From 83a3bff60694f6cbbe5e714106dab5a01579349c Mon Sep 17 00:00:00 2001 From: Rajan Poudel <117752332+rajan-poudel@users.noreply.github.com> Date: Sat, 22 Jun 2024 08:24:41 +0545 Subject: [PATCH] Resolved Issues --- Amplitude-Frequency-Visualizer.py | 2 +- Code_Of_Conduct.md | 152 ++++++------ Contribution.md | 116 ++++----- Energy-Frequency-Visualizer.py | 354 +++++++++++++-------------- Home.py | 136 +++++------ Index.py | 118 ++++----- Installation.md | 104 ++++---- Intensity-vs-Frequency-and-time.py | 380 ++++++++++++++--------------- LEARN.md | 174 ++++++------- PCEN-noise_reduction.ipynb | 2 +- README.md | 134 +++++----- References.md | 28 +-- Spectral_gating.ipynb | 2 +- Spectrogram.py | 338 ++++++++++++------------- Waveform.py | 2 +- github/PULL_REQUEST_TEMPLATE.md | 60 ++--- icons/amp-freq.ico | Bin 0 -> 170737 bytes icons/inten-vs-freq.ico | Bin 0 -> 270398 bytes icons/main.ico | Bin 0 -> 198203 bytes icons/spectrogram.ico | Bin 0 -> 180638 bytes icons/waveform.ico | Bin 0 -> 153182 bytes mainLanding.py | 156 ++++++------ 22 files changed, 1129 insertions(+), 1129 deletions(-) create mode 100644 icons/amp-freq.ico create mode 100644 icons/inten-vs-freq.ico create mode 100644 icons/main.ico create mode 100644 icons/spectrogram.ico create mode 100644 icons/waveform.ico diff --git a/Amplitude-Frequency-Visualizer.py b/Amplitude-Frequency-Visualizer.py index cea1fda..a9a0f76 100644 --- a/Amplitude-Frequency-Visualizer.py +++ b/Amplitude-Frequency-Visualizer.py @@ -49,7 +49,7 @@ ], ] -_VARS["window"] = sg.Window("Mic to frequency plot + Max Level", layout, finalize=True) +_VARS["window"] = sg.Window("Mic to frequency plot + Max Level", layout,icon="icons/amp-freq.ico", finalize=True) graph = _VARS["window"]["graph"] # INIT vars: diff --git a/Code_Of_Conduct.md b/Code_Of_Conduct.md index 65cf5ff..d19091d 100644 --- a/Code_Of_Conduct.md +++ b/Code_Of_Conduct.md @@ -1,76 +1,76 @@ -# Contributor Covenant Code of Conduct - -## Our Pledge - -In the interest of fostering an open and welcoming environment, we as -contributors and maintainers pledge to making participation in our project and -our community a harassment-free experience for everyone, regardless of age, body -size, disability, ethnicity, sex characteristics, gender identity and expression, -level of experience, education, socio-economic status, nationality, personal -appearance, race, religion, or sexual identity and orientation. - -## Our Standards - -Examples of behavior that contributes to creating a positive environment -include: - -* Using welcoming and inclusive language -* Being respectful of differing viewpoints and experiences -* Gracefully accepting constructive criticism -* Focusing on what is best for the community -* Showing empathy towards other community members - -Examples of unacceptable behavior by participants include: - -* The use of sexualized language or imagery and unwelcome sexual attention or - advances -* Trolling, insulting/derogatory comments, and personal or political attacks -* Public or private harassment -* Publishing others' private information, such as a physical or electronic - address, without explicit permission -* Other conduct which could reasonably be considered inappropriate in a - professional setting - -## Our Responsibilities - -Project maintainers are responsible for clarifying the standards of acceptable -behavior and are expected to take appropriate and fair corrective action in -response to any instances of unacceptable behavior. - -Project maintainers have the right and responsibility to remove, edit, or -reject comments, commits, code, wiki edits, issues, and other contributions -that are not aligned to this Code of Conduct, or to ban temporarily or -permanently any contributor for other behaviors that they deem inappropriate, -threatening, offensive, or harmful. - -## Scope - -This Code of Conduct applies both within project spaces and in public spaces -when an individual is representing the project or its community. Examples of -representing a project or community include using an official project e-mail -address, posting via an official social media account, or acting as an appointed -representative at an online or offline event. Representation of a project may be -further defined and clarified by project maintainers. - -## Enforcement - -Instances of abusive, harassing, or otherwise unacceptable behavior may be -reported by contacting the project team. All -complaints will be reviewed and investigated and will result in a response that -is deemed necessary and appropriate to the circumstances. The project team is -obligated to maintain confidentiality with regard to the reporter of an incident. -Further details of specific enforcement policies may be posted separately. - -Project maintainers who do not follow or enforce the Code of Conduct in good -faith may face temporary or permanent repercussions as determined by other -members of the project's leadership. - -## Attribution - -This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, -available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html - -[homepage]: https://www.contributor-covenant.org - -For answers to common questions about this code of conduct, see -https://www.contributor-covenant.org/faq +# Contributor Covenant Code of Conduct + +## Our Pledge + +In the interest of fostering an open and welcoming environment, we as +contributors and maintainers pledge to making participation in our project and +our community a harassment-free experience for everyone, regardless of age, body +size, disability, ethnicity, sex characteristics, gender identity and expression, +level of experience, education, socio-economic status, nationality, personal +appearance, race, religion, or sexual identity and orientation. + +## Our Standards + +Examples of behavior that contributes to creating a positive environment +include: + +* Using welcoming and inclusive language +* Being respectful of differing viewpoints and experiences +* Gracefully accepting constructive criticism +* Focusing on what is best for the community +* Showing empathy towards other community members + +Examples of unacceptable behavior by participants include: + +* The use of sexualized language or imagery and unwelcome sexual attention or + advances +* Trolling, insulting/derogatory comments, and personal or political attacks +* Public or private harassment +* Publishing others' private information, such as a physical or electronic + address, without explicit permission +* Other conduct which could reasonably be considered inappropriate in a + professional setting + +## Our Responsibilities + +Project maintainers are responsible for clarifying the standards of acceptable +behavior and are expected to take appropriate and fair corrective action in +response to any instances of unacceptable behavior. + +Project maintainers have the right and responsibility to remove, edit, or +reject comments, commits, code, wiki edits, issues, and other contributions +that are not aligned to this Code of Conduct, or to ban temporarily or +permanently any contributor for other behaviors that they deem inappropriate, +threatening, offensive, or harmful. + +## Scope + +This Code of Conduct applies both within project spaces and in public spaces +when an individual is representing the project or its community. Examples of +representing a project or community include using an official project e-mail +address, posting via an official social media account, or acting as an appointed +representative at an online or offline event. Representation of a project may be +further defined and clarified by project maintainers. + +## Enforcement + +Instances of abusive, harassing, or otherwise unacceptable behavior may be +reported by contacting the project team. All +complaints will be reviewed and investigated and will result in a response that +is deemed necessary and appropriate to the circumstances. The project team is +obligated to maintain confidentiality with regard to the reporter of an incident. +Further details of specific enforcement policies may be posted separately. + +Project maintainers who do not follow or enforce the Code of Conduct in good +faith may face temporary or permanent repercussions as determined by other +members of the project's leadership. + +## Attribution + +This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, +available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html + +[homepage]: https://www.contributor-covenant.org + +For answers to common questions about this code of conduct, see +https://www.contributor-covenant.org/faq diff --git a/Contribution.md b/Contribution.md index b327cd6..0faccf9 100644 --- a/Contribution.md +++ b/Contribution.md @@ -1,58 +1,58 @@ -*This file contains the guidelines for contributing to the SoundScape project.* - -# Code of conduct -Please be respectful and courteous to other contributors and users of the project. Do not use abusive, offensive, or discriminatory language. Do not harass, troll, or spam anyone. Do not post any personal or sensitive information. Violation of these rules may result in banning from the project. - -# Reporting issues -If you encounter any bugs, errors, or unexpected behaviors while using the project, please report them as issues on GitHub. Before creating a new issue, please check if there is already an existing issue that addresses the same problem. If not, create a new issue with a clear and descriptive title, a detailed description of the problem, the steps to reproduce it, and any relevant screenshots or error messages. - -# Suggesting enhancements -If you have any ideas or suggestions for improving the project, such as adding new features, improving the performance, or enhancing the user experience, please share them as issues on GitHub. Before creating a new issue, please check if there is already an existing issue that discusses the same idea. If not, create a new issue with a clear and descriptive title, a detailed explanation of your idea or suggestion, and any relevant examples or mockups. - -# Submitting pull requests -If you want to contribute to the project by fixing bugs, implementing features, or improving the documentation, you are welcome to submit pull requests on GitHub. Before creating a pull request, please follow these steps: - -- Fork the repository and create a new branch for your changes. -- Make sure your code follows the PEP 8 style guide and is well-commented and documented. -- Make sure your code is tested and does not introduce any new errors or warnings. -- Make sure your code does not conflict with the existing code base and can be merged smoothly. -- Write a clear and concise commit message that describes what you have done and why. -- Write a clear and concise pull request title and description that summarizes your changes and references any related issues. -- Wait for the project maintainers to review your pull request and provide feedback or approval. - -### Alternatively contribute using GitHub Desktop - -1. **Open GitHub Desktop:** - Launch GitHub Desktop and log in to your GitHub account if you haven't already. - -2. **Clone the Repository:** - - If you haven't cloned the SoundScape repository yet, you can do so by clicking on the "File" menu and selecting "Clone Repository." - - Choose the SoundScape repository from the list of repositories on GitHub and clone it to your local machine. - -3. **Switch to the Correct Branch:** - - Ensure you are on the branch that you want to submit a pull request for. - - If you need to switch branches, you can do so by clicking on the "Current Branch" dropdown menu and selecting the desired branch. - -4. **Make Changes:** - Make your changes to the code or files in the repository using your preferred code editor. - -5. **Commit Changes:** - - In GitHub Desktop, you'll see a list of the files you've changed. Check the box next to each file you want to include in the commit. - - Enter a summary and description for your changes in the "Summary" and "Description" fields, respectively. Click the "Commit to " button to commit your changes to the local branch. - -6. **Push Changes to GitHub:** - After committing your changes, click the "Push origin" button in the top right corner of GitHub Desktop to push your changes to your forked repository on GitHub. - -7. **Create a Pull Request:** - - Go to the GitHub website and navigate to your fork of the SoundScape repository. - - You should see a button to "Compare & pull request" between your fork and the original repository. Click on it. - -8. **Review and Submit:** - - On the pull request page, review your changes and add any additional information, such as a title and description, that you want to include with your pull request. - - Once you're satisfied, click the "Create pull request" button to submit your pull request. - -9. **Wait for Review:** - Your pull request will now be available for review by the project maintainers. They may provide feedback or ask for changes before merging your pull request into the main branch of the SoundScape repository. - -⭐️ Support the Project -If you find this project helpful, please consider giving it a star on GitHub! Your support helps to grow the project and reach more contributors. +*This file contains the guidelines for contributing to the SoundScape project.* + +# Code of conduct +Please be respectful and courteous to other contributors and users of the project. Do not use abusive, offensive, or discriminatory language. Do not harass, troll, or spam anyone. Do not post any personal or sensitive information. Violation of these rules may result in banning from the project. + +# Reporting issues +If you encounter any bugs, errors, or unexpected behaviors while using the project, please report them as issues on GitHub. Before creating a new issue, please check if there is already an existing issue that addresses the same problem. If not, create a new issue with a clear and descriptive title, a detailed description of the problem, the steps to reproduce it, and any relevant screenshots or error messages. + +# Suggesting enhancements +If you have any ideas or suggestions for improving the project, such as adding new features, improving the performance, or enhancing the user experience, please share them as issues on GitHub. Before creating a new issue, please check if there is already an existing issue that discusses the same idea. If not, create a new issue with a clear and descriptive title, a detailed explanation of your idea or suggestion, and any relevant examples or mockups. + +# Submitting pull requests +If you want to contribute to the project by fixing bugs, implementing features, or improving the documentation, you are welcome to submit pull requests on GitHub. Before creating a pull request, please follow these steps: + +- Fork the repository and create a new branch for your changes. +- Make sure your code follows the PEP 8 style guide and is well-commented and documented. +- Make sure your code is tested and does not introduce any new errors or warnings. +- Make sure your code does not conflict with the existing code base and can be merged smoothly. +- Write a clear and concise commit message that describes what you have done and why. +- Write a clear and concise pull request title and description that summarizes your changes and references any related issues. +- Wait for the project maintainers to review your pull request and provide feedback or approval. + +### Alternatively contribute using GitHub Desktop + +1. **Open GitHub Desktop:** + Launch GitHub Desktop and log in to your GitHub account if you haven't already. + +2. **Clone the Repository:** + - If you haven't cloned the SoundScape repository yet, you can do so by clicking on the "File" menu and selecting "Clone Repository." + - Choose the SoundScape repository from the list of repositories on GitHub and clone it to your local machine. + +3. **Switch to the Correct Branch:** + - Ensure you are on the branch that you want to submit a pull request for. + - If you need to switch branches, you can do so by clicking on the "Current Branch" dropdown menu and selecting the desired branch. + +4. **Make Changes:** + Make your changes to the code or files in the repository using your preferred code editor. + +5. **Commit Changes:** + - In GitHub Desktop, you'll see a list of the files you've changed. Check the box next to each file you want to include in the commit. + - Enter a summary and description for your changes in the "Summary" and "Description" fields, respectively. Click the "Commit to " button to commit your changes to the local branch. + +6. **Push Changes to GitHub:** + After committing your changes, click the "Push origin" button in the top right corner of GitHub Desktop to push your changes to your forked repository on GitHub. + +7. **Create a Pull Request:** + - Go to the GitHub website and navigate to your fork of the SoundScape repository. + - You should see a button to "Compare & pull request" between your fork and the original repository. Click on it. + +8. **Review and Submit:** + - On the pull request page, review your changes and add any additional information, such as a title and description, that you want to include with your pull request. + - Once you're satisfied, click the "Create pull request" button to submit your pull request. + +9. **Wait for Review:** + Your pull request will now be available for review by the project maintainers. They may provide feedback or ask for changes before merging your pull request into the main branch of the SoundScape repository. + +⭐️ Support the Project +If you find this project helpful, please consider giving it a star on GitHub! Your support helps to grow the project and reach more contributors. diff --git a/Energy-Frequency-Visualizer.py b/Energy-Frequency-Visualizer.py index 76d65cd..700edaa 100644 --- a/Energy-Frequency-Visualizer.py +++ b/Energy-Frequency-Visualizer.py @@ -1,177 +1,177 @@ -import PySimpleGUI as sg -import pyaudio -import numpy as np -from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg -import soundfile as sf -import scipy.fft -import matplotlib.pyplot as plt -import subprocess - -# vars: -_VARS = { - "window": None, - "stream": None, - "audioData": np.array([]), - "audioBuffer": np.array([]), - "current_visualizer_process": None, -} - -# pysimpleGUI INIT: -AppFont = "Helvetica" -sg.theme("DarkBlue3") - -menu_layout = [ - ['Run Visualizers', ['Energy-Frequency-Visualizer', 'Waveform', 'Spectogram', 'Intensity-vs-Frequency-and-time']], -] - -layout = [ - [sg.Menu(menu_layout)], - [ - sg.Graph( - canvas_size=(600, 600), - graph_bottom_left=(-2, -2), - graph_top_right=(102, 102), - background_color="#809AB6", - key="graph", - tooltip="Frequency graph" - ) - ], - [sg.Text("Progress:", text_color='white', font=('Helvetica', 15, 'bold')), sg.ProgressBar(4000, orientation="h", size=(20, 20), key="-PROG-")], - [ - sg.Button("Listen", font=AppFont, tooltip="Start listening"), - sg.Button("Pause", font=AppFont, disabled=True, tooltip="Pause listening"), - sg.Button("Resume", font=AppFont, disabled=True, tooltip="Resume listening"), - sg.Button("Stop", font=AppFont, disabled=True, tooltip="Stop listening"), - sg.Button("Save", font=AppFont, disabled=True, tooltip="Save the plot"), - sg.Button("Exit", font=AppFont, tooltip="Exit the application"), - ], -] - -_VARS["window"] = sg.Window("Mic to energy-frequency plot", layout, finalize=True) -graph = _VARS["window"]["graph"] - -# INIT vars: -CHUNK = 1024 -RATE = 44100 -TIMEOUT = 10 -pAud = pyaudio.PyAudio() - -# FUNCTIONS: - -def draw_figure(canvas, figure): - figure_canvas_agg = FigureCanvasTkAgg(figure, canvas) - figure_canvas_agg.draw() - figure_canvas_agg.get_tk_widget().pack(side="top", fill="both", expand=1) - return figure_canvas_agg - -def stop(): - if _VARS["stream"]: - _VARS["stream"].stop_stream() - _VARS["stream"].close() - _VARS["stream"] = None - _VARS["window"]["-PROG-"].update(0) - _VARS["window"]["Stop"].Update(disabled=True) - _VARS["window"]["Listen"].Update(disabled=False) - _VARS["window"]["Pause"].Update(disabled=True) - _VARS["window"]["Resume"].Update(disabled=True) - _VARS["window"]["Save"].Update(disabled=True) - -def pause(): - if _VARS["stream"] and _VARS["stream"].is_active(): - _VARS["stream"].stop_stream() - _VARS["window"]["Pause"].Update(disabled=True) - _VARS["window"]["Resume"].Update(disabled=False) - -def resume(): - if _VARS["stream"] and not _VARS["stream"].is_active(): - _VARS["stream"].start_stream() - _VARS["window"]["Pause"].Update(disabled=False) - _VARS["window"]["Resume"].Update(disabled=True) - -def save(): - folder = sg.popup_get_folder('Please select a directory to save the files') - if folder: - try: - # Save the plot as an image file - fig.savefig(f'{folder}/output.png') - sg.popup('Success', f'Image saved as {folder}/output.png') - - # Save the audio data as a WAV file - sf.write(f'{folder}/output.wav', _VARS["audioBuffer"], RATE) - sg.popup('Success', f'Audio saved as {folder}/output.wav') - except FileNotFoundError as fnf_error: - sg.popup_error('File Not Found Error', f'The specified path was not found: {fnf_error}') - except PermissionError as perm_error: - sg.popup_error('Permission Error', f'Permission denied: {perm_error}') - except Exception as e: - sg.popup_error('Error saving files', str(e)) - -def callback(in_data, frame_count, time_info, status): - _VARS["audioData"] = np.frombuffer(in_data, dtype=np.int16) - _VARS["audioBuffer"] = np.append(_VARS["audioBuffer"], _VARS["audioData"]) - return (in_data, pyaudio.paContinue) - -def listen(): - try: - _VARS["window"]["Stop"].Update(disabled=False) - _VARS["window"]["Listen"].Update(disabled=True) - _VARS["window"]["Pause"].Update(disabled=False) - _VARS["stream"] = pAud.open( - format=pyaudio.paInt16, - channels=1, - rate=RATE, - input=True, - frames_per_buffer=CHUNK, - stream_callback=callback, - ) - _VARS["stream"].start_stream() - except Exception as e: - sg.popup_error('Error starting the stream', str(e)) - -def close_current_visualizer(): - if _VARS["current_visualizer_process"] and _VARS["current_visualizer_process"].poll() is None: - _VARS["current_visualizer_process"].kill() - -# INIT: -fig, ax = plt.subplots() -fig_agg = draw_figure(graph.TKCanvas, fig) - -# MAIN LOOP -while True: - event, values = _VARS["window"].read(timeout=TIMEOUT) - if event in (sg.WIN_CLOSED, "Exit"): - stop() - if _VARS["current_visualizer_process"]: - close_current_visualizer() - pAud.terminate() - break - if event == "Listen": - listen() - if event == "Pause": - pause() - if event == "Resume": - resume() - if event == "Stop": - stop() - if event == "Save": - save() - if event in ['Energy-Frequency-Visualizer', 'Waveform', 'Spectogram', 'Intensity-vs-Frequency-and-time']: - close_current_visualizer() - try: - _VARS["current_visualizer_process"] = subprocess.Popen(['python', f'{event}.py']) - except Exception as e: - sg.popup_error('Error running visualizer', str(e)) - _VARS["window"].close() - break - elif _VARS["audioData"].size != 0: - _VARS["window"]["-PROG-"].update(np.amax(_VARS["audioData"])) - yf = scipy.fft.fft(_VARS["audioData"]) - xf = np.linspace(0.0, RATE / 2, CHUNK // 2) - ax.clear() - energy = (2.0 / CHUNK * np.abs(yf[: CHUNK // 2]))**2 # Compute energy - ax.plot(xf, energy, label='Energy Spectrum') - ax.set_ylabel("Energy") - ax.set_xlabel("Frequency [Hz]") - ax.grid(True) - ax.legend() - fig_agg.draw() +import PySimpleGUI as sg +import pyaudio +import numpy as np +from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg +import soundfile as sf +import scipy.fft +import matplotlib.pyplot as plt +import subprocess + +# vars: +_VARS = { + "window": None, + "stream": None, + "audioData": np.array([]), + "audioBuffer": np.array([]), + "current_visualizer_process": None, +} + +# pysimpleGUI INIT: +AppFont = "Helvetica" +sg.theme("DarkBlue3") + +menu_layout = [ + ['Run Visualizers', ['Energy-Frequency-Visualizer', 'Waveform', 'Spectogram', 'Intensity-vs-Frequency-and-time']], +] + +layout = [ + [sg.Menu(menu_layout)], + [ + sg.Graph( + canvas_size=(600, 600), + graph_bottom_left=(-2, -2), + graph_top_right=(102, 102), + background_color="#809AB6", + key="graph", + tooltip="Frequency graph" + ) + ], + [sg.Text("Progress:", text_color='white', font=('Helvetica', 15, 'bold')), sg.ProgressBar(4000, orientation="h", size=(20, 20), key="-PROG-")], + [ + sg.Button("Listen", font=AppFont, tooltip="Start listening"), + sg.Button("Pause", font=AppFont, disabled=True, tooltip="Pause listening"), + sg.Button("Resume", font=AppFont, disabled=True, tooltip="Resume listening"), + sg.Button("Stop", font=AppFont, disabled=True, tooltip="Stop listening"), + sg.Button("Save", font=AppFont, disabled=True, tooltip="Save the plot"), + sg.Button("Exit", font=AppFont, tooltip="Exit the application"), + ], +] + +_VARS["window"] = sg.Window("Mic to energy-frequency plot", layout, finalize=True) +graph = _VARS["window"]["graph"] + +# INIT vars: +CHUNK = 1024 +RATE = 44100 +TIMEOUT = 10 +pAud = pyaudio.PyAudio() + +# FUNCTIONS: + +def draw_figure(canvas, figure): + figure_canvas_agg = FigureCanvasTkAgg(figure, canvas) + figure_canvas_agg.draw() + figure_canvas_agg.get_tk_widget().pack(side="top", fill="both", expand=1) + return figure_canvas_agg + +def stop(): + if _VARS["stream"]: + _VARS["stream"].stop_stream() + _VARS["stream"].close() + _VARS["stream"] = None + _VARS["window"]["-PROG-"].update(0) + _VARS["window"]["Stop"].Update(disabled=True) + _VARS["window"]["Listen"].Update(disabled=False) + _VARS["window"]["Pause"].Update(disabled=True) + _VARS["window"]["Resume"].Update(disabled=True) + _VARS["window"]["Save"].Update(disabled=True) + +def pause(): + if _VARS["stream"] and _VARS["stream"].is_active(): + _VARS["stream"].stop_stream() + _VARS["window"]["Pause"].Update(disabled=True) + _VARS["window"]["Resume"].Update(disabled=False) + +def resume(): + if _VARS["stream"] and not _VARS["stream"].is_active(): + _VARS["stream"].start_stream() + _VARS["window"]["Pause"].Update(disabled=False) + _VARS["window"]["Resume"].Update(disabled=True) + +def save(): + folder = sg.popup_get_folder('Please select a directory to save the files') + if folder: + try: + # Save the plot as an image file + fig.savefig(f'{folder}/output.png') + sg.popup('Success', f'Image saved as {folder}/output.png') + + # Save the audio data as a WAV file + sf.write(f'{folder}/output.wav', _VARS["audioBuffer"], RATE) + sg.popup('Success', f'Audio saved as {folder}/output.wav') + except FileNotFoundError as fnf_error: + sg.popup_error('File Not Found Error', f'The specified path was not found: {fnf_error}') + except PermissionError as perm_error: + sg.popup_error('Permission Error', f'Permission denied: {perm_error}') + except Exception as e: + sg.popup_error('Error saving files', str(e)) + +def callback(in_data, frame_count, time_info, status): + _VARS["audioData"] = np.frombuffer(in_data, dtype=np.int16) + _VARS["audioBuffer"] = np.append(_VARS["audioBuffer"], _VARS["audioData"]) + return (in_data, pyaudio.paContinue) + +def listen(): + try: + _VARS["window"]["Stop"].Update(disabled=False) + _VARS["window"]["Listen"].Update(disabled=True) + _VARS["window"]["Pause"].Update(disabled=False) + _VARS["stream"] = pAud.open( + format=pyaudio.paInt16, + channels=1, + rate=RATE, + input=True, + frames_per_buffer=CHUNK, + stream_callback=callback, + ) + _VARS["stream"].start_stream() + except Exception as e: + sg.popup_error('Error starting the stream', str(e)) + +def close_current_visualizer(): + if _VARS["current_visualizer_process"] and _VARS["current_visualizer_process"].poll() is None: + _VARS["current_visualizer_process"].kill() + +# INIT: +fig, ax = plt.subplots() +fig_agg = draw_figure(graph.TKCanvas, fig) + +# MAIN LOOP +while True: + event, values = _VARS["window"].read(timeout=TIMEOUT) + if event in (sg.WIN_CLOSED, "Exit"): + stop() + if _VARS["current_visualizer_process"]: + close_current_visualizer() + pAud.terminate() + break + if event == "Listen": + listen() + if event == "Pause": + pause() + if event == "Resume": + resume() + if event == "Stop": + stop() + if event == "Save": + save() + if event in ['Energy-Frequency-Visualizer', 'Waveform', 'Spectogram', 'Intensity-vs-Frequency-and-time']: + close_current_visualizer() + try: + _VARS["current_visualizer_process"] = subprocess.Popen(['python', f'{event}.py']) + except Exception as e: + sg.popup_error('Error running visualizer', str(e)) + _VARS["window"].close() + break + elif _VARS["audioData"].size != 0: + _VARS["window"]["-PROG-"].update(np.amax(_VARS["audioData"])) + yf = scipy.fft.fft(_VARS["audioData"]) + xf = np.linspace(0.0, RATE / 2, CHUNK // 2) + ax.clear() + energy = (2.0 / CHUNK * np.abs(yf[: CHUNK // 2]))**2 # Compute energy + ax.plot(xf, energy, label='Energy Spectrum') + ax.set_ylabel("Energy") + ax.set_xlabel("Frequency [Hz]") + ax.grid(True) + ax.legend() + fig_agg.draw() diff --git a/Home.py b/Home.py index dae19bd..8809d21 100644 --- a/Home.py +++ b/Home.py @@ -1,68 +1,68 @@ -import PySimpleGUI as sg -import subprocess -import sys - -# Create the layout for the landing page -AppFont = "Helvetica 16" -sg.theme("DarkTeal12") -sg.Sizer(800, 800) - -# Define button styles -button_style = {"font": AppFont, "button_color": ("white", "#1c86ee"), "expand_x": True} - -# Layout for the buttons -button_layout = [ - [sg.Button("Amplitude-Frequency Visualizer", **button_style, pad=(10, 10))], - [sg.Button("Waveform", **button_style, pad=(10, 10))], - [sg.Button("Spectrogram", **button_style, pad=(10, 10))], - [sg.Button("Intensity vs Frequency and Time", **button_style, pad=(10, 10))], - [sg.Button("Real-Time VU Meter", **button_style, pad=(10, 10))], # New button for Triangle Wave - ] - -# Layout for the main landing page -layout = [ - [sg.Text("Welcome to SoundScape", font=("Helvetica", 24), justification="center", pad=(0, 5), expand_x=True)], - [sg.Text("Explore various audio visualizers", font=("Helvetica", 14), justification="center", pad=(0, 5), expand_x=True)], - [sg.Multiline("SoundScape is an innovative application designed to transform audio data into stunning visualizations. " - "Choose from a variety of visualizers to unleash the power of audio visualizations!.", - font=("Helvetica", 14), justification="center", size=(50, 4), no_scrollbar=True, disabled=True, pad=(10, 10), - background_color="#e1f5fe", text_color="#006064", expand_x=True, expand_y=True)], - [sg.Column(button_layout, size=(390, 300), scrollable=True, vertical_scroll_only=True), sg.Image(filename='mediafiles/soundwaveimg.png', key='-IMAGE-', size=(390, 300))], # Add the PNG image here - [sg.Button("Exit", font=AppFont, button_color=("white", "red"), pad=(10, 10), expand_x=True)] # Adjusted padding -] - -# Create the main window with a fixed size and responsive settings -window = sg.Window("Welcome to SoundScape", layout, finalize=True, element_justification="center", resizable=True, size=(800, 600)) - -# Function to close the current visualizer process -def close_current_visualizer(process): - if process and process.poll() is None: - process.kill() - process.wait() - -# Main loop -current_visualizer_process = None - -while True: - event, values = window.read(timeout=100) # Use a timeout to periodically check the process - - if event in (sg.WIN_CLOSED, "Exit"): - close_current_visualizer(current_visualizer_process) - break - - if event in ["Amplitude-Frequency Visualizer", "Waveform", "Spectrogram", "Intensity vs Frequency and Time","Real-Time VU Meter", "Sine Wave", "Square Wave", "Triangle Wave", "Sawtooth Wave"]: - close_current_visualizer(current_visualizer_process) - - # Mapping event to corresponding script names - script_mapping = { - "Amplitude-Frequency Visualizer": "Amplitude-Frequency-Visualizer.py", - "Waveform": "Waveform.py", - "Spectrogram": "Spectrogram.py", - "Intensity vs Frequency and Time": "Intensity-vs-Frequency-and-time.py", - "Real-Time VU Meter": "Real-Time VU Meter.py", # Added button for "Triangle Wave" - } - - script_name = script_mapping[event] - current_visualizer_process = subprocess.Popen([sys.executable, script_name]) - -window.close() +import PySimpleGUI as sg +import subprocess +import sys + +# Create the layout for the landing page +AppFont = "Helvetica 16" +sg.theme("DarkTeal12") +sg.Sizer(800, 800) + +# Define button styles +button_style = {"font": AppFont, "button_color": ("white", "#1c86ee"), "expand_x": True} + +# Layout for the buttons +button_layout = [ + [sg.Button("Amplitude-Frequency Visualizer", **button_style, pad=(10, 10))], + [sg.Button("Waveform", **button_style, pad=(10, 10))], + [sg.Button("Spectrogram", **button_style, pad=(10, 10))], + [sg.Button("Intensity vs Frequency and Time", **button_style, pad=(10, 10))], + [sg.Button("Real-Time VU Meter", **button_style, pad=(10, 10))], # New button for Triangle Wave + ] + +# Layout for the main landing page +layout = [ + [sg.Text("Welcome to SoundScape", font=("Helvetica", 24), justification="center", pad=(0, 5), expand_x=True)], + [sg.Text("Explore various audio visualizers", font=("Helvetica", 14), justification="center", pad=(0, 5), expand_x=True)], + [sg.Multiline("SoundScape is an innovative application designed to transform audio data into stunning visualizations. " + "Choose from a variety of visualizers to unleash the power of audio visualizations!.", + font=("Helvetica", 14), justification="center", size=(50, 4), no_scrollbar=True, disabled=True, pad=(10, 10), + background_color="#e1f5fe", text_color="#006064", expand_x=True, expand_y=True)], + [sg.Column(button_layout, size=(390, 300), scrollable=True, vertical_scroll_only=True), sg.Image(filename='mediafiles/soundwaveimg.png', key='-IMAGE-', size=(390, 300))], # Add the PNG image here + [sg.Button("Exit", font=AppFont, button_color=("white", "red"), pad=(10, 10), expand_x=True)] # Adjusted padding +] + +# Create the main window with a fixed size and responsive settings +window = sg.Window("Welcome to SoundScape", layout, finalize=True, element_justification="center", resizable=True, size=(800, 600)) + +# Function to close the current visualizer process +def close_current_visualizer(process): + if process and process.poll() is None: + process.kill() + process.wait() + +# Main loop +current_visualizer_process = None + +while True: + event, values = window.read(timeout=100) # Use a timeout to periodically check the process + + if event in (sg.WIN_CLOSED, "Exit"): + close_current_visualizer(current_visualizer_process) + break + + if event in ["Amplitude-Frequency Visualizer", "Waveform", "Spectrogram", "Intensity vs Frequency and Time","Real-Time VU Meter", "Sine Wave", "Square Wave", "Triangle Wave", "Sawtooth Wave"]: + close_current_visualizer(current_visualizer_process) + + # Mapping event to corresponding script names + script_mapping = { + "Amplitude-Frequency Visualizer": "Amplitude-Frequency-Visualizer.py", + "Waveform": "Waveform.py", + "Spectrogram": "Spectrogram.py", + "Intensity vs Frequency and Time": "Intensity-vs-Frequency-and-time.py", + "Real-Time VU Meter": "Real-Time VU Meter.py", # Added button for "Triangle Wave" + } + + script_name = script_mapping[event] + current_visualizer_process = subprocess.Popen([sys.executable, script_name]) + +window.close() diff --git a/Index.py b/Index.py index 342c679..b4c2546 100644 --- a/Index.py +++ b/Index.py @@ -1,60 +1,60 @@ -import tkinter as tk -import subprocess - -def run_spec(): - subprocess.Popen(["python", "Spectogram.py"]) - -def run_wave(): - subprocess.Popen(["python", "Waveform.py"]) - -def run_AvsF(): - subprocess.Popen(["python", "Amplitude-Frequency-Visualizer.py"]) - -def run_IvsF(): - subprocess.Popen(["python", "Intensity-vs-Frequency-and-time.py"]) - -def center_window(window, width, height): - screen_width = window.winfo_screenwidth() - screen_height = window.winfo_screenheight() - - x_coordinate = (screen_width - width) // 2 - y_coordinate = (screen_height - height) // 2 - - window.geometry(f"{width}x{height}+{x_coordinate}+{y_coordinate}") - -root = tk.Tk() -root.title("Soundscape") -root.configure(bg="#1e1e1e") # Dark background color - -button_bg = "#292929" # Dark gray -button_fg = "#FFFFFF" # White -button_font = ("Helvetica", 12) # Button font -button_radius = 10 # Button corner radius - -window_width = 600 -window_height = 400 -root.geometry(f"{window_width}x{window_height}") - -center_window(root, window_width, window_height) - -button_frame = tk.Frame(root, bg="#1e1e1e") # Dark background color -button_frame.place(relx=0.5, rely=0.5, anchor="center") - -# Define button texts and corresponding commands -buttons = [ - ("Spectogram", run_spec), - ("Waveform", run_wave), - ("Amplitude vs Frequency", run_AvsF), - ("Intensity vs Frequency", run_IvsF) -] - -# Create buttons in a matrix layout -for i, (text, command) in enumerate(buttons): - row, column = divmod(i, 2) # 2 buttons per row - button = tk.Button(button_frame, text=text, command=command, bg=button_bg, fg=button_fg, relief=tk.FLAT, font=button_font, bd=0) - button.config(highlightbackground=button_bg, highlightcolor=button_bg, highlightthickness=2, borderwidth=0, padx=20, pady=10) - button.grid(row=row, column=column, padx=10, pady=10, sticky="nsew") - button.bind("", lambda e, b=button: b.config(bg="#444444")) # Change button color on hover - button.bind("", lambda e, b=button: b.config(bg=button_bg)) # Restore button color on leave - +import tkinter as tk +import subprocess + +def run_spec(): + subprocess.Popen(["python", "Spectogram.py"]) + +def run_wave(): + subprocess.Popen(["python", "Waveform.py"]) + +def run_AvsF(): + subprocess.Popen(["python", "Amplitude-Frequency-Visualizer.py"]) + +def run_IvsF(): + subprocess.Popen(["python", "Intensity-vs-Frequency-and-time.py"]) + +def center_window(window, width, height): + screen_width = window.winfo_screenwidth() + screen_height = window.winfo_screenheight() + + x_coordinate = (screen_width - width) // 2 + y_coordinate = (screen_height - height) // 2 + + window.geometry(f"{width}x{height}+{x_coordinate}+{y_coordinate}") + +root = tk.Tk() +root.title("Soundscape") +root.configure(bg="#1e1e1e") # Dark background color + +button_bg = "#292929" # Dark gray +button_fg = "#FFFFFF" # White +button_font = ("Helvetica", 12) # Button font +button_radius = 10 # Button corner radius + +window_width = 600 +window_height = 400 +root.geometry(f"{window_width}x{window_height}") + +center_window(root, window_width, window_height) + +button_frame = tk.Frame(root, bg="#1e1e1e") # Dark background color +button_frame.place(relx=0.5, rely=0.5, anchor="center") + +# Define button texts and corresponding commands +buttons = [ + ("Spectogram", run_spec), + ("Waveform", run_wave), + ("Amplitude vs Frequency", run_AvsF), + ("Intensity vs Frequency", run_IvsF) +] + +# Create buttons in a matrix layout +for i, (text, command) in enumerate(buttons): + row, column = divmod(i, 2) # 2 buttons per row + button = tk.Button(button_frame, text=text, command=command, bg=button_bg, fg=button_fg, relief=tk.FLAT, font=button_font, bd=0) + button.config(highlightbackground=button_bg, highlightcolor=button_bg, highlightthickness=2, borderwidth=0, padx=20, pady=10) + button.grid(row=row, column=column, padx=10, pady=10, sticky="nsew") + button.bind("", lambda e, b=button: b.config(bg="#444444")) # Change button color on hover + button.bind("", lambda e, b=button: b.config(bg=button_bg)) # Restore button color on leave + root.mainloop() \ No newline at end of file diff --git a/Installation.md b/Installation.md index a98f6c0..68be47a 100644 --- a/Installation.md +++ b/Installation.md @@ -1,52 +1,52 @@ -*This file contains the instructions for installing and running the SoundScape project on your system.* - -## Requirements -To run SoundScape, you need to have Python 3.6 or higher and pip installed on your system. You also need a microphone and speakers or headphones to interact with the soundscape. - -## Dependencies -SoundScape depends on the following Python libraries: - -- PyAudio: for recording and playing audio -- PySimpleGUI: for creating the soundscape visualization -- NumPy: for numerical computations -- SciPy: for signal processing -- Matplotlib: for creating canvases - -You can install these dependencies using the following command in your terminal: -``` -pip install -r requirements.txt -``` - -Alternatively, you can clone this repository and install the dependencies manually: -``` -git clone https://github.com/Soumya-Kushwaha/SoundScape.git -cd SoundScape -pip install -r requirements.txt -``` - -## Running the project -*Soundscape consists of multiple files with different use cases:* - -### Files can be used directly from their source code or eveyting can be accesed from Index.py - -### 1. Waveform -This file simply visualizes the waveform of audio detected in real time. To view the waveform, run the code: -``` -python waveform.py -``` - -### 2. Spectogram -This file visualizes the spectogram of the audio detected in real time. To view the spectogram, run the code: -``` -python spectogram.py -``` - -### 3. Amplitude vs Frequency -This file visualizes the amplitude v/s frequency of the audio detected in real time. To view the amplitude v/s frequency graph, run the code: -``` -python amplitude-frequency-visualizer.py -``` - -
- -*These codes will open a new output window that displays the soundscape visualization. You can use your microphone to interact with the soundscape. The soundscape will change its shape, color, and movement according to the sound input.* +*This file contains the instructions for installing and running the SoundScape project on your system.* + +## Requirements +To run SoundScape, you need to have Python 3.6 or higher and pip installed on your system. You also need a microphone and speakers or headphones to interact with the soundscape. + +## Dependencies +SoundScape depends on the following Python libraries: + +- PyAudio: for recording and playing audio +- PySimpleGUI: for creating the soundscape visualization +- NumPy: for numerical computations +- SciPy: for signal processing +- Matplotlib: for creating canvases + +You can install these dependencies using the following command in your terminal: +``` +pip install -r requirements.txt +``` + +Alternatively, you can clone this repository and install the dependencies manually: +``` +git clone https://github.com/Soumya-Kushwaha/SoundScape.git +cd SoundScape +pip install -r requirements.txt +``` + +## Running the project +*Soundscape consists of multiple files with different use cases:* + +### Files can be used directly from their source code or eveyting can be accesed from Index.py + +### 1. Waveform +This file simply visualizes the waveform of audio detected in real time. To view the waveform, run the code: +``` +python waveform.py +``` + +### 2. Spectogram +This file visualizes the spectogram of the audio detected in real time. To view the spectogram, run the code: +``` +python spectogram.py +``` + +### 3. Amplitude vs Frequency +This file visualizes the amplitude v/s frequency of the audio detected in real time. To view the amplitude v/s frequency graph, run the code: +``` +python amplitude-frequency-visualizer.py +``` + +
+ +*These codes will open a new output window that displays the soundscape visualization. You can use your microphone to interact with the soundscape. The soundscape will change its shape, color, and movement according to the sound input.* diff --git a/Intensity-vs-Frequency-and-time.py b/Intensity-vs-Frequency-and-time.py index 1877d13..95f473e 100644 --- a/Intensity-vs-Frequency-and-time.py +++ b/Intensity-vs-Frequency-and-time.py @@ -1,190 +1,190 @@ -import PySimpleGUI as sg -import pyaudio -import numpy as np -import scipy.fft -import matplotlib.pyplot as plt -from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg -import subprocess - -"""Realtime Sound Intensity vs Frequency heatmap""" - -# VARS CONSTS: -_VARS = {"window": False, "stream": False, "audioData": np.array([]), "current_visualizer_process": None} - -# pysimpleGUI INIT: -AppFont = "Any 16" -sg.theme("DarkBlue3") - -# Heatmap plot: -layout = [ - - [ - sg.Graph( - canvas_size=(500, 500), - graph_bottom_left=(-2, -2), - graph_top_right=(102, 102), - background_color="#809AB6", - key="graph", - ) - ], - [sg.ProgressBar(4000, orientation="h", size=(20, 20), key="-PROG-")], - [ - sg.Button("Listen", font=AppFont), - sg.Button("Stop", font=AppFont, disabled=True), - sg.Button("Exit", font=AppFont), - ], -] -_VARS["window"] = sg.Window("Mic to Sound Intensity vs Frequency heatmap", layout, finalize=True) -graph = _VARS["window"]["graph"] - -# INIT vars: -CHUNK = 1024 # Samples: 1024, 512, 256, 128 -RATE = 44100 # Equivalent to Human Hearing at 40 kHz -INTERVAL = 1 # Sampling Interval in Seconds -> Interval to listen -TIMEOUT = 10 # In ms for the event loop -pAud = pyaudio.PyAudio() - -# PySimpleGUI plots: -def drawHeatMapWithLabels(intensity_data): - graph.erase() # Clear previous heatmap - rows, cols = intensity_data.shape - - # Draw labels for frequency axis - for row in range(rows): - graph.DrawText(f"{row * (RATE / 2) / rows:.0f} Hz", (105, 100 - row * 100 / rows)) - - # Draw labels for time axis - for col in range(cols): - graph.DrawText(f"{col * INTERVAL:.1f} sec", (col * 100 / cols, -5)) - - # Draw heatmap - for row in range(rows): - for col in range(cols): - intensity = intensity_data[row, col] - color = getHeatMapColor(intensity) - x1 = col * 100 / cols - y1 = 100 - (row + 1) * 100 / rows - x2 = x1 + 100 / cols - y2 = y1 + 100 / rows - graph.DrawRectangle((x1, y1), (x2, y2), line_color=color, fill_color=color) - -# pyaudio stream: -def stop(): - if _VARS["stream"]: - _VARS["stream"].stop_stream() - _VARS["stream"].close() - _VARS["stream"] = None - _VARS["window"]["-PROG-"].update(0) - _VARS["window"]["Stop"].Update(disabled=True) - _VARS["window"]["Listen"].Update(disabled=False) - -# callback: -def callback(in_data, frame_count, time_info, status): - _VARS["audioData"] = np.frombuffer(in_data, dtype=np.int16) - return (in_data, pyaudio.paContinue) - -def listen(): - _VARS["window"]["Stop"].Update(disabled=False) - _VARS["window"]["Listen"].Update(disabled=True) - _VARS["stream"] = pAud.open( - format=pyaudio.paInt16, - channels=1, - rate=RATE, - input=True, - frames_per_buffer=CHUNK, - stream_callback=callback, - ) - _VARS["stream"].start_stream() - -def close_current_visualizer(): - if _VARS["current_visualizer_process"] and _VARS["current_visualizer_process"].poll() is None: - _VARS["current_visualizer_process"].kill() - -# INIT: - -def initHeatMap(graph, rate, interval, rows, cols): - - # Clear previous drawing - - graph.erase() - - #Initial setup for the heatmap - - for row in range(rows): - - graph.DrawText(f"{row * (rate / 2) / rows:.0f} Hz", (105, 100 - row * 100 / rows)) - - - - # Draw labels for time axis - - for col in range(cols): - - graph.DrawText(f"{col * interval:.1f} sec", (col * 100 / cols, -5)) - - - -# Call the initHeatMap function to initialize the heatmap - -rows = 10 # Number of rows in the heatmap - -cols = 10 # Number of columns in the heatmap - -initHeatMap(graph, RATE, INTERVAL, rows, cols) - -# Function to get heatmap color -def getHeatMapColor(intensity, threshold=0.0, cmap=None): - # Default color map - if cmap is None: - cmap = ["#0000ff", "#00ff00", "#ffff00", "#ff0000"] # Blue to Red gradient - - # Determining color based on intensity and thresholds - if np.isnan(intensity): - return "#808080" # Gray color for NaN values - else: - # Normalizing intensity to fit within the colormap range - intensity_norm = np.log1p(intensity) / 20 # Logarithmic scale for better visualization - color_index = min(int(intensity_norm * len(cmap)), len(cmap) - 1) - return cmap[color_index] - -def compute_intensity_data(audio_data, window_size=1024, hop_size=512): - num_frames = len(audio_data) // hop_size - intensity_data = np.zeros((num_frames, window_size // 2)) - - for i in range(num_frames): - frame = audio_data[i * hop_size: (i + 1) * hop_size] - intensity_data[i, :] = np.abs(np.fft.fft(frame)[:window_size // 2]) # Magnitude spectrum - return intensity_data - -# MAIN LOOP -while True: - event, values = _VARS["window"].read(timeout=TIMEOUT) - if event in (sg.WIN_CLOSED, "Exit"): - close_current_visualizer() - stop() - pAud.terminate() - break - # for handling the closing of application - if event == sg.WIN_CLOSED : - _VARS["stream"].stop_stream() - _VARS["stream"].close() - pAud.terminate() - break - if event == "Listen": - listen() - if event == "Stop": - stop() - - # Along with the global audioData variable, this - # bit updates the waveform plot - elif _VARS["audioData"].size != 0: - # Update volume meter - _VARS["window"]["-PROG-"].update(np.amax(_VARS["audioData"])) - - # Compute intensity data for heatmap - intensity_data = compute_intensity_data(_VARS["audioData"]) - - # Draw heatmap - drawHeatMapWithLabels(intensity_data) - -_VARS["window"].close() +import PySimpleGUI as sg +import pyaudio +import numpy as np +import scipy.fft +import matplotlib.pyplot as plt +from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg +import subprocess + +"""Realtime Sound Intensity vs Frequency heatmap""" + +# VARS CONSTS: +_VARS = {"window": False, "stream": False, "audioData": np.array([]), "current_visualizer_process": None} + +# pysimpleGUI INIT: +AppFont = "Any 16" +sg.theme("DarkBlue3") + +# Heatmap plot: +layout = [ + + [ + sg.Graph( + canvas_size=(500, 500), + graph_bottom_left=(-2, -2), + graph_top_right=(102, 102), + background_color="#809AB6", + key="graph", + ) + ], + [sg.ProgressBar(4000, orientation="h", size=(20, 20), key="-PROG-")], + [ + sg.Button("Listen", font=AppFont), + sg.Button("Stop", font=AppFont, disabled=True), + sg.Button("Exit", font=AppFont), + ], +] +_VARS["window"] = sg.Window("Mic to Sound Intensity vs Frequency heatmap", layout,icon="icons/inten-vs-freq.ico", finalize=True) +graph = _VARS["window"]["graph"] + +# INIT vars: +CHUNK = 1024 # Samples: 1024, 512, 256, 128 +RATE = 44100 # Equivalent to Human Hearing at 40 kHz +INTERVAL = 1 # Sampling Interval in Seconds -> Interval to listen +TIMEOUT = 10 # In ms for the event loop +pAud = pyaudio.PyAudio() + +# PySimpleGUI plots: +def drawHeatMapWithLabels(intensity_data): + graph.erase() # Clear previous heatmap + rows, cols = intensity_data.shape + + # Draw labels for frequency axis + for row in range(rows): + graph.DrawText(f"{row * (RATE / 2) / rows:.0f} Hz", (105, 100 - row * 100 / rows)) + + # Draw labels for time axis + for col in range(cols): + graph.DrawText(f"{col * INTERVAL:.1f} sec", (col * 100 / cols, -5)) + + # Draw heatmap + for row in range(rows): + for col in range(cols): + intensity = intensity_data[row, col] + color = getHeatMapColor(intensity) + x1 = col * 100 / cols + y1 = 100 - (row + 1) * 100 / rows + x2 = x1 + 100 / cols + y2 = y1 + 100 / rows + graph.DrawRectangle((x1, y1), (x2, y2), line_color=color, fill_color=color) + +# pyaudio stream: +def stop(): + if _VARS["stream"]: + _VARS["stream"].stop_stream() + _VARS["stream"].close() + _VARS["stream"] = None + _VARS["window"]["-PROG-"].update(0) + _VARS["window"]["Stop"].Update(disabled=True) + _VARS["window"]["Listen"].Update(disabled=False) + +# callback: +def callback(in_data, frame_count, time_info, status): + _VARS["audioData"] = np.frombuffer(in_data, dtype=np.int16) + return (in_data, pyaudio.paContinue) + +def listen(): + _VARS["window"]["Stop"].Update(disabled=False) + _VARS["window"]["Listen"].Update(disabled=True) + _VARS["stream"] = pAud.open( + format=pyaudio.paInt16, + channels=1, + rate=RATE, + input=True, + frames_per_buffer=CHUNK, + stream_callback=callback, + ) + _VARS["stream"].start_stream() + +def close_current_visualizer(): + if _VARS["current_visualizer_process"] and _VARS["current_visualizer_process"].poll() is None: + _VARS["current_visualizer_process"].kill() + +# INIT: + +def initHeatMap(graph, rate, interval, rows, cols): + + # Clear previous drawing + + graph.erase() + + #Initial setup for the heatmap + + for row in range(rows): + + graph.DrawText(f"{row * (rate / 2) / rows:.0f} Hz", (105, 100 - row * 100 / rows)) + + + + # Draw labels for time axis + + for col in range(cols): + + graph.DrawText(f"{col * interval:.1f} sec", (col * 100 / cols, -5)) + + + +# Call the initHeatMap function to initialize the heatmap + +rows = 10 # Number of rows in the heatmap + +cols = 10 # Number of columns in the heatmap + +initHeatMap(graph, RATE, INTERVAL, rows, cols) + +# Function to get heatmap color +def getHeatMapColor(intensity, threshold=0.0, cmap=None): + # Default color map + if cmap is None: + cmap = ["#0000ff", "#00ff00", "#ffff00", "#ff0000"] # Blue to Red gradient + + # Determining color based on intensity and thresholds + if np.isnan(intensity): + return "#808080" # Gray color for NaN values + else: + # Normalizing intensity to fit within the colormap range + intensity_norm = np.log1p(intensity) / 20 # Logarithmic scale for better visualization + color_index = min(int(intensity_norm * len(cmap)), len(cmap) - 1) + return cmap[color_index] + +def compute_intensity_data(audio_data, window_size=1024, hop_size=512): + num_frames = len(audio_data) // hop_size + intensity_data = np.zeros((num_frames, window_size // 2)) + + for i in range(num_frames): + frame = audio_data[i * hop_size: (i + 1) * hop_size] + intensity_data[i, :] = np.abs(np.fft.fft(frame)[:window_size // 2]) # Magnitude spectrum + return intensity_data + +# MAIN LOOP +while True: + event, values = _VARS["window"].read(timeout=TIMEOUT) + if event in (sg.WIN_CLOSED, "Exit"): + close_current_visualizer() + stop() + pAud.terminate() + break + # for handling the closing of application + if event == sg.WIN_CLOSED : + _VARS["stream"].stop_stream() + _VARS["stream"].close() + pAud.terminate() + break + if event == "Listen": + listen() + if event == "Stop": + stop() + + # Along with the global audioData variable, this + # bit updates the waveform plot + elif _VARS["audioData"].size != 0: + # Update volume meter + _VARS["window"]["-PROG-"].update(np.amax(_VARS["audioData"])) + + # Compute intensity data for heatmap + intensity_data = compute_intensity_data(_VARS["audioData"]) + + # Draw heatmap + drawHeatMapWithLabels(intensity_data) + +_VARS["window"].close() diff --git a/LEARN.md b/LEARN.md index 467d3cb..ed8c940 100644 --- a/LEARN.md +++ b/LEARN.md @@ -1,87 +1,87 @@ -# SoundScape - - - -
-

Table of Contents

-
    -
  1. - Introduction -
  2. -
  3. - Noise and silence are sound -
  4. -
  5. - Semantics of the sound -
  6. -
  7. - The perceived sound -
  8. -
  9. - Getting Started-Prerequisites -
  10. -
  11. - Conclusion -
  12. -
-
