUOGMGHy5HYTlMToIaxeu5a/PfUUtUcz2zxPZ2LqbNnu6K3zqIGpPyYn44F0Y4zzhO3bmu4/8SAR8QNGAktbqHMbcJ2IRBtj8k84rqSdeEI6EnRnrfzXUgJWvd/q/gqvAM5948Um5d8gNG11q+WLAyK56JXjyckXS94hYu+mVssXRCQ2S042rdhIVNbuVssfcQYw4tbjzw8VVNPaWrF2sbB9fyFNl6jbZiJxBNqotXhRZ/Gm1uLl/t6LWos30yWepCbl/xZ/KQWlNa4nte5HwfH9t4U7uGzE8ec3/vpjausctOYn105h4XRXS06d3cm37m+rAQ5+ddssZox1TTFfVFbDLQ992mb5J+46vfEf9pG8cu7646o2y//jvkWNE46lHyzkgWe/brP8qw+dT6C/qwPk+vRcHntxY6tlReDdJy5tfL5y41GeeXNbq+WDA7x5+bfHfxbe+mQT2UcqWGk/2mL5kECfZslJoJ8XAP5+XkyKjyJ0bCBXXTqP1MSwFhft+2rdJkZOPqfZtn37diMWK/5BEQSHxxIUEUfO/q3kZXyNU7yoqihjnLeFxJAI/P38iDKGA0V51FSV4Rdw8q+ozcuLiso6RIQ4f3/WrfqQI1k5jJmygFEjhzEkOppVH7zI0WNVLLzoxsa5UzZ+8Q4ZGRmN9aStWcMlI9u+ZTM+MZH3vvqqMTnJyMggZ+s2rpoxE6vFgsPp5I0N68nIyCAl5XhSnZGRwb71G5g7LIlhQ4bgNIZd2VkUFRURERHR5jlFBO/6OjI3b+b751/Y5nk6E1Nny3ZHb51HDUz9MTmJAPa2sL2oyf6WhAHSpFxrx+a3sL/3tXHPHEAwzZ4bq416sWIQ10MEp/urQaj18m1Wvt4vkAKvEBxiaXw4xer6HguExjYrXxwzgkMV0qSs+zisOEWISRrRrPyuMQvIOFRAvcWGXazHv4oNRDh/RlKz8ltGnsGB7NJWr3dSWNQJL4D2/+gzxo63+5OriGC1CjaLBW9vCz5eVoL8m48SGZ0UzuikcPx8bHy1s4aEqXGMHd76P9eK8kr8A5pPT19TXQ2A1eZKdHx8AwiLG0nyiLMoPpbJVx++QICxU1NVgph6LFYbARYLFdUV+PgHIQgGV6uivb6OutpKSotyyLbVUJZ3CBMRytTps5h9+vFF/Bx44+UT0thZ1mK14h8aS25ubmNcleXlBLczfX2Qvz+V5cdb/nJycogPCMDqfg2tFgvxAQHk5uY2+6ebk5NDmJcX3u5fdYsIQV7eVFRUtJucAJRXVhLr69/ueToTU2fLdkdvnUcNTP0xOQFO+M/c8X2dPtYYE9pWZe6WFY+3nkz61iVknz4XRBCLBSwW11cRsFgI82r+1kz//mKOFV9zQnDHv/X1bt5rf86PbqWorKZ58Sb/8P19m9d/1u3XUFZZd0L549+f+A/p2hvnU1Xd+q2CprcVAH587RRq61tv2YgIbj6z5wO3zMThbP2tjAptXv73P5iHaeOtjw47/g/Gy2rhTz85s9WyALERx4exhgT68Of/N7/N8nGRx8vHRQXyl7vbLt80/pTEMJ6+Z0Gb5f18vRq/n5ISzd9+2nb5ps6YHM+Eka21c9F4e6nBgpnDyciPZ+GE1MZbSW3G5nP8Z8luTLtDXAODAqiqLCMwKLRxm6+fH5RW4bDXY/PyxuFwYLNYERHCo4eSPOE0arZ9hq+PHwH+vtTV1lJcWUqdMdRVFuE0Bov7d8nb2xtfP3+CfJzMnj4Rr6hg/KdM5uu0jMZbpk6HAyt1OGtLcTocjS0nVSU5xMTM5b0/ngHA736+lrKqKkLbmFCvvKqKgKDjixTGxsayvtJ1O6yhRSCrspLpMTHNjouNjaW4vp5Y9wcVpzGU19cRd8K5hn77hN97t6CAAHIqyts9T2di6mzZ7uit86iBqT8mJ4W03DrS0I7cUssIQDGu5KMrx/a6IbFhDIkN63D5mIgAYiI6PmNlXFQgcVEdn6F06JDOrQA7LKZzC7MNj+tcfjcyIbRT5UcN7Xh5i0UY1Yn6vWwWRsR3PH4fL2unrtfPx9aphe4C/LwI8PNqv6BboL934y2hjhg+LJE11ZWdbrwyxpBZXsGC+LZXVZ43exrr0/cwZtKsxm3JyaPJyv6C6ooigsJiqK2pIiTk+M9vXNI4dm34iJzqCqJtFsrq6wgdOpL4EaNb7J9RVVGGM9BKcHAw2ZVVXD9rFpVVtWz84h13/5Iczpg9CRGabZs0eiijRh3v6zV17lx2btjI3DFjTzpHgx1HjjB13rzG56NGjSJ20kTe2LCe+IAAstx9KZrW21AueeYM1rzxJokBgVTY6wkcMqRDQ5ONMdR5eZMwZUq75+lMTJ0t2x29dR41MPXH5GQncKWIWE7odzLB/XVHSwcZY6pF5ACuPiknmgAcO7G/iVLqZAkJCfjHxnI0P5/ETsx2eyQ/j8D4WBISEtosN/e0OXz+5Z8pPJbY2Ck2eewkvlj5McV5B/ENDMNRX0Nw8PHPGTZff0xkHMQMxR4QQLivPwFBoa12HK2qLCM+KqwxpsTERBbfdD0ZGRnk5uYSEzO38Z/giduadsacPXcuT69axfDCghY7xWYXFpBRVcGdc+Y0brNYLFy3eHFjvdNjYlochWKxWLjzxz/mt7m5VIqF1MRhHRqtA67XOjghjh/++Mfs37+/zfN0JqbOlu2O3jqPGpjEmPbukvQuEbkQeB+4zBjzTpPtXwDRxpjRbRz7OHAnMNwYk+veFo5rKPGrxpg7uhBPSUhISEhJSUlnD1VqwNqwYQNrXvlfh+beANfIi2UbNzLv+ms7NPfGvn37eOa5/+IfMZzEEaPx9w9i++avefO1lxk1/WJGjEohODiE+vo6SosLqK8qITrERt3OdZw1ZlKbMRnjJOvgTubOnsby3bs7HFNbsb767LOM8g9kfGIiQf7+lFdVsePIETKqKro9z0lPv9ZK9WOtZuL9MTkRYAUwkeOTsC0GbgIuNca85y63CjjTGCNNjh0CbAWygd9wfBK2FGCKMeZIF+LR5ESdchwOBy89/zz2jAOcNXFim/80nU4ny7dtwzZqRKdmLS0qKmLtunV89fUmyioqCQ4MoLAgl1qvOKz+UdTW1eHj7U3i0FiGJiTg4+3N2s/eJrQgm9mjxrQaU1FBDv62eoptlk7H1Fas36xdS9pXXx2fIXbePGbNmeORGWJ7+rVWqp8aOMkJgIgE45q+/ipc09en45q+flmTMqs4ITlxb08GnuDk6et3djEWTU7UKanpei/ThiWSGD2kxbV1Nh0+QujY0R5Z76W4uJjf/f4pRk4+i9DwqJP22+vr+GbFu9hyDjEhNoGYsMhmMVVXVbB33xZsQyKInjxpwKxB0xevtVL9wMBKTvoTTU7UqczhcLB582bWLF9BZXYOCUGB2ESwuzu/BsbHctqiRUyZMsVjn+J37NjBP5csZfTUlhMUp8PB4f27OLh1HZQUkhAYiJcIFTXVpB/Zy4RZ07nsums9GlNv6IvXWqk+pslJV2lyopR7JE5mJllZWdTV1eHt7U18fDwJCQk9sibRjh07+M9LSwmOHc3I1Jb7mBhjKCrIpTA/h8MHd1NTksVti69l0aJFA3qdpN5+rZXqQ5qcdJUmJ0r1jeLiYl5/42127DlE2JCRREQnEBIeic3mhd1eT2lRAYX5mRTn7Wd8ahLXXHU5YWEdH56vlOpzmpx0lSYnSvWtvLw8NmzcxJ59B8nMyqG2rh4fby8S4mNJTR7OjOnTGNKJIc9KqX5Dk5OuEhEnICEhPbLEjlJKKXVKKi0tPWKMGdbSvv44CVt/4wQspaWlZR6utyHbaX3BmYFnMF4TDM7rGozXBIPzugbjNcHgvK7BeE3QB9elLSd9pGE15PbW9hlIBuM1weC8rsF4TTA4r2swXhMMzusajNcEfXNdOk+wUkoppfoVTU6UUkop1a9ocqKUUkqpfkWTE6WUUkr1K5qcKKWUUqpf0eREKaWUUv2KJidKKaWU6ld0nhOllFJK9SvacqKUUkqpfkWTE6WUUkr1K5qcKKWUUqpf0eSkj4nICyJiRGRZK/uvE5GtIlIjIpki8nsR8e3lMNskIpeIyOcikisitSKSIyLvicjsVsr3+2sCEJErReQ1ETkgItUiclBElohIUivlB8p1jRORZ0RkvTtW09o1ucv3++sSkUAR+Yv7Z69aRDaKyCV9HVdHiUiCiPxZRL4SkQr3ezK/lbJni8g693Xmi8g/RCS0VwPuABFZ5P77tkdEqtw/O2+JyIQWyg6UazpNRD4RkSz378MxEVkpIue3UHZAXFNLROTX7p/BLS3s65Xr0uSkD4nI2cBVQIsrHovIDcDLwBrgfOAR4IfAC70UYkdFAhuAO4FzgJ8AUcCXIjKvacEBdE0APwN8gd8C5wG/Bk4D0kRkeNOCA+y6pgMXA7m44m3VALqut4HrgQeAC4F04G0RuaBPo+q4UcC1QAWworVC7oTlQ+AorvfwHuAS4AMR6W9/z+8AEoE/4frZ+X/u5xuafnAZYNcUBuwB7sb1N+F7QC3woYh8u6HQALumZkRkHHAvkNfCvvn01nUZY/TRBw8gEDiE64f8ELDshP1WIAd454Tt3wUMMKuvr6Gd6wvG9Uv7/EC9JiC6hW3DASfwxwF8XZYm3//YHWNSC+UGxHUBF7jjubzJNgG+Anb1dXxdeE8uc1/P/BbKrQc2n1D+bHf5b/X1dZwQa0u/P6FAMfDmQLymVq7Thuuf9cqBfk24GizWAX8FVgFbTtjfa9fVrzO4Qe5RoAh4qpX9s4EYYMkJ218G6oEreywyz6jAlZzUN9k2oK7JGJPfwraDQAGQ0GTzQLsuZweLDpTruhwoBd5p2GBcfzWXAKNFZGxfBdZRHXlPRCQemAG81LS8MeYzIIv+834Arf7+lAD7cP/+DLRraokxxo7r568eBvw1/QTXe3P/iTt6+7o0OekDInIacDvwXWOMo5Vi491fdzTdaIypAvY32d9viIhVRLzc/ReewfXp9e9Nigy4azqRiIzHdcuq6TUM+OtqxUC5rvFAegv/4Lc12T8YtPh+uG1nAFyniEThirPhGgbkNYmIRURsIhInIr8BUnDdvoKBe00jcN3CvtMY01JXg169Lk1OepmI+AD/Bp42xmxqo2iE+2tRC/uKmuzvT74B6oCDuO5HnmeM2dpk/0C8pkZN3rtC4Nkmuwb0dbVhoFxXBK3H2LB/MBgo70eLRESAf+L6v/OEe/NAvabXcbWUZOG6NXqNMeZj974Bd03u9+ZfwCfGmGWtFOvV69LkpBtEZL67R3NHHpHuwx4E/IBfdvA0rU3h2yNT+3bxmhrcCMzC1by3A/iolREHvXpN0O3rQkSswIvAZOBaY8yxTsTfb6+rg3r9urqgrVj6U5yeMBDej5Y8jqs/zR3GmF0n7Bto1/QzYCauzqAfAq+LyLUnlBlI1/RdXB3lf9SBsr1yXTZPVnYK2g3c0sGy5SIyBvgpsBjwajL8ytLkeZUxpg7Xp3NwZaOFJ9QVjqt1oid06pqaPmnyB2e9iLwDbAL+DExyb++ra4JuXJe7F/p/gCtwdfr67ITyA/K6OqAvr6szCmn5U1u4+2tLn/QGoqbvx4nC6cfXKSIP4+r8/3/GmBea7BqQ12SMOQAccD99T0TeA/4mIq8xwK7J/aHlD7j6QVY2+b9kA6zu5zX08nVpctINxphcOjGkUkRScb3mL7eweyiuXuzfx3XLYKd7+3hgb5M6/IGRwHtdCrodnb2mNupxiMgm4Lomm/vkmtzxdOm63InJ87iu4wZjzFstFBtw19VBfXZdnbQTuFJELCf0O2mYT6Ole+QDUdP349MT9k0Avu7dcDpGRH4L/AL4mTHmLyfsHpDX1IL1wEW4+qMNtGtKAEJwJSePtrC/GHgMeNr9vFeuS2/r9K6vgAUtPPJwzSOxAHjXXXYdrnkobjyhjmsBL6Clf5L9hrt/xmlARpPNA+qamtyHvRG41Rjzv1aKDqjr6oSBcl1v4xqievEJ228C9hhj0ns9oh5gjMkENgLXN51TQkQWAfH0n/ejkYg8iOsW9i+NMY+fuH8gXtOJ3H8n5gMlQOEAvKYMWv6/tBVXx/cFwD97/br6ely1Pgy0MM+Je/tiXPfxnsb1w/99XBO2Le3rmE+I8zNck19d5o5zMbAWcACXDsRrcsf6V3es/8Q1rLbpY+wAvi5/XJP/XYXrdpVxx3sVcOZAuy5co8JW4hrifSuuP6Yv4JqP5uK+jq8T19Hwnjzmfs0fdD8/v0mZhYAdeA1YhCtxzMaVSFr7+hpOuJ673dfxXgu/P1MG6DW9jGsiwiuBM4FvAx+5r/POgXhNbVzrKk6e56TXrqvPXwB9tJ6cuPfdgGuYVi2unuF/APz6OuYTYvwNkIar+a8e16ftt4F5A/WamrwvppXHqgF8XUmD7bpwTfr3tPtnr8b983hZX8fVyWto7T05dEK583CNjKsBjuFq3Qvr6/hbuJ5Vg/Ca7sT1wavQ/U+6EPiEFpLggXJN7bx/W/rqusR9MqWUUkqpfkH7nCillFKqX9HkRCmllFL9iiYnSimllOpXNDlRSimlVL+iyYlSSiml+hVNTpRSSinVr2hyopRSSql+RZMTpZRSSvUrmpwopfqMiMwXESMiN/fBuceLiF1Ezu7tc/cVEblMROpEJLmvY1GqLZqcKNXPNfkHfk8Xj58sIr8WkSQPh9YjejHeJ4E1xpjPWokjTERq3K/9DZ2puMl71vRRIyIHROQ/IjKmA+UrRGSTiPyfiFhbKfv0yWcHEYl2JyFGRFY1bDfGLMO1FMFjnbkepXqbJidKDX6TcS0il/T/27v3YKvKMo7j319iSGJmQ9fpMpbNJNBkNiaUZKBo08ULTaUpKRxttJGmi13MpnSaNKMpmylJocADTU2YjiKogyOZOYqGZqAlN8sSvFFhhheEpz+etWO7WXvti3jOPszvM7Nnnb3Wu9b7rvPPevb7Pu+7BrcZpX4HjADm1+07iBe5vZLGA5PJAKWZk4Dh5DuF+rqs6pfky9GmAjOAxeTL4pZLenNF+U8D3yZf0ngxMKuk7NPAp4o3gDeaSr4Q8bmSYz8Cjpc0pqM7MRtADk7MbNBExPaIeDoitg1w1Z8lX9q2pKJMH7CeDAwOl/TWLuq5KyIWFJ/ZETED+CqwDzClovz8iLgIOJR86+tpkl7TUPYqYD/g2JLrTCPv7ZmSY1cCW4AzurgfswHh4MRsCJJ0atFlP0nS2ZLWSXpG0mpJp9SVOw+YW3xdVjccMK+uzHBJX5d0bzH08G9JiyS9q5s668rvVQzP3C9pS3HdlZJm1pV5Xs5JVXslTSn+Pq3J/+ReSWslqcX/bhhwHLA0IrY2KXMw2YMzH+gneyGmVV23AxuK7bOtCkbEE+RbcAW8peHwXcA9je2S9B5gDDv+j43XfBK4Bfh4R602G0DDBrsBZvaCXEAOi1xK/ko+E5gnaW1E3Er+Sn4d8Jmi7J+L89YBSNoTuB54L/kg/jGwL3A6cKuk90fEHzqss+YnwHTy4f5DYA/gbcCkivupau+dwMNkj8ac+pMkjQNGA+dG61etvxsYCdxRUaY2jNMfEeslrQROkfTNiNje4vr1XiZpVPH3CGAs8B3gceA3rU4uAq0Diq+PlxSZC/xA0hsi4h/FvunAo8C1FZe+DTha0tsj4i+tb8NsYDk4MRvahgOHRMS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- }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "sns.set_context('talk')\n", - "fig, axs = plt.subplots(figsize=(8, 5))\n", - "for i, modality, col in zip((0, 1), ['Extero', 'Intero'], ['#4c72b0', '#c44e52']):\n", - " \n", - " this_df = df[(df.Modality == modality) & (df.TrialType == 'psi')]\n", - "\n", - " t, s = this_df.EstimatedThreshold.iloc[-1], this_df.EstimatedSlope.iloc[-1]\n", - " # Plot Psi estimate of psychometric function\n", - " axs.plot(np.linspace(-40, 40, 500), \n", - " (norm.cdf(np.linspace(-40, 40, 500), loc=t, scale=s)),\n", - " '--', color=col, label=modality)\n", - " # Plot threshold\n", - " axs.plot([t, t], [0, .5], color=col, linewidth=2)\n", - " axs.plot(t, .5, 'o', color=col, markersize=10)\n", - "\n", - " # Plot data points\n", - " for ii, intensity in enumerate(np.sort(this_df.Alpha.unique())):\n", - " resp = sum((this_df.Alpha == intensity) & (this_df.Decision == 'More'))\n", - " total = sum(this_df.Alpha == intensity)\n", - " axs.plot(intensity, resp/total, 'o', alpha=0.5, color=col, markeredgecolor='k', markersize=total*5)\n", - "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", - "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", - "plt.tight_layout()\n", - "plt.legend()\n", - "sns.despine()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Psychometric functions fitted using the estimated threshold and slope from the final trial on each condition. The size of the circles reflects the proportion of responses for each intensity level." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Pulse oximeter" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Visualization of PPG signal" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This interactive graph shows the PPG signal recorded at each interoceptive trial. Blue and red time series represent different trials of 6 seconds each. In each trial, the 5 last seconds were used to estimate the average heart rate of the participant, the first second was included to help peak detection algorithm initialization.\n", - "\n", - "Bad trials are represented with shaded area. A trial was marked as bad and removed if one of the two conditions was met:\n", - "* Contain a RR interval marked as an outlier. Outliers were detected using the MAD rule on all RR intervals in the recording.\n", - "* The standard deviation of the RR interval inside the trial is larger than 5." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "drop, bpm_std, bpm_df = [], [], pd.DataFrame([])\n", - "clean_df = df.copy()\n", - "clean_df['HeartRateOutlier'] = np.zeros(len(clean_df), dtype='bool')\n", - "for i, trial in enumerate(signal_df.nTrial.unique()):\n", - " color = '#c44e52' if (i % 2) == 0 else '#4c72b0'\n", - " this_df = signal_df[signal_df.nTrial==trial] # Downsample to save memory\n", - " \n", - " signal, peaks = oxi_peaks(this_df.signal, sfreq=1000)\n", - " bpm = 60000/np.diff(np.where(peaks)[0])\n", - " \n", - " bpm_df = bpm_df.append(pd.DataFrame({'bpm': bpm, 'nEpoch': i, 'nTrial': trial}))\n", - "\n", - "# Check for outliers in the absolute value of RR intervals \n", - "for e, t in zip(bpm_df.nEpoch[pg.madmedianrule(bpm_df.bpm.to_numpy())].unique(),\n", - " bpm_df.nTrial[pg.madmedianrule(bpm_df.bpm.to_numpy())].unique()):\n", - " drop.append(e)\n", - " clean_df.loc[t, 'HeartRateOutlier'] = True\n", - "\n", - "# Check for outliers in the standard deviation values of RR intervals \n", - "for e, t in zip(np.arange(0, bpm_df.nTrial.nunique())[pg.madmedianrule(bpm_df.copy().groupby(['nTrial', 'nEpoch']).bpm.std().to_numpy())],\n", - " bpm_df.nTrial.unique()[pg.madmedianrule(bpm_df.copy().groupby(['nTrial', 'nEpoch']).bpm.std().to_numpy())]):\n", - " if e not in drop:\n", - " drop.append(e)\n", - " clean_df.loc[t, 'HeartRateOutlier'] = True" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
", - "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-02-27T00:12:27.021864\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.4, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "meanBPM, stdBPM, rangeBPM = [], [], []\n", - "\n", - "fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(30, 10))\n", - "for i, trial in enumerate(signal_df.nTrial.unique()):\n", - " \n", - " color = '#c44e52' if (i % 2) == 0 else '#4c72b0'\n", - " this_df = signal_df[signal_df.nTrial==trial] # Downsample to save memory\n", - " \n", - " # Mark as outlier if relevant\n", - " if i in drop:\n", - " ax[0].axvspan(this_df.Time.iloc[0], this_df.Time.iloc[-1], alpha=.3, color='gray')\n", - " ax[1].axvspan(this_df.Time.iloc[0], this_df.Time.iloc[-1], alpha=.3, color='gray')\n", - " \n", - " ax[0].plot(this_df.Time, this_df.signal, label='PPG', color=color, linewidth=.5)\n", - "\n", - " # Peaks detection\n", - " signal, peaks = oxi_peaks(this_df.signal, sfreq=1000)\n", - " bpm = 60000/np.diff(np.where(peaks)[0])\n", - " m, s, r = bpm.mean(), bpm.std(), bpm.max() - bpm.min()\n", - " meanBPM.append(m)\n", - " stdBPM.append(s)\n", - " rangeBPM.append(r)\n", - "\n", - " # Plot instantaneous heart rate\n", - " ax[1].plot(this_df.Time.to_numpy()[np.where(peaks)[0][1:]], \n", - " 60000/np.diff(np.where(peaks)[0]),\n", - " 'o-', color=color, alpha=0.6)\n", - "\n", - "ax[1].set_xlabel(\"Time (s)\")\n", - "ax[0].set_ylabel(\"PPG level (a.u.)\")\n", - "ax[1].set_ylabel(\"Heart rate (BPM)\")\n", - "ax[0].set_title(\"PPG signal recorded during interoceptive condition (5 seconds each)\")\n", - "sns.despine()\n", - "ax[0].grid(True)\n", - "ax[1].grid(True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Heart rate - Summary statistics" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This figure show the evolution of the average and standard deviation of the instantaneous heart rate across time. An instantaneous frequnecy was derived between each peak detected in the PPG signal (also known as pulse-to-pulse intervals, or pseudo RR intervals). Rapid increase or decrease of the heart rate frequency can lead to larger standard deviation, and less accurate estimation of the average heart rate." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9-final" + }, + "toc-autonumbering": true, + "toc-showcode": true, + "toc-showmarkdowntxt": true, + "toc-showtags": true, + "colab": { + "name": "HeartRateDiscrimination.ipynb", + "provenance": [], + "toc_visible": true } - ], - "source": [ - "sns.set_context('talk')\n", - "fig, axs = plt.subplots(figsize=(13, 5), nrows=2, ncols=2)\n", - "meanBPM = np.delete(np.array(meanBPM), np.array(drop))\n", - "stdBPM = np.delete(np.array(stdBPM), np.array(drop))\n", - "for i, metric, col in zip(range(3), [meanBPM, stdBPM], ['#b55d60', '#5f9e6e']):\n", - " axs[i, 0].plot(metric, 'o-', color=col, alpha=.6)\n", - " axs[i, 1].hist(metric, color=col, bins=15, ec=\"k\", density=True, alpha=.6)\n", - " axs[i, 0].set_ylabel('Mean BPM' if i == 0 else 'STD BPM')\n", - " axs[i, 0].set_xlabel('Trials')\n", - " axs[i, 1].set_xlabel('BPM')\n", - "sns.despine()\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Save dataframe" - ] }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "4 Interoception trials and 0 exteroception trials were dropped after trial rejection based on heart rate outliers.\n" - ] + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "RS4nPf2SHuhG" + }, + "source": [ + "Author: Nicolas Legrand " + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZUJgGeY7H8gq" + }, + "source": [ + "%%capture\n", + "if 'google.colab' in str(get_ipython()):\n", + " ! pip install git+https://github.com/LegrandNico/metadPy.git\n", + " ! pip install systole\n", + " ! pip install pingouin" + ], + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "VNcqaB4zHuhM" + }, + "source": [ + "import os\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import norm\n", + "import seaborn as sns\n", + "import numpy as np\n", + "from metadPy import sdt\n", + "from metadPy.utils import trials2counts, discreteRatings\n", + "from metadPy.plotting import plot_confidence\n", + "from systole.detection import oxi_peaks\n", + "import pingouin as pg\n", + "\n", + "sns.set_context('talk')\n", + "%matplotlib inline" + ], + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4cMI7LRPHuhO" + }, + "source": [ + "# Heart Rate Discrimination task - Summary results" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "inaNEpksHuhO" + }, + "source": [ + "This notebook introduces basic analysis steps, plots and quality check for the Heart Rate Discrimination task. The current version use data from a young and healthy participant tested with the default task parameters implemented in the launcher.py file (80 trials per condition, 30 using a 1-Up/1-Down staircase and 50 using the Psi method.