- -# Introduction: - - -The soundscape is the sonic environment of the world; it is any acoustic field of study. A soundscape can be defined as a musical composition, radio programs, a forest or a school or an isolated acoustic environment. The soundscape has changed -over time; modern man exists in a sound environment much different than it was in past. - -The sense of participation based on balance and consistency between human expression and natural sounds is completely altered by the emergence of a quantitatively immeasurable sound reality. In this situation, the individual becomes a -simple passive receptor, a spectator of an uncontrollable reality. The soundscape necessarily implies a reference to a cultural, symbolic and social milieu. Using the study of acoustic phenomena and coding theory, it is possible to reflect on -soundscapes in a meaningful way and thereby make it accessible to designers. - -# Noise and silence are sound: - -There are no differences between music and sound. Music is just a form of noise and people tend to call music the thing that is appealing to them, or what metaphorically represents beauty. The distinction is only a mathematical form not -related to perception: music is ordered sound and noise is disordered sound. Music is an infinite and ordinate sum of sines and cosines multiplied by coefficients. Therefore, this is the mathematical representation of music: - - - -The idea is to learn to isolate the sounds that are considered unsightly and to perceive them as a stimulus that can be part of something not necessarily unpleasant through interpretation and knowledge. From acoustics and psychoacoustics studies, -we have learned to interpret sound physically and we have considered how it affects the brain. From arts and music, we know now how to create an ideal sound around us that allows us to reflect both creatively and psychologically. Using the framework put -forth by Raymond Murray Schafer, composer, writer, music educator and environmentalist, this work shows that it is possible to perceive the world as a great macrocosmic musical composition. - -# Semantics of the sound: - -The act of listening requires a skill more refined than the one of feeling. The French composer Pierre Schaffer notes that the act of listening is created in four actions for different intensity, interest and knowledge. The four actions are -intrinsically related to the semantics of the musical structure and the basic grammar of the concept itself. They are: to listen, to hear, to understand and to comprehend. Listening is defined as having an interest related to sound and a tender ear to -listen to it. -For Schaffer, "to listen" is an immediate activation of a familiar figurative landscape. Listening means to return the sound to the mind that immediately activates stereotypes and visions related thereto. - -According to Algirdas Greimas, "The listening allows immediate reconstruction of the frame figurative. There is, therefore, a cogency of listening that is derived from being willing act. The conceptualization of the vague moment in -the complex process that transforms the subject in terms of the narrative dimension, except for those related to the size of the senses. This concept expresses that the semiotics of the image are related to the perception, which follows the -phenomenological model of Maurice Merleau-Ponty. - -# The perceived sound: - -For the Danish linguist Louis Hjelmslev, signs are inherent in all "being" but their development is only possible in a human context.20 And even for Schaeffer, "reduced listening" is the attitude of listening to the sound itself, as a sound object, -abstracting from its origin, real or supposed.21 It has carried out a real removal of the sound source from the perception of the listener in order to perceive the sound object in its morphological structure. The act of leaving aside some of our listening habits is -a voluntary act that allows us to explain many phenomena implicit in our perception. Since this type of listening is to strip the sound of all that is not really inherent in himself, paying attention only to the latter in its materiality, in its essence, in its size -sensitive. - -Through a sound recording we can create cuts and inversions, rings, transposition, sampling, compression, gels (freezing), reverberation, echoes, delays, filtering, mixing, and accumulation. -Morphology identifies sounds and characteristic of sounds: pitch, intensity and timbre, and it is therefore the study of the sound object as a structure, or its context: -looking inward that aims at a description of its physical properties. The qualification of the object, which is supposed to be described, has seven morphological criteria that are divided according to the axis of form/matter. - -# Getting Started-Prerequisites: - - 1. Basic knowledge of programming (e.g. Python, JavaScript) - 2. Familiarity with music and audio processing concepts - 3. A computer with a decent processor and memory - -# Conclusion: - -We hope this work can empower designers, researchers, urban planners or just anyone who wants to become more aware of their experience of sound, by offering them methodological tools to rethink the role of sound. Different urban scenarios were -compared, aiming to understand the soundscape, exploring the connections between sounds and perception through the cultural aspects and the rules of physics contained. -within sound. - - -## 🙏 Support - -This project needs a ⭐️ from you. Don't forget to leave a star ⭐️ +# SoundScape + + + +
+

Table of Contents

+
    +
  1. + Introduction +
  2. +
  3. + Noise and silence are sound +
  4. +
  5. + Semantics of the sound +
  6. +
  7. + The perceived sound +
  8. +
  9. + Getting Started-Prerequisites +
  10. +
  11. + Conclusion +
  12. +
+
+ +# Introduction: + + +The soundscape is the sonic environment of the world; it is any acoustic field of study. A soundscape can be defined as a musical composition, radio programs, a forest or a school or an isolated acoustic environment. The soundscape has changed +over time; modern man exists in a sound environment much different than it was in past. + +The sense of participation based on balance and consistency between human expression and natural sounds is completely altered by the emergence of a quantitatively immeasurable sound reality. In this situation, the individual becomes a +simple passive receptor, a spectator of an uncontrollable reality. The soundscape necessarily implies a reference to a cultural, symbolic and social milieu. Using the study of acoustic phenomena and coding theory, it is possible to reflect on +soundscapes in a meaningful way and thereby make it accessible to designers. + +# Noise and silence are sound: + +There are no differences between music and sound. Music is just a form of noise and people tend to call music the thing that is appealing to them, or what metaphorically represents beauty. The distinction is only a mathematical form not +related to perception: music is ordered sound and noise is disordered sound. Music is an infinite and ordinate sum of sines and cosines multiplied by coefficients. Therefore, this is the mathematical representation of music: + + + +The idea is to learn to isolate the sounds that are considered unsightly and to perceive them as a stimulus that can be part of something not necessarily unpleasant through interpretation and knowledge. From acoustics and psychoacoustics studies, +we have learned to interpret sound physically and we have considered how it affects the brain. From arts and music, we know now how to create an ideal sound around us that allows us to reflect both creatively and psychologically. Using the framework put +forth by Raymond Murray Schafer, composer, writer, music educator and environmentalist, this work shows that it is possible to perceive the world as a great macrocosmic musical composition. + +# Semantics of the sound: + +The act of listening requires a skill more refined than the one of feeling. The French composer Pierre Schaffer notes that the act of listening is created in four actions for different intensity, interest and knowledge. The four actions are +intrinsically related to the semantics of the musical structure and the basic grammar of the concept itself. They are: to listen, to hear, to understand and to comprehend. Listening is defined as having an interest related to sound and a tender ear to +listen to it. +For Schaffer, "to listen" is an immediate activation of a familiar figurative landscape. Listening means to return the sound to the mind that immediately activates stereotypes and visions related thereto. + +According to Algirdas Greimas, "The listening allows immediate reconstruction of the frame figurative. There is, therefore, a cogency of listening that is derived from being willing act. The conceptualization of the vague moment in +the complex process that transforms the subject in terms of the narrative dimension, except for those related to the size of the senses. This concept expresses that the semiotics of the image are related to the perception, which follows the +phenomenological model of Maurice Merleau-Ponty. + +# The perceived sound: + +For the Danish linguist Louis Hjelmslev, signs are inherent in all "being" but their development is only possible in a human context.20 And even for Schaeffer, "reduced listening" is the attitude of listening to the sound itself, as a sound object, +abstracting from its origin, real or supposed.21 It has carried out a real removal of the sound source from the perception of the listener in order to perceive the sound object in its morphological structure. The act of leaving aside some of our listening habits is +a voluntary act that allows us to explain many phenomena implicit in our perception. Since this type of listening is to strip the sound of all that is not really inherent in himself, paying attention only to the latter in its materiality, in its essence, in its size +sensitive. + +Through a sound recording we can create cuts and inversions, rings, transposition, sampling, compression, gels (freezing), reverberation, echoes, delays, filtering, mixing, and accumulation. +Morphology identifies sounds and characteristic of sounds: pitch, intensity and timbre, and it is therefore the study of the sound object as a structure, or its context: +looking inward that aims at a description of its physical properties. The qualification of the object, which is supposed to be described, has seven morphological criteria that are divided according to the axis of form/matter. + +# Getting Started-Prerequisites: + + 1. Basic knowledge of programming (e.g. Python, JavaScript) + 2. Familiarity with music and audio processing concepts + 3. A computer with a decent processor and memory + +# Conclusion: + +We hope this work can empower designers, researchers, urban planners or just anyone who wants to become more aware of their experience of sound, by offering them methodological tools to rethink the role of sound. Different urban scenarios were +compared, aiming to understand the soundscape, exploring the connections between sounds and perception through the cultural aspects and the rules of physics contained. +within sound. + + +## 🙏 Support + +This project needs a ⭐️ from you. Don't forget to leave a star ⭐️ diff --git a/PCEN-noise_reduction.ipynb b/PCEN-noise_reduction.ipynb index 7acbf0e..c468db9 100644 --- a/PCEN-noise_reduction.ipynb +++ b/PCEN-noise_reduction.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","execution":{"iopub.execute_input":"2024-05-14T13:41:13.535625Z","iopub.status.busy":"2024-05-14T13:41:13.535204Z","iopub.status.idle":"2024-05-14T13:41:15.300205Z","shell.execute_reply":"2024-05-14T13:41:15.299180Z","shell.execute_reply.started":"2024-05-14T13:41:13.535591Z"},"trusted":true},"outputs":[],"source":["import librosa\n","import librosa.display\n","import pandas as pd\n","import numpy as np\n","import scipy.signal\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","from PIL import Image\n","from pathlib import Path\n","from pylab import rcParams\n","rcParams['figure.figsize'] = 14,6\n","\n","import csv\n","\n","from sklearn.model_selection import train_test_split\n","from sklearn.preprocessing import LabelEncoder, StandardScaler\n","from sklearn.metrics import classification_report, confusion_matrix\n","\n","import warnings\n","warnings.filterwarnings('ignore')\n"]},{"cell_type":"markdown","metadata":{},"source":["## Reading audio samples"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:15.302793Z","iopub.status.busy":"2024-05-14T13:41:15.302489Z","iopub.status.idle":"2024-05-14T13:41:16.943738Z","shell.execute_reply":"2024-05-14T13:41:16.942589Z","shell.execute_reply.started":"2024-05-14T13:41:15.302761Z"},"trusted":true},"outputs":[],"source":["sr = 16000\n","e_file1 = 'BLKFR-10-CPL_20190611_093000.pt540.mp3'\n","e_file2 = 'ORANGE-7-CAP_20190606_093000.pt623.mp3'\n","\n","# 10 seconds of each file\n","y1,sr = librosa.load(e_file1, mono=True, sr=sr, offset=0, duration=10)\n","y2,sr = librosa.load(e_file2, mono=True, sr=sr, offset=0, duration=10)"]},{"cell_type":"code","execution_count":3,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.945907Z","iopub.status.busy":"2024-05-14T13:41:16.945503Z","iopub.status.idle":"2024-05-14T13:41:16.977500Z","shell.execute_reply":"2024-05-14T13:41:16.976809Z","shell.execute_reply.started":"2024-05-14T13:41:16.945862Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["from IPython.display import Audio, IFrame, display\n","\n","display(Audio(y1,rate=sr))\n","display(Audio(y2,rate=sr))"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.978846Z","iopub.status.busy":"2024-05-14T13:41:16.978575Z","iopub.status.idle":"2024-05-14T13:41:17.249420Z","shell.execute_reply":"2024-05-14T13:41:17.248646Z","shell.execute_reply.started":"2024-05-14T13:41:16.978819Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.253458Z","iopub.status.busy":"2024-05-14T13:41:17.253143Z","iopub.status.idle":"2024-05-14T13:41:17.442226Z","shell.execute_reply":"2024-05-14T13:41:17.441496Z","shell.execute_reply.started":"2024-05-14T13:41:17.253420Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');"]},{"cell_type":"markdown","metadata":{},"source":["## Logmel-spectogram"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.445095Z","iopub.status.busy":"2024-05-14T13:41:17.444800Z","iopub.status.idle":"2024-05-14T13:41:17.640353Z","shell.execute_reply":"2024-05-14T13:41:17.639529Z","shell.execute_reply.started":"2024-05-14T13:41:17.445065Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S1 = librosa.feature.melspectrogram(y=y1, sr=sr, n_mels=64)\n","D1 = librosa.power_to_db(S1, ref=np.max)\n","librosa.display.specshow(D1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.642113Z","iopub.status.busy":"2024-05-14T13:41:17.641826Z","iopub.status.idle":"2024-05-14T13:41:17.841937Z","shell.execute_reply":"2024-05-14T13:41:17.840057Z","shell.execute_reply.started":"2024-05-14T13:41:17.642082Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S2 = librosa.feature.melspectrogram(y=y2, sr=sr, n_mels=64)\n","D2 = librosa.power_to_db(S2, ref=np.max)\n","librosa.display.specshow(D2, x_axis='time', y_axis='mel');"]},{"cell_type":"markdown","metadata":{},"source":["## Filtering low-frequencies"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.843661Z","iopub.status.busy":"2024-05-14T13:41:17.843325Z","iopub.status.idle":"2024-05-14T13:41:17.849610Z","shell.execute_reply":"2024-05-14T13:41:17.848725Z","shell.execute_reply.started":"2024-05-14T13:41:17.843627Z"},"trusted":true},"outputs":[],"source":["from scipy import signal\n","import random\n","\n","\n","def f_high(y,sr):\n"," b,a = signal.butter(10, 2000/(sr/2), btype='highpass')\n"," yf = signal.lfilter(b,a,y)\n"," return yf\n"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.851477Z","iopub.status.busy":"2024-05-14T13:41:17.851109Z","iopub.status.idle":"2024-05-14T13:41:17.868546Z","shell.execute_reply":"2024-05-14T13:41:17.867648Z","shell.execute_reply.started":"2024-05-14T13:41:17.851419Z"},"trusted":true},"outputs":[],"source":["yf1 = f_high(y1, sr)\n","yf2 = f_high(y2, sr)"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.869904Z","iopub.status.busy":"2024-05-14T13:41:17.869561Z","iopub.status.idle":"2024-05-14T13:41:18.128666Z","shell.execute_reply":"2024-05-14T13:41:18.127898Z","shell.execute_reply.started":"2024-05-14T13:41:17.869870Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.130281Z","iopub.status.busy":"2024-05-14T13:41:18.129941Z","iopub.status.idle":"2024-05-14T13:41:18.355765Z","shell.execute_reply":"2024-05-14T13:41:18.354904Z","shell.execute_reply.started":"2024-05-14T13:41:18.130246Z"},"trusted":true},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAzoAAAFzCAYAAAD2eXw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOydd3wb5f3HP4+GJVYYDZSyGjaU2ZZCC6WlLRRKB1B+UHApuzSspoUCYUNYYSbshBAIYSSskL13nDiJM+xsO473iO14b2s8vz+kO5+km9JJd5K+79cLYumeu3skPfc8z3czzjkIgiAIgiAIgiAyCYfVHSAIgiAIgiAIgjAbEnQIgiAIgiAIgsg4SNAhCIIgCIIgCCLjIEGHIAiCIAiCIIiMgwQdgiAIgiAIgiAyDhJ0CIIgCIIgCILIOFxWd0CNoUOH8mHDhlndDYIgCIIgCIIgbMrGjRv3cc4Pj37f1oLOsGHDsGHDBqu7QRAEQRAEQRCETWGMVcq9T65rBEEQBEEQBEFkHCToEARBEARBEASRcZCgQxAEQRAEQRBExkGCDkEQBEEQBEEQGQcJOgRBEARBEARBZBwk6BAEQRAEQRAEkXGQoEMQBEEQBEEQRMZBgg5BEARBEARBEBkHCToEQRAEQRAEQWQcJOgQBEEQBEEQBJFxkKBDEARBEARBEETGQYIOQRAEQRAEQRAZBwk6BEEQBEEQBJEubJwEcG51L9ICEnQIgiAIgiAIIl2YNQIY6La6F2kBCToEQRAEQRAEkUb0Dfis7kJaQIKOSXy8uhz17b1Wd4MgCIIgCILIcPr9fqu7kBaQoGMSz87agS8Lqq3uBkEQBEEQBJHhBEjQ0QUJOgRBEARBEASRRvgDAau7kBaQoEMQBEEQBEEQaUSABB1dkKBDEARBEARBEGkE40Gru5AWkKBDEARBEARBEGkEAwk6eiBBhyAIgiAIgiDSCbLo6IIEHYIgCIIgCIJII8h1TR8k6BAEQRAEQRBEOsG51T1IC0jQIQiCIAiCIIi0Qp9Fp73Hh531HUnui30hQYcgCIIgCIIg0gAuWHKC+tJLPzVzG/7w5qok9sjekKBDEARBEARBEGmE3hidPl9219shQYcgCIIgCIIg0oDB0ByK0dEDCTomUeHNxfHNK63uBkGkjD1NXVi6q8HqbhAEQRBE1sGD+iw62Z6zgAQdEzmiu9jqLhBEynj8u624fdIGq7tBEARBEFnDoEGH0kvrgQQdgiAIgiAIgkgDxGQEYJb2I10gQYcgCIIgCIIg0ogs90jTDQk6BEEQBEEQBJEGcINBN9kuEJGgYwN6B7I79R9BEARBEAShn3eW7ra6C2kBCTo24PSn5sMXoKAyIr1g5B9MEARBEClFMOhsqGixtiNpAgk6NiEQzHbjIpFu8Kw3iBMEQRCEvTmyvxLXOFbhlMfnWd0VSyBBxyZke55zgkgVMwprsaepy+puEARBEIRhOIx5AF3d+jHG5LyPgSz1HDJF0GGMXcEYK2aMlTLGRsoc/ztjbEv4vzWMsXPMuC9BENaRrq5rI6YW4vWFVPOKIAiCIDKdhAUdxpgTwLsA/gDgRwBuZIz9KKpZOYBfc87PBvAcgA8SvW+mcd8Xm6zuAkGkNTMKa3HnJ1TAlCAIgshcjHoAsSx3MzfDonM+gFLOeRnnfADAVABXSRtwztdwzlvDL9cCOMaE+2YUS3Y1Wt0Fgkhrpm+uxeKdDbrapqs1iiAIgshywpJOtgswejFD0DkaQLXkdU34PSXuAKAYEcUYu4sxtoExtqGpqcmE7hEEkQ3QlE8QBEEQyhitwZMJmCHoyKlGZb9JxthvEBJ0HlG6GOf8A875eZzz8w4//HATukcQRDJgZBQhCIIgiJSSiKyShXKOKYJODYBjJa+PAVAX3YgxdjaADwFcxTlvNuG+BEFYiN0mTF1yV1MJLnNs0NmYIAiCIOyG0cWXy/yVPZgh6BQAOJkxdjxjLAfADQBmShswxo4DMA3APzjnJSbckyAIQpaW7gHlg3MfxIScN1LXGYIgCIIwEaphZ4yEBR3OuR/AfQAWANgJ4CvO+XbG2HDG2PBws6cAfA/Ae4yxQsYYpUYiiDTHrq5rt328XuWoTTtNEARBEAYY6Zpi+JxsjNFxmXERzvlcAHOj3hsn+ftOAHeaca9MIxsHHWF/ZhTW4i/nHAVmV2lGBuFJau/1abZNn09FEARBEIMI28ZfObcaP9fkvqQDphQMJQgisxgxtRD9/uysokwQBEEQtoUU5IYgQYcgiOwhjSxUBEEQBBFNImJONspIpriuEfHDOcAQxHGMCoYS9iIzZYLQh0onlzyCIAiCiBepcJONiQzIomMDrnWuwgrPA1Z3gyAApH/cWHr3niAIgiCU4XzQrbyjT09ManaviiTo2IAj0AYAWLNnH/r9AYt7Q2Q7aS7nqBO25JA9hyAIgkg3NucvhqNylfj67GcWYlttu+7zM3p9V4AEHYvhAJwICTe5E9Zh2qZaaztEZD3CPKg1IdrF+2tZcSOGjZxj6JyZRTE1jQmCIAjC1gybfwsO+OpvEe/pyTSazZCgYzMCwSwUtwlbEUwzlU/J3k4DrUPS2bGsAWgpS06HCMICOvp8qGvrtbobBEEQtoIEHYIgItjT1GV1F5LO/JyRwNvnWd0NgjCN+7/YjAtHL7W6GwRBJInegUCc8Tahcyq8uaKnRle/H/5AdpSQIEHHYjjneND9jdXdIAgAQHVLD64YG/L/TTPDjj7C/nY58AOc4uGIzKGle8DqLhAEkUQqW7oTvsYbi4oBAGc+vQAvzt2V8PXSARJ0CIIQEYqE7vLcAgT9FvdGH9JYof3Rhxx/j+Y5ggy3oqQpOZ0iiBTjyxLtLEFkKw4TAmMnrCoX/65sTlxwSgdI0LEZmahEJ9KJ0Aj0Mh94IH00xAejCy5fJ77LeQrje9VStYcWCh6e+pbsbEhB7wgi+ezSE6tWXQBU5ie/MwRBmI4Z+X9W5Yww4SrpBRUMtRgSbAg7EeGuZpe0ajpY4vkfhtZ1aKtumCDoEEQWMulKIDAAPKM/HS1BEPZAaUletKMBF500VPG85q4BwBn6+1hH9nkxkEUnTalu6Un7wo6EvQgEI2smc54egg4Dw1DWYeicIE19BEEQRBrBGMMhLNbdbNKaitR3Jo2g1d5i4pVVLn5lGUbN3mFuZ4is5kdPzccr83dBsHfwNLLoGIVUBEQ2QsoxgkhfMndFTi4k6NgIhqAhyefj1RXJ6wyRdfT7g9ha2647faU/kH6bptq2PgAApyWDyEL8VKeNINIWFrfyMbufexJ0bMRZrFy7EUEkEc4HtUY8qJ7FaV15S/I7pAMjc3/FvlCNoANZX5J6QxA2hiw6BJG2kHouPigZgcVIoyL8QrSYkfM5T0DKJ4hYtCw6pY1d8GsIQekC7fsIgiCIdMDVWWN1F9ISEnRshM/Qz8FR4f07ONqS1h8i++AAHEKMjkKbK99ahQF/Zgg6BEEQBJEOOGVqxC3JeRD3++63oDfpA7mu2YiAuMXU5gcIuQ2RRpowk0CQSyw68oMrrQOao4yfPMt9lwmCIIg0QcZ750RHPX7i2K1+WpavcyTomEkcY0m6ZwyC6RZc8r0kwRPm09I9IE6KSmMxneOZB3wBq7tAEJaR7RsegkhrmPyWPZ6wh2yCBB0TSTRuwYk4zk9n7TphS8TNkKKgQ2OOIAiCIFIJc8gLNAGNrXy2ZxklQcdEiiqbEopdWOJ5CEftW23oHLUtZ3VLD7r6/XH3h8hOBgUdJde1FHbGZKIn/M/WVlnUE4JIDtUtsX78BEGkP04lQYerb+Wz3ZJLgo6J3OeakbC2+6Ae87JqXPzKMjw6batp1yOyAzG9dJpMjkayDmb7hE9kPoF09i0lCEIRrrDUBWkrrwp9OzaDcW0LjFRjx7m6Bam914fC6jY8M3N7wn0jsgM9woBUtnjgy8Ik9iZ+alp7UNrYaXU3CCIleNGPw9BhdTcIgkgWCjE6pNpQhwQdk0nUrYdpCC4AcOWbq3Rfb2VJE65+dzUmralIoFdENiGml1YZzAzALc4F+DJnFKZtrk1Rz4xx7ftrcOkbK63uBkGkhDHu97DJO1y1DVk0CYLINkjQMZmX5u3Eh6vKdLdv6R6IeK1H0Ok3EAd0HtuFg9Gluz1BDGXtmm0YY7jcUYALHLtS0CONvsi8xzlHe69P89yj0WR+hwjCAo5krQBkM9ASBJEBBJnb8Dn+QDDLUxGQoGM6k/Mr8fycnbrbTy+M1Ia39/QZup9WTZNvPKPwiGuKoWsS2c2XOc8BUDeHO1goHbpdGT1vF/p82gqB1d4R2FzVmoIeEURyOQQhN02m8lza94klCCIZqCn8skUpQoKOxbijRtqmin2m32N/1m/6NYnM5WB0AwC4Srp0DnsHQG6vlbdKyc3rXxZUJ7czBJECjnc0qB4vqm5LUU8IgrADV4xdiRmFdVZ3w3Lsu1PJEtzO6K2XMRGbc46LRi9F8V7loGsH+WUThgiNl4l55bj3802yLeyuCDISi5DO6bIJQi/b6yhRAUGkM0pLldJ6vGtvJ1btJvdsEnQsxmnCL1Db1ovLxyoHXWd7sSjCGIKQMG1TLeZsrZdt4wtw24wrOfM7Vyi+S8HYRLbi6a6Dg9H4J4h05ap35OssXu9crngOYwy/c25OUo/SAxJ0ksTYxSW62iXqI7m3XTum50+OfKz23J/YjYisQRiSQQWhYAi6cAg6bR2jY6Rn6VIviCD0oLSmHLEvP7UdIQjCVNZ775V9/0LnDsVz7LtKpw4SdJLE2MW7NRMFxI1k5I5ZXKzZ3Mk4jmbNyekLkXEwMb20/PHpOU9hsech21h0jCBn0TmiV3+WRIJIV1RC7giCyFCMFNTOVEjQsZqY3aS2cDQgSS/tUBnEuc4lEa/begYQpKrZhAYsqo5OXVtvxPGjWTOGsg6bW3T0j/NDfepB3ARhZxo7+3Dm0ws020ktl0lTwhEEQdgMEnSSiJ61JNGtolTO+WpDNRZu3yu+ftE9MaLtuaMWYXJ+RYJ3JLIFYfzmTlgrf9zGgs73/fXY7rnN6m4QRNKpbO5BV79ffK1HgVtIGdgIIq3o6NOuCycPKTVI0DEBqXbsY/fLg+/rOzvqtbHNo1Py98PfbMFj321Tbb+3g1JNE+o4wwHLfb7Q5mkgpkCtMGbtIejI9eIYXwUOkEmr/ivnVpnzaSEgsovmrgHtRgRB2IbFO9Q9D0ob5QvDr9xtfsmSdIMEHRPwS9zBfuMsEv/W4x4QrX172P2loXv3VBREvUObNiK5iK5tFvdDQN4H2UB6afO6QhApR68XmjSD4p2TNyB/D8VtEkSmMPLbLbLvxyoqsw8SdEwgoBD3omf9GdomPzj18nbvyITOJwgp57FdMe8lZnNMPq5gYlZK5wDVFyHSlwUSd2UjtPWQVYcgMoUgxd0pQoKOCbQqLBh6xp3HJ1/BPV5orBPx4oIf33hGia+js699sqYC9e29cqdayoXbn455z4g72q17XzSzOwSRUibmlUe81rsGUF4agsgcghzo8wVwwqNzrO6K7SBBxwR+8dLSiNeHoBOAvvocRSYHhdLaRcQD5xwOjdHz9MztmLq+evAc0bZj7ag7sDe2qCnF3RDZxNEwVv38HFaKAGnFCCJj4Jyju9+P4Y4ZwJRc1bYfhZUji3c2ot8fSEX3LIUEnSQwOWc0AODledo1brbVmm3RUV+8qDgiIcfXG2sUs6hJxwxjsULELxzKxcqSTWNnHypbenS11QrmJIh0ZbV3hPi3HvnlYNaNYJCjrEk+gJkgCHuhlU0xyEPxqlc784BidavOqt2DipG2nnizuaUPJOgkgUMRWjw+Wl2u0dJ8xDUukPmDlzCPPU1dMQKMaK/h0veY2O5y5wYAgAPWBTtOXV8tL7rLvDluxZ5kd4cg0gbGgN++vgI76ihGjSDSnZrWHllV5c81FJHZUE+UBB2LURtjJz8+F/O3GQs0FTalDd8+HH+niKwjGOSK7l6Nnf1iwg3GBtNPC7jhx7CR9vIL3t3QGfNeNkzoBKHHai+13vZlgesKQWQ6/kBAdo07gcW6dktnCLWi85kCCTo25It1VQAAX4CjqMZYDI/gujbQVCZ7fPyKMtS06nP1IbKHIAfedr+teHx1aSgXv9yUONI1FQBQ12anRAWxmz0KSSCyARrnBJF9/IUvl31fzeOiwpsLNpD57qsk6NiQmUW1iscmKbjD7Y8+AIPbu2IZjbZATaudNqSEHQhyjt87N0a8J7XwCKkrX19UEnNuDkJukheOXhpzLBXIxRZJEytc/EqoX2rB1/u6qJAukRmwHmOJCQjCbiza0YDZW+rE12vLmjFtU42FPbIeplHY4WDWI9vGqeFa7iBBh0g2v3YUGmo/Ob8y5r0TWS12eG8XX2+qalXV6mW+oZIwyserK1SPyxflDB+zOMHFGawi5j2pFqu6JSTY+wPK/bxuXL7p/SIIK2D9FHNDpDf3fbEJ932xWXz9+Hdb8cBXRSpnZD5aLqkcTHZzpynokOsakSi3fbxe9Xiua5mh65Xt645572AMvsc5MEZG604QiaA2FVo5TXIOHMBirTFOFju5KxX2BYC97X2m9osgLINpL+tXOdeIf5OrG2E3smDvbTqcMWyvi83iq+S6Nj3niWR3yTaQoJMEpOvGsmJlNwJ/wPxsVRw8KyR0IhVEppVOJ7RqAkVDadeJdOUe54yI10pp4qX8n3NlsrpDEEQS0HJdA4DXFw4queduDSUhULLonOuQj+PORFxWdyATOInJ+446EMQPmXLtjuXFTbjUhPuf79gl/s15+m1KCeu589g6RNcc/K2jEH91rkI/3GD4WvHc7zHrXGWUxrowuR/DGlHDj0hhjwgitVzijHR/llpoSho6sZ/biWMP2z/mPDV3VIIg0otoBcfUglBxby3XtZYeHw5OWq/sAVl0TGCxJzKV83GOJgxj9fiLYw2WeR5UPM+v4kpjhJHuqeLfPQPaqUJpgSOiubJrWsx7N7iW4VfOrbjMuUlVeD6IDSa3uPiVpahqTl1WPyW3mzuccwEAeZ7/6LpOny+IwmpjGQ4Jwg6cyqoj35A8rL8fsxJ/G5+PNXv24VX3B5HNwv9SFk6CsD9r9uxTPR4t6DDxX/V95vXjMz8+lQSdJLHc8yD2l4kdSAVKe9Ih4UKmJOcQscRqfTgfHCh6h0x1Sy921Mf6CaeaEx2xtQPU8GAAD32d3cGuRPrx/vI9mhuZuvY+5E5YF/O+cN6IqcYS4hBEstHjphVDd7P5HbERqzaor09BzsTyIlK0kwWZvyH88aiFCJqkyDcDEnSSiAv+uM9tqtyJ253z4jpXyWIzzj027v4QmU2fhiWwskW/1teuwc1BlY4dxxqxu7ELpY3KadkJwm68PH8XhrCocgE6NVnfa1ybhB4RhPno8kJ59QSgeU/yO2MRP3fsUD3+b3yBTVWDXgnCV3Y4i/VU2NOU3JTSrT0+W0W9miLoMMauYIwVM8ZKGWMjZY6fxhjLZ4z1M8b+Z8Y904H/uZTjGrSonj8GT7k/jXivtFHf4FSaEg5hsRnbgFA2Kso6ld0MyFRHP81RJf796LStqudXeHNFwfzJGduwW6WOkx0Jhp+ath6fxT0hiMSQWmLV+MXq2+HBQJJ7QxAppD+91h0ziVZ4CLPAcawxpq1QciFbSFjQYYw5AbwL4A8AfgTgRsbYj6KatQD4N4DXEr1fOjGExef7zMDAZFKEbqxsASBfNwSAuGgpKT+UTJif5lfg5y8tMdxPInOQGxuHMmNan+ucKwAA+7oGMKuoTqN16lGz6BBEpvDcHHXNr5TLHBu1GxEEYSl1bfELJjX8cNXjerI0pjtmWHTOB1DKOS/jnA8AmArgKmkDznkj57wAAKlLE8DjcgIA/upcJXt8Ts5jGO6cqWjmPT2soY8+2kJa7KwmGORgQXU3S6Vc/ErYUaRQk3OEyb5cpk4VQaQTO+v1KyiyYZNDpB+piiOu2NeN05+cn5qbJcDEvHLD54T2gVwz65rZCHFCcvFCVmGGoHM0AGnal5rwe3HBGLuLMbaBMbahqUm5Bk0mk1/WLLsACQ+/WyH25yRHHUa6p6ouXQeCMuwQkUzOr8CvnOquaRc71I8DkZsmG81xImpdCj1THM/N1q8NJwg7wgHcPqkA/5y8Qfc5pY1d6NWRsZMgpFwxdiWet3jO7OjzoTZs8Wg1qLQtaehEry8zxz0D8J77TeS6lqb0vsLa/8BX8Sf3mVlUJ3owmYEZgo7cvjrubQ7n/APO+Xmc8/MOP1zd5JbJDPhDUrj0yxUsNVpZNNS0IXe7ZsYet+OulEgZVTr8dfVYdDwYwAEIXctuBTiDQa4a47bAMxLXOVfYrNcEER9LdzViyU7lGm4Cwni/9I0VeGNRcXI7RWQcu/Z2Iq9UPe1xsvnv1EJcNDq0mW/uiow1LtIoGZDppTaudK6XfV+qLE/Wmjczyn29vdcHf0CfdenfUzbjsWnbTOuLGYJODYBjJa+PAWA/B/00Q07LoDcvOgCc7qiUfd9oxXgi89Ez1+sRdE501GOJJ5Rr5LtNtfDpnNRSwdZa7ZTXx7JGe/rcEYQB4t26dfTGnyWUIJLFrKI6VSVVa89gQo3ofdNV765Gn4rFxs5izr6ufgwbOQdASBdt1M1UbV1f67k3ka6porSEnvPsQoxdvDtp91XDDEGnAMDJjLHjGWM5AG4AMNOE62Y8Pp9ynR21LeJNLu3EAccweS0Lk/x/8E07P+6EHdA7Qo5krQBCtTu21FhfT0fg3i82abYJeTQTRHojKCX0aKulm6cAWfYJAwzGYph/benI3VwVaZVZWdIkCgBA5DifsLLM2H1svPXZ1zW4P5xRWKtLwR2J8of7HuuMadXU2a9pAUuUWgNJFcz0CklY0OGc+wHcB2ABgJ0AvuKcb2eMDWeMDQcAxtiRjLEaAA8AeIIxVsMYG5LovdOdtfOnKB5Ti9FJDFrMCOO8634TANI2Ha3eZ6er36+ZSpsg7Mw1zjwAxrXVDR1UYoDQT0NHaCPePZBaS2C0daejdzAup6ql21Dg/po99i8yyjlHc/dAHIKOPoTrPjptK656d3XC17NTEgIBU+rocM7ncs5P4ZyfyDl/IfzeOM75uPDfeznnx3DOh3DODwn/3WHGvdOZrj79gXM76ztw3xebdbVVqyo83DVb9z0JQsDDQouZJwsSJy4vjq07QBDpglyBQCWkCrWufnJdI/TjcYW2jzWt5tdkkW6V1ZRUjR192C0RfAJBGEooE082s1QhuJJurAx5SSRbcWFW+QX7iTkmCTpEnCiM3IdcU0VzsDBoVpsZ8GdDiZuwlo3Bk02/pp3cAtSE/9i2BJH+6Hn+pKlnaVkgjGCH+f38FyPd+JNl9bCC68fnAxiMO3Iw7ZjXHIkiUk9cagiOkx+fiz1NxurmJZsgD7kpdvf78dvXlyd0LRJ0bMi9rsRCnJxcXet+QHP8af+IzGRX8Dhd7exYd2Nu4HzNNlUt2mnVM2mRJLIXI0+oE5mZWpdIPskUjO0gRNmFgopW3W03e+7CKY5a8XUTP1jzHAbAF+CobDan9IjauDDys5Y2duHmj9ajoaMPZU2J1bcjQSdBEgnecqg8zVw+bYAufrn7VdXjG0rrsUbGQmRH30oiNej95e0oDJjdp0xPOUpkNnZ8RonMIxWjLBhMjWqtYl93RIIDO/HWklCmMj0Zcw9g0QmujP9K7b2Z555Ogk6CfLKmQndbfyCIZbsG/f/VK7XL82XOKM37HId61eMzC+tw/5TYeJ/jH52Lxk4KSCXMIV3Fhdq2XjRSYDaRBUiFIhKPCCOkQjF6wmNzY8alXj2UXP/y9zSjRyZ5wt40mO9vdS4wfM7hTDsUPloxovS9bdPpCpdotrQnppufDIgEnQQx8pPmle7DbZMKxNfdKpWoleaQCxy7NO+jpdHjYPAH5dt09lFAajaiJ2W5HfEHg7o12OeyUtXj97lmYFnOfwEA/zcuP+G+Eco0dvRhZUmT1d1Ie94JZ0OMl8fdX4T/IjGHMEaqRozeIpOA9t7nxglrMSmsnC5tHEyxbCdnlhs+yEdAZn92uqMqKfdb571Ps82NE9bizk82xHX9YSPnID+c3a7XF5C1nPUM+NHaHcro+tla8z8nCToJYkSrYeRZKk/AXzKooUvnCG0Q5UhXLTwRP3KTqhJG3GJS4QL29lJ14UXK9c7lmm2Od4SqyXcayIhIGOelebtw80fyVbsJ/fzJuU7xmC+g/awewdrwE1aCCu/f7bXbI2yP/mB343T3DyqBB3SM42jumrwBc7fulT324apQprXCavvUeZOytqwF/X7rYueUEvfotdRIp5GKfaHYmp31IctSdEFXgXs+34QfP7fIQC+NQYJOguj56SfmlWPYyDmo1hEQPXjd0GB7b/keAJG54s0gEOTYUdeB7XXtog8okZ3oFdaHoEunoGN8Ydpe1465W9VdLpXQK3z1wx3X9QnzoXjA1KGlb5jmeSYl/SAyiynrkmNhiGbAL6+UlVNGCUP97JK3UPDliwBi5feW7gHsbujE/74eTMpkt7BMI1lCk3Bz0/h6YzUAYFQ45bfSpWvDKcrzdpuYXVgCCToJokcZPn5FSFgRMkcMGzkHVQYsNqWNnXjLgOZaa5xyMPT5grjyrVX441t5uq9LZCZ6K6IPZR26hIohiM2Q0ucL4GcvLFY856kZ23HP55t09SMavfOyD664rk8Q6QQlIyCSAefcEkuDkiVBKBz6ufsFvOIaH3HsPtcM3OuarnjNf3260bwOZgnx6KaqWiJrLGl5edw0UdlCnQgk6CSIHs2kXIvm7ujsGMpc+sZKAz3SF6OjREVzN/6RpMFG2BO9rmsBOHRlfskJp6xt7hoc4x19PjR1yo/5dWWJVafWGu+nsGoAHHe5jGXV6fcHUL4vsbSWRCwT88qxOYFslYQ6So4nWhTVtGNrTWLuPG8t2Y0NFS0JXYOwJ5+vq8KpT8wXX0ePqG217aLwYSZKWyxh03yRczt+54xVkgnPgZygxAP9+Idzofj6hg/WJtzPTEevh7v095pVVBdxzMHk31e5GryVy3S2VYYEnQSZvVF/mPAAACAASURBVEXb3eaIYBPc8EeYR695bw3cUA78P5rFb8JLxPK4urQZq5JkPiTsiR5ffiAk6OgZWyxchPAOafCi5BbbatvFgMTufj/+luAioyXoLPQ8ApfBeiHdAwGMW16G37y2PIGeEXI8N3uHaTUbiFgKgqdGvDaiif0kvyKhe7+xqAQfrCxL6BqEPaluVX9m//R2Hm6cYL7A8N3mWs02ggJObS1YXjyY8fbgtl14zj0p0a4ljWjDx5GIRxkYn2X3ixS4JE7X8ZsCwCmsBkfNvkn22BuLSjBB51xDgk6cVDX3iFLpAHeqtp0TGI7hztgioA+6vlY8Z3/ot/hEw3RU0FU8N+4zCbvy3OwdWLqrQfH4NxtrdF0nwJ04hHVqtpOz+ki1QXVtg+bsRJ1sXPDjWGZ+9q4BfxBd/ZSQgEg/OrFfzHt63dnkUu8axW7xDnZhe1077v4sfV2m3I7I7aKcAO2U+fGFbFpmoFTrRm18C/3cXjeYajmdnDuvduTFJZSdyqrjut/L8yMz+/aK2YF1JiNQbWdscpD+rr6o7HtvLdmNt5bqiy8nQSdObvl4vViLRo87zyGsO2ZiGMrU3ATifxS1FjXy4c4uJuaV4+PVFYrHj4C+ystBMCz2PKzZ7jbXYL7/+vZeFFW3iZPfawuKTR19uc4lONWhLajpeUajESxdFDivDuc8YZcnwjhCJqNo5MZ6uVdeKxqNUqYqI1gaSG1jFu9oxLxtiX+/VuFyav+uTkdkm/r2XtOzaQl3uPrd1ZL39M/RFd5cwxb+ROno82FTlfY6K6w10iVnbM57uMxpXEBe4Blp+ByBuVvrRYWkYKHVuwyqtRPk4HhW1JHfbo1xi3U79YkwJOjEiTT+wKXTghKMGgEHM2VTsNxi5VJxdZOiNR0lKugMGzkHJQ3amn0iPbjdNV+7EYD9Y6ouyzPcNUv8+97PN+Gqd1eLk987y0plJ0Lh2Tjv+UXYbWBseaDP6hLPmBfqLdwnU1w3EfZ19RuqDWF3Cipa8ed3KKlJqvnbePlaTycyvf7vyYEsOvLoERTsTLQAW1QTG2cXZfRBn8/8ee6ZWTti3hPm9/1k1ihh5pcqrFxQ71dVcw/aesyzRL2xsAR/fW9NxHuNnX14J8oiIXQx0aKbiXLP55vw5uJQ3wYCIaHQjB6Jny8O5eG3m2pi6tu5HPqeKRJ04sRA6REAoQdxcn6l7va/dhTFvPdX5ypd56olGwj1ReWYzrm4IklB2vl7miNcm4jkc8iQg3S1W+Z50PC1hcckUsiXVGMPv7+5KrRo7usaiHAx0CIVKaPn6IjDM8J5zy/GuHAmxkwgk4S2dKJDobjzSPfUFPeE0IMjzSRAzjn2tvfJHmvvkU8uE61hF/ah43XOd5xzfLy63FhHAQxhoT3DFzkv4qesWOHa2tcR3Ox+9eoy0WPHDOTKg8zdUo/XFpZEvGe178DBUE4moVc4UWtVWN2q2cYI0RZEJbJG0Bk2co5iPvZ4UCq4aRZyViIv9GkYerhH9Xg8bjyp4sYJa/HCnJ1Wd8N2dPX7ETQqXUtQm6MOP0h9vCRCaUPsxKk1XxrZD+y3/4G62jk0NHipRm6T0NAhv6mwPem1fyM0KG3sxG9fX45+fwBPz9hm+HwzN/TXvr8maUq1VKNX+5wMVpY0GVZILNrRgJ+/tET2WIuCtcPrioxXFsbCS/N2yTWP4bN1VXhWYrEp9tyCm5zGXN8ucETuH9p7fQgEua4yCmWSsSanSHhp7s64stJO0xl8L+e6lipOZVUo8t412BdE9sWMPu3rGoi51lMztmG3gWx9pY1d6FMoPKpEVgg6NeFsIQNxah77/YGYIDhpSt59fIjmNbSsLEqcwOrwX9fXOJ1Vwqlzs6ZVL4Qx+wo6AOBOcxO/GtUtPXhpnnFB7synF+CjODRdethWm7xUv539ocVCK0WoERbtaBDrORx/5Pd0nZPoiBrwB9HvD2Ds4hJsrDSWPre6pQcvzIl1t4jmgheXYH15+qXm1RuT8cg3Wwy5JeplW207KpvN3Qz3DPhx1+QNqm2mbarBX99brdomHbn0jZUoa+pGdUsPPsmvxE+fNxhjoWM43Pv5JjzwZaHi8ZUlTZhVVIeNla3YWKkvhtDuOCwUdG7+aL3hbKrNKkkEoj+KMB/Xt/fi0/wK8X3p9P7Wkt2aG9TttZGxfh7mwxmsQr6xAg+7v4p4fcWYlTjxsbn4fF0VErUlzNlan9SstFbtzB5xTcFZjsj9RfSarbdveiw/Qc7x3vJS7NrbYcjTCQAufWMF3pQpcv9lQRVch/7gBLlzskLQ+eXLoTzc8QYV9w3EChhSQUeP/3+8cTHzcx7BCNd3+IdzoQFLjHq7Tr5/XH1RYv62eozWqbExwqPTtiRkxYhm2Mg5irVcUsWsLXUYvyK+9Ks1rcZd+or3hjaWaj6/qU5OIdytuqUHZz69QLWtHP+cvAFLdoZShfodObrOMfIZvTIZD2+btB5XjF2FsYt348NVxgTOuVvrMSHqHKXeqGV6u2j0UlOt0sNGzjEstMmhd//25YbqpARj/+ntPPz9Q3Nrf1W39GLhDuVMhUAocH9Tlb3rAR2OVox2fZDQNZq75De8/f5ARAHJDplK9UrM2VqPRTuVv98HvioUXYf0uqekO/d+sQnb62KTepz+5HzZ940SnbVKC6kFaHtdOxo6By3O0Va7/4aF1tYeH56csV18X6rIemNRiaZb8vpwsPkfHWtR4c0FAAwkWOhZULY1dfaL64AdlL2NMnsRYYvaamJ8kB7uds3Ca+7IoquVLT0RCU/07p+fmamt1Fu1ex9emV+MSSpJktRYHJ6b69v7kDthLWYU1uKrDTVweA44VK59Vgg6ycDE/bcqOSy0kDjBdW/Wfi9TPEvKAFx43z1G1iSspmH//ZgVsmmK319RFlfMQWv3gOLDwznHlPXVmuZmPRriYSPnYEVJKAXxnqYu3PO58QwmRk2lySAej5DLx2oXm9VrKTSbeAS3aPw6F8GRrim6r/lf1zcx722sbBWLh+otsAqELAMVcdSMWV/egvr2yO+ntq0X3f2Jp/+VUiLjWigwMa9c1+ImzBnJqJp+xdiVaJRx6dtY2YrzX1gsvjbb1SM6cYwc8XoIpIIKby7OY7tQ4L0XN7iW6zonNtmN+oRz7ftr8H/vDwYHn/3MQh1nDaI3Y1KahbbEzZwt9ViwvQEnPjYXMwoHXZ16fYGY5D9vLt5tWAkY5Bzd/X68OFefR4G0vtof38oT66vM31aPmVEFH83I1gcA/eHkBac5Bmu5BOPcpsrtl5jKMSCy1EKRTFFjpX3A+vIWw4r095bH7pkEhaRWfZhUuLatL2/BH95cFfNNac3z326Sz4J6FivDkKgYoHifbamr25o9zZi2qVb1+7e1oOMPcMW86fGgtIn/bG2larBcdBEsQUsOAMewppRoxF0sYFpKxFudC/AHZ4FscgO1Ym8lDV2i2Vb6XUZ/q9Ut+jZ2P35uERZsl9fq6Slief34fFw2RnsjDwC3fLQeQOgBUZuUlbSSpz05X/fnimbZrkasDAtaiaRezd8TT9EwbVIRs7Vg++B3rh2jI/8dNXb2iVrewew0+r7Pf7gWazcKcxBiBTBp9iC5/cWwkXMk9QYGeXHuTkxZH1uATes7uH58PkZ+uzXm/Q0mu/Go9eO52Tt0CXXCz3XqE/PRqaHVV/u1vttcg0vfWBHx3q69nSiWUWYs2dkgqxE1Cz0bCb0xD8EgT4rLnhbfeEYZal/qvdlQ+221Hdham5y04tLvX7DopHuad7WxLwgywSBHIMhRVB35vUZbUMYsLjFkQQMAf5BjS0277oKuSsL+iKmFeHWBfMB/NH9+21g2RuE3lu51bnMtwIqc/2B2zmMx7Q+FsoVIbl3T2qtNWV+FFhWXPSHGJBjkuG7cYBa168fno1BGMDLK4LqmjhXCf0efH4t3NODUJ0JZWu+fshmvScbBrKI6jFlUonQ6ZnmewOOuL5LSt0BQPU+drQUdPVq1eCnf1y2miH5p7k7VYLkdUfUKpBuXPM8IHMa0A6lud81HrlM+sE8f3LQN6d9dS8JXNP60SNMDPjtrO65+d3WElnlHXQcufmWZ7k1Ac7f8ZkUws6sNASGewcgC+FGeutvR2c8sVIyT6FTIcqTFbZMKcOcnIX9/4XGMR2jZJRGwu/v9pmn3UyGoPy9JMLG2TP2zK43KgvJWsUjvIOb3Pde1FEdB2Q9baV6S03R1xTlmlK737rLSuK8nh3R5kEuGEORAWVPs/CZ9vt+XaCYbOvrjVk6tKG5CaWMXOvt8EUoFOeVAtDY0yDmWFzeathnWs/bovdWinQ26FTJ2Qkkzq4VWMoJr3w9vEHV+fw7G0NjRh+MfnRtXf+TYliQBLV6enB5K+qDkwWCG+54RSzQwOGe398RXONkfCMYIDVob9Lpwlrfo5DE/dDTiTEdFTPtLZLLTChwqsy8TXddUBt9PJHV/fvbCYuzrit2j+IJBFFREKp3M3K/aVab/dO1gPM2sojp8tWGwKOmbS3bLxs5IiU0KZI7E5g8GVb8zWws6at9BQUULzlLw7w8Guaw/qnTx/M1ry3H35yEXr3gCouPh365pcZ8b5A7TN6RBjUE2fXMtnpgeq1UWWLarEYXVbaIZ8bnZO1AbTg09vTD+Wg4cIWte6O/4NxxNnf14bnakv2h5VAafaZtqYszwH+WV46THYhfV6BoBiXDjhLWqSQnGLCrBsuJG2WOcc/z57byIgml66PcHxMQcUpIh6OwP5QxiwmSp57etae0RF+h7v4h1yWRJWhGkrhPRKG0YtKx1RrX6cvE40nuvLGlCu0zaUjlKGzvx7KztMe8Ll9tY2YILXhxUxAgCw+wtdfjt6ytizjvp8XlYXRoSBpfuGhynculo+/0BQxnlbpywFhe/sky0kOmZnjkHbv24QLeb4JKdDbjyzVU4/cn5mL0ldq4yMqwaOvowXyX2yGy311GzduC3ry039ZpySAXYf07eoPtzaP1eQnIBvcuugxmL/9HDn97Oi3ENtRLhuxDc0RgDxq3YI8bmOBW+rHeXlaJ8X3dSP8svX1lq+JxAkMsmz/nf10X416fqST4A/UpYo8rfU1lIeNe75jV19qOyuQej5+1SLIosPBd72/sVi/jqRZh3pAKF1UjnASEEQFBmGRWeo39Xs7beWkmQ7S3oqFBU3SYGmUXz+qJinPz4vJj3R0UVmhI04qmyAgYivm5jA+Q0R5XpG1KtyeTjNRX4bG3khk/YADEW25uJeeWii9bHq8t1ZcvhHBi7uCRGExud2vDmj9ZjX1c/iqrb0OcLYE2pvMb97x+uxbCRc9De60NeaRMmqlhw/jN1Mx74qggPfhWZ/WdTVSv8QR5jlVIKypXyq1eWiX0LyFxDWiNo/IoyFFTEWo/6/QG8uWR3xAQj5fhH56JsXzeqZFzpqlt6MG9rPWYU1sYISm8vKcUvX16GLjETGsdTcaSP1cPNzoWmXOeXLy/Duc8ujLEScHAUVLQgT2EcJIraAlrS0IlhI+fEWi5YyK1VGMs9A/4IgV+q1dcj5MkpYKSuQjd/tF70m9di+uY6fCwX+Mk5tta049r35YtPylkxhSJ3ckKNnEb6tQXFohC1Xma8R7OtNrRZOP2pkIuEnvk5+vusb+9VLPjX0j2AOz7ZgB31Hej1BcQaTgDwwJeFYTcI+d/HHwiKSrT8sGXyxbk7MfwzY3F/7y4rjYjDUGPNnn2YnF+B7n4/AkGO9RXNEWlwU8GiHQ2YHa4n1djZpxoforuCus5j0ufgRBkFlBGem70DPQOhMa21R/tsbSV+oZBeWY7ZW+pUrZlqmzrBCia1CoyetwsTJUlM5Cyrry4oxm9eW66o9OKcJ2zljMeToaCiBS/OjfWSKWvqxoLtDRg2cg7uVn1mdAo6Oou1A8AP0Iw5npD7m7G4VI5xK/bgC1kXZC4K4fd+sQl/eHOV+GwU7+00XHRUad7p54klZEgWelJ2S4lWrq9T8e44BJ2yVjk5alp7VF0HbS3oqA11YWKQ2yjuqpfXnOaXNaOkYXAjImpMo250/bh8cbMqzUqUaLDt0WzwR9Vb0X3w3H2mx1KoCTrDRs5Bf1hTsUyisZUuDpUy2lPhO9pe14FXF0ROdHKZY56Yvg1jF+/GQ99EZlgTnh9/2Gd5ZUkTPl9bhaveXY2JeeUR7k/Sb2V1aej95cWNmhnWlKxOwmITnUnu7x+uQ0v3ADZXtUa41/QOBMSNb1VLj9i3f07egJPCAvdAIAjOeYzgKMSGtfUMiJqhV+Yr+z9LYyByXLGP76sLinH355swYmohnvhuUIjhHGjrDU2694ctIz0DAUzOr0xKjE4iRQujNwRKCo3ivZ1Jq4+jdt16yQb/7s82Rmi1Lh+7UnRL/NFT2hnlmjr7MTGvXNYys7GyFac9GauwkSI3BoBY65HSJosj1mWtvr0XD34dcgmRc8cQitzJVXoPhFVrHX0+0eVD+hzGlZpVcpu6tl7ZzWT0pvUXLy3FHZ9Eao43Voae22iXT+nnn7a5Fg0dffjb+Mi4TIE7J2+ISfDR2BE5z3DORUvywu17USWZJ0sbu8A5x6sLivH6Qnl/9tLGLnFuyd/TjNwJ6/DUjO044+kFuHHCWtHanWoEq9X5LyzBTVG1RKTWx5lFdWjs6BMFCoHK5u4Iq5Dws+7r6sf8bXvFYo0AIlyemOT/RjXI0UzMKxdjbB0spCyIdYcNkV/WHPGsR/PrV5dFuCDf94W+ApNyLsfC8xntiCJ82oFAMMay+h9Jem65+EAg5LnyyLdbdPULCI09aXpoOfp1ZH7U48YlVcSN/HYLHp022E+9v7IR5a+HDY6pyTkvAwBOZ9qWEzklUEN76Jlv6R5AfVvkGPnzO6G4pMvHrsTj07UViX2+AN5cHFIeRX9tY93vhPtubhIas9Cai4agCz9mu7Ff2MMjWtDZ0xSrsMkJ741nex7H1JzndfWjTuU5BWwu6Ag8P3sH5m6NrE4u+KxeNy4fi6LSgKppTl6au1OcLIWsOdHN11e0iO4Yby0Z9Ik/9Yn5WCgJqmYJbLJyYjLcqPNt4FfIdSUS42OcnvDkedukAjwzM+T2MmhpkR/g0UkEtte146LRS9HnC+CPbykHJn6zsQZTCwb9PYWr/PLlpfhfeNM1ZnFoY9DvD0ZMb3J9GTG1UFajpNTn+dvqRQ1ra9gneWlxI/KiNmajZm3HNe+twf++LsLFrywDMKh5jiY6a0v0OJVy7qhFeOib0ES/N7zxkhvGZz0zaCmJLkBX29YbMfal2qT8sma0doc+17LiJkxaXS5uOlKdXlogd4J8SmC9CRsCwXirU2mj97rztu3F5qpwtWc+OK/c+UmBrvN/9sJiPDd7BxYouD5JkyBIkQpG87fVY9jIOXh02la8NHcnuvv9MTEh0dYhYVMpp5n/qqAG0zaFngXhcDDI8eGqMjRKUsy6ZHw5BReCmyeux/kvLIYvEESbTvc6PcgldgDkrQg9UZu/a99fg3eWxsY4zd5Sjx2StLd7mrrQq+Cmtby4CWVRi/M1Pz4awODzFuQQLcl3fboRr0sCdC99Y4WYGl34SQb8QdS19eL4R+egsLoNl76xAteE6/NsiFLkrS9vMTXFuBEWS9JBr4mKMTzn2UgL7vkvLsEj4WQagmX7168ux2lPxs6VN36wFsM/2yjrWhkvanElwrPgD4QUaN8pFHMUnphhI+dg195Yl6TK5h6sKzcea/n7qGdTLclNMEopO/LbLeI8s7y4SWwnV9wSACqae2JiSdR4f/kePDljO7bUJBZYr+RqJ0W6V5haUI0p66tVWstjREknl73tNfc4DIE+66h07vnVq6G1/4YP1uKqKGuaNIV2ZXO3Zszi9roOcW8j/TQu+HG1c438STZBKtBG78Puds7EFu9d+M7zNP7j+jbUXkPkGIp2lHhvgQNBHMPM89ZIC0Hnw7xyfLgqMlOIdI/37Ub9QZPLipvgD0ZOHnIIz2l08cratl5RY++KQ9C53BHaALkNCjoMHEcykzMuaWznpHPVpDUVoXPCY1nJJUyqcVtb1oIHvypCbVsv/jN1UPskly4WAPaG/Yw5HwxYb+vxxS5EnEdsbDhCmxOjlZ+ljJhaiBHhPgqfoaypO0Zz6Qsfa1NZSGcW1WFN6b6Ygmt3fRprql+8c1Cr1SBoJaSfTcX1QBqguqWmDReNXhoRCNwt2ehxHqpdIfDMrB3iRjAds7cGwnF4yRLSfu8sgF694udh97FzR4WCWGcW1UX8rnpQCzZeWdIU4ebU3uMTLXuF1W1ibZop66swfmWZaEF5d1kp/hLWLko3bUAo4yEQsk5Ff0rp4vVmeAGevbUez8/ZiY/yKsRjjIWyDcnR2NGHIA8pqaQbsnjo9wfFbHtvywgqAETr0b6uflw/LtQnucLD41eW4YYPYq01e5q6RFe86ADqzVWtMdYJKUKV+HNHLcJuiceA0nMrbJoFi/h7y0tx4eil4Byij7+QZtdo7RMrWFbcKCsYCoqeB74qFC3bcgiCsE/BWsMYMxTf9sKcHThnlLLrrJCESFBU5SikuZYqB6oUYr+MZNF8Nuw6X9sWGU9z8SvLRE8EJQFbUIJNLahGkUKsCBDa0yyJqk8kjUvVcpkVkjT85Z3ECuHKaeqjicc69wfHuggFszFBJ/a3OsNRiZEJZAKTpjmWQ3DDFds3dOL1hZEeG8J8PWLqZmyRKEcP1imAWUnPQEB03Yv+zR+ReHUMZaFxpbXn9LLQdzHJ/bKZ3UwPQQeQ2XJIJqEWBT/Iy8esEP3JpQhaJb8Y+Dd4rWjpW24DImS/isdt5vsspKEzmir6RqfxgEAtOFcfdHKuacLvIM0AJiXaZ1NoNz9sCfuqoBrnv7gkJikAALwV3sTUtfXins/VawFFT9i/e32F6mKqhR5zPADRwiMMGTltTUVzj7gw6WF4WAAS4heEz7auvAX/nLwxJuWugJMxfLByD2YV1YkLk5J2Ug5hobfKoqPE/VM2aWYXGzG1EM/P2Zk017VrnXm6n9Ho71ywhqjxVUFNhNuL4Co2bnls6tebP1ovCuEA8I+P1omC/qyiupil45JwoPqrC4qxJbwpkiotpBmnxq8si0jGMWzknIgNuqAp7g1v9KX1shgQk6HwzsmR7mKf6Kh6vbuhE6WNnYqupE9O34ZZRXXiBjX6mJTrxuWLzxFDyJX2P1MjXYqiN5pAKFXqz8PxGNLvGgCueW8NxqkU+ZW6uF42ZqVoBRu7WD4D0WtRLmvSdoKQFeCh0gpvyQh2qY7P0eK2j+Wtl0IM4aYqeQWdMCaFJVZJMGSAmDhI4LUFxXh+9g58uKpMTIohIBTnVapFEu3SGO2CuaKkKcbSqWRJnFFYq6ixX7h9L15fWIyvCqp1x8kI9xHiceROU1LQLi9uxClPzMMdn2xAQUVLzGfYVtseYUWvb+/Fm4t3R7huyqVyj4fHvlNOYpQI7+e8iWPYoOLEyPwf5PLb3YNY6pJSXDZmZYyyRojvm1FYh1xJ4ePhrlkp61ciTF1fpRmPfa0zpHDTEnSOZ6F94k8dymmq48GeEU5hpNqNLTXt6PMF4HU7AURqodeXt4QCSDmHS6KdKW7oglfFXSggCjqh13ITcrR7xrOShAbxFFrsR05c5yYjjuIXzh34CK/gdt/Dus8RijwqZXuas6Ve9n2Bh8P+wmoZfLo00iZvqW2P0BLHE2upVjcpGmmgp/C515apB1XLbaaUmL890m1J+nkWq1QPdzgYXpy7C/vnOHXfKx0I8tAmXc/mIJk1gJwIGrS7aiPEFA4EgjH1uYCQsCt1D5NjS007/iWxDmpljczbvU8UeIBQxikp0QGzegNM1Vr5DWhrLxuzUnUMC3NOtAACqGcnKqppR11bH6YX1mHsDT/W3R85oi0rj05T3sgJc0R0qlU9BR6F+iTRbndyHIT46nolglpyFyWUMiIJ1hDBzUlp2EUP7+XFjXh/xR5x/T732ENw0UlDw/cavMgLc3di5e4mfHrHBTHHpMzeUg+nYzNeu+4c5O3eh9smFWDOv38Z0WZZcRMq9nXjz2/n4W8/OxZP/OlHAOSFzp4BPxo6+vHu8j2iVUsulnjYyDn48XGHyPZJ0I4bSVl8q0TgvG5cPn76w8gi8dFKie8212LM4hKMWVyCitF/1H0fs3ngq9jn+hcOZTdG6XAwY0OcDEWfnKujUc5kFYl3JA7ecL+HB3z36G7PuSRlvFZbjeOf5owGYH4Rc1tbdKQWhUAwlPniz2/nobSxM2byu21SAS5+ZRnaegYitPNqZt6W7gF09PlEN6S/vhf7Y83Zqrxxj+fHCIqTu7Fzk6V1/60zdpJRo0/HAqwHtb2Zlkk72hXmlCeMW3LU6iZFY0YhML1wznWb9IVAWT2bIjW00oxbRbTmW45kWXQA4HX3+6Zf87px8q5eUtQK1glIa3tpZUW6aeK6iBTQ0bRGCTpmBLsbLeapZwzHk2FPKFi4Zk9i/t6cR1oclDT8QCjuSg6530BLqFXjUJb6IqTR6fr1oKQUE9YAJpNxTIrgNi1w68cFEXOk8Ls8OX0bTojKyrZq9z5cPmYlKpu7Y45JmVFYh6vfXY3bJoWEBTnh7JLXlqOz348PNYS9Hz21AL95bTlqJLE3X0e51wvZN6UZ/6QIyge5b0TJXTSaaC27HncyK5CzgJ/rULagHoA+/NmxBhXeXFzj1O9ip7WHYgiKgfCJcsXY2GLsRmHMGk+LvzoNFnk11FZv2vAsEnSiGbt4N7bWtuPBr4pQGDVBbKhoQX17H64bl28os88MBVefTVVtYs5wJeL5MTgYDkUH/u00VlPHy8ytIxAvetLD6kGtYKZapptMZ9qmWixUsUImAz/S1yKUTIvOn5zyyRKSjVELpZrVTw/RfuTjdVZO13Iv1UOpho97ogjWYaXEF1oIIlLvzgAAIABJREFUbmnjVuyJSO0dD3Ib/vNfSG2CmVQz/NONihZ6QRgWrN/b6zrEpDdSohMfRNPW68O4FXsUrXvFDZ26Yk6kQeRBrr4li04gcKlMranoGE0pF45Wd0UXEiWpeUgccZBH9RrRRP8O0nmmuqVHVXi3E/M8j+Jch36PDAE1wWFJzoMo996EEu8tiXRNN3qKKtvNpVwJI+uVepz54IXMtujY2nVNiaKa9hhLjaAR1AoOi0ZJex4Ictzy0XrVc+MRdALcgc3e4YbPyzSenaWsGdRyXctkhFiNVNIPd8rvaRbJtOhYhZ0KGQp095tb9FJAKf7MLkhjkhIN0H5bJl40EdJhGxTtlqtGTWsvJq2pwKrdkQpGLQu3UNBRDb2FdQV21HeoWhmF+EaBUpkaN4mglG1RilGraTTSNNfRn8dqCgKn4GdOZYu+3rH/F8carA6egV85tuBPTvmU8VYptLRIF0Hn5fmxz965TD7G9gpnAU7012IPPzrm2N3OwZgkp8nWrLSy6CSDZ1Q23Fo44xiIv3Xqy7VPEKmijR8IHzffquOBsWJp8WDUBTQduH2SduXwVDMqDpclIpIKhcxdduIo7MN1zuUpu5+cZtsOLlaNHf0JW0rtTO9AQDGhUCpRsmy4mLpiRa/G/62cd/C0ezIec3+O36XZ3sssN7p4+B7a4UX8gvR0z1OKx37n2CT72U5xKKcXf8v9Ns5nO+PuT9YLOkroEWHiqaPzZwWtAkFYhRPBpOiOLnEUJjRZ6iFdtF4EkQ7c4ZqHV90fWN0NyxHqmmQqUwuqVOP2rEardMdtLu1izAIMHIezxJMDpBq1OKVks9F7N152T4jzbPU1+TH3FFxlILYKAP7izMcNrvitjiToKBBd7FGOZMYHpJKfMf2B+UTmsR/6Dac718P4nLHY6rnT9OtKcSeh31Lecb+V1OsTRLwcCPNjGX1pHK9H6EfNddwOJGM9IozxPcQXk6hH+ThEJmOkZl3HBPbbJOgkQKYIOmdbqDkgrMfDfFCpV5kQbhbAqSx5Qa6HQV1TF0/qcSl/cq7FE65PcaAFqXwJQo2vckaZfk1hTXvc9Znp1yYIvRgtqK7GUI01gpDHF2cIv559sdzve7FDvfaSG6G9xC812sn3iYibTAmEftJNi1o2k2xf4AWekUm79gFMXautUWJGF3e65uFMR0XiFyIIE0lGocNcZygL3D9dyqmYCSLZnOSQLx4cD79w2tt6ZVcCcYoHeiwvctabw5m6Bek41oAFnpH4LOclw30iQScBEs1znqi2mSDMINnuXwDwf87kZNca7pqdlOsSRDZyoIbigCAynU/co1OSSEcNq++fCHosOqGkXMY2wGc7jBcrFiBBJwESdV0zQ9tMEIlippuAEsOds7Ddc5up10xFvwWm5jyPM1j8Ey1BpBsHowuXOjZa3Q2CSCm/dm7BAUmIfzPClQ57przWgx6LzgWOXfg+1GrqmAsJOgmQiRmffsj24himXiiVyCxcKRAYTnLU4QDWj4vi8K9VIpWCDgCMzxkDF/wo9tyCI1I4SROEFazw/Bcf5ryOI9EMgGNonMHJBJGu/NKx1ZI0z0cw7WRYyUbLlUwJvfvim1yL4UU/LnEUxnUfI5CgkwCZkowAAL6PFgDACs8DyPOMsLg3RCrJSWGGG62AQyOkOkbuGLYPx7O98DAfjmX2Tc1KEGZwCAvVsznZUYsx7vewwXt3yvtQ4c3FcSxz69kQ9kTYA32W8xL+4lyT8vs/6p6S8ntGc46jDPvHYdnSuy8+ntXjeudyTMp5xfA9jEKCTgJkSjICAPhbCovEEfbiYGZuVe9UobdoHEEQ8fNpzmhcY7DuhZn8kASdrOKCBApDmsX+rB8nsxoA1nruWB3HvcN7O653Gqtfs8N7u652DnCMcn8ST7cMQ4JOAmSS69oD7m8wBOm54SUS40iWOjcsNwI4m+0xxR3AiloLgnYvk559grAzTqqpkjUcjC586XnO6m4AABZ5HrbozoNrix3iuF8JFw4124XvSud68e8Kb66hcy9gOzHB/Rped78PIOR+f6tzvmJ7EnQSwAGOTr6f1d0wjU2e4eLfmWStItTxpNAH+Q7XPMz0PIlbnPorWyvhRBC9PMeEXunnftf0lN6PILIdG+z1iBRhx0KhWoUszSYVWVCN4kQAJd5brO6GyJee53CZcxOuda7C99GCM1gFnnFPVmwfX0UgAgBwFitPSi0Dq3CxQeHGDT/6kdpNJGENqUhGEI0ZFhE3/AjSNoggCCIjSLVQoQfOU9unc1lpSu+nh4PRHf6Lw26qh3Xe+1AYPDH0QmFbQRadBHg9Z5zVXYgbLd9Pin/IHqzQIN3qMsGiw6wboz9x7Lbs3gRhFaeyKsNuJolCbqLZw/6s3+ouyBLycEnNOHQx+1l0NnlD3j52fRaHhjPE/ZDVy24KSNDJUrR8P0nQyR7cLPUWHQd4wr73bvgt0wA+5p6CCm8ufkd1RogsYqz73ZTf066bK8J8ZuY8bnUXYuAAyrw3ocL795Tc7yXXhym5TzycyOo0FB3WPqtDWK+sTEOCDiHLIazT6i4QKcIKofZI1ooRrm9xk3MRjsK+uK7hQsByV4eTWa2l9yeIVHK6oxqA8eBhvcg9zfZylCGSyWE2zAB6vGNvSu+3IHheSu9nhMUaCRqsqsGoFVNOgk4CfOe/yOouJI1Vnv/iAPTihyy1DzmRHBwquwWrAkCPYi143v0x/uYylr5SwA6Bq9IJdj/04XtUVJHIEiq8uaYLPHL6YLLoEMlGzZU/1Qloerg3pfczk6ddygkBkslRrEX1OAk6cfIv5yzRLzBT2e69Ays8D1jdDcIEgioTuVUCwy/DxUNHuL6DC3780bEWGySZ/7Rwp8iio7YIHsMGrVE7vbdjowVFFYlsxJ6b/1NYtVh/hCCMcACsS+ykN43zJY7NeNU1Du+6xyal3o8TAfzX/a3p1zUbQcFxIqsVXdAPQwcuc26ysluKUNa1OLFD5dpUcg4rRRf2wx5+tNVdIUxkredeHGBRAKi0fs/77rHwwIehrANnsAocxHqwNng6oh1XDkAvuhFK6X6SoxYHoifp/VRbBHNdS/FrZxGOZs0R7x+GDhzKOlHDD6fshYTpnMDqre6CyOFoQxMOgQt+LPQ8AgAY1veFadcni459OZOVYR8/GHvxvYSvNZjZy75MynlV/PuPzvW4deBhLA+eCwD4KSvG4awd84Pnx339oWGPAM7tUUNHiyWeh/C473Z8HrgUx7JGq7ujCFl04iDbasz8AM2Y4XkKSzwPqbY7OAUFRwUf0HNYKX7GdiV8vR+yvdgffbrbn832WKp5MptUFgtV4zLnJvzKGbLwzPE8hqk5z+NJ12eYl/MIPna/jAPQi8PRhu3eOzAEXajw5uJu50xVl7xUES3k/JjtxibvcCzxPIRi760o8fwDB6AXp7Eq1evc7pyHw9Gm+76HoDMlz5xZhAq6cXyT8zSecU1SbHcMa4r4XL92FMGuFgyrmJrzvNVdECnw3oMKby4edUmVfxxnsHLc6pyPk1gNfsj24mg0xZXKXo+g8wM0p9WzYAUHogf/dX1t6jVne57AWu/9AELWiBN1xizu8NyKO5xzIt67Lw1rlE3KeQWHoQOXO9bjW8+zGJczFhPdr2qfqICQdS4dhJxLHJsBhJSPf3Gsxh8kBUDthq0FndNZJRiCOJY1yAoXJ7GaGB9hod1+Ojevh6MVFd5cHI42nMEqcJ1zuYqWmONA9MCLAUOfI93JD09kQEh7V+HNxU3ORbjQsQ1nsTJc5NiKCx3bUOS9C8exBhyAXlzuKMANzqU4ntXjbLZH9rpe9MMFP/ZDH+5xTkee598Rv+dh6Ij6HTnyPCNQ4c3FDM9T+NozCgxB5MCHPzrWKvb/fuc0DEU7zmJlGO36IOLYCs8DeN39Po5hTRG/+3lsV3jhDC2ylzk2oMKbi5meJ7HdeweA0MJR4c2FF/3IgQ8OBMEQxNlsT8Q4/AkrwQ3OpQCAM1g5Vnvux5msDP92Tovoy9OuT/Bzxw5ZQcoFPzxR4+4HaEaFNxe/dhThD451ABDRxg0/hqAbS3IeFL/Xc1gpTkoT15I7XPNwuqMav3EWYbv3DhR47wEAbPHeBQDYj/XDz62ZwtTc2b7zPB3xOocF8J77Tcz3jIQHA3jZ9QEAjuHOmajw5uLHbDcOQweecn+Km1yLIs6d6H4FB6AXR6AVAMdB6ME5rBQOBDEr5wnM8zwq24cKby4OQg+ucy7Hnxz54vvXOlbiSDTHtI9nk3iJoxAV3lz8lBVH3Pd518SIdkPQjQnu1/CMezKGogPnOXaLwou02vaJrBY3OpcgzzMCH+a8Jr7/Sc7LuM65Alc58jDZ/SKAUJrjA9GDm5yD39e54e9F4CD0YLhzpqaA6cFAxHNzIqvF9xHy+S723ILD0KF47o3OJTiONSgeHxLWUp/LSnGqpB/Hs/oI15ej0QRhrtkfffjc/YJqn49g+gXiVHGHa574d4X375jjeRzPuCdjsedhrPA8gNXeESj13oyfsBKUem7CzeGiwcIaX+AZdPscinZxU+6S/KYMQZzIanEmK8OPWIX4fr73fnyW8yKGiZYuDj3C8X7oEzdsSrhlhLNbnfMxNec5ACEX3LPZnhiFmbFniiPPc7+YxvgH4jM6mJ3yGNYkjpkvc0bBBT9+wkowRLwPjxEkpWvJzxzFGOH6DhewnfirY2VEu9A6G/t9OREQ+/R9tOAnrAROBPA35zKMc78RcZ+7nTNFZWjIMhG63qOuz8XfhSEIB4LYnw3g/5yrcEI4i9f+6EOua6mB78s+bPIOx/icseLr3zk3Y1XOCHzhfh4bPMNR4c3Fas/9eM89Fn9zLsNI1xQcFN47VHhzwwqgkKJrmedBqz6GYQTr1mPuKXgr510Md822uEfKMK5VUEXPRRi7AsCbAJwAPuScj446zsLHrwTQA+BWzrmmM995Rzn5lbfdi1HuTwAAhcETcK6jDJ/4L8MA3HAiiNtd83F9/5NgCFVLBYAaPjTCd/4Z3z9wEqvDyY5arAicjfcCV+NkVgMXArIbhZmBX+AV/w3I84zAW/6r8W/XdPyy/03keUbE9wURuLx/NIaxBjzsmoq3/ddgbM574rF+7oJHkuL4C/9vkBsVoL4heAr+5/sXlhuYCBYEzsPlzg0x7zfyQ3AEa8Nn/t/hJteSmOOjfTdgpHsqAKCd7499/GCc6Ih1FSkKnoBzHGUR7433/xH/cs2JaatESfBoBOHAPb4RWOr5X8SxzcGTMD/wM5zmqMI1ztUAgLLgkTghnAVG2k8AmOC/Ev90zdV131mBn+PPTmXhkLCOH/eNw2bvcEz2X4abXYuwlx+KI1krtgWH4UxHBQCgjh8WE4A5PXAhVgfPxKvuD2Ku+bf+J8X5EQDuH7gPh7JOVPIjUc8Pw0LPI5geuBALA+fhvZy3xHabgyfhmoFRuMRRiGNZI55zT9L1GUb67sRo94eYEbgQVznXyLYRnvvi4DF4yPcvzPQ8GXON01gVbnUt1HVPKX/ufx6zPE+Ir0/qm4yRrimo5N9HIz8EB4Q3pbv4cZjreQwAsCf4A8wP/gz3umaikR+Cewf+ja89o3DHwIPIC56FKx3rsI0fj06+H2Z7HsdQFhKAavhQvOq7Hj3w4teOInRjP1Ty72M/9OFJ9+e4deChCJcXKW/5r0aAO/Bf9zRMD1yIOj4U97hmAgDO7vsAHA78xlGIVhyI1cEzcaVjHX7sKI0QKtIZ6ZgGQnNYBT8Sdzrn4HjHoACZFzgD64Kn43rnChzrGMzsNMZ3LT4K/AFbvXeK7wU4g5NxNPJD8IzvZlzo2I5PApfjAsdObAmegC38RDgQRJn3poi+TPH/Bje6luFx3+14wf1RTF9nBX6OMf7/w6HoxLeeZwEAG4Mn46eSmlp3DfwXVfz7aOIHY6P3bvx74D484PoawxwNeMV3PU5zVCMHfrzgz8Wdzrk4lHXhL85BRYT0+/g2cDGq+eH4j2saWviBMRnJhLYT/X/AiuDZGMb2YpT7Ewzr+wLPuybGrG2LAj/FZc7BdPj93IVVwbOwlx+Gm1xLsDJwlmhV/9J/CWYGf4HPc16S/+FUGOf/M4a7Zulq28wPwvcowythEud90IUNdYEYe1jCgg5jzAmgBMBlAGoAFAC4kXO+Q9LmSgD3IyToXADgTc75BZqdPsrJN9x1YEL9IwhCnSBncDByDSIIgiAIIj6sji06e3wf31LfH+PmYYbfx/kASjnnZZzzAQBTAVwV1eYqAJN5iLUADmGM/cCEexMEkSB2FXJMMDYTBEEQRFLgfHCdMmO9UsuOmg5YHVuklIXVDEHnaADVktc14feMtolBqdPRA0r6Wm6wGR2AQT54X9psEYQ1WD1pWkmAG//wiS6SVs91Vt9fIN5+GDlPb9t03/gkEyPfjVljKxVjI17U9kVGzhMwa+xl8hhmbHCdMmO9skNynUzEDEFH7qeJHtp62oQaMnYXY2wDY2xDU4/8ExI9oKSv5Qab0QEo1XBn82aLIAhrcMZhZUt0kbR6rrP6/gLx9sPIeXrb0sZHGSPfjVljKxVjI17U9kVGzhMwa+zRGCasxgxBpwbAsZLXxwCoi6MNAIBz/gHn/DzO+XlH7G9C74ikkAwNVao1ulZr+VJ1vUwhnb+XdOy7Wp+t/jxW358wB7tp++PpD41FQg6tcUHjJnWYIegUADiZMXY8YywHwA0AZka1mQngZhbi5wDaOef2qXhGKKL0MCZDQ5Vqja7VWr5UXS/dSOWYSxXp2He1Plv9eay+fzaSjI2Z3bT98fSHxiIhh9a4UDpOApD5JCzocM79AO4DsADATgBfcc63M8aGM8aGh5vNBVAGoBTABAD36L1+Ex+i2cbHnYb6fOPA45geuNDQeXmBMwzdI1Ow0yTewz1WdyFp7AgeZ3UXbIOdxhwBPOm71eouWMI4/5/Ev5cHztFsb3Qd0uIl343YFDxJfH3/wH2mXt8odn0uFwV+qtlmd/Ao8e+L+t7EQh3nyPGR/4q4zksF+8J7pbf9V1vcEyIR7Pqc2RlBOPQwn+y3Z0odnWRx3lFO7rl5Ih52f4mP/VegmB+DIehBAw4DECrU9VnOSxjW9wWAUBG201gVVgbPxlXONVgXPA0HohfF/Fi4w0W3OhHpD3cB24kvPc/hKd8tuMixDZc7N+Ka/mexmZ+EM1k5tvETcAYrx3Z+PE5ktTiNVcEPF8bnjEntl2ET2vn+OJgpFVQFbhh4AseyRrGWx7LAOTjNUYVf9L8b0e4nrARnOcpxHGvElMBvsNjzsHjsvL73cSRrxk8duzEAF5YEfoJ2HIABuFAeVfvg9/0v4xRWg3dy3sb5fe/ir85VmBu8AK38IOTAh2NYE2Z4nsLCwE9RGDwJD7u/xJl9H+II1oYyfpRYSLMkeDRK+LH41H8Z1vHTke+5F/MCF2CC/4+ox2GYm/MYfuSoFO97Ud+bOID1YaHnEfxn4B4E4UAdPwz7cDDm5TyKf/oeRHHwGPzEUSqOlVsHHvp/9u47zoky/wP450nZzfYGC9vYZWGpu9Sl915WimChiApiwQacomAFsaCe7TzLWQ9P0fNO/enZez1772JBRT3BCqibNs/vj2Syk2RmMpNMMpPk+369fMnuTpJns5OZ5/s83+f7YJNjK+ptu3CzbwaWOx5BS/sNyIUXP6AEO1xL8FffPBTjd/zTPxGf8hq4kQMbBMyzvYAKtgePC0NQz3bhA6EbOrE9oX2gfuMuNLtvwFH2B3C3fyzq2fc4yfFv1Nl2hfaU6t3+d3zsOhxvCT0w37MZnfFLaBPOdCVw640Kq7nKNxfHOe7DRd6DcYrznwCAl4S+eFXojRMc/4fXhSYs9GxCP7YDH/Ju+MJ1CKa4L8ZS+xO42jcPKx0PYoLtbRzpPQlP56yFgwlY6D4bu1GK73kZ3MhBM/sc9+eegUM9p2KDYxt+4sVY6j0NY2zv4bacC3CVby4u9i2CHX74YQfAcYbjVpzrOwQAA4OABvY9qtkPeEvoid+QF2p/CfahF9uJLuxn/DXnSgCBDtYw99Uowz684QqMbTW0b0Nv9hU+4bVY47gbqx2BzXFP8hyDS3KuxedCVyzxnI6Bts/xiDAMAHCM/T6c4vhnaI2keF2P3BR6cPu1uNJ5JX5FAdrsr2BA+/Vos7+EjY6tWOjZCA+c+ITXYa3j31jtuBvnepfiBn8bAstCo0+WUbb3UYzf8LQwCG7k4DzHDfiCV+Fm/0x85lqGme4t+IiHD0SUYi/K2D48lXsS1ntX4g7/5NDPCvAHfLDDBgFH2h/EX/wL8DfnpdgHFy7yLkIp24cbnJegzrYb/dtvhB82/NX5F2zyHYqveReMsb2L2yT3tWgcO1xLY55r6WBA+/Xozr7DcY57Md3+Ovq23wQ/7JhlexlXBPdaO8FzPJ4QhsAOAYX4A3flbgTAUc1+Qq/2rfDAGXaOtLZfgyX2J3C7fzJ+QlHwHI/WzD5HFfsJ1+dcikWeM/CpUINcePAdKtCXfQkOhp94Ecbb38EXQhXe4Y1wIwcA8GzOanSz7UZz+w24PedcvCs04gNej7v94/A7XGAQcKrjn7jUdwAYOPywwQc7CtCO35ELHhxjtsOPKvYTerGvcVPOn9GrfSvKsBcnOO7BGb4jUIPdaLJ9g+eEFhxt/w9Ocd6JYe1X41XXsejffiPuyNmMy30L8YQwFKXYi6G2T/CEMBQMAkbaPkRv9jUEMFSzH/G20APX5FyBT4Vq9LR9i+b2G7AP+ciFB222l/BfoT9+RAnq2f/wKa8BwDCEfQIGjhbbFxhjex/T7K/jGM8aXCvZIBMA1npW4bKcawAADe23YaX9AfzHPxrT7K/jXOfN+ELogsO9p6KFfYFdvBR3Bvf0Os+7BKc7t2Gy+89R+8hZQbLKJa/yrMY1OVcAAH7hBRjhvgofuw43/oWyTNL20Ummsqo6XnLYtYo/d8CHybY38WjwRhkfjmHsY7zK+2h+hAM+fOo6NIHXTC+P+odienCjsYb2beiCn0LBptR6x+24zLcwdDPQKx/t6M2+xpu8SfGYm50X4jzfUpzl+AcA4FCv/M7w4QIdHAYBRfgde9CxN9OFjuvwgDACzwrqI7ZO+NDCPsd65+14V2jEZt8yAByzbS/jQWGkhjZ0KMMe/IwiRHa6ivA7fkeu4o05kg0Cpttew8PCcNXjGth3KMM+2fc1shNpVTf6ZsEOPw53PIr/+vthtP0DPOMfgLG2d+NauJ9M9/jHhDZ4FS33rMNS++NY6V0X+l4xfkNn9gs+44EClDtcS3C4Zx2eFgZLjtkXdr5KHWR/ChwM//JPjPrZNNtreEwYihz4IIDBB4cBv1m00bb38LLQN3TO9mVf4iteGRYcAR3XzB7t/8BnrmX4RKjBdE/kJpqBz+k6xx34WKjDfcIYAIH3ZUD7dfgNeSjHHuxGmeb2OeCDD3bI18OJrSfbiU95bVyPTUQxfsMeFCj+3Oqf2/Huy7DO8U/Msb+EZ/0t2Mk7o5ztxYP+EbhPGAUXPGiHdIaeo47twte8S9jz7HAtwTGeNTGvcWsd/8IXQhX+TxibhN8mWjH2oZztxQ5u3C4ZnfGz5nM71vkhpw/7Cg/nrlcJoLUrwB8oQDtecR0HINAv6Ml2Yo3jLhzvjb2x+g7XEjzgH47jvGswhH2CN3ivUPBo9l4sep3pPTxqI+WJ7kuwg1ehK35EBduLT3l1VL9ovu15fMsrsJ3X4GcUoxC/40jHA1jtuCd1jY9B7W/xAy9GJ7YHXwudwzbxNVNaBjq5VU286rDLYx+YcpkzoqZFQ/s27HAtwS5eiuHuq81uDjGQFTtMz/ubMcz2EYa5rwHA8TtcwY46x2r73bjCvxAt7HOc6Lgb0+xvmN3cKM3tN+B4x72oZbtxo28WfkQxvorowGWzJrYTv3EXvkUns5uStiba3sLfcy4yuxkAgLv84/CUfxCeEQbiXddKADCkMw0Erk9He9aGZv1IouRnNeO1w7UEP/BitLqVB6TlDGMf4XNehR9REvreQPYp7s09y7C2pUrkzHPf9pvwB1xxPVdn/IxXg8Gj1YkZIuKM+QD2Ge7LPdPUNikFOskZ5st4aTTcYBCjblzEWia6L8FDORuQxzymt+Ng+9NY5fgPDvGepnAUwxX+hQCAd3kjrvHNxXDbR6qplKkwyX0J9nFX6Aa1D/nY4ltsapusbLsJMySZRrp2x2wneVeF/v1v/3jD1ypZdyg2HRnbd4m3XyCXQfMtT6+Bjw+FOszyXBj62og+UrzZMGZwIweP+YfimWA2TLuF206BTpwa2rfhcsdfMd/xX7ObkjSXeRdikv0ts5tBkmgHrwqm9qTeA/7haLO/glt9U7CDV+Gvvvm43z9K8+O9cIClqBukNIV/sfcgfBFMXznNewQ645eUtIdkN6V0RrOd7D0m9kE6KW0cTjLLbpSa3YSYaXMN7duQj3a44MFPiF0oS689KMBO3im0rtaqlnoCSwaO9J4U+t4nvE7pcNMZUV46a5WzvWY3IWk2eZfhCv9CzPdsNrspJMl8Jl0GxBz9V4S+AIDfkIf3eYPmx/tgT1kXSOnmJ0jeu23+KaEZJ0Iy3WLP6ZjlviDpr0OBTvYxa0WFlrVBv8OVlCBH9HffjKQ9t1FeEFpkv3+45xTZ75uNAp0EjLe/m9LXS+WH/y7/uNS9GDGVWTM61/na0NC+DfcJo+N6vDdYMcxMfuqEkSzyW7DE/6GeU/Gi0B8f8vqkvyalrmUfKxUj+JPH+FlKNfvZX0zp6+lxhW9/1Z8/pxAAJdvOGGmPFOikkVR++LVW/iLpz6xA52Oe2N5BqZzRkXOY51Tc6p9mYgsISa3LfYEZy1hVKo1EMzrZY533qKQ+fzyDxQyBdk1zp6b4x3+F5pS8Tjz+4luAuW7lLB+r9hsp0CFCGjVPAAAgAElEQVSy/HRqZA0fT/1SvUu8ByT8HIFAx5zx3gPdZ+EZYSB+j7O6DiHp6Eb/bMx3n2N2M0iGetw/JKnPH+9g8b/8E1NWRCXZ70E8rvAtABDoF77De5jcmmicB/6wH/iq3XI/p95sAma6t2Avz4t9YBoya5SfpJ7XhL91Ifsj4efwcfMCHUqnIdlIgA1v8dRWfKMZnexhxb80S/E+bd/xipS+nhZ/9c0P/st6f6GrfHNxk38mAMBvd+XKHUOBTgL8sMEOv9nNMMxaT0eZUAp0soc3hcUXv+EV+J6X4l7/mISfyw878k0ui00ISS4aVMgeZg1cWcn/dGyInCpe2HGW9zCzmxHlZ16Ii32LYlZrpUAnAQIY8pnHtAohRrtHkBYgsF7kTpLjZ566UrX3+0dihPtqfKCjupoSM6rFzXafn/LXJISQbPArCsxuQshjJqWQcYt1y//gOQAYbvEbWw3uEX9r6N9Hev6k67EN7dsw0X0J5njOAxAoTa62j5G13tE0I06pW6lCSLwo7zp7/cBTt3+BkWkoZix8FGc6KZ2GZIsH/cNNff3fOa2DyxY+ONDQflvoazMHkY/0nmzei1vEsZ4T0c99k67HHOQ+U9NxPthwt38sAOAxoTXG0dF28Crs5J01HUuBTgKEDOrsvBVcYHa9bzae8A82uTUklX5P4Y7Ge3m+Yc9lRsGMn3kRAMADZ8pfmxAz/Nl3EFrbr8F1vraUv/Zyzzq8xnun/HWJmTr6VWYNIosz97/zXHwgJL+EuhX5OcODwkjdM0zv8u6ajuNguNU3FW6e/HspBToJEDLq7QtcUc7zHYIjvOtMbgtJJV8K1+hc59/PsOdK9UDDOu9R2I1STHFfrPliTki62uRdBgD4mlfiB5TgfN/SlLfhKWFwht1nSTr4jpcDAPq5bzYkzVov6XppszwnDIjrcVo/r3/zzcEbvBd6u7fG9Tp60BUkAYl2tDJlbQ9Jb6mouvaofyjGui83tPDBHyks7bzOexTu8o8HAHzGa0Br2Eimu9k/Cw3t21JarIQQKzA7uP6Y15n6+kDy18B+xquT+vxSFOgkJLHODmMU7BDzpaIjs9p7HHbySsOf994Y1VaM8pXQxfSbHyGEkORqbr8BvyJ1BXrkmDGLZBQt98kt3kUp3YOO7twJEHjio7pWKGTwoZDYDvUkvSU70HldaEra7MsO3jUpzxvpJxSl5HUIMdMz/vjSVQixqh1CF13H74Nx60jTWbxdUy2ZTnLFfNpjrNV53D8Y1/r2w5uC/n28KNBJQKYUI7jRP8vsJhATeZIc6Cz0bErac+/hyS9H2qP9HynbFZsQrc7zLon6XqIZAh/wwMLrnu23JPZEhCTgY8G46+17tJ4yLk744nqcloqkNpn9kl4W+qo+Zi/yscW3BPt79FcIpkBHQWl+7EoQmZLK8p8Upf8Qa/qD58LHjT+X3xMasMqz2vDnldqHvKQ+/+j2v5hSxpqQWB4WhkV9L9EMATsEAKktUEJSr648udfNRNGG5eZzwh/X47RMAPwis1/SjyhWfUwiWzpkRk89CeorYo8Um7WXhmDwuh53CssLE+vxwJmUUs2rvKvxkDDC8OeVSvas6rfolNTnJ8RKsrWUbqQlIzI7nfvGw6KDZCuJFej8wNU7xSQxF3gX40r//DgfHfue/I7QQ+ZR6h3bnTz+e3HWBzrHTIh+wwFt+YnxdLLWeI7V/ZhItszImCMW4YQPuSy+aWo1X3N9udHxEJIwE2W2qhLrbZBYU2rtEWBijP8TxqruMG60+44fk7LX0iPHbkPfqsztTPfqUoSlFgjmnjp5ouz3YwU69/q1nzdP+AfjYb+1Azs5rwq9THvtv/nn4L9Cc9yP/1Vlv7z93OfifZliC2qBTkv7DbjCtzDu9mReL0Gn6tL4OxXxjILbIOAa35y4X5NktjE9K1L+mqVsX8pf0yiZsk5O6qbDrXdTPnGK/gWgWszon/xg2CiJfja3LGgxqCUBmXDmD6gtjfre0wqd31SaO6gaTZXKlbeWj2lI6uu7nLH7Fp0KE8vEqJYMXjTXFKNLcW5CzxeP7p3kM2f6sq8Mef6G9m24RxiHNd5jMcd9ruwx9/uTm3UQL7MyhvRaPDw6YB7ovl7x+M8Vykpv8S5WfMxe5CeUQp5WgU5ZcN3MVUuG4Lz9w6PNgpzAm3DxAfqqxvTpKj9q01CRj+3nqS/Sj2eNjp0JuNC3GOPcl+l6nJtbI2e6tb7MkOd5ZM14xZ/1VLnBZLqrlgxBjj21H0tHnLm4VpCJgY7ZlRjbBlRpOu7oCY0Jv9a1hwxN+Dm02DS3f1yP+2jzTACB+8Hflw9PqA0uZ/SNev/BNQk9p9U9d8okxZ91Lgx0rDsXBf4/vV8X7NjShoaIzm9+jnoHZ0BtCV47Y6rqMefM0/f3d8RImzh7TvjzPbpW+X4mZ/2sPqo/Z8Hr2vR+ygMBdgNTO+4/YRyeO2WyYc+XqHzmVvzZVt803Xu/tSMXP6tUzhzefhXWelbhaM8aXc8br1dOnxLzmHQJdOor5GZv5Nt+s2+GYlnp/6FjIMnLjV2jZelApyAnvHN/w2HD8N/1kzG7pWtUdZk7jhqFu1aNwoGtdZjat2O/jv7VytPPJXlODO9eHvr6iLEd1Tkqi11w2m2qN/14ZnTE6Tm9KTdWOeltBvXCuMo0pd7r9+1HjtT9+j06J79aVzxK83Mwpa/x+82osWqgM1RDUJ3MgiDN7TcY/pwD66JHsCPp/YwtSLCzPLZneO5zt3Jt5VUHyozG68V0/K5Duul/vb8tCwRS8+N8j8TgZFZLFZwaByCU7hnSe43osoMHxdUuAPAZ3BlIhrry/JipmOLAjtJ5v3meegoNA9CpMBfvb5qBm5dHz4Y+ffJEHDqqAVcsUn+vpcGKXFvU7hm9unR0ome3dEVFQU7YZz0ycFJKmReJg7o5juhz7qbDWwEA3+9RDgbkDKgtCfs68leUey0rutE/G1f69sf+bn3VPNW2A9mFMtwjjMMjQmKDGaJY16rKotiZRFbp88Wip5Wx1uGIjB7AtPSZLa0MMqiuFEPry1Bdmid7c2ypLcHQ+ugbiVr1NKedhR1zRltHeTsejKSEiJX/0inreAIdR7Cqjd7HJqND94FQjzHtV+h6TG3wb1KSJ/++jmvStmBMrQxqrI7eCZN7hnUatHSII921arTmY59dFz0qObIx+lyTqiyKPw1Aa99PTDWY1Ltz3K9lVbkOm6bR/mQGOsko0nHvcR255QUKI9VqKTOibSs70i1i3Tp2bGnD2qkd+d6R6SK2iE6Y04CR4mod64zGNXXCiVOaYh4nlyKhZmBtCYZ0C1wblK5XWkW+I5+fP1vx2MsOku9QV2tY5yR2prWkLplRKGPHljbdj4k18yAEbwZK173Iv92OLW2oLctDjsMGGwP6VQc68AW5DkzqHT5I9Oja8aEZonmD5IPdId1K8dn5s9GrS1Ho96sqcUV9rp44aSI+PGcm3j5ruurvc/XSoXj9zGnoIfmcPb1uYtRxz50ySXHGqyA3MMgr19cpzJU/l6X3nBMn98T9J4wN+3mxK/xxjZ0C15lkp+HF8t6mGVHfu1YlvZ8D+A15eJM34WzvYUlsWfy2xTH4GokbsE9jPAa0X6freMYCwb2mY2PcrZ7yDwQAwyudWjrQkYr8vEvfrsg8b7ET/dDqcbhi0eCo5xIXQIodavF4xhjuOTa8A+yLCHTqyjpGO+PpZOUhMAqj9w/5lkyVikT9ygvwDfR1ksU0Aq03pUg7trThgKG1aJCpard4eB0AyP5MigEY3tARaDAWmD69ZukQ1cdJleZr78R2k0zNtrWEj9b++xj50tyje2jP548MpMS0hRHdy/HkSRPwf8fJL7z0CxyfnT8bf1vWimUjA9WSZjVr30BzQzB9wmpl0s9o64uXNkwJpbTImTuwGg4bS2rqmi+J78shI7vh/XNmhr7u0zUwInzdsqFRnZu2AVXoVNjxXlx28MCwc5JHjBqcPD0Q1DTXdMxmC5JjIhcAS2fA7zhqpGqkHevzfcrM3oE2Bb+WtlvJP44YgbVTmzCzv/y5uzmYdnRga13Uzz4+d2bY1+N7dVzPOAJpUZHHyJnV3DWUJhQ569avqhhjIwZwpMGhNNV08fC60Nsnpr1Fqi0LD3jE6x4ArBwXSAe0M4ablw9D1+LogLFRYV2DWabGmIFWSgMTZ/X9wXus2gBX5O983/Fj8eL6yfhw80ycO19+xmfHlrawmRZRZDpYVUleWDC2Y0sbKgpzwz5X4qBLXo4dJZLB05Vju+O2lfJrPLYsHID3Ns0IBmbRs6R15fmoU5g9HdcUOI/1XN1e3DAllKJ5wpQmNNeEz+AsHFqDCxd2rBOb2dwVn58/OyoNzwiDdcy+FuZGp+WrdYd/leydpqcMtVIn243EBkHkyKWpAtGz5wDQq0vHwJZ0kGuz7xDD26XFHuhbOtBcXYKrl6oPSv7GA/eBWOfzmb4VAGIP3ullrR6OivqIC4J0pqWLzM0AAPpWFUfdaMc1dQqtyxFTEaQXtMHBEUDxW36ZWs6Hj24I/CyOt+9O/0QAgFvnPgWvceMrcDCmfjrJ514GnDJDPsdYelNrqMgPdVJe2tCRk/rnAwciT2Y0W5zOzXHY8Lok5zpqkSRjYX0xBuCZdZMwq0Xb2gI5Y3pWoCXixgDIpD5GfFJbG6Jndk6Y3FM2JWXBkOgRxe6dCkKd1tDMVPA1OIDGzoUYpJDu5Bc47DaGHIcNJ8/ojbkDq1XTD8okN2gbAw4YWht6HSvpWuJCWYF6IDqtXxec3tY3aYHO0Z414Bo/37esCKQ7iAMoW1foT38QO7gOe/Tvc+WiwXjltI7Pz/6Da0MdszP36xcVtC8b1RBox/LheCyYjiP+jV8OPs/5+wc6PBvn9AurqDaysSIsdfRP0wLXnVGNgRv05RHn9RtnTgv7undEx/LvMqlEchhjirMYPSoLFYOGXEfgOiIuzN44px/e3RgYcRev3eIxALBwSG3UYBYALB1Rj+sODaQEib+z6MHV4zC6h/Lsibhe9OgJjbhgwYDQGanU2TllZuDaKV5fl46oD91TQmlcNoZJvStx6Gjrl3v+27JW2e+PagwM9ly7bCi2Ham84Dt0i1X4KHMg9LcRlRfkoKIwF7kOe9SM0bsbp+P4ScrFM1ZNDAwaHjoq8N66fYLisSKlYK3Q5cAYmc4rELiPSTvx4utFOnBobehcWDEmkD4v3t/E/0vXciml0NltDIeNbsCOLW1haZZiG2yMoVu5+mzuwiGBe0KZhn0E1ayfqb4GKV4N7dvCOuJ6rv9K/Z1HEqjIFut9irwf37pyRNSs6HnBa/HbZ0/HPZJBzS9TULU0Ufk5dowOnv9ygzKif/knAAgU41JjD6bRL/KcaVALEXzdNPD22dNxYUSRAXGEsjTfidPb1HdUlRrZWBG6aIk3VrnTX0xna5JE25ccOBALh3bs2BtPoLMXgQuaV2egM9b2Hq7w7a/79dTEmkaUXkI+C6ZqiLMNSqPtDskFtmuJC0tG1OPJkyagc1FuzFztA1s73ltxVPvmw4dFdRwjL21y0/uNnQs0rYcAAjexW1aMCHWAxE7T1L6VeODEcWHHTu/XBYO7lWL5mO6hzknkwlIWbFNk2qTcAlTxprV5Xn+sm9Fb9veTki4Al8bgJXlO/GXx4LCUQGnq56jGitDagZrSPGw/b3aog2BWLnCsnPlYbIxZIo+5T1Wgc18f7EQIAlddhA10fI5ODXYIGlQGFWw2FtUhkd5U1s/qg+dPnYTPz5+ND8+ZiYIcO3p3KUJFYS6axMAjeGKIg0LiPiFynx1psCJ2krpV5GPHljZM6tMxei9wjnKFgHTD7L44o60vmmtKDFlwLwYNkek4HTp+j6Jgik5kB7ZP1yLMGVglO8vU2tCR/lqqM83t/W/3AAA2zArchyJnJgZK1kZM6NUZwxrCU22ba0qwcW5//Of4sZg3qBpLRnSLCnykIs8Fs9ltLLRuRLR2aq9QQNGnazFG9+iEeYOqcfT4juuXeK1aMzWQtqi28F6PIpcTJwevpWrE9sXqrN5x1Miw814qch2xGnFW6qol4ZkHFx84MJQpEvlxFL+cEJyp/GjzTFTInL/FLuV2VOqopibOAr8ZIz0vFi2DZ06ZQZ2Ox2s7x/VkI9hlOtlbvIvwqMzGu3KkszFT+wbO1XUz+qjuuTS+qTPulhlYkRKv5SV5zrDf+rckb4ZtBOn5WhhxDnZvvxUbvEcAAB4Jvsex/qpf80qc6T0c7/JG+A1M3UuLQKckzxk2Kgd0dPLeOmt61M+UDO9ejuMm9QzdKEKjHhGfyhfWT8ZR4wMXwVMlMxcLh9ZGpG7o+0NINzzy6Jwu7cZ2pXTx6UOrx4VGindsaQt1iqUnttyiZekIRktNCew2hsbOhbDbGF7cEF1p5KTg6Okn584Km94XX2ZUj4rQDNy9x43BgNoSjGvqJDvdLXXz4cOwQmPuMWOBm7UYpImdv8ib5dD6MswbVIN7jh2DGf27YmMwTeCYCT3w8JpxoUApP9i2W48YERrtz7HbZBcg9qwMdCqXjWrAyOAIqDi6L0fsTAGA1x994R7WUIbyghw0VRZiQE1HoMdYR8fi7Dn9YLexUIcwGW71xa4q01lDWpMSxgKjSckKdLQ+78fnzuz4PVjgHOlXXYy68vxQaqCaVRN7YMeWNtmZwf7VxfjP8fIdexZKu+VwOe2oLcuHzcaQl2OHw27DIxFVoJQ6HtLzQjSrpSpUcVKuTy0G0D5/9LOK19a5A6tVz2NdJC/Tr6oYN8uU3xbbKb4vJ05pwrETw9N9H14zHhN7V0b9vivGdA+bfendtQj/OEJ+Vu7e48aErY8CgO279oa3xcZCo7Y7trRh+ZiOIjdbVwxHVUkeSvKc6NE5PEWkpbYEDrsN5+/fgpOmB649h45qwMjGcpTkOXHxAQPw+J8mINekReN/PjCQP3/0+MaoQH5yn44gZWRjOVZPbQpLIwSAKxYNxobZ0YOSh4ysx44tbWFraKQzKIGMC+PmncXgXOCBdTLnKBQ7EIPMkY0VsuuMHv/TBBwWDEiB2OnK4m8gV6xCTONTGsRz2m0YWFcadp5K9yBSenf+77gxuEnH5qDLx3SPuQ5Ly/knlwkT/Twdv8vbZ08Pm7VNxqJ1m+Q5z/UuBRAobBCLOCstTTO8amlgScTi4XVYE7G+UFyHObN/V8wbVB1aJ6ikrjxf8T2f4L4UgPFVyIzisCmfCxw23O6fgob2bXhRCPSVWIwZHQE2/MMfCLJP9x2BW3zTVI/X3E5DniVJ1E51tRSds+f0l42yx0fkWYtpIpGvI03lMHL0TDqioHeNzvNCs+GdOrVpxL5VxagpzcNbX/8S9n1pC+RSqsXgZ/O8/jhkZOy0i/LCnKgPOWPRU/dvnzUdJflO3Bfs+A2oLcUFD30U1ab/rp+Mve0+1FcU4Ltf21Vf+5XTpmDR9S+hU0F4h1u8kEeWHhfTfeSIxz7+pwmh9yAyRxoIrGG46OGPQ1+vkxl5FFPVIjtCopsPH4blf39VNuVi2agGLBvVAJ9fAGMMD7z7XehnB7YG1g9MD66FsNsYPj9/Nq4/6zbF3yte9/k1FHtQSlWRfCAXD6/DgiG1cNptmH/VC2HHzRlYjRcfykEyisapjRRO6NUZZ83ph29/+SN8kIWHF7k4ekIPPPz+//DmV4HP0H4ayzaLch02tERUSpKmV1YU5CiWx48UuS5ExACMbeqEBYNrcPeb34S+L3Y05Tp4D5w4DgM2PgqPTKAtl+KzbFQ9upa4cM3Tn+Hk6b3w50c/0dTmfx8zCgdc+2LY9dlmY7Kj65HXosj0M6m68jz06FyAz3b/BiD8XrL9vFlw2m0ozZOfqZLOEvevLsb73+7BwiG1ePnznzT8Rh1e3DBZU3ngHIcN21aOhJ/z0MCckWWF9RDXkckFK1JaKkrFUpznxE+/eQCEz1w/vGacwiO0+fz82aF7OudccY0MEOhHHDGuu+LPI7dBuHn5MLz3za9xtUsIfpRCs+zB37l38D23sfBCJkDHvfbg1rqwNXtSSmnPyaZ07xI9tHpcWMAUufZP6xmup0/0Le8IRD/kgf6hlsyaouBMhXTWXZyRZ4yFPpezW7rCL/DQNeLaZfpL50dex77kgXt14H5kveqo0muRlr+EPaK3fXBrHf752teyx97hn4ze7Csc6ngs5vO21pfh659/x3cKP7d0oKNm0bA6DFWIlLtV5Mt+8KWjL4uHd8OguuiOaDJ9xeMvG+yH3fD1CLGe7ZKDBkYt9JSmukSO7Gw/bxbe2Rm40I/qUaGpdKxS9bXIALMkIr1A2jmRvkx1xHqD7efNQtPpD8m+RmWxS3Y/nzVTe6FRJg9arSS2SOseQG0tVbhi0SDFTssH58xQLGc7qU9lzMILjojHMha46UXe+Gy25KR/vcK1p5NGkr7LFyzoSFldObY7bnj+CwCBG43LaUdLTSlgzN5yYfaq7OxsY4EbeeTNXO78qC/PDwU6f12ivVgGIN+hlX4uXj9T+2jXQa11mDswOoUssDbGjrPn9g9bHyR+dsc2dQ6laYiKXU78dcngqApXgPy6lCHdyjCkWxmuefoz1WqL4mtet2woXvj0h1CHQe0xIjFdTCmVLvJ1HjhxHL77tR17/vCGfWadoVnd2K8pdoAWDKnFgiG1MY4Ol68j5clmY7BJPqNXLx2Cn3/zYs5fn9f1mnrZWEeQEU+1tUSEv/0dJ4DWwF6J+PmpKc2Lea6U5DtRkq+9j5DrsMtWftWio/Jcx2++/bxZcNgYtjz0keydh4Hp/rvEszvEBQtasOHud3U9pmuJC6+cPgXDz3si7PtXLBqEQXWlqI9RcEjrDJ5ayehIbuSgqf0WbHcdquue53La8dHmmcix20KDq9JrvbiedMWY7rIz83qIAdSYnhV44dMfQ9/PZd6EnjcRi4bV4Y5Xw4ORu1aNxsJr/qt7K4TIwXW7SvqiHnYbQ9cS5VQ/S6euqd3gnHYb+qnskRPLBQtacPCwQFTfo7IwbBYnFmkn+En/IOxR6RSJ7vRNwOGeU/Q3NIRrXhytVazpYZfTrrgonHOOrSuG49G140OdZ6fdhqYuhZjer0soJSteYtoA03BBUguoIoMFaZld8efSY06e3gvT+3eRnW7WMh0vZ1RjRVTVpquWDokKRqTycxyq+3bMaqlKqPhCuNSOEIs56lr+tlLTJVW5xD85T8Lums/6W/AyV047U7q4y12vEkm4kQsa+shUkdKCMSZbAET8VUrynLjogIFRP+9Wno8bDotebL7fgOpQCdx/SSoPNnYqwIMnxjfqLlZ0nN6/KzbNa1Y9/yMXZDMEOuNay0i7nHZ07xRYx1cgkwar5bTSev62NpRhTE/tVRhjqS3Lj5rpS4b/KK6HUhfrnH/8TxM0HSfyC4FSyFcujq6gGq8X1k/WFWwaQa0/MyqY9iY95Z12W+jeFu+9R0pvp1SsBqi3rLtIbmavtixfNcjpKEuvra16F+zz0P+Vn19M0QQCqY39q0vgctrDBpnk3ksjbkXic8SaEUslaR/w7Dn9AHQUTiov6LjeNnYuiLkXky2iIISWQSwtHHb1q7GlA51chw03ytxk46XUIb7jyJGqOxtHVulZJknJWuE9RdMuvXuRjz8UdoTVQuA2+A3qkE5zXwQA+JlHf5iOGq+eVy9d9FhVkhdVvrPY5YyqkKNk9ZQmzFAoKatlZPXpkydqKl8LdFQAkpupkTp+clPUfgNAoLpVU5zB2+1HjcRNMusK9FohyfU3UjJLNIvkFufrvTEM716O9yP2XEhGywMzr8rPLJfOesuK4bJ7dh0wVH6kP9bv3r+6GNNkFmevmxl7kbUesTrrWt5f8Wa1aW5/lOXnqA5Aqd3XNszuG6oSJ1WQG319XTE2/LOgZ+NRLbR0CrWmkNWW5eO2lYnvq6HXOd5luo4XFw6LkrUWSJxBiyyLrkTgHDYbw5yB1UlpjxWsCQ7AieddZIwvF+jo3eDTYWOqJfsjKQ1WtjaUhQr2xPK3ONK3AIT1dZ7xD0C/9pswuv0vUce9wZX33/qRR7dfy0yO9JqtlNrotNtC1R2BQL8osqJdIsxJTpUnbcuCIbWhQPCF9ZPD9gv6y+LBUVU4pV4W+uAxf+T5YEykY4uoxBv1c0NeJYmm9E1+ib28HLvsqJ5I3FhLxGK8qXK0Lq5T4odNc5W3DwT1ERgOYFT7lVjjPU5XG548aQKOlSnbqVYxSs3aab1kL7wMHZ0Itbe5oVMBXpOUoVZy7SFDcUtwcXGvLkX44JzoDcpiOWJsd0N2jtY7iyGlJXUukhjYqb1uKgIdaZ9G/OwodRTVOkCRn1O7xrzlYe1XaToOAB4QojulRZIAX67Z43t1lu1sj2vqrKkoQVQbThyHQ4NloqWM3r1crpy1aMeWNk1rFMW/12GjGxJa01iY6+ioEhf08mlTQiX/pQ5urQsLioye2NPyfFbeSX6F52Tc5p+Cq3xzNT/mdn/sAiJStx4xArce0VGY4aKFgTRTrQGM1quZYNSwbxroWuLCXatGR22gG3mt3LGlTXaGVo3NxtCjcyG+uCD2AnwgfL3d1L5dQgM5t6wYgX8fM1rxWCm5LRvUiNdQn2RVxee8Cr/DJbtBrt4sl1j3un8p7Isnkq51lBbzeWfjDF1BJCBfzEm87gyJYxP0ZJCuKy12OVCS5wwFgjWleWEDzbkOu2qRqIM9Z+FhQf/WC1pUFrnSd0bHKImWN2Uy75JdcidMZonbs4I7/27nNZpLKX7N1TcBLcdefIcK7IO+AKWxc6FsOs2FBwwIG90wymfnz1ZN79JqZnNXOO02PLR6HHp1KUx5yoKU2t5EscRzv3/ypIkxj0lFoBO57xEADO1WFlWWVitxVNjBteUu/65jNlWsECN18+HDQhX05DYhVEAoM+gAACAASURBVCN3Q4vHK6dNkZ1tjNc/jxqJ+Qq7xeuh57SMVWI+ktIeaQ67LRQUTe3bxZDfQ0pLRUIt64HM8qQwBG7k4GLfIgxovz4przG2qVNYSu5BwwKpTlquU4ypD2IN714eKn6QKYFOrN/izTOnYfGwbhhaXxZ2/j144jjMNiBNWQxGtM5+SoOrGw5rxfLR3UPfj3yKOxUChMi/XaxKm32Dpfqv983GMs96AEAOfJraq4XYV1Pqs0lncpNdyGG5TFVYcUAyFQP8kR7xh9+LD2qt1b2uFAjfM1HJwBgFl2I5LLgnVVWJCy9umIxz5zerBpppW4xAj8sOHoR73vxGdiRWi2KXEw+cGJ6vbLcx+ILTyZ3YnkSbqOgW/3T80z8JbjhxmP1RTY+xxbikGt2tzXXYNZf41kKcpTe6ulDfqsQWshphVnNXfHLuLN2PO3d+c2gvBaM5HeZcBmw2hmFxLN6ULsDl3j80PSbRYE5cZCouStVjZnNXfHyu/IaXUge31mFwnfJIXqXKhmzxGNFozLoRrf3QdzdOR2GuA+v+/Y4hryuSW0OUqJrSPHx4jvrfbNPc/qobU1rFHuhLqTlzv37YfP8HoaBaee+i+D1z8iTVWbOrlw4B50DjaQ+iKDd5ZfBTKdZMl9J62ETWIoscNqY79Vptn5vITDpxTWtLTUnY2i7pr6ylcEJVcEH5PuTjOSEwQxhrk8lID/iHo83+SujrjXP6oVtFPp76aDf+8dKXwXZpmKmW+V6+zlk0NXItCFWbNexVtGlqvwWD2XbMsL+meIzWNV5yqcaRSvKc+PS8WbDbGM594EPN7QQC1e3aBlRj64tfgqHjnLn0oEG4bvkO2ZtLVgQ6QCDtKpGR/P7V4VOwejvh8c/6MLgRrPuv8TkKoF5WWe1yqzXtIFl6dSnEsO6JVS6xMsYYchz6zwUtpbrVX1f5Z7Wl+cAvyj9PxKC6Urz19S/hMzph/07skv7BV7ugZUsqo2ZdlXa7V8MY0zQQELkpcrrQmlKZzH2bkiFWalBBrkM15TldrRjTgGl9u6Cy2BVWjlkrLeeDUjlkkZge/sppU3SnBFmVEQUF4vXp+drS1aQm9a4MW48spZSq5onY8kDvbNwJU3qGghEAWODeiM+5vtmsF4QWtNlfCV3zFw6tRZHLife+iT0gHWt/vluPGIHfPMkr82zW2hwvHHiXd8c1vjmStoS3RuutWss9naGjMuwbZ07DzMufxa69bk3Pf/XSjnU+0rOrINcB+H2yKR5ZkboGBNKujBTPbIPWikBAoJpbpJcFbSV7HUz9g2hEpy9Zezk8unaC4sWVJMe3P++NfRCAm3361zaJ1zw9FX/0BBMueDQdl8z0Ur1WT2nC0hEZdI5nRmZR2slT+Jy4eWIBJWMsFIjEs+bKyLGyymKX4YUmzOIzMdCJR2WxC5sl20tIA1ilRfpuX3jfQ/yVP9MYaFUWufCepODMG7wXfoH2maj7/SNwlz+86qN4/mg5i8R9iw4bVY/lku1IQu0rdqF7J/1FB+T6NN1l+qShtppwyv8BFy70LZa0Jb7nUXvYuGCqq/SyUl6Qo6tvLKU1kM6aQMdo8XT0I9cKqdWAl5u9+YTX6X5Nrc8t0nLe/PuYUZgos4cGSU/verXtAXKtZLRHq7aWKozuURG6aAYWcEeff2K5ysf/NAHTdOQna83fjifQEVPU5CrGJWLttF6hG2om6NmlMKrcM0k+pYp+x3tPSHFLwmXIkhrDmTmjkwxTZDbujQzmxAwRPf2lWLMqx07sEfU9cYuPG32zQxkwkcIzCdT/FpvmNWN+gmu7pSb06ox+EanzE3p1jt4sPfR/c4P7olxH1BYbRgw4iJkNekudiyKLW2j9TFGgE6ejx3d82F4XlEscqtkH5b17EhmBjpXilujodmtDuWm7c5P4qC2Iv19QrzQjsoHjfv+ImMeNbL8y9O+V4xqx7ciRoQv362dMVR0p6llZqGsU+XFB22LJeM75w4OLRdV2TyeBUdgnNBS9IMbaHLGZs0juXF/sOT3ZzZG8fmZ16I2idSsEqxIiOpVy1/HIY2rK8nC4zMxIIsRUxnPmdRSNUTvjQsFDsMEHuc9EO09tIZGp/brgwdWx9xeTe0//4DlxzdK+LOiv9il6d9OMUHERcVBb6x1U0x5kcXQf7z9hbNTeXl4/BTpJtWpij1A0PtS2XfXYrb5puNsfvaDzH37l0shaK6zJ4Zz+rKTDOxun4+w50ZXERFqLNNggYFOwCqAauXNXvLAZvU5jO6/FEzJpnpHi6XqZvV6NkHjIDXS9pDHtWWmWiCRu0bA61X1GrM4bNXoefZ5FzujkOuzYOFf53qPXHUd1lP4fUNtRFU2856gNaIkz9K9wbZ8FM8ilrvV1/x3rvEfpfq6DPWca0qbhwTXTRqbTxXNrbY6YzakozEF1qfJkgRT1iBOkpRLWVXnH4H3ePexEOX//FrwlKFfs2RmjRHSyKFV+Iemr2OVU3fNjoMZd1m1M0FQQQ7zZDJcUlZA+alLvytBGckZsShhrtuYu/zjdAwflBTloG1CNeYMyd5NCs9BkcHK12j4J+9rGtM9oxtpQWQsr7epuJTYbs3RJ8li8EYUGIju+M/t3TcqmrmN6dlSHHKlQKVLuviT2pcV2LhvVsU5mF09u6ehERQYC9wlj4niW+C607yhuFaLt+dTT7gK/WIXGDWfV/k5PnjQRdx6tbSNmCnQSVKxhEZV4zkpPXrFevBK3pJTUkhHqG4AqvZ4Stc1LZzV31bQJJ8kcWtMQ7RA0dZjEm85psztGzqSBVo7Dhhn9uwII7DCtpeyomlhtOsm7CgJsuospDKorxRWLBifSNCLj43NnUQCZRCX4LezrwNU+9ue2T9ciHDM+ev2DHh9tnomTp/dO6DmINR01vhFXLla+Hl67bCjO3K+f4a/bpUi+rL50xt2roYCwtMiNs6IbGtq3hb6+5MCBCbQwsyjNtmivuqb8M3HCb9Nc+bTbSD+jGJ8d943sz0rynJozRCjQSZCWv724SZ7Y2bv2kCFh066xnL9/S2jzNC1idfzEQKeiICdqRooxlva5xEQfrYGOP+YOTQG/yuzbUZqfo7qR2Iju5WG7TuuhdbTaT5c7S3DabRaqgZd54k24zHHY4qqyJuVy2hN+DmJNlcWusBmblP2VFV5IrNQ1xX0xDvBsDPvZHp6PnVxcWxL9BLOaw0tWa02BShVT17kpBTpxPNVxk8IHTsTgVKl0v1wfwIjzjO78CdIS5d5+5Eg8eOI4jGwMpPLMbK6K2bkUg5EFQwKVP4zOnS7IteP1M6dh64rhYZUsaF1C9tFaAeVr3kVTCpgvOLoWeS51LVHe8PKUmX3w/KmTNbUjktYz1sgdtgmxqsjAP9Yl/U7fBADm7eFB0lNDHGWW4+G0yd9zxC1DPuM1oVR/8VQf674ch3g2KD7n+ll9cOLkjqUDGVLBPKnieY8aOwX+RhN7a1uKEW8fIBYKdBKk5W9fkOtAv+riqPJ8ailkYonFrgbvhh543fDO7SSNJyHJTHpKPVotDB7fq7PmGZ3vuHx+N0m90T07ocZio6iZRm1dntSZvuU42rOGentEl5VjuyftuQtyO0b8tZ7HUm+cdyDePX8hgOjTes3UQJXcftXa1qaaId7yy8kUT8lrcaB+aowtI05r64uNc4xPexRRoJMgPbXFG3WMgFQWxb9oUS2AEn+utLOx1TqyJPkYA+71j9Z6tObnTcW5NDSi1r+av/n3U/35zb4ZGNB+PQD5vRqIcQ5qrcML65MzepdNpKXcI2mZnV/vXQk3cvCIMNzIZpEskKoURac9vJuqJenEYbfJxu1dinMxKljQYHo/7fu1pdJ7m2bo2jQ7UQe6zwr7Wi5tbnSPCkzT+H6F71fE8M+jRuLA1kBGUll+Dm5bGb1FxaTelTh8TPICZwp0EqRno7z6ioKwhdcFqhtjyX+ax7svi/k6WtYijOnZKep7f1k8GN0raOO/bLSXaxtdT3QPJjPFSrvbhzzsQQEqi3KxclxjilpFSPz+h+hZSj2f0T9SvJ8IyRypuBNsXTE87iqNcoPQL582FSOCgY40ULPSDIrShqnnexcn5fW+5OEBjFwgue3IkYr7dsUyorEitFEoIN/3lHr7bKWqb/GjQCdBx05ULhEdi9rIhNI04Vc8dlT9fLdjVX9+7vz+4dVTgh/yuQOraSFpltK8GZiOeZpUnUlGB1+RI4iEpCOzd1cnmU1PNoteYt9Iy/YdYY+L85wfWl+GrSusOavZszKwzuVnaC9IJdrF9afnqQ/Ax5bodackopKxEecZ3dETlEhgoFRZ4ydeqKtDGelLl/qOuH+U9U7qRYqkHwf8hj9nqtIgI8vpytGzHoQKcpBMoKVyk7RjSHcEoocVz5d4Ax27jekOqlJFT8nu/d2b8KVQGfq6kv0a8zGRV4l41kRJqXUt9dxZxT2nXM7EwxQKdCxokvvSqECnLN+4FAO/S/u6BpL5OAcOdjyt7VgL3t5G2z+IeYxC4R5CMo7cvm1KPJL92mjsi+iRqvNF7TRePaUpNY0wwcGtdQA6NljWcu99kzeF7cGo1SunT8HkPpWxD0yhToU52LGlDVUleXjldOWtKbSg27+ZFD7Bv6IQkeMl+w+uwRltfeUfoMO1vv003QAJyTbix8Jupx4fSV96BiOkA2pKBWoIkePxC0l7bq1n4tppvZLWBrMtH9sAAOhXVQwA4Fzf5zNWpbMODJVFLsMyGZJxFalU2DRWq4QCHcZYOWPsMcbY9uD/ZacKGGM3McZ2McbeS+T1Mk2/gco5oYyFn3Q2G1Pdh0Q7upkR/cSFkHuhJwUsWa1JrtuPHGl2EwiJ23/8o+J6nNU2TSTWlhesDKZnM3OtpLeOyPtI5ExSa31Ht7OqxBVW8CmWGw9rjaN1qVUR3MBd0N1303YDFgdGZjZ3xfDu5TpfIz0kOqOzHsATnPMmAE8Ev5bzdwAzE3ytjFPfa4Diz8QFXXIf+NcE9VGM2LnZadoDJUmhJQXhMy7uiK39YmtMYG6MSb21TcsX5jpQW5af5NYQkjzf8kBVIy1XeemMTg4V4SA6FLn0p0jFw+kIv+csGtYNt0gKB0jP80l99JWMtvJgnF1yY146opvux+v93Q4e1g13Hh3fIImUFdd/J3plmwdga/DfWwHMlzuIc/4sgJ8SfK2sYmPRZ6n4nQ8F9ZOec+Bx/2D5nyXaMJKVtKbDHO85AQBw3KQeltoQ8iyNCzqtd4kmJDUclLJJLOiEyeHrcPJy7BgvKRwgTbka1hCeVFTscqRtSmbPykLctSqwv520PLNWavHGoZ5TQ/82uk+o9LKb5vbHMRPM2Z8u0UCnC+f8OwAI/j/h1UyMsaMYY68xxl7bvXt3ok9nccpnYrFLucRfrE4nB8AV/rQvCcnbfZakJy0jP1oCnfeFetwvBEaErFba1mG3IT9H+WZxhW8B/uGbTpEOSXuhtWYaRlbFI/YbUIV5g2qS1iaSuexJDiQKcx2hEstyjhzXiKPGB/Y9i1xf+c7GGXCozFRaeeCXMYahwbQ8xvQXAlK7rz8rDEykaXE5bHQDemtMc6yvyMewBuPS6GIWzGaMPQ6gq8yPTjesFRKc8+sAXAcAra2tVj4Pk2ZUY4XsKS2OXCTypjwjDMQJWfmuEiVHjOuOz1/tikbb/xSP2c5jd4KsHiNUl+YBe+R/9n/+MdiNUkxvjN6AkZB088RJE8AATL7kGU3H/3XJkOQ2iGSkh1aPQ2m+8SlsetKuZrVUYVZLFfAK0FCub8NzI0oXpwKDvj3sgEA/caz7cmx1Xogetu+S0i454vjKW2dNi/s5nlk3yaDWBMQMdDjnU5V+xhj7njFWxTn/jjFWBWCXoa0jYZ1Hrz9won8eWi8RbqlnA14QWjBV4fMgra9OiKimNA/Psq5ohHKgs5PHPnekF2ILpumq7rAttl0cGSQkXTEAPTorj4CHH0ujXiR+fYMVwaxC7/qQsT074bG145PUGuO01Jbg6Tget5NX4r9Cf9VAJ1m36sIENx41UqLh7H0ADgv++zAA9yb4fCSC9DZUEEy9ucUvHym/ILTIPKrDb8GKWZE/nTeoGsvHNMTfSJIBEr/c7ZbswlxbZp31OSK1dDrq8JFMcfnBykVuIn2mMGhGSDZgjKGpi/FV44wWT1qpmAFkT8Jm4GrEYNNKRQkSDXS2AJjGGNsOYFrwazDGqhljD4oHMcZuB/AigN6MsZ2MsSMSfN208E/fxLgfa+/aP+p7M5sDGYRK629Eeqtt9OhciLPnRL8eyR5ypStfFvqE/h3rmrXUswEneo8HAPz5wIE4KLjZmZWo/Q4U6JBMUVmUq+m4dwaehQ95fZJbQ0gKWahzbTbxjlbLfjC1HVaQUKDDOf+Rcz6Fc94U/P9Pwe9/yzmfLTluMee8inPu5JzXcs5vTLTh6eAtHn+FiQFzT0BD+7aw72mNkJW6bNf69gv8nPp0JEJxXk7U96SLH29bOUL18S8ILfgFgZGxwly7pUZzRGpt2ssDJaWba0oUjyHEasS9TKS0Bu3/q4k/h56QZIrcIkPTZpYjjgE6Ze4Goj9A/d50uW8BesvMTr0q9I763sTeHVXrsmGQLz1WYqWhx/xDYDPpBFK6KNwnjElxS0jaYNGXgrCdmHWcygUWys2VUgu9vkc5zp3fDJdMx5EQq3rzrGn4hUcuwA4/05Vy5d25gf12hnQrTUbTCEmtWRcCTuulTBvlZTZI9ee/OUpRkNtx/xK7gYIJ3fyXNkxJejU+PSjQMcBWX/TI2JHek/G80IxH/UN1P1/sDT+V5efYIWR+gE4M9j9ndKrZd+go76j1lHp23SSM7dnJoFbF7wzvcgDA9b7ZMY7scPAw66XbEaLG5bTjFx5ZeKDj07pgSA1WjO2OHVvacIF3sexRp7fRlgOEWN2FB7So/pwhPGtB/HzHCnT2GyBXVDkxVtosHKBAxxBn+w4P+/prITAt+CXviqO8Jyk+rm+VMYvgFrg3hn1NcQ7R6/hdc6K+d753KQa3X4sB7derpjtKq/l1q8i3RNqaD4GRrfN8h2g6Ptdhg5N2hidp6BNeG/Y1gxD696UHDcKfpgXSeX5C+P1GUzoQIcQSYu1NZ4tYaVtVHAg2Yn3KV09pinFE+qM7uyHi69jVV+ir+a6FTUMnk25wJJLcqI8HdvyMYuxBAQSVc0bvRmZGUjrd/XRpI1niNO9Ks5tAiKGoixIf6RrTTfMCBabkCg1JmT8smXzUG0gC6Wf09TMUtyFKmn4Wq21P0lX0NLgcM+9JSjdEgUdf2lSrrmXD1Z5kpMhFykxDL3GZZ32ymkMIMQHjHGundhRjENeb+iG/7nSS+5LgvzI/qqRAJ8kqCtVLfR7tWavr+UbJ7Nz+Pm/ARd6DAAQ6bKfMiK6yIZX5pzXRa0of9Q1BrTwL+JoQXWlHbkbHobI48sz9aJ0CyQwUtJN0N7x7OQbVdRTJGFpfZsm92VIp1tptpeppStkNX/CqwPNa99ZuGGuWR0pzid5nSmVK/YquO3QoWjY+GvY9N3JwtX9+6LVtNoaqEhewT/451Dp8JDvVVxQAO5R/Ll4LV09pAl6I/FngfDpibPektE0NY/KBu3S6/oX1kwFAtQrM0hG0nwjJDP6SBl3HU2BErGbr8uFh1/ULFw7Iig55MsRK4+ZZcAGgGR2TyX12Lz6wY2drZ0TnrMjlVH0+cSF4eYF8sDS6RwWG1pfpayTJeHYbMNZ9Rdj3pGtvmioDlZ3kguRHhGEAzJkV0XLzqykNjARaqdwlIUkjUyo+6hCa1ycWZrOxsOs1Yww2un6reoK3ys76yK2/Fd/Jue7N8Bd0SXLLzEeBjsnkFnKLwcz/HTcGx0zUt+moGJx3nrNR9ucDakstURWLWIuNMezi8vtpdCnORW1ZYENNgQN+Hn7+PO0fhLtWjUp6G/WQK29JI4IkG+i9vNPdgJD09w3rKnuPU5vReYf3UC00lCko0LGwQXWlyM/Rl10o3rScteqbSxEixRjTVD2Ng4eOe9EfmMEpYH9gaH252sOSpl+1fOGNIpn0z+6djK9ySIjVxCpDK+IcGNOzAo2dI/fhIYSkm8riXNl52nv8Y1UflwVxDgU6yfAX//4AgI82z0z5a9NsDYnHkeO6R6WziF9JO07Si+KvCAQObwv6Zh2NNK1fF3QtVi/4ITp/gfqGa4Skq/v9I0L/1noLYAy4beVIlOSpp0MTQqyvIMcBznnovixyI3rQT6zIBgA5WbB/XOb/himwLqLK2b/8EwFou+EcMtLYRdAU5pB4xKoOKOrVpSg0oyMGRj9GlLdNtVyHfPnMSLQhKMlUx3tX6zr+DaGJ1qwRkkFsNgaHzYYjPScBq99RPfb8/QODfiO6l6NMYT13JqE7vwGWj2mQ/b7WFAJCrMCrUG9fDNh3bGlD24CqFLZImzd7nSjzXe2XtlfYgNgHEZJB9iFf0+bShBBriJVixgCU5DvxfyfPAcrUB9DF4KbIlR2FlynQMYDSyJiW+8jussTW0jzlH6j7NQmRw2FDQ/ttkq/lT6aOlDZrJPd+XzY06nuCjse/W7fEuMYQkmJ3Hh1eCETrPYACHUIyh9gNbaC1qFEo0DGAw9bxNgqSilRabiNue/hC0Eu9B+h67YebL434Dt28SCK0FCSw1jkmCHIBl542Wuv3ISQZpJtND+5WihHdzSkgQggx3oRe6pt+ZzMKdAwgndGZ5rko9O94CgP4dP5J/JJ/N3YqCNtNWA4N4pFYxGA91xE4F5VOGSufSm4mv+boWT8VJCCZRes1vaKg4zNxRlu/rMjNJyRTxJqpWT21Sfb7IxtpQCM7EvRS6DNeE/q3tvtPgt1FyWD2I2vHq6YjrJ/VB7ObrbfGglhLKDUtuPHg0qiCGWIxAj0JYqn1nmswprovin0gIWkuzxm+tk5Ludj6ivwktYYQkgxDusW30XthLnXzaUYnibSMtPGog2I/SFoOULrZk9NuC5tdamjfFva4Yyb0QDe6wZEYxNQ08VQ6blJP2eOsMqMj369j+JTXyhwb3Wqa5STprLmmBE+eNEHXYzpprLJICCHpjgKdJIpvTxt9C7zN2qiRZK5Q+WiF8/c07xE43bvCMsUI5Gm/tH1SOCyJ7SAk+bRs+snobk8IyUJ06UuSHVvaNB0X18JuyUMObK2Lefhj/qGY6d6i/3VIVlOK0+8SxuM2/1TYLBzoKLVM7vMmMJraJ5nP7aLFyoSks6M8a3U/Rksqa6ajQMdkPOos1JLvFv2tA4dGp+mIfkcuPuLd9DWMZC0heA5KFy9HctiZZWZ05C/klI9GiNT3lWPNbgIhJAErDpKvyrvac6ziYwTO8aQ/sW1M0h0NZZrM64/8jr7OI2MMT508EfXlymtvrNIhJekiECRctXQIcvOLFI/IlPOKNvYlmURpBDc/xw6BM9hYZnxuCck28eyRk5/jUN4TL0suBRTomMznD69cxeOYZOse4+T3wKn7OQkpyc9BeWme7M84AJuFq67F2uxUigp0kEzCFQYg5g6sBr83xY0hhCSd0lDd43+agFyHDZ98lNLmWA6lrpmssTJ8xHxyv66GPv+HQh0e9w8x9DlJZrvSNz/2QRyWWaMj14rzFwzQ9NirfXOwakIPYxtEiAneFOSrI4ocdrrdE5LWdBa46llZiHLaL4sCHaO9uGGy5kIEADC2Z6ewrzmzKxwpL1Zlt1meC/GwMFzXc5LsttU/A4D6KhcOYB/kZ3usoFtFPopcsSesL/Iths1GqWsk/Vl5XytCSOIY98l+X23IsSDXYZEhSfNQ6prByvL1Rc+RcQrXUAP0iHHdgZe0PX+Ow4bloxvwt2c/19Uukr06NgxVDgA45zjZezTKfPtS06g4rBzbiO9+/cPsZhCSEpf4DkIv9jWWZXuvhpAMxbixgxnZsoccBTpWo2FG59SZfUKBTqwZnZGNFTh1Zh+cMKXJiNaRLKCl5LnAgT0oxB5eiO3nzUpBq/RbPZXOeZI9nhMG4DkMwCFmN4QQkhzZUj3AYBToGGg3L4Z8jSrt9KauqSUYLRtZjwm9OsNmYyjMpT810UYsL621GpnT5Nz/6BLthBA5gUEM+rwQko6Ywr3OKutlrYrW6BjoTsxAriP+t/QS7wH4rEr7+p5YNs9vxtR+XQx7PpIdQjM6CrOFmTTdPY0+HyTDdClW3v+KEJK+uMI6PAeL2qdE2/NlSXxEgY6BhnQri5lKpuY/wij4HPrqpGdQn5NYREegI/9zWxpHOpFpedQpJJkmP4dm7wnJRH6ffEATa0ZHSzp6JqNAx0hxnEvSPiOD9tHyu/xjo5+AkBRI5zMu1xl+yaPNQgkhhKQFhWIEdqq4qIoCHQuxQ/v040neVQAoziHG6lyUCyF4WVCanUznGR1Cslm2j+wSktYUAp3fOWUmqKFAx0IcuqJyhmM8a5LWFpKdpEuVlbpEBw+rw4IhNSlqkcGyJCeZEEJIhpFZVDPefRnuFUab0Jj0Qcm8JpOmzjggvxmUEtoIlBiNsdijvpvnNwMA7n7jm1Q0KaZsWVBJSKLoo0JI+vKUNkR97ytOBXVioRkdC/mel+lOLEik+AEhcsRAh9nULw9Oe/qde3k5gfLtHq63jDshhBBiHm6jFLV4UKBjIbtRZnYTCAntoxPL8O7lSW6J8QbWlgIAvMHJbBonINnEbqMTnpB0JVD6Qlwo0DFZVEdLY89rdktXvHHmNOMbRLLWtpUjcMGCFiC0YWjmsQdnqTLxdyMkFjtF9oSkrfjDnOz+3NManTR19dKhZjeBZJjRPTth+/d7O74RY/QoPUszB34nG5XjJIQQkkZoQic+FOgQQkLC9nVisTYhs85Vd713JaoqyrB6z8XqBwbvFOKvmY6hGiFx6zcP8P5hdisIIXHh+IUXoJT9Fvbd21aOUH1Uab4TcCezXdZGgY7JojLXQz9m4wAADfRJREFUTGkFIdHSZcaGg+MO/2RMLOuMo3/wItcO/EXDowCgJD8n2c0jxDoOuNHsFhBC4hTvjI50bd5Y9+V43qD2pAtao0MIkQhcEMe6rwAcLpPbot8jwnC8XTxR5QgxdS3w/+Mm9Uh+owhJgZaaErObQAhJIoHLb/8QOwDqeMyPjipjG5UGKNCxgIf9w8xuAiEAgOpSF1pqSrCTd87MimSh1LXA/3MdVGaaEEKI9RW6HKF7V7yeWTcRAHDxAQNw8ozeBrTK+ijQMRljDO8L9WY3gxAAQH6OA3cfq22XZassjIynHdf724BRxxvfGEJMsmpiDxwzgWYoCclUNaV5st/XOih5gPssFLmcAIADW+vQt6rYqKZZGq3RMRAzoOeXkaPoJK2k2yloi+NDc6FvMVbNaEtCawgxx+yWKsxuyb60FEKyiVzqmlav8T5Z2cekGR0LEE/cioKc0IaGhJiFabwSWuWCecjIemw7Ur3qTIfAYERRLo3xEEIISS+P+4fAXTPS7GakFQp0DMTj6PkxAH8gUPnp9TOnoZkWlBKTiQVaYp3OVkldy8uxY3SPTtoODjZ6Yp/KJLaIEEIIMd6B5/4HniV3h75ePaUJg+pogFwNBToW8JjQivv8o8xuBiEAtM/oEEIIIcQ8a6f1QoGODIVsvL1ToGMyxoCveBec6D3B7KYQEsYqMzbGCvxSPDN/OUIIIRmOMX1dd+m6nnTZH89IFOgQQjICi/g/IYQQku2ycRZHigIdQogs6W7K6YDmaAghhGS6RO7M2Rj0UOkhk9F6CGJFO7ZkaOnlYMoaBUWEEELSEUtgEDIbe5wJzegwxsoZY48xxrYH/18mc0wdY+wpxtiHjLH3GWOrE3lNQghRs2qi2qaJFOIQQghJf4d4Nmg6LpG9dzJBoqlr6wE8wTlvAvBE8OtIPgAncc77AhgJ4DjGWL8EX5cQYjKrruc/eFg35R92H48vBSotTQghJD2JBQV+4kX6H5uFWUSJBjrzAGwN/nsrgPmRB3DOv+OcvxH8914AHwKoSfB1CSEkjKbL9/h1mOC5nCZ2CCGEpCl9wQpT+He2SDTQ6cI5/w4IBDQAVIdKGWMNAAYDeFnlmKMYY68xxl7bvXt3gs0jhBBCCCEkMyQyKZOFEzqxixEwxh4H0FXmR6freSHGWCGAuwCs4ZzvUTqOc34dgOsAoLW1lcZdCSGEEEIIIbrFDHQ451OVfsYY+54xVsU5/44xVgVgl8JxTgSCnNs453fH3VpCCFFQXpCr+VhOuWuEEELSWDxFBmiNjn73ATgs+O/DANwbeQALvKs3AviQc35pgq+XsZ4/dZLZTSAkrW2e3x8vbphsdjMIIYSQ5MnCYCURiQY6WwBMY4xtBzAt+DUYY9WMsQeDx4wBsAzAZMbYW8H/Zif4uhmnQsdoNCEkWn6OA1UleTGPK3Y5MKRbVCV8QgghxPL0xjnZXl46oQ1DOec/Apgi8/1vAcwO/vt5ZGehB10oQCckNd7ZOMPsJhBCCCEp8XluX/T+7VWzm2GaRGd0CCGEEEIIISnAdHbdHy07GM3um/DcKdm5RIICHQs4ZWZv5DroT0HSCy3oJ4QQQlJLzADSm5JWV56fhNZYX0Kpa8QYx07saXYTCCGEEEJImrj0oIFmNyEt0DQCIYQQQgghaUAsEV1RSEWstKBAhxBCCCGEkDSiNXEt22tdUaBDCCGEEEJIGujY9FPbOtlsr+pLa3QMJDC72U0gJGXG9uyEXXvcZjeDEEIIyT6M5iq0oHfJIAvcG/Fm9RKzm0FIyhw/uQlPnjzR7GYQQgghWSM0QZPtUzUaUaBjkDd4L/jsLrObQQghhBBCMhyjGR1N6F0ihBBCCCEkDYT20dEY6LAsL0dAa3QIIYQQQghJJxoDnTkDq+H2+ZPcGOuiQIcQQgghhJA0EKq6pjHQaRtQhbYBVUlskbVR6hohhBBCCCHphIoRaEKBDiGEEEIIIemEihFoQu8SIYQQQgghaYRneZEBrSjQIYQQQgghJI1w2qReEwp0CCGEEEIISSeUuqYJvUuEEEIIIYSkEWajLrwW9C4RQgghhBCSRuw22iFGCwp0DNSrS5HZTSCEEEIIIRnO6aA1OlpQOGiQHVvazG4CIYQQQgjJAjY7BTpa0IwOIYQQQgghaaTQlWN2E9ICBTqEEEIIIYSkEeZwmd2EtECpa4QQQgghhKSLjb+a3YK0QTM6hBBCCCGEkIxDgQ4hhBBCCCEk41CgQwghhBBCCMk4FOgQQgghhBBCMg4FOoQQQgghhJCMQ4EOIYQQQgghJONQoEMIIYQQQgjJOBToEEIIIYQQQjIOBTqEEEIIIYSQjEOBDiGEEEIIISTjUKBDCCGEEEIIyTgU6BBCCCGEEEIyDgU6hBBCCCGEkIzDOOdmt0ERY2wvgI/Nbkca6gTgB7MbkYbofYsPvW/xofctPvS+xYfet/jQ+xY/eu/iQ+9bfOo5550jv+kwoyU6fMw5bzW7EemGMfYavW/60fsWH3rf4kPvW3zofYsPvW/xofctfvTexYfeN2NR6hohhBBCCCEk41CgQwghhBBCCMk4Vg90rjO7AWmK3rf40PsWH3rf4kPvW3zofYsPvW/xofctfvTexYfeNwNZuhgBIYQQQgghhMTD6jM6hBBCCCGEEKKbJQMdxthMxtjHjLFPGWPrzW5PumCM3cQY28UYe8/stqQLxlgdY+wpxtiHjLH3GWOrzW5TumCMuRhjrzDG3g6+d5vMblO6YIzZGWNvMsbuN7st6YQxtoMx9i5j7C3G2GtmtyddMMZKGWP/Zox9FLzWjTK7TVbHGOsdPM/E//YwxtaY3a50wBhbG7wnvMcYu50x5jK7TemAMbY6+J69T+eacSyXusYYswP4BMA0ADsBvApgMef8A1MblgYYY+MB7ANwC+e82ez2pAPGWBWAKs75G4yxIgCvA5hP51tsjDEGoIBzvo8x5gTwPIDVnPOXTG6a5THG/gSgFUAx53w/s9uTLhhjOwC0cs5pjwkdGGNbATzHOb+BMZYDIJ9z/ovZ7UoXwX7JNwBGcM6/NLs9VsYYq0HgXtCPc/4HY+xOAA9yzv9ubsusjTHWDOAOAMMBeAA8DGAV53y7qQ3LAFac0RkO4FPO+eeccw8Cf/h5JrcpLXDOnwXwk9ntSCec8+84528E/70XwIcAasxtVXrgAfuCXzqD/1lr5MSCGGO1ANoA3GB2W0jmY4wVAxgP4EYA4Jx7KMjRbQqAzyjI0cwBII8x5gCQD+Bbk9uTDvoCeIlz/jvn3AfgGQD7m9ymjGDFQKcGwNeSr3eCOp4kBRhjDQAGA3jZ3Jakj2AK1lsAdgF4jHNO711slwM4BYBgdkPSEAfwKGPsdcbYUWY3Jk00AtgN4OZguuQNjLECsxuVZhYBuN3sRqQDzvk3AP4M4CsA3wH4lXP+qLmtSgvvARjPGKtgjOUDmA2gzuQ2ZQQrBjpM5ns0SkySijFWCOAuAGs453vMbk+64Jz7OeeDANQCGB6cficKGGP7AdjFOX/d7LakqTGc8yEAZgE4LpiuS9Q5AAwBcA3nfDCA3wDQ2leNgql+cwH8y+y2pAPGWBkCWTjdAVQDKGCMHWJuq6yPc/4hgAsBPIZA2trbAHymNipDWDHQ2YnwKLYWNO1Jkii4vuQuALdxzu82uz3pKJgK8zSAmSY3xerGAJgbXGtyB4DJjLFbzW1S+uCcfxv8/y4A9yCQ6kzU7QSwUzLb+m8EAh+izSwAb3DOvze7IWliKoAvOOe7OedeAHcDGG1ym9IC5/xGzvkQzvl4BJYh0PocA1gx0HkVQBNjrHtwJGURgPtMbhPJUMEF9TcC+JBzfqnZ7UknjLHOjLHS4L/zELjBfWRuq6yNc76Bc17LOW9A4Nr2JOecRjs1YIwVBAuGIJh6NR2BdA+ignP+PwBfM8Z6B781BQAVW9FuMShtTY+vAIxkjOUH769TEFj7SmJgjFUG/98NwALQeWcIh9kNiMQ59zHGjgfwCAA7gJs4//927tf1rjKOA/j7rdtfMEXWBINBTUvTsmJaEGTVYDKI/4DFFYNiEwyCwsAfIIpF9KsGMRrUyZcFixgUbZaB6GAfwy5YhSHPPYfXCy4cLk9433TO+57n+cyNxbE2oe37SS4lua/tL0lempm31qY6ek8keSbJ6eGsSZK8ODOfLsy0FeeTXDtMJLonyQczY1wy/5cHknx859kpZ5K8NzMnayNtxgtJ3j38efhTkmcX59mEw1mJJ5M8tzrLVszMN20/TPJd7my9+j7Jm2tTbcZHbc8luZXk+Zn5Y3WgPTi68dIAAAB36xi3rgEAANwVRQcAANgdRQcAANgdRQcAANgdRQcAANgdRQeAZdqea3v98Pm97a+H65tt31idD4DtMl4agKPQ9mqSmzPz2uosAGyfNzoAHJ22l9p+cri+2vZa2y/a/tz26bavtj1te9L27GHdhbZft/227edtz6/9FQCspOgAsAUPJbmc5Kkk7yT5amYeS/JnksuHsvN6kiszcyHJ20leXhUWgPXOrA4AAP/BZzNzq+1pknuTnBy+P03yYJKHkzya5Mu2Oaz5bUFOAI6EogPAFvyVJDNzu+2t+feA6e3cuZc1yY2ZubgqIADHxdY1APbgxyT3t72YJG3Ptn1kcSYAFlJ0ANi8mfk7yZUkr7T9Icn1JI+vTQXASsZLAwAAu+ONDgAAsDuKDgAAsDuKDgAAsDuKDgAAsDuKDgAAsDuKDgAAsDuKDgAAsDuKDgAAsDv/AH7P2XYW5OTdAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.357543Z","iopub.status.busy":"2024-05-14T13:41:18.357087Z","iopub.status.idle":"2024-05-14T13:41:18.543854Z","shell.execute_reply":"2024-05-14T13:41:18.543017Z","shell.execute_reply.started":"2024-05-14T13:41:18.357497Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf1 = librosa.feature.melspectrogram(y=yf1, sr=sr, n_mels=64)\n","Df1 = librosa.power_to_db(Sf1, ref=np.max)\n","librosa.display.specshow(Df1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.545296Z","iopub.status.busy":"2024-05-14T13:41:18.545003Z","iopub.status.idle":"2024-05-14T13:41:18.729018Z","shell.execute_reply":"2024-05-14T13:41:18.728166Z","shell.execute_reply.started":"2024-05-14T13:41:18.545260Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf2 = librosa.feature.melspectrogram(y=yf2, sr=sr, n_mels=64)\n","Df2 = librosa.power_to_db(Sf2, ref=np.max)\n","librosa.display.specshow(Df2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.731257Z","iopub.status.busy":"2024-05-14T13:41:18.730824Z","iopub.status.idle":"2024-05-14T13:41:18.766948Z","shell.execute_reply":"2024-05-14T13:41:18.766105Z","shell.execute_reply.started":"2024-05-14T13:41:18.731212Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yf1,rate=sr))\n","display(Audio(yf2,rate=sr))"]},{"cell_type":"markdown","metadata":{},"source":["## PCEN"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.768577Z","iopub.status.busy":"2024-05-14T13:41:18.768244Z","iopub.status.idle":"2024-05-14T13:41:18.791948Z","shell.execute_reply":"2024-05-14T13:41:18.790857Z","shell.execute_reply.started":"2024-05-14T13:41:18.768543Z"},"trusted":true},"outputs":[],"source":["Dp1 = librosa.pcen(S1 * (2**31), sr=sr, gain=1.1, hop_length=512, bias=2, power=0.5, time_constant=0.8, eps=1e-06, max_size=2)\n","Dp2 = librosa.pcen(S2 * (2**31), sr=sr, gain=1.1, hop_length=512, bias=2, power=0.5, time_constant=0.8, eps=1e-06, max_size=2)"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.793723Z","iopub.status.busy":"2024-05-14T13:41:18.793309Z","iopub.status.idle":"2024-05-14T13:41:18.973966Z","shell.execute_reply":"2024-05-14T13:41:18.973138Z","shell.execute_reply.started":"2024-05-14T13:41:18.793691Z"},"trusted":true},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0oAAAFzCAYAAAAAMPmhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9e7BtyV3f9+u19z7n3MfMvVfz0ujJALJAIBmBMIRXicKUy7Ed2TjkUWXKSQiknKRsqLgChD8wFVeFiklM4vxhKw4OFaeoQGwXMQQIFhBigwwDSBpJo+dIGs3r3rl37vuec/bea3X+WP3r/vbu71776HH1uPp+qqbumV5rdffq1Y+1zunv9xdijCaEEEIIIYQQotB9visghBBCCCGEEF9o6ENJCCGEEEIIITbQh5IQQgghhBBCbKAPJSGEEEIIIYTYQB9KQgghhBBCCLGBPpSEEEIIIYQQYoP557sCd4sHzxzE154/a++/ONqfL4db7UmhfCd2NjMzs2hDThvi2k+Ei8b8YhwgbWjOC2FGzjNyXiDnMcv2Nm0xO2tmZjPby2mreCfVvT9hnacJoe0iMef9mVjLYxt0Kd8IR8PmaVB/Wdp/dsB29IbuyPEv9PZm93HStM+0vM9Gfp8Lpn4ndrK5YFe+J5/LPlXa+Zfz6ZTFnhtLO9mcfJKyqjk1zXmxymtq3O0qM2z8++nmc5IyGF/oc8UuPhvj+LPVD+PEsc9Wuaz8qXzYebvqx+ZfxknLnbr2s3Xe55IZSetJGmPXGv6ZzO0nKeuznffn87nEyzHGh9iRe/ZD6bXnz9o7/5M/b3/yZ1ZmZvaJw3c258xnp/LP+7P7zMxs1d/OaXeWV8zMbNaVDxH/eFr3d0raMP4cwgLyHvPrhyMosW/Om3UHKb+bOY19XMV4nH4qg+Ch+77RzMxeFl6d055dvcvMzA5XV5v8sIxhOLZNAumk8/mFJm3dX08Zl3pGNrD9wye0+fK2OsxpXdhP55X7XfuzSc8gnnhhwPbsSNrmMTjO4oyR+6HnMUL15bc9v52THXvxnToPjpGXM2/nrjsFpw3p3xXJl5ULL82pL9XPqD3vU7430s7VfZByp9Is4CJ1skWFjU82dspB8szZcXqMLaLIVD8t13bd/tYc4rAsP+c2KvcY8i+RcIx7fyn5zlLfWcMcavmXTZDkZUQyZ0BbebkGHxa5L5JrTz4fQHHs4yXPOaUfsnI/1fK8jMX8ZZDv2D5DPIY0Mu5SubvK9DICPPv8i63PoO51GWR80g++Lz7KvPBpvLB9Bm3A5g/Ph84tZE75jJ4plDGVDzuP16/0v/JLY+zP0/P4VLmMybrsOi+wDwy/YHqOmlz3sQ3yGtTmN5vd36T16+vb88XqkTWtm50ux9PcPvl+ZrbjHcTnI1wT2Dg54bpNyvK8d/Z1xuR71MT5m8m2+sS2S+7ZD6Vb1xf2O7/2qH3bqfFD5LH42nzsor1kZmYLgw+WODbFU4s/zmmr9OK+gJfHxeyMmZmt4aV+mV4MsCOd2Xt463nIuh8/pOoPl9RpQnkJ8Q+L0/uvLGeliWffDnLaV8y/xczMXlo8n9PuswfMzOz54QM57frhJ1Kd2xeZHl6c9ubjX63252Uwd+E1zTW3jl9orq0/Ekf8w3CIyyaNDbSuK13Uf8plwMuFt1UHLzz+8lG/CPqEAX9NzC97+HLheZOX5+qvbOk4vDz4C2P110noByUfr3s7DPFDsvQN+DBlE3jOFibo9JE/Ix9A+GHq5e0vzpdyU99Yrdu/xuLLEnux8/zm8EsGb3N89t4us+5MTnvw7Febmdnh6qWcdmf5YlMHZw2Livdn9jKH7dJ142JS95d1cx/lfkp+9JcM+XlNf/iFzv96yj4gyjP1BWOWfomAdcAxNv2bx/YjC+/3YO+BKl8zs+V6/GVK/Yug41QnHDNjf/K/apuZnd1/uZmZnZqVX674X/J7aNM7q8tmZnZ4fDGneZvjh5f3q1P7j+S07zr4d83M7Bj6/6Uw/kLr46vfz2nX7zyV8oBndcJfeuwvxl8qvuHUn8lpx2Gcyy4PT5Uyjj45HltB3/SxgC99G2N1MS8vMmf2xns76Mr8em35tJmZ3T56Hq4a82DrBPtwx/H00NmvHcsIpYxFGOfcK+tyPzePnjMzs9XqSqk66afO2VNfUfKbpV/4Qd/0sX8L7mO1vmZmmy/cO17iNg9B23Zp3HWzcr/el6p2yWO73M/0i3k7dvgvX9qPz/ol3PNpf1FVF0h+mUheGtkvDyz4y+j0hwiFlUv/YB7q8g3/ToS/cGvbzfti9cuA/AIP1/o4IS/fuz7kuryY4l9r/ReqOK/OUhFlfS07WrCvp7mO/qIK1j5ja8Viexp5D5jDh80wjHXo8RdG+T0Q+5C/I3bkvHY81e+Sfs30+lDWm8NUZPsLNXwuoVrrnbaMC2e+MpVV2unKrfeO+dL5pl3L8X3GqX/Z5PmQj7fQtuN4zfZfCEujJIQQQgghhBAb6ENJCCGEEEIIITbQh5IQQgghhBBCbKAPJSGEEEIIIYTYIMSTiv6+yHjL618Z/+Af/Kf2vr99yczMfumTD+Rjv/jiKJZ9rn9fTnvF7GvMzGxpRWx3bKOg+c5QxK2vDG8wM7NzsQhjP9Z90MzMDofiNOdCuINwLqfd6se63Dx+Lqe5aHoAowcXys1AKI2i6Vy/JLo9e6qYK3zV4q1mZva+41/PaYfHz6c6FaHeXnKzq13lkrEEiO2LwK2I8lx8uDcvQnMXgQ8g+HNxPAoE3eAAheFnklh7BULH/ZT3cl3aZbm+YcgAwj/Pj4r4UbBfCeFHFsmwAvPz54ICv+LEN+2B4gYULswc83GTgdYIgonzK4eZdE8oYOyJKJQJIZmQ1u8DRaT+XPqeGHDMilkIO86eqeeN91YcvrCe7f3uLS40+XkZTGyKZhNrYpjCxLpuRrAHJiWeD6sfCnQjEdLmfHf2jb1Uz9YsgbkzMofMeny27RKJyL8YpgzNtaFylUtiYmL0wdw/S77l+LrqI8QRMbUbunCysdUPbpJTnsdBMj/Yh7nH7wOdPlfJ4KMyGMmuUEX4X46x+t1u0phBQIBx6c8BjVw8jYuiW3MZF8QzATbW09sHcZMXbLP5fDRouf9UcUd95fzrzMzsufUTOe3m0TNVPat8iZB7PxkWmRXzon1w8Dpcj+vT7eNiduF9l81veG9lDBJ3QyK6r0Xti3TeilzTOm5iOxcjCDSmaZ9HfqboJJsNSUp/8LkM56hIjX1ap8VSPqaNdcGxyOZaHFu5XG9zbL+8toAZRmoXfCfxPo5rhps14bPMa+mAc+081anMeey9ojzrWXMeM3lhBjtc5A/vCekaZqCA82p5n2jnRpZ3rIyl/Bp0/ktGRvDs2Vgt5ReTBHSx2wTHpbG1J89R2F/GuXMB+R6vRpOVet4ar9lfjO+wA4yJo+VL1X1VRZKxje19MB/zQ6MuN3zBZ+X5YF/3NO9nmIbvhz7GFovy3u/5YP3QcGy5euEPY4xvaW7I9BclIYQQQgghhGjQh5IQQgghhBBCbKAPJSGEEEIIIYTYQB9KQgghhBBCCLHBtPL4i5n9fYtf+Zj90ZVR7PbB60XANbjYGYRrF4ZRdHmpK6K8y8sPm5nZDERyz87eb2Zm12dFyOqivEVXBGtXDsdrr8VP5DQXr6E47fzBa83M7ChFLDczO07GCAeLc03acRU1fRTXHYJY9sn4m2ZmtlzVxgcjRVzowk8UfVZR7HOdW3HkcnXZzOoI7i4kRNGl32clnHRBP4g9j5Lweg7CcI+gXYkLN8R4KGQckrAZRYv7SciH4r3BxmvQoIBFti+i7FbkjcQc/RuE8+b3XcpwgXvcISwtgtdW1IgiaxetMqMKJsauzAhI/8fnkdNSfxjWzCSiFVjWBgBeLygjG1qASUNsxdpuGMEEmyiK9jIq8wX/uXpWLszdt00q8ai3Cwpuk3C9I79ScrEr5lO3vYvAQXTcu/i37XO10ccsldFO0ZUJB8knpwUUrTKTi7FPBEgrJg2n4Lw0Foh5SmUiQcS3fe6TaPBADDKyIUjB64Bz1NHyYvq3zHk+5zARcS2oTnMUPDdmvOJ1ZePdiPAa8TLmOD6yaUAStRvMuUmEXs+bp5r7yWOxEjuvUr6lHcvPcG0S5V+/81ROuxY/lH5CA5bW5MJF/hHGzrof16ojMCU6JoZBxsxOcr8q434YWsF+ez8o4jdIS+MJjXNC+hnaL+Y+V8qYz8r6WvLzOaXUnT+PViTfxdaAJa9p0Czrfvvvp4uxC28Pf+ZM9D6v1jQ2H/m8AOXHdi3Iax/c22a+WFesp88LeN5ylfo7MZGonmWaK7BNmdGHp1X3RtZhB+dLZsrCTGPK+eXBueEMGiOVtj8HaW0+uV44R+XZDhohoLnFSDGAKG3QdczggZjzkFf8YlTVtlVlKtaNfe1oydp2HE8zqIcb6OBz7pJxBK7b/jMzB6rWVPO1o7znFUOjto1xLepDayDCzEfQtGUK/UVJCCGEEEIIITbQh5IQQgghhBBCbKAPJSGEEEIIIYTYQB9KQgghhBBCCLHBvWvmMJtZvO8++9aXj6LfT955eT70/MWHzMzscF4ilX9keJeZmd1nxaTh3N6rzMzs+vKZnHbtaDRnCKfKN+Yr7KvMzOxS+HhO20vC2DWIMw8WY4T0JQjm7qzHCMc9nOeis9vHKGJzg4ASkd7lbCje84j1x6vrcO1YFxTHu8itFiwvrCWZKoDojYlM6wjbfh+Hqaxyvy4YDkSkvgbB93wgwt70XT+buakDCLBJVG9moJDP70tZzHigCAjBbCC2Avu9xRiJvhIr9rdSuUw0CKYPnbdFKcKFpzG2gngkRwQf2j6CQnwXnlaC79SOtTGCRw4HQ48J4fq6ikS+X+VhxiPDex2wXVgkdT8+VMJhN4IAcW0S4odKeH2Qysco8F5XfB6pnk3pZh2I2otBwQGcMTT3kUXMeB+p/8eAQuTtU24trl1v1NgspP/r12U8FYEx3kk7FljbZxOOiGMh9QN8vqlcZtyA0dD9Wjyv1KuMI3/m+4sLOe0wmTOwsYpzXu73RIRbl+t1auelWpDePktukpCeYdfmhwxx6RnntHUSOUdmAJDm0g5MBny8o9i5s3S8Oi+JvNFkIxsGnW/qxs1WcL68XdUp3UiTT5fNDU4mfq/NW9xQAEwakph+GLAsv6ac5883BDI3whzaZZMX7MMtvs7W/aY1NGLzkfdnfG4xtOvn4fJydT7mx8xCuHkFiPhTebFaq3z8ljmKid2zkQA+o9n2+Rf7hvdFthbhWPS6YF8rfbydV4eq755K56EZAet/Y10qkxwyL+QyqLkRGFCkNvf1eMxvSe6tNcRhZlc+BmoDm3SsOt/7UCnX1xm81uuPY6vMR2352NeY0Y2Da3Q2zWAmTXEsvzJ7Ce0z8ON9ZYbk5bb9341TzMr6ifmd3nsk1bPkd7y6lspAEyjvp/iuxgwo2NrbtgtDf1ESQgghhBBCiA30oSSEEEIIIYQQG+hDSQghhBBCCCE2uIc1Sp3ZfffZq9407sN8662iz1l048+Xj9+U0/7FtVGHdDF+tGSR9q5WwQPTPsxqz2faAP3K+Lqc9MLe2LTHsehADlcvNde6NgnTzp36slRu2Ud74/hZMysBK81KQFUE93Pm6uUAbe3+Ytz/7/uQ16Df8X3oA+z/9D29GBxsPwXHRW3UwH7yffo0OGTh9vHF6vyxrqN+Z5H2Eq+s6FDKfvjSpf1+MOiaBwBcEn3O3rwEjfPnUgUxy0F6S7lMOzOje5S7jX9RZ4SanYPmPK9DVwXydP0VajX2mvNyjEGikxl6DJzX1xeY0YCRXh7u52a6oL3UH7Bf54B0FQepzqX9PB/UUHkbuCbMzOyhg9ebmdmNdQl8eWd5Jd0j6iLa/c9l/zpqrRbNeX5vmOb9oG57ol3JQRVb3QYyWKvjKc8f93ZvzwNhgTl9rPp+86qaoIvIAf0GaKsJnQAeysGkQfmVA9OSvfTHq6tNnTEQdAn6DPPl2uewWXMeMgt1cGqs8wDzoD/Lrpo3PJhz2w9wDmXBpks+sHd/PmqxXBPA2hsbsjMy3tOcjMEzyz2AHoTMg0wr0da3aOkwuGef9RFYZ9citEGEkaz3ieVZFf0XzC0kWHkgv8Nl2g+mJ/N283V+PC8FrO7LnJKPVdpFDwwK+tdA5njX08Az8vmqXs9aLVNHNLZFH4aarNRfIwRWzwGhUTM5gnpB9jxmaa1n8yC2QQ6E3rWBWlmgW/77dhizrtklQVK7SnfjQUKJdqbS5o3PH9tglvNp22W1vtqksYDHMbT6JuxXvqbV+tfxmh7WAu8bOFZ9zmEaOHyP8nLrcemBslFXlfR6Hc5RYz7YD8oa1c6XQ7W2eL9CHVJdTxbcfrVu5xbUHbN3zvI+ehvS2neSormGsZP1h9i/++oezCDANIiGQ+fvrTg3tush467+RSmE8MMhhPeFEN4bQvj5EMJBCOF7U9oQQngLnLsXQvhHIYQnQgjvDiG8NaWfDiH8SgjhA+m6n7qbdRZCCCGEEEKIu/ahFEJ4pZn9dTN7S4zxa238pP33zOy9ZvY9ZvY7G5f8gJlZjPGNZvbdZvbfhfKrj5+OMX6Vmb3ZzL41hPBn71a9hRBCCCGEEOJua5TmZnYqjH9XO21mz8UYn4wxfpCc+wYze4eZWYzxkplds/Ej606M8bdS+tLM/sjMXnWX6y2EEEIIIYT4EuaufSjFGJ81s582s6fN7Hkzux5j/H8mLnm3mb0thDAPITxmZt9gZq/GE0II583sL1j6oNokhPCDIYTHQwiPv/gi00MIIYQQQgghxG7umplDCOGCmb3NzB6z8a9DvxhC+Csxxn+85ZKfNbOvNrPHzewTZva7BvEg01+lft7M/scY41Msgxjj283s7WZmX/fAg/H69/2v9sTHX2FmZr9xsQg7D9ejwuvKMQjNbRSdHfVF+HdmPgaf3Z8VAbmL94/7Iph7yt5pZmYH8xLkr0/nDSQwIhNTYnBBN3E4CMVc4Fa4lM4vYtR1NnbAoF+jkG4Pgsu6cQGK2NZZZIeB6TyobRFEev2Ol0VgOVgyoACR3eHSRdHlPkoQTiZ2LjBBNTvff3bDCCYmRuONLBoEc4qeBDYrQksMLpcE+wHF4ElAObQGDyi4LfUtdfFcUKTMTDaKSQMK6Ps6E0OxaWsyYIZ1SddGDB7YVBXqhEFFXcSM5gFtUFH/GcW1AxFxulgbz+uyQHvZpGG/KYF4IZBnbI1Q+p6ZXHiAO2vSGFV+ORhrGzCvEuBnETY27vbgpLVBgotRdwU9bfPzdkGRekxzj4XWQGFvXoK8luCQIBb3fk/apzZG+PR/x5bHzFBE0SEph2PXjhluRlCehwtymdgZ5zIXOWPf8PZlATorQ4FUh1rM3gqlBxLCeNOYIIKge53Fy217YllsTGzeAx6PsR1PKN5mgUuLsQkK+11I3s7N9RzamjQwYwkPMlkHv00mKsToBskhaGFt8/GOInnvw2ydrctwwx4Qi6c5KlgZO3yeXjZp3icDvlYRgxhmgjAViD0O7TuEMQMKIs7HMriRi6+HbaBbfDfw95l6Xeo2yirtUa8Z29+B6vtNRgbwXsHWOW/fKnA0Mbnwa9Gwqid9w+eIev5tjVqW2XwGx4evaWCgtJFHVV7EOZwYbpB8snED1NmNQ/D8de9GEBCoOq0P/t5qxgPnZjMFUuds+DG0cw8L1uzGJGMebqCw35yHBj8+Ltm478FwyevODJIGXG9JcGVWRmU80W//48rddL3702b2sRjji2ZmIYR/ambfYmb0QymOveqH/f9DCL9rZh+GU95uZh+OMf7MXauxEEIIIYQQQtjd1Sg9bWbfnFzrgpl9l5k9ue3kdN6Z9PN3m9k6xvj+9P9/28zOmdkP3cX6CiGEEEIIIYSZ3V2N0r82s//TRvOFJ1JZbw8h/KUQwjNm9m+Y2a+EEH49XfKwmf1RCOFJM/sRM/s+M7MQwqvM7MdtNHv4oxDCu0II//HdqrcQQgghhBBC3NWAszHGnzCzn9hI/mfpv81zP25mryfpz1gT+koIIYQQQggh7h539UPp88n8/NwuvO1B++Y/fM7MzF76zdfmY++46BGvy/kPDA+Ymdm12QM5Labov2iqsOxaIdyZ+UNN2mq4YmZmx+tiguDRo9FwoJunKNizIio7Wl8b8+iK+PLs3sOpzkUYebR8ycxqkd8ylcfE9FVEaWvFrX68EjWm82YgiJwl8SPmV2BiYzQwaLvc3ryNpp3NFIhg0++NRalH1knoe3qvPJ9FEs1eP/x4k6+3Z6pB+rcVX1YCe6sFj2ZFUIoRxrM4H7/5s8AT23vjGJaOQsfYtrORts2HoNgittxuaGCGhgIlXxcd4/0er15s6hRyHy/tl6O7o3mAteYBkRig9EN7b5duvz/VCcwhUrlMeFqzSGVhpPRWXFvqjmLnNrp6ZM+D5OcRxfH8kjemMSOIvsrDzGztPh8geLUswkVzEr922ozAx3b1jIiwmc0vWaANcwrLz8fHmYNHc1qXrlmByL8n49znHBTM535V3VsqDx6LC59DOA3nDamsVoCMFNMdNCzZLkBGQXUp140MSlmRmUiENoJ8fgZkzsU6FTOY0h/K+C3P2Z8lllGMa7Dfsn7ohhGtYYqPq7HcVuzPzChKee0zrUr1+X9dRNcu5K7F4uN5/aoYM7E29Xs7qVEAM2SoTG260821VhnI1PeGJiUhmwy15zGjBexz1dhPuIEBzt2rtbcHrsdtu2RzJUPBvBuCYH/1epX+4nXGMTsQ4wuvM5ol+ThhpjY9dJsumxsQoT6dl3D9GuuF7y64ThdmVVk1JzReIe9R3BSo0JP6szmC5eHrIParIZuK7co3mTR1bV9jbTBjBhiDzwtlDs/zEOQx6/wdAsdYa8zkfWl/Xt49mSHPQNbjjrynlDJgPpp4Z6ryO9FZQgghhBBCCPElhD6UhBBCCCGEEGIDfSgJIYQQQgghxAb3rEbJumB25sBuPzPuNb29Lnutb6/GjcM9RKB87NQYVPb46Kty2jrtJz2ysp/VA78iLx19dDwf9oaeWoyBHWewB/Iw7ZlewP7d+/dfZWa19uiwH7Uyq+MXc9r+ouikHN9vi3unT++NGqs7yyvlPsi+dt9Dj4Fp8x7wav+z721tA7SyoKhVODrfS0yCrCJZG4Uajbxntg3A5veNwdZYAEDfs3t+7zU57YE4tvcH5pfLeek+Xnbw5Tnt+vLZdI9lT/HhslzTUs6772AMcoz3evX2B1N+bI8+7mUe+2TA80ibFR0K6AmYDirn2+7/x6CALGhhOVb6Q9nPjc80BWncEYQ0B66DAIQsoCALlrjOweAwUKDvw5/um3yPd1sGP8/bGfdBtwEjvd1QKxHzvvly7ZRWjQbIDK2eAPPzIJL1uHL9FezjTteE0O5LRz2UB/CsA4J63q3GJVR7z5OOYcD5g7XpeO0RzFE+51RBmqM/y3IfJYgp3m/b77L2KJLgh+Q8vLcSBLm0QQlKvUeuhZqkIL+oCejXm0GLS1muTWXaMdSilXqQ4KNwQ0Xn0QaCRC1TKYtp1vC+XHeAWpyxjEoXlH9qNRi1BijN67NWf4XtjUFHc37peAThT5iNz3R/gcHe01qAgcbTtT2MYw94WetLWODQts3zvZE23RW82DUkOI7z2O7LtVyz4zqLdk1FLVMeT1gHolVjQTjZGu058aDibd9AmNZlyEG2Mfjy9sC6+Axi1kJCrxt8HkR9oQdbx7m71aXlMYVt4G1P3l2YHo7pkZh2ptb8jeetIdCp98m6z7U6QR8LPd5HrgsG1G411Gz9Klo1eKeKvhZ4kFcI6E3et/KzJFplvr4z2jn1zPzh/PPRfGwr1yqN+a1S3ds5oyqX6MmZHpWhvygJIYQQQgghxAb6UBJCCCGEEEKIDfShJIQQQgghhBAb6ENJCCGEEEIIITa4Z80cji/19tG/d9Xe8dxjZmb2+6DDf/ZoFMJdmBfh2rIfhX+3QxH/XomfMDOzc/bynPaK2deYmdnF4UM5bZEEuQcgKF2moJ5LCDjrIs4VBMxzUdre/P6c1iWBGRotrFJ+wVrBdxX8M5WHRgfcfGFI+UIQ2pxfGwhs1pWAuCEHfAPxo7VB4PL9dCDiTOJuTPPgZSi+9XIDiFZdSOqixZm1wtGqrHTejfVzOe12GAXky1URA3r5x8MtuMex3L0UuMzM7Gg1mmzUwc5Sm0KbHadnet9+Cajp7bdKwYTHMlgwR0I2QQARczIDQFOASKMbenugILjtN+UgEbQyISgJIlkFeSX9oAhGUQTeBoFjFCFpG9wQn5H3Lwy6l0XCWAYRQOegihHNFzzYZCsURXJgxMo8YHsbVNem8RlgzAYWtBAC+bVltIF96+CfbXBIRg5ECmL6IQul8Uwf7yBST+OXicFR5O3nsSCNeO2iG+e/VV/GZb6GGB3w4KiF3JYkqCcOnVIvyI+IoplQGg0JNs/zZ1AHQUz9C+b1LgVkxLmsBAMnBgBoOpFNcNr+imNiRkTWJd+231YGP/32AKxVeaS/MgI1M2mF/SHNoQHnACLQLsYbzKBgugzPhQVxrdu0FeIXcxQiEIc+5+tYIL+nrg0A3DwAgsGmOuN6HJnhQTabgH6V5jAMeDxQE5qh+nfMb+kH2zKIUD+Spah+HovmPvx+sZ96f2dB3jE/Fgh9iJ4Hmhu0gWTdWISZcCClrvDcyDXebvW9jZRg7wVcW3KwWmIiURm+5PmyDfCM8z7r424YwYxzsO1LkGFm8MQMOtIx225+gveB/cb7H84iq/U4591avdDkg6YibjSD7ZPHGJTh79275hmG/qIkhBBCCCGEEBvoQ0kIIYQQQgghNtCHkhBCCCGEEEJsoA8lIYQQQgghhNjgnjVz2H/tGfvyf/BNtvqBPzAzs9+//GA+Nk/Kyj0QOt5JZg5rK2LK1TCKyW52l3LaMglUr935aE5zgRlGB+86N2S4L6dl8easmDTkYyDsP7V4mZmZHSbzACwDI75nUT5I4I6WoxhvMW/LqETqgwsxmRgQGeu17ospxczFxgGj1LuQrhXtRYg27vWqBdBHzX14uSc2sEAAACAASURBVHjeGownzMwGFIhnwwoUeJ42M7NvnP2Zcl7K73fC0znNBYmnZhdy2sHsXKpFGSI37Ol0X8QEAdrueDUaNuAzpcYJ5FouUp+6BqPes4jbLnZmmaAwPd1n9Uxb4wZa55wGBh056n3pc0MaT9gSLpD2PlXVrhI2p0juEAm8DylyONSviFHRBKStSzG0aCO+VxG+iQA6H6IGD2271ILR9hmVE1Hs3E7NMfUNJtSP1b2Rak3Ur34izPShvcZNCwZiLlAL69NxmD+YAUU2kYD7zmYdYHRTTA1aUwWsZ5knUTDs5iStyH9WzSWHpIxWPF2eKxvb2GbtXLZJ1Y4upod5s1yLAvtVVTes3wLWGB8TaDTh82VHrmWGH7g2ZAMFqIv3yfoePZ/ynGfUICbdWTXP9M15vqYGaw17cG3wNLy3SMdlWwdmUDAFzgF+bz3MUX4flXEJaT9v09oAYGiu9eP4zIfBTVSwbx6nupRn7seZeQDC0sr6ysTvYOiSj7fmMrXZRKo7vG+VtaAI9c3cwAnee8h4K2N22pDBnwc+ozKO2nehykwnm1ywMsqY8Xkaa+nPdz4r74NlrSrXFrMHnHv2qzphXf0dB/OLzFCmw3XdjYfasVq9lzXPemh+qsdJ35zn+fXVc9n+ToLPwJ/5zaNny3EydrwMbAtn850RzzfjaylDf1ESQgghhBBCiA30oSSEEEIIIYQQG+hDSQghhBBCCCE2uGc1Slc/emy/+D0fscvLUZv0tRdKxLfn0xbOJ5clkNVeHPcqngsvy2kHKYjZM/0TOc33Rj545g05bT+M+8FnsL/y8vEYkHaAvZT7Sa90MC9aplXaT7qCfaV3li+amdm6Crw25oP79b0uHpjLzGw+x/29ddqqL497tb5qZpv7uCcCkRIiCToarN3LjvupV+sSPHIK3+/NgsAVrUEbCLXexzv+/IT9fk6bkz2pJdBo2ZPbp6Bph/Bc8j3Cc2b70r3cxQyexd4DY37LVmNQ7+du9wqXIK+gHSCahZIJCyI5vf96MhBptWe9Lc8D2GHgy941KZW2IbRped887HOnAZJTWRBc1vvBneOLOY0FwvP+NyP3wcrA/upBPzFg6oVTj6UySpse9eN4unlY9lOXwHoQuDS2bVCeJXtumNZqgKh+zA+xAMUdtgEL0NrqSupAs6mmaRxV451oG/wwD9TaahaqgIceFNXavoH9dRZONdfmY/Dc/Fn2fasFq+vnzxXHahuAlPbPHBR1VzDRVJZ5gMnS3izYaQnKCvO1a0AHDEQ5/rykc3j7vGu9R6sD5FpED3SL+rSOXOtjB3UHJEAn0QuWeaHVeeKYwOfrlODFbVvVep/22tK/mMambSsWXBb1wR4AGzW+MWwPAsqDVLcB4I1oA1Hb4xo1D2hflUV0gHVbkX6dg48i7VzRHitju57LZuQ817O0QU/rOWBcZ1BfUgKWTgedLgFdQacSvO3bAMoYPHUgmhoWIDb3U6IVrucoNte6nrGUW2u20nnd9r9xzEAH5f297usewBZ1Wt6f2+DBvj4F0M95Hx9g7skBZ0/4/sgDFTOt7fTfc7z/e0BZpNYgzdL5JUUBZ4UQQgghhBDi00QfSkIIIYQQQgixgT6UhBBCCCGEEGIDfSgJIYQQQgghxAb3rJnDfftL+84vf9b+5/e81szM/uByEa69O4n7T3clwOgj/avNzOxqKEFeL64/YGZmd5aXc5qL487sP5TTDuMVMzM7XmNQ1lFEtu5bM4DD1dWSRgLJunivMktI5x0uL8J5KfArCLTX/VFz7Wzm+bVBzFCkzoJzhRyEs4joPbAXCmP92j6W+3WBJdbFxahM3F0F+nQjiCqI5HitX9mvW2Ek5uHGES8dfqS5L2zvZTrv8vChcnxoRZBMpMgC8Q1xrPPR6jqkuViRCR1bQSsT6TPh8Eb41nQeEZYSUXSsBMFMRMyCNLZ1yf0BgyCy+w3bxb91kMZ0FohH87MHAflgbWC9LFRtUvj9MIG9VQFsx38xmHQ+DZ7b/mw0WTmal2deAg9D2yYhad0uXi8wDxgmAififfjPOJ6yCQKjFakz84AZCqW706nOOI5dHF+udfMSFPhSswx/IrQ/Y4BYF+W3ouhhAOMVEjx1bzE+D58Pzcz63gNztvnNwXhl3XsZYNCSTVu29zmEBTdmY3pgv6qkAZ5bwXl+lgHnDx93JxMp06CPVdBTdg0LtOvPtDVMGfoSrDl0TDjP8mvnCj9vQOOZqaCVGFjYfI1pg6SjsH9GnrP3tdoQp+27eUzQQMHWpGEeZf7D94C9VGdY31O9MGhsab/Sh0u/LkE4vT9XwWrTOohBSjsS4HQz33TmmIZGBizoeTYPgCuzgVJ5liX480FzHq4P82zo09ZvRoPlljmAv38sUm5zuOawOob1wz7ETYGSKQrWbzIIeFXbptz8jGBMe+BafB5eL7xf9gzXfWt6wIKAl/G4fQ6v5tLYrmPFLGe7ics2WJDvXLOhDUbP2D0PTpt/OPqLkhBCCCGEEEJsoA8lIYQQQgghhNhAH0pCCCGEEEIIsYE+lIQQQgghhBBig3vWzKGbR7vv5Ut79UdGodczp4sA75HbX2FmZlfiMzntVjcaMZyKxbTgkflXmZnZ5e5jOW09jKYFzIwAhW1DEpHNZ0UYe9/eo2ZWmwus1m7swITz0+LWfrid/iUR1ytzgVbA6BGLK8EyEf51JHL98epKOn/RnleZL7TRlhluSoFtUASHTMjdCqpLHoUsroWIzVm4GVC4eZT+xfwOqjIRfj+tOHlvVup0fu81ZmZ2+ejDOe3O0SfH80HpmU0XKsF5O0ynhJD1sSnzCBKFm7Q3y6/q69nQAqOdj+MtGhoAbJaPovy2ngMRaTIxMaMSi7uoHASgkZhHdOl5BdKHvc+bmb3kxiWQh4uhMSo6E5Ky/pTvnRo8gFi3c3MUJhxGAfk6lXUygw4cx15nPM9F5WsYIKz/uYkDXusmGGj8kkXlcG8unmbzBwqhS7ltG4RQROBupFH3SW8PKDcZPPT9tACamZPUUd/r+tUC5HRNSovE6KESRSfDg735/eW8lAca7kyZKjBDFy6yhmuzuUHLLiODPJ6qPteKu4e0fnJjGpx7vK1wDLlwHuvVzlHevvh8/Pnhkx2I8cVg6dkw8TnWNJlrDJXhkj/X9j7q59GOE68D3kc/MJF6V52PrGCdW+e88d0g5Vf1Px9jUG4Yf57q31j/oWqrvs4X6oz32w9tW/nzRTOCmM0ciEmUtWYdSH7vwbmerqVuEoXtvd2EYz0U065A2tmNFmJlCkTWm9C270AGH+sb/t6Ic3wZU3gfHSm/fR7U1MDrn8dY6TflHZCtZ2zuIeCYTaMrgAVRdBOLwIyN0MQi9YcAfdPavsnWtpOivygJIYQQQgghxAb6UBJCCCGEEEKIDfShJIQQQgghhBAb3LMapdCZdafNri7HvZcX75Q9vTdTUNmj/kZOu96lAG0Q7OxoGPf89qBt6NI+0DXsmV3MzpqZ2d7e2Zx2ezUGqcUAaGe6B8zM7CWDAKhk/7gHrItMo0H2ksYd0cxYUEEMilcyb4NXDnl/aluXem/30NbP731HYLF1DkiI+8yT7qBK28gXjvX9zfoerA7Kt1nnHurOgqGt+xTcMOLeXtdClHxdv1FrMMb+cvPo6ZJfStubF91Sv/eImZkt1yUAMatTCSKJwfm8nVtNUZ2P7+tfwXm+bx6COeb+TNqbgDqxSPQObG9+IH3J93NjwM/l+kZTButDeV9zYBq9di/9rgB3TPvGyl0TPZfXxXWD1XF8llO/m8Ln588N9Vz9uj2P1ZPuwR7biOse4dLQ7mlnWg7Wlus0BlHbwLRvuU8yHUA1po+aNA+g2YWi3+lzIM1SxqI7m45BwFl/vkRjyDQVlU7B7/fT2N+ec/Ugm1Vq0nQQHUW9v74dx97OVOvF+nqlCZgKbE2eVaVrIYElc3BU1AW5NhbzZpodsgam+TLQ+bwNsFvX3+ejtr+yGYDWhQTOZRqvWaW78TxQP+SanVZHVuvnkmbYdj0Pn6OYdrHVLTE9LdUuQpDhjuiCpoOPkyC0TMdW1a89L2txIGB1biEMkpvaCHXGXep/THPH7o3rqnYFQPU6s2C/pU/inLPJYl7eEX1+W8N7KC3XdTtwv3kNxTEd2rl2GG75T02+9fruwYMhTPlGwO96jprQ1NOA2e14qrTZqVyfR7C86r0ntwXkRjT4m2XVsGDX0+gvSkIIIYQQQgixgT6UhBBCCCGEEGIDfSgJIYQQQgghxAb6UBJCCCGEEEKIDe5dM4f7923vO7/czv/6KOb6hgeLaPDcjTeamdnHDl+b056y95mZ2Y3VUzltfzYKhtHMoSdCtVU/CuZOzR9ojnVdaeI3hteP558uQQM/uf6XZrYhSqVC3FH4FonY00JozqvSiDg5svOyug8FkSzo3XYqgR4N2teWEWg3dMEfK2R7IL76mIv8pu+BCgld/MsMBYiAdwbXetBCFD96cNkjCEJbRNhgquDiwkqc76JKqDQRQLdmF1hnuJaI+E8uUp8K8ooC3rGMg8WDzXmHy4vwf2P97t9/ZU65lvrNCsXYOdgkmlKkdiNGBjMQ8A5Z0EzG1Q5jhGIYQQKIQv8uItgd7RiJkJWYUXi9Au0H24Mr4jW1WQIxBMnC2IkguGbm94RC/W6WTEygj7uRBY6Zwa8Fg4eQxeytwQji9e8qEfN4H2sSKHsNQWM72lZjO7shBFIFuSRBYD0Nx3m5FgIPUwOD2lQGy/d8cUR6391fnMtp6/6wqRMTjfOgk14W/uzBF9u5J1YifhYYlgnDx+fSExMVKuQm5ga7DUm8rGmTDR6U2I+VPuft3A8g6J5Ys1DoXpu2kHo1kPtFUwoaSNavaYP4cjMMxJ8rea8IzcmV6UNPDSAmgl2TRXpXMF12Xja5wDl0ok0rA6VsTjW91ntAV7zfQOYKN5SIRkxMqFlB+zzYM3rs9LfltJmNY+vJG/+8ya42IkljFYujD7F9vmWNhECuzASJrEuW30VYWd4+O54VMQ6x3D7tuodB4XMW1Q21c0WMbTBfI8HF8yGY0zp4RgMEEt5Ef1ESQgghhBBCiA30oSSEEEIIIYQQG+hDSQghhBBCCCE20IeSEEIIIYQQQmxwz5o5DNeO7fCXn7JnDl9nZmZP3SwitZeOR5HaYWiFYx0Ivc52D5uZ2WKviG+vHn/czMzO778mp71m+GozMzuyIoLt9sZv0PvDy3PaX3r1mHb48TfmtBfmT5iZ2XJ1NafFLEiE79iQw343da4IRHhnU9dOfysHawV3TNzKTBpKaawMTCMiz1TupOidiAcjsX/YJVrM7T20okCWH4rLi5AcxL1Z6NhGno6VUUAb9Z4beSTxKApfswAVIpsnETaLNs16RXWciS79GVSi+1bYH4lA238+tXhZc97x6hqUMeZ30N1fUlJdIhHN8mcJAt5kVtD3RZjJ+iZUtE0j5TFhbt03Tjg+PV98IjQ/dp4bMuAJ3g/adqHjqhLve3R37C+tWNz7AYqn4+BGC8XcYG8xmtn0YKrQkz4Zc7/C+pGx4OLu0PbnWJkGLFJdSh/Oda2a1MXn5T76HP29HYNVMycTh56YSHABObZf6pPJNCBWRjatoYuXsVqXOaWMsVL30/uPmJnZHAwmbhyOpjFDfwjXTvRJYqrA+ia9lMxv1aXejsRMp57LXYS+w/SBiLZzHcich8/Ay0OTF2/TamwTY4kyB8Ccl4XuO4T9A5m7cx5t/6/nmTZrPgf4mEXTEzdQIH1zhxkGO88NWjpoPzdhquaF/Bza+RINXTizdF5Z02bdgZnVxiUdWavKPNPOC0heW+B+fQzifew2uPHT9lK+YHST0nCset6X+6dsE79HM7N1f338gc6NrI8TqmfOxi8xT0lMvyvhvLX9vbA2AyPGEfnQyYzC6vV9+1xG5xTynjn0rRHLLvQXJSGEEEIIIYTYQB9KQgghhBBCCLGBPpSEEEIIIYQQYgN9KAkhhBBCCCHEBvesmUMcgq1udXY16T+vLYuw7lIcBXNPx/fktOP1DTMzm4HgcJ0Evh18Tw5JUHft+Omcdnt2abwWBH2zJCR8cfhITruyHI0lvuXhIoh8/IVXjMdWV3JaFv5XIlyPct7eKzdVYIAojpo+bJQF+bFI0NNlcdi9lcjTreCvLnAi8nmO2AzRztPPlcjPxe+VyHFWnb+dVlA9FQWeR7WH+hHziCIiJWYXVeR6L781JOFR4Au0zhNRtQMRtrp4dhdX75T+z0SznvMrh9fltIcPvszMzN49/FJOWydzBmx7F9LWUbpdMH9S45JdbcWE6FPGF+R8FlmcQUwVqsMsojoTreYyUNg81hlFx+U5kD5ZtfN4TajmhbYPDelafL5sDBRDkDIPDt6PUYzdjXVGAb6Dpgp5/gBTg1kymaiF5m7mUMpwcXfVCzrv9+U5FzF5aSsXs1e6+ty+OA/VY6s2R2nP9zZD0wc3yBhgvB/Mz5uZ2evtT+W0P178ipmZ3YHxGajpTd/UvRw7mZCdXrNTcJ4MOojgfFogXvp9da3/DOvZ1DqC85b3w9o0xtdZaINsoABzHp0D/PzptmIGEMy4xsvAdYIZPYVsmgHrSTZ4ICYvu0wLiLmMlzEMuN5sNwpgRhV47dTaOAylD/k1uAZ5zpvjyowbRuB5A2t7ZpaQTS5a46ZI7hvzHXoyr6bjPYzfPzH7VjMze2J+Oaet11dTGTAy3cAgwNxIzK64gUELf5dzYx9m/tHOEjGktYj29WljkKl3ysoIxd/f6LzA6tmus7UBxnaDh13oL0pCCCGEEEIIsYE+lIQQQgghhBBig7v+oRRCmIUQ/jiE8Mvp/18WQviNEMKH078XUvpeCOEfhRCeCCG8O4TwVshjL4Tw9hDCh0IIHwgh/OW7XW8hhBBCCCHEly6fC43S3zCzJ83MI0r+qJm9I8b4UyGEH03//yNm9gNmZjHGN4YQHjazXw0hfGMcN5j+uJldijH+iTBuFH1ZU8oGs3Nzu/8vvNy+/j3jXsaLd8o+xxvDGPDyDfGbc9rZxbin/fH4ezntZv+CmdV78/fn95mZ2TCUPamoTXKGtPfxzqrsP/2V5+6YmdlDe+X8Yw+MWelPPPBfgQVyo3s8p45hQLpJfVEbMCzCXmcWPKzsa26/vdn59d5Wkl/WMWAQvVoXwfaqn1gPAvX0fc0D0d0EVn61z5lpe9ge3TZQINurG0gg2by3uwrmuP1+sb+W+uPza+vn986CKp58LzhqL9o96EzX5IH/3rd+R6lLatM1Bo2N7f7imNsU9R2tjqHo4jAttQeOXRIomFH6QTtmkRKEs93nXvf5dr911tNUGg22r7+lnIf5Mt1GKqPSQJA+OfH7tEpvFjz4Imp7bqc6TQebdB1SD/X0QIyuGTLDYLatxmWg2sG2bVHnk7UhqGPI2jeY41MazgerpCeo+0HSglXjo65LFSSaBFbtQqvzOHf6y8zMbA2BZG8cjcFlV6fenNMuHDxmZmaHy4twjymo7g7dHtfGTuzhx8mMBUTPuqGTaQJq3cG0zmGyjEndzY4xMRVAtgrU6oFkWZDcdj7aSc6n1VvWY3G2cT4vl2pNWLH5J+gHPt6YhhbHGNFMsrWFaWKptpY+Iz8f17Tt6xELyrpLl0nrHny8l7E6n502M7Pl6mrJL63NON7ns/Ed8Q1n/mxO+8T6cTMzu37nEzntvXvj3Hi0fKmtC+rOc/ti+3n/2xVKvtWrlkJQhzfRX9j72wnnCrpmsbXN2nHsOnJ2HtUhsjW4Kr9dt7kes+Wu/kUphPAqM/tzZvYPIfltZvZz6eefM7O/mH5+g5m9w8wsxnjJzK6Z2VvSsf/IzP6bdGyIMZavDyGEEEIIIYT4LHO3t979jJn9l1Z/aj4SY3zezCz9+3BKf7eZvS2EMA8hPGZm32Bmrw4hnE/H/+sQwh+FEH4xhPDIXa63EEIIIYQQ4kuYu/ahFEL48zZul/vDE17ys2b2jJk9buMH1u+a2drG7YGvMrN/FWP8ejP7PTP76S1l/mAI4fEQwuMv3jiZfbEQQgghhBBCbHI3NUrfamb/Vgjh3zSzAzO7P4Twj83sYgjh0Rjj8yGER83skplZHDdd/rBfHEL4XTP7sJldMbM7ZvbP0qFfNLPvZwXGGN9uZm83M3vLV7z8Uw/yI4QQQgghhBB2Fz+UYow/ZmY/ZmaWHOz+Zozxr4QQ/o6Z/VUz+6n07y+lc06bWYgx3g4hfLeZrWOM70/H/rmZvdXMftPMvsvM3r+r/BsXg/2Ln+7s5z8+it5Oz4r466a9OJ4TXshpb4yjHOp18ety2gfDH5iZ2QpE6AezC2ZmdmRF0OeGDI/uvzGnfeP89WZm9lE47w9W//d4/mERqa/70eABgyUu5ufGNPiD36q/ZWa1wNfFhQOILmlANSJwnE0EkcQyIgsEGfbrYwA1FyDB+VBQ7WLQ+jwiIMxC/SRyrXSMJ/3jKDMFYEESve4gvE51DhAAk10bArt2UeVhVpt1lPO8fiRQWvUMvH3awIgsGGL9rNiw93xQENzmF0ggN2ZyEcM6nV+u9X59Zv+hnLZOffcQBLIluGeBi4S3H6uC/RERexYiV8EX22DEJUgpGkGQAJ5EDMvKiN72JDjkzmC1U0Lzqv+3gVW5qNyF4SignQouzETUGDQ2BZzFoJQ5cGMbqLUKIklE1ut+DAweBux/Po7YfIRpbbt4vXYFIXRzHp9fx7qM83Q/3LFNutmZJo0GtfX+CmUVs4t2TM5nB/nnrw5jcMrFvJz37u63zMzsg+v/L6ct+9tNPnm+wjkgMjF2qm+Hhi6t2UW+Bqd6F3eHNr86IHrXpJVjTGDf9ltq8INjI6XhmhotzUc7AmR6Her6tUFovR/OoIwSBJkFAd9hNkHOy32YBIit57y2r5c1crvxEl5Tmwfd2lqv2niIrEHUNGa7yJ8Zv6AhCJ+32vVwGLabhPRVAOwUxJfNpWQtHeBZ9r23S9t+lSFON157/3BfTnv1/OvNzOxW93xOu330dFMDZpJQTIFaYwIaePWEQVTrcj2ALTNUYQGrWR8m57PAvcSkIf+MhlB0jvBrSB+mZi9tANvqcDU3bedz4Xq3yU+Z2S+EEL7fzJ42s+9N6Q+b2a+H0dLkWTP7PrjmR8zsfwsh/IyZvWhm/+HnsL5CCCGEEEKILzE+Jx9KMcbfNrPfTj9fsfGvQpvnfNzMXr/l+k+Y2XfctQoKIYQQQgghBHDXA84KIYQQQgghxBcb+lASQgghhBBCiA0+Hxqlzwmn91b25te+YN/00hip/PcuFYH4o/aVZmZ2KhbR6gvdFTMzOwpFDLtajyJmNHNYJGHsqi/5HSch+ovdB3Pah4YHzMzsTleEkacWLxvLWF/PaQMxRFitx2tCJURrI827wBgFpSzCchbgo+lDPwoOK9EgNVVohaxeh64yNUgCPWirHGmbCNcrsuAPE12QDkL4jXtDAWoReYNQmxlb5GjiU2LELflls4vtBg5mdSTwfGX0doHzuvY8JqaPpC75WVbRxEl094G1wXaxZyTmBljPLkUsx/MGc9MHEoUb+usiiePPzV+d0271l8zMbN2XfuNmDtXzddEs1H2WIsj30Oe8H1Yi4Dx2Spr3g1o069cyM4zWHKISNk8IT1kZ04JuFPBCXbK5BhNyY12ZUNnrxAwP2n6Ifc2fA5uPusroY96k4bPZZNYVswI3vFitWyMIF+KP5bYmIQV4RrGdP7ytsD9XxhOeFn1unBZFF2E4ntfOv0Oqi7cjtokbUTBji8PjizntXeHXzMzs/P5rctpyNa5VKzBw6PO6hCJ4r1NrKDCHObwYtUAfScfRJGhI9Q8wz/ka1KOonTz7IlZvReOY3/T8OzTnGTHdwTbIRkDMJMfa/GojHjdGaM0S1j1bC3A81c++vSeHmRakNgp75Ly+SWPGB9QEx3BMtGtaris1vmipzT/YvdVlVSmVqZObvJT8Jg2rwCDG19xYGfG070yMUi4aWngmxFygeu9ozSF8DLx3+J2cthfc8KVd/+kcxd79KlOgWJ0/1qV9f/N7GqqxSAxBfPmCdi6QvpmNRojJCzUuac9ja2a1tvlaTtdWNCDy58LeLdu1EJ/zDM2I1tvXKv1FSQghhBBCCCE20IeSEEIIIYQQQmygDyUhhBBCCCGE2OCe1SjdPl7Y7z31Snvm9rgfsoPopGeHcd/r1e5aTrtiz4znwbfj6fmoM1rHokc62z1sZmb3zV5erp19xMxKMFozs9Nx3Pt4KXy81Gl1OdWlNDvXs4z7duv98yzQHCPtxWbaAHJtIMHncE9q17UBHlnA11wvDPJHghXmfaewT5RpdRgxtvu9nSEHgiSByIiWpN5L7Xt7273WNPhiXfJ4DLRAvbl+iAyvSnPVagI2863uI0zv/Z38vUdVlzZgHwtcWvZQl7bq0zUYjLMz3EOfsvaAfXC/y6S9e+HOe0qxJIAi0yPlYIQYVDGsqrKqe6J783cFMmz7v/dx1OPl/Mh+/Eo/kX+aDnKZU7pW21DlnYPVQgDFjumppjRoLPgj0zmhFuygOd7H8XmsSYDTXX0ydO3zHcjeeA8YWtfFNTM4N26fF/hccdwer8blqqlT3vdfnef1Yv1ve5BmNt+x54L75+8kvRILmuhaVbOytswCC4Ta6tOqAOUk4mIcUh8nQU8xiPW6b7VeLJht1lEYmY8q+rbcXPy0hqWPE4GFd+huutnY5rhGMx1SPn+nPmeW6keCs1e61rG8vcX9UO743rECTTPTVVXBq3Pmrktm7Ydr9NDch8+/fX9z8lp2b3wMellQZdpW7Xha90xfNNv4F9oSyvA5onrXSO3cV+8zrtMiOh4aFr5QtHQ4L4zl9tAus9n5MdcO9ZssR6bDcx3U9vLruuzo9/mWYC1N44eNWRaUO5B5znVVPOA40RRV8kqHUQAAIABJREFUN8ICp7eBaf1avn4DdJ3za/C9YrsuCdFflIQQQgghhBBiA30oCSGEEEIIIcQG+lASQgghhBBCiA30oSSEEEIIIYQQG9yzZg5dMDszX9u15Sjger+9Px/b75IANBRR17IfheZrEKgerUazBwyidz180szMDhbnclpIosLrx0/ntPfMxyC0yyUEsE2i2/msiKPPHjza1P14fbMp18WCKKx2EW9fCaGngqu1QjmkiHMxYCkR7WWRfyv4XlfBP5PIGsV7E+L9SlicA86iOD5U19bmCh6cDIwoZmOQt1pcSAKw5uCUJThwICYbzFQhUvMAF5a2AeKwLZiAuwgxW0F8LeYkAktm9MGC0BJBuGWjDChhaIPkunB4RQMFTgdVzOH/1mVM+LPhfYRNT9guizaN9K/IxM4MDzRK+shgcL80wN1E36jYbsLBAxmjWNeDZkKVWeBh8vsvNzth7RzrDJtr172LyYkxAwm0XJs0pHaLKNAe57cutgYZSCTGL94n5sQ0BtvbRbpMpM6eEYrU/T7YvDqrTD320v2AoYU3b2W4cSbl2wZI3ixzG943lusbeFV1D2ZmferrVXDqyQCn+Ly9vTHwqxtvtOYLOD5nxOwktwsN+ojPwNPQCMCDrbYBKFnQdWTSeIWIwNGUws+LpK9jwPYciJeKwds2rcvzuRYCH6c2Wq7K82VGN6yfMKObfE01nyeTCxZkeWjno6rOPuvgmCBrCzWhyc+/rR+dIyujBWZU0a4L/bDd0AWNrbx2zNiHmTnV5TLDAc+j1Mnb+cadj+S0G8nUq16jvdy2qFi9+xGjm/wuhHMjqx9b690kgayb1Yn1WsXbB59VXTfMl7LD7CqftuPdoPShHQGS832TAPA70F+UhBBCCCGEEGIDfSgJIYQQQgghxAb6UBJCCCGEEEKIDfShJIQQQgghhBAb3LNmDkdDsI/cOmW316MQ7j57IB97MX7MzMz27WxO2+vGn49BTLlIUbrXw1FO61O07Nsgtpt1Luot563WozFATyLOD5VQbxSTnd57MKedPxjrenP5fE47Xo2C6koE65GLUVDqIjcilOMmBBBB3pgYcLvYDQWPOXo5MV+oojInQSDWhUXQdmFg15U015tmAwAQ5nZdeZYlD1J3Nx4gkebrSN9juRihPXs0UNF9ETp6f0Bzir6/Ra7p0vlFfOz9pSqDGVCQyOFeZzT86HPfBVEnEzX6/VaR5tv+lU0pUHBrrZieCb6LqUY5r0vGKvR+K2UpERgTQakLuQOc3wc3+sBo9iRyNxOBp3uvTDhIG+Q6BIxcn5KqsZgMGSIxGIHz9hYX0nmljCJcRxFua6Qx69o6eD6VkUAuF9o2R7hv26fuG0n0DnOZtzP258X83Ebdy70PRFTOTEeYSQkabgzEzMHvbehxnG8XD6NZQR+3C/TX6+slKbd9a6RRG1qM+cV0PhsnQzX3EKF7qicaR3g7L+Zl7vO1Zb3Ge2hNMTbzxfup+uYE7BkEJtiHtp26t0jqUo374OVi+6Vyq3VsnuqEJg2e9w7zgJRfj+sYMz3Jx1BUvq7O33qNP/MBDXFmqdwyD/p4QwMHZgRS1h5m5IT9qjWyKPc+ZQS0KfLflkc5sTYZGH+uDUbaNW2WTE9iNQd432UGNfB8fd0M5PkS6nVzP5Vf5k03h2AmJgh7xwgTrVU/80X6F/tL2y7lAmYwAmtzOo5mJrm8sGMMlgyhPD/f5wV87yH37c+8eo9zM5/pNcvNhur83OyiHWORjs/WnIKu82wcmNUuSRvoL0pCCCGEEEIIsYE+lIQQQgghhBBiA30oCSGEEEIIIcQG96xG6fRssD954ab9/NPjRsuPrd+Zj3Xp+3C+B7qSFLxyDvs711mfwIJIlr2PxykwbUf2gWLaLAWaxb2UHkAQAwl6eSWQXNmniWmejwdWHdO2B62sdSAkSBcL1pm7CO4bZkFRPYtTzXkskGAd9NR1G7v2F7vWxDerY50Oq3vYjgfiY3uP2/31qAnge3vbNis6o3YPOsL22xZ9E2i4BtLOJFCmt+0QpwMQ52cE+5vZveUAmdVe9angcy10DzcGLyaauj4FJK33a7Pn2j43poPKObC921W9SOBXEsQvZF0Lbmp2AR0LkFieUdkHj4GjrzflHi8vjZcSbVSVtesUIc31gruC33o/qPVSnh9q2mKTh+tjsHf580IdxUCDjc6r87Hcei5rNXJrollggW49n/q+fe5pA0EbtD0PKMxgY8HLgzI2Ajzj+d7/sZ2y/otqCED3mNql0uL43FMFVRznno7MzXUwS6JXIX3d2wfThjRP4vxf1p3y/LqQArVCAOchtsG4OT7XggYitwHqKFkQ5vp+xuNJK0GCF1fBwr2L4CiL7RgrYweCDed5rcz/Ma9j00xq+Cpd1dS6yfoh6oi36DW2lUuD2rJ+hXUfqmNVudW6SYJEU30i0x5v17BWay/R51qqq+uSxtPYOGrnhenAtIjPFa0Omr6X7QjGyteC7dqjugy/D3xfTW0eoA28raYCulb9cOI9gIydKig31Q2195N1q/g+msXjmDaW5xrosYzxvGpcTWnCmpoIIYQQQgghhMjoQ0kIIYQQQgghNtCHkhBCCCGEEEJsoA8lIYQQQgghhNjgnjVzOHVqZW9600X70y+8zszMbl76tnzsSnjGzMzO2ctzWp9Ej7N5EYpeXz87HhtezGldEn6iScNiXgRjzmo9BtCqRP4pIG0tRN5LZZRgtSGbKqBIuA3cNU/BHFEcnwO/YqA5cxEbEZojWUhYkuZJFI2mBsWEoAj/isAXg/yl4yy4KwsORgLdRjQyCK2xRC7LXOTXBn+sBXt+j0yQiaYAG+cbihvhvpMIsRbetsFWi3CzNcWoDTo8yOZUcEBIOqEYsT6vFWjHoQ36283afp2NFqwVGtei9TbIJRPxe2BHDFLq/boOrtgGauXCTiZyTX0TxcQsgGHq4ywQ7xxMBtapDay6Xw+u2V5bP/NWGBuYcJeYhFgWGEO5LIhoFk9DbiCQbusC2aXn0BEjiNpU4Tjl2wbpxQCZAwleWoI5t+fVARlTG0wE0DUrxgB1ft7HWjOT+ewc/J8H4i1zYy7XWqH5DPoBN3zxwM1oHJKuTQE1q0DUaezjXF/m7l2i9U2xNe//njbA8/P6dbO2X1TmENYG6M4Bl6lBDY5P/6HUD+c6p4jkpw12CuWZzmb3pTq1AX4ZtTi/HSdlDcT+zwK5+rG27atA1DlIbmuYwoyP6mferl+5DGIFwdZjDgbx3b6m0jW6CjLM+kH7vAILHmxsLU1HqqDYbAy0dS5rC6YtmvOygQcJPh7JeUaD5GKdvYzW1IPXGU4jpgZ5bmeRijE7YizhczwLxpoNHDauaepSsTkGW5OXOhNmcsTw9sb8iOkU6cLUaIcZdORDaPLy6aO/KAkhhBBCCCHEBvpQEkIIIYQQQogN9KEkhBBCCCGEEBvoQ0kIIYQQQgghNrhnzRyGdbCbL+zZUT+Kv87GIsK9mgR4l+JHctrMxrQ1iInnSRz3wJnX5bRby0tmZrYCAe/+fBSU3llewRqYmdne/P6SkiPXt8JhswM4L4m2d0R9RhFxvg8irvZyQ3VsFM+hANqFthHq1ydhcajEramsGQqWvd0w6ncbwT0QIavnXd+vi+NbcWYkQtBSNxS0MpGfR0UvXd+FzZW4/YQmCQxmWuDtU4lsiagyC2NRkOlidrjUnxszgqCiXmIsgWLJLHqEOq/W1732TT3rOjOhas64pE3kU4n+oxs34PnrJj8m1u1I21s2M0GjABfdg2FK8L7R9oPazKQ13KjF+H5eK9AeJvrVYn4BrnWTgWLyUgTG2J+75j5yX4P+VZuN2MY12DdaIwM3sOkNo7a7oQuOWZ8rSn6z9HPdT8drWFvU7ejlzZq0ej5KdUEjklTuQBS8Pr+29U/HU1sx05baNMDrj2Ydfi0rd93U3dseRcf+nPGZdiGZFlRGEO2Y3axvuropNxv8wLXlOPbrVAT2kTz/tvN1NZ6y+QgaKOSDTZ2NCOzRPGMgfc7HbD1X+H3gXOH1QkMXN1uB+yBmQ35PezA+1/2dqk54HpoR5OdF5vPqeYRWiO99AttvypQl7DD/CKzN2Xw0aaKC7y7tWhVT+4bKZIaZKqU8Jk0noFw0ZUmDC9vCn81yfQNO224kUyemdRPNrvI8WOoX84JJjBtwTFODDPbOQsx0fOxVc8T2Ob5aW3yNoqYoSDsfMGOfzb+jYNtNreWB/P2FzRX0XYiM42q+JN3F+yQ3lyEmEfhMT2jxoL8oCSGEEEIIIcQG+lASQgghhBBCiA30oSSEEEIIIYQQG9yzGqXZXrRzX7a08+8b9yCeA03M+fA1ZmZ2GfbNPxX+2MzMlsOtct78tWZmdgsCzq77cd8w7sM8XF41szqgq+uQjlYv5TS/Zn9xPqctks7naHU9p8Xe97KXPaGzbtQwdV15ZKv1WNcutBoDvufU4Lwxb9SGZG2NQQA0ErzP9UVzCEg6ZC1CaYPZ7CCVAe3Sp/YlgQmZ1oXtyfZuy/QMkewtH0jgUiTv8a724HqdyO8SWODeKmic762F+yFB0fKecbKnGPdkR6Jv6gPTJZAAe2S//jCM++urtg2kzl7+zuDAbYBMpg/LQStJkDwcTzxI6X46v9TPNRrYD9jzKs8Xn/2YNqDOjz3rjfPrfHH/81TAPqTtp15nnD9c+4Bju58ICsgCHncBNIkezBHadsjtN4e0NvDwLPcN3N/fahdzPVFXlWDBYGdMb1Hpfbx9Szt7PlUgbzJHsYCzTJPizwHHQp4biQYU+2mpK+s3rT6G6Ze87VEPUgJbl3p6YGacc9lcPxVoF/WrWXe2KrraYUj6EpwjvX5Ez1D1hxyUGPRfLDjqRHBIDDqZg2fSMYRzGZsr2BzF9KzHzXl5LMBcMUtthXVZzM+amdkxtF/RLrbzEasnS6vql9sIdUvt2lPWCrwPpsVh2pRWQ5X1wagpYlqcnC1omXzeqoLpTmmn2iC09DyqRy7nr9J7Ra37GuvAAxATvWWlpRvz8eDnZlzDPQldN1vq8dauw0WD1j7fOqBqG6zW1zx8RiXgdymjBFGfCpbbBljfpV/mxz2t1VGiJtGp5/ft9av6dXpGVANHtJpmZjG261ZdOyGEEEIIIYQQGX0oCSGEEEIIIcQG+lASQgghhBBCiA30oSSEEEIIIYQQG9yzZg7Lw5l98on7szzvwYMibrx01IrxToUxYFmYFYHZg/GVZmZ2ITyS055ajKLBNRH0HSyK8G+VTB/qAGhDk8aC0LLAhC5irwLSeeBGrERsA8n6eXUAw3m6j+PmPIQFLM3BHKs2SGI8EA0u5qfTvaEwMdW5Cv45a+tMRHubQdZQnM8ExovZKLhdQpt5/VAgWAIjtgEPK+F1urYDwWERXmOQwVbUO5uNASOrAIXZAAPEirmu5HcYO0w7ShpcQwwUihC0FV53JGBxrIJSbp8y5ukeR8Z6ZZHomDvJe5XKb59lHWBvbCNmaMACq9YmA1NtWtLm6bnWYzEZX2D/T22EYv/S71rBa21k4IJ+uI84jrE+bA+uXN9HCxu7GOSVBh3N94QBRv3nch/eZ5lhBC4h+T5Ru5+Dy0JNcjDYNthpJTBmYveUdzV+8xho26CrhPVuVtMGMKSBgCvR+yqVW9q0BKqGS7IYu51/WeBNalySA3XjeB//9UCnmG9lQkOCHDvYZt7HsZ4+flnb7hT257mnDahZ2zZ4+6BZwpmUxoKpTwc0psL6sFfVvQLvg5qUpNPgufRDa8CyysFvyfjEgMbUtICQg8Kj6N7NiGCNJgYPNNiv14sFee1awXwdSDY9y6G9lgVhZsdrk5x2zQjElIWZLkwGDK0CuvuagSYSzPyGvB+5eQuUn004quDUrRFJaXNcv9LzwvGR+wkzWmJg23rQ8/Le6OXiu0gJONuWiwZdnve6BwMxYnYSNkyaWH9ggXFZIGW2dlR9ydeYaj5sTaL8fgJ5ztUclfrcHNonzymV8VZ73wz9RUkIIYQQQgghNtCHkhBCCCGEEEJsoA8lIYQQQgghhNhAH0pCCCGEEEIIscE9a+Ywnw/2wIO37NpHXm5mZpfBwOED4YPjD6CXu756xsxqIdrN2VUzM7ttV3Pa2cWY363VCznNRX5HqyKOG4jY04VqwYp4dLVmEaWTKM5Q3DqKeAci/I9EoFrLWP08qEsW94GAPBs3TAu+syB9aI0EUNB/tHyxuZYJbF3Uh8L1ch6KR5PAnQjiXdyIosGj5Qv1fZnZ2q9h4m2MfO2R4aGMHMGbmBtUItx8fqnLkO+jtIWLpidNNID6vGSAAaLGfO9E1FjfbytKzQJyKoCFOkxEJV8NRWjuQt9a/Nte06Xo6ZGIXOu+QiLCs6j3WRTa3hsL0o34mEVDgUiF3qwPu4lEK+Lvh5vN+RV5vGG+SRQ9oOlDa2JCs0s3Wkd3d0MGfL4e8f2EkeErc4N27hnMnzk+jySyBlFt56YoVsbMaj3OnUNEA4q6TuNxLw/bYEj3RswfunJebmUU807091oY7s8VTC7IeMvdjv0K0uePDXsDs3q8+1yCJgObRjZY911jtkAMTqDu6wkjiHpubI2FujxfQv18fmOCaThv3V8b8zVmDgD/k/sk1I/1V5+joN+4YURtnONGN0TITvp/H1uxP11HAnv4+Nw8D3i+eV1qzSFwvGdDEjIPM3MeNlcw0wRcv/KYZkJ90jciXUtbsN9HWCtyHUJr1lHKgPbL/Qn6ZPq3NokiBiP+LAPWuauOjde4wVPbpkg2D4LxO2WMwObauly/9pikkXLRAIgaMfk7BubhZhNgFtPeWu4TkRhRZPMnWO98bqwNx9p5y9j6mfKLxOSrGov5XZbNeWhi4QYYaLiU+gOa5FTGDtvRX5SEEEIIIYQQYgN9KAkhhBBCCCHEBvpQEkIIIYQQQogN9KEkhBBCCCGEEBvcs2YO/bqz61dP22NnRoHZs7eLcHJ9fGRmZkdDiXR8bv6qJg83cbi5ei6nuVBtBlGw+yzkLt+dp+YXzMzseF2E3P3gIlhiBgDXsp9cRNmBWYKLot0QYsybRHpPgru9+f05DSO8t+djRPgUtbpnImvsPqPwrh+OSl2SuBSF3F6XGLvm2loEyITFa894zKubT57PDBFc5DeDdlzMz5pZ3Y5uWIHRzvMxaAsXfaKQcpaeSxXhnohv/ZoZGjJkwwg0kRh/rkW9rdlEyZcIcwG/912i9vI8WhE4M4Kor+3bY54fFWe2Rh4RxdMuhmX3FluRKRMxM4E29pcikG1/f1QLoMfjs9nZ5lpmMGKGBg8uom9NFZjouLpfa+eKzfPH82KTxo0gWqOKknc5z/tz3V9agwcjImvLgupyv+ueRFJ3sTiMhfns9FgujB0fUzgu3RBkgDklknE05GPE9KGiS/mW/uJC/ikzkyoHEDln8xsqQk/GG/Ccc5n9rSatMn1wA5ZKhuzPBZ+tGx60c+6A/ZAYkmRjIciv9OHSFkO/TvcBgvJsJANzRRZow7yazXnA+IXcWzESYL/fhbnR+ysIw/thnLPd1GHM201AWoMkZshQzclDrMraVq8sIK+MFvw+27WKi9TbcUwNMrBfpedVGbAMblBAZOtsDq3m9XbeZ2YwuZ+QtYWuE1V+rK28LsQEAa9M/Q7HbBHy473lSpXs6L210PcJUhdmjGDEoIIZUJUSmKEKSSNGXpXZUCq3C+3cyOpX93GfD2bNPTDDKmY6wZ/5VN9tTU9YvvXYSe+PpG8aXOvvnPQ57kB/URJCCCGEEEKIDe7ah1II4dUhhN8KITwZQnhfCOFvpPSXhRB+I4Tw4fTvhY3rXhNCuBVC+JuQ9u+HEJ4IIbwnhPBrIYQH71a9hRBCCCGEEOJu/kVpbWb/RYzxq83sm83sPwshvMHMftTM3hFjfJ2ZvSP9P/J3zexX/X/CuF/mfzCz74wxvsnM3mNm//ldrLcQQgghhBDiS5y7plGKMT5vZs+nn2+GEJ40s1ea2dvM7K3ptJ8zs982sx8xMwsh/EUze8rMUBAT0n9nQghXzOx+M/vIrvI/dHtl3/3OF+3y8b8yM7MV7EN2fdG6L2kv9R81M7P57KAUHHyvetmfPUv7NG8cPp3TfP8zaiD6tM8W99d3OYBXqee6T0Fqq32lbRC9EmwVA9i2+/BLEFrYS5/yQV3SQPQdZY8raqjGclFnVHRaZX+23y/bY10HgvS9oxgozfNpg0ga2W/rW0x5oLtWH1GRrun7oh3LGgIS7K+6lGhsCmUvbNEm4b7qNljiLAeWxGCJvm9+R+DXib3sLCAqtoX3V/bsUbcSWDt7YGHY65/7IQQR9P3XqNUomgAIxOv7yKEN5qmvrWFrMttzzwKMlmCrLBBeqw3E/lJ0LZhjuw/f91ijhoRpL0pAUNQYeDBH7EOueWqDB+O1gYzPXH8MEp3ngLaP4PPw/fw9CUCJ0HkmwcdMGzwbx4KXO2Cb5uCkhXUao6wMfPZMR+jPd1YFjfXAoWTsQJvO5+fS+e08OJuXfu/jKFZ6jL46lmo45kECqnItTBsMnD1nFriRBc8s8yUkeQxm1DLlNQGCCOeLdugFJ+b/WmPj2qPtY3cnZN6PRMdT6x3Ss4d537I+GMYiDebct+exZ7lx/lhuG2SYzVG5PaD9it4Hg5nG+hjkU2vv2DrC+ovni2M23RvTPbI8qj5J7pcFDs19DduK6G3ZtURr5evIgPNgvgb1cKzvbL+3sGMNzwGAq8ClRONFyh0G8o6T80C9qkcoRi2Y/9wGAa/qz9aM/B6DZ6Z33e50TvH3k3UKBs4CPVdlnVj7wwKss7qTMZa1uzivt31pSrfUzYpWv2qzfvs6+DnRKIUQvszM3mxm/9rMHkkfUf4x9XA654yNH0w/idfGcfT8NTN7wsyeM7M3mNn/8rmotxBCCCGEEOJLk7v+oRRCOGtm/8TMfijGeGPi1J80s78bY6ysfsL4q5O/ZuOH1its3Hr3Y1vK+sEQwuMhhMf7nc5GQgghhBBCCMG5q/bg6SPnn5jZ/x5j/Kcp+WII4dEY4/MhhEfN7FJK/yYz+7dDCP+tmZ03syGEcGTjX6EsxvjRlOcvWKtrsnTO283s7WZmB/ML016PQgghhBBCCLGFu/ahFEIINm6RezLG+N/Dof/LzP6qmf1U+veXzMxijN8O1/4tM7sVY/yfQgivMLM3hBAeijG+aGbfbWZP3q16CyGEEEIIIcTd/IvSt5rZ95nZEyGEd6W0/8rGD6RfCCF8v5k9bWbfO5VJjPG5EMJPmtnvhBBWZvYJM/sPdhX++vvm9qvfccF+/J1/2czMPnZYdv394fKXzcxs3R811/VgvrBIAQ9nRLwfiKg2dIvmuAdNNDPbn4+BPo+yOA6F1K1wtw7CeZjyLXVxQXOHAUsHIuROYkAP9LiNQILZxci6yCiUW8N98CB1fpAIHUGoV8R4baC5SjjpSdRMIR3CwIjetvisSGA182c+KazeQmqzIbZiXZ5fads1CovJ8c38mBiWmxYQ8wAsY+JZRQySy85L91QbAIzlzUEk6QYAKGovdd0uOsVrQ2hNASpzgxyUEvprzmSXQYFvzW0D11ETEKwLE8xnQFCaDSig3IFdsz2tCr6YM2JBXkmVKzGsB3Ms7dKz+8x54xzgP6OY2I+1BhksgDKytxj7yXJV5uQhG5uU8csCAMfBzTBKfrPODXiKEc9qfXXjfsy6FKB6gG3ZxRSiPIN1urYKnprPgudB5o08VphRCp23fL4u7VTm87b8KoAuCy5O5x4WcLYu3wzHUXs/1fYMEkS1BJdtnzcK4j3YNZs/WMBPJuim5zUpG0YVGRI8m5i38OCe280Q6oJJ2xMhPA/W2ZE0uHRCMD+HIOq+Ntfnbxe41+cx4xAmZWiDSZd6tsHRa3yOx/eA7UHKh9jO58xooQ6M3AYBL3N8Gzy1IptSoEHAxPsBNVCC8U5NPfyHXQYt6bTQvl9yk4ZSrpv39MTcpRoLuX4wD068L5a+ydbyNth1NS/4tYH0OZpfG6C+rgwxb2GqojTQMcB0mHiXRO6m692/tC190My+a8e1f2vj//++mf39z07NhBBCCCGEEGKaz4nrnRBCCCGEEEJ8MaEPJSGEEEIIIYTYQB9KQgghhBBCCLHBXbUH/3zSddFO37e0R0+P34LXl8VU4c17f87MzNZ7Raj3ifBeMzO7tbqY0/aTOLIWuI1CMDRpYAxJ6IrmEMssMC4ixP3FA+O/8yLEXKYo08era5AjEXYmIVoXSoT0s6ceNbPaMGLd3xnvozKHWKU8UDyaBJZVlO5Fuh8Unk7EqCKRsWsB/gmjUZfCyo8hiT2Z8XsW5aGw380ICl3nUcxRcNiaIDCB6mJ+vknLomQUNudM2sjmlTh5UhyMx8Zr8BkYacfQ7dlJKGJLFmEc78PFoa0YF9vH27TGo9lD9HnSpm2doP9VwtyJiPBE9MwFy6Xty7Ms/dVF/HU9h+a83IcMTEqIGHuWzQNQ4O7C+lZ03PcYQs7bvpV5Yh9y4T/vu2S8U7MVPG98/szIAI0gSttjH3cDDzIWYFz6vIbt7PWfYR/u6mNjuT7OS1o/tKY8i/kFMytzH4Jt33WtWYDPiQMxBKmE/3muQ7MYz6P0e18rVizCPTFaKPeLhhrMJGG7sJ9RzcPZaORk81ElnGfCayp+H6+ZgckANVHJQvzWqIgaGhCDh8owIBuNgIifid836j7Wf8KUiJg04NyX+0s1J6d51dprq6zzeMf10/Nu+wHeb5fabd0X45xibtCu7/V8uf135fU82N6vg+sSMxOhpkqkfJZ3fteI7Xxe9bXop7XPsmNzGTFPGbD9PF80JiBmCeVE8iP2tXTvM2YQQ9Z1HG8xtMZW5XmU/Hx843Prk2FUZSKRxk/Vd/s0fqu+0VfnB2JOYYbrWCp3h5GN90lmToXvxl5Lka61AAAgAElEQVQX9t5QG7C4YQqaexDjjWzewoyKptFflIQQQgghhBBiA30oCSGEEEIIIcQG+lASQgghhBBCiA3uWY1S6KItTg/2wP64mfFmX/bND2m/5q2uBPxcJn1AD/tFV+k7cjE7k9NOLx4yM7M7yys5rUv76mdEIxIhqKI3NwvCuIZyyx5+3LvaahscDOp563i8z2rfcN6viUHgFk2dWb18/3M3K+exQKmFsj81B4yEDbyuo4k0uCwBNRppY6prISpNTqr7EElesa0TDYwI+c1no4YF79V/pntryd5yfH7ejlUAUbofvtXE5HyrjdBeRhs4FzUB/uz5MyP716vgd+0e4a47nf7F/c1j/1sb3G/H9tcTnQzZ7110DKhFSHWpglz6Pu2zTRm17qCF6WjY88jaAtjLXO8p38yklIsBmTfLYLDnu4uiNcS94v4v7r/2/fXt/FFrA9P9VnqkpHeA8eHPoQ6gyPQ2q+r88RqmYRrBfup9qEPtCtETujakDh540NTF+2kMqIs4VdV9rN8JA4uSQIcsmOg6N+/2fGsNnusPW70FkrU6TAtZ5T2hWQttMFhcB/Lzq4J2jnSwLnrb1lqmkR6eKbsPGrwydeLQHZDzmWahaNGKBmNaDzKl8ar7NQkinOpaB5BOzx7HE9PrebE7tHdFO9tqHKs2YMF+SYDuqSChlfQuaz5IQPITa+VgPezIHJ/1XFBy8DVo12upzzOtbq4Kquy6uR2BgnMfZ2OsGlup/U6o8aoLGa9huse6QBbM3OcDWJf8/alDTQ9b+1rtbA7iS+vS9ud8ZIcWrTwPFsgWNVKLVN/p5zKbnW3qWe4R+017LQ/WnLRWW7Tcfd9qXR39RUkIIYQQQgghNjjRh1II4dvDhtVMCOHr706VhBBCCCGEEOLzy0n/ovTrZvabIYRHIO0f3oX6CCGEEEIIIcTnnZN+KH3QzP6Omf12COFbUtqnFsRBCCGEEEIIIb5IOKmZQ4wx/nII4YNm9n+EEH7WuEb6C4Ynr5r9qV8wuxb/XzMzm4P4/H572MzMbtnlnHa8HgWnaxB0zXJgySI6e/HWGJh2qIwWRtEoisEW81GIdrD3QE7rJ0TgKwiMSAN35SBrJW3WjWJaF9iPZbSCNCY+dzHeugrK5wYPRUDrRhF1sEIWNHPVnJePYVeZMA2oId/wOZhjGwCtDpTq53lQxTaYIxWmgwiyCJqZOHSXEUUysSCCfCzXf9MwaQ4AVILIXD8Um4517UH8GEjgNWbu4eJzFmSwNui4lereBncLRGBf0waf8zbte2Zc0gafq8iC9JLfPAnS1zm4M9QVhf2DjzciXmV9E+pyUhH4lDFHLY5noulWgE/Liy68xj45NZ6wLmksYLDf1JaVcDcLctly0RoEeJ3MzLo0BvrAxMmtUBqDSbtOngUAZnVGVqsrKd820OIczE6yeQTUxU0Nqvklm1ewAKgYwNYDAGMw3Y35nAnOST2puBz7CplrcS0o+LPE4JltgEk3XahNbca2QMMgb4u+b00V6vJbAxYWLNbvg75QsACxQG77yoAiCedJAFZWv6GaL72NWkMSbkqE9fO+2QbxrdfAtt0CGVu53ap1rq0LCypqVPROxPaeQoO9tsY5zMioaoNsMAL3GLfPl9XcPT9nZrXRTpwwP6jXBL9fEnR0hymKPyNqMoT3xoyibPv6wN8NptcCvmaQdYmZepC1gpmrTNOuD9QfixhblHWW5YvrxHF9PkKMgKYCYWMdIptbyPsRPlO2djBO+helYGYWY/ywmX27mX2Hmb3phNcKIYQQQgghxBcVJ/qcijG+GX6+bWb/TgjhNXetVkIIIYQQQgjxeWTyQymE8PdseovdX//sVkcIIYQQQgghPv/s+ovS4/DzT5rZT9zFugghhBBCCCHEFwQhUoEaOTGEP8YteF/ovOn8Q/FXvuN77Id+dzRueNfw3nzsMI5C7yu3P5zTzuw/1ORx8+hZMzPbX5zPaUfLl9JPragXjQxcHEmF+pX4MUW9J6L7DswAhiy2Z+LWk0aHbq9FwaELXd2IwsxsGMZrVutifFFEe63ItGa7uJBHml80aSzaeDkfv/NnTT2yaBBNFSYiRbPyY2TPj4gLqwjVyQSECFHrqNCzredRqvtlgvgUzR7UlN3sTJNN7pOsbZnAvjJuaPtrER230b9pGjDVD+ZQdxf4FhMGPB+EtFSc6cfLmPVxVBtu9NWx8WcSjT20alU2JqhxST62w6SBPMvSVq0BRX3e9qjktAzSfruiprOx4n0Cr2XR4mkf8mvgPCruTuPRjWywzuv+eiljov9VRi7E1KBEjmcmEq3onY0j1g/R1KA59ml5I5H5ldSPGQCctC8xdppM5MSpdQmfvc9HOCeT9mPzESkr32/VR7fXha1du9qq9BEca60Qv9SBjafpdXuWjEHQOMrnbt7epM2YacyutqLr28SYrYT6fZM21a/quao1iSrsMrUh87QD8zWfB/0afG7+PoFmBRPjolr/fQ5FIwi29o15uwFMdWxojTRYX5ua17HOAcrgRkFdqgu8c/p7CTMkmXwebTtO9SnMj79HQs5ullOtCb7OThtqsLFYvy8u/zDG+BZa7mStar6gXe6EEEIIIYQQ4rPFp/KhJIQQQgghhBBfEuwyc7hp5S9Jp0MIN/yQmcUY4/13s3JCCCGEEEII8flg8kMpxnjf1PEvZJb9zD559X77/9t7+1jdsvuu7/t7nuece2fuvPl1mNhJnJDgCDsixCbUuKIhwSgoQGgCatIWqqqV+YNUIP5ASSVUWoLaVAVVQi2qlRhcoAktYGGRNE4IgRDagDPxpPY4trHN2Bl7POOZ8cz4vp3zPHuv/rHXb63f2uv77OeMPXPPvcffj3R1z90va6293vbe9+zfZz23m77pfbW9ruwb8RAAYHNPXVj1AXwNAOAL4yfKthvrumilc7yZ3g036/rNp3+3e5oXrQXq97sWfmlXvjW28L1o/g50TP2Cg0P8rrN8h7kJx7FveT3/k/Czf9vdf3fdbMvnbHfxW9i8uOuBhcvYQoI17iB8tbnKC/81i3/2i52W9Mj11oUt4zfA7Pv/pUXZyMJmzfX036B7DNd6XftNExdR8EXo2De4fZnZt79sQVf2XTD7Hjnmu2IxJyxOq8sLpd3YQoZtaGMuM1uY7sA3x/O8YmnaOJnch5t+xhbvIwsFg8ShlDxCfBiJ0yrHkbikJg/WRosxGqHMdIFYTyMsrOrHxzUkybf09fi+D7EFhdvvtFk9kzKTuLpE43P8+/ZQvnIBy7Emu93z+dy+Y8UFUD1eKcbnNO3q28oCqHVuLN/kN3FVZIFusrApK7PXXxvzlOfQEhsVF1L2+CH23fzyt/62qrGk5dzcLqzOeGwRa4M+zo4tiMsW42Z1QWHzNbuHNHNP8kJ3ZeULZYfDyCLbvnh2e5wvuh7iI8uCriTerVmktL9nLMeH9fNRjCllcck19qKP7VnR+KF4cUtxWgttBaAuIBsXeu5jElmMkFl/X/L+QmNsXmS88ywzcm6cp/f3F35vCXPj0gdYZIHpQ/FD9XgSy0Rje88W1xrboNy3wnzNYlM97WG42m2rHLqfnS0Wt5aTPJe1N7fuXBrz7/MrWeh5aYHraX+8Z+yPIdWnd0IIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMUMvSkIIIYQQQggxY1HmcCfzxdM1/v5n7sUnVr8KALi2+0LZ50GIN7fPlW3P4pPTttN63PHmFQDqoqsAsBuuN3/H9OJ75zDeBNAGBrPFAMtCYHRxwxiEGBcqbfONAW4p59sGwu1/H24XIjvp0qOSBhqM15YdCMGMsShlgcdQBhIcXBfCq9tcTDCURSz7xVbbRQEvddv4Qpr7FztjsovdEAIKWbAikTQsLrzGaAJvPdg01o/3yZie51H763b3XH9cCYrugx/5onJkMeRVDILcNWnMjiw/VfFAlHZMwcGrIEfx/jc0woClemMLHhIJx6pOdx6gHeuZLvznZSULALKgUC4CiAsz94G5bBFmurghC1Clgb5LQbWhPYr8gy30HKUBeZG/KIihMphh4dwoc8jCg0NjlUouemHEyBaFpoHrvXCjSFsstkdO++CCkbkOWL9vAvrz9VovylhaoHOzrlJZv8YxSCpSXnyZSnrYIsIH+nCp70Z64jIf0s5RRsAWIPZrOqvgoWl7QhH8LC9WW9OIc56XJT7yMOlDXiiejeNG3ND3Ed6WfnytHyrY8TOHa902dh9ZhecBtkAyk0hQUQBdsJrVPrtH9vft0tdiGqSueP/rZQQUuuC3Sy7ite2/1/M5lJ27/LuEWm9hTPt1kEXo0Ui2zig6KPfr5We6Kh46sAgtFW/tn2uXFkvmaUUBhpetXwy2LV8pXEyo38YWdS5iJrL4czMvbMm2A32ty00IIYQQQgghBAC9KAkhhBBCCCFEh16UhBBCCCGEEGKGXpSEEEIIIYQQYsaFlTm84njAf/R1X8LpY/8eAOA3vvRM2ff0+gkAwLD+mrLtZnoBAHAUArpvbL8IANjuvli2+Yrdm/XdZZuLHdpA2ylwtq7GzlmX/fW4VALrY4BxFjeEgEi2SrEZadKygna/EjgLAG1IbKVrX5U8BOjl64gBwyXI30ggH139neVfr3cY20BXJh5gwoxICU4O7eJljsHjS8Gwh4QHfg4PgO6D+NvAUhaY6D/HgGkPwmWrk8dVvT1Ae3nFaz+n8W6MA7qNmbbv7a8DFylMRSBB955CCGKuQeWxzCSoHP0K6EyakbIUYsfaLdTzOHqA6lHYdtIeH8rVlKURT3hh+qDtpVXnm7ZcGLMMdi6VcIRrq2Xpg96bPp6vjc1lLIC2CaheaPM2HVIWFkzsYgQiJohjf73yoPw6f5j153q+UU7ijGMvCWnH6kIgMJnzvF/TIO5GDDL93chMijClD0ROZDwTt8Fsfx/YzO4dTJLD2oVLTI7y37FuT3K6MZO+HssYbMaO3yd6GYeF9huz5KIRamBXfuqp6Y0ueQmswr2+pDcSYU9p53hgytt6uUc7l5E5j5BIYH3pO1GWUMZixdsh9vUy77J7xgFBDBXYFElDfK7w/eH+QMZAHVvxvrnrjiv7mkB8Nle4DCBuWhizTR9mv0Mg8zShSotim19dPKec688OjWSrF2mwPMq5RKzCn/N60RITas3TB2q/pwIFApNJtIIfIm6w/nqqMCjULRFKMEHSPN0m3wPoN0pCCCGEEEIIMUMvSkIIIYQQQggxQy9KQgghhBBCCDHjwsYo3RxW+MgLV/CZq9MCrK9Z3Vv2fXr8MADg+ZPPlG3+TftuqN+Fe+xR/MbaF/1cxxiX/G3mBvVbZl9wNr6L7sr3z/Vbzu3uandc/da5fj/piw8ebe4p2063NXaqnMsWh/Rv8i1+Y5q/62++Ae4XEaOL6Pl3nav4nu2LAcYuxb513v99r7FF2xZoYzZIuuWb9vh9LFlcs9D/vwH7Bp3HM4T4NJKex+ok+h30GRehbb7N94X9yDfFicVQ9cS6qIvZhtiKtX+DvrywMEqsFZtOFuIP9pS5pLMi7UG+MW++VU8kpsJjiuLCr15vTRzDSVumpsyhzRf7FYvb6BcybPuhx3L0Cwq3i1zuX6QxHsfbwb8LJ4slNwtbe6xa368SWYi