\n", + "\n", + "The target directory is defined by the `path` variable and should include the following files: `final.txt` (the behavioural data), `Intero_posterior.npy` and `Extero_posterior.npy` (the posterior estimates) and `signal.txt` (the PPG signal time series during the interoception trials)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "p8NY1tssHuhP" + }, + "source": [ + "**Import data**" + ] + }, + { + "cell_type": "code", + "metadata": { + "tags": [ + "parameters" + ], + "id": "RanXAiXtHuhP" + }, + "source": [ + "resultPath = \"./\"\n", + "reportPath = \"./\"" + ], + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "e06-piOKHuhQ" + }, + "source": [ + "resultsFiles = os.listdir(resultPath)\n", + "# Logs dataframe\n", + "df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('final.txt')][0]))\n", + "\n", + "# History of posteriors distribution\n", + "try:\n", + " interoPost = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('Intero_posterior.npy')][0]))\n", + " exteroPost = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('Extero_posterior.npy')][0]))\n", + "except:\n", + " interoPost, exteroPost = None, None\n", + "\n", + "# PPG signal\n", + "signal_df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('signal.txt')][0]))\n", + "signal_df['Time'] = np.arange(0, len(signal_df))/1000 # Create time vector" + ], + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-YL6QItZHuhQ" + }, + "source": [ + "# Response time" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 371 + }, + "id": "1e2HWDnnHuhR", + "outputId": "7855b6b4-80f1-438e-b70d-087d1b198442" + }, + "source": [ + "palette = ['#b55d60', '#5f9e6e']\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(13, 5))\n", + "for i, task, title in zip([0, 1], ['DecisionRT', 'ConfidenceRT'], ['Decision', 'Confidence']):\n", + " sns.boxplot(data=df, x='Modality', y=task, hue='ResponseCorrect',\n", + " palette=palette, width=.15, notch=True, ax=axs[i])\n", + " sns.stripplot(data=df, x='Modality', y=task, hue='ResponseCorrect',\n", + " dodge=True, linewidth=1, size=6, palette=palette, alpha=.6, ax=axs[i])\n", + " axs[i].set_title(title)\n", + " axs[i].set_ylabel('Response Time (s)')\n", + " axs[i].set_xlabel('')\n", + " axs[i].get_legend().remove()\n", + "sns.despine(trim=10)\n", + "\n", + "handles, labels = axs[0].get_legend_handles_labels()\n", + "plt.legend(handles[0:2], ['Incorrect', 'Correct'], bbox_to_anchor=(1.05, .5), loc=2, borderaxespad=0.)" + ], + "execution_count": 12, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 12 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AHWKhCf-HuhT" + }, + "source": [ + "Response time distribution for the decision and the confidence rating phases for correct (red) and incorrect (green) responses." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "D3XNBf5-HuhT" + }, + "source": [ + "# Metacognition" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4XUsazH4HuhU" + }, + "source": [ + "SDT estimate for decision 1 perforamces (d' and criterion)" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FZ7NrgpXHuhV", + "outputId": "46b4306d-7eb6-4196-b180-c8e5754d5b1b" + }, + "source": [ + "for i, cond in enumerate(['Intero', 'Extero']):\n", + " this_df = df[df.Modality == cond].copy()\n", + " this_df['Stimuli'] = (this_df.responseBPM > this_df.listenBPM)\n", + " this_df['Responses'] = (this_df.Decision == 'More')\n", + "\n", + " hit, miss, fa, cr = this_df.scores()\n", + " hr, far = sdt.rates(hits=hit, misses=miss, fas=fa, crs=cr)\n", + " d, c = sdt.dprime(hit_rate=hr, fa_rate=far), sdt.criterion(hit_rate=hr, fa_rate=far)\n", + " \n", + " print(f'Condition: {cond} - d-prime: {d} - criterion: {c}')" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Condition: Intero - d-prime: 1.38023349795524 - criterion: 0.4602326313983878\n", + "Condition: Extero - d-prime: 2.699085962223946 - criterion: 0.382121415010272\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 369 + }, + "id": "pUYRU_Z5HuhV", + "outputId": "f9270088-3c65-49b8-aa67-b35fd3038a00" + }, + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(13, 5))\n", + "\n", + "for i, cond in enumerate(['Intero', 'Extero']):\n", + " try:\n", + " this_df = df[(df.Modality == cond) & (df.RatingProvided == 1)]\n", + " this_df = this_df[~this_df.Confidence.isnull()]\n", + " new_confidence, _ = discreteRatings(this_df.Confidence)\n", + " this_df['Confidence'] = new_confidence\n", + " this_df['Stimuli'] = (this_df.Alpha > 0).astype('int')\n", + " this_df['Responses'] = (this_df.Decision == 'More').astype('int')\n", + " nR_S1, nR_S2 = trials2counts(data=this_df)\n", + " plot_confidence(nR_S1, nR_S2, ax=axs[i])\n", + " axs[i].set_title(f'{cond} condition')\n", + " except:\n", + " print('Invalid ratings')\n", + " this_df = df[df.Modality == cond]\n", + " sns.histplot(this_df[this_df.ResponseCorrect==1].Confidence, ax=axs[i], color=\"#5f9e6e\",)\n", + " sns.histplot(this_df[this_df.ResponseCorrect==0].Confidence, ax=axs[i], color=\"#b55d60\")\n", + " axs[i].set_title(f'{cond} condition')\n", + "sns.despine()\n", + "plt.tight_layout()" + ], + "execution_count": 14, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ymYSLHbFHuhV" + }, + "source": [ + "Distribution of confidence ratings for correct (green) and incorrect (red) trials. Overlapping distribution suggests that the subjective confidence in the decision was not predictive of decision performances." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oUcRkqj6HuhW" + }, + "source": [ + "# Psychophysics" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qEHiQ1WIHuhW" + }, + "source": [ + "Distribution of the intensities values." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 369 + }, + "id": "kGw43ZDGHuhW", + "outputId": "9a48140d-1d03-4867-8123-9b303ee945a1" + }, + "source": [ + "fig, axs = plt.subplots(1, 1, figsize=(8, 5))\n", + "\n", + "for cond, col in zip(['Intero', 'Extero'], ['#c44e52', '#4c72b0']):\n", + " this_df = df[df.Modality == cond]\n", + " axs.hist(this_df.Alpha, color=col, bins=np.arange(-40.5, 40.5, 5), histtype='stepfilled',\n", + " ec=\"k\", density=True, align='mid', label=cond, alpha=.6)\n", + "axs.set_title('Distribution of the tested intensities values')\n", + "axs.set_xlabel('Intensity (BPM)')\n", + "plt.legend()\n", + "sns.despine(trim=10)\n", + "plt.tight_layout()" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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inu4+lnjo6c6S5S8RX8efJAHVy0ndpxGvC3ZAhjpuJZ6Fd52kAcQRnWNImVMXQvi34r3KRgFPS7qd9a/5AcT9sjD36Y+StiN+pheukn0C8fO7dDJ869Tcp3H50XgP1p/yW3isIb5pXyC+kY8pU24YG16Aa0vi2TyPEyc6riR+qdwI7FpSdlfiG+zDQr1Fy2o7hXyDOkvSjiJOlnwzqfs54Btl1nMO6y8I+BLx2j0brTvJ+xPioYbVFJ2uW0v+XsQJfHOTMnOJw/I96+pL0bLplDlNNiVv4UJ/rxG/PN4l/qLrn5I382niSf7BxF/dKyhzob+UMuOLt2dR+p7EwPKtpJ3vEK8ncwHQPUNbyu4zyfJPE0fI3mX9hd6mEX/xti9q95+T/XI58UvjMeKIm7Js92RZx6TdzyXrWZzsR39k4wvebU+8RtGHNMGF/lLyj2LjU447EiebvkN8f5e+h/oTzzicnbx2hYvfXQb0q2vbpu1bxFHFfyTbYyXxgpe3U3Qqdbl9vbb21rJ/9SQeOnqFuL8WLjJ6Jclp3cRJ0OOIc8Fqkm03izinpk893hdbJq9RAP5YJk//pL/vEecUPk4M5NO2z0ZpSfpA4sUBVxAD4uuIPwxS38fEw0t/I+7Xhdd8CkUXvCQGrXcTP5cKF6n8P+CrWfuf94eSF8rMzMwsNzwHx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7reE0cc+iNjMzy6/U6yx5BMfMzMxyxwGOmZmZ5Y4DHDMzM8sdBzhmZmaWOw5wzMzMLHcc4JiZmVnuOMAxMzOz3GkN18ExM7NWKoTAggULWLFiBWvXrm3u5lgGbdq0oX379vTs2RMp9RI3mTjAMTOzXAoh8NZbb7F48WKqqqpo27ZtczfJMli9ejVLlixh5cqV9O3bt8FBjgMcMzPLpQULFrB48WJ69+5N9+7dm7s5Vg8LFy7knXfeYcGCBfTq1atB6/AcHDMzy6UVK1ZQVVXl4KYF6t69O1VVVaxYsaLB6/AIjpnZJpg0aRJz5sypaJ39+vVj6NChFa2zJVq7dq0PS7Vgbdu23aR5Uw5wzMw2wZw5c7j3wSfp2qN3Reqref8dvnBERaoya9Ec4JiZbaKuPXpz5BdPrkhdD9wzoSL1mLV0noNjZmZmueMAx8zMzHLHh6jMzKxVaY6J4Wk2ZbL4+PHjGT58OE899RT77rtv5nJvv/021157Lccee2y9yrVEDnDMzKxVmTNnDs/ddx99ujbf6ePzaxbCkCEVr/ftt9/mF7/4BTvssIMDHDMzs7zp07U7I446qtnqv2Hq1GaruyksW7aMjh07NnczNuA5OGZmZi1cdXU1++67L88//zzV1dV07NiRvn37MmbMmHV5pk+fzn777QfA8OHDkYQkxo8fvy7PI488wtFHH83WW29Np06dOOqoo3jiiSc2qGvYsGF07dqVmTNncswxx7DVVltx5plnArBkyRJGjhxJ3759qaqqYo899uD3v/99078AKRzgmJmZ5cD777/PMcccw3777cfYsWPZbbfdOPfcc5kyZQoAu+++O5deeikA3/3ud5k4cSITJ05k0KBBAEydOpXq6mpWrlzJRRddxMUXX8zcuXMZNGgQL7744gZ1rV69ms997nNst912/OY3v2HIkCGEEPjSl77ElVdeyRe/+EXGjh3L9ttvz5lnnrmu3kryISozM7McmDt3Lrfccgtf//rXARgxYgT9+/fnhhtu4POf/zy9e/dm8ODBnHfeeRxyyCF861vfWld27dq1nHHGGXzuc5/jnnvuWZc+YsQIBgwYwEUXXcRtt922Ln3ZsmV861vf4qKLLlqXdtdddzFt2jQuv/xyzj33XAC+973vMWTIEC6++GJOO+00evbs2dQvwzoewTEzM8uBLl26cOKJJ677f8stt+Sggw7itddeq7PsM888w6xZs/j617/OggUL1j1Wr17NZz7zGaZPn75RmdNPP32D/ydPnky7du34/ve/vy5NEmeddRYrV65kaoXnHXkEx8zMLAf69euHpA3SunXrxrPPPltn2ZkzZwLwzW9+M3V5mzYbjodUVVWx7bbbbpD2xhtvsN1229GpU6cN0gcMGLBueSU5wDEzM8uBcjcWDSHUWbZwU8tx48ax55571pm/ffv29WtcM3CAY2Zm1kqUjvAU7LzzzgB07dqVoxp4+nz//v158MEHWbp06QajOC+//PK65ZXkAMfMcqM5rlAb6/N0RmsZCoFHTU3NBun7778/O+20E7/+9a8ZOnToRte0ee+99+jVq1et6x48eDDXXXcd11xzDeeccw4QR49++9vfUlVV1eDAqaEc4JhZbsyZM4d7H3ySrj16V7DWNnTr8bEK1meNYX7Nwma92N78moVU7nyi9XbYYQe6d+/OtddeS+fOnenUqRMDBw5kxx135LrrrmPIkCHstddenHLKKfTp04e5c+dy//33s8suuzBx4sRa1/3FL36Rww8/nJ/+9Ke8/vrrfOITn+C+++5jypQpXHzxxRU9gwoc4JhZznTt0Zsjv3hyczfDNmP9+vVrltskFOtZaEeFbbHFFkyYMIFzzz2X008/nY8++og//elP7Ljjjhx55JE88sgjXHTRRVx55ZUsXbqUbbfdlk996lMbnTGVpk2bNtx9992cf/75TJo0ieuvv56dd96Zq6++et2FACtJWSYftXC576CZRWPHjuWhZ97KdYDzwD0TOHSfvvzoRz9q7qZs9gpn7VR67oc1jnpsv9SJRT5wbGZmZrnjAMfMzMxyxwGOmZmZ5Y4DHDMzM8sdBzhmZmaWOw5wzMzMLHcc4JiZmVnuZApwJFVJGi1pnqTlkh6VdGTGsn0lTZJUI+lDSXdK2jElXyjzqPvqQmZmZmZFsl7JeDzwVeAKYBYwDJgi6bAQwr/KFZK0FTAN6AxcCnwEjASmS9o3hPBBSZG/ATeXpD2WsY1mZmZmQIYAR9JBwInAyBDCFUnaBOB5YDQwqJbiZwK7AAeEEJ5Kyk5Jyo4Efl6Sf0YIoTTAMTMzM6uXLIeovgasBq4vJIQQVgA3AIdK6lNH2UcLwU1SdgbwADA0rYCkDpLaZ2iXmZmZWaosAc5+xJGVJSXpjxPv/7BvWiFJbYC9gf+kLH4c+LikjiXp3wGWAsslPSvpuNoalszrqe2x1vcgMTMza32yzMHpA7yVkj4/ed62TLnuQFVRvtKyStb9apL2CPBn4HWgH3AW8BdJ3wgh3JqhnWm0aNGiBhY1M7M8mjRpEnPmzGnuZtCvXz+GDk09mFGn8ePHM3z48LLLn3vuOfbcc89M65oxYwa33XYbw4YNY4cddmhQezZHWQKcDsDKlPQVRcvLlSNr2RDCp4szSLqJOFdnjKTbQsptz0MIXWtpN5JqgC615TEzs9Zlzpw53Pvgk3Tt0bvZ2lDz/jt84YhNX8+ll17K9ttvv1F6v379Mq9jxowZ/OIXv6C6urrVBTjLiSMxpdoXLS9XjgaWJYSwVNK1wOXAbsCMuptqZmZWt649enPkF09utvofuGdCo6xn8ODB7Ltv6kyRZrds2TI6diydiVI5WebgzCceSipVSJtXptxC4uhNubKB9MNXxQpjiN3ryGdmZmZFfv7zn9O2bVseeuihDdK/8Y1v0KlTJ2bNmsX48eM57rg43fXwww9HEpKYPn36uvz33nsvn/rUp+jUqRNdunThuOOOY9asWRuss7q6mn333ZfHH3+cQw89lA4dOjBmzBgA3n33Xb797W/Tq1cv2rdvz/77788dd9zRtJ0nW4DzNDAguaZNsYHJ8zNphUIIa4HngANTFg8EZoYQltVR907J83sZ2mlmZtaq1NTUsGDBgg0eCxcuBOCCCy5gr732Yvjw4SxbFr9u//KXv3Drrbdy+eWXs8suuzBo0CDOPvtsAH72s58xceJEJk6cyO677w7EuT5f+tKX6NmzJ2PGjOG///u/1wUx77zzzgZtee+99/jCF77AJz/5Sa688koOPvhgli9fTnV1NbfccgvDhg1jzJgxVFVVcfzxx3PzzU17VZgsh6juAH5MPMOpcB2cKmA48HAIYV6Stj3QMTkNvLjsZZL2K7oOzm7AEcRDTyRpPUMIC4orldSDeB2d10MIMxvYPzMzs9w6/PDDN0rr0aMHCxYsoF27dtx000188pOf5Nxzz+XCCy/kjDPOoLq6mu9///sA7LTTThx22GFcccUVHH300VRXV69bz5IlSzj77LP53ve+x1VXXbUu/YQTTuATn/gE48aN4/LL132VM2/ePG644Qa+/e1vr0u78soreemll7jttts44YQTADjttNMYOHAgP/7xjznhhBNo165dY78sQIYAJ4TwmKTbiZN9C2c9nQL0J17RuGACcBjx7KiCa4BTgcmSxhKvZPxD4qGpcUX5vi/py8C9wJtAX+C7wDbAsQ3qmZmZWc5de+217Lzzzhukbbnlluv+3meffTj//PMZNWoUjz32GMuWLePGG29EUumqNvL3v/+dRYsWMXToUBYsWD8G0blzZ/bZZ58NDmMBdOzYkZNOOmmDtMmTJ9O3b98NzharqqrijDPO4PTTT+eJJ57g4IMPrk+XM8t6q4aTgYuT527As8DgEMLDtRUKISyWVE0MZi4gHhKbBpwdQni/KOsjwKeJwVB3YAnwL+CXddVhZmbWWg0cOLDOScY/+9nPuO222/j3v//NVVddxY47bnQ7yFQzZ8aDJ4MGpd+wYKeddtrg/+22226j0Zg33niDj3/84xsFVAMGDFi3vFkDnOTKxeckj3J5qsukzwWOr2P99wP3Z2mLmZmZZffKK6/w2muvAfD8889nLrd27VoAbrnlFnr16rXR8g4dOtT6f3PLOoJjZmZmLcyaNWs45ZRT6N27N8cffzxjx47l+OOP58gjj1yXp9zhqsKhrz59+mwwN6c++vfvz4svvkgIYYN6Xn755XXLm0qWs6jMzMysBbr88sv5z3/+w/XXX89ll13Gfvvtx4gRI1i8ePG6PJ06dQLiGVnFPvvZz7L11lvzy1/+ko8++mijdRfPyyln8ODBzJ07d4PTwletWsXvf/97evfuzQEHHNDQrtXJIzhmZtbq1Lz/TqNdbK+h9cfzaTbN5MmTUw87VVdX88EHH3DRRRdx2mmncfTRRwNw0003ceCBB3LOOedw7bXXAnEi8hZbbMHo0aNZtGgRVVVVHHHEEWyzzTb87ne/45RTTuHAAw/khBNOoEePHsyePZu7776bY489lksuuaTW9n33u9/lD3/4AyeddBL//ve/6devH7feeitPP/00EydObLIzqMABjpmZtTL9+vVrlNskbJq+9bqdQjnnnXdeavrtt9/OZZddRp8+ffjVr361Ln2vvfbiwgsv5Pzzz193qKpXr15cd911XHLJJYwYMYI1a9Ywbdo0ttlmG0466SS23XZbLr/8ci6//HJWr17NdtttR3V1NSeeeGKd7evQoQPTpk3jpz/9KTfeeCOLFy9mjz32YNKkSRx/fK3TczeZUm7xlBuSarp06dKldNjNzPJp7NixPPTMW816Cf6m9sA9Ezh0n7786Ec/au6mbPbeeOMNoGnneVjTqcf2S51E5Dk4ZmZmljsOcMzMzCx3HOCYmZlZ7jjAMTMzs9xxgGNmZma54wDHzMzMcscBjpmZ5VKbNm1Ys2ZNczfDGmjNmjW0adPwMMUBjpmZ5VL79u1ZuXIlCxcubO6mWD0tXLiQlStX0r59+wavw1cyNjOzXOrZsycrV67knXfeoaamhrZt2zZ3kyyDNWvWsHLlSjp37kzPnj0bvB4HOGZmlkuS6Nu3LwsWLGDFihWsXbu2uZtkGbRr125dcFPuTudZOMAxM7PckkSvXr2auxnWDDwHx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7DnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7DnDMzMwsdxzgmJmZWe5kCnAkVUkaLWmepOWSHpV0ZMayfSVNklQj6UNJd0rasY4yAyWtlRQkdc1Sj5mZmVlB1hGc8cBI4GbgLGAtMEXSIbUVkrQVMA34DHApcCGwPzBdUrcyZVcTpSAAACAASURBVAT8FliWsW1mZmZmG6gzwJF0EHAi8JMQwk9CCNcBRwBvAqPrKH4msAswOITwqxDCOOCzQF9iwJTmlKTMDdm6YGZmZrahLCM4XwNWA9cXEkIIK4gByKGS+tRR9tEQwlNFZWcADwBDSzNL6gxcBowCPsjQNjMzM7ONZAlw9gNmhBCWlKQ/DgjYN62QpDbA3sB/UhY/DnxcUseS9AuARcDvM7TLzMzMLNUWGfL0Ad5KSZ+fPG9bplx3oKooX2lZJet+FUDSrsT5PV8NIXwUp+LUTlJNHVm61LkSMzMzy50sIzgdgJUp6SuKlpcrRz3KjgP+EUK4N0ObzMzMzMrKMoKznDgSU6p90fJy5chSVtIxwDHEw2GZhRBqPYU8GeHxKI6ZmVkrkyXAmU88lFSqkDavTLmFxNGbcmUD6w9fjQHuBhZL2iFJKwQv20vqEEJIO9RlZmZmtpEsAc7TwFmStiqZaDwweX4mrVAIYa2k54ADUxYPBGaGEArXutke2As4LiXvM8BjwMEZ2mpmZmaWaQ7OHUA74DuFBElVwHDg4RDCvCRte0kDUsoeLGm/orK7Ea+jc3tRvm8Sg5vix5+TZd8CflKPPpmZmVkrV+cITgjhMUm3A2OSa968SrwYX39gWFHWCcBhxLOjCq4BTgUmSxoLfAT8kHhoalxRHfeV1iupcPr5fSGEus6WMjMzM1snyyEqgJOBi5PnbsCzxKsTP1xboRDCYknVxGDmAuKI0TTg7BDC+w1ttJmZmVltMgU4yZWLz0ke5fJUl0mfCxxf34aFEEYRr2hsZmZmVi9Zb7ZpZmZm1mI4wDEzM7PccYBjZmZmueMAx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7DnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7DnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHJni+ZugJmZZbfw/YVMnz6z4vX269ePoUOHVrxes4ZygGNm1oKsXLWSt19/iQXtqipW5/yahTBkSMXqM2sMDnDMzFqYzh06MuKooypW3w1Tp1asLrPG4jk4ZmZmljsOcMzMzCx3HOCYmZlZ7jjAMTMzs9xxgGNmZma54wDHzMzMcscBjpmZmeWOAxwzMzPLnUwBjqQqSaMlzZO0XNKjko7MWLavpEmSaiR9KOlOSTuW5Oku6SZJL0laLGmRpH9LOkmSGtIxMzMza72yXsl4PPBV4ApgFjAMmCLpsBDCv8oVkrQVMA3oDFwKfASMBKZL2jeE8EGSdWtgJ+CvwJtAW+AoYAKwK/DzevXKzMzMWrU6AxxJBwEnAiNDCFckaROA54HRwKBaip8J7AIcEEJ4Kik7JSk7kiRwCSHMBj5TUvZqSXcDZ0u6MIQQ6tEvMzMza8WyHKL6GrAauL6QEEJYAdwAHCqpTx1lHy0EN0nZGcADQJbb0r4BdALaZchrZmZmBmQ7RLUfMCOEsKQk/XFAwL7A/NJCktoAewPXpazzceBoSR1DCMuKyrQHtkoeg4DhwEMhhFVpDZNUU0fbu9Sx3Mxsk7z22mssWVL68dh0Vq1cSceK1WbWcmUJcPoAb6WkF4KabcuU6w5UkRL8JGlK1v1qUfp3gKuK/n+AON/HzGyztGTJEha++SYdt6yqSH1tVq5i6w4dKlKXWUuWJcDpAKxMSV9RtLxcOepZ9k5gBtATGEIMgMr+WAkhdC23DNaN8HgUx8yaVMctqxiwXd+K1LXgzS7s3ql9Reoya8myBDjLiSMxpdoXLS9XjvqUDSHMBeYm/94m6RpgqqTdQgjl6jEzMzPbQJZJxvOJIymlCmnzypRbSBy9KVc2kH74qtgdQD9qP1PLzMzMbANZApyngQHJNW2KDUyen0krFEJYCzwHHJiyeCAws3iCcRmFQ1g+zGRmZmaZZQlw7iCepv2dQoKkKuIZTg+HEOYladtLGpBS9mBJ+xWV3Q04Ari9KK1XmbpHEEd6nszQTjMzMzMgwxycEMJjkm4HxiTXvHkVOAXoz4ZnOE0ADiOeHVVwDXAqMFnSWOKVjH9IPDQ1rijf9yQdC9wHzAa6AV8hjvRcE0KY1ZDOmZmZWeuU9VYNJwMXJ8/dgGeBwSGEh2srFEJYLKmaGMxcQBwxmgacHUJ4vyjrA8A+yfq3AVYRD2+NAP6UtTNmZmZmkDHASa5cfE7yKJenukz6XOD4Otb/T+CfWdpiZmZmVpdMdxM3MzMza0kc4JiZmVnuOMAxMzOz3HGAY2ZmZrnjAMfMzMxyJ+tp4mZm9TJp0iTmzJlT0Tpjffn/3Ta/ZiE3TJ1asfoem/kK7VfUdeH5xtevXz+GDh1a8XotHxzgmFmTmDNnDvc++CRde/SuYK1t6NbjYxWsr/K6bN2Ddz+Ed5dWrs732nSn15y5LHj4XxWrc37NQhgypGL1Wf44wDGzJtO1R2+O/OLJzd2MXNlrz4MrXudDj9zHPp16MuKooypWZyVHqCyf8j+Wa2ZmZq2OAxwzMzPLHQc4ZmZmljsOcMzMzCx3HOCYmZlZ7jjAMTMzs9xxgGNmZma54wDHzMzMcscBjpmZmeWOAxwzMzPLHQc4ZmZmljsOcMzMzCx3fLNNMzPbLM2ZM4exY8dWtM5+/foxdOjQitZpTcMBjpmZbXb6dOvG/DfnsuDNuRWrc37NQhgypGL1WdNygGNmZpudwQccUPE6b5g6teJ1WtPxHBwzMzPLHQc4ZmZmljsOcMzMzCx3HOCYmZlZ7jjAMTMzs9xxgGNmZma54wDHzMzMcscBjpmZmeVOpgBHUpWk0ZLmSVou6VFJR2Ys21fSJEk1kj6UdKekHUvy9JM0StLjkj6QtEDStKx1mJmZmRXLOoIzHhgJ3AycBawFpkg6pLZCkrYCpgGfAS4FLgT2B6ZL6laU9cvAT4BZwPnAxcDWwFRJJ2XtjJmZmRlkuFWDpIOAE4GRIYQrkrQJwPPAaGBQLcXPBHYBDgghPJWUnZKUHQn8PMk3Ddg+hLCgqN5rgaeJwc7E+nXLzMzMWrMsIzhfA1YD1xcSQggrgBuAQyX1qaPso4XgJik7A3gAGFqU9kJxcJOkrQQmA/0ldcjQTjMzMzMg28029wNmhBCWlKQ/DgjYF5hfWkhSG2Bv4LqUdT4OHC2pYwhhWS11fwxYAqxIWyippo62d6ljuZnlyGuvvcaSJaUfVU1r6ZIltK1ojWaWRZYApw/wVkp6IajZtky57kAVKcFPkqZk3a+mFZa0C/AV4LYQQsjQTjNr5ZYsWcLCN9+k45ZVFauzLdCxqnL1mVk2WQKcDsDKlPQVRcvLlaMhZSV1BG4HlgI/K9ewEELXcsuS9dTgURyzVqXjllUM2K5vczfDzJpZlgBnOXEkplT7ouXlylHfspLaArcBuwOfCyGkjQCZmZmZlZUlwJlPPJRUqpA2r0y5hcTRm3JlA+mHr/4IDAG+HkL4vwztMzMzM9tAlrOongYGJNe0KTYweX4mrVAIYS3wHHBgyuKBwMzSCcaSfgUMB84OIUzK0DYzMzOzjWQJcO4A2gHfKSRIqiIGIg+HEOYladtLGpBS9mBJ+xWV3Q04gjjHhqL0c4AfA78MIVzVgL6YmZmZARkOUYUQHpN0OzAmuebNq8ApQH9gWFHWCcBhxLOjCq4BTgUmSxoLfAT8kHhoalwhk6TjgDHATOAlSd8qacZfQwhL69c1MzMza62yzMEBOJl4ReGTgW7As8DgEMLDtRUKISyWVE0MZi4gjhhNIx6Cer8o6z7J866kX7V4R+IZVWZmZmZ1yhTgJFcuPid5lMtTXSZ9LnB8HesfBYzK0hYzMzOzumS92aaZmZlZi+EAx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7WU8TN7MWbtKkScyZM6di9U2fPp0P1/aoWH1mjWHOnDmMHTu2YvX169ePoUOHVqy+1sQBjlkrMWfOHJ677z76dO1ekfrefukl2u74yYrUZdYY+nTrxvw357LgzbkVqW9+zUIYMqQidbVGDnDMWpE+Xbsz4qijKlLXYzNfYVnd2cw2G4MPOKCi9d0wdWpF62ttPAfHzMzMcscBjpmZmeWOAxwzMzPLHQc4ZmZmljsOcMzMzCx3HOCYmZlZ7jjAMTMzs9xxgGNmZma54wDHzMzMcscBjpmZmeWOAxwzMzPLHQc4ZmZmlju+2aaZNZlVK1fy7LPPVqy+pUuW0LZitZnZ5swBjpk1ia07dODDlatY8fY7FauzLdCxqqpi9ZnZ5ssBjpk1id2368eqpVUM2K5vczfFzFohz8ExMzOz3HGAY2ZmZrnjAMfMzMxyxwGOmZmZ5Y4DHDMzM8sdBzhmZmaWOw5wzMzMLHcyBTiSqiSNljRP0nJJj0o6MmPZvpImSaqR9KGkOyXtmJLvPEl3SXpbUpA0qp59MTMzMwOyj+CMB0YCNwNnAWuBKZIOqa2QpK2AacBngEuBC4H9gemSupVkvwQYCDyVtfFmZmZmaeq8krGkg4ATgZEhhCuStAnA88BoYFAtxc8EdgEOCCE8lZSdkpQdCfy8KO+OIYTZkroCHzSgL2ZmZmZAthGcrwGrgesLCSGEFcANwKGS+tRR9tFCcJOUnQE8AAwtzhhCmJ292WZmZmblZQlw9gNmhBCWlKQ/DgjYN62QpDbA3sB/UhY/DnxcUsd6tNXMzMwskyw32+wDvJWSPj953rZMue5AVVG+0rJK1v1qhjakklRTR5YuDV23mZk1n8lPPMH8Dyo/W6FPt24MPuCAitdrjS9LgNMBWJmSvqJoeblyNLCsmZm1YvM/+IB/zFtKly7dK1bnokULa51Uai1LlgBnOXEkplT7ouXlytHAspmEELrWtjwZ4fEojplZC9SlS3cO/dSQitX30CP3kf6b3FqiLHNw5hMPJZUqpM0rU24hcU8pVzaQfvjKzMzMbJNkCXCeBgYk17QpNjB5fiatUAhhLfAccGDK4oHAzBDCsqwNNTMzM8sqS4BzB9AO+E4hQVIVMBx4OIQwL0nbXtKAlLIHS9qvqOxuwBHA7ZvYdjMzM7NUdc7BCSE8Jul2YExyzZtXgVOA/sCwoqwTgMOIZ0cVXAOcCkyWNBb4CPgh8dDUuOJ6JJ2UrLMwP2eQpPOTv68KISyqX9fMzMystcoyyRjgZODi5Lkb8CwwOITwcG2FQgiLJVUTg5kLiCNG04CzQwjvl2QfQQyQCg5PHhBvEeEAx8zMzDLJFOAkVy4+J3mUy1NdJn0ucHyGOlLLm5mZmdVX1pttmpmZmbUYDnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHIn63VwrJUaOXIks2bNqni9u+yyC+PGjas7YyNoDX0EePrpp3lr5isVq29+zUJol3YrOjMDeGnuXBbedRfTp0+vaL2V/uxpLg5wrFazZs1ixqvv06Vz94rVuWjxworVBa2jjwA1NTXMD114ZmlVZSps14cuW/eoTF1mLVLgvYWBZStDxWpsjs+e5uIAx+rUpXN3vjL4GxWr7y+Tb6lYXQWtoY8AnTp14dBPDWmWus1sQ7tv149VS6sq+p5srs+e5uA5OGZmZpY7DnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7DnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHLHAY6ZmZnljgMcMzMzyx0HOGZmZpY7DnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHInU4AjqUrSaEnzJC2X9KikIzOW7StpkqQaSR9KulPSjmXyjpD0kqQVkl6R9L36dMbMzMwMso/gjAdGAjcDZwFrgSmSDqmtkKStgGnAZ4BLgQuB/YHpkrqV5D0NuB54Dvgv4FHgd5J+lLUzZmZmZgBb1JVB0kHAicDIEMIVSdoE4HlgNDColuJnArsAB4QQnkrKTknKjgR+nqR1IAZAd4UQhiZl/yipDXChpOtDCIsa0D8zMzNrhbKM4HwNWE0cXQEghLACuAE4VFKfOso+WghukrIzgAeAoUX5Dgd6ANeUlL8a6Ax8PkM7zczMzABQCKH2DNLfgd4hhL1L0o8EpgKDQwhTUsq1AZYB14UQflCy7GLgPGCrEMIySecBlwA9QggLi/JtCSwHfh1CODeljpo6+telS5cu1NTUla1hdt99dwBmzZrF2rVrm6SOzUFAtJEqVt/aEBC175eNrTX0ESrfT8uHEALU8V3RJCRUwf21WfpZ4T4212dP586d1/3dpUsX3njjjcZcfeoLWOchKqAP8FZK+vzkedsy5boDVUX5SssqWferyfPK4uAGIISwStL7tdRRl7Bo0aI5QP8Glq/VSy+9BICktcT+5PYw2pr41CX5t8n72Qwfpa2ijwBrKtjHZtYa+pnvPq5/k+S3n83Qx+b47Fm0aF23uixatChQgbO4swQ4HYCVKekripaXK0fGsh2AVWXWs6JcHSGErmXKVNqHsFm1p0kURszy3E/3MT9aQz9bQx+hdfSzNfQRMh15aTRZIqjlxJGYUu2LlpcrR8ay5eoo5C1Xh5mZmdlGsgQ484mHkEoV0uaVKbeQOHpTrmxg/eGr+cCWkroXZ0rm4PSopQ4zMzOzjWQJcJ4GBiTXtCk2MHl+Jq1QCGEt8Zo2B6YsHgjMDCEsK6qDlLwHJm18GjMzM7OMsgQ4dwDtgO8UEiRVAcOBh0MI85K07SUNSCl7sKT9isruBhwB3F6U70HiiM+ZJeXPAJYAG52lZWZmZlZOnZOMQwiPSbodGJNc8+ZV4BTimUnDirJOAA5jw9O1rgFOBSZLGgt8BPyQeEhqXFEdyyVdAFwtaRJwP/Hqx98Czg0hVGxSkpmZmbV8Wc6iAjgZuDh57gY8S7z+zcO1FQohLJZUTQxmLiCOGE0Dzg4hvF+S9xpJq4EfAV8G5gBnhRB+m707ZmZmZhku9Gd1a22n9+W5n+5jfrSGfraGPkLr6Gdr6CNUtp8OcMzMzCx3mvxKgmZmZmaV5gDHzMzMcscBjpmZmeWOAxwzMzPLHQc4ZmZmljsOcBqZpGskBUl3lln+JUlPSloh6U1JF0rKej2iZiHpc5KmSHorafdcSXdI+kSZ/C2xj0dK+pOkVyQtk/SqpOskfaxM/hbXR4hXEpc0TtIjkpYn++oOteQfIemlpJ+vSPpe5VrbMJKqJI2WNC/p46OSjmzudjWUpD6SLpc0TdLiZJtVl8nb4vZLSZ+UdLWkFyUtTdp9m6RdUvJ+StJDyXv0bUlXSurYHO2uL0kHSvqrpDeS/fJtSf9P0qdS8rbYfpaS9JNkn93olktN3U8HOI1I0t7EW1qsKLP888CdxNtS/Ffy988puqrzZmoP4i0zriLeTuMaYF/gcUl7FmdswX0cTbwS91+BHwB/Bk4EnpS0TXHGFtxHgEOI/dsaeKm2jJJOA64n3lPuv4BHgd9J+lFTN3ITjQdGAjcDZwFrgSmSDmnORm2C3YBzge2IF1lN1YL3y3OBrwBTidvrOqAaeErS7oVMkvYFHgDaE6+Ifz1wGvG92hLsTLy47h+B7wO/ArYB/iHp6EKmHPRzneQH4vnA0pRlTd/PEIIfjfQgXqX5RmA2cGfK8heAJ4C2RWmXAGuAXZu7/fXs6zbAauB3eegjMAhok5IWgFF56GPSzu5A5+Tvs5P+7ZCSrwOwoHQ/JgYNHwJdmrsvZfp3UNKns4vS2gOzgH80d/sa2KfOQI/k72OT/lWn5GuR+yXwKWDLkrRdiT8UxxelTQbmAlsVpX0neT2OaO5+NLDvHYG3gXvz2E/ij40HgenA0yXLmryfHsFpJJKOBz4JnFdm+R7EkZA/hBDWFC26hjiS9tUmb2Tjeg9YBqy7GmVL7mMI4R8hhLWlacRfw8W/IltsHwFCCAtDCIszZD0c6EHsV7GriV+4n2/stjWSrxED7+sLCSGEFcANwKGK99NrUUIIi0PJrW1KteT9MoTwSAhhVUnaTGLAtjuApK2Bo4EJIYQlRVknEEeXh1aouY0qhLCM+FnaFfLVT0kHEe8n+cOUZRXppwOcRiCpA/BrYHQIYX6ZbIU7qv+nODHEu7HPLVq+2ZLURVIvSXsRv0C2Jg4xFrT4PhaTtBWwFXEkoyBXfaxFaj+JIwRr2Xz7uR8wo+RDE+Bx4o2A9618kyoiV/ulJAG9Wf/e24t4eKe0f6uAp2lB/ZPUWVLPZD7cL4E9Wf85mot+JtvvKuCmEMJGc2+oUD8368lnLchPiB+ev64lT+GXY1oANB/YtrEb1QQeAA5I/l5CvAHr+KLleehjsbOBLYFJRWl562M5fYCVIYSFxYkhhFWS3mfz7Wcf4K2U9ML22lzbvanytl9+E+jL+hHxuvrXkuZX/Yn1I2qrgGuBXyb/56WfJxNHFI8ts7wi/XSAU0RSG+IXWp2SYW8kbU+cJHdqCGF5LUU6JM8rU5atIB6LbXIN6WORM4lDqTsBw4ht3oJ4SADy0cfCOgYBFwK3hhD+r2jRZtFHaJx+1qID8cM3zQrWvw6bmw6U3zaF5Xm02eyXm0rSAOKh0IeAiUlyXf1rSdv1F8AfiJPGTwKqgHbEvrX4fkrqDFwOXF7LEY2K9NMBzoYGEScK10lSrxDCAuJM+OeAW+ooUgh+qlKWtS9a3tQa0kcAQgiPFy27DXgx+ffHyXOL72OSNoB4NtUzwKklRTaXPsIm9rMOy0nvI1S+n/VRrt3ti5bn0ea0XzZYctbNfcAHwPFF8+Jy0T+AEMJzxO8MJN1MPEwznjh/LA/9PJ/44+g3teSpSD8d4GxoBjA8Y97Fkg4gTob6JtA/HnYE4uvaMbm+yPvJpM5CJNuHjYfl+gCPNLzZ9VKvPpZbEEKokTSV2PdCgNPi+yipH3A/UAMMCSGUnt64ufQRGmlbljEf2FJS9+LDVJK2JE4+nlfP9VXKfNYPfxcrpG2u7d5Um9N+2SCSugBTgC7Ap0MIbxctLu5fqT600O0aQlgt6S7g/GQuZ4vuZzKJ/2zgAqB30Xdie+LnyQ7AIirUTwc4RZI31Pis+ZMvQ4D/SVncF3gdOIN4jLUw0epA4MmidWxLHKpMm4jV6Orbxzp0IH4YFbToPkrqQQxuqoinKb6Tkm2z6CM0+rYsVdzP+4vSDySenFCxftbT08BZkrYqmWg8MHl+phnaVAmbzX7ZEJLaA/cAHweODCG8XJLleeAjYv/+UlRuS+LE8bpG0DdnHYhzODvT8vvZm3jYfHTyKPV6kn4ZFeinz6LaNI8Bx6U83iOetXEc8P8AQggvEH9xf1dS26J1nEE8K+V/K9fs+pHUKyVte+Jpfk8U0lp4HzsRr8vQFxgcQpiVlq8l97GeHiSeIn9mSfoZxAnmUyreomzuIM5n+E4hQVIVcaTr4eSsotxpyftl0t4/EyeWHh9CeLQ0TwhhEfFCgCclZzcWnEQ80/H2SrR1U5T5HN0aOB6YE0J4Nwf9fJ3078QXiNeHO454anhF+qnk4jrWiCTNJl7U6NiS9C8AdxO/PP5MPD3w+8RrV5R+kWw2JM0k/gJ8Angf2AUYQdwRjwohPFSUt6X28U7gy8QLNZbOa3knhPD3orwtso+w7jDAfyX/HgIMBsYSD8m9EUKYWJT3TOJkz9uJozifIZ4dcW4IYUwl210fkiYRz94YB7wKnEK8RtXhIYSHm7NtDSXp/OTP3YFvEPfT14GaEMLvkjwtcr+UdAXxCsb3sOEZiwBLQgh3Jvn2Jx5qe554mYrtgB8B00IIgyvX4oaR9CBxAu0jxIv79SMG3tsBJ4YQJiX5WnQ/00iaDnQNIexblNb0/WyMqwX6sdHVG2eTciXjZNmxwFPEHX0OcUb9Fs3d5jr68xPiZfrfJ54xNZ/4AbpPjvo4m3gFzbTH9Dz0MWn3DvXs56nEkYGVxKsB/6C5+5Chj+2Jk//nJ9vncWIg3uxt24Q+ldtms0vytbj9kniV26z9OxR4mDgJ9R3gt0Cn5u5Dxn5+O+nru8nn6HvEoO6wlLwttp+1bOOnU9KbtJ8ewTEzM7Pc8RwcMzMzyx0HOGZmZpY7DnDMzMwsdxzgmJmZWe44wDEzM7PccYBjZmZmueMAx8zMzHLHAY6ZbfYkTU+uEF7peveU9JGkoytdd0NI+qukTHeYN8s7BzhmOSCpWlKQ9OO6c5ddxzBJZzdmu5pShdr7G+I9rIpv1VF4rYsfKyS9JulPknZPaWta/pmSfiOpe1G+HYry3JvWIEntJL2X5JldsngUcJikLzVK781aMN9N3MwKhhFv5XBF8zYj1WeJd1wuNowmbK+kQ4g3lD22TJZbiTdohXhH6L2JN/n8qqS9QghvlOR/mnjfL4DuxPuAjQSOlnRACGFVUd4VwDGS+oQQ5pes50tAzyTPBkIIzyT3/bmAeF8qs1bLIzhmttkLIawKIayscLVnAgtYH8SUejKEcHPy+GMI4b+Ac4HOwFdS8r9VlP+3IYRjgHuJN8X8cknee4n3YjopZT3fBp4l3kg0zUTgwORmhmatlgMcs5wqOtwxStIXJP07OTQyX9KvJG1RlHc2cBjQv+RQSnVRnl0lTUzKr5I0O1lPp5J6xydlu0j6vaR3k3ofljSwJG8bSWdLelbSYkkfSnpZ0g2S2hXl22AOTm3tlXSXpGWStk55TT6Z5Pt5Ha/dFsSRm6khhNVZXu/EvOR5Va251vtb8rxLSfo7xMBqeEm7+gCfA/5UyzqnJM9DM7bBLJcc4Jjl32DgRuIX30jgGeDHxLvEF5xNvGv4AuKoQeHxEoCkA4D/AIOAPwDfI44y/AD4e3EwUuRvwHbARcBlxJGK+yR1LspzHjCOeDf3c4FzgL8ChwBVtfSptvb+kXjI6Osp5UYAa5PXozYHAFsR70ReTkdJIAl38QAABONJREFUPZNHP0mfBy5N2vS/day/YNfkeUHKshuBAcmhsoJTgDXAzeVWGEJ4m/h6Vmdsg1k+Nfdt1P3ww49NfxC/zALw46K0HZK0pcAORekCngfml6xjOjC7zPqfIQYUnUvSj0vqGFaUNj5Ju6Yk7/FJ+mlFaU8CL2bo30ZtK9deoC3wJvB4SXpHYBEwOUN9w5O2fqmW1zrt8QIwIKVMIAZ8PZPHrsRgcxVQA2xTss1+R5wj+TZwXdF6XgbuSP5+vpbtNRVY3Nz7pR9+NOfDIzhm+XdnCGF24Z8QQgCmAR+TtFVdhSXtRZxAewtQVTRq0RN4iBhAfTal6LiS/x9MnnctSlsE9JV0aNbO1CWEsIb/3969hMZVR3Ec//5ALDVSsVZ8LAw+cKOLVhAUH1DBLrRKUUEt7UIKtnXhRhAsXehKfBQ3FTGY6kYoiK5UglShSDXBR9VFFQNuSrtIbcUaV1qPi/O/zDSd3LkzRmNufh8Ybpj537kn2dyT//+c/83Zj5tL7JWHgFXAeIOvubQcT9WMGSOLkO8G7iNnoNYAH0oa7TF+A3CivH4kO7SOABsiYqbH7/EnWU/zsKSVkm4Drqf/7BPASeBCSSsbjDVrJSc4Zu33U4/3TpbjJQ3Or9qen6Nzg65eM8AIcFm/60ZEr2vuIruBPpV0TNLbkjZLOr9BXHXGyaWcbV3vbSvxNukuinKc27nVbToiDpTX+xHxItnhdDXwQo/xU3QSojuB0YhYGxF1y2BvkknZg2Rx8XE6dTt1qrijdpRZi7lN3Kz9ztR8VncDnztmDzAxz5hf5r5RZlJqrxkRn0u6liycXV9em4Hdkm6PiLoZlHlFxFFJE8AWSU8Do2RS8XI0Kxo+UY6ra0ede90pSb8Cd/X4+OeIODDg9x2RNEXWPN0I7K35u3ZbDcxGxDmt5GbLhRMcM6vM99/+dDmeGfQG3eiiEbNkUe67AJKeAF4lZ1xeqju1z1ePAfeS3VDryntNlqcg61vg7OW0ps6jvkB6UPvIwu7q5yauo/M7mC1LTnDMrDILXCxJpU6ncpi8We6Q9HpEnLX0VFqqVw0z2yJpTUTM7SD6uhz7zZ7MF2/lA3JJZzu5zHYoIn5oGNph4DRwS8PxACgf6TACHBrkvD72A1cCpyJiut9gSZeTM1b7FzAGsyXHCY6ZVSaBjcBeSZ+RS1ufRMSMpK1kkfB3kvaR3UIXkDMFDwDPkN1Tg/pe0iRZn3IcuAJ4nOwu6neDnjdeyCWyEuvuMn5X06DKue8BmyStiN6bDN4kaUv5eQVwQ4n9j65r/mMRcZp8BENT95TjOwsVg9lS5ATHzCqvANeQ3UY7yCaE9cBMRHwjaR2ZyNxfPv+N3G/lLeDjIa+5h7whPwlcRBYBTwLPR8S3w8bbNeYNMrH5ncFv+K+Rj4PYSO99bR6ls9fOX2Th9kcl9i8GvNZC2gp8GRFfLWIMZotOvWd2zcyWvrLz71FgPCK2D3H+BDASEXcseHD/AklrySW+TRHhZ1HZsuY2cTNrs53kxn9jQ57/FHCrpF77/PwfPQscdHJj5hkcM2shSY8AV5F79xyMfLClmS0jTnDMrHUkBWUDQeCxiDi2yCGZ2X/MCY6ZmZm1jmtwzMzMrHWc4JiZmVnrOMExMzOz1nGCY2ZmZq3jBMfMzMxa528NPf8rSML+WgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pAt0AIUmHuhX" + }, + "source": [ + "## Staircases" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-4aCpZH3HuhX" + }, + "source": [ + "### Psi" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "kWFkQFF6HuhX", + "outputId": "63a603b9-9c75-4733-98e7-87d69b1aaaec" + }, + "source": [ + "if sum(df.TrialType == 'psi') > 0:\n", + "\n", + " fig, axs = plt.subplots(figsize=(18, 5), nrows=1, ncols=2)\n", + "\n", + " # Plot confidence interval for each staircase\n", + " def ci(x):\n", + " return np.where(np.cumsum(x) / np.sum(x) > .025)[0][0], \\\n", + " np.where(np.cumsum(x) / np.sum(x) < .975)[0][-1]\n", + "\n", + " try:\n", + " for i, stair, col in zip([0, 1], [interoPost, exteroPost], ['#c44e52', '#4c72b0']):\n", + " ciUp, ciLow = [], []\n", + " for t in range(stair.shape[0]):\n", + " up, low = ci(stair.mean(2)[t])\n", + " rg = np.arange(-50.5, 50.5)\n", + " ciUp.append(rg[up])\n", + " ciLow.append(rg[low])\n", + "\n", + " axs[i].fill_between(x=np.linspace(0, len(this_df), len(ciUp)),\n", + " y1=ciLow,\n", + " y2=ciUp,\n", + " color=col, alpha=.2)\n", + " except:\n", + " pass\n", + "\n", + "\n", + " # Staircase traces\n", + " for i, cond, col in zip([0, 1], ['Intero', 'Extero'], ['#c44e52', '#4c72b0']):\n", + " this_df = df[(df.Modality == cond) & (df.TrialType != 'UpDown')]\n", + "\n", + " # Show UpDown staircase traces\n", + " axs[i].plot(np.arange(0, len(this_df))[this_df.TrialType == 'high'], \n", + " this_df.Alpha[this_df.TrialType == 'high'], linestyle='--', color=col, linewidth=2)\n", + " axs[i].plot(np.arange(0, len(this_df))[this_df.TrialType == 'low'], \n", + " this_df.Alpha[this_df.TrialType == 'low'], linestyle='-', color=col, linewidth=2)\n", + "\n", + " # Use different colors for psi and catch trials\n", + " for trialCond, pointCol in zip(['psi', 'psiCatchTrial'], [col, 'gray']):\n", + " axs[i].plot(np.arange(0, len(this_df))[(this_df.Decision == 'More') & (this_df.TrialType == trialCond)], \n", + " this_df.Alpha[(this_df.Decision == 'More') & (this_df.TrialType == trialCond)], \n", + " pointCol, marker='o', linestyle='', markeredgecolor='k', label=cond)\n", + " axs[i].plot(np.arange(0, len(this_df))[(this_df.Decision == 'Less') & (this_df.TrialType == trialCond)],\n", + " this_df.Alpha[(this_df.Decision == 'Less') & (this_df.TrialType == trialCond)], \n", + " 'w', marker='s', linestyle='', markeredgecolor=pointCol, label=cond)\n", + "\n", + " # Psi trials\n", + " axs[i].plot(np.arange(len(this_df))[this_df.TrialType=='psi'],\n", + " this_df[this_df.TrialType=='psi'].EstimatedThreshold, linestyle='-', color=col, linewidth=4)\n", + " \n", + " axs[i].axhline(y=0, linestyle='--', color = 'gray')\n", + " handles, labels = axs[i].get_legend_handles_labels()\n", + " axs[i].legend(handles[0:2], ['More', 'Less'], borderaxespad=0., title='Decision')\n", + " axs[i].set_ylabel('Intensity ($\\Delta$ BPM)')\n", + " axs[i].set_xlabel('Trials')\n", + " axs[i].set_ylim(-52, 52)\n", + " axs[i].set_title(cond+'ception')\n", + " sns.despine(trim=10, ax=axs[i])\n", + " plt.gcf()" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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ULBWOJen0RzHGTHVTlFJKqXGnAZFpyu5xkwiGSAaCU90UpZRSSs1SHqedQChGbyQx1U1RSimlxp0GRKYpcTjAGGJdXXpXRimllFJTwuNyEE0k6Q7q6ndKKaVmHg2ITGOOkhIS/gCp3t6pbopSSimlZiMBn8tJVyBKLJGa6tYopZRS40oDItOYzeMhHY0S79HkqkoppZSaGj6vk95IAr+OElFKKTXDaEBkGhMR7F4v8a4uUjHthCillFJq8tltgsNuo9MfIZXWabxKKaVmDg2ITHOOEh/J3l6SgcCojzXp9AS0SCmllFKzTanXSSCcINCrN2iUUkrNHBoQmebEbsdmtxPr7MKkCp+7m/D7CW7ZQioancDWKaWUUmo2cDntpFJpugPar1BKKTVzaECkCDhKS0kEAiSCoYLKJ8Nhwo3bSXR2kQxpQlallFJK7bpSr5OeoC7Bq5RSaubQgEgRsLlcmFSKeFfXiGXT8TjhxkYSgQDGGBJjmGqjlFJKKTWY1+0gEk/RE9JRIkoppWYGDYgUCWsJ3h6S4XDeMiaVIrx9O/GOLlzV1Th8PpLBEOl4fBJbqpRSSqmZSETwuOx0+mMkkroEr1JKqeKnAZEiYfd6SYWjxHt6cu43xhBpaiLa2oazshKbw2EdE4mQ7NVpM0oppZTadaUeJ72ROP6Q3mxRSilV/DQgUiREBLvHTaKzi3Ri6NzdWFs7keYWHCUl2N0u6xi7HWNSBeceGatIaxuxjs4JPYdSSimlpp7dbsMmQoc/QlqX4FVKKVXkNCBSRBylpSR7e0n4B+YFiXd3E9mxA5vDgcPnG7DP7vaQ9PtJJ5MT0qZEIEC0aQeRpiZd0UYppZSaBUq9LgK9cYJhHSWilFKquM3IgIiIfFdEjIi8lGPfUSKySUTCItIiIteKiC9XPdON2O0gQryzE5NOA5AMhQg3biedSOIsLx9yjN3rJRmNkBom98hYpRMJIs3NpKIxksEQ0bb2cT+HUkopVaxman/E7bKTSKToDsamuilKKaXULplxARERaQB+AAxJnCEiBwF/ATzAJcCtwPnAusls466wluANkgyFSEWjhBu3k+ztxVVVmbO8zenEJJITkkck2tZOvLMbV1UVjtIS4h0dJILBcT+PUkopVWxmen+kxOuiOxAlHNUleJVSShUvx1Q3YAKsAp7DCvYMjhL8GOgEjjPGhABEZCuwRkQ+Yoz562Q2dCzsbjcJv594ZxfpZJJ4VzfumjmILX9sy+Z0kejx46mvH7bcaCT8fqItrTh8XmwOB2K3E+toJ9rWjqOkZNzOo5RSShWpGd0f8XkctPdECPTG8XmcU90cpZRSakxm1LdWETkCOAPrbsvgfeXAR4E7+jofGXcAIeC0SWnkOHD4Soj3dBNrb8dVXWVNpRmG3eshGQ6TCkfG5fzWVJkWTCKOo7QUsJK+OsvKiXd1kvD7x+U8SimlVDGaDf0Rmwhuh52OngjJVHqqm6OUUkqNyYwJiIiIANcDvzbGDJmrC7wfa0TMc9kbjTFx4CXg4Dz19ozwSO++++7j/GyGZ/d5ScetnCE258h3ZWxuN+lYbNymzURbW4l3deGsHHjDy+7xQMoQbWubsCSuSiml1HQ2Ef2R6dgXASjxOglHk4Sjes1XSilVnGZMQAQ4E9gPa75uLnMzP5tz7GsG5o3xvOKf5BERYrPhnlNtBSAKKS+C2B0kAgGM2bUl8uI9fqKtbThKSrA5hs64claUk+jqId7VtUvnUUoppYrUVPRHJr0vAuB02EgkU0RjGhBRSilVnGZEDhERKcOaq7vKGJOrgwHgzfzMlRI9mrV/AGNM7mylO8/dA1QU2NQpY/d6SIZCpKNR7N6cT3VE6XicaHMzJpHAUZH7KducTsThINbahrOiArvbvSvNVkoppYrGRPVHpnNfxGazaWJVpZRSRWumjBD5ARAHrhmmTF8CjVzf0D1Z+2cku8dDKhIl2Tu25XeNMURaWol1WavKDMdZXkYiGCTW0TmmcymllFJFatb1R1xOG8FwglR610agKqWUUlOh6AMiIjIX+DbwC6BeRBaJyCKsToUr83sVO4emzs1RzVygaRKaO2XEZkMEEoHAmI5P9PRYoz7KSkdM4ip2O3avj1hb+4Qs96uUUkpNN7O1P+J22oknUsTiOm1GKaVU8Sn6gAhQD7iAq4F3sh5HAvtm/n0p8AqQBA7LPlhEXMBBWInMZjS710syGCIdj4/quFQsRqSpGZNO4fD5CjrGUVpCKhIm1ta+y3lLlFJKqSIwK/sjLqedWDJFRPOIKKWUKkIzIYfIO8ApObb/D1ACXAxsNsb4ReQR4Msi8uOspe6+DJQC6yeltVPI5vGQ6PGT7O3F5XIVdIwxhmhLKwm/H/ecOQWfy1qGt4xYZxeu6iqceXKOKKWUUjPErOyP2EQwaaOJVZVSShWlog+IGGP8wMbB20Xk20DSGJO97/vA08BjInIrMB9YBjxkjHlkMto7lWwOB8akSIZCI+YB6RPv6iLW1oazrGzEqTKD2b1ekqFeom3tOEpHnmqjlFJKFavZ3B9xOewEwnHmGYO16rBSSilVHGbClJmCGWNeAE7Eyuz+c+BcYA2wdCrbNZnsbmuUSDo58p2cRDBIZHsTGMa8Mo2zopx4Zxfx7p4xHa+UUkrNNDOtP+Jy2YnFU8ST6aluilJKKTUqRT9CJB9jzHF5tm8Cjp7c1kwfdo+HRG+IVDiMrbw8b7lUJEKksZFkuBd3Tc2Yz2dzuRCbEG1txVlRjs3pHHNdSimlVLGZDf0Rt8OOvzdGNJbE7dTRoEoppYrHrBohoqwAhUkkh11+N51IEN6+g3iPH3d19S4Pf3VWVJDwB4i2t+9SPUoppZSafhwOG6m0IRpPTXVTlFJKqVHRgMgsZHO6SPT0YNJDh7aaVIrIjiZi7e24qqrGJe+HtQyvl1hL65iX/VVKKaXU9GUTIRQZ3Sp2Siml1FTTgMgsZPd6SIbDpMKRAduNMURaW4m2tOAsH9/pLc6yUtKxOJHmZtKJxLjVq5RSSqmp53ba6Y0kSaU0j4hSSqnioQGRWcjmdpOOxUiGewdsj3d0Et3RhN3jxe7xjPt5nVWVxDu6iLa2jXvdSimllJo6LqedeCJFRKfNKKWUKiIaEJmFRASxO0j4AxhjAEj4/YS37wARHKUlE3Jem8OBo8RHtLWNhN8/IedQSiml1ORzOm3EEyli8ZFXsVNKKaWmCw2IzFJ2r4dkKEQ6GiUZDhNu3E46FsVZUTGh53WUlmIScSLNLTp1RimllJohbCIYIBzVgIhSSqnioQGRWcru8ZCKRIn3+Ak3NpIIBHCNw4oyhXBWVhLv6iLa0jLh51JKKaXU5HA77ITC8f7Rp0oppdR0pwGRWUpsNkQg0dNDvKPLCobYJuftYE2dKSHa1k68p2dSzqmUUkqpieVy2ojEk8Q0j4hSSqkioQGRWcxeUkKsowNnZSU2h2NSz+0oKcEkEkSbW0jHdZk+pZRSqti5nXYSiTRRDYgopZQqEhoQmcUcPh+ehgbsbteUnN9VVUWsq5tIS6sOr1VKKaWKnN1uI5lKE9XEqkoppYqEBkRmucnIGZL33HY7zrJSYq1tJIaZOmOMIRWJEOvsJNLUpMlYlVJKqWnKYbcRCo//dbo7EKUnGBv3epVSSs1ukztPQqlBHD4fsUiESFMzdp8Pu9sNgEmlSIbDpMJhEj1+69+RKJg06Vgc38IFiN0+xa1XSimlVDaX0044miCRTON0jM99t55gjHea/XjdDspKXNhtU3czRyml1MyiARE15VyVlcQ6O4m2tOIsLyPZ20uix08qEiWdiGNzOLB5PLhr5pBOJIi2tCJOJ97d5o37CJfu7m42bNhAS0sLDQ0NLFmyhKqqqnE9h1Kq+Ohng1KFcTvt9EaTxOJJnI5dn5LbG0mwrTVIJJokmTKEwnEqSt3j0FKlZja9bqlCzfb3ik6ZUVPOmjpTRrS5meAbbxJubCQdi2H3+fDU1eGqrsbh8yE2G3a3G7vPS6SpiVh7+7i1wRjDypUrWbhwIb/85S955JFHuPHGG1m4cCErV67UHCdKzVL62aDU6DgdNhLJFJHYridWjSVSbGsNEOyNUVvlI5FI4w9pInalhqPXLVUofa9YdISImhbsXi/YbIjdPuKKN46SEkwySWTHDmwuF67Kyl0+/+WXX85tt93GeeedR3l5ef/2QCDAbbfdBsDKlSt3+TxKqeKinw1KjU7fyM1ILAF4x1xPMpVme2uQTn+U2govNhG8bgc9wShza3w4HTptVqlc9LqlCqXvFYvMlsjPRBGRnoqKioqeYZKCjlbgjc0kAwFcs2io0ljEOjtx+HyU7LkHjpKSMdfT3d3NwoULh3wY9AkEAtxyyy00NjZSOQ7BF6VUcdDPhnGhyR4mwUT0RVKpNK++00UqlabMN7qpLz2hGF63g30XVWMbQ76PdNqwvS3I9rYQlaVuXE4r+JFMpekORtl7YRVzKsYebFFqptLrlirULHyv5L0Y6ZQZNS10+/3ctu4err7hBm5bdw/dfv+Ix7iqqkiEgoQbt5OKjT3z/IYNG1i8eHHODwOA8vJyFi9ezPr168d8DqVU8dHPBqXGxu2wE4sniSXGNm2mrTtMc0cvZV5XfzAErBVsMOhqM0rlodctVSh9r+ykARE1pYwxXHXttex/zDH84dZfse2hh/n9rWvZ/5hjuOraa4eduyY2G+7qOcQ7Owlv30E6mRxTG1paWvJ+GPQpLy+npaVlTPUrpYqTfjYoNTYul51YIkU0Nvrrcqc/wo62EE6HHa9n6BRan9eJvzdGODr+S/sqVez0uqUKpe+VnTSHiJpSq667jt+tW8cdxxxLjWfn8NeOaITL1q0DYPlFF+U9Xux2XFVVxFrbsDmd+ObvhthGF+draGggEAgMWyYQCNDQ0DCqepVSxU0/G5QaG7tNSBtDND66ESLBcJztbSFSaUN1ee6VZLxuB+3dYYLhBD6Pczyaq9SModctVSh9r+ykI0TUlOn2+7lh7VpWHXzogGAIQI3Hy6qDD+WGtWvpGeGP1eZy4SwrJdrUTKytzaq7u5s1a9Zw5ZVXsmbNGrq7u/Mev2TJErZs2ZL3QyEQCLBlyxaWLl06ymeolCpm+tmg1Ng5bXaC4cJXhInEkmxrCdIbTVBVln9ZXZsILoedLn+EVFrz4CmVTa9bqlD6XtlJAyJqymx8+CGOqK8fEgzpU+PxckR9Pfc99OCIddm9XmxuF73bd/DD//ovFi1YwPpVV7Plzru5d9XVLFqwgMtXrMg5Baeqqoply5axYcOGIR8KgUCADRs2sGzZspmSUEgpVSD9bFBq7FxOG5FYkkRy5FEiiWSKxtYgPaEoc8q9/SvV5OPzOglGEoRGEXBRajbQ65YqlL5XdhrTlBkR2Rt4H1AHGKAdeMUY8+Y4tk3NcG3tHcxz5b8LBDDX5aatvaOg+pxlZfxo1So23n8/dxz94YFTcBbvzfKbbgZgxeWXDzl2xYoVAKxevbo/wVBfZHTZsmWsWLGC7u5uNmzYQEtLCw0NDSxZsoSqCVwJaLLPp5QaqpDPBjV1tD8yfblcdkKRBJFYatglcmOJFNtbg7R3h6ku92IvYFUat9NOTzCGPxSnonT4foRSs41et1Sh9L1iKXjZXRHZF7gAWAL0TSbqu2r1VdIK3AvcbIx5bRzbOW3psrtjd9u6e/j9rWtZecDBecusfPlFPvuf5/CV0/9jxPq6/X72P+aYIflI+nREI5z51BO8u3173mjn4CDE0qVLqaio4IqVK7lm9WqOrG9grsNJUzLBs60tXLJsGT9cuXLEu1mjYYyZ1PMppUaW67NhNtw1GQfj/mGl/ZGhptuyu2Bdy9q6w+y1sIq6Kl/OMuFogm2tQTr9UaqyltctRKA3jsMu7LtH9bABF6VmK71uqULNkvdK3v7IiAEREXkPcDVwChABngT+BrwFdGYqrwYWAx8AjgG8wO+AS40xb+96+6cvDYiM3UgBjPZIhLM2Pc6rmzZROUIWZCgwwPLKPzntsks599xzc+43qRSpSJRkuBeTWbXmxz/7GRvuvGtIrpOOaITlLz3P6eefz4orrhixfYW6fMUK1t10M1cddEiO873A6cyMmIMAACAASURBVBecn3OUi1JKTUPjFhDR/kh+0zEgAtDeHWZubSmL5g69hofCcbY2B/CH4syp8FhL6o6yfV3BKHsvrGJORe6pt0oppVRG3v5IIVNm/g38Czgb+J0xpnfYM4mUYN21uShzrKfgZqpZpaqigm+ecw6XrVuXN9jwzXPOKSgYAoVNwZnncA5ZPiqdSJDsDZPs7SXp7yEZjpKOxwChJxDguptu4o5jjsuZ+PWqgw7lzNWr+cYFX6Nm3tzCnvgwuru7uWb16iFTfnae7xDOXL2aiy6+uOBRLjrVRik1Q2h/pMi4nHZC4TiptBkwFaY7GKWxJUgokqCmsrBpMoPZ7TYw0BOMaUBEKaXUmBUSEFlqjPl9oRVmOii/Bn4tIiePuWVqVrjsW98C4My1azmivp65LjfN8RjPtrZawZLM/kLU1dbwTDw2bJmmeIwjfT6S4TCpcIRkMEgiGCQVjWISSWxuF3aPB2dFOSLCQ4/+hSPqG4ZP/Fpbx1033cT53/g6rupqbM6xLwO4YcOGkc9X38D69euHjHLJNdXmiWSC71x8sU61UUrNBNofKTJup51YIkUsnuxfIrejJ0Jja5BYIkVNpRfbLlyXSrxO/KEY4aguwauUUmpsRgyIjKbzkePY+8d6rJodRITlF13EBWefzcaHH6KtvYPDa2u47aRPFjwypM/nPnESP/jRj+mIRvJOwXm2tYWb338gwTfeIBWJIQI2jxdneTk2x9A/h4ISv7o9tLa3EXrrbVzdPXjq63BWVo4p+NDS0sI8x/CdulyjXACuWLmSdTfdPOqEskopVQy0P1J8XE47wUicaDyF1+2gtSvM9rYQxhjmlHt2OUjvcTto7w4T6I1rQEQppdSYjGmVGaXGW1VFRUGJU0eqY+QpOP9JzYL5mGQSR00pYht+znIho06a4zEOnz8fV3U1iR4/yWAQ15w5eBrqcfhyJ5LLp6GhgSeSiWHLNCUTfKihYcC28Zhqo5RSSo0nm00wxkqeGo4m2NEWwuWwUzZOK8PYRHA57HQHotRW+cY09UYppdTsVlBARET+Osp6jTHmhDG0R6ldUsgUHBGBAqe1FDbqpJXbTvokNocDd80cUtEokeZmKzFuXS2OPNNf+tkEZ1kZYrezZMkSvnPxxXQs3nvYUS7rly4dsH1XptoopVSx0P5I8XHYbfhDcQK9MXweJyXjPJLD53USjCQIhXUJXqWUUqNX6AiR44AEEC+wfGFr+So1zsZzCg6MLfGr3ePB43aTDIYIb3135CHBNhuuqio89XVUVlZyybJlLM+zysz3Xn6BS5YtGzLKY1em2oAmYlVKFY3j0P5IUfG5HXQFIlSVefC4xn9gsttppycYwx/SgIhSSqnRK/TKlMRaquYR4Dbgj8aY9IS1SqldNB5TcPqMJfGriOAsL8NZXjZi/elEgnhnF4lgEHfNHL5/6aXW+Vav5oj6BuY5nDQlEzzb2tKfHHWwsU610USsSqkio/2RIuNxO5jrLp3Qc3jdDnqCUebW+HA67BN6LqWUUjOLGDPyzRMRqQXOxFrqbj+gDbgD+JUx5o2JbOB0JyI9FRUVFT09PeNWZ+CNzdZ0C71DP610+/39o07qams4ZYyjTvJJhsMkQyEcpaV46uvptQm/27ixf9TG0qVLh11qd9GCBTlziIA11easp5/g3e3bB9Rx+YoVrMszGmX5Sy9w+gXnayJWpdSuGNeIqvZHcpuIvkgqlebVd7pIpdKU+VzjVu9ESKXSdAWj7L2wSpfgVUoplUve/khBAZEBB4gcAXwVOB0oB54F1gL3GGNCu9DIojQdAiKDv6h/7hMnUVVRMW7tUZPHpNMkg0FSsTiuOVV46utxVlQUNEpj2ODGP1/g9PMHBjdGCqJ0RCOc+dQT/POVV/jzn/+s02mUUmMxYUPMtD+y02QGRPw9PTz84P20t7dRW1vHJz55MhXTIFl3e0+Euiove+5W2DVTKaXUrDJ+AZH+A0U8wOeBrwDHA2Hga8aYO8dUYZEa705IMhRi22/vJR2L0vCJjw9b1hjDquuu44a1a63pDi4XTbkSiKqik04mSfT0IHYrUau7tgZGWBEHm40fXXUV1wwz1Sb7/bBmzRruXXU1K/c/MGd1xhi+uulxmsK9HLXbfOaOUJ9SSuUw4R8S2h+ZmIBIW1cvf3luO6FwnOMPXYAxhut+/hPWrvkF9YsOwVlaRzzUStvWFznn3G/wrYu/O6XXhHA0QTKV5r2LqnUJXqWUUoPlvUCNObuVMSYK3CUiW4E0cCKw51jrm+0Sfj9b77iTjic2kY7HsXu91J3wEWzDrIay6rrr+N26ddxxzLFDRgRctm4dAMsvumjC216odDJJrL0dV2Uldq8OaR2OtWJNDalIhEhzM7HOLhiho2mz27jky2dy/hlnsPFPf6Ktq4sPzZ3L+jxTbUZKxPrrza+TSia569iPDHx/Ld6b5TfdDKDTaZRSU077I+OrJxjjomsepStgLTnvdto59pD5XP/zn7Bu/f9x9JeuxVNa3V8+Gupi3fqrALjokkunpM1g5Spp747Q6Y9qQEQppVTBxjRCRETmAmdhzeHdC2jCmsN7kzGmcTwbON2N112ZVCzGc189j2Ro5yjfBV84nerDDs1ZvtvvZ/9jjhkSDOnTEY1w5pOP8+qmTeOa52Ks0vE4b69ZS+/b72D3elnwhdOpeN9+U92somCMIR0feUEFk0iSikYxqRQ2jweHz4ujohxnSQl2n29IcG24ESKBeJzT/vIn7jz+xGGn0wzOSaKUUoNM6JAB7Y9YxnOEiDGGL/3wIYLhnYm6v/G5fTj1pCOGBEP6RENdPHXXRWx65l+UT+GU3VAkQSqV5j3zK6ks0xVnlFJK9cvbHxlhDH5WDSJOEVkiIg8A24CVwMvAp4HdjTHfn02dj/Fmd7upO+H4Ads6n/5b3vIbH36II+rrc35ZBajxeDmivp77HnpwXNs5Vu2PP0nv2+8AkIpE2Hr7HfS8/K8pblVxEBHsbveID0dpiTW9pq4Wu9tFMtRLeOu7BN7YTPD11+nd+i6xzk5SkQjGGJYsWcKzrS10RCNDzvlY8w4Or6kb4f3VwPr16yf66Sul1ADaH5lYIsLi+QMD3Q//ZRN1iw7OGQwB8JRWU7foYB56YONkNDGvUq+TeDJNc0eIeCI1pW1RSilVHAoKiIjIdUAzsA7YDVgGzDPGnGaMeUiXvBsfDZ/42IDfw+9uI7x9e86ybe0dzHMNf/djrstNW3vHuLVvrJKhXtoefWzgxnSad39zF90vvjQlbZrJRAS7x4OrqhJPXR3OsjLSyRTR5hZCm7cQeP0NQm9uwRuP8+0LL2T5Sy8MCYo0hkLMLx1+mcR5DictLS0T+VSUUmoA7Y9Mjr0WDkyc3R5M4yqtH/YYV2kd7e1tE9msglSXuekKRGnp7GWsefKUUkrNHoXmEPkmEAF+C7yQOe7sYZJnGWPMz3e9eSMTkcOxhsoeD+wOdAJPAz8wxmwZVPYo4CfAIUAAq0O13BgTnoy2jsQ7bx6VBx1Iz0v/7N/W+fQz+E5bMqRsXW0Nz8Rjw9bXHI9xeG3NuLdztF676mrSsRxtTafZdufdbLvzblzV1ez7/ctyHq+r6Owam9NpTZcpK8Ok06SiURI9PcQ6OvjWKZ8n4fdz5q9/bSVidbpoSibYtL2RI+uG7/w2JRN8qKFhkp6Fmi66u7vZsGGDrjqkpor2RybBXgsGjhBJOyqJh1qHPSYeaqO29kMT2ayC2O02Sn0u2rojlJW4qCrzTHWTxp1+Dis1fejfY/ErKIeIiIz2josxxtjH1qTREZENwNHAeqwhsw1YHaYS4AhjzGuZcgcBfwNeBW4F5gPfAf5sjPnMLpx/XDO7d/79WV7/8dU763c6ed+KHwxJQjpSDpH2SISzNk19DpF4dzev/c9VwxcSAWM4cPVPBmw2xnDV9ddz/a/Wstdee1FWXk7A72fLli1c+NVzWH7hhbrKyS7oy02SjkbpbG/nD48/TkcgQH1NDcd94AMc8/lTueOY4/K/v556nLffeovq+vpR/z/oxaP4GGO4/PLLWb16tfX3WFZGIBBgy5YtLFu2jBUrVujfo8plXN8U2h/Je+7x7Yv4I5x9xf/r/91uE/5881kc9YVrck6biQQ7efrub095DpFsHT1WQGSvBZW4nJPyFphw+jms1PShf49FZ5dXmTl+5CJT5hrgi8aY/qyTIrIO+BdwKdbdGoAfY92tOc4YE8qU2wqsEZGPGGP+OpmNzqf6sENxVlaQ6PEDYBIJuv7xPLUfHnjXpaqiwlpad906Vh186JBVZpa/9DzfPOecKU+o2vKnPw/43TVnDgu/eDpbfnETpDP92kxQruPpv1Fz1Af7y151/fXctfE+zjv/fMqznkcgEOCuTO6K733rWxP8DGau7NwkDRUVnLNoEeloDJP5f/n6GV/msvvuY9Uhhw19f734HF/7jy9ga24lFAzhLC/HUeLD7vUi9vwdT2MMV6xcyTWrV1tLRTucPJFM8J2LL9alfKe5yy+/nNtuu43zzjtvyN/jbbfdBsDKlSunqHVqFtH+yCSYU+GlutxDVyAKQCpt+NI5l7Bx/VUc+KnlQ1aZefnBVZxz7jemTTAEoKrMTYc/SnNHLwsbymbEtUU/h5WaPvTvceYY0yozxUBEngeSxpgjRaQcq/PxU2PM97LKuDLb7zLGXDDG84zrXRmALTfeTOufdt6ZcdfWss+l3xlyMTfGsOq667hh7VqOqK9nrstNczzGs62tVrDkW9+a0g5AtKWFN3728/6AB8DiC79O/Ykn0PHU02xe/b+Y1MCkZ/UfO5HKAw8g7HbzvuOPGxIM6RMIBLjl5pt57YknpzzoM1ON9P669BvfIB2Pk4pEMakkNpcbu9eDs6ICR2kJjpKSISvbXL5iBetuupmrDjokRxDvBU6/4Hxdynca6u7uZuHChUMu+n0CgQC33HILjY2NuuqQGqz4v4Xuosnoj0xEX+TKXz3Ds6/unCaz5COLee6RO1m75hfULToYV2kd8VAbbVtf5Jxzv8G3Lv7utAs6hKMJYok075lfQXV5cU+d0c9hpaYP/XssSrs8QsSqRaQW2BPoMMa8tautmihiXZHrgb5kHO/Heq7PZZczxsRF5CXg4GHqGql3Me63Q6qOOIzWPz/SP4Ii1t5OaMtblO21eHDbWH7RRVxw9tn9OTYOr63htpM+uctBgvHI29H84MMDgiHe+fOpO/44AGqOPgpxOHjjJ6sxyWR/mdb/9wit/+8RUjYb1x79YdzBXvwpQ6DER8y188t1eXk5ixcv5r6HHuQrp//HqNoVbWuj/dHHiXV04Jk7F9/CBfgWLMBdW4PYCl54acYr5P1lczhw+HwDpt+E/X7Ebsfu8eIoK8VZXo7d5yMQjXDN6tXccfSHh0zDqfF4ueqgQzhz9WouuvhivXhMMxs2bGDx4sU5L/qw8+9x/fr1nHvuuZPcOjUbzbb+yFT0RfaaXzkgINLYGuKiSy7l7K+ez8MP3k97u5Uz5KRP3TGtRoZk83mchGMRmtpDlHiduIt46ox+Dis1fejf48xSUEBERGzAjcB/komuiMjfgFOMMe0T17wx+xJW9vnvZ36fm/nZnKNsM/DBHNunjLOsjPL37kPg36/1b+t8+m9DAiJ9qioqRh0U6GNSKYwx2BzWWyF7VMCR9Q3Mdbl4Jh7jBz/68ahGnfS+s5XAq/8esG33M744YDrFnCOP4L3Lv8vrq36KSSQGlLWn0+zj8ULrzrdX1Okg4PPhL/ERKPFRW14xqlV04j09tP75Ebqefa4/2NT79jt0PmXtt3k8+BYssAIkCxfgW7gQZ3lZwfXPVIW8v7Kn3ziBdDJJOhol1tpKtKUFu9fDnX/8I0fUjbRUdINePKahlpaWvBf9PuXl5brqkJpw2h+ZPIsHJVZtbA0CUFFZyelfPGsqmjQmVWUeOvwRmjt62b2Ip87o57BS04f+Pc4so1ll5jygCSsR2F7AUcDNwKkT07SxEZH3Ar8ANgG/yWzu+waWa1mWaNb+IYwxw96qzty1Gf9RIoceMiAg4n/lVRJ+P85xvAvT/eJLbF+/AcTGgtOWUHngAay67jp+t27dkGStHdEIl61bB8Dyiy4atl5jDM0PPDhgW9k+e1P9gSOGlK0+7FD2+8FyXl1xxYjt9SSSePwB6vwBAA6unEOspY1t99zbH8Twzp07JIdFMhym7S+P0rHpqQGjUQZLR6OE3nyT0Jtv9m9zVlVmBUkW4p2/G3b38MsdK2vkiK20FEdpKSadJh2L0bJ9B/OcrmGPm+twsu211+nd+i5gJRV2lJTgKPENmX6jJk9DQwOBQGDYMoFAgAZddUhNvFnZH5mKvsji+QNP2dLZSzyRKroEpXabUO510dYVpsznZE5F7i6fMYZILEk4miQaT1Jb5ZtWI0r0c1ip6UP/HmeWQgMiZwKvAR8wxgQBRGQN1lJ3lcaY8Zu0ugtEpAF4AOgGlhpj+rLRRzI/c32T9WTtnza8Cxfgaagn2pIZrppO0/nM32n4+MfGpf54VxeN99zbHyBoXHcvqYZ6bli7NufKNTUeL6sOPpQz167la1/5yrBTcoKvvU7vO1sHbNv9zDPy3pWpPOhAAOo/9lHC27YR3tZIKjzyyoM2EbyRKN3/eI7uf1ijj8XhwDt/t/5pMPGubtoefYx0NDpifbkkunvwd/fgf/lf1gYRfAsXMO8zn6Zkj0VjqnO2EZsNu9fL3IUL+MdIS0XHohzsdve/700qhTgd2D0enGVlOMrKsPt82L2eor3Ll890XnlnyZIlXHLJJQQCgbxzZbds2cLSpUunoHVqltH+yCQp87kGJFZNG9jRHmKPedNzesxwvB4HkViS5o5eSjxOPG6r+5tKpemNJglHE/SEYoQjCaLxFGljiMVTLJpbjt0+PabS6uewUtOH/j3OLIV+yu8D3N7X+ci4HrADe497q8ZARCqAh7DukHzcGJM9RqlvaOrcIQda25omuHmjJiLMOWrgyNnOZ/4+JAnpWDX9/o8DRkukY3H+fvdvOaJ+pCkN9dz30IM59wOYdJrmBx8asr1i//eN2KaGj3+UPc89h/ddsYL3Lr+UF2uqebCthU6Pm1SBX35NMkl467t0PLGJbXf9lpaHHs4ZDHHV1LDbqZ+j7sQTKN17L2yeApOtGUP43W28ddMthN6attPWp6XPfeIknm1tpSOau7/fHonwbFsbS5cuxV0zB3fNHDz1dTjLyzGpNNGWFoKb3yT4xusEN28m2tJCIhgct7+JqWKM4fIVK1i0YAHrV13Nljvv5t5VV7NowQIuX7GC6ZD4uqqqimXLlrFhw4Yhd0QCgQAbNmxg2bJlmvtFTQbtj0yi+XWlA37f1hrMU3L6qyxz0xOK0dzZS1cgyraWAP9+p4vX3+3irR1+AqE4TrudmkovVWUeWrvC7GjvJZ2e+s9g0M9hpaYT/XucWQodIVLC0It0U9a+KSUiHuAPWJ2hE4wxbwwq8gqQBA4Dfpd1nAs4CLh7kpo6KlWHHkLzAw+Sjlkr+CUDQfyvvErlgQfsUr2B19/A/69Xhmyf09zCfPfwgYG5LveweTu6X3iRaHNW308ER1kZT538+WHrdVXvXMJPRHDXzOGsyy7lquuv50u/Wsveixezd1U1NYkk1bE4H9x9d8qSqQFJWwvhKC+n4eMfpfrwwwZMrTHpNLGODsLbGvsf0aamvF+2TTLJO7/6Ne/52vn45u82qjbMFrkS845lqWibw4GtrBTKSunq7mbjxvtpaWmhtrKSkz/2MebU1eGsrMBRWmqNHskxpWm40Rdj3Tderli5knU33Twk2WzH4r1ZftPNANNi5Z0VK1YAsHr16v5EYn13QJYtW9a/X6kJpv2RSbRbXSkvb9l5zW8s4oCIzSZUlrhp6eylpbMXY8DtslPqcQ6ZBuR22in1OmnuCOFy2miYM+VvLUA/h5WaTvTvceYoaNldEUkDZxhj7s7aNgdoB040xvx14po4YtvsWJ2KTwInG2NyDl8QkYeA/YF9jTGhzLZzgFuBjxpjHhnj+cd9qbvAG5tJBgK4qqrYvuF3dP7tmf59pYsX856vnTfmutPJJJt/dg2xPEGN+xvf5eQFu+c9fuXLL/LZ/zwnZ5LNWHs7b/3yFhJ+f/+2ykMOZvcvfWHM7YWhX6xPyaxykopGCTduJ7ytkUhjI73vbiOZZz6f3eul7oTjqfnQ0QXnokgnk0SbmrKCJNuGvG6O0lIWf/NruGtrR/WcYh2dBF57jcC/Xye8bRs2p5PSxe+hbO+9KN17L1x5Isp9gZtI43Zi7e3YS0rxLZyPd968gp5XMtRLIhCwAgg+36jaXKhciXmbMsv1fuOrX0WAG371q1EtFZ2/zha+fsYZXHL22dhsDuxeD/bSUlzl1tQam8fDlVdcwTWrV1vHOZw0JRM829rCxZdcggDXXHPNqPZdsmwZP1y5clym7HR3d7NowYKcK++AFSg686kneHf79mlzl2FwkGjp0qXTpm1qWhrXuW3aH8l77nHvi6RSaf741Dvcev/OGyi1VV6+d9bQfGDFJJ5IYbdJQVNh/L0xMLDHbtNr2V79HFZq+tC/x6KRtz8ymoDI3cALWZt9wOXALcCbgw4xxpifj76doyci/wtchHVH5t5Bu0PGmI2ZcocAT2PdnbkVmA8sAx41xnxyF84/oQGRSFMzm1cPfCn3+e4yPPX1Y6q77dHHaP5j/ikv20IhfA57zi9n7ZEIZ216nFc3bRpyFz/4xmbe/c1dpCI7p0OI3c4+l/4X7jnVg6uaMAm/f0AAIxnqpXz//ag77ljs3ry5cwvW9tdHaX5g4JQgV3UVi7/59WET3qaTSXrffofAa68TfO21vAGpPu76esr23ouyvReTisWJbN9OuHE7ke07SMdy5OGw2fDOm4tvwQK8Cxbg3W0uyVCvtcpLWzuxtjairW2kenv7D3FWVeGdNw/vbnPxzpuHZ948XNVVu/xF/6prr+V3eUaBXPbi85x6+ukDlvLNDnLtSp2XffObpCJRUtEoJp3G5naz+le38rv1G3Ied8HTT1LidLH68CNHtW/5Sy9w+gXnj8uojTVr1nDvqqtZuf+BecusfOWfnHbZpbryjipWExEQ0f7I0HNPSEDkhc3tXLn2mQGDMX98wdF4PYUOMC5+Xf4obred9+xWQalv+MTgSimlpq1xCYiMhjHGTEpqbhF5DDg2z+53jTGLssp+CLgaOAQIAOuA5caY3tyHF3T+CQ2IAGy54cYBSUprjjma3T538qjrTfj9vH71T/un4ACU77cvgdff6F+GFuC6117li3vsmfeLZ/YqM8YYOp58iqbf/2HI9JXaY49h3mc/M+p2TmfGGJr/8ADtjz8xYLunoYH3fOOCAaMujDGEt22j6+//oOelf+YOZEwzNo8HT30d7ro6PHV1uOtq8dTX4aquRux2TCpFvMdPvLOTeFeX9ejswqTTlOyxByxayEGf/nTOxLyQGfHwZO6gWj7dfj/7H3PMqOo0xtDV1sYBHz2RO445bshxgXic0x75E3d+5MRR7es/3ziN2rjyyivZcufdnPfe/fKWueX1f7P4jC/y3//937t0LqWmyEQEREZjVvRHJiog8uo7XVx7zwu0de+82fG1Uw9g74XTI+HzZDDG0N4TobLMzZ7zKvoTsiqllCoqefsjhX6qHz9ODRl3xpjjRlF2E3D0xLVmYsw56oMDAiJd/3iehpNOwu4e3Z2Kpj88MCAYYvd6WXD6aezYeD89L77Uv/1LBx3Ml//4+7xTGvqkk0l2/N99dD37jyHnqjzkYBo+edKo2lcMRIS5n/kUyd5eup97vn97tKWFd9bexnvOP5d0PE738y/Q+fd/EGttncLWjl46GiX87jbC724bsF3sdhylpSSCwQHBs2x9K/GsOfqYghLz5pp2lcvGhx8qONlvX50iwu8fe5Qj6htyHvdY8w6OqKsb9T6A2rJyHjzh47x61jl52+yuq+WwNTeN+NwaGhp4IpkYtkxTMsGHdNk2pfpof2SS7VZbOiAgsq01OKsCIiLCnAovHf4wjW02Fs2twOmYHivPKKWU2nUFBUSMMY9PdENUfhUHvB/H/X8gGQoB1pfWnhdfZM4Hjiy4jtBbbw8IegA0nPRxHKUl1B537IB9c2Jxnr/nHh7618u0tXdweG0Ntw2a0pAIBtl6+28Ib9068EQizP3kSdQef+yMWxa1j4iw4LQlpMJhAv9+rX97eOu7vLH65yS6e0Ze+cRmo3TPPSnf772U7bMPqWiU4BubCW7eTHhbY96gA4Dd58M7fz7euQ3Ee3qINDYS7+ourO0OB86KcuLdPcOeYzCTSg3IDTOc3XzDJ58bKTGvMYZ0LIbY7dicTtraO5jnyrVC5fB1DndcVzTK/JLSUe8DMIkER9//f8O256mTPz/gvZHPx/Z/P99pbqJj8d55p6k929zE2vcfMKQ+e2kpztJS7CW5E8nmk47HSYbDJEO91mfKKN4H+Yjb3Z+3xe71Ijb9sqAmhvZHJt9utaW8uLm9//diTqw6VnabUF3mpa0rjNNhZ0F9GXZb7nxXsXiK3miCYDiBCMyrKcHpmJRBSkoppcZAx/0VAZvDQfWRR9D2l5254jqe+hvVRx5RUNDBpFLsuO/+Ads88+Yx54MfAMA3fzdK99qL0Js7p15H//E8XznryznrC2/fwdbbfk1i0NBcm9vN7md8kfL99i34uRUrsdvZ/cwzePuWW+l9+53+7fGOzrzHOMpKKd93X8r2fS9le++FfdBSvyWLdqfh4x8lFYkQ2vIWwc1vEtm+HZvLhXf+fHwLF+CdPz9nno9kKES4MZM7JZNw1VFSunP6S+anq7oKsdlIJxJEW1uJ7Ggm2txEZEcTkabmnEsUj7fPL9oTR7ef5gcewu71kggGSAaCJAIB4PN5KAAAIABJREFUEgHr3+l4HETwNDRwaDJBpGT4IEtzPMbhtTUDttXV1vBMPPc0pWqPh+fa20a9bzSy8+nkU+5y8fUzzuCy+zay6pDDhuYrefE5vn7GGZQ5nQPqM8YQ9/uJimD3eLCXlOCsKMfhK8HuGxiQMMZYuVXCYev1DYZIRSOYVAqb04Xk6NSPVjoQJNbahs3txuHzWkl7S0qsxLYOvcwoVcx2q505S+/uCqfDRkWJm5aOEE6HMK+mFBEhlTZEogl6o0n8oRi9kQTReBJjMp/ViRQL6svwuPSzUCmlpqOCP51FZAFwKhAH/s8Y05bZdjXwEaAMeA74gTHmyYlo7Gw25wNH0vbXR/vzdESbmgi/u42SRflXhOnT+bdniDY3D9i22yknD/jSVHf8sQMCIv5/vUKsowN3zcAvmT3/fJltv12HSQwc5u+qmcMeXz17zMlei5HN6WSPr57NlhtvItrUnKeQjfL99mXOkYdTts8+A5b6zcfu9VLx/v2peP/+BbfFUWoFW8r3LSwYZXM68c2fj2/+/P5txhgSPT3E2tqJtrURa22zfrb9f/bOPEyOstr/n9p779m37CEhECAJS8K+uKAQwKAmCqisN6gXNZC4gBcF5CJc/QUX8CpgRNGrQgKyySLghsgW9hCWhOzL7DO9b7X8/qiZnunMdE9PT89kktTnefrpquq3qt6qrq4+76lzvqcVPRLt25ffh1pVZb+q7XcjniC0bh3xLVuH3HeNywXdIft6LoRlkdy9m1rgkwUqH3WnUuyMRFj0oQ9jWVbWWXTuGWdy7U3fpz2ZGBB9cVrjBP737XXD/mw4FBLZ7c+3v/FNRM3FhatWDavyDtjOTiOZJN3ZSaqtzXZIuF3IFRXIbjdmKkU6FMKIxzESSQRBQHK7UYLBsjsqLNO0o0+iMdJdXQiybPclEED2+e0qSPtn0Nh+heR2j3snlmOPjC311R4k0R74A3RHUkRiafzeA09g1KXJ6IbJrrY4oiBimCbdkRTJtEEqYyCLAi5NpirgRhIFMrpJa2cc3TCZ0hDA4yquyp2Dg4ODw9hRrKjqIcAL2EaGALQCpwCPA9OAELZzxYttoJxoWdYrg29t/2IsRFV72bzq7pyw+cqjj2LyBYV1GPRolHdv+WHO0+XB1rMsi/dv/XHOwL76hOOZ+OlP2p+bJi1/eYqWp54ZsA/fzJlMufBzo1bGdbyTCUfYePv/ku7oiw7RamuoWrCAymOORgn492LvyoMej2PEYsiBYEHtmkwoxH233Y64eSuHBoNjnjYlyDKy34/i9yP7fazbuoU33n2XD9U34FP6+t2eTPDF557FpyisXHDcgMiMQp/VuNyc+ND9ZMJhoh9sIhMKo0ej6JEIeiRKJhKh/Z/P4pk6FVGREVUVUVHsd02133tfvctVlVgmw79efYW2cBhfQz2Lzj6naOFZ6Es1MhJJzEwaQZR6okAUJLcLUdPGNJXFzGTsyJRU0vaDOCHj4x5BlPBOnjTsMuJDbbasG3PskUEZTVFVwzC566F1Oaky//GJwzlsenXZ9jUahLq7eeKxh2hra6W2to4zFi4iWKZSmF2RJBnDBAtURcKtyqiKOOh/nmGYtIcSBH0akxsCBA5AR5KDg4PDOGDEVWZ+BZwHfAvYDfw3kAFqgEWWZb3U0+504AHgCcuyloy83+OfsXSIhN99j813rerbtyQx+7vXIvvypxNsv28NnS++lJ0XNZVDrv4myiADra5XXmXb7//Yt31ZZvZ3vo2gKGz/w72E3lo3YJ2ak0+k6ZyzefeWH5Lu7Cx4XGpVFYf+19UF2+yr6NEYbf/8J5ZhEjhsNt5pU/dbDZWhsCyLW376U+655x7OO2gGM3x+3LJMUFHt6JAiEGQZS9dHrY8dqSQEAsRkmSdffRWPqiBbFhtjUZ5rbuaKSy9FAG7/1a+yURttmTTxdIbvHz0f7/RpOalSo4Hs96PVVKNWV6PV1KDWVKNVV6PWVBflfLQMo6iIpLHAMk2sMmiVOIwu6c4ufAdNx1VfV87Nltsh4tgjgzDaDpEnX9jKc2/uyn72sWOncObxU8u2r3JiWRY//dEPWHXXz6ifehSKr450tIXWLa9x2dIr+NpV3yzL/7NhWoPqiAyGaVp0hBN4XAqT6v1UBYr7L3RwcHBwKBsjrjJzKnCXZVm3AQiCEAP+DHyz1/gAsCzrKUEQ7gIuGEFnHfLgP3gmanUV6Q7b8WAZBp0vvUzdh08btH1827YBFWDqTz99UGcIQMW8uex+7ImsNoil6+x+/AniW7eR3N2c01aQJCZ86tyssGu6s7Moocn9FdnnpXE/rKpTCoIgcM2yZXzp4ot58InH2dHWTl1tDR8+cyF+Ve1LyWltxcxk7GiOQAAlEEAJ2NOS242RSPRUvNlKbMs24tu2la10cbXmglSa6lSapbMOyflMPNaDZgmolZV89trv8t6O7aidXVQlU4g9DuTRdoYAPREnkZwKU71IHk+Po6Q6++6qr8c9cUI2CmS8OEMABFF0hFb3BfYNH65jj+wFJtXnRjqOZ2HVn/7oB9y7+n5O/NxPcPmqssuT0U7uXX0zAMuWf2vE+ynWGQIgigI1QTed4SSbd4XQdZPaSvcB++DEwcHBYTxRrEOkCXiz3/xbPe/rB2m7DhjfcZT7KIIoUn388ex+9M/ZZR3Pv0DtaacMGGxYpsmOBx7Kao4AaHV11Jycv8qfIEnUnnISux5+NLus84WXBrSTfV6mXHQhvunTRnI4+xVdoRAPPvE4rT2D/3PPOJPKIjUk9lcqg8FBS+t6Jk/CM3nSkOvLHg+BQw8hcKjtsLBMk2RLK/Ft28h0d6NHImTCUfSo7TjIRKIDtG1KwYzHScTjJHbsBOyb33jD6O3j9u05y5XKSqqOOZrK+UejVY/ebdgyTSxdx9R1rEym513H1DNYholWXV0wcs3BYQQ49sheYPIgDpH+mk3jhVB3N6vu+tkAZwiAy1fF3LOuYdVdy7jksi8RKON/dDHpOb3le7ujKbY0h8kYBo3VPsQyCFs7ODg4OJROsQ4RDehfMqF3erCSFCnAeRQ4SlQtOIbmJ57MphOkOzuJvPfeADHNzpdfGTBYmnDuJ4YUy6s6dgHNf3k6b7URV1MT0y69aEA6z4FKb3rI7atWcWx9A42qygvpFNfe9P0hBTEdhocgirgbG3A3Ngz6ea+GRq9zpDfConc6Ew6Tbm8n1dFZllKzAN7p03A1NtqRLT5fVr9kw09u46D//JLtNEinc1+ZTN90qv9n9nI9Fh12WeReMl1dtDz1NC1PPY13+jSq5s8nOPeInLK8lmGgx2Jkwvb50WMxjHgCIx63tWLicYyEPW+mM7aTI9Pj/NAzmBl96L4JAt5pUwkefhiBww8bVeeMwwGHY4/sBeqrPKiKSDpj//ajiQxdkdS4S/144rGHqJt65ABnSC8uXxV1U4/k8T8/yGcvuGjE+xs8Pedf3HTjd/Km51T4NKLxNNuaIxiGRX21l6F8IrI0uD6Jg4ODg8PIGd9S8g4DkL1eKubNpWttn0Zc+3PP5zhE9Hic5scey1kveMTh+GcdPOT2JZeL6uOPo+1vfx/wWXDOEUw677MFRTUPNG756U954N57uefkUweIb159770AXLNs2d7q3gGF0FuC1uUqKAppGUa2KkuytY1UWxuptnYyXV2ku0MFB/tKZQVGPJFN3Ylt2jxo+oxaVYXvoOklH4tlGKS7uki1d5Bu7yDV0ZF15qQ7OorSV+nt284/PYhn8iT0WDzrAKEI7agRYVnZ/e96+FFcjQ09zpHDcU9ocgx7B4d9DFEUmFjnZ9POUHbZtpbIuHOItLW1ovoKV7tTfXW0laG0OpSenuPzqEiiyPqNO/jlLx+nva2NmtpaPvrxcwgEB0aWBLwq9VUep0qNg4ODwygwHIfIQkEQeh/NegALWCIIwrw92h1dlp455KX6hONzHCKRd98j1dGJVm3/Gbc8+RR6NJb9XJBlmj5xTtHbrz35RNqf/VfOoKv+46dTf/pH9+mBzDs33VJW4deuUIjbV60a4AwBqHG5ueXIo7lw1Sq+fMklw6oW4jC6CJKEVluLVltLYHbuZ5ZpkgmFyXR3k+7qIt3VhR6NoVVX4Tt4Jlpt7Zj8BgRJQqupGVD2un8f0x0dpNrbSXd0kmxpJfLee4M6Ssx0mujGD0a9z4VI7m4mubuZlqeeQa2ppvq4Y6mafwyyzzem/bAsC0vXMZIpsCxkn9fRNtk3ceyRvcDk+lyHyPbmCPNmlrUi0YiprbUjNAqRjrZSW3vSiPc1kvQcy7K4839Xsuqun1E39UhUXz3p6PP8v1tu4MJLvsSXvvL17H+NZVrsao8SiqZoqPZSHXSjyM59y8HBwaFcDMchcgEDxcm+mKftKD9+PLDxTJ6Ee+KErMYBlkXnCy/SeNaZJHbtpv25f+e0r/vIh1Crik9xUYJBJp//WXY9/CiiqtB41kKCRxxezkPYK5Rb+PXBJx5nQX39AGdILzUuNwvq6/nT448NqqXhMP4QRBG1sgK1sgLvtKl7uzuD0r+PvhkHZZcbiQTdb7xJ58triW/ZOsqdEBBkGVGWEZSed1nJVgdKteZ/+ppu72D3o4/R/PiTBOccQfUJxxddlcmyLMxksqcMdL8Un2TSLjecTPZMJzCSvfMpzJT9biSTuRFAooji96MEAyjBoC3uGwxm53vf+6ccOYwLHHtkL7CnsOq2cSisesbCRdx043dIRjsHTZtJRDpo3fIaZ551z4j3NZL0nEKRJQ/86WYUWcqJLPG4FSLxNJt2hugKJ6mv9lLh0xz9EQcHB4cyUKxD5EOj2guHYSEIAtUnHM+O+9Zkl3W8+BL1H/soO//0YE44vFpVRd2HThv2PirmzSU4d052fw4DaW1rp0ktPFBqVDVa29rHqEcOByIDBH0v/DzuVIquta/QtfZVMqHQgHUkj8fWPfH7kb1eJK8X2eNG8niQPB572u1BdGk9zg7b4SEqPdOSVPC+kO7sJLRuPaF16+yUokFSdCzDoPu11+l+7XW0+jqqjzsW2edDj8bQY1H0aAwjFkOPxezpeAw9niib/gsApkkmFOo5R9vzNhNdLrsKUn9HSSDXcSL7/U60ydjg2CN7iT0dIjtaI5iWhdjvXlCMuOhw2bQzxLOv76QyoHHaUZMIePOn7QYrKrhs6RXcu/pm5p51zQBnw5uP3cJlS68oi6Bqqek5pUSWiIJA0Kuhu0y6oyki8Qw1FS7qq7x43U4ajYODg8NIKMohYlnWP0a7Iw7Do/LIeex6+NGs+KkRi7H1d78foGfQtOgcRCX3z7LcqSMHKnW1NbyQLlwGdnc6xfzagWkPDg4jpRhB34YzPk58+3aMWBzZb4u+yj7fkOLKI0WtqqL2lJOoPeUk9GiM8Pp3CK1bR+Td97AMY0D7VEsrux56ZFT7NBLMZJJUMlkw8gVRRKutoWLeXKqOORq1avCnxg4jw7FH9h41QRceTSaeslPzkmmDtq4E9VWeksRFi6G9O8Edf3qTtG47Qp9/azcLT5jGiXOaEEVhUAfM1676JgCr7lrWk45SRzraSuuW17J9KQelpueMJLJElkRqgm6SaZ3d7XFC0TR1VW7qKj0o8vgpte7gsLfp6upizZo1NDc309DQwOLFi6l0CkI45MERVd1HEVWVqgXH0P7Pvj/j8Lq3c9q0B/w8/fqr8MZruStPnQhTJxIMBrnyyisH3f5wUkfAHgANtc7+NkA494wzufam79OeTAyaNtOWSPBSSwt3n7lwL/TOYTxx14MPEo5FC7YJ+HwsXXRu0dssVtDXO2VKaZ0uE7LPS9WCY6hacAx6NErny2vpeP5F0h0de6U/giQhulxgWRjxePk2bJqkWlppefIpWp58Cu9B06mafwzBOUc4KTcO+wWCIDCx3s/727qyy7a1RKiv8pQsLjoUj/xrU9YZArYT5oG/b+Sl9c2Yzc/zf3f9DzNnziAQCBAKhbn5xmu5dOkVfO2qb3HxpV/s5yw5iTPPuqespXZLTc8ph/CrS5XRKiWi8QxbdoXpCqdQlcIOEUkSqA64CfpUJ/LXYb/FsixuuOEGVq5cycyZM/H7/YTDYZYvX86KFSu47rrrnOvfYQCOQ2Qfpvr443IcIv0xBYGP3fJ9Fk1oyrv+DTfcULa+HIjRJJXBoP0k/t57ueXIowcMSq95/RW+ctlljqDqAYhlmpgpW7PCzGQIx6Jcd911BdcZzu9xXxX0lX0+6j50GrWnnkJ0w0Y6XniR0Lq3h5UGI6oKksdrp/Z4PUhud8/LheRyI7pcPdP2S3T1TmuILldOdIyZyZAJh20h3Z7Umb7pMHrYfh8sqmUoYh9sIvbBJnY+8CDBuXPwTJ40oLyxHotjppKo1dVUHn0UwcNmI0jOU16H8cvkPRwi21siHNyolSwuWoiN27t5c+PgKac7WqNYwmGc+8UfMM3fgSzYv9FwOMzq1b8H4GvLry5Lad18lJqeUy7hV0EQ8HtVPC6ZSCJDImlH7oRD3fz1qUfpaG+luqaOD59+NoFgBRnDpCucoqbCTX2VB7e2fw0BnIgAB7BtqbvvvpvLL7+cQD/7JxwOc/fddwNw/fXX76XeOYxX9q+74QGGq64O38wZRDdsHPDZ1roaTi7gDHEoD1d/7WsAXLhqFQvq62lUNXanU7zU0pJNW9ifsEwTM53mvf/3IzJdXQXbDjftqphULqWyklkrBo9qKoSgKKOeJvLOTTeT7sxzTo6aU9Q2Um3tiC7NHsgr+fPC93VBX0EU8c86GP+sg8mEw3S+tJb41q0Isozs8yF7vci+Hm0Tnw/Z50Xu0TcpdF6Gi6goaNXVaNXVedtYloURiw3uNOnnTMkXbWKm03S9vJaul9fm3UdydzPhdW8j+31ULZhP1bELCvYpb18NAyORxEjE0eMJW1w2kegRou2dTmAkklSfcPyISkM7HJhM3lNYtTnME489V3IKSD5M0+LBfxaujiUIIiGaWBetZaK2i2qli0AgwJIlS7jjjp9x8WVfLmtEyGCUkp5TbuFXSRKp8Gl50pZe5Ec//F62L8mUwc7WCKFoivoqDzUVbmRp39Y+siyL66//HitvvZW6aUcie+vQo89w1fKvs2L5cq6//rtORMABQldXFytXrhzgDAEIBAIsXryYlStXcuWVV1IxQm0jh/0LxyGyj1N9wvEDHCJKMMiWhrq91KMDC0EQuGbZMr508cVZYcv5tTXcfebCcfVkfiSYup6t3mFZFqKqkenqKqpiT6qtDdFlP70fyiFRbBUgc5DSsoWxMGNxLNNA0jRElxtRVcpiIBmptD3ATKdId+Y/J08XGf3hamxAj4TJRCJYuo6oqPa507Sc/u5Pgr5KIED9Rz+8t7uRF0EQepwyPtwFnMx6PE7362/Q9fIrxLdtK2lfeiRK6zN/o/WZv+GbOZPq4xag1dfZ4rLRPoFZPdYjOBtPYMRjGPEEejye1ZQqBt/MGY5DxGHYTGrIdYjsaoshGW0jTgHZk5fWN7OzLTfN8OKzZvPGhjZee78tZ7luKWxJTqE9U80U1w4CAZgxY8awHDClIggCy5YPLz1ntIRfi01b0jSJSCzNBztCdEWSNFR5qfBrdHd3lzXCYqwiNq6//nv84le/5/gLfpxz3AdFO/nFr24B4IYb8kdoOpElAyn1nOztc7lmzRpmzJgxwBnSSyAQYMaMGaxevZqlS5eOWb8cxj+OQ2QfJ3jYbORAAD0czi5rPOcsjPXr9mKvDjwqg8Fx+SS+l+EI6VqWhZnO2AP9VApBkpBcbrS6WhR/AMkzeFTCYLgaGsiEI2RCISyj1yHhQlTtHGbLMOwyqcMYyAUOPaTotoCtFZFKoUdj2Sf5mVAaUZaz6RTFVgexTDNbztXs57DQ6svjgPROnYKZydh9jMXQu0PoiSSZcBhBlLKpII6g7/hD9nioOeF4ak44nmRLK11rX6Fz7Ss59+bhEN2wgeiGDWXuZR9GPDFq23bYf6nwaQS9KqFYGoCMYaJVTCIdfbbgesWkgPSSTOs89u9cgfijZtUxd2Ytc2fW0vz+HexI1iO5cgdaUcPH+tgs6tVWAhVVw3LAjJRgRcWwnC/lFn4dbuWaoE/Dq5t0R1KEY2n+b9VPWXXX/1JfhgiLsYzY6OrqYuWttw5whvQe95yFV7Py1iu56qplAyICnMiSgZR6TsbLuWxubs7rDOklEAjQ3Nw86n1x2LcYFYeIIAiaZVmFrXWHsiBIEhM/dS5b7vkdmCaVRx9Fxby54DhEBrA/Cr/azou0PUDP5I+cKDb6ItXejmWa9kDf40arr8+mK4hq/lKH+fBOm4qZTqPH430OiUTSLnMq2CHPkss1rPMuuVzD7ofkdqNWVGA1NmT1GzLdIfR4nHRHJxYWgjCEU6SndKzo0uxSqxXBnhK1nrLqPoiKghgMogSDWA0NGIkEek/KhhGLke7q4sxj5nPtTTftVUFfy7KyOimCIDhlZ/vhqq+j8awzaTjz40Q3bCS8/h3MdHqQ8sYeEAQ7suSVVzFTY/e3aSQPDIeIY4+Un4MnV/LyOy3Z+YoJR9C65bWypYA88/I2IvFMdl6RRM4+cVp2fkqdi5fu/RnHnnEZu1P1WPTddywEmtP1eA+7CCmQwrKscTmoLSWypBClVK6RZZGaCjcrf3gza+7/EyeUGGGxJyON2BgOa9asKeq4B4sIGMt+7iuUek7Gy7lsaGggPMRDiHA4TENDw6j3xWHfoqwOEUEQjgYuAz4LDD8B2qEkgkcczuzvXouRiKPV1IzLP//xwP4i/NobpWAkkliGjqhqSG4XarV3xNt2NTTYUQhlHOiLqoqqqlmHhD3Aj2Nm0sgeL5LXM2ZVOARJQvH7Ufx+tLq6Hm0FW9xySGFPUUT22udFdLnG5HcmiKKtp+H14qqrw0ilMGJxXKEQXz7/Aq5++GFuOeqYvIK+lmVx971/pLWtnbraGs4940wqR5BT3z+ixzIMRE1D9rixDINUW7vtPPOO/DrcX+ivlVII30HTaTz7LLpff4POF18kvrW0lBugT2TW4+4nONsjOttv3tXYWPI+9gUce2T0mD2tOsch8sGuWNlSQDpCCf7+6o6cZacdPZHKQJ8j/IyFi7j5xmv5yIc2cJivi23JiYT13KfCsivI+yH45cPr+NRpM6gOFh/ZOJYMN7IkH6VWrgl1d/ObX/08b2TJnIVX8//yRFgMxkgiNkqhubkZ2Vc4QlP21g6ICCi2n5dcchFPPfXUAZFOU+p3V47vvFwpOh/96EdZvnw54XB40EiRcDjMxo0bWbJkSTGnZNwy1qlJpexvb6dPDZcRO0QEQagCPg9cChwBCIA10u06DA/F70Px+/Z2NxyKpNgUlkOuscNm+w9EBUFA1FyoVZUogUC20kY5nBfeqaNbolWQpKwew95GEITs4LAUAcu9gaRpSJqGEgzwnRtuAEHgwt//HwvqG3IEfa+49FKwLA4/+WSOrW+gUVV5IZ3i2pu+nxX7LdahY2YytlBnKokAiC43alUVSjBgO7TcLsxMhmRrG6m2dpJtbajBYEkRRQcykqZSfex8qo+dT2L3bjpfeInIhg1gkXU0ST3OMdnryU7bzsueqBO3+4CO0nHskbFh1pRKRFHANO1T29oV59uXfBUYeQrII//ajG70fWUBr8pHjpmc0yZYUcGlS69g9erfs2TJEmb603TrQbYlJ5Cxcu876zd38sHOV/jPT81hcsP+oes1GKVWrikmsqR2yjx+dudvWLp0KV6XgkuVIM//x333rS45YqMUGhoa0KPPFGyjx9oGRAQMFVmieStRfTUccuhhNM2cf0Ck05QabTOSKJ3RSNGZf8x81qxZw+LFiwdUmVmzZg0rVqzYZwVVxzo1qZT9jZf0qeFSskNEEISPYxsdnwA0IAL8umf6/HJ0zmH0yZdCsq+ljuxrFJvCkq1aIgnILhdqYyOy34/s9QwQ2nQ4cBAkCc+EJq6/6SYu/9znefipv9AejzG/tpa7z1zIz+++mwfuvXdAWd72ZIKr770XgGuWLRt023uWDBYUGdnlRq1uylZ82TOiR5IkvJMnoVZUkGxpId3RiSCJKIGAU0a2BNyNjUz45KK93Y19BsceGVvcmsz0piAbd3Rnl72zpXPEKSAf7OzmjQ25gqlnnTgNTR14D/nqVd8C4I47fpYVUYzEkpiVc5k8Z2HOgD2VNvjNY+/w9QuOxu3aP6XzSq1cU2xkydZtO9m4vRtNkVCU/Pf0N9/ZjOwdfsRGqSxevJirln+dg4Y47iVLHsxZPlRkyYYX70PXdU6+8PYDRqi11GibUteD0UnReePPN3PYzIO48847s/eG3siQFStWcN11paXujIfvdKxTk0rZ33hJnxouw/pnEARhKrbRcREwETCBp4F7gD9ZlpUUBOFbOAbIXifg83HDEJUtAj4fc1f+YIx65NCLZRX/wNJ/yCwABNGOZihnyVGHsSMYDA75ewwOM5VFEARc9XVMkCUurqzASCZRq6rojkS4fdWqAc4QsMvx3nLk0Vy4ahVfvuSSbCWknEpCpoXk0pD9fpRg0I5G8HiKKlusBGxnXbrHMZLq6LDL5Xq9jvPOoaw49sjeZfa0qhyHyPrNnZxy5MSSU0BMy+LBf+SW2ZVEgT/85T3+8Jf3Bl9JPJ6zv3IMR1Tu7HHA1HHmWecSzUis+esGNu/q0xLoDCe575n3uXDhofvlvajUyjXFRpZMmXQSNRVu0mmDjJE/vbSquoZ09N8FtzdYxEapVFZWsmL5cn7xq1uYs/DqAcf91uP/w4rlywdEBBSKLEkno2x+5WFOvei2A0qotdRom1LXG60UnblnXcPzv7+SdW+9lZPutGTJkpIiQ0r9Ti/777/Q2lVYq6uu0s2qaz9WVD/GOh2tlP2NdR/LSVEOEUEQPodteJwKiMA64KfA/1mW5Uj1jkOmZA9dAAAgAElEQVSWLjp3b3dhv6e3MoqoqkWHqRvJJJlQ8VUn1IrS9R4cxg9XXnklYEf9DBUZNFy06mpEWSa+bTupjg4efPppFtTXDyq2CrZTZEF9PQ888ghfOPtsjHQKQbAr2Ki1taiBgK3rMozqO/0RJAmttgY54CfV1k6qrZVUextqsGKfSKPpjZBBEEoS8HUYXRx7ZHwwe1o1Dz+7KTu/cWc3qbQxaDRHMaxd38KO1twyu4Zp8cjKwpFS56x4aIADJgB8Zck8HvjbRp57c1d2+esb2pj1diXHHb5/6ueUUrlmOJEloiDg0mQK3RXPPffTrPyfGwpur3nzq3zo9D/QFSm+ulwhlq34Jom0zs9uu5K6afNQvHVkYq20bn6dK776Na76+rfI6AaK3HdtFoos2f3+v6mZPPeAE2otNdqm1PVGO0XnqaeeKktaVqnfaWtXoqj7V7GMJDWpFErZ31j3sZwUGyHyWyAJ/AT4rWVZr49elxwcxj/prm7AAlEiE44giHa1FMntGjRFwNT1nsoqAq7GwuGp+wJaXe2QFXu0utq9vs2xZG/2XwkG8U6TiW/fzq5t22hSC4vUNqoazbt3I2oaWn1dVouinOK2kqbhmTgBtSJIYnczLR9s4rHn/01bKFQWgddyYuo6RiKJmUxgWSC5NSzdRI9GUYJBJzJrfOHYI+OAuko31UEXHSF7UGsYFu9v6+KIGcMv9d0eSvDIvzblLJs7s3ZA+sxwEAWBc085iC27w+xs63O0PPD3jUxrCuASM/1Se+o4Y+EigkM8sbQsi5bOOB3hJNMbg+Mu/aaUyjWlRpbkY6jtvfHYLZz/hctpDVu0RQrrqA2HT17wZT5y9vn87S9/prOjlarqBXz4Y7/AHwjy3rZuXKpEwKsS8Kp4XAoVFRV5I0ti3bvwVhZ2mo1EqHU8Ph2H0qNtSl1vb6ToDJfx9J2O5XGXur+x7mM5KfZungJc2Pm53YIgdFmWtXX0uuXgMD6xTJN0VxeiquKZOBHJ48aIx0mHIxjRKOmubizLQFI1W+BQltGjUYxkCrWyAld9Pcp+EPVxzF2/2Ce2OZbs7f7LPi/eaVNpmjKZtanCT952Z9KccNhsAoceUhaNj7VLv0SqtfDgpdsyeeStN2hStZIFXstF/5LBZiqNoMhILheuhgZkvx/J48FMp0m2NJPp7EZUFaes8PjBsUfGAYIgMHtaNc++vjO7bP2WjmE7RCLxNHf86S2iib4yu7IkcM5J00bkEAG7rOyFZx7Kyj+8Qjpjp3lkdJOVv/kHf1n1VWonHYHis1NGbrrxO9koiv73I8uy2NkW5Y0N7by5sS0bAq8pEifOaeK0oybi9+aPfDMMk7c2dfDS281E4mlmTqrg8INqmNoYQCxw3+sKJ3l7cwfvbe0ilTGo9GtUBlxUBVxU97wHfRqiOHAbg6UtWZZFdzTF1t0RdndE0RSZCXU+Jtb6SoosKUSx2xtG9nBRVAfcTLv0PwYsN0yLZFpnd0eM3e0xXJqE16Xwpa+uIKUb3P7TK6mbeiSytxY91sbODS9SO+XIgvsqRai10NPxcqdXlMr1138XgJW35p6T1i2vZdNDyrXeWKfolMJ4ingYy+MudX9j3cdyUqxDpJE+5fYbgOsFQXgWO1d3tWVZkVHqn4NDFjOdJh0KDVkzQBBF1KrKsg9eLNO0NRG8Xjw9ApIAsteLVltrl0SNx9GjUTLdIfRYDDOdRvb58E6bilZTvdeeNO/r0RcOxSG5XFywdCnXfv9m2pOJQdNm2hIJXmptYfUXvlA2wdNUa1tRIsHXz+kzMosReC2WrBBsIompZ7CLixRcI1syWG5szFZuyfl9etzIPi/pik5SrS2k2tpsQWOPZ0R9dRgxjj0yTpg9rSrHIfLO5k4syyrawZlKG/zyoXW0d+cOBD86f3LZyuTWVXn49Gkz+cNTfTokGcHLyRf+L7Lal/yRjHZy7+qbAXtAv60lwhsb2nhzY3s2Cian7xmDv76ynWdf38lxRzTyoaMnUunv2153JMXz63bzwrrdhGPp7PIdrVH+9soO/B6Fw6bXMOegamZOqkSSBHa0Rlm3qYO3N3XkRLXkQxQFKnwa1UHbQVIVcPU4TTQq/S66Ikm27o6wtTnM1t1hQv360Z8Kv8bEGWdx488XsWvzm6RDO2moG54gbn+KjVQZKz+4KAoosorfo2L2OEdCkTTt3Uk+/bkrOOfTF/KPpx+jva2F2tqTOenkn/Lx008aMu1nwYm/YfPOUHb5O+9vKVlQttzpFaUiCAI33HAdV175tRwB0SVLHiwYAVHKemOdolMK4yniYSyPu9T9jXUfy0lRDhHLsrqB24HbBUE4CrgMW6jsl8BtgiA8hG2M/GW0OupwYGPqOumubrT6OhSft2DbVFs7me4QalX51J9NXSfd0YlSEcQzeRKK3z+gTW9JVLWyEqupCT0ex0wm7fKYe3kQtbejFxzGjur6eq5asZxr7ryTm+cdPaDKzLfffJXl46DsXD6B12IZLM1FDvrtyjZDWdqimC0ZXMgpJMoyrvo6lGCAZEsrqfaessIVFU4azV7CsUfGDzMmVKAqYjb6IhRLs7MtysS6gf+Pe2IYJr/+89tsa8n1Xx01q47Tjy1v+ff5s+t5b1sXr77Xml3W3xkC9pPeeed8h3+ue46uXz5PKJbZczODkjFMnn19J/9+cxfzZ9dz6NQq1r7Tytub2jELPLyJxDO80OMw0VQJlyLldVjkwzQtOsNJOsMj0+LojqTojqR65uqRpAbqa+uJZWRGUqi4VIHd0UQUBTwuBY/Lvn+nMgai4OfDC5fktDv/wst5+KGbmXf2IGk/f76F8y+8nISpkuiKZz/TPJWkIi0F9z9en47vSWVlZUkRD8NZb6xTdEphPEU8jOVxl7q/se5jORl2AqRlWa8CrwqCsBz4NLYx8tmeVwuwu6w9dBj3WIYBMGrlNe00lU7Umio8kyYOqXMgKArRDzZhJBJI7pE/ZTIzGdKdnag11XgmTUb2DL1NQZJsp8kgjhMHh9Hmuu99D0EUuXDlShbUN9AkK+zSM7zU0sxDZ5+L8vq6QSOGBEXByhQeCGh1tWVzsPUKvP7p8ce45LPnFWxrWRZmOt1TDSeFIEtIbndOmovkdo1K+o3kctlRYZUVJJtbSHd22r/xYNBJo9mLOPbI3kWWRWZNruStDzqyy9Zv7hzSIWJZFn98+n3e3dqVs/zgyRWc/7FZBVNJSkEQBJZ8eCZvb9hJyszvyNQ8ASbPObOgM0QSBTRFIp7Sc5YbpsUL65p5Yd3wnxSn0gaptDHs9UYLw7B48e1mXny7mUOmVHLqUROZNbmy4L3VMC2kQdJ3xjuaIqENUkb46qv/C4+mFEz72fN8LF68mJ+s/F7ByJKWLa9xzifWkNzj+imWUtfb6wj2ud7znA0n1cYwTEwLFFksObVnuIy3iIexOu6R7G+s+1guSlaEsiwrBfwe+P0e5e+OZMikBof9hd40EgDJ7Ub2+co6ILEsi3RnF4rPj2fSpKJEH9WqKlyRKImdOxE1bUQDFiOZJBMOo9XV4Zlc3P6LwUlhcRhNBEHguhtu4GtXXpkNXz2poYHVS5bw9kWX5U1vKaYKzlDX7XBpVDVaWlsH/cwyDDsVLZHEMnREVUNyu9Dq65F9voFpLqOIIAgogQCy10u6xzGSam9H9niRh4hacxhdHHtk7zF7WvUeDpEOPjZEhMefn9vM2ndyn6RPrPNxydmHIUuj42B0aTI15vvsMA8dtk0gSwKHTKlizsxaDp9WjSQJvPB2M39bu53uaGrI9TVF4uhD6pjaGOCdLZ2s39I5pANEAKY2BTh8eg311R66w6lsNEjvq7/uSjEoksjEeh+T6/0k0wY7WqM0d8QwCoSyvLu1i3e3dlFb4cJv7CARacflr6VpyiFEU3Y5485QglhSx6VKVPpdVPg1KvwalX6NCr+LKr/GpAY/qjw6D81Gg9EQqH3jz7fwuQsvZ1eXwa6ujkG3MRTrN5e23t5GEAQ8LpmgT8PrVvBoMpIkDplqk0zrxJM60XiaUDSNaVkEPCp+r8q3rvk2y5Z9lfvvv7/o1J7hMt4iHkpNaRrL/Y11H8tFWSSyLcvaAnxXEITrgI9jGyMOBwCZUAjF70OprLJLbLa2oQQDZStXmQmFEDUV96RJRaedCIKAq7EBPRYj092NWjW4GNJQ6PE4RiyOu6kJ94Smsg68nBQWh7Gg1LDXsWR3OsWRbjdmJoOoKJiZDEYiiZFKIgCiy41aVdnjjPDYYsWjFI1WDHZZ4VrkQIBUayuptnaSba0ogQokbfyXFd7fceyRseXQqbn/r9uaI0TiafyewX8L/3xtB8+s3Z6zrDro4vJFR+BSR7dqy6Q6L2uf/ReNs04Zsq0iixw6tYq5M2uZPa1qQN9OmTeBE45oZO07LTz98rZBdUYaq72cMKeRYw6px6XZ68+f3YCum2zY3sVbH3SwblM7kbjt2FBlkVlTqjh8ejWzp1Xhy3MOe0llDLrCSTrCSbp6nCQdIfu9O5rCrcpMbvAztTHAlIYATTVepD0cTrpu0twZY0drlJ1tUdZv7hw0BaetO0kbNUANRGDzuoGCt8m0YQuXdsQGfOZxyZxwRBMnzW0i6CtfNbPRZrhpP4UEZS9degVfumLFkNsoFG2zLzmV+mNYVla3RVUk3JpE0Kfhcyt43ErWVjFNi3hKJ57IsGF7N7FEmkRKx7JAUyVEQaC55xpzqRIet8I5n7ogx8lSbsZjxMNY23al7G9fsD/7U9Z/H8uyLOCJnpfDfo6RTGJZFq7GJrSaajucvKWVVEc7eixml6uUS7/E9GgMyzLxTpyMOszKLJKm4WpoILrpg5JSZzKRCGY6jXvSRNyNDXt1AObgsL9iC7y28qslnyHdZYfPC4qM7HKjVjci+/y2E6RMDtZyImkankmTUCr60miMmGCn0RRxv7BM076HZjJIbjei6jhTyoljj4wNQZ/GhFpfVgTUAt7Z0smC2QNz6l97v5UH//FBzjKfW+GL5x4xaKWWqoBrSCHJqkDx94YzFi7iphvnUnfQcUjywP1ZlkXLBy+wbOn5HDl74qCpFP2RJZHjDm9k/uwGXn+/lb+/uoPOUJJDplZx4pwmpjUNrmckyyKHTqvm0GnVLDZnsqs9im5YTKj1ocjFD+g0RaKh2ktDdekRarIsMrHOn01z+uSpFus2tfO3V3awZXe45O3uSTyp8/TL2/jbK9s5clYdpx05kQl1vrztLcsiltSJxNNEYmn7PZ4mEssQjqfRdROPS8brVvC6FXxuBa/LnpZEgXhSJ57KEE/qxJL2ezypY1mWvV6PjojHJfe8eqY1BVURi4p01g2TZNpAloRsOkihyBKfP0AkniYUTRGKpgnFUoSiKbqjtnbMl//nGTpCCRIpg8YaL/Nm1jL34FrmzqjJOsd6HWv7It5+ui3JlM625jCSKOLSJPweFU2VCEXTJFM6ybSOJIm4VZmqgDvHQdQrjptKG4SjaTpCSRTZbhv0abjU8tvrVyz7Bp+76D945OEHaWttobbuND6x6PcEgxW05akOVB3Qhrx/eVwyv3zoLTK6iW6Y6LpFxuidNskYJqIgoMgisiSiyCKqIqJIEoosYloWGd0krRvouklaN0ln7GkLW7hY7LkuRVHYYx4E7OWiYD9Mtj9jYNue9Sv8GrUVbuoq3VQFXUijmTIsQKVfQxkjJ+CQvyxBED5iWVZhRZn8637UsqynS1nXYXxjmSaZcBh3Y2NWvFT2evFOnYJaUUGypYV0VxeSptlpNMP80RjJJEYigXvyJNSa4ZXx60WtqsQVrSOxYyeiqhY3SLEsMt0hEAS8Uyaj1dePeUlQB4cDgazA69dX4Jk0kT/e/WtaOtppmjiRJeedR7CusLL7eEHpqTyTrqwk2dJCqqMDye1B9nkH3DvMTMYu9Zu0w+xFl4aouciEw7YmSSDgOF8L4Ngj45PDplflVEVZv3mgQ2TD9i7+78l3c/KXVEVk6aLDqa0cPPrzO5ceW9Z+2ikN/8n9D3+fI8+5FlHqM4HTiQiv//n7fOZTizhu7vBEXSVR4OhD6jn6kPph90kUhaJEaMcKURSYM6OWOTNqWff+Tr5/2++om35s2ewgw7RY+04La99pYeakCk6Y0wRAZ6gvFagjZEe8ZAyzLPscLpJop3e4tT6HiWVBIqXnvDK6ucc6Cl63nHXMuGuPwxvQ2RVJcevq9URi6YJCuzta+35Du9vtEsGPP78FQYAZE+1Ug3e3dCJLIqmMQSpjkM7Y+jOpjEFGN9ANC8O0MAzTfjctTNNCN0zMnnnDNDF62/V0SJVFNNXWU1GVvndFFpFEAUkSEMWeadEeHNvT9jJREpCE3nYClgkp3SCTsQfrve/pjNFT9UdCVcRsipxlgSILWf0gyyI7uE9nDNK6iSTajgH7ZfdNlUVkWSSTMUmkdJIZO5qk97h7X4ZlYfU7H6Zlv0RB6DsmScw5hr7jFLPzEw/7KBNm29fCU6+0EU/tIpG0r4d4SieRtN9tp87QukDxpM5D/9w03Et0XCAIEPRq2RQ5VRaRpL7rRe45b6Io2N9BzzWpmxamYaKbVs91aLJgdgM1FbkPriVJRJlUQWVgnDhEgCd6StrdCjxuWVbBb1gQBAU4G7gSOB5wHnvth2S6Qyh+P67GhhxnR2/JW9nvI93Rka3MoPj9RUdpmJlM1tnibijdISEIAq6GBvRojHR3N1p1dcH2tnhrF6Kq4pk0Ca2mcHsHB4fhcf26N3IEXq9avhwsi+nTp3NsfQONssLzeoZvffvbLF+xgu9ef/0+4ZAUJAmtphol4CfZ1t6TStOG0lM5x0gkMTNpBFlGdrtQGxuQ/T5kjwdRVUl3dtqaJB0ddvUbr2efOO69gGOPjENmT63mLy9uy86/t7UTwzCz4es726L86pG3MYy+0aAoClx81mFMbhhJHZPh05vS8KtfXkbDjOOQXEHSkeYcscz9kRt/9eKQ1WiqAq4cJ9Tba5+mdeO/qT/ouLzrfPDSvSw+8wQ+/7nPEUtm6I6k6Iqk6Ioke6aTbNjWPUCEFmDD9m42bO8u/aBGCcO0iMQz2VSm4texo1jKjWWRPU93PPhW2bfv4FAKlgXd0ZStozRC+fJjD2ukrp9j3LIs2kODR96MFsU4RI7ENj4eBtoEQXgaeAn4AOjE1n6qAmYCxwEfASqwS97NG4U+O+xljEQCCwtXU2PeUHZRUezqD4EgqZYWUu0dZMIRJJeG6HLZERuDGPyWYZDu6kKrrcU9ccKIn5ZKmoa7qZHoxk3o8XheHRLLMEh1dqL4vLgnTUIdx8I/Dg7jjWJEgpWaaj5z9bdyBF5/8qMfce8v7uCeE0/JLQ8842Cu+cUdAFx3ww2j2vdyIqoqnglNqMEgiZYWMp2ddolfrwe5ohHF60XyDBSC3VOTJNXeVhZNEss0MdPprENmKARJsv/Rxy+OPTIOmdTgx+dWsiKfybTBpl0hZk6qpDOU5M4H3xrwtPS802cN0B8ZCwZPaTihoFjm/kBnOMkjKxcVbLNneH9bWyuqr3DUi57JEO7cjSgK+D0qfo/KpPrciJdUxuDl9c3847WdtHeP7SDHwcFh/KPvpWiw/gzpELEsax3wMUEQjgf+E1gEnM9A5XYBCAMPAD+3LOvlMvfVYRxgGQaZcAT3hKaixEpljxtp6hTUqkoykSiZUAgjkSQTCiFIMpLbhaRpCJKUrSijVgTxTJxQNhFTpaICrb6OxI4d2X31x9R10h2dKBVBvFMmI/vy57U6ODgMpFiR4AX9pru6urh15coBzhCwy/HePO8oLly5kmVXXTWulckHQ/Z58XmmotfWIEh2eeCh0gZHqknSi2UYtihtMollmoiahuzzolRMKEqnRPGP3/ufY4+MT0RB4JCpVTmVY9Zv7qSxxscdD75JOJbrjDv7pGnMP3T46SXlZLhimWNJKdEco0FtbR3p6L8KtklHbY2MQmiKxElzJ3DCnCbWb+rg76/u4IOdoSH3rykSAZ+adbT4PQoBrz2tyKKtD5LIEEtmiCUyRBP2u2H21wnppw/So2GR6KcvEk/26YwkenRGik3VEQRwqXJW66EYeiutBL0qQZ9GhU+z531qz7uGIols2hXi/W1dvL+ti13tA0VqHcY/AuTo3Lg1OUcLpP9730vom5Z7U4psnZBenZHe6YxuIgjkpBApsojSs11BEDAtC8ui593CMsHCwrTAMi172rQjMnrb2tMDl2V0M5vS1hFKDCuCaij6Rw/uLYpW57Es63ngeUEQJOBoYDZQi22ItAHrgNcsy9r7bh6HUSPdHUKpCNqpMkWGdAuCbdQrwSBWYwNGIoEei5MJh+10ls4uLCwEQPLYERrDFUEdav/uhnqMaIR0V3dOKoyZydhOmJoqPJMmI3vKt18HB4f8rFmzhgX1DQOcIb3UuNwsqG9g9erV+5RSeS+CKGZTZoZDVpOkqjKbRiO5XAhiYaeIZegY6RSCICG5Xai1NagBP5LHU5RDZl/CsUfGH4dNq85xiKzb1MHmXSFa9xAcPGXeBD589KSx7t4+RSnRHKOBLUL7HZLRzpxyo70kIh20bnmNM8+6p6jtiYLA4QfVcPhBNWxvjfDcG7to7ojhdStUBVxUBVxUB11UBlxUB1y4NXmvpA6mdSPrHOl1mIiigFuTc179xVfTGcMWb03oRJMZ4okM8ZRdijjYz+lRbJWYQ6dWZSOoIvE0G7Z38/62Lpo7YsiSmNX50NRezQ97UCz303Do1ffoPy1KAnKvLkbPtNXT/1TGIJ22tT76dElMW3OkV4uj33uvJkSfNomF2dNWFISsBkn2vWfaNK0cfZCMbmb1UCSpr12flol9bKZpkdGNHhHRXqeAgW6YCPQe50Ddjz3f7WkRUbAdBbrRp7Ni9NO1sJftqbliYlnYTo5ezZh+gr5et4LP1ecAEfNUC9ofSKUNOkIJOkJ2VSu9VwzW6DmXPdOGaWUdPZLY89473+MEmlhAYHmsGLZccU/O7ks9L4cDCCORQBAF3I2NSFppZdMESUL2+ZB9PrS6WsxUCj0WR49G0KMxXA0NKP7yC4yJqoqrqQk9vgk9FkP2ejGSSTLhMFp9HZ5JE0s+JgeHfYlC6S2CogyZ+qLV1ZalH83NzTTJhaPAmmSF5ubmsuxvNOnq6mLNmjU0NzfT0NDA4sWLqaysLHl7giShVVej+G1NkkxnB0MN7UVNQ6urRfb5bCfIAXA/c+yR8cOsKZVZ8TyA9u4E7Xu0OfLgWhadepCjj7OPYIvQXsG9q29m7lnX5DhFktFO3nzsFi5bekVJqUYB1UBoewG5rZVAbR0fPXURwXESCajKEqpPGlZ54N4BfOUo6OP6PSpHzarjqFn7htC4w4GBpkp4FZ1nX/pzT+phHWcsHD+/4+Gy79ZvKhFBEDTge8AXgErgDeC/SlWuP1CwDINMJIJ7wgSUyvJc7IIgILlcSC4XWnUVlmGMaoUFJRjEVV9LfPsOO7c+mcLd1IR7QlPZ0nMcHMY7xaa3jDYNDQ38Uy8ccrlLz3BSw8DynaWwdumXSLW2FWyj1dUO6/xYlsX3rr+eW1euzIrC/lPP8PWrriqLKGyvJolZX2crmBVAEEWnQs0+xv5kj7g1melNATbuGDwVYuakCi742CHZKhIO+wa9IrOr7lpG3dQjUX11pKOtJYvQWpbFT3/0A1bd9TPqpx6F4rPTcm668TvZ7TkOMweH4TOWqXb74+/4gHOIAL8GPg38GNgIXAw8LgjCqT1huA6DkO7uth0KI6j6MhSjbcz3rzqTiURwT5qIu7HBGUQ4OOwFFi9ezNevuor2GQcPmjbTlkjwUkszq5csKcv+Uq1tnPjQ/QXbDBUdsyffu/76MRGFFeUD8a/6gODX7Ef2yOxp1YM6RJpqvFx69mHI8v6TtnWgMLgI7Ukli9D+9Ec/4N7V93Pi534yIOLk3tU3A7Bs+bfK1v8DDdO0SKZ1kikDBAh41Wxp2wMdXTdJpO1yuNYQDxj2RYpNtWvtio94X7/8+a088vDDg/6O/3jfzcSSGf7jy8tL3r4FjHW20QFlZQmCsAA4D7jKsqwf9yy7Bzvf+H+AU/Zi98YtejyOIEq4m0pPlRkviIqCZ9JEjGQKtbpqn/NgOjjsL1RWVrJ8xQqu+cUd3DzvqFyHQjLBt998leUrVoxbQdX9WRTWYfTZH+2R2dOqefjZTTnLqgIuLv/kEbi0A8rc3O8ohwhtqLubVXf9bMAgCsDlq2LuWdew6q5lXHLZl/brij+lEOru7ueQyk1N6B3oJ9I6AnYqQ9CvYpoWneEkLlXG71EOOHvXsixSGYNkytZDkSUBlybTUOVBUw/cB6FTG0dW6ry7u4t7f3snJ+T5Hc87+xru/e0yvrHiSoLBkdk+btfY/W8caP9Qi4EM8MveBZZlJQVBWAXcJAhCo2VZw66mbFkW3d35a6l7PB7UHnV/0zQJh8M5n7959X+R7ujIzqsZHanHe2kCKVVBqahgxhVfHnT7PrcbqSfKQTcMYonCZc38Hg9ij8BeRteJJ/OHWFmGgZpI4p1sVz9Ip9PE44W9i/2N/2QySbLA9kVRJNBPeDCRSJBKpfK2lyQJfz+NkXg8Tjqdv5ykLMv4+lWNicViZHQdZIlEaOCTLEVR8Hq92floNIqu63m3r6oqnn6lfMPhMKaZP9nf5XLh6leqOBQKFfRUu91utH5OqELXGeRea5ZlERrkGPvj9XpRetKFBrs298Tn8yH3PK3WdZ1oNFqwfSAQ6LvWMhliscJq6cFgsE+kbJjXWiqVIlHg2hcEgWA/I2u412ZJ11omf0rISK+1SCSCYRh522uahrufOPFwr82xuNa+duWVAHzlrruYW1NLvazQomd4o72N//jiF/nu9dcDYBgGkUgEGHi/zB5vOoOkKFiZDIYgkFb2+HtTlfn2XZIAACAASURBVJxj6n9t9l5riT3a9GfPa+2Pf/wjJ08/CG8gwJ5XnWBBDWRFYb/whS+Mq/vgWF5rjjMoL2W3R0ZqiwB887Z/0hGyr9WMpWBh/0YELBTBvsYq/BpfXXLkgHWrAx4m1vnY0RpFwCTohgs/NhXJTBGNDLyePV5f9jeo6xmSQ9guXp8/+/+QyaRJFfhNIYDP1/ebSqdTpAv8pkRRwOPt+02lUkkyBX5ToiTi8fT9ppLJBPoe9/vbVr9Gd89xm4joVl9qrixkEDEHPZeqkCIWixX8f1CFFNFI3/enKApaP8dsPBbNud+rQirn2hjMFlGFFKFQCGmQR7OapqGofbZINBLOOb490S0ZE4mqgItrL1lALBrh8UcfYPrs4wn4vUDuehlLweWrom7qkTz26J84+xOfGnS7vbg9HiTJvscbhk5iCFsh91rTSSYKt9/zWkvEE5g9ttrPH3hjwHGnrb5zI2JQE5D48qfmDrptQci91tLpFJn04OfRsizu+dUdrPrl/2ZTE4T0C9z2kx9y7qcvYPH5lyJJIpoqEfCqeF0KPq9GTVUQ3bBo64qzfXcHW7s68blVXOrAYZ8sy7jcfff7RDyWvd/3iojmts+91hLxaEHbQlFUVK3vWovHohTSu1ZUDVXVuOWel+kMJ1GFNAMLidlU+DWWnX8sitJni3SHukmlDQzDRFMlNFWm2quw8vev0hlOolsKJr1RM1bP9m2qgy5+8NVcX3R/u7e/LZIPv9/fNybLYyf3v8+mLZXeevciBi7FRNfzn5+0pVFX6WbVtR/LsXv3/I3DQLtXQsej5P/vL8YWeejpR5l+2AkE/F4sMmRy7ms6Ab+X6YedwN+feoTzzz8/Z91v3PYvmruNfu3t+2B/+n8Hpp6GftfsSO3eQvaIsD+GDeVDEISngHrLsubssfwjwNPAQsuyHt/js8KjAghqmsY111yTt8GSJUuYPXs2YBuuP/zhDwtu8KKLLmLq1KkAdHR0cPvttxdsf+HCs6jtEfDb2dbGH//yZMH2X/zkp/D1GLsf7NjBg//4e8H2X/v0pwkefDCiqvL666/z0EP51c1VVc05F//+97956qmn8rYPBoNc2TMoAnjmmWf417/yl3lrbGzk8ssvz84/8sgjvPrqq3nbT58+nS984QvZ+fvuu4933nknb/vDDz+cT3+6L2z+17/+NVu3bs3bfv78+SxcuDA7//Of/5zW1ta87U899VROO+207PzKlSsLOhXOOOMMjj22L9/vxhtvLPjH86lPfYojjjgCsAdtt9xyS962AJ///Oc56KCDAHsA/JOf/KRg+6VLl9LU1ATArl27uOuuuwq2X7ZsWfYG9MEHH/C73/2uYPurr7466wB66623eOCBB/K2FUWR73znO9n5F198kSeeeCJve5/Px4oVK7Lzf//73/nHP/6Rt31dXR1f/nKfE/Kxxx7j5ZfzV++cMmUKF198cXb+/vvvZ926dXnbH3rooXzmM5/Jzv/2t79l06ZNedsfddRRnHPOOdn5O++8k92784+XTjrpJD7ykY9k53/84x8XdFqcfvrpnHDCCdn5m2++ueAge9GiRcybNw+wjYT//u//ztsW4LzzzmPWrFmA/ad26623Fmx/6aWXMmmSXY2ipaWFX/yisLbHV77yFd699HJOfOh+tmzZwm9+85uC7b/xjW9kB/3r169n9erVBdtfd9112elXXnmFRx99NG9bRdc59c313PnuemZ8/gJOO+00/vrXv+ZtX1VVxVe/+tXs/JNPPskLL7yQt/3EiRO57LLLsvMPPvggb7zxRt72Bx98cI5h8oc//IH3338/b/u5c+dy7rnnZudXrVrFjh078rY/7rjj+PjHP56dv+222+js7ATguuuuO7AeSxbJcO2RfcEWWXju59BFL4//ezNWqhu5q3C140+ed1nWqbBj2yb+8fQjBdufd9FXsgONDzas54Vn89sWsqzw2Qv/Mzv/zluv8urLz+Zt7/X5Ofczl2bnX1/7HG+/uTZv+6rqOs5c1PebevFfz7Dx/fz3+9G2RQ4+dC7zjz8tO//on35HqGug47iXXal6dqUas/NzfOtQxfwDpWOOO5VZs+dl5//w69uKskXOWfEQP7jieO777c/ztgV4PzadsBHgved+x9knH0zQV7hE+BmfOI/qGrt0c0d7C088/MeC7RctuQSf3x7o7d65lb8++WDB9p/5wpexBIlkymDzB++ybu3f8rYdri2iuTx8+Jy+a2HD22vZuP6VvO07Ort5Jzkn+zR+kmsH9eqeksV97GmL3Hffat55Z33e9pOmHMQpHzkbsB0KTz/xJ1p3b8/fftohHH7Mqdn55566n3B3/v5MP2Qes47os2P//uf/IxHPb/ceMuc4ps2ay42rXuSRlYuGtEWOmH8aE6fatoVpGjx5/y/ztoWxsUWqq+1qlqNli5yz4iEeWbloSFvE7XbzzW/26fwsveZOJrry243DtUWiuod34wdn56e6tlKj/n/27jw+rrre//jrO/tMlknSpk03yg6iCG25gLIIslTLj03acntZRBalglBaFCpCW6ggSBEvgpTNKgJCUdqLolbAsoqALHLhUvayNW3TZk8mmeX7+2OSkGUymUwmM5PM+/l45JHknO/MfM43M+d88j3fpbbf8nXhUn62/KKu37OZi0DyfKTQeohMAD5JsL3z3TExi7GMGJ6KMTg8yS9OIiKZ9O9LfsiHzfG7eE0+H+y1+wCPyD+ZnBRWRp1RmY9Ulvk5fdZebN38Kev+lLxBBD6bCDDoqme3wIDF88ZHWxq56MbPGtR3L93C0DqiZ9c3Dt+NLx90SNfvK295h+bm5D0+s6G9aQsVFV8i2p78LvxgXXXXc129OEqdDexelLz8lu3N+P1+fF4X5aW+5IUHyeV0dC2pC1D7iZ93kpT3lVTic/Vd9jhVzgHmELFASyhMqC1KOBrrWimqP2Ulvh7x/8vrIlnf4pff3MoDz/+z6/e9i9vwJglpXEWgx/MPZOLYoq7y0WiU5LeERRIrtB4i7wKvW2uP67V9Z+Bd4HvW2uS3QPo+Z11paWkwWcv9QN1UXzzn3B4rGyTqnvXiOefyucsS3/kZriEz0VCIWDjCpGn74O7obj0qhswM4zAGDZnpSUNmNGSm02Deay+ecy6H3ffbhN1Ue58vO5WUlPDcN+Zy0NrfJ3xv9n5coiEz/T039H2vVVdXc/CXvsSK/fanwtszYTYWGhsa+OazT7Lx44/x+Xx5dR7M8pAZ9RBJINP5SCZyEYCzlq/jzh8dDfTfVfys5eu4/MwD+zzWHyjqykWikQitAwxLCBQVs+i/n+LhFccnvT50vl6uhsxcdddzXXXSqfdn8MSLf8+SM/+jR5nuj+vv+pCoLm9a/TLbGyNE7Gf3LHt3Le891Kb3kJlt22tpbG4j4HdTWeanvNTXY3LN/nIRay01da1s2taMjcUn5TTGJBwyk6heOnW+145dtJYrzjyA1pZGmhobOPOU49nvxCV4Az3nCAlbNy2NtTx77wKefPZVXK7kczykOmSmM8ZkuchZy9dx/ux9iVmLx+3A73UxsaqSIr+bgM+NjUV65CLdPyOdel8f/uuytf3WTaq5yH333cctq9ay2yFnEbaf3ZR0mghO4ufjt566i++ecXyPHoDJcpFINEZtYxtba1toaQ1jHAan00VpaTHFPg+lxR5MtA2XyyQcOgWDvz6ccdVjrFnxWW+nRLlI9zrtfG929oJIlouctXwd9119Qkq5SOdrJMtFEv1th2PITPfX6Z2LzPvhmn7fOxB/r3XWTfe8N1Hsvd9rJyz6PasuP4L+pJKL1NfX86UvH8z046/AEyjvM2SmvXkbL//PVTz3j2d6PBfAt5Y/ykPXz+76PVEu0v04Mp33JstHBt1DxBjzFnAn8GtrbfVgH59jrUCiWUF93fYPmjEm5XHSDoejT1l/e7jfxzudTsrKyvC3hwl2O8H1x+V0plSuk9vl6rd8e3s7rnFjcXX7p83j8XSdeFLR+6I7EL/f3+PNPJBAINDjwzKQ7v+ApqJ4EHUJ9PnwDyQ4yInDBjMefzDvS0j83kzG5XINqrzb7R5U+cG+17xeb4/Go4EM9r2Zb++17sl4Kgb73szle83fHu5KQOCz82DnvoFeK9F7M9njOt9rqTw3xN9rU6dO5exzzmHpAJPCWmu5++67qa6upqqqitmzZ1PeMcSxP8N9Hsy391q6lI/0NNRcBOLj0xNt7/4ZbLferuEH/XG6XAOW6S7Z9SHR67ndnq55A1Lh6ZiXIFVerw9vR0Nnf3XSXcT2Pd5kj+u8PiQ6tsVnfiXRQ1LSHolS19SGxxNg13FjGF8RwJ/ChLbdc5Hy8nLKy1v5aHMjbe1RKoK+PsslF5eUplQvAMUBN8WBCirHVnDS3FN54Pc/Zd9jFvdZneLfj/yEs845j7IBzo+9OZ196z4as9Q3tSWMsfd7rd162WHyOEo65uDwe104ejQG9MxFBjpur9ebct1A/7lITU0NbY7SHo0hAFHrItrx71ubKaGmpibpa/XORcaOgckTImypbcFaKAnEG358HmdHg+PgcpeBrg/RXv9qJro+JKuvZMfWbr09/jbJzoGJXqP3eXCgv1v382Aq+suT+3sdj8czqPdO97w3lcdFGVzenigXKSsr45yzz+bWu67ni7Mu7fE5bmps4N+PrODcs89mhx126PN83edRgsS5SLLjGM5cJJ0hM2HgGuAqY8wjxCcEe8QmmyEnf2wi3k21t85tn2YxlrxmrSUWieApKy+4malFRFLROenr6StWsP/4Kia63HwaCfP85mouWrgQrGXHKVM4YHwVE1xunoyEufiii1i4aBFXLF2qc+vQKR8RIb7can1zG9FojDGlPqrGFHX17kjH2DI/LqeDD6sbqKlrZUzQ32+PgYF8bqcxXT//4sZrGFvm5/obFlA5dV88xeNob9rClg9e5qxzzuOCi36Q8Dk6h1Yl0zmBa1NrmJZQmGBx6g1gu0zOv8mfq6qqiDQ9lrRMpHkrVYMclnnW8nVsqU3e3to5aadIIkuXXgHAihsWMG7HabiKKok0b2XLBy+zaOHCrv0jyaAbRKy1nzfGHAicBcwFjgWqjTGrgLuste9mNsSMegW40BhTbK3t3oepc7af/melKzCxUAinz4erZHB3EkVE8pF3XCXPHH/SgGUGwxjDkmXLuGDBAh588MH4MJqqKlbPmcPPf/Yz7r91ZZ9leWt23Z3Ft64EYMmyZYM/EOmifERGu0g0xvaGUNKhtRA/FxUHPFSNCTCm1DfgvBGpKCvx4nIG2VjdGG8UKfXhcg3teY0xLFu2hAULLuDe++7n/97eSHHpAcyZ/euuZWQT2d4Q4uEVxyd97mMXrWVLbQt+n4sdJ5RSWT6CJqVJYPbs2Vy08GJ2adreZ3lTgNbGbWz54GXmzEk+QWxvW2pbU6pLGVnGlfsH/LuNK0+952ky3T/HnblPVVUVc+asGbEry6U1qaq19jngOWPMhcDJxJORxcClxpgniN+l+b21tv8Bm7nxIHAxcDZwI4Axxgt8C3jGWqs7Mh0iLa14yoI4B9FtW0QkX3XODfLM8Sdx0NrfZ/S5y8vLOeecc7p+r62t5YYVK/o0hgCM9fm5Zt/pnL5iBRdedNGITR7yhfIRGa3aw1Fqm9oYE/RRUerD0H8PDWPiQ1MSLas6FMUBDztPCsZ7itSHKC/24nE7CbX3PwdRKsrLyznvu+dS39TG+5/WE06yzOhgVI0pYnxFgOLAyF8IoLy8nEULF3LrXT/pMzQh1LSd1/58LYsWLtQ1RABy0qOnd+4zkg3pzGmtbQF+BfzKGLM7sASYB3wFuMkYczdwg7X2wyFHmgHW2n8aY1YD1xljJhCfuOybwFTgjFzGlk9sLIaNRHCXl6lLt4jIID344IPsP76qT2NIp7E+P/uPr2L16tWjJpnINeUjMpqE2iLUN7cxvqKIKVUleN3JJxkdTn6vi50mBnE5HVRva8bhcPSaYyN9wWIvk8eV8P6nDVx553PUNg6t3XKnicGMxZYPkg1NOOa8X/FSkzNprwANfRFJzZCbko0xTuA44ndlvkZ8Bae/A23A+cA5xpj/stbmS/+r04GrOr6XA/8GZllrn8lVQKl05fZUpL/k1mDF2tpwBny4BjnxnojIcEt2vjRud8aHxaSjurqaiS530jITXW6qq0faPKD5TfnI0KXS7boiw8uQjlYVpb606rI5FJ8DY9K4EiZVFuMe4jCVTPC4nUydUIrT6aA1FGZcRSBjXfTHBH20hSPUNrb1O5Qj1SEc2WgMyZehCadd9cSoHvqS6XrO5t9tKLG4XY68iTPT8ulv0FvaDSLGmD2JJx2nAeOALcD1wO2d43aNMbsCDwDXAXnxqbTWhoDvd3zlhd7LPDZseItIQwOeQc60nSmRlhY8FRUaLiMieWc4h75kSlVVFU9G+l9yGeDTSJiDBzkZniSmfCRzut9NjkZjvP7+dqLRGCWjYAhCtl1+5gEDF+qlobmdcCTKlPElTBhbnPZEpsPB5XQwtaqEWMzidDoy1vPAGEPVmJFzA05DE7Ij0/WcTz1l8imWbMrn405n2d2zgDOBzoXTHwVuA9Zaa3sMKrTWvmOM+W/iY3hlBLCxGDYaw1MW1HAZEcmJ4ZgANZtmz57NxRddRM2uuyccNrO1tZXnN1ezes6cHEQ3eigfGfnS7UWRTdmI0VpLXWMbxmGYOqGU8RWBvMzBjDE4nZmPa7gafvL5jnSh0N9ARoJ0eojcDlQDPyF+9+WDAcq/AdydxutIDkRDIZx+L86ikdNaLyKjS+9ecyNNeXk5CxctYvGtK7lm3+k9V5kJtfLDf7/EwkWLkk6GV1tb26OL9OzZsynPUa/BPKZ8ZIRLpxdFtg13jDFr2V4fwutxMmV8CWPL9M9hpuTzHelCob+BjATpNIh8A3jYWhtNpbC19nng+TReR3Ig2traMVxGY4RFRNJ1xdKlAJy+YgX7j69iosvNp5Ewz2+uZu3/OwH3K/+btBdMnY2x+vXXmOBy82QkzMUXXcTCRYu4YunSvLxznCPKRySvRWMWkiyZay1sbwxR7HezQ1UpZSXeLEYnIiKQXoPIccAm4J+Jdhpj9gfOtdaeOZTAJPtsLIaNabiMiMhQGWNYsmwZFyxY0NXT4+CqKlbPmcPr3zxrwPlPnjn+JJZ8YZ+u32t23Z3Ft64EYMmyZcMa+wiifETyVk19K9j4krjJBIu9TK0qGRVLxQ4XDbvIHNWlSF/pNIicQXycbsIEBNiJ+NJxSkBGmGgohNOn1WVERDIlU5PhjfX5uWbf6Zy+YgUXXnRR0uE2BeQMlI9IHqprasPjdjBlXCked/JVYnxeV06X1R0JOoddHLto7YArq0hyGsIi0tdwrOVVBCSfXl+GnbWWSHMzNhZL+THRllZcxcU4fBouIyKSb8b6/Ow/vorVq1fnOpSRQvnIKNIejtIWTml0VE41tYaJxSyTx5VQWe4nWOxN+qXGEBGR3Eqph4gxZgdgx26b9jTGHJqgaAUwH3hn6KHJUMRCIaItLURDIbxjxgxYPj5cJoqnrEzDZURE8tREl5vq6upch5EzykcKV21jCIfD4Pe48nZ4Sag9QmtbmB3Gl1CpyVEHRUM5Bkf1JZI5xiaZ7KmrkDFLgCXAQIUNEAO+Za0tiJncjTF1wWAwWFdXl7HnbNjwFpGGBjxDWFEg3NCIw+0iFglDzOIOBpOWj7S0YKMxSvfcHadfJ1ARkeHyzPEnpTSHSG/G7caGE3d46G9fssd08o6rHM6VfTLawq58JLHhyEWi0Rivv7+daDRGSY4bIELtEULtUcYGfWypbcXpMASL82sC0kgkxrbGEBPHFrFDVemwLSUrIiJp6feknOocImuADzqe6C7gNuAfvcpYoAl4wVr70eBjlEyykTCOkmK8wXE0f7CRSEsLrkCg3/LRlhY8lZVqDBERyVM2HO63IaW/RpZ0G1/ymPKRAtTcGiZY4mWHqlICPjcfbWlke32I8lJvXvRqjcYs2xtDVJb5mTyuWI0hIiIjSEoNItbaV4FXAYwxU4HfW2v/dzgDk6GJRSO4igJ4KyuJtYdp+fAjjNOJ09v3jkp8uIzFM0AvEhERyY2aUCtjfWqwVj5SeGIxSzRmqSj14XAYxlUEcLkcfFjdQE19K2NK/Thy2ABhrWVbQyulRR6mjC/B7dKcICIiI8mgV5mx1mq9v5HAGhxuD8YY/BOqiLW3E6quxlRU4HD1/LNHW1tx+v24iotyFKyIiPS29H9fZaLLzaeRMM9vruaRI2bmOqS8onykMLS0RQj4XJR2G7ZTUerD6TB8tLmRrXUtjA36cTozt05AeySKy+nAkULvk9rGNop8bqZOKMXvTWfxRhERyaUBz9zGmNM7frzbWmu7/Z6UtfY3Q4pM0haLRDAuJw6PGwDjdBKYPAkbDtNWsw1v5ViM47PEIdraGh8uo9VlRESGnXdc5YDDVNxjxzD30kuorq7m4KoqVs+Zw+vfPCtLEeYn5SOFqSUUZsKYIny9GhuCxV5cTgcfbo73FKko9eN2Db1RpKmlndb2CNaCwxh8Xhd+jzNhg0tjcztOh2HyuOKcz7MiIiLpSaUpexXx8bi/A9q7/Z6s2dwCSkByxEYiOFwujPuzi7PD48E/ZQqxSIT27dvxjBmDMQYbjYJFw2VERLIk1QlM9x/mOEagVSgfKSiRSAynw1BWkngC1SK/m50mBHE6HGytbaWsZGjL2EYiMVraIkwZX4LX46SxuZ3GlnZqG9uIxmL4PC58Xhdet5PWUIS2cJQdJ5YyJqjhbCIiI1UqDSKHA1hr27v/LvkrFo7gcLtwenverXAF/ASmTKb5vfcJ19XjKS8j2hrC6ffhKinOUbQiIiIpUT5SYJpDYQI+NyVF/fe+8Hld7DSxFJfTUL2thZKAJ+2hK9sbQ1QEfVSNKcLtcjCuPEBbOEpLa5jGljANzW20hCLUNbVhgMnjihlX3v+E9SIikv8GvGJYa59I9rvkHxsO4ygKYpx975K4S0vxT55M8/sfEG5sIhZqxTt+fMLJVvPVjTfeSH19fdIywWCQBQsWZCkiERnJdE4ZGZSPFJ5Qe4SqMQFcA8wP4nY5mVpVitPh4JOtTTgdBs8ge4o0trTj8ziZOLa4x9Abr9uJ1+2kvNRHNFpES1uE5tYw4UiMCWOLcjqhq4wcus5Irui9N7CMzP5kjHEBxwMVwMPW2upMPK+kJxaN4Az0333TM6aCWHs7LR9+CIA7WJqt0DKivr6eJUuWJC2zbJnm2hOR1OicMnooHxk9Qu0RvB4XweLUbtg4nQ4mjSsmEo2xaVszlYOYaDUcidHaFmHqhBJKk/RGcTodlAQ8mi9EBk3XGckVvfcGNugGEWPMdcDh1tr/6PjdAI8ChxAfx3u1MeZAa+27GY1UUmctDk//F2tjDL6q8cTa24k0NeMq1nAZEZF8l2wyVuN2J9zX3/bezzsSKR8Z3Zpbw5SVeAn43Ck/xuV0MHl8Ce2RKDX1rVSWBwZcKcZaS21jiLFBP+MrtNqeiEihSaeHyNeIJxydjgUOBa4DXgFuAi4FzhlydDJoNhrFOJxJG0QAjMNBYMpkoqHQiBouIyJSqFKdjLWAKB8ZpWIxSzRmKS/1DXpIitftZIfxpYQjlu0N8YaOZBpbwvi8TiZUFg04NEdEREafdBpEpgBvd/v9WOB9a+2lAMaYzwOnZCA2SUMsEsG4XQM2iEB8OV5Xke6GiIjIiKR8ZJRqaYsQ8LkoTXNoSpHfzZTxxbz/ST11TW2U9TPspj0SJdQeYedJQQ2DEREpUOk0hXuASLffD6fnHZr3gAlDCUrSZ8NhHG43DnfqXUxFRERGIOUjo1RLKEyw2IsvzdViAMpLfEweV0I0ZmluDffZb62ltiHE2DI/lWVaNldEpFCl0yDyEfAl6Lr7sjPQfab3cUDT0EOTdMTCERwejxpERERktFM+MgpFIjGcDtNvr47BqCz3M6myiOZQmLb2aI99DS3tFPndTKwsTnnyVRERGX3SaXr/HXC5MWYc8HmgAXik2/5pgCYwyxEbCeP0606HiIiMespHRqHmUJiAz01JktVeUmWMYcLYYsLhGJ/WNDOm1IfL5aA9HKU9HGWniUGK/bqBJCJSyNJpEr8GWEX8rowFTrfW1gEYY4LAccBjmQpQBsdai9OnSVJFRGTUUz4yylhrCbVHqCj1ZmyCU6fDMHl8MZVlfrY1hIjGLHVNbYwtC1BZHsjIa4iIyMg16B4i1to24KyOr94aiY/XbRliXJIGG4thjElpQtWRLBgMDrhedjAYzFI0IjLS6ZwyMikfGX3a2qP4PC6CGRgu053b5WTy+GLaI1GqtzcTLPIwcWwRzkGuYCOSLl1nJFf03huYsdbmOoYRzRhTFwwGg3V1dRl7zoYNbxFpaMBTXj6ox0Xb2om2tlK65x64irV6jIiI5Jz+48yC4chFotEYr7+/nWg0lrUVWLbVt1JW4mW3KeWDXm43FQ3N7XxY3cC48gDjKtQ7RESkgPR7UUl/+m7JOzYSxuF24fBoPKyIiIiMHLGYJRqzlJf6hqUxBKC0yMNuO5TjcWkSVRERiUurQcQY8yXgfGA3YAx9W1ystXaXIcYmg2QjEZx+H0YrzIiISAFQPjJ6tLRFCPhclA5zbxSv2zmszy8iIiPLoBtEjDGnA78CwsBbwIeZDkrSEwtH8FQEMEY9lEVEZHRTPjK6tITCTBhbhM+rzssiIpI96Vx1LgM2AEdaaz/NcDwyBDYWxen35ToMERGRbFA+MkpEIjGcDkNZhidTFRERGUg6gyinAr9U8pFfrLUYYzDu0b3CjIiISAflI6NEcyhMwOempEg5jIiIZFc6DSIfA2rCzzM2EsG4NKGqiIgUDOUjo0R7JEZJkQeXU5OdiohIdqVz5bkV6g3dyAAAIABJREFUOMUYo1mp8kgsHMa43Dg8ursiIiIFQfnIKGGtxefRn1FERLIvnTlE/gWcBDxvjLkZeB+I9i5krX1yiLHJINhIBIfHg0MrzIiISGFQPjIKxGIWY7T6i4iI5EY6DSKPdfv5DsD22m86tunKlkWxcBh3WRDjUHdTEREpCMpHRoFwNIbb5cStBhEREcmBdBpEvpXxKGTIbDSK0+/PdRgiIiLZonxkFAhHYrhdDrxu3dAREZHsG3SDiLX218MRiKTP2vhNMYdWmBERkQKhfGR0iERiFPldmlBVRERyYkhXH2OM1xgzyRij/8RzyEajWmFGREQKlvKRkSsciRLwuTHG5DoUEREpQGk1iBhjphtjHgcagQ+Bgzu2jzPGPGaMOTKDMRYcYwzY3kOh+2fDYRxul1aYERGRgqJ8ZBgZE5+EJfV0JC0xwOdNZwS3iIjI0A26QcQYsy/wFLAL8Jvu+6y1WwA/8M2MRJdaPEcYY35ljHnLGNNijHnXGHObMaaqn/LHGWNeMsaEjDEfGmOWGGPy6krsDpYSDUe6hsIMJBaO4HC5tcKMiIgUDOUjw8vpMJQWeWhtCw/ba8RiFocBj0vDZUREJDfSuQJdCXwKfB64lPgs7t09Buw/xLgG41rgK8BDwAXA/cB/Ai8ZY8Z1L2iM+TqwBtgOfK/j5yuAn2Ux3gG5SkpwBXxEW1tTKm8jYRw+H8apGdpFRKRgKB8ZZsFiLy6Xk/ZIn9WMMyIcieFxOfFohRkREcmRdO5EHAJcY61tMsZ4E+z/EJg4tLAGZSHwtLU21rnBGPMX4Angu8DSbmWvB14GZlprox1lG4DFxpj/tta+nbWok3D6/biKS2jftg1XIDBg+VgkOyvM3HjjjdTX1yctEwwGWbBgwbDHIlII9JkTSUr5yDArCbgp8rloaY3gKcl8o0U4GsPlcuS8QUTnWpHCpc+/pNMg4gOSvWtK04wlLdbaJxNtM8ZsBz7Xuc0YsxewF/CdzuSjwy3AZcBJwE+GOdyUGGPwVJTTvm1bfMLUAXt+WJze4Z8/pL6+niVLliQts2zZsmGPQ6RQ6DMnkpTykWHmdDoYW+bn3Y/rsdZmfOLTcCRKccCNO8dDZnSuFSlc+vxLOlegd4EZSfZ/FXgjvXAywxhTDBQDNd02T+v4/mL3stbaT4GPu+3PC+6SEpyBAJGWlqTlOhtMNKGqiIgUGOUjWVAS8ODzOgm1ZX7YTDgSo8in+c9ERCR30ukhci9wuTHmAeLdPQEsgDFmEfA14MLMhJe2BYAHeKDbtgkd3zclKL+JfrrVGmPqBnit4KCjS4HD48FdVkbrxx/jLinpt1wsHMbhdmPcahAREbHWUlNTQygUIhaLDfwAyTiHw4HP52Ps2LHDvZRqweQjucpFAAI+F6VFHrbVhfD7Mj/nq9eTN/PIiohkjPKR3Es1H0nnKnQ9cBTwV+BN4snHz4wxlUAV8Dfi3T4HzRjjIJ44DMhaG+rnOQ4FlgD3WWuf6Larc5KNtgQPCwEDT9aRZZ6yIKHN1cTa2/vtARILRzqW3NUdFhEpbNZaPvnkExobG/F6vTg10XROhMNhmpqaaGtrY/Pmza4ZM2ZEhumllI9kgTGG8hIfNXWtRGMWpyMzjVzRmMVhDB63VpgRkdFF+Uh+SDUfGXSDiLW23RhzFPFZ0U8hfvHeHXgbuAH4efcJxQbpUODvqRQ0xlRaa2t6bduT+OzurwLn9HpI55ItiSZe83Xb34O1tmyAOOoYpjszrqIi3MUlRJqa8PTTIGIjYUygBIdLd1hEpLDV1NTQ2NjI+PHjqaioyHU4BW379u1s3rwZ4EzgtuF4jULKR3KZiwCUFHkI+Ny0hMKUBDLTIzUSieF2OfBqhRkRGWWUj+SPVPKRtP6LttZGiC8Nl+nl4d4EvpVi2cbuvxhjpgDrgDrgGGttc6/ynV1TJ9C3m+oE4NnBhTr8jNMZn1y1thYbi2Ecfe+i2EgEZ6AoB9GJiOSXUCiE1+tV8pEHKioqqKuro6WlZY/hfB3lI9nhdTspK/by8ZbGjDWIhCNRXC4HbpcaRERkdFE+kj9SyUcG3SBijLkLWGmt/Wc/+/cHzrXWnjnY57bWVgOr0ohpDPHkwwt81Vq7OUGxVzq+7we81O2xE4HJ3fbnFVdJCU6/j2golHAJXmvJygozIiL5LhaLqVtqHun4W/Q/CdYQKR/JrrISL9XbW2gPRzOyTG44EqOk2JPzFWZERDJN+Uh+GSgfSecqdAawS5L9OwHfTON502KMKQIeASYBs6y17yQqZ619nfgdn28bY7q/Q+cDMeD3wx1rOpx+P66SUqIJVpux0SjG4dAKMyIiUojOQPlI1hT73RT73TSHwhl5vnAsRtEwTNIqIiIyGMNxJSoCMnO1TM09wP7AXcDnjDGf67Zvs7X2b91+/z7wP8BfjTH3A18Azid+h+mtbAU8GMYYPOVltG/d2rXEbqdYJIJxu3C4szOhajAYHHAd7mBw2IYwixQcfeZEhkT5SAY5nQ7GBH3UNbZhrR3yCkLWgtedHw0iOteKFC59/iWlK5ExZgdgx26b9uyYPb23CuJ3OBLeFRkm+3Z8P7Pjq7sniM8yD4C19o/GmG8Qn/X9JmArsBy4Kgtxps1dUoKzqIhIS0uPJXhtOILD5c5aD5EFCxZk5XVEJE6fOZGelI/kVknAg8/rJNQWHdISvNFoDKcxGRl6kwk614oULn3+JdUhM98C1hOfcd0Cl3X83PvrD8A04NpMB9ofa+2O1lrTz9dhCcqvsdZOs9b6rLVTrLVLOiZly1sOjwdPeRnRlp4Tz8ciYRweN0YrzIiIjHirVq3CGMP69esH/dgdd9yRww47LOMx5SHlIzkU8LkoLfIOedhMOBpfYUZL7oqI5J9Cy0dS/U96DfABYIh3Bb0N+EevMhZoAl6w1n6UqQAlzh0M4vBsJtrW3jWJanyFGf+Qu62KiBSy9evXc/jhh3f97nA4KC0tZdKkScyYMYN58+Yxc+ZMnWvzg/KRHDLGUF7ipaauhWjM4nSk95kIRzobRPKjh4iISD5QPpIbKTWIWGtfBV4FMMZMBX5vrf3f4QxMenIVFeEqLibS1PRZg0gshtPny3FkIiKjw7x585g1axbWWhobG9mwYQNr1qzhN7/5DUceeSSrV6+mrKxs2F7/tNNO4z//8z/xpDEMcsOGDQWRICkfyb2SIg8Bn5uWUDjtJXjDkRj+Yg8up3qIiIj0pnwkuwY91sJam3zWGRkWxunEU1FOe20tNhaLbzMGh1srzIiIZML06dM59dRTe2y74YYb+MEPfsANN9zAvHnz+POf/zxsr+90OtNeps/r9WY4mvynfCQ3vG4n5SVePtrcmHaDSCQao8iXnQnhRURGGuUj2ZVW07wx5kvGmHuMMc8bY941xrzX6+vdTAcq4Copwen3EQ2FsJEIxuXG4VFCISIyXJxOJytWrODggw/mL3/5C08//XTXvvr6ei655BJ23XVXvF4vlZWVzJs3j/fee6/P87S3t3Pdddex7777EggECAaD7LfffvziF7/oKpNozG4oFGLp0qXsscceBAIBysrK2Hvvvfn+97/f4/n7G7O7Zs0aDjroIIqKiiguLuaggw5i7dq1fcp1Pv7NN9/kmGOOoaSkhGAwyOzZs6murk6j5rJD+UhuBIu9uF1O2sPRtB5vrcXr0XAZEZFUKR8Zvnxk0D1EjDGnA78ivpTdW8CHmQ5KEnP6/bhKg7Rv3QqBAA63C5OlJXdFRArZWWedxdNPP82f/vQnDj74YOrr6/nyl7/Mhx9+yJlnnsnnP/95Nm3axC233MIBBxzAiy++yNSpU4F48jFz5kzWr1/P0UcfzamnnorP5+O1117jD3/4A+eff36/r3veeedx1113cfrpp7Nw4UIikQhvv/02jz/++IAx33LLLZx33nnsueeeXHHFFUA8yTnhhBNYuXIl3/72t3uU/+STTzjssMM48cQT+elPf8qrr77KypUraWhoYN26dUOoveGhfCR3iv1uivxumkPhQc8DEo3GcDkdeFxqEBERGSzlI5nPR9JZnuQyYANwpLX20wzHI0kYY/CUBWnfsoVYKISzqChrS+6KiBSyL37xiwC89dZbAFxxxRW89957PPfcc+yzzz5d5c444wz23ntvlixZwqpVqwC48cYbWb9+PYsXL+bqq6/u8byxjiGQ/XnooYf4+te/zq9//etBxVtbW8sPfvADdtllF/75z39SWloKwPz585k2bRqLFi1i7ty5PcYgv/POO9x///3MnTu3a5vD4eCWW25hw4YN7LHHHoOKIQuUj+SI0+lgTNBHXWMb1tpBjRcPR2K4tMKMiEhalI9kPh9J52o0Ffilko/ccJeW4iwqItLSgisQGHGT1oiIjESdF/CGhgastdxzzz0ceuihTJo0iZqamq6voqIiDjzwwB53MO655x7Ky8u77op053AkvwwHg0Fef/11/vd/Bzdv6N/+9jeam5u54IILumLvPI4LLriApqYmHn300R6PmThxYo/kA+CrX/0qAG+//fagXj9LlI/kUEnAg8/rJNQ2uGEz4UgMt9OBVyvMiIgMmvKRzOcj6fQQ+RgYebOljBIOtxtPeRnh+gYcWmFGRCQrGhoagPgFfOvWrWzbto1169ZRWVmZsHz3xOLtt99m3333xZfGOfvGG2/ktNNOY++992bnnXfm8MMP59hjj+XYY49Nmry8//77AHz+85/vs69zW++xxTvvvHOfsmPGjAFg27Ztg449C5SP5FDA56K0yMu2ulb8vtTTyXA0RpHfi1MrzIiIDJrykcznI+k0iNwKnGKM+Zm1Nr3ZtGRI3MEg7mCpJlQVEcmSf//73wDsscceWGsBOPLII7nkkkuG9XWPP/54PvjgAx555BGeeOIJHn30Ue68804OOeQQHn300bSWxOtPshnlO485zygfySFjDBWlXmrqWohGYyk3cISjMQL+dNJPERFRPpL5fCSdK9K/gJOA540xNwPvA30SEWvtk0OMTfrhKirCU1GBKxDIdSgiIgXhzjvvBOCYY46hsrKSsrIyGhoaOPLIIwd87O67786bb75JW1tbWsvRVVRUcOqpp3LqqadireXSSy/luuuuY+3atcyZMyfhYzrvrrz++uscccQRPfa98cYbPcqMYMpHcqwk4CHgc9McilBalGIybO2gJ2IVEZE45SOZl05/xceAA4BpwB3Ao8Dfu32t7/guw8Q4nQQmT8Lp9+c6FBGRUS0ajXLxxRfz9NNPM2vWLA466CAcDgennHIKzz//PA8++GDCx23ZsqXr51NOOYXa2lqWL1/ep1yyOx3RaJS6uroe24wxTJs2DYDt27f3+9ijjjqKoqIibrrpJhobG7u2NzY2ctNNN1FcXMxRRx3V7+NHCOUjOeZxOxkT9NHaFk7prl2kY4UZzR8iIjI4ykeGTzo9RL6V8ShERERy7KWXXuK3v/0tEL9Qb9iwgTVr1rBx40aOPvpo7r333q6yP/7xj3nmmWeYO3cuc+fO5cADD8Tj8bBx40YeeeQRZsyY0TWr+4UXXsjDDz/M8uXLeeGFFzj66KPx+Xy8/vrrbNiwoc9kYp0aGxuZMGECxx13HNOmTWPcuHG8//77/PKXv6S8vJxjjz2232MpKyvjuuuu47zzzuOAAw7gjDPOAOLL3L3zzjusXLmSYDCYmYrLHeUjeaCsxMfmbS2E2qIDziXy2QozahAREemP8pHsGnSDiLV2cGvtiIiIjAD33Xcf9913Hw6Hg+LiYiZPnsxXvvIV5s2bx9e+9rUeZYPBIM888wwrVqzggQceYO3atbhcLiZPnszBBx/M2Wef3VXW4/Gwbt06VqxYwb333ssPf/hDfD4fu+22G9/6Vv//0wcCARYsWMBjjz3Go48+SlNTU1dCsnjxYiZOnJj0eL773e8yYcIEfvrTn7Js2TIA9tlnHx566CFOOOGEIdRUflA+kh+KfC7KSrxsrm0ZsEEkEonhdjnxuDShqohIf5SPZJfJ04nSRgxjTF0wGAz27kYkIiLZtXHjRgCmTp2a40gE4n+Pmpqa22fMmPHtXMcy2uU6F6ltCPHWh7WUFnlxJ2ns2F4fojzoZbcp5VmMTkQku5SP5JeB8pGUeogYYxYO9oWttTcM9jHS14033kh9fX3SMsFgkAULFmQpIpH8os+ISOFQPpKfSos8FAc8NLW0U17acznHtat/RVNjQ9LH6xwtkt+Ua8loluqQmesH+bwWUAKSAfX19SxZsiRpmc6uRyKFSJ8RkYKifCQPOZ0Oxpb5eacxRCxmcThM176mxgado0VGOOVaMpql2iBy+LBGISIiIjIw5SN5KljsocjvpjkUpiSQ4hK8IiIiOZZSg4i19onhDkREREQkGeUj+cvncVFR6uOjzU1qEBERkRFD03yLiIiIyJCVl/rwepyE2iK5DkVERCQlahARERERkSEr9rspLfLQ1BrOdSgiIiIpUYOIiIiIiAyZMYYxQR8WSyQSy3U4IiIiA1KDiIiIiIhkRGmRl5KAeomIiMjIoAYREREREckItyu+BG9bOELM2lyHIyIiklSqy+5KjgSDwQHX9Q4Gg1mKRiT/6DMiIpJfSos8BHxuWkIRiktKdY4WGeGUa8lopgaRPLdgwYJchyCS1/QZERHJLwGfm/JSH59saeT4Od+ivrkNr9vJXjuNweEwuQ5PRAZJuZaMZhoyIyIiIiIZVV7ixe120tYeJRKJ4fO41BgiIiJ5Rw0iIiIieW7VqlUYYzDG8OKLL/bZ397eTkVFBcYYzjjjjOwHKNJLScDTsQRvO9GYJeBXp2QRkZFuNOYjahAREREZIbxeL/fee2+f7X/+85+pr6/H7XbnICqRvhwOw9ign5i1WAtetzPXIYmISIaMpnxEDSIiIiJJ1NbWcvvtt3PVVVdx++23U1tbm7NYZs2axf33308sFuux/b777uOwww4jEAhk5HWam5sz8jxS2ILFHor8HtwuB26XGkRERIZC+cjwUIOIiIhIAtZali1Zwo5TprD6J9fyzm/v5YGfXMuOU6awbMkSbA6WFJ03bx6ffvopTzzxRNe2pqYmHn74YebNm9en/JYtWzjzzDOprKzE5/Mxffp0HnzwwR5l1q9fjzGG1atXs3jxYiZOnEhJSUnX/meffZajjjqK0tJSioqKOPLII/nXv/41fAcpo4bb5WRM0IvP68LjVsopIpIOay1Llixjyg47cs1N93D3I69xzX/fw5QddmTJkmXKR4ZIAzpFREQSuHLpUu6/dSW/OehQxvr8Xdtrdt2dxbeuBGDJAMsQZtpuu+3Gfvvtx3333cfhhx8OwNq1a4lEIpx00klcfPHFXWVbW1s57LDDeO+99/je977HlClTuO+++5gzZw533303p556ao/nXrp0KYFAgEsuuYTGxkYAHn30UWbNmsWBBx7IlVdeSSwW47bbbuPQQw/lhRdeYK+99srewcuINKbUj8M4NGRGRCRNS5deya133cuX/utGfMUVXdt3adrOrXf9BIBly5ZkNabRlI+oQURERKSX2tpablixok9jCMBYn59r9p3O6StWcOFFF1FWVpbV2ObNm8ePf/xjbr75ZtxuN/feey9f+9rXKC8v71Hutttu4//+7//43e9+x8knnwzAd77zHQ444AAuvvhiTj755B5jfMPhME899RQ+nw+AWCzG/PnzmTlzJg8//HBXubPOOos999yTK6+8kt/97ndZOGIZyXxeFxO8SjdFRNJRW1vLihtu6NMYAuArruCLsy5lxQ0LuOiiC5WPpEn9F0VERHp58MEH2X98VZ/GkE5jfX72H1/F6tWrsxwZnHzyydTV1fGXv/yFbdu28be//S1h99RHHnmESZMmMXfu3K5tXq+X+fPns3nz5j7dTM8444yu5APg1Vdf5Z133mHevHnU1NR0fYXDYQ455BDWr18/bMcoIiIi8Xxk3I7T+jSGdPIVVzBux2nKR4ZATfYiIiK9VFdXM9GVfIb0iS431dXVWYroM5MmTeKQQw7h3nvv5ZNPPsHj8XDcccf1Kbdx40Z23313jDE9tu+5555d+w888MCu7TvttFOPcm+//TYAp5xySsI4HA7dUxERERlO1dXVuIrHJS3jKqpUPjIEahARERHppaqqiicj4aRlPo2EObiqKksR9TRv3jwWLlzIu+++y3HHHZeR2dz9/p69YTpnjv/Zz37GF77whSE/v4iIiAxOVVUVkabHkpaJNG+lSvlI2tQgIiIi0svs2bO5+KKLqNl194TDZra2tvL85mpWz5mTg+hgzpw5fO973+OFF17giiuuSFhm6tSpvPHGG1hre9yV2bBhQ9f+ZHbZZRcAysrKOPLIIzMUuYiIiKRq9uzZXLTwYnZp2p5w2Exr4za2fPAyc+asyUF0oyMfUX9XERGRXsrLy1m4aBGLX3mJmlBrj301oVZ++O+XWLhoUdYnMOtUUVHBzTffzNKlS5k5c2bCMrNmzeLjjz/usaxde3s7v/zlLxk/fjwzZsxI+hrTp09n55135vrrr6elpaXP/q1btw7tIERERCSp8vJyFi1cyL8f+Qmhpu099oWatvPan69l0cKFykeGQD1EREREErhi6VIATl+xgv3HVzHR5ebTSJjnN1ezcNGirv25cs455yTd/+1vf5uVK1dy2mmn8cILL3Qtc/fKK69w991395jRPRGn08ltt93GMcccw9577803v/lNJkyYwMcff8y6devYddddufvuuzN5SCIiItLL0qXxnhcrbljAuB2n4SqqJNK8lS0fvMyihQu79ufKSM9H1CAiIiKSgDGGJcuWccGCBTz44INUV1dzcFUVq+fMydmdmMHw+/38/e9/59JLL+Wuu+6isbGRvfbaiwceeIA5KQ71OeKII3j22We58sor+fnPf05zczMTJ07ky1/+Mueee+4wH4GIiIgYY1i2bAkLFlzQlY9UVVUxZ84a5SMZyEeMtXZIT5BvjDG3APOBtdbaExLsPw5YCuwFbAHuBH5srY2k+Xp1wWAwWFdXl37QIiIyZBs3bgQGHosq2bFx40ZqampunzFjxrdzHUsuZDMfUS4iIpI/lI/kl4HykVE1h4gx5ovA2UCon/1fB9YA24Hvdfx8BfCzbMUoIiIio5vyERERkZFhtA2Z+TnwW+Cr/ey/HngZmGmtjQIYYxqAxcaY/7bWvp2dMEVERGQUUz4iIiIyAoyaHiLGmDnAfwCX9bN/L+LdUld2Jh8dbiFeDycNe5AiIiIyqikfERERGTlGRQ8RY4yf+N2Wa621m7qvb9zNtI7vL3bfaK391Bjzcbf9vZ97oAG5wUGGKyIiIqPQcOUjykVERESGx2jpIfIDwBBPQvozoeP7pgT7NgET03xtGwwqDxEREZGc5SPKRURERNKQVz1EjDEOwJNKWWttqOMxOwCXAOdYa1uTPMTf8b0twb4QEOjndVJZy2h0LdUjIiJSwPItH1EuIiIiMjzyqkEEOBT4eyoFjTGV1toa4KfAa8C9AzykMznxJtjn67ZfRERECpvyERERkQKQbw0ibwLfSrFsozFmBjAXOAWY2m2srgsIGGN2BLZZaxv5rGvqBPp2U50APJt+2CIiIjKKKB8REREpAHnVIGKtrQZWpVreGDOl48d7EuyeBLwPzAduBV7p2L4f8FK355gITO62X0RERAqY8hEREZHCkFcNImn4J3Bigu23EU8+rqEjsbDWvm6MeRP4tjHmzm5L3c0HYsDvsxCviIiIjD7KR0REREagEd0gYq3dBKzpvd0YcyOwyVrbe9/3gf8B/mqMuR/4AnA+sNJa+9ZwxysiIiKjj/IRERGRkWm0LLubEmvtH4FvAGOAmzp+Xg5ckMu4REREpHAoHxEREckPo7JBxFq7o7X2hH72rbHWTrPW+qy1U6y1S6y1kWzHKCIikqpVq1ZhjOGVVzS9xEiifEREREaT0ZiPjMoGERERERERERGRZNQgIiIiIiIiIiIFZ0RPqioiIjJcXjznXNq2bE1axjuukv1uvzVLESX3+uuvc/nll7N+/XpaW1vZZ599uOqqqzjqqKO6yjQ2NnL55ZezZs0aNm3aRDAYZJ999uHaa69l+vTpALz44otcdtll/Otf/6K5uZmqqioOP/xw7rrrrlwdmoiISME6a/k6ttS2Ji0zrtzPnT86OksRJTfS8hE1iIiIiCTQtmUrB61NvgLqM8eflKVoknvttdc4+OCDmTp1KosXL8bn83HPPffw9a9/nb/+9a8cccQRAJx77rn88Y9/5Pzzz2eXXXZh69atPPXUU7zxxhtMnz6dLVu2cPTRR7PTTjvxox/9iKKiIt5//30eeuihHB+hiIhIYdpS28rDK45PWubYRWuzFE1yIzEfUYOIiIjICLdgwQJ23XVXnnvuOdxuNwDz589n+vTpXHbZZV0JyJ/+9Cd+9KMf8f3vf7/rsZdccknXz88++yy1tbVs2LCBysrKru1XX311lo5ERERERqqRmI9oDhEREZERbPv27fz9739nzpw51NfXU1NTQ01NDXV1dRx99NG88MILtLS0AFBWVsb69evZtm1bwucqKysD4KGHHiIWi2XtGERERGRkG6n5iBpERERERrB33nkHay2LFy+msrKyx9eKFSuIxWJdCcd1113H448/TlVVFQcddBA//vGP2bhxY9dzfeUrX+Gkk07iO9/5DpWVlcyZM4e7776b9vb2XB2eiIiIjAAjNR/RkBkREZERrPPOySWXXMKRRx6ZsExnd9O5c+dyyCGHsGbNGtatW8c111zD1VdfzR/+8AdmzpyJMYYHH3yQf/7znzz88MP89a9/5fTTT+f666/nmWeeobi4OGvHJSIiIiPHSM1H1CAiIiIygu28884A+Hy+fhOQ7iZMmMD8+fOZP38+NTU1TJ8+neXLlzNz5syuMgcccAAHHHAAy5fQjPN+AAAPnUlEQVQv54EHHuDkk0/m/vvv56yzzhq24xAREZGRa6TmIxoyIyIiMoKNGzeOQw89lF/+8pds3dp3meDObdFolPr6+h77xo4dy+TJkwmFQgDU1tZire1RZt999wXoKiMiIiLS20jNR9RDREREZIS44447qKqq6rP9F7/4BYceeihf+MIXOPvss9lpp53YtGkTTz31FKFQiCeffJLGxkYmT57MSSedxD777ENJSQmPP/44//jHP1ixYgUAv/71r7nllls44YQT2GWXXWhubuaOO+6gtLSUWbNmZftwRUREJA+NpnxEDSIiIiIJeMdV8szxJw1YJptuvvnmhNsXLFjACy+8wNKlS7njjjuoq6tj/PjxzJgxgwsvvBCAQCDAd7/7XdatW9c1a/uuu+7KLbfcwvz584H4JGbPP/88999/P5s3byYYDLL//vtz9913s9NOO2XtOEVERCRuXLmfYxetHbBMNo2mfMT07ooiaVEliojkWOfs5FOnTs1xJALxv0dNTc3tM2bM+HauYykQykVERPKA8pH8MlA+ojlERERERERERKTgqEFERERERERERAqOGkREREREREREpOCoQURERERERERECo4aRERERERERESk4KhBREREREREREQKjhpERERkVHA4HESj0VyHIR06/haNuY5DREQkm5SP5JeB8hE1iIiIyKjg8/loa2tj+/btuQ6l4G3fvp22tjaADbmORUREJJuUj+SPVPIRV/bCkVRMnTqV+vr6XIchIjLiOBwOzj77bGbOnElxcTEuly5xg2GMYcyYMUN+nmg0SltbGyUlJbS0tNyVgdAkB5SPiIikR/nI0GQ7HzHW2iG/mGSOMSYGGEBZSE/Bju+ql8+oTvpSnfRVUHXidDo58cQTPVOnTnUEAgGTqEw0GvV0lG3PbnT5KxqNeowxnHjiibdn4Okaid+JuWvGjBmRDDyf5IDykYQK6nw6CKqXvlQnfRVUnSgfSU8u8hE1iOQZY0wdgLW2LNex5BPVS1+qk75UJ32pTvpSnfSlOpHe9J7oS3WSmOqlL9VJX6qTvlQnfeWiTjSHiIiIiIiIiIgUHDWIiIiIiIiIiEjBUYOIiIiIiIiIiBQcNYiIiIiIiIiISMFRg4iIiIiIiIiIFBw1iIiIiIiIiIhIwVGDiIiIiIiIiIgUHGOtzXUMIiIiIiIiIiJZpR4iIiIiIiIiIlJw1CAiIiIiIiIiIgVHDSIiIiIiIiIiUnDUICIiIiIiIiIiBUcNIiIiIiIiIiJScNQgkieMMV5jzLXGmE+NMa3GmOeMMUfkOq5sMcZMMMb8xBjzd2NMozHGGmMO66fsccaYl4wxIWPMh8aYJcYYV5ZDHlbGmP8wxtxsjHnDGNPccZy/M8bsmqDsl40xTxtjWowx1caYnxtjArmIe7gZY/YzxjxkjNnY8TmpNsb8xRjz5QRlC6ZeujPG/KDj8/NKgn0FUSfGmMM66iDR1569yhZEnXTqOLf8yRhTa4xpMsa8aow5o1eZUX+Olf4pH1E+0p3ykb6Ui6RG+YjykWTyKR8ZVSftEW4VcBJwI/AOcAbwZ2PMV6y1/8hhXNmyB3AJ8WP/N9DnogJgjPk6sAZ4HPgesDdwBTC24/fR4hLgIGA18fqoAs4HXjbG7G+t/T8AY8y+wGPA68BCYDJwMbAzcGwO4h5uuxA/b90ObALKgFOAJ40xX7fW/g0Ksl4AMMZUAT8CmhPsK8Q6uRH4V69tn3b+UGh10nH+XAusBy4HwsDuwJReZQrhHCv9W4XyEeUjn1E+0pdykQEoH+lD+Ug3eZePWGv1leMvYH/AAgu6bfMRvxg/mev4slQHJcCYjp9P6KiPwxKUe534CcXZbdtyIArsluvjyGB9fBnw9Nq2GxACVnXb9gjwMVDcbdvZHfX31VwfR5bqKgBUA38s9Hoh/o/M48QvMK/02lcwdQIc1nFcJwxQrpDqJAhsBn4+QLmCOMfqq9+/v/IR5SO9j1P5SGr1pFykZ30oH7HKR/o51rzLRzRkJj/MJt4ydkfnBmttCLgTONgYMyFXgWWLtbbRWrstWRljzF7AXsBKa220265biA//OmkYQ8wqa+2z1tr2XtveJn5y+ByAMaYUOAr4jbW2qVvR3wBNwNwshZtT1toWYCvxOzQFWy/GmP2BU4nfWei9ryDrBMAYU5Koe2UB1sl/Ef+MXAFd9WK6Fyikc6z0S/mI8pEelI+kRrnIZ5SPJKZ8pEve5SNqEMkP04A3e30IAJ4HDLBv9kPKS9M6vr/YfaO19lPirarT+jxiFOk4WYwHajo27U28y2bv+mgHXmEU10fHyXOsMWYPY8zVwBeIdzWEAqyXjvfGTcCvrbV9xupSgHXS4W6gAWg1xqwzxuzdbV+h1cmRwJvALGPMR8TrZbuJz5Xg7ChT0OdYAZSPpKqgPyvKR+KUi/SlfKRfykc+k3f5iOYQyQ8TgE8SbN/U8X1iFmPJZ513pjYl2LeJ0V9PpwCTgMs6fh+oPr6UjaBy5Fd81jrcDtwKXN3xeyHWy+nEW9JP6Gd/odVJO/Ag8GfiCfsXiY/FfdoY8x/W2rcovDrZlfjY3FXAdcDLwP8jPj+AD1iAzrGifCRVhf5ZUT4Sp1ykL+UjPSkf6Svv8hE1iOQHP9CWYHuo2375rB76q6vRPBPznsDNwNPEW5lh4PoYze+bZcBK4pNOnQZ4ATfxuiioejHGlAA/AX5irU104YACqxNr7bPAs902/Y8x5mHidxqWEE/mC6pOgGKgHLjUWnttx7Y/GGOKge8aY5ZTwOdY6aJ8JDUF+1lRPtKDcpFulI/0pXwkobzLRzRkJj+0Ej+J9ubrtl8+q4f+6mpU1lPHTN1/AmqBOdbaWMeugqwPAGvta9bav1lrfwXMBGYQb2mGwquXHxG/A3FDkjKFVid9WGtfBR4FOpcPLbQ66Tye+3ptv4d4Ar8/hVcn0pfykdQU5GdF+UhPykX6UD6SAuUj+ZePqEEkP2zis65B3XVu+zTBvkLU2drcX12NunoyxgSJd7MLAjOttdXddhdcfSRirQ0TX7rrG8YYPwVULx0THC4gfrduvDFmR2PMjsQvFp6O38spoDoZwEdARcfPhVYnnce7udf2zt/1PhFQPpKqgvusKB9JrpBzEVA+kgblI3mUj6hBJD+8AuzZ0VWouwM6vr+a5XjyVefkTPt132iMmUi8u2KiyZtGLGOMD3iY+Lrc/+//t3d3oXJdZRjH/4/GSNRI/QiilkJFREHED0IRIjXQghjFaq16E9raGlGkRUQR7I30QqRCRYuKxq/ohU0b0RaEehFjJbUVqiKp1EJNjAg1bWqjtomt7evF2pHDnI/Mac+ZM2fW/webc2bPmp21FzP7PHln77Wr6k8jTQ4B/2X+eGykTXw3U+NxBptoE/5tpq9xeRmwEfgicHjOch5t9v/DtGsyexqTpbyKdhcA6G9M7h5+vnJk/dnDzwfp7BirBZlHxtPVZ8U8MrZeswiYR5bLPDJFecSCyHS4mXaK0JWnVyR5LnA5cHCYUbd7VXUPbVbiXXNmIQb4GPAUsG9NOrYKhv27kTaR0iVVdedom6o6QTvlbudIeN1Juz7vpkn0dZKSbFlg3QuBS4C/VtWxzsblMPDeBZZ7gCPD73s6G5PF3ifbgO3AbdDl5+f0/lxxesVwN4ArgUeBO3s6xmpR5pEx9PRZMY/MZxZZkHlkAeaRBU1dHklVreT29DQl2Uubkfl64H7gUmArsL2qDq5l3yYlyTXDr6+j3aP6O7QD7CNVdcPQ5l3ALcB+2h/o1wOfoN2n+uMT7/QqSfJl4GraNzJ7R57+d1X9ZGj3ZtpkTYeA3bSq6aeAX1TVOyfX48lIsp82mdIdwAO0Waovp+33h6pq79Cuq3EZleQAcFZVvXHOum7GZHifPEbb34dox4ldwAlga1UdHdp1MyYASb5PC1jfBn4L7BiWz1TVdUObLo6xWpx5xDwyl3lkPrPI+Mwj5pGFTF0eqSqXKVho19hdR7tm6hTwG+CCte7XhMegFlmOjLS7iHaLplO0a/A+D2xY6/6v8FgcWMZ4bAMO0iYY+jvwFeD5a70PqzQuHx7G5hjwBO20uluB8xdo2824LPL++X2vYwJcBdwFHB/eJ3+j/YfmnF7HZNjXjcC1wFHaxHf3Ah9doN3MH2NdlnyfmEfMI3P30Twyf0zMIst7/5hHzCOj+zpVecQzRCRJkiRJUnecQ0SSJEmSJHXHgogkSZIkSeqOBRFJkiRJktQdCyKSJEmSJKk7FkQkSZIkSVJ3LIhIkiRJkqTuWBCRJEmSJEndsSAiad1J8vYkleSyZ7CNSvK9leuVJEnqiXlEWv82rHUHJPUlSS2j+blVdWS1+iJJkvpkHpEEFkQkTd7OkcdvA3YB3wR+NfLcg4ts43ZgE/DEynZNkiR1wjwiyYKIpMmqqh/OfZxkAy2A/Hr0uVFJNlfVv6rqKeDUKnZTkiTNMPOIJHAOEUlTKsmRJAeSvCnJbUlOAH8Ynpt3zW6SZyX5XJLbkzyQ5PEkR5N8PclLxvw3dyT5ZZKHkpwcXv/jJK9Znb2UJEnTzDwizTbPEJE0zc4B9gM3AfuAFyzRdiPw6aHdT4FHga3AFcC2JG+pqscXe3GS84FbgEPAF4BHgFcAFwCvBu57pjsjSZLWJfOINKMsiEiaZucCH6mq3WO0/Q/w8qo6OWfdN5LcAewGLgL2LvH699DOmruwqo7NWX/tMvssSZJmi3lEmlFeMiNpmj0MfHechtWcBEjy7CRnJXkp7RsdgPPOsIkTw8+Lh+uIJUmSwDwizSwLIpKm2f1V9eS4jZN8IMldwEngH7RZ4f88PP2iM7z8BuB3wNeAh5P8LMlVSbY8jX5LkqTZYR6RZpQFEUnT7LFxGyZ5H3Dj8PBq4N3AhcA7hnVLHu+q6jjtGt/twFeBzcD1wH1J3rq8bkuSpBliHpFmlKdhSZoVO2m3vtteVf8PLkleO+4Ghm9/DgwLSd4A3A1cA+xYwb5KkqTZZB6R1hHPEJE0K54EijnHtSShhYczGq7vHXUv7XTXF69EByVJ0swzj0jriGeISJoVNwMXA/uT7AGeQ5vJ/Xljvv5bSc4Gfg78BdgEfJB2quqele+uJEmaQeYRaR2xICJpJlTVj5JsBj4JfIk2idmtwGeB42Ns4gfAZcClwBbgn8AfgfdX1b7V6LMkSZot5hFpfUlVrXUfJEmSJEmSJso5RCRJkiRJUncsiEiSJEmSpO5YEJEkSZIkSd2xICJJkiRJkrpjQUSSJEmSJHXHgogkSZIkSeqOBRFJkiRJktQdCyKSJEmSJKk7FkQkSZIkSVJ3/geJpqDQHFScWQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jK3nePFxHuhY" + }, + "source": [ + "This figure represents the evolution of threshold estimate across trials for the Interoception and Exteroception condition. Shaded areas represent the 95% confidence interval of the threshold estimate by Psi. For each condition, the first 30 trials (connected with dashed lines) were allocated to an Up/Down method (2 interleaved staircases starting a -40.5 or 40 respectively). The intensities and responses were included in the Psi staircase to maximize the amount of information included. The remaining 50 trials were monitored by the Psi staircase only. This dual estimation was implemented to estimate the reliability of the estimation of threshold using an up/down procedure, as compared to a longer psi procedure." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EjwOwGyJHuhY" + }, + "source": [ + "# Psychometric function" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 352 + }, + "id": "pYnNCd4ZHuhY", + "outputId": "5807b2e9-0fa9-4581-933c-a9666a262a7e" + }, + "source": [ + "sns.set_context('talk')\n", + "fig, axs = plt.subplots(figsize=(8, 5))\n", + "for i, modality, col in zip((0, 1), ['Extero', 'Intero'], ['#4c72b0', '#c44e52']):\n", + " \n", + " this_df = df[(df.Modality == modality) & (df.TrialType == 'psi')]\n", + "\n", + " t, s = this_df.EstimatedThreshold.iloc[-1], this_df.EstimatedSlope.iloc[-1]\n", + " # Plot Psi estimate of psychometric function\n", + " axs.plot(np.linspace(-40, 40, 500), \n", + " (norm.cdf(np.linspace(-40, 40, 500), loc=t, scale=s)),\n", + " '--', color=col, label=modality)\n", + " # Plot threshold\n", + " axs.plot([t, t], [0, .5], color=col, linewidth=2)\n", + " axs.plot(t, .5, 'o', color=col, markersize=10)\n", + "\n", + " # Plot data points\n", + " for ii, intensity in enumerate(np.sort(this_df.Alpha.unique())):\n", + " resp = sum((this_df.Alpha == intensity) & (this_df.Decision == 'More'))\n", + " total = sum(this_df.Alpha == intensity)\n", + " axs.plot(intensity, resp/total, 'o', alpha=0.5, color=col, markeredgecolor='k', markersize=total*5)\n", + "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", + "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", + "plt.tight_layout()\n", + "plt.legend()\n", + "sns.despine()" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "X1j7kFaQHuhY" + }, + "source": [ + "Psychometric functions fitted using the estimated threshold and slope from the final trial on each condition. The size of the circles reflects the proportion of responses for each intensity level." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GwXSsbpAHuhZ" + }, + "source": [ + "# Pulse oximeter" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "S3DNYTpfHuhZ" + }, + "source": [ + "## Visualization of PPG signal" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_Z7av3DWHuhZ" + }, + "source": [ + "This interactive graph shows the PPG signal recorded at each interoceptive trial. Blue and red time series represent different trials of 6 seconds each. In each trial, the 5 last seconds were used to estimate the average heart rate of the participant, the first second was included to help peak detection algorithm initialization.\n", + "\n", + "Bad trials are represented with shaded area. A trial was marked as bad and removed if one of the two conditions was met:\n", + "* Contain a RR interval marked as an outlier. Outliers were detected using the MAD rule on all RR intervals in the recording.\n", + "* The standard deviation of the RR interval inside the trial is larger than 5." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "i_Nz2ioTHuhZ" + }, + "source": [ + "drop, bpm_std, bpm_df = [], [], pd.DataFrame([])\n", + "clean_df = df.copy()\n", + "clean_df['HeartRateOutlier'] = np.zeros(len(clean_df), dtype='bool')\n", + "for i, trial in enumerate(signal_df.nTrial.unique()):\n", + " color = '#c44e52' if (i % 2) == 0 else '#4c72b0'\n", + " this_df = signal_df[signal_df.nTrial==trial] # Downsample to save memory\n", + " \n", + " signal, peaks = oxi_peaks(this_df.signal, sfreq=1000)\n", + " bpm = 60000/np.diff(np.where(peaks)[0])\n", + " \n", + " bpm_df = bpm_df.append(pd.DataFrame({'bpm': bpm, 'nEpoch': i, 'nTrial': trial}))\n", + "\n", + "# Check for outliers in the absolute value of RR intervals \n", + "for e, t in zip(bpm_df.nEpoch[pg.madmedianrule(bpm_df.bpm.to_numpy())].unique(),\n", + " bpm_df.nTrial[pg.madmedianrule(bpm_df.bpm.to_numpy())].unique()):\n", + " drop.append(e)\n", + " clean_df.loc[t, 'HeartRateOutlier'] = True\n", + "\n", + "# Check for outliers in the standard deviation values of RR intervals \n", + "for e, t in zip(np.arange(0, bpm_df.nTrial.nunique())[pg.madmedianrule(bpm_df.copy().groupby(['nTrial', 'nEpoch']).bpm.std().to_numpy())],\n", + " bpm_df.nTrial.unique()[pg.madmedianrule(bpm_df.copy().groupby(['nTrial', 'nEpoch']).bpm.std().to_numpy())]):\n", + " if e not in drop:\n", + " drop.append(e)\n", + " clean_df.loc[t, 'HeartRateOutlier'] = True" + ], + "execution_count": 18, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 647 + }, + "id": "W7rpB_DYHuhZ", + "outputId": "3506b70f-b332-479a-df2e-c7a05348ff0f" + }, + "source": [ + "meanBPM, stdBPM, rangeBPM = [], [], []\n", + "\n", + "fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(30, 10))\n", + "for i, trial in enumerate(signal_df.nTrial.unique()):\n", + " \n", + " color = '#c44e52' if (i % 2) == 0 else '#4c72b0'\n", + " this_df = signal_df[signal_df.nTrial==trial] # Downsample to save memory\n", + " \n", + " # Mark as outlier if relevant\n", + " if i in drop:\n", + " ax[0].axvspan(this_df.Time.iloc[0], this_df.Time.iloc[-1], alpha=.3, color='gray')\n", + " ax[1].axvspan(this_df.Time.iloc[0], this_df.Time.iloc[-1], alpha=.3, color='gray')\n", + " \n", + " ax[0].plot(this_df.Time, this_df.signal, label='PPG', color=color, linewidth=.5)\n", + "\n", + " # Peaks detection\n", + " signal, peaks = oxi_peaks(this_df.signal, sfreq=1000)\n", + " bpm = 60000/np.diff(np.where(peaks)[0])\n", + " m, s, r = bpm.mean(), bpm.std(), bpm.max() - bpm.min()\n", + " meanBPM.append(m)\n", + " stdBPM.append(s)\n", + " rangeBPM.append(r)\n", + "\n", + " # Plot instantaneous heart rate\n", + " ax[1].plot(this_df.Time.to_numpy()[np.where(peaks)[0][1:]], \n", + " 60000/np.diff(np.where(peaks)[0]),\n", + " 'o-', color=color, alpha=0.6)\n", + "\n", + "ax[1].set_xlabel(\"Time (s)\")\n", + "ax[0].set_ylabel(\"PPG level (a.u.)\")\n", + "ax[1].set_ylabel(\"Heart rate (BPM)\")\n", + "ax[0].set_title(\"PPG signal recorded during interoceptive condition (5 seconds each)\")\n", + "sns.despine()\n", + "ax[0].grid(True)\n", + "ax[1].grid(True)" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6v7Ky2LAHuha" + }, + "source": [ + "## Heart rate - Summary statistics" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xvbtqjNOHuha" + }, + "source": [ + "This figure show the evolution of the average and standard deviation of the instantaneous heart rate across time. An instantaneous frequnecy was derived between each peak detected in the PPG signal (also known as pulse-to-pulse intervals, or pseudo RR intervals). Rapid increase or decrease of the heart rate frequency can lead to larger standard deviation, and less accurate estimation of the average heart rate." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 352 + }, + "id": "UeLCnS0tHuha", + "outputId": "f424631b-dde2-4d00-8b01-b4f0d21d50a7" + }, + "source": [ + "sns.set_context('talk')\n", + "fig, axs = plt.subplots(figsize=(13, 5), nrows=2, ncols=2)\n", + "meanBPM = np.delete(np.array(meanBPM), np.array(drop))\n", + "stdBPM = np.delete(np.array(stdBPM), np.array(drop))\n", + "for i, metric, col in zip(range(3), [meanBPM, stdBPM], ['#b55d60', '#5f9e6e']):\n", + " axs[i, 0].plot(metric, 'o-', color=col, alpha=.6)\n", + " axs[i, 1].hist(metric, color=col, bins=15, ec=\"k\", density=True, alpha=.6)\n", + " axs[i, 0].set_ylabel('Mean BPM' if i == 0 else 'STD BPM')\n", + " axs[i, 0].set_xlabel('Trials')\n", + " axs[i, 1].set_xlabel('BPM')\n", + "sns.despine()\n", + "plt.tight_layout()" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kfxY73IdHuha" + }, + "source": [ + "# Save dataframe" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XxJG7-qqHuhb", + "outputId": "d2a742e3-ce96-4240-8fdb-5653668859fc" + }, + "source": [ + "print(f'{clean_df[\"HeartRateOutlier\"][clean_df.Modality==\"Intero\"].sum()} Interoception trials and {clean_df[\"HeartRateOutlier\"][clean_df.Modality==\"Extero\"].sum()} exteroception trials were dropped after trial rejection based on heart rate outliers.')\n", + "clean_df.to_csv(os.path.join(reportPath, \"preprocessed.txt\"), index=False)" + ], + "execution_count": 21, + "outputs": [ + { + "output_type": "stream", + "text": [ + "4 Interoception trials and 0 exteroception trials were dropped after trial rejection based on heart rate outliers.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "jYQ6brVXJL0x" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] } - ], - "source": [ - "print(f'{clean_df[\"HeartRateOutlier\"][clean_df.Modality==\"Intero\"].sum()} Interoception trials and {clean_df[\"HeartRateOutlier\"][clean_df.Modality==\"Extero\"].sum()} exteroception trials were dropped after trial rejection based on heart rate outliers.')\n", - "clean_df.to_csv(os.path.join(reportPath, \"preprocessed.txt\"), index=False)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.9-final" - }, - "toc-autonumbering": true, - "toc-showcode": true, - "toc-showmarkdowntxt": true, - "toc-showtags": true - }, - "nbformat": 4, - "nbformat_minor": 4 + ] } \ No newline at end of file diff --git a/cardioception/notebooks/README.md b/cardioception/notebooks/README.md deleted file mode 100644 index 73efa95..0000000 --- a/cardioception/notebooks/README.md +++ /dev/null @@ -1,5 +0,0 @@ -# Notebooks - -## Heart Beat Counting task - -## Heart Rate Discrimination task diff --git a/cardioception/notebooks/data/HBC/HBC_report.html b/cardioception/notebooks/data/HBC/HBC_report.html deleted file mode 100644 index 1949916..0000000 --- a/cardioception/notebooks/data/HBC/HBC_report.html +++ /dev/null @@ -1,14842 +0,0 @@ - - - - - -temp - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/cardioception/notebooks/data/HBC/0218_0.npy b/cardioception/notebooks/data/HBC/Subject1_0.npy similarity index 100% rename from cardioception/notebooks/data/HBC/0218_0.npy rename to cardioception/notebooks/data/HBC/Subject1_0.npy diff --git a/cardioception/notebooks/data/HBC/0218_1.npy b/cardioception/notebooks/data/HBC/Subject1_1.npy similarity index 100% rename from cardioception/notebooks/data/HBC/0218_1.npy rename to cardioception/notebooks/data/HBC/Subject1_1.npy diff --git a/cardioception/notebooks/data/HBC/0218_2.npy b/cardioception/notebooks/data/HBC/Subject1_2.npy similarity index 100% rename from cardioception/notebooks/data/HBC/0218_2.npy rename to cardioception/notebooks/data/HBC/Subject1_2.npy diff --git a/cardioception/notebooks/data/HBC/0218_3.npy b/cardioception/notebooks/data/HBC/Subject1_3.npy similarity index 100% rename from cardioception/notebooks/data/HBC/0218_3.npy rename to cardioception/notebooks/data/HBC/Subject1_3.npy diff --git a/cardioception/notebooks/data/HBC/0218_4.npy b/cardioception/notebooks/data/HBC/Subject1_4.npy similarity index 100% rename from cardioception/notebooks/data/HBC/0218_4.npy rename to cardioception/notebooks/data/HBC/Subject1_4.npy diff --git a/cardioception/notebooks/data/HBC/0218_5.npy b/cardioception/notebooks/data/HBC/Subject1_5.npy similarity index 100% rename from cardioception/notebooks/data/HBC/0218_5.npy rename to cardioception/notebooks/data/HBC/Subject1_5.npy diff --git a/cardioception/notebooks/data/HRD/HRD_del2_final.txt b/cardioception/notebooks/data/HRD/HRD_final.txt similarity index 100% rename from cardioception/notebooks/data/HRD/HRD_del2_final.txt rename to cardioception/notebooks/data/HRD/HRD_final.txt diff --git a/cardioception/reports.py b/cardioception/reports.py index 2d7afa2..142b3b4 100644 --- a/cardioception/reports.py +++ b/cardioception/reports.py @@ -21,8 +21,10 @@ def report(resultPath: str, reportPath: Optional[str] = None, task: str = "HRD") task : str, optional The task ("HRD" or "HBC"), by default "HRD". """ - temp_notebook = os.path.join(resultPath, "temp.ipynb") - htmlreport = os.path.join(resultPath, f"{task}_report.html") + if reportPath is None: + reportPath = resultPath + temp_notebook = os.path.join(reportPath, "temp.ipynb") + htmlreport = os.path.join(reportPath, f"{task}_report.html") if task == "HRD": template = "HeartRateDiscrimination.ipynb" @@ -30,7 +32,7 @@ def report(resultPath: str, reportPath: Optional[str] = None, task: str = "HRD") template = "HeartBeatCounting.ipynb" pm.execute_notebook( - pkg_resources.resource_filename("notebooks", template), + pkg_resources.resource_filename("cardioception.notebooks", template), temp_notebook, parameters=dict(resultPath=resultPath, reportPath=reportPath), ) diff --git a/images/downloadZIP.png b/images/downloadZIP.png new file mode 100644 index 0000000..939660d Binary files /dev/null and b/images/downloadZIP.png differ diff --git a/setup.py b/setup.py index ab1fd33..9eb6be3 100644 --- a/setup.py +++ b/setup.py @@ -52,5 +52,6 @@ def read(fname): package_data={ "cardioception.HBC": ["*.wav", "*.png"], "cardioception.HRD": ["*.wav", "*.png"], + "cardioception.notebooks": ["*.ipynb", "*.npy", "*.txt"], }, ) diff --git a/tests/test_hbc.py b/tests/test_hbc.py index 9f670c7..6fde3a7 100644 --- a/tests/test_hbc.py +++ b/tests/test_hbc.py @@ -3,18 +3,35 @@ # Running short blocks of the task for testing. # Shoult not be used for data acquisition +import shutil import unittest from unittest import TestCase +from psychopy import prefs + +prefs.hardware["audioLib"] = ["pygame"] + from cardioception.HBC.parameters import getParameters +from cardioception.HBC.task import run class TestHBC(TestCase): def test_parameters(self): - + """Test get_parameters function""" # Get parameters parameters = getParameters(setup="test") parameters["win"].close() + shutil.rmtree(parameters["resultPath"]) + + def test_run(self): + """Test run function""" + # Get parameters + parameters = getParameters(setup="test", taskVersion="test") + + run(parameters) + + parameters["win"].close() + shutil.rmtree(parameters["resultPath"]) if __name__ == "__main__": diff --git a/tests/test_hrd.py b/tests/test_hrd.py index 4ce5cd3..29e2e10 100644 --- a/tests/test_hrd.py +++ b/tests/test_hrd.py @@ -3,15 +3,17 @@ # Running short blocks of the task for testing. # Shoult not be used for data acquisition +import shutil import unittest from unittest import TestCase import numpy as np -import pkg_resources -from psychopy import sound +from psychopy import prefs + +prefs.hardware["audioLib"] = ["pygame"] from cardioception.HRD.parameters import getParameters -from cardioception.HRD.task import confidenceRatingTask, responseDecision, trial +from cardioception.HRD.task import run class TestHRD(TestCase): @@ -36,131 +38,44 @@ def test_parameters(self): catchTrials=0.2, ) parameters["win"].close() + shutil.rmtree(parameters["resultPath"]) assert sum(parameters["Modality"] == "Intero") == 2 assert len(parameters["Modality"]) == 4 assert len(parameters["staircaseType"]) == 4 assert sum(parameters["staircaseType"] == "updown") == 4 - def test_confidenceRatingTask(self): - """Test confidence rating trial""" + def test_run(self): + """Test run function""" + # VErsion 1 parameters = getParameters( setup="test", - nTrials=200, - exteroception=False, - stairType="updown", + nTrials=4, + exteroception=True, + stairType="psi", catchTrials=0.5, ) + parameters["nConfidence"] = 1 + parameters["nFeedback"] = 1 - parameters["minRatingTime"] = 0.0 - parameters["maxRatingTime"] = 0.1 - - parameters["device"] = "keyboard" - parameters["confScale"] = [1, 7] - ( - confidence, - confidenceRT, - ratingProvided, - ratingEndTrigger, - ) = confidenceRatingTask(parameters) - - parameters["device"] = "mouse" - ( - confidence, - confidenceRT, - ratingProvided, - ratingEndTrigger, - ) = confidenceRatingTask(parameters) - - parameters["win"].close() - - assert confidence is None - assert confidenceRT is None - assert ratingProvided is False - assert isinstance(ratingEndTrigger, float) - - def test_trial(self): - """Test confidence rating trial""" - - parameters = getParameters( - setup="test", - nTrials=200, - exteroception=False, - stairType="updown", - catchTrials=0.5, - ) - ( - condition, - listenBPM, - responseBPM, - decision, - decisionRT, - confidence, - confidenceRT, - alpha, - isCorrect, - respProvided, - ratingProvided, - startTrigger, - soundTrigger, - responseMadeTrigger, - ratingStartTrigger, - ratingEndTrigger, - endTrigger, - ) = trial(parameters, alpha=10, modality="Intero", feedback=True) + run(parameters, confidenceRating=True, runTutorial=True) parameters["win"].close() + shutil.rmtree(parameters["resultPath"]) - assert condition == "More" - assert listenBPM == 60.0 - assert responseBPM == 70.0 - assert decision is None - assert decisionRT is None - assert confidence is None - assert confidenceRT is None - assert alpha == 10 - assert isCorrect is None - assert respProvided is False - assert ratingProvided is False - assert isinstance(soundTrigger, float) - assert isinstance(startTrigger, float) - assert isinstance(responseMadeTrigger, float) - assert ratingStartTrigger is None - assert ratingEndTrigger is None - assert isinstance(endTrigger, float) - - def test_responseDecision(self): - """Test decision trial""" - + # Version 2 parameters = getParameters( setup="test", - nTrials=200, + nTrials=4, exteroception=False, stairType="updown", - catchTrials=0.5, - ) - this_hr = sound.Sound( - pkg_resources.resource_filename("cardioception.HRD", "Sounds/60.0.wav") + device="keyboard", + catchTrials=0.0, ) - ( - responseMadeTrigger, - responseTrigger, - respProvided, - decision, - decisionRT, - isCorrect, - ) = responseDecision( - this_hr=this_hr, parameters=parameters, feedback=False, condition="Less" - ) + run(parameters, confidenceRating=True, runTutorial=False) parameters["win"].close() - - assert isinstance(responseMadeTrigger, float) - assert isinstance(responseTrigger, float) - assert respProvided is False - assert decision is None - assert decisionRT is None - assert isCorrect is None + shutil.rmtree(parameters["resultPath"]) if __name__ == "__main__": diff --git a/tests/test_reports.py b/tests/test_reports.py new file mode 100644 index 0000000..489e727 --- /dev/null +++ b/tests/test_reports.py @@ -0,0 +1,45 @@ +# Author: Nicolas Legrand + +import os +import unittest +from unittest import TestCase + +import cardioception +from cardioception.reports import report + + +class TestHRD(TestCase): + def test_report(self): + """Test parameters function""" + + ##### + # HRD + ##### + hrd_resultsPath = os.path.join( + os.path.dirname(cardioception.__file__), "notebooks", "data", "HRD" + ) + + hrd_reportPath = os.path.join( + os.path.dirname(cardioception.__file__), "notebooks", "data", "HRD" + ) + report(resultPath=hrd_resultsPath, reportPath=hrd_reportPath) + + os.remove(os.path.join(hrd_reportPath, "HRD_report.html")) + + ##### + # HBC + ##### + hbc_resultsPath = os.path.join( + os.path.dirname(cardioception.__file__), "notebooks", "data", "HBC" + ) + + hbc_reportPath = os.path.join( + os.path.dirname(cardioception.__file__), "notebooks", "data", "HBC" + ) + report(resultPath=hbc_resultsPath, reportPath=hbc_reportPath, task="HBC") + + os.remove(os.path.join(hbc_reportPath, "HBC_report.html")) + + +if __name__ == "__main__": + unittest.main(argv=["first-arg-is-ignored"], exit=False) diff --git a/wrappers/hbc.py b/wrappers/hbc.py new file mode 100644 index 0000000..bf01cbc --- /dev/null +++ b/wrappers/hbc.py @@ -0,0 +1,30 @@ +# Author: Nicolas Legrand + + +from psychopy import gui + +from cardioception.HBC.parameters import getParameters +from cardioception.HBC.task import run + +# Create a GUI and ask for high-evel experiment parameters +g = gui.Dlg() +g.addField("participant", initial="Participant") +g.addField("session", initial="HBC") +g.addField("Serial Port:", initial=None) +g.addField("Setup:", initial="behavioral") +g.show() + +# Set global task parameters here +parameters = getParameters( + participant=g.data[0], + session=g.data[1], + serialPort=g.data[2], + setup=g.data[3], + nTrials=120, + screenNb=0, +) + +# Run task +run(parameters, confidenceRating=True, runTutorial=True) + +parameters["win"].close() diff --git a/wrappers/hrd.py b/wrappers/hrd.py index 26afc2c..78fca49 100644 --- a/wrappers/hrd.py +++ b/wrappers/hrd.py @@ -20,9 +20,10 @@ session=g.data[1], serialPort=g.data[2], setup=g.data[3], - nTrials=160, - screenNb=0, - catchTrials=0.2, + stairType="psi", + catchTrials=0.0, + nTrials=120, + exteroception=True, ) # Run task