6LZ9f06EFilk9s3rxE8K1rftYSL+O1apfhLZZPLt8/1/n7nWZL2udDixOxWOeSFwog7WblXUoY6xX3y48Vsjn5svhuH7BcZDFYEuQRkh3ZXflc+vC6XyB3x4aR+ExOyxOJsTu1niyMPeUuTHGYKyaok95sHgpdOfGhXqdGt8a52Rv0zB3p1PMobHAdNFMNtextvTYz/BckcvVxOmSuA0jc22NBa7bvK+xuNuUwhgrcZTLY7EsxBv7SxnHBxb69LniQHykl7m5Dj+exSPFfG3hHtocx54/SLwUmSu8H6RmMfPpeaypv9weMT53JItDs5jPstAxic1q28Nj+GLf9XsGY//iu9O5rM19bsrH0Hi8fnHq1fpKzSGPrSYulMU0L4yTNh6VLcRO5q1ctyuL9x1/1giLRFvop/Q5Z15SIYQQQgghhBAA9KIkhBBCCCGEEB16URJCCCGEEEKIGXpREkIIIYQQQogZF1bmcGUz4Pe86jn849+aAssur+s74bds3wIA+GiIz37m+se7NO46fjUAYAjBZCfbZ/K2GkR3vHkFgCp/AIDjoymg9NKmSiSunUxl2O6eL9tWJSC2BhnGgMmyzYOTd/1Cn5v1veG4XU6jD3BbheBbD9prgp09SD0uYsaC1OFBof0iZu3in5dmacSg5WWBQV2YduFdPgZ9lgU6Q6AeE0J4/RwQHtQFy2Kwf/6bBLU3/+fg9RfiDlmbGgtKhi9GGBcQ3TRln8q/P6icLmBrfZsuiy0AJmKoAdosgDdcD223pW0x4JYcRxco9P7VSxCa5rWx2ZdPyn/3i9X6otJADQJvgu1L2xxYcJMJTsrCofF6XKoQgnvJwq/7l5udCy08mDguWpjHZyO08PqIQbX9ODraPACgnQdrfybB2OhlEyDjki7c2IgqfJHX2E99weh6bV6WRsLA+hARluyIuGGePwCkoR+/3ofaWcaD8mN7zMYRWSy3yTf17RJOrseNu25b7c+sDfpg5Vay4eMkyiHIQpCMIgHZdNuavl76Nbl3NBKhfk6p94TaH7yPRyHDbnhhfzHj4rJjn4cvLtvcR+hiw774aC9Iauve2z62pddLWAzZA/tj/7d+/i3laqba43w9BxYBL8H5vbiBEut+5e3b94O2DnwjWWR+YfHY6dx8vSOZp5sDB7KPiJF8/0G50X6JU8yh1F94tmL39XJ8FB2Quk9sMfOyM8pg+vu/CxGYQIQJFtp+4CIIMicTSQgTNyQyL/jxw3Bgcd1y7tkkX81zHFnsnbVzkcsYaQMqf1pGv1ESQgghhBBCiBl6URJCCCGEEEKIGXpREkIIIYQQQogZelESQgghhBBCiBkXVuaQEjCkFb7+nilY9cMvVIHCx+1hAMAD9rqy7fjKFBT65PVHy7bT3RSUVlf1Buqq1TUI1iUO6/VlzDnZ1WDhYbyZz+0D6zbruorz6bZftbpeVwg8DQHNpXQ5QLAJsMzBbjHg1dCvQF4DGONy6MsBmPOyRLGEB0q3waMk4JWuQk1Wai5Bv70kokLSIqthr8K5ZcVtKkjoJQ1GgkgbocDs+CnfqW9s1lEUMLXHSALF44rRJbdGCkDKWgITY0DrJqcRr8ODtmt/cDab+8vP61zm090Xy7Zx9DaIK3jnAPa4+rbXVRMOuz8AtQnMTQvHIYobfKVtFmhOAmQPBKR7mXfDcyS/2L6p20bHagmij/IPr7fYHi5gicKIvDJ8s5K8iwK24TgXRvQrkB8MqvVUV30Ab2S7e64rS23XsI2shl6kNyRdJltp82BBzL2QgAUbs6Bfn5uilIIF1vvK8qsg19junm7Sbc+N/bQPNK/B072gw+uKiXHQBGUTuU2RJZBg9biNdnufA+I8TFamL9fR9/8U7idM+uDtZ6x/pV520Qhi6Fh1oUAtyyrPb2MzFrfN8UCVVnBJQ5BD5PagigMiq2HClHifPev/RZfgcyYgioH4qz4Qf1ySAjTyj3y9qyCNKWmztq/5jsO1rnwH9B41XzqP59xD/XndD0yw0vT7ckbdlPdzoUUsTJ4XVvVZrbZ/lBXsfyZhggAmG2rKMhe6xPyYlCLc69e5jqJAjMmz6jMDEeI0sgSXB4U6zf2PPYuACau87M084/esKFvJ46kp+9Dsm7YxyZEnG58FyfxW6qwveoTVWfOoy+a/NgchhBBCCCGEEI5elIQQQgghhBBihl6UhBBCCCGEEGKGXpSEEEIIIYQQYsaFlTl85kbCn31ki8/gXwAAxhCsuMEURPbpG79ato05mOxyCGYfc+DY1Rt9cGEMKL1y6cFpWwiOu3by5JRXkDT4OUMM2rYp3xMSeL1a3d1tQ6qByOOQg8DjbhIM6gGTX0mQdcSD4WJQqKe9DYH/JTCvWe15v6iClcHi6uA5SLD+3Qf2x4BgGgBd9vWBoCn1ActtMH0fNG5L/9fQrOS+y3n0q1GvggDDgyRTE3DugdcxIJSsRD4r+1S+fvV5ftx0bTHQfecBvFlC0kAkA4zYR8q1pz5fNG3JVrN3iUqs0yXpA4OtUt8HlbeB+P1xZcXy0K+9T9L+FwNui+SCBIYTIcOh6yjXTvoGE0FEFvNo+ou3W79afJNGGe8xoV5gYCTqtoov+nxbSUPfN/w6o3yhHN6kx/rpwhwV0isByqHoPq+2Qdu7rsy1T7CA7+t790WYIKbKDWK7XOrKOS/bVKZWjDP93Mtx6nFrsi/8w5h4yOfkMW70zMK5+X4SBURELOR1GqU7ux2TDfXtzCRHdV6t6Q0ja4c+WNzHfiNgKXNY6JsL8xsbE7Gea/1G4YZfR5CeFKFALeA631NSc24/3mvbMDFNLw6x+LxA5CR0jJU272UwsW+MOGnymvaz+c3TiNICNuf1Y9brr7mn5Wewdg7wvnZIRNVeT1u+KNTqxw+t525fkFtYP+eheT7yPOo49usdm3l6f5lfLG0f9vxDm+ZniFj2IlaJ8icy3qu0K/YHn19juyz14YqXr+2vy/NuKfOZjvoyMLN3m9lTZvbhsO2VZvYLZvZv89+vyNvfYWYPm9mH8t/fRdJ7X0xLCCGEEEIIIV4uXs5P7/42gO+ZbfsRAL+YUvpmAL+Y/w0ATwP4oymlbwXwnwH4O/EkM/t+AGdz3QohhBBCCCHEV8jL9qKUUvplAM/ONn8fgPfkn98D4I/nYz+YUvpc3v4ogMuWf+9mZvcA+AsAfuzlKqsQQgghhBBCRG51jNKDKaUnACCl9ISZvZYc8wMAPpjqh8N/BcBfA0BWwmoxs3cCeCcAPHh8H/7733kFf+Njvw8A8Gvjw+W4G8MURxO/j93mxWVX4TvVY194sFkYq/+m8cZ2Sm8M31yWb5jDN71Hm3v2ln21iosbTovjNgv6EQ4tyDknLpxbvz0PC4eWfWRBtZivf78bv81f5TiBsIBc+X471AGN2zB2HWN/XMl3+maXL5wXykniN0oa5Jv65nvV8oF4/DCdLDBZ4jL6b3Dbxe8mdsML3bb1uvaLsvgtiYPiC+z2MR2rsKhtiYsji/g1i3t6zAnpc22c0f54IPbtb1y4z/NYr+6rR/k31GRxvpiv2d35ODYNLH9fX+OMwqKevvhi/C59oa+3dd9fGy9zH8fA+nU9Pn6L7X/HelmIHaTf/9fr9XHZLqTIyuJxBySeIX6PzhaiztvogpGxqKWOQr653zXlW1h0lMH6Wpx7djl+ki1M26RjXn9kcdIwH/giik0f8rFKmiqx9vN5iCzcSGNdCM1cQbLw+WCM8Tc0BmN/zMShWA2PJ1iH+d/7QWpiXeZ5hTxIuyS2GCc9p6+r9v7YL+Rp9PEn9/8YI0oW0kxl0e5tty22Zep+AO3Xtd/sXyS12WTLbe4xyPHZxcsf5yMvP1v8ky7ATvtwv7jy0eYVZdsuL2La3FtKXDCpvwZ27+tjdo0t5rzyOMr+vt7cqzzmNF5S6UM9zSKvvvhyHIMktgZkQdU6H/QLLbfVnM8ZyZwb5/2SdhiXJZ6cxR/28bSxXkosrj9XkGc7a54H+kWs+aLcnmkYs0vx7CH2bjke+VCcJ1kk94zcVtY7M3sTgB8H8Gfyv78NwDellN57lvNTSu9KKb01pfTW+4+ICEEIIYQQQgghzsCtflF60sweAoD891O+w8xeD+C9AP50SumTefPbALzFzB4D8CsAfoeZ/fNbWmIhhBBCCCHEVx23+kXpfZhkDch//2MAMLMHAPwMgB9NKf0rPzil9DdTSl+TUnoDgH8fwMdTSt95S0sshBBCCCGE+Krj5dSD/xSA/xfAG83scTP7LwD8DwDeYWb/FsA78r8B4IcBfBOAv2Rmj+Q/LH5JCCGEEEIIIV52XjaZQ0rph/bs+m5y7I/hgNUupfQYgDd/5SUTQgghhBBCiGVutfXulrGyhLs2O7zm8mTqePvp7yn7/l2arOWPrn+xO28d7C+b9XSuhV+8uaVrta6yCLfdRauc/7JugyvzTSUNINhzqAUoWKay9aWxvxBDWT0npudmlGhNcZtM7QLr1VRWt0MBwf5D7EOr1QFhRllFubehtba93oBTzDKNpaitq2gmcpNWLJNbdqIFrhp/emNTY3byy43mmnLd1VJXVvpu7D1uSuuNfS1TGYYhLBFGjnNbS7sSeW9uqbY9Zq6rxppqk6n9YUzZ4EVsbK1BjuyGGw+DOSm3TXvduZ2t75ut1ai3fjFL4yavPj+m2g9Y+9Z0mH0rbKKrp7f553/kJIi9ihkRiYWoNciRftCVHTDrbV50nHifjeaurky8res8E+Y8Ym+sJrU4l/nPvYGsGe/FvlX7aVmZPVxHvKYlqJ2LHZfziPam0k+p3ypeR2+39Lr0sTOlPc0N6/Xlsm2X7W9WTF/MANX310Pzh+9vrGe5zlqD4v5V6iOJ2OzqnEfGNnqrV7y3lfY7o1mvKd9C2zdjh85Xnka01Lnlr5avjp2+TZt00Btd/Z61G8I9y21nq+WxU/OKtjPvX/19sZmsinm1vxe08xF5niDzPisnnQfPaArzPE63T9f0vFy2PJ8DR205gVBH0XxGnnE8nVCnxcwW69SNm2RubKyZq8s519APfX/sm6VOo+nQnwmIjfWANZCNi9JPV/2+9rkjNWVviea/5WfNmm9/H65Fzm3VJJLrnhhY27bvDaJ1X9/2qbEq+jwU7YFDt63MoSDGPP4QwxWHTWpCCCGEEEIIIQp6URJCCCGEEEKIGXpREkIIIYQQQogZelESQgghhBBCiBl6URJCCCGEEEKIGZbOaDO507h389vSW+/5U7hpNwEAFgwkj+4m29062EvcDHT99JmwbbKcDAk3bDIAACAASURBVNlaBACbzf0AgLuPX1O23dw9DwDY5r8BYJXtHCu3rAAYxps53WAqYWaqYgiJxqvp52iKcgPIJlrdcpmjqa+18U244Y7tY7ax1pqy31DV2pZ6uw43lPT5UjteziMRm9iSyYXaVYiJrzHSuFGKWVOI1YtZXfg1Rtj/U/TXjWJG7A1yEXadbvlpzVc5vcZGdbhMe/OlliQvc6hTt92EMeEmqdbe0/eb0r7M7oZoBztpj8dyu8Wy1LEVx53blGqZWHrzdKfjejtTsQWlgZ7T5xHT7o15Z82XWYCYQavWb38utcuRMbNeVyskt0xuZvsQjEnRcBSNWH5c3w/oHLXYT5mN6oBFjNrGBi9AzKQre2/B7G1xbUF9Lg1peN8M84zP4dE0V01fvTGP9RE2dlvDHpnDlp4ZYvsxw+OSBSuWhc0f8zRiOmT+b62Jh+biFlYHjWGv3IuiqdXnlGrHQ+4j8T5frqmx3k3nrtf31VxHt6cxcx7pw2R+a+ZSW7CTEpNmnBs9nWbeKv0zGsj231PoeA6Y9WPW5+RqO4vPQtFg6EZQ1td6g2Jbp8T26H08Gtzo9foc0Ldl++ySzbqN6ZPcl3J+7P7AzZyRsxkl++MRrnd5/C6Xqc/f+1rsh37Pb42p2ybd6R/7x3bbN/15pm9TZlttnzXizzcfTim9tcsM+o2SEEIIIYQQQnToRUkIIYQQQgghZuhFSQghhBBCCCFm6EVJCCGEEEIIIWboRUkIIYQQQgghZlxY693vvPfB9Hfe8p/gv/v/7gYAPJWqkW6dJgvKs6unyrYNJjvHM+nTZdvT1z4KoDXDVXtH/465Drabodhagt3HDTPERHO0eWVIaWzSmOVSjxqv54R748ohM1spE7GrRKOI59fa7HqzTWOwWmDJ8NVacYiJpqtzZtthZrPaLut8bbtgMlyyQjWGoNTb4pj9pZpeiK2lucbeiORlXa8ul22lrE2/2eTj6rWNZX9tU98/ROtSLn9jiSHWG0Y14fQGPta2ByH2qKY/l+N6k1A5nB1PCea1Ynaq9VfK0BjumEHO6W1F0QS5NN4Pmxj7MnPc7rNsOWMmTW5JcutivQ43eMb5yPtOawLzssQxQ/qapxvqvuQRxyWre2bcLLtIPVOT2hBP6tJhaTvr9b2hfHmeHq72aZyxfakxsrBs5ys2r9hf/ecmXWLSpCbDhXHM7mPRMHbG/sXMU76N3iuZxYwR723FjHi2bY3xrZQlmuH6+/DR0asAAGOYV/05ob0/rLt86fhk1zE7fvoHmxtZHyL3HlqWJfNpb+tsC8bMhGezJLbPGG16rdl0yncVtsU5oqaX7anUKhc5my12yUjHrJVLltJp/34DKuNQH/K6auxvZMz0Zed5+LOKNXW/bvI6NG/ye7TPM7Gf7b+nsfvJl3N/r0Xq7cF7z043ZL0TQgghhBBCiLOiFyUhhBBCCCGEmKEXJSGEEEIIIYSYoRclIYQQQgghhJihFyUhhBBCCCGEmKEXJSGEEEIIIYSYsd+DeodjBhyvR3z7qyfN52NfenXZ98snj3THP58+DwC4sXumbHPV6np1pdvW5jVV4/13fV3Zdn37NABgHOvxp7sXph+CwpJpMld5G9dLB/1wUbtWveVqfSXvY9rPStVBEtVluMaiPQ7v1KuinI7a1P365Kim9HObaysK4ajEJOrRlFWsTIda9NaxHOsu3d1w0m2bH98mG+viUre/1F/QxI6lXnq16DgSlXBI92hzTy7n9VAGola24zZ/AGnISvqmT63y8UGv6ur6eL2rXu1c0iV6XKbdjPmO7JyiFo9t2l9b6eNEqXuoX1eY1jVqS8dczutYZEFNaivWX6K+2ctwQLe8oAtOjYo2l4Won5mtta1nv45ehRwV+K75j+1btMdRY+96eqLLZvMWIy4pMGL/8gKxLLbadOdSvbRfbyiL10dMrypv++OaMuS2GUN/rdfZX28iSuxVLt/YaNbz2KFa3HCNRGdf04ha9NyHmiUj2HzZL3PBl5Eg/5da7gls6QampY792u87UWfvWv6+/1PFfdOmeeyw/s/mijHO55v8d5jzyj2QaaZrXWx3zzfHt8fFC+iXceDLfvjYIct1NLplthzF3fncqHveNmnsw9g9j/T/Wq6+zbk6PPTJfG9JzRIVC4r0hum4ka2c0DwLbUnZe90903TzBXKYpn1Jpb48jkoJQh9fXNKEPov0cze939A+FOuKafvbdBt8X+q3sftYW2a/xgPa+IVlSQ6139Lve9plR/wZsdZtu3zE3mT0GyUhhBBCCCGEmKMXJSGEEEIIIYSYoRclIYQQQgghhJihFyUhhBBCCCGEmKEXJSGEEEIIIYSYcWGtd5+8vsUPPPI5vHaYjBnPrp4q+1bZdHF1qNueufYxANXcBABH68lANgaDy5CtOdGwNAxfAgA8d/1TZdvl41cBALbBquXmsSEYSKq9KVqA+mbx/IbxZtiay2D9+25jdkpu1IlmKTfWBGsJeW+u+V4r29wCGE0+0UI1L0PM49LRAwCA7a7a33ZDNvQQO1O0tbk1p9iFqDUlXk/e39hqzmbkKrY/YtZpjDnUTHgp/73qj2NlDv3L66U1zfX2QK+LXTQJoTd9FWMZMUW1qjRPu9aV29AStYkRw83YW7qihYjlWw13m7Ct7zfFFJZ6Aw41JzU2x95OVu1hpG/EuiqGr96+tWxBOmB0Iv0m1lW1FYU2p+mumzJN5eqNUsxkVY+PtqypDYchGiiLEimkN+UR54VqEatzz2Z9PwBgl+dIgIxjAMxQFftET7Rm9iZS75+JGY6aumcGqKPZvmDVWpjn9pLLFw2o9WTWfqRfkT63aJSy3jQX7zHe/5uj8r0qbvM5oLEMliNi3+yNgvT/YXNdRHtfmQbj/YmND2ZKy3NJAqtbdlwcBz5/xC3s3uLXGfvDfksjY2z66P57UDRQFpthY9brrV/VpNrPPc2csmA0a9pqwcbWPiP4fMnqntl5Y7YLc3ZIb1yyjjYWtv4e6axCXyvjmMwBrVWunysSs/wxCzIxGUfj3xLMsOh11fYNUvelzodwXLY4jrEfrJu/pwP8frPqzmVjsRL7g8+R0bjJzI3+3Nqn1lrq9rc9tdqm/v7EifeOQ9bFeW5CCCGEEEIIIQDoRUkIIYQQQgghOvSiJIQQQgghhBAz9KIkhBBCCCGEEDP0oiSEEEIIIYQQMy6s9e4b7jrG337z1+Gvf+RuAMD9u2o+eTI9CwB4AZ8v295w338AALiU7i7bPnH9lwC0pjm3sEWLjdvfojHv+smT+aehOy7iNpBVY/1y01wwpbjF6YCxidvn3NZyKWzN6TXWNGbU8TTquWMxqfSGkmiJq8akanC7cfOzs7z4dVTTVjWzHB29Kqd32pSjuZ7U27BSY4ZxC8ul/rhYJmL+qftCHsXaFnYXs048aTonGnG8DMw6xoxgDTlfZsiKhpl1zm9oLHpHpMxef7X/jMOuyWtiyfQWrXL35ISjySpnuIrGmlwHoXy12vrrXq2v1PLlvs5MPdRgFGD1lohlp9qewr5FG0+0JHka0TbWG5FQLHAHDIHUFOVtM3bHtWXO6URznfe1RsSYx0UzZtxI1xsgWZ3FOcXHfjRPlWZNvVUu2t+M2Dx9fMc6Lfvi9TKzE6HaGaMpqrfJ+Zhy4ycAjKX+lufkkjYxc1aTVTRQ+aS7PJdyE5lntdznmUGOnzPOylnvCW2fa9Od2G9fTONVzGnMWGV+602a6/W9NYdsU1y2XMU8wn3Wy8WsbQ3EWErSq5bV0JfgfaS/DmbmTI1Zj1j+6k5Slv641hDYX2edc2L9kTFWjHRkvJN5ht6XiDmUzgHNcwAb5z6XxX7fG/P8uOaZyPc380z/GEzLkscHM7O1dlwyZnBSfgoH5oTrJna9fs9rzLXJLbDxmeVQP/bjvK8RE2rz/LRwXClv/Hndb/SkDjynlHwTm8OjMY/ZMPc/kzRzWrFr9lbAQ+g3SkIIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMUMvSkIIIYQQQggxQy9KQgghhBBCCDHjwlrvbgwrfPi5e3DP0aS6uD5U08UzeBwAsMGl7rwndo+Wn3fDdQDAenW5bDveTMad7XCtbLP8vnn56P6a//aLAFqbnVvsog3FTSbR4OY2OWbKaa1fbpSq6Xl+u2wDmtIpVxS27bceNSKVYgjZhuOIZSnbvKJRZNg97yd013FWk0m0I21LffSWtXI9xJxEJCxtXgtWl2hUKWkTS057EjEw5To4ZJ5iVDtTNKqRPJJbfq7XTY3tLqdX2ioaX/abjlhbtaaZvv3G0m69ybC1zlzHHCvmurjR2zL2vbE/rthuerNYtAZVe2UdY0QkVfoGM/Sc1bTVpFfKENuS9T83zR3qvWTslHKFul/52F62W3m9jak3QLZGJjZm+22Wk4m2tkTTa/dN/8j2qDDnWTEXHYXDegOUrY7y8eG4YtaL+ZG6KvNgP7808zQzLBZbJ/ptPvcFA2C93t7WtQp9+Gg9WSTjqGPza7ULxrp1g2K0UvZzADdB9m3F7KisLevOMF+m3spaTWmn/b7GWtWP2bLrkMXU2LgjZixmIiv7+zEb8yjHWW8wbI2WvR2vzo1sXq3pMfthl25zLjMi1jFhzPqV9zdlGd0W189H0WhZjJfENNuU1dNmk67FekZ/XJkEiEUvzvu5v6ysf84bab/vLXrt8xExzZY2Z0bQ/h7UGPiYxLSMy1oHw/BCf+A8/4Z+Hm5MjMS+Wc9hzxj9OCl10ViTiTU296WzGlPp9YS28ntB0/9ZHyqm0QP104xVZs/L+e7dI4QQQgghhBBfpehFSQghhBBCCCFm6EVJCCGEEEIIIWboRUkIIYQQQgghZuhFSQghhBBCCCFm6EVJCCGEEEIIIWZcWD34tR3wgWcM//TmvwYApKAEPMKks7w5fK5sO8kKxqg4vHz0SgDA6a7qGa+fPAkA2KzvLttcqfv89U/VAmSl4V2XX9eVbQxq8aIfjhrKrNuMimPXMMZznWGoCu0xpxMVtJ5Oq+/tVYjrfE6rKnf1btTXbprjp3NOch77FYvTuVmJTdTPTDcb22MpbdfDtjrgqUyu3Jy2jc2+CaJiNldKR50309Lm/Br17qST5/XTK9qj0hREscz6CFOA1uuM6bnWtW4ritKo5yQK11IW268in/avu/KVdibbWvr/q2G67FXRVkedt6cXNLtEB8r6zTAQbTrxtTJdazFAR4M2USaXa7O+PRo1u9dfKHvtG1Gr6u3WDJ58bu336/V9U0mCQtV1rtakl/Xgje6ftSVRDJfxSZTETd+YXU/Yn4xpXcNhrmBuxqDXW1Sf53HW9A3XD8d69nOisr7XN1eIij5qztm4JEsH1H6f6yeqbcvxUU+eDwsq4Zun9V5VD+zbyojaOTFd9khU3AQ2D1eFdr+UQFQxJ3JPoEp4n1+I5peN50axXBKJyzh4vTSZ9KeQ/kXnI6KPruMtjPcyX4Y+4EsskOMaTXzpEwfugfnaralnV7j3Y7ZZioSqu6fjNuu6tMmYNe3DQO63RNPdKqJ9OYUN2Ua06eTeQlXvzXFLbbQnncwwXsvH98skNOd6P2X3zSbjKZ3ElkuIY8xV5au7++OaeatPJ+rXl46jz0dkTJV5n8x5Cf1Y8D5El1poS5qP6+9jTf+n6nqmNPf7RO3XrA2KqpxdT7PcxLKKfgn9RkkIIYQQQgghZuhFSQghhBBCCCFm6EVJCCGEEEIIIWboRUkIIYQQQgghZuhFSQghhBBCCCFmXFjr3SuPR/zQ11/H8NjvBQD8sxuPlH0302SxO91Vg9zN7bMAgKP1PWXbOhuvosHllVfeAAAYgqlkO9wEANx9/Maa3u45AMCNkye6skUL2zqbWdbry2WbW0m2u+e7c1rziFummMGu5nG0ma7p5umz9YBiQ6vXNhDzDjNFuUlkNxALTITa0NyYFA1Cbkyqdhe302Cshp5Yb/MyVXo7DrXVNOYrYnyDG8GiqSdbfoJdhRmRsFA/0cTjNpnGelNMWjXf/rqr/Yhbl2KGbtup+Xp9JGJYiiamVT53GL4Uyjd0ZarjI9huxutN/lMebl8MljpS99Res2DpatJI+y1mzMTE0mn25XHCLFOJ2vZ6s9NBuw+hlIWYFqNtrB5XyzIMbumM+bqRiBmjggUrG6/aOshpry6HbX4O6UPrYPNKZzMs1rrvt7Hxu1rFWxcxZxU1YW+U3GzuLZvc8NnYRIsN8Chsc3McMzf2ZrbGLDazPLV16xazmtfl4wcBtLbVIdwLKtm4FfqDmw5b41csS8bn3GjmzOe2RjAn1KOxudHH3Um3jc3/cZuXobWnuQmP2CYPzRllHlyR/cRKSWjNXf11+HwazZIMakrN/WX0OXLfubSv7S8rM3wdKp+LJ4fxZkiv7xvFnMj6RjPG3ALXH9cK89ZN/u050SCbraNkDliaw6dzcn9eX+nL3ED6AZkn6fE+FuK9z22KoXy1VNHiS8ZlMYfGfu/32jDvEzMmvbcQa6QVo2pMj9lic1v6uGym0rzN+ueeaJjk8/Cy7XSJ2sfJfacxR/e2Wjf60efRA5zLb5TM7DEz+5CZPWJmv5a3/Ukze9TMRjN7azj2HWb2cD7+YTP7rvMosxBCCCGEEOKrh/P8jdIfSCk9Hf79YQDfD+B/mx33NIA/mlL6nJm9GcD7AfSLEwkhhBBCCCHES8Rt8+ldSuk3AcBmn2WklD4Y/vkogMtmdinRb1KEEEIIIYQQ4ivnvGQOCcDP50/p3vkizvsBAB/US5IQQgghhBDi5eS8fqP09vwp3WsB/IKZfTSl9MtLJ5jZmwD8OIA/tHDMOwG8EwAePL7vpSyvEEIIIYQQ4quIc3lRSil9Lv/9lJm9F8B3ANj7omRmrwfwXgB/OqX0yYV03wXgXQDwxnseSkMyXN9N1ovTdLUcd337BQDAb7vrW8u2548+m/fVsCm3Do3BTnKSDWDbYMzbDZO9Zjyq1pntLueXosEl233CL8QGYj4p9rmwb8ymELOa3ibbXIYoPstWkGj4Ot2+0OXLTWq9ycTtSYmY9c4KtfcEM0oRo4R8N+vJTLVLwfw3s6ulaPQxN9zFcrpBptHt5B96IxKzODXk/K0xzVnOvtZnNa30abT2uf2WqabOFoxv7Tn5OogpKlq9qJHIDVpjHScI1qOwcUqWWeBSb+CJberNEOuPWbCYfW7JANWa0qY2jPXsRrFoCCptzdo5lq8kTvpVLEPqjU2lj8Vx5+YiZhwiZWltSksWrGYSyCfH6/Dyx3wv5b9rG9V+Euat3O/bOaC3PVXTELM9RlsnmUu8DIm1eW+oTKzdaFv27MJY8Dl0bPrplO+qKTMzVM3LiWrptNif83xV5plg0/NjQv43T7+Q89zGA/bmz4xV3KjW9+vG9ldsZ3FsZ+sjsZ6y+vZ5OzLE+cvnvDhqyfzG6sjbhfalMId6yhYeb4plrbEB5uMPzK/MCGplHqx5lDpnfSW2X65nWqcHbKyl3kIe61znYxh3I7OiEur8W+tvyRLLuiGz7THDaHs9fp1k3mruD2cb0+Wcpm9M19QYI/MFxD4Uy1rP7e/hfk47f/UmS2pPzemweau1C/b2yDL3JGKFDMznmb14HVDbb/zIrDUYNs9b3h9ICrQu4hgr+cd7hz8bL1vq6r4+v8ZUuTSm4/NtTGeh2m75p3dmdsXM7vWfMf2G6MMLxz8A4GcA/GhK6V/dmlIKIYQQQgghvpo5jxilBwH8ipn9BoB/A+BnUko/Z2b/oZk9DuBtAH7GzN6fj/9hAN8E4C9lnfgj+ZM9IYQQQgghhHhZuOWf3qWUPgXgd5Ht78X0ed18+48B+LFbUDQhhBBCCCGEAHB+1jshhBBCCCGEuG3Ri5IQQgghhBBCzNCLkhBCCCGEEELMOK91lF521jbi/uNTfCFbAr8lfXvddzS9H34mfaZse2DztQBaFbirCk+2z5VtuyEqEieGcVKs3jwlWtxGsdzrbo+PXtGds1nf3ZXFFeRR0bjdPTvlEVWquczb7TN1E9FFVk1q0Exa/97MVb+uYaz5Hm3uz2WqKs5FpXjIa0WUrUXhG9SdnseY1Y/bqLJecjsyFXPAVZKNppsoLKvicwiHHXXXMGJqt3VQhvv1NOpVpoPO6bV63KznDP3BikaUqJNje+c2iArSVdFl177E9LRUwdwdD1QVeK/tbbTKnl5o06oK7/uexXOJypopQP3aU6O4PenKV7WuUbPal6XqqFlfZkruXmW6Wt3Tn5r6fsAU1La6HMrSa7qpMpz08VrMcK7rlg9oYqk+H0xJvX+uYH2D5xvOJbrbWkdBQUtV0llrbaH+VptmHxDU1bGv53oZ4/xSiEsnkLnENfLNkgT+g7dzbQNXca/D+BzKfNRrl9v+5Ur1uBxAXsLAmHr6AGVOYfNSGJ9pv/54u6v3yqgZ79OLemZf2iGOCaLLLucEZbOPT1YvUfuc23xMdc5j/cvLzMZivBfuin691+g351A1tqfXt0uzTIIrk6OWObmyuTLkJUsafTlRWdf7Q5gzPL2FuXSCtYcvxVDzpXNAWf+jb4+mnhcU+C377xlxLGzW01qa7TPdSXecFy81xy0s90Dn/biMQ/8s4nXU3nOHftsZlwKpZa91xrXgbBmFfI+00O+ZNr8bgzEt/zk+W+Xx2Si+cz0aOy7WN1t+oX/GmV/DRD8mlhTtzb3rjEtK6DdKQgghhBBCCDFDL0pCCCGEEEIIMUMvSkIIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMePCWu++tNvgl556AN94ZbJePHOzml4+m81s1+yLZdvpMBmObgZrj9t47jp+ddnmBhW30E3HTdV4vHlFd9zx5t6y7WT7fD63muFOTj+f06gWoLsuPTRtS9EM5zajB8q27e5qU06gGpPGA0a4kVh76vVEA4obzYKprFjTquHGTXStbWns8y+WlnrcmE00aajGl2qtqvl6nXu+jZGuHBeNNMwC5+a1aO/ZkOOyScV6QxCrn93wXNiWjWrRVmS9ocrcihctMcU0E7d5vvF6p/SsMcz0djKzuzGn1F+o22UDWsi2WOCY3eiAXdDrl5iYLBiy3BY4BAOQ9//GYMSMb/UMso309eZ6s6Et2AqLjScROx41LTJL1zJ+Hat1batqHDxg5clliHa8zfoKgLb+qlmsty4dotQRMwSFPlSNYbVvlP6celNZA0m7tC+p57Z/sTlsKtdmXeffYbzZHc/6MYiprxiaiNks2puKSS0YpXobVcx/l8vW21Tb/tPPZaUOErNR9f2QGdAojYmMjCO/F8VT3GRIzIjUuhfyGEn7rorxLd4TvK3CfdHnDWbNauYKt8/1drJYF6nY2EJdkXFcrVqhfnxOjvcHMp+Dju18bph7ipG26XNeV/28j9CH6r2FWdFimduyR6yZQ3vjayl5uN5k/X2b2VNLWYjprrG7dnsjcU7J7WrxucLbctk0W6y35P5/yMRXrrN57vF5q9bVMDCDpt9HQh5l/PR9Y72u9tRilT1gyUvMWOfX1LRl364+luvYJtZYZm6MRstiag33BJ+HY92mvl9Xzmama+dVcm82f3bprcXTjv0p6zdKQgghhBBCCDFDL0pCCCGEEEIIMUMvSkIIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMePCWu/u3ezwB177HD78xfsAAM/tqnXj+uoaAGAV3hOPV5NRJJpe7jp6JQDgZPhS2TYOk0llEwxVwzidc7p7oWyrlq5qBVmtcnUPy++nJ9vJoBatcm7nuHz8yrLt0tFkwNsVm1O1sEQHkBuvmKEkMWMSsQW15/j+eh274YXuuGKiWYVuRuxE62w4arwrXpSQ/zhcm2XADFTR7tKb4RirbAmLbT+ENu/zCFaeYikibRrrsZhWxm5/tCTVtopGH6+MeG29bceIHYZavYqxJraFn0tsYo0hcCrrKtqFsm2pscnkskaL03o11XPsK242S2O1SLqRMdqoBmKU8v7l7ReJfYX1YYrX/QGTkJchIY4nt0P2tr9IaY9EjFeNVWhKO84BIRGyrbblLvddZveJNiovA7cH9javNj03rsU+Tsxj3tcO2dpyHisypps5isw9vi1eh7fRMM7mDLT1zMbHajXN7etgEvR0mmss9RevLaedWN9w+1ys7xf3f5VN/yIGT9aX/F4VTa1ljDX9lRiy0I8JaiMsJq1oWSN9vZQ1th+7L/WWQRcJxvpmxjIjhsC6M1gaiemt9rV+zmuOK9dWy+7VkVI1nFUbW7DALdo6g5XPbbDEuMmMr9E46ya6wWJ/Jfcgv05iT0Uzv+V+RTx0zb2f2GLLOdSs119HqdvmuN5O2t7/+3ukrXzeCkY69HZXaj+k9rmJ1ara53yO2IXnBb8Pp8aYt/8ZpJm33BRJjmufB/M1NXZBNpdNZY3zarEMhzFdTbhsPiDtVuYXYufLz3NAmH8PGGLpNmZlLUbS2H7MRjz1+/j8bUW0WM81ZvU8Y0mFEEIIIYQQ4qsavSgJIYQQQgghxAy9KAkhhBBCCCHEDL0oCSGEEEIIIcQMvSgJIYQQQgghxAy9KAkhhBBCCCHEjAurB3/y5hp/7SP34onTSU/41OrzZd/946TYHlevLdueGB4F0OoRr50+BQAYoho16ycvH7+ibLuyntJ54cbjZZtrEbe7qmRlikhXGm6C4tgVvlGL62rv6zcfD8cdNX9PP/fvvq5+jHrwep29BjVqj1dFacs00+E6iAK0pBcVqkXPGXWVk8rR9dEAsHO9dMyjlCWnF1W9h1ThJf+sAm3026tcjv4aD6qlPZ1Gqe66ytAu5RqqwrLoOYNK1bWuFpTqQ9a/t0r6aZuruae0vd9ETXPWLq+iVnuV0wjq5KzvTIi6Z6ZN9bZk/8cSNcDeVnXbMDLl+n7t7CFcPX60rrrWkSiqsTXrtAAAEwdJREFUqWIbRI1dFKZjvy0oRav+NGhQXclN1OK2juPT2ygeN+Y0esU+VTAbU7gHjXLpd/W665g5Wz3H9vAyr4L2NRU1dq/BbsZdVrxGTbzvb9WtWelsvRI2zsmeTtPHXR0f+qRfb1N9ZY5avu2lPKa24/VuX9NPXcvcKNKnfNexT3r/y8fFseiq42Z+ZcsZlDKTfc19IverVd223WZ9P1Fot1pon7d6xT1V8JNx1SxBkX+O86D3oeZc1wBH5W8paq+ZbuvPLyOkt9Af2nm61x/Xdgjbcn+w0P/9OoaBaODR11/bvv2cUu5tYT5n2uqqxu71+GPQKSec5sP6cRfvaN7WjYKcjFm/b41xTCzom9ttvYK8Ktz7fOOgTUbqoOjQa78ax6v5uJr/MFzty1nm0NqH1iu/tqDf9vtDrKyczhhU4LVv1Loq/ao5uV0iAKh9KI4ZfwYaU1R33+iOS4n1Nabx3q/Aj2O6zJfNMgA+ZvKzQexf7Dkgl3lHnqOafkiWITi0JEdJp+jB+yVnopa87Ar3VDZv8GeDHv1GSQghhBBCCCFm6EVJCCGEEEIIIWboRUkIIYQQQgghZuhFSQghhBBCCCFm6EVJCCGEEEIIIWZcWOvdg5cH/MU3vYC/9anJTvfpq9V48dH1JwEAzw+f7c6LZg83hmzWl8s2t8DdPH2mbLuJ6eejTTUdoZdvYXCjTTDvVPNIfWf1/MZgAtllq0trGdnlMkeTTy57sIysitUlGpNW+dzejEWtR8EowiwszKJXjUU132p6qdvGIdvXQrZuATRiqNq5Yawx9mXTUTDnufUohfznBiogGMuiFcrtKtFARQwy1DrmyZBzo/UmmZt1QvncVEbMMbto23FzTdMuvbHJ6yXmsVq5NShYYNiluf0oWu9AzHDFXEeMR4Hj49fk66jmJC/z0eb+sm27ez6XOfQvNxMG65KX62Rbx6Kbb6ypA7dD1m1DziNixIjUWt3yubkdGpNPMTHFipx+fu2931q2nOa+/sVrH6uHEXtUqUsiqWtNjN6v+jaP03ux7TEr34F2K4a7YEnk/cDzCoZFHxfERhj77pL1C6Qtm3RyftHiWOYjYnVrbVR9uqX+Yl0VWyGxlzX0Y3qzvhcAsNt9cToimJbcjheT8vm8tY4d5XN769ghm121wB2g9MO+LzE7VByzbuEchnic983QD1l/zfWzDtdb5vjGmMrahRm03N4X+3/fH+rPcW709uivo7WOtfsi7fjsbWe1j8QxQR4YSuHJ5Nz0636ceNppPGBt9SzCPd+fgdrr7U2u9Tr6ObKtF9JGxehHDIHW119zFV75of68XNGc6/NBvP97ftGAVua3xtjIjH79CPLrSI0xz5oyxbLG50tmI/Znq/ZcNsf6PW3THdfaAPvnnWoOren6fXOI7VHK1ffNaoCM1+PPt8TU2sxHXXL98QDoQ0kxN/bPlGPzLJvnUPIsm4h9cUpzP/qNkhBCCCGEEELM0IuSEEIIIYQQQszQi5IQQgghhBBCzNCLkhBCCCGEEELM0IuSEEIIIYQQQsy4sNa7lSVcOtrh+dPJcPF8sPGcrCajzjYYlk52LwAAhmDUuet4MuY9sPn6su3q+AUAwBhMJX7O6faFsu3S0QMAgE2wq1zPZUEws7iBbByrWWS7C2ajTGMoK/Q2lGh9KUcV40l8Lx67bdyYNFlNVlbNf25mi9YjN/Wd7modrIqRpeaxG3qjmRNtJEPydrix97hozfK8dkM0X035rqMZLpc9IdoNJ0vM8eYVXR7b3dMh46HLtxpzektSY1Oyu/Lf1exUDHfNtbkdJxoFs8WG2G+iyNCP26zvLtu22bTF7Ias/7ihK16Ht9l0yqlnVvPN/aaxPRW7T63n7e5qVxZjtjjvr415aL9JKF7HSOxqblKLVptiFCN1GiljgtgXqUGuMbn1/w91Y/vsdC4zRQVbUDJiXSL9yhnDXIbUzx8g9p96bbWcl48fBADshptlW7EtNm207cpcdoGMBWaRCn0jjTfJfk8vnJHn8WjLGmzBvkXNdH1Zoo0qlboK9TwyKxm7pnx4sZRGU13fbsPg82WoW2rs2z9m27GTLVzNOFjSTJH5P1CtWf21nm6XbWfFZEiMV822fE27IVrW+rRZ+YrpK/QHt6bxOjjwf8NlrogG1OnvV97zprLNx/H1G5/u02B2tMaolro8mBWy7CJtTvt1GOPFcsnmZHIcsxqyNmL979AYS8TOGAodftxv32xNZV5/fTpDNMMSG2Ap3XA1/Gv5HkAKE7Ltz03JjX5hG3qjJL0Pl/Fb7y1+rzLy/BbvQYnOR2O3L7l1NpoOS7+PaSyMlVx2Ok7jvZLcA4tdORr2bGl8xnnQf4i2vYX2i0bh8twR+lJ8rl7Q3uk3SkIIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMUMvSkIIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMePC6sE3mxGvuv86jlavBgA8s3qm7Ptd9m0AgI9v/l3Z9tjp/wOgVa1eXk+66CeuP9Kl7+pwoKq9x01VK18/eRJAq7W8fPzKbpvrjGO+ruO9dPSqsu2STbrx013UWpZUws9TOtvds2WLZQ1k1JteP5201zdPnwzHuSoxKiLXuZxBV5m1r3HbyfZmvragoS7q56p0ZvryXVHkMm1vVDlO1+YK6/WqqrZdoXoctm13z+f0ozLclbVRv30pb6uKVs/3rkuvD9f4TFem1crPDdrPouzs9Zs7osaOWnK/Rs8rYqtaj16G2G/8msagDL3vrm8EAFw7qe28G56bSre+r8sj9puQcL8t7s7t1uo+s542aJ/H3K9b9e7QlbkoRUO2Rccf2624hmNZemX3nkIv7Av9IB9oC/peYKZEzYy53+3GqGbPfSfqqFlhaJ27CrmKZ7lyl+DzTDh39GtrlLWu3g/X41bhoFJ1Rf4YxpaXpdUyL6lbX1zZZxvLT1R+vZD2wTo70NZLFFU+VSvvP76Z+/J8HVXzRTEeFfKlb6Lb1rBYz71691BfX0onzvU+N0WFsc89jc675NxrkiMJfbmKOjn0zTT290jP7/Klh8o2n2PHoer0x4W+cd/6a8rPm5xf1IOX9og9cqHuzzyOzzhO4jjwvrMK9wdX0VvQQl8+fg0A4Ea4P7AlFsp9hvS/r4SzKtL3npPxMcD6SGSpfQ+1R80jlnmp3ch9BGT8Lur76/ihZWr06j73RBV9r2av9814DyKUpP2eFcpeVPNMhX82Lf9I7uXG0mNla/IjWnS2jaW9sCxFRL9REkIIIYQQQogZelESQgghhBBCiBl6URJCCCGEEEKIGXpREkIIIYQQQogZelESQgghhBBCiBmWzmoeusMws3SBpX5CnAlm1GG2nZfCYPTlUGw3q8u1LNkM2JrD7lxWwQTGzXC3D6Ws0eLnZW0Mi24V6k1l59WXIsU+dxuURVTKnBMMVC/FOD/rXNZaQl9cvtww1qdx0J72MvXNeG21AMt5uK0zResiNQ5qHImLzu7hlNJb2R79RkkIIYQQQgghZuhFSQghhBBCCCFm6EVJCCGEEEIIIWboRUkIIYQQQgghZtwxL0pm9j1m9jEz+4SZ/ch5l0cIIYQQQghxcbkjtHBmtgbwvwB4B4DHAXzAzN6XUvrIvnO+4a6H8Fe/5b/E3//0ZKV5LH2+7Hse08/Xx+fKttPdCwCAIdio3Ow0hm3+c7Td1J/Ztp6Eft9hA89wYP/+9NyG85XZheK5K7LtNoFdI7UBHTjO97NttxOHypetRhbNa9kqF/+fxLwtb8E1RoOSlyuWz/uV3Y796wDtta0BAOvVlbJttToGAGx3z9dz0vYWlY4buVqb19QnGoOW3dWnk09py+7z5KG56qX9/7lqUuutfL3z8c6BtUscn7fCqHbW9Jhds+6M7d3fO846zpeut93WH8/6iOd75msLJshyTx1PyQnhuHJtsQ7y/HagLRfLEijjOM8308+XmnICwDhcIwnm8U7K19RVYnW11G7n/3/wS3V1O/BSjK2zjomzHne7Q+9ZLxHjgon2/Hvz2fgOAJ9IKX0qpXQK4KcBfN85l0kIIYQQQghxQblTXpReB+C3wr8fz9uEEEIIIYQQ4iXnjvj0DvwLiu53iWb2TgDvzP88+Y8/+Fc+/LKWSrxUvBrA0y9b6mf9bTs77vb5TT3nUPlenvK/ZO2V0s2XIpnbEl+3cRzJJy+3jqatDnbx272/E1L3wx1Naa8vp11e6ir4SqbOF53Il8GLLt+XUZaFc/k8eE7X264Te8Y5ZzHBsyVxu0KK//I+Z7xIXpKxdQvTvcUsttXLVPav37fjTnlRehzA14Z/vx7A5+YHpZTeBeBdAGBmv7ZvlV1xe6G2urNQe905qK3uLNRedw5qqzsLtdedw+3WVnfKp3cfAPDNZvYNZnYM4AcBvO+cyySEEEIIIYS4oNwRv1FKKe3M7IcBvB/AGsC7U0qPnnOxhBBCCCGEEBeUO+JFCQBSSj8L4GdfxCnvernKIl5y1FZ3FmqvOwe11Z2F2uvOQW11Z6H2unO4rdrKUrrNQ7qEEEIIIYQQ4hZzp8QoCSGEEEIIIcQt48K9KJnZ95jZx8zsE2b2I+ddHrEfM3u3mT1lZtK43+aY2dea2S+Z2W+a2aNm9ufOu0xiP2Z22cz+jZn9Rm6v//a8yySWMbO1mX3QzP7JeZdFLGNmj5nZh8zsETP7tfMuj9iPmT1gZv/AzD6a719vO+8yCY6ZvTGPKf/zgpn9+XMv10X69M7M1gA+DuAdmJTiHwDwQymlj5xrwQTFzH4/gKsA/veU0pvPuzxiP2b2EICHUkq/bmb3AngYwB/X2Lo9MTMDcCWldNXMjgD8CoA/l1L61XMumtiDmf0FAG8FcF9K6Y+cd3nEfszsMQBvTSndNuvyCI6ZvQfAv0wp/US2Jt+dUnruvMsllsnP858F8HtTSp8+z7JctN8ofQeAT6SUPpVSOgXw0wC+75zLJPaQUvplAM+edznEYVJKT6SUfj3//CUAvwngdedbKrGPNHE1//Mo/7k4/yt2wTCz1wP4XgA/cd5lEeKiYGb3Afj9AH4SAFJKp3pJumP4bgCfPO+XJODivSi9DsBvhX8/Dj3MCfGSYmZvAPC7Afzr8y2JWCJ/yvUIgKcA/EJKSe11+/I/A/iLAMbzLog4EwnAz5vZw2b2zvMujNjLNwL4AoC/lT9r/Qkzu3LehRJn4gcB/NR5FwK4eC9KRrbpf1GFeIkws3sA/EMAfz6l9MJ5l0fsJ6U0pJS+DcDrAXyHmenz1tsQM/sjAJ5KKT183mURZ+btKaVvB/CHAfzZ/Bm5uP3YAPh2AH8zpfS7AVwDoNj125z8ieQfA/B/nXdZgIv3ovQ4gK8N/349gM+dU1mEuFDkWJd/CODvpZT+0XmXR5yN/KnJPwfwPedcFMF5O4A/luNefhrAd5nZ3z3fIoklUkqfy38/BeC9mD77F7cfjwN4PPw2/R9genEStzd/GMCvp5SePO+CABfvRekDAL7ZzL4hv5H+IID3nXOZhLjjyXKAnwTwmymlv37e5RHLmNlrzOyB/PNdAP4ggI+eb6kEI6X0oyml16eU3oDpnvXPUkr/6TkXS+zBzK5koQ3yZ1x/CIDMrbchKaXPA/gtM3tj3vTdACQguv35Idwmn90B068lLwwppZ2Z/TCA9wNYA3h3SunRcy6W2IOZ/RSA7wTwajN7HMB/k1L6yfMtldjD2wH8KQAfynEvAPBfp5R+9hzLJPbzEID3ZHPQCsD/mVKSdlqIr5wHAbx3+r8jbAD8HymlnzvfIokF/isAfy//5/mnAPzn51wesYCZ3Y3JXP1nzrsszoXSgwshhBBCCCHES8FF+/ROCCGEEEIIIb5i9KIkhBBCCCGEEDP0oiSEEEIIIYQQM/SiJIQQQgghhBAz9KIkhBBCCCGEEDP0oiSEEOKOxMxeZWaP5D+fN7PP5p+vmtn/et7lE0IIcWcjPbgQQog7HjP7ywCuppT+p/MuixBCiIuBfqMkhBDiQmFm32lm/yT//JfN7D1m9vNm9piZfb+Z/Y9m9iEz+zkzO8rHvcXM/oWZPWxm7zezh873KoQQQpw3elESQghx0fntAL4XwPcB+LsAfiml9K0AbgD43vyy9DcA/ImU0lsAvBvAXz2vwgohhLg92Jx3AYQQQoiXmf87pbQ1sw8BWAP4ubz9QwDeAOCNAN4M4BfMDPmYJ86hnEIIIW4j9KIkhBDionMCACml0cy2qQbnjpjugwbg0ZTS286rgEIIIW4/9OmdEEKIr3Y+BuA1ZvY2ADCzIzN70zmXSQghxDmjFyUhhBBf1aSUTgH8CQA/bma/AeARAL/vfEslhBDivJEeXAghhBBCCCFm6DdKQgghhBBCCDFDL0pCCCGEEEIIMUMvSkIIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMUMvSkIIIYQQQggxQy9KQgghhBBCCDFDL0pCCCGEEEIIMeP/BwdPev240a6LAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.specshow(Dp1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":17,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.975256Z","iopub.status.busy":"2024-05-14T13:41:18.974978Z","iopub.status.idle":"2024-05-14T13:41:19.143174Z","shell.execute_reply":"2024-05-14T13:41:19.142458Z","shell.execute_reply.started":"2024-05-14T13:41:18.975227Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.specshow(Dp2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":18,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:19.144745Z","iopub.status.busy":"2024-05-14T13:41:19.144481Z","iopub.status.idle":"2024-05-14T13:41:24.192846Z","shell.execute_reply":"2024-05-14T13:41:24.191888Z","shell.execute_reply.started":"2024-05-14T13:41:19.144718Z"},"trusted":true},"outputs":[],"source":["yp1 = librosa.feature.inverse.mel_to_audio(Dp1)\n","yp2 = librosa.feature.inverse.mel_to_audio(Dp2)"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.194536Z","iopub.status.busy":"2024-05-14T13:41:24.194117Z","iopub.status.idle":"2024-05-14T13:41:24.437700Z","shell.execute_reply":"2024-05-14T13:41:24.436852Z","shell.execute_reply.started":"2024-05-14T13:41:24.194492Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(yp1,sr=sr, x_axis='time');\n","librosa.display.waveplot(y1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.439408Z","iopub.status.busy":"2024-05-14T13:41:24.439082Z","iopub.status.idle":"2024-05-14T13:41:24.666698Z","shell.execute_reply":"2024-05-14T13:41:24.665676Z","shell.execute_reply.started":"2024-05-14T13:41:24.439360Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(yp2,sr=sr, x_axis='time');\n","librosa.display.waveplot(y2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.668445Z","iopub.status.busy":"2024-05-14T13:41:24.668099Z","iopub.status.idle":"2024-05-14T13:41:24.696302Z","shell.execute_reply":"2024-05-14T13:41:24.695548Z","shell.execute_reply.started":"2024-05-14T13:41:24.668383Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yp1,rate=sr))\n","display(Audio(yp2,rate=sr))"]}],"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":"3.7.6"}},"nbformat":4,"nbformat_minor":4} +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","execution":{"iopub.execute_input":"2024-05-14T13:41:13.535625Z","iopub.status.busy":"2024-05-14T13:41:13.535204Z","iopub.status.idle":"2024-05-14T13:41:15.300205Z","shell.execute_reply":"2024-05-14T13:41:15.299180Z","shell.execute_reply.started":"2024-05-14T13:41:13.535591Z"},"trusted":true},"outputs":[],"source":["import librosa\n","import librosa.display\n","import pandas as pd\n","import numpy as np\n","import scipy.signal\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","from PIL import Image\n","from pathlib import Path\n","from pylab import rcParams\n","rcParams['figure.figsize'] = 14,6\n","\n","import csv\n","\n","from sklearn.model_selection import train_test_split\n","from sklearn.preprocessing import LabelEncoder, StandardScaler\n","from sklearn.metrics import classification_report, confusion_matrix\n","\n","import warnings\n","warnings.filterwarnings('ignore')\n"]},{"cell_type":"markdown","metadata":{},"source":["## Reading audio samples"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:15.302793Z","iopub.status.busy":"2024-05-14T13:41:15.302489Z","iopub.status.idle":"2024-05-14T13:41:16.943738Z","shell.execute_reply":"2024-05-14T13:41:16.942589Z","shell.execute_reply.started":"2024-05-14T13:41:15.302761Z"},"trusted":true},"outputs":[],"source":["sr = 16000\n","e_file1 = 'BLKFR-10-CPL_20190611_093000.pt540.mp3'\n","e_file2 = 'ORANGE-7-CAP_20190606_093000.pt623.mp3'\n","\n","# 10 seconds of each file\n","y1,sr = librosa.load(e_file1, mono=True, sr=sr, offset=0, duration=10)\n","y2,sr = librosa.load(e_file2, mono=True, sr=sr, offset=0, duration=10)"]},{"cell_type":"code","execution_count":3,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.945907Z","iopub.status.busy":"2024-05-14T13:41:16.945503Z","iopub.status.idle":"2024-05-14T13:41:16.977500Z","shell.execute_reply":"2024-05-14T13:41:16.976809Z","shell.execute_reply.started":"2024-05-14T13:41:16.945862Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["from IPython.display import Audio, IFrame, display\n","\n","display(Audio(y1,rate=sr))\n","display(Audio(y2,rate=sr))"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.978846Z","iopub.status.busy":"2024-05-14T13:41:16.978575Z","iopub.status.idle":"2024-05-14T13:41:17.249420Z","shell.execute_reply":"2024-05-14T13:41:17.248646Z","shell.execute_reply.started":"2024-05-14T13:41:16.978819Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.253458Z","iopub.status.busy":"2024-05-14T13:41:17.253143Z","iopub.status.idle":"2024-05-14T13:41:17.442226Z","shell.execute_reply":"2024-05-14T13:41:17.441496Z","shell.execute_reply.started":"2024-05-14T13:41:17.253420Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');"]},{"cell_type":"markdown","metadata":{},"source":["## Logmel-spectogram"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.445095Z","iopub.status.busy":"2024-05-14T13:41:17.444800Z","iopub.status.idle":"2024-05-14T13:41:17.640353Z","shell.execute_reply":"2024-05-14T13:41:17.639529Z","shell.execute_reply.started":"2024-05-14T13:41:17.445065Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S1 = librosa.feature.melspectrogram(y=y1, sr=sr, n_mels=64)\n","D1 = librosa.power_to_db(S1, ref=np.max)\n","librosa.display.specshow(D1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.642113Z","iopub.status.busy":"2024-05-14T13:41:17.641826Z","iopub.status.idle":"2024-05-14T13:41:17.841937Z","shell.execute_reply":"2024-05-14T13:41:17.840057Z","shell.execute_reply.started":"2024-05-14T13:41:17.642082Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S2 = librosa.feature.melspectrogram(y=y2, sr=sr, n_mels=64)\n","D2 = librosa.power_to_db(S2, ref=np.max)\n","librosa.display.specshow(D2, x_axis='time', y_axis='mel');"]},{"cell_type":"markdown","metadata":{},"source":["## Filtering low-frequencies"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.843661Z","iopub.status.busy":"2024-05-14T13:41:17.843325Z","iopub.status.idle":"2024-05-14T13:41:17.849610Z","shell.execute_reply":"2024-05-14T13:41:17.848725Z","shell.execute_reply.started":"2024-05-14T13:41:17.843627Z"},"trusted":true},"outputs":[],"source":["from scipy import signal\n","import random\n","\n","\n","def f_high(y,sr):\n"," b,a = signal.butter(10, 2000/(sr/2), btype='highpass')\n"," yf = signal.lfilter(b,a,y)\n"," return yf\n"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.851477Z","iopub.status.busy":"2024-05-14T13:41:17.851109Z","iopub.status.idle":"2024-05-14T13:41:17.868546Z","shell.execute_reply":"2024-05-14T13:41:17.867648Z","shell.execute_reply.started":"2024-05-14T13:41:17.851419Z"},"trusted":true},"outputs":[],"source":["yf1 = f_high(y1, sr)\n","yf2 = f_high(y2, sr)"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.869904Z","iopub.status.busy":"2024-05-14T13:41:17.869561Z","iopub.status.idle":"2024-05-14T13:41:18.128666Z","shell.execute_reply":"2024-05-14T13:41:18.127898Z","shell.execute_reply.started":"2024-05-14T13:41:17.869870Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.130281Z","iopub.status.busy":"2024-05-14T13:41:18.129941Z","iopub.status.idle":"2024-05-14T13:41:18.355765Z","shell.execute_reply":"2024-05-14T13:41:18.354904Z","shell.execute_reply.started":"2024-05-14T13:41:18.130246Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.357543Z","iopub.status.busy":"2024-05-14T13:41:18.357087Z","iopub.status.idle":"2024-05-14T13:41:18.543854Z","shell.execute_reply":"2024-05-14T13:41:18.543017Z","shell.execute_reply.started":"2024-05-14T13:41:18.357497Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf1 = librosa.feature.melspectrogram(y=yf1, sr=sr, n_mels=64)\n","Df1 = librosa.power_to_db(Sf1, ref=np.max)\n","librosa.display.specshow(Df1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.545296Z","iopub.status.busy":"2024-05-14T13:41:18.545003Z","iopub.status.idle":"2024-05-14T13:41:18.729018Z","shell.execute_reply":"2024-05-14T13:41:18.728166Z","shell.execute_reply.started":"2024-05-14T13:41:18.545260Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf2 = librosa.feature.melspectrogram(y=yf2, sr=sr, n_mels=64)\n","Df2 = librosa.power_to_db(Sf2, ref=np.max)\n","librosa.display.specshow(Df2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.731257Z","iopub.status.busy":"2024-05-14T13:41:18.730824Z","iopub.status.idle":"2024-05-14T13:41:18.766948Z","shell.execute_reply":"2024-05-14T13:41:18.766105Z","shell.execute_reply.started":"2024-05-14T13:41:18.731212Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yf1,rate=sr))\n","display(Audio(yf2,rate=sr))"]},{"cell_type":"markdown","metadata":{},"source":["## PCEN"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.768577Z","iopub.status.busy":"2024-05-14T13:41:18.768244Z","iopub.status.idle":"2024-05-14T13:41:18.791948Z","shell.execute_reply":"2024-05-14T13:41:18.790857Z","shell.execute_reply.started":"2024-05-14T13:41:18.768543Z"},"trusted":true},"outputs":[],"source":["Dp1 = librosa.pcen(S1 * (2**31), sr=sr, gain=1.1, hop_length=512, bias=2, power=0.5, time_constant=0.8, eps=1e-06, max_size=2)\n","Dp2 = librosa.pcen(S2 * (2**31), sr=sr, gain=1.1, hop_length=512, bias=2, power=0.5, time_constant=0.8, eps=1e-06, max_size=2)"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.793723Z","iopub.status.busy":"2024-05-14T13:41:18.793309Z","iopub.status.idle":"2024-05-14T13:41:18.973966Z","shell.execute_reply":"2024-05-14T13:41:18.973138Z","shell.execute_reply.started":"2024-05-14T13:41:18.793691Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.specshow(Dp1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":17,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.975256Z","iopub.status.busy":"2024-05-14T13:41:18.974978Z","iopub.status.idle":"2024-05-14T13:41:19.143174Z","shell.execute_reply":"2024-05-14T13:41:19.142458Z","shell.execute_reply.started":"2024-05-14T13:41:18.975227Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.specshow(Dp2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":18,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:19.144745Z","iopub.status.busy":"2024-05-14T13:41:19.144481Z","iopub.status.idle":"2024-05-14T13:41:24.192846Z","shell.execute_reply":"2024-05-14T13:41:24.191888Z","shell.execute_reply.started":"2024-05-14T13:41:19.144718Z"},"trusted":true},"outputs":[],"source":["yp1 = librosa.feature.inverse.mel_to_audio(Dp1)\n","yp2 = librosa.feature.inverse.mel_to_audio(Dp2)"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.194536Z","iopub.status.busy":"2024-05-14T13:41:24.194117Z","iopub.status.idle":"2024-05-14T13:41:24.437700Z","shell.execute_reply":"2024-05-14T13:41:24.436852Z","shell.execute_reply.started":"2024-05-14T13:41:24.194492Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(yp1,sr=sr, x_axis='time');\n","librosa.display.waveplot(y1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.439408Z","iopub.status.busy":"2024-05-14T13:41:24.439082Z","iopub.status.idle":"2024-05-14T13:41:24.666698Z","shell.execute_reply":"2024-05-14T13:41:24.665676Z","shell.execute_reply.started":"2024-05-14T13:41:24.439360Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(yp2,sr=sr, x_axis='time');\n","librosa.display.waveplot(y2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.668445Z","iopub.status.busy":"2024-05-14T13:41:24.668099Z","iopub.status.idle":"2024-05-14T13:41:24.696302Z","shell.execute_reply":"2024-05-14T13:41:24.695548Z","shell.execute_reply.started":"2024-05-14T13:41:24.668383Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yp1,rate=sr))\n","display(Audio(yp2,rate=sr))"]}],"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":"3.7.6"}},"nbformat":4,"nbformat_minor":4} diff --git a/README.md b/README.md index 6e32819..f8450e3 100644 --- a/README.md +++ b/README.md @@ -1,67 +1,67 @@ -# 🎵 SoundScape 🎵 - -Welcome to **SoundScape**! Dive into the world of real-time sound visualization and transform your audio experiences into stunning visual displays. - -## 🌟 Features - -- 🎨 **Diverse Visualizers**: Explore various visual styles that adapt to your audio. -- ⚙️ **Customization**: Fine-tune colors, shapes, and parameters to suit your needs. -- 🕒 **Real-Time Audio Processing**: Get instant visual feedback from live audio or files. -- 💻 **User-Friendly Interface**: Intuitive controls make it easy for anyone to use. -- 🎧 **Audio Source Flexibility**: Supports both microphone input and audio file playback. - -## 🚀 Getting Started - -### Prerequisites - -- Python 3.x -- Install dependencies: - ```sh - pip install -r requirements.txt - ``` - -### Installation -#### 1. Clone the Repo: - ```sh - git clone https://github.com/Soumya-Kushwaha/SoundScape.git - cd SoundScape - ``` - -#### 2. Run SoundScape: - ```sh - python mainLanding.py - ``` - -## 🎛️ Usage Example - ```python - from visualizers import WaveformVisualizer - - visualizer = WaveformVisualizer() - visualizer.start() - ``` - -## 🎯 Purpose and Vision -SoundScape was created to provide a visually engaging way to experience sound. Whether you're a musician looking to visualize your creations, an educator demonstrating sound properties, or just an enthusiast, SoundScape offers an interactive and immersive tool to enhance your audio experience. - -## 🌱 Future Contributions -We envision SoundScape as a growing project with endless possibilities. Here are some ways you can contribute: - -- **New Visualizers:** Develop and share unique visualizers. -- **Feature Enhancements:** Improve customization options, add new settings, and enhance performance. -- **Bug Fixes:** Help us identify and resolve issues to improve stability. -- **Documentation:** Enhance and expand the project documentation. - -## 🤝 How to Contribute -We welcome contributions! Here’s how you can get involved: - -1. Fork the repository. -2. Create a new branch **(`git checkout -b feature-branch`)**. -3. Make your changes. -4. Commit your changes **(`git commit -m 'Add new feature'`)**. -5. Push to the branch **(`git push origin feature-branch`)**. -6. Open a Pull Request. - -For more details, check out our [contributing guidelines](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/Contribution.md). - -## 📬 Contact -For inquiries, reach out to [Soumya Kushwaha](kushsoumya30@gmail.com). +# 🎵 SoundScape 🎵 + +Welcome to **SoundScape**! Dive into the world of real-time sound visualization and transform your audio experiences into stunning visual displays. + +## 🌟 Features + +- 🎨 **Diverse Visualizers**: Explore various visual styles that adapt to your audio. +- ⚙️ **Customization**: Fine-tune colors, shapes, and parameters to suit your needs. +- 🕒 **Real-Time Audio Processing**: Get instant visual feedback from live audio or files. +- 💻 **User-Friendly Interface**: Intuitive controls make it easy for anyone to use. +- 🎧 **Audio Source Flexibility**: Supports both microphone input and audio file playback. + +## 🚀 Getting Started + +### Prerequisites + +- Python 3.x +- Install dependencies: + ```sh + pip install -r requirements.txt + ``` + +### Installation +#### 1. Clone the Repo: + ```sh + git clone https://github.com/Soumya-Kushwaha/SoundScape.git + cd SoundScape + ``` + +#### 2. Run SoundScape: + ```sh + python mainLanding.py + ``` + +## 🎛️ Usage Example + ```python + from visualizers import WaveformVisualizer + + visualizer = WaveformVisualizer() + visualizer.start() + ``` + +## 🎯 Purpose and Vision +SoundScape was created to provide a visually engaging way to experience sound. Whether you're a musician looking to visualize your creations, an educator demonstrating sound properties, or just an enthusiast, SoundScape offers an interactive and immersive tool to enhance your audio experience. + +## 🌱 Future Contributions +We envision SoundScape as a growing project with endless possibilities. Here are some ways you can contribute: + +- **New Visualizers:** Develop and share unique visualizers. +- **Feature Enhancements:** Improve customization options, add new settings, and enhance performance. +- **Bug Fixes:** Help us identify and resolve issues to improve stability. +- **Documentation:** Enhance and expand the project documentation. + +## 🤝 How to Contribute +We welcome contributions! Here’s how you can get involved: + +1. Fork the repository. +2. Create a new branch **(`git checkout -b feature-branch`)**. +3. Make your changes. +4. Commit your changes **(`git commit -m 'Add new feature'`)**. +5. Push to the branch **(`git push origin feature-branch`)**. +6. Open a Pull Request. + +For more details, check out our [contributing guidelines](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/Contribution.md). + +## 📬 Contact +For inquiries, reach out to [Soumya Kushwaha](kushsoumya30@gmail.com). diff --git a/References.md b/References.md index b117a3d..c15a731 100644 --- a/References.md +++ b/References.md @@ -1,14 +1,14 @@ -*Several references have been used to take inspiration and/or learn about development with audio data. The are listed below:* - -## Tools: -- [Online Microphone and Audio Visualizer](https://soundvisualiser.com/#/visualiser) -- [Spike Recorder by BackyardBrains](https://backyardbrains.com/products/spikerecorder) - -## Blogs and Documentation: -- [PyAudio Documentation](https://people.csail.mit.edu/hubert/pyaudio/docs/) -- [Recording Sound in Python](https://realpython.com/playing-and-recording-sound-python/) -- [Integrating PyAudio & PySimpleGUI](https://k3no.medium.com/integrating-pyaudio-pysimplegui-5fa342b1e113#bypass) - -
- -**Tools like ChatGPT have been used for help, at times - to debug, or learn more about different terminologies and methods.** +*Several references have been used to take inspiration and/or learn about development with audio data. The are listed below:* + +## Tools: +- [Online Microphone and Audio Visualizer](https://soundvisualiser.com/#/visualiser) +- [Spike Recorder by BackyardBrains](https://backyardbrains.com/products/spikerecorder) + +## Blogs and Documentation: +- [PyAudio Documentation](https://people.csail.mit.edu/hubert/pyaudio/docs/) +- [Recording Sound in Python](https://realpython.com/playing-and-recording-sound-python/) +- [Integrating PyAudio & PySimpleGUI](https://k3no.medium.com/integrating-pyaudio-pysimplegui-5fa342b1e113#bypass) + +
+ +**Tools like ChatGPT have been used for help, at times - to debug, or learn more about different terminologies and methods.** diff --git a/Spectral_gating.ipynb b/Spectral_gating.ipynb index 3e0222d..4614fec 100644 --- a/Spectral_gating.ipynb +++ b/Spectral_gating.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","execution":{"iopub.execute_input":"2024-05-14T13:41:13.535625Z","iopub.status.busy":"2024-05-14T13:41:13.535204Z","iopub.status.idle":"2024-05-14T13:41:15.300205Z","shell.execute_reply":"2024-05-14T13:41:15.299180Z","shell.execute_reply.started":"2024-05-14T13:41:13.535591Z"},"trusted":true},"outputs":[],"source":["import librosa\n","import librosa.display\n","import pandas as pd\n","import numpy as np\n","import scipy.signal\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","from PIL import Image\n","from pathlib import Path\n","from pylab import rcParams\n","rcParams['figure.figsize'] = 14, 6\n","\n","import csv\n","\n","from sklearn.model_selection import train_test_split\n","from sklearn.preprocessing import LabelEncoder, StandardScaler\n","from sklearn.metrics import classification_report, confusion_matrix\n","\n","import warnings\n","warnings.filterwarnings('ignore')\n"]},{"cell_type":"markdown","metadata":{},"source":["## Reading audio samples"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:15.302793Z","iopub.status.busy":"2024-05-14T13:41:15.302489Z","iopub.status.idle":"2024-05-14T13:41:16.943738Z","shell.execute_reply":"2024-05-14T13:41:16.942589Z","shell.execute_reply.started":"2024-05-14T13:41:15.302761Z"},"trusted":true},"outputs":[],"source":["sr = 16000\n","e_file1 = '../input/birdsong-recognition/example_test_audio/BLKFR-10-CPL_20190611_093000.pt540.mp3'\n","e_file2 = '../input/birdsong-recognition/example_test_audio/ORANGE-7-CAP_20190606_093000.pt623.mp3'\n","\n","# 10 seconds of each file\n","y1,sr = librosa.load(e_file1, mono=True, sr=sr, offset=0, duration=10)\n","y2,sr = librosa.load(e_file2, mono=True, sr=sr, offset=0, duration=10)"]},{"cell_type":"code","execution_count":3,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.945907Z","iopub.status.busy":"2024-05-14T13:41:16.945503Z","iopub.status.idle":"2024-05-14T13:41:16.977500Z","shell.execute_reply":"2024-05-14T13:41:16.976809Z","shell.execute_reply.started":"2024-05-14T13:41:16.945862Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["from IPython.display import Audio, IFrame, display\n","\n","display(Audio(y1,rate=sr))\n","display(Audio(y2,rate=sr))"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.978846Z","iopub.status.busy":"2024-05-14T13:41:16.978575Z","iopub.status.idle":"2024-05-14T13:41:17.249420Z","shell.execute_reply":"2024-05-14T13:41:17.248646Z","shell.execute_reply.started":"2024-05-14T13:41:16.978819Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.253458Z","iopub.status.busy":"2024-05-14T13:41:17.253143Z","iopub.status.idle":"2024-05-14T13:41:17.442226Z","shell.execute_reply":"2024-05-14T13:41:17.441496Z","shell.execute_reply.started":"2024-05-14T13:41:17.253420Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');"]},{"cell_type":"markdown","metadata":{},"source":["## Logmel-spectogram"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.445095Z","iopub.status.busy":"2024-05-14T13:41:17.444800Z","iopub.status.idle":"2024-05-14T13:41:17.640353Z","shell.execute_reply":"2024-05-14T13:41:17.639529Z","shell.execute_reply.started":"2024-05-14T13:41:17.445065Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S1 = librosa.feature.melspectrogram(y=y1, sr=sr, n_mels=64)\n","D1 = librosa.power_to_db(S1, ref=np.max)\n","librosa.display.specshow(D1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.642113Z","iopub.status.busy":"2024-05-14T13:41:17.641826Z","iopub.status.idle":"2024-05-14T13:41:17.841937Z","shell.execute_reply":"2024-05-14T13:41:17.840057Z","shell.execute_reply.started":"2024-05-14T13:41:17.642082Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S2 = librosa.feature.melspectrogram(y=y2, sr=sr, n_mels=64)\n","D2 = librosa.power_to_db(S2, ref=np.max)\n","librosa.display.specshow(D2, x_axis='time', y_axis='mel');"]},{"cell_type":"markdown","metadata":{},"source":["## Filtering low-frequencies"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.843661Z","iopub.status.busy":"2024-05-14T13:41:17.843325Z","iopub.status.idle":"2024-05-14T13:41:17.849610Z","shell.execute_reply":"2024-05-14T13:41:17.848725Z","shell.execute_reply.started":"2024-05-14T13:41:17.843627Z"},"trusted":true},"outputs":[],"source":["from scipy import signal\n","import random\n","\n","\n","def f_high(y,sr):\n"," b,a = signal.butter(10, 2000/(sr/2), btype='highpass')\n"," yf = signal.lfilter(b,a,y)\n"," return yf\n"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.851477Z","iopub.status.busy":"2024-05-14T13:41:17.851109Z","iopub.status.idle":"2024-05-14T13:41:17.868546Z","shell.execute_reply":"2024-05-14T13:41:17.867648Z","shell.execute_reply.started":"2024-05-14T13:41:17.851419Z"},"trusted":true},"outputs":[],"source":["yf1 = f_high(y1, sr)\n","yf2 = f_high(y2, sr)"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.869904Z","iopub.status.busy":"2024-05-14T13:41:17.869561Z","iopub.status.idle":"2024-05-14T13:41:18.128666Z","shell.execute_reply":"2024-05-14T13:41:18.127898Z","shell.execute_reply.started":"2024-05-14T13:41:17.869870Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.130281Z","iopub.status.busy":"2024-05-14T13:41:18.129941Z","iopub.status.idle":"2024-05-14T13:41:18.355765Z","shell.execute_reply":"2024-05-14T13:41:18.354904Z","shell.execute_reply.started":"2024-05-14T13:41:18.130246Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.357543Z","iopub.status.busy":"2024-05-14T13:41:18.357087Z","iopub.status.idle":"2024-05-14T13:41:18.543854Z","shell.execute_reply":"2024-05-14T13:41:18.543017Z","shell.execute_reply.started":"2024-05-14T13:41:18.357497Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf1 = librosa.feature.melspectrogram(y=yf1, sr=sr, n_mels=64)\n","Df1 = librosa.power_to_db(Sf1, ref=np.max)\n","librosa.display.specshow(Df1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.545296Z","iopub.status.busy":"2024-05-14T13:41:18.545003Z","iopub.status.idle":"2024-05-14T13:41:18.729018Z","shell.execute_reply":"2024-05-14T13:41:18.728166Z","shell.execute_reply.started":"2024-05-14T13:41:18.545260Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf2 = librosa.feature.melspectrogram(y=yf2, sr=sr, n_mels=64)\n","Df2 = librosa.power_to_db(Sf2, ref=np.max)\n","librosa.display.specshow(Df2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.731257Z","iopub.status.busy":"2024-05-14T13:41:18.730824Z","iopub.status.idle":"2024-05-14T13:41:18.766948Z","shell.execute_reply":"2024-05-14T13:41:18.766105Z","shell.execute_reply.started":"2024-05-14T13:41:18.731212Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yf1,rate=sr))\n","display(Audio(yf2,rate=sr))"]},{"cell_type":"markdown","metadata":{},"source":["## Spectral Gating"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.698283Z","iopub.status.busy":"2024-05-14T13:41:24.697972Z","iopub.status.idle":"2024-05-14T13:41:24.741978Z","shell.execute_reply":"2024-05-14T13:41:24.741032Z","shell.execute_reply.started":"2024-05-14T13:41:24.698245Z"},"trusted":true},"outputs":[],"source":["import time\n","from datetime import timedelta as td\n","\n","\n","def _stft(y, n_fft, hop_length, win_length):\n"," return librosa.stft(y=y, n_fft=n_fft, hop_length=hop_length, win_length=win_length)\n","\n","\n","def _istft(y, hop_length, win_length):\n"," return librosa.istft(y, hop_length, win_length)\n","\n","\n","def _amp_to_db(x):\n"," return librosa.core.amplitude_to_db(x, ref=1.0, amin=1e-20, top_db=80.0)\n","\n","\n","def _db_to_amp(x,):\n"," return librosa.core.db_to_amplitude(x, ref=1.0)\n","\n","\n","def plot_spectrogram(signal, title):\n"," fig, ax = plt.subplots(figsize=(20, 4))\n"," cax = ax.matshow(\n"," signal,\n"," origin=\"lower\",\n"," aspect=\"auto\",\n"," cmap=plt.cm.seismic,\n"," vmin=-1 * np.max(np.abs(signal)),\n"," vmax=np.max(np.abs(signal)),\n"," )\n"," fig.colorbar(cax)\n"," ax.set_title(title)\n"," plt.tight_layout()\n"," plt.show()\n","\n","\n","def plot_statistics_and_filter(\n"," mean_freq_noise, std_freq_noise, noise_thresh, smoothing_filter\n","):\n"," fig, ax = plt.subplots(ncols=2, figsize=(20, 4))\n"," plt_mean, = ax[0].plot(mean_freq_noise, label=\"Mean power of noise\")\n"," plt_std, = ax[0].plot(std_freq_noise, label=\"Std. power of noise\")\n"," plt_std, = ax[0].plot(noise_thresh, label=\"Noise threshold (by frequency)\")\n"," ax[0].set_title(\"Threshold for mask\")\n"," ax[0].legend()\n"," cax = ax[1].matshow(smoothing_filter, origin=\"lower\")\n"," fig.colorbar(cax)\n"," ax[1].set_title(\"Filter for smoothing Mask\")\n"," plt.show()\n","\n","def removeNoise(\n"," audio_clip,\n"," noise_clip,\n"," n_grad_freq=2,\n"," n_grad_time=4,\n"," n_fft=2048,\n"," win_length=2048,\n"," hop_length=512,\n"," n_std_thresh=1.5,\n"," prop_decrease=1.0,\n"," verbose=False,\n"," visual=False,\n","):\n"," \"\"\"Remove noise from audio based upon a clip containing only noise\n","\n"," Args:\n"," audio_clip (array): The first parameter.\n"," noise_clip (array): The second parameter.\n"," n_grad_freq (int): how many frequency channels to smooth over with the mask.\n"," n_grad_time (int): how many time channels to smooth over with the mask.\n"," n_fft (int): number audio of frames between STFT columns.\n"," win_length (int): Each frame of audio is windowed by `window()`. The window will be of length `win_length` and then padded with zeros to match `n_fft`..\n"," hop_length (int):number audio of frames between STFT columns.\n"," n_std_thresh (int): how many standard deviations louder than the mean dB of the noise (at each frequency level) to be considered signal\n"," prop_decrease (float): To what extent should you decrease noise (1 = all, 0 = none)\n"," visual (bool): Whether to plot the steps of the algorithm\n","\n"," Returns:\n"," array: The recovered signal with noise subtracted\n","\n"," \"\"\"\n"," if verbose:\n"," start = time.time()\n"," # STFT over noise\n"," noise_stft = _stft(noise_clip, n_fft, hop_length, win_length)\n"," noise_stft_db = _amp_to_db(np.abs(noise_stft)) # convert to dB\n"," # Calculate statistics over noise\n"," mean_freq_noise = np.mean(noise_stft_db, axis=1)\n"," std_freq_noise = np.std(noise_stft_db, axis=1)\n"," noise_thresh = mean_freq_noise + std_freq_noise * n_std_thresh\n"," if verbose:\n"," print(\"STFT on noise:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # STFT over signal\n"," if verbose:\n"," start = time.time()\n"," sig_stft = _stft(audio_clip, n_fft, hop_length, win_length)\n"," sig_stft_db = _amp_to_db(np.abs(sig_stft))\n"," if verbose:\n"," print(\"STFT on signal:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # Calculate value to mask dB to\n"," mask_gain_dB = np.min(_amp_to_db(np.abs(sig_stft)))\n"," #print(noise_thresh, mask_gain_dB)\n"," # Create a smoothing filter for the mask in time and frequency\n"," smoothing_filter = np.outer(\n"," np.concatenate(\n"," [\n"," np.linspace(0, 1, n_grad_freq + 1, endpoint=False),\n"," np.linspace(1, 0, n_grad_freq + 2),\n"," ]\n"," )[1:-1],\n"," np.concatenate(\n"," [\n"," np.linspace(0, 1, n_grad_time + 1, endpoint=False),\n"," np.linspace(1, 0, n_grad_time + 2),\n"," ]\n"," )[1:-1],\n"," )\n"," smoothing_filter = smoothing_filter / np.sum(smoothing_filter)\n"," # calculate the threshold for each frequency/time bin\n"," db_thresh = np.repeat(\n"," np.reshape(noise_thresh, [1, len(mean_freq_noise)]),\n"," np.shape(sig_stft_db)[1],\n"," axis=0,\n"," ).T\n"," # mask if the signal is above the threshold\n"," sig_mask = sig_stft_db < db_thresh\n"," if verbose:\n"," print(\"Masking:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # convolve the mask with a smoothing filter\n"," sig_mask = scipy.signal.fftconvolve(sig_mask, smoothing_filter, mode=\"same\")\n"," sig_mask = sig_mask * prop_decrease\n"," if verbose:\n"," print(\"Mask convolution:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # mask the signal\n"," sig_stft_db_masked = (\n"," sig_stft_db * (1 - sig_mask)\n"," + np.ones(np.shape(mask_gain_dB)) * mask_gain_dB * sig_mask\n"," ) # mask real\n"," sig_imag_masked = np.imag(sig_stft) * (1 - sig_mask)\n"," sig_stft_amp = (_db_to_amp(sig_stft_db_masked) * np.sign(sig_stft)) + (\n"," 1j * sig_imag_masked\n"," )\n"," if verbose:\n"," print(\"Mask application:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # recover the signal\n"," recovered_signal = _istft(sig_stft_amp, hop_length, win_length)\n"," recovered_spec = _amp_to_db(\n"," np.abs(_stft(recovered_signal, n_fft, hop_length, win_length))\n"," )\n"," if verbose:\n"," print(\"Signal recovery:\", td(seconds=time.time() - start))\n"," if visual:\n"," plot_spectrogram(noise_stft_db, title=\"Noise\")\n"," if visual:\n"," plot_statistics_and_filter(\n"," mean_freq_noise, std_freq_noise, noise_thresh, smoothing_filter\n"," )\n"," if visual:\n"," plot_spectrogram(sig_stft_db, title=\"Signal\")\n"," if visual:\n"," plot_spectrogram(sig_mask, title=\"Mask applied\")\n"," if visual:\n"," plot_spectrogram(sig_stft_db_masked, title=\"Masked signal\")\n"," if visual:\n"," plot_spectrogram(recovered_spec, title=\"Recovered spectrogram\")\n"," return recovered_signal"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.743390Z","iopub.status.busy":"2024-05-14T13:41:24.743089Z","iopub.status.idle":"2024-05-14T13:41:24.997118Z","shell.execute_reply":"2024-05-14T13:41:24.996199Z","shell.execute_reply.started":"2024-05-14T13:41:24.743358Z"},"trusted":true},"outputs":[],"source":["noise1 = y1[5*sr:6*sr]\n","yg1 = removeNoise(audio_clip=y1, noise_clip=noise1,\n"," n_grad_freq=2,\n"," n_grad_time=4,\n"," n_fft=2048,\n"," win_length=2048,\n"," hop_length=512,\n"," n_std_thresh=1.5,\n"," prop_decrease=1.0,\n"," verbose=False,\n"," visual=False)\n","noise2 = y2[0:1*sr]\n","yg2 = removeNoise(audio_clip=y2, noise_clip=noise2,\n"," n_grad_freq=2,\n"," n_grad_time=4,\n"," n_fft=2048,\n"," win_length=2048,\n"," hop_length=512,\n"," n_std_thresh=2.5,\n"," prop_decrease=1.0,\n"," verbose=False,\n"," visual=False)"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.998863Z","iopub.status.busy":"2024-05-14T13:41:24.998532Z","iopub.status.idle":"2024-05-14T13:41:25.523925Z","shell.execute_reply":"2024-05-14T13:41:25.523063Z","shell.execute_reply.started":"2024-05-14T13:41:24.998831Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');\n","librosa.display.waveplot(yg1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:25.525272Z","iopub.status.busy":"2024-05-14T13:41:25.524997Z","iopub.status.idle":"2024-05-14T13:41:25.745347Z","shell.execute_reply":"2024-05-14T13:41:25.744289Z","shell.execute_reply.started":"2024-05-14T13:41:25.525244Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');\n","librosa.display.waveplot(yg2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":26,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:25.747336Z","iopub.status.busy":"2024-05-14T13:41:25.746927Z","iopub.status.idle":"2024-05-14T13:41:25.952372Z","shell.execute_reply":"2024-05-14T13:41:25.951287Z","shell.execute_reply.started":"2024-05-14T13:41:25.747292Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sg1 = librosa.feature.melspectrogram(y=yg1, sr=sr, n_mels=64)\n","Dg1 = librosa.power_to_db(Sg1, ref=np.max)\n","librosa.display.specshow(Dg1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":27,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:25.954202Z","iopub.status.busy":"2024-05-14T13:41:25.953869Z","iopub.status.idle":"2024-05-14T13:41:26.155297Z","shell.execute_reply":"2024-05-14T13:41:26.154425Z","shell.execute_reply.started":"2024-05-14T13:41:25.954168Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sg2 = librosa.feature.melspectrogram(y=yg2, sr=sr, n_mels=64)\n","Dg2 = librosa.power_to_db(Sg2, ref=np.max)\n","librosa.display.specshow(Dg2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":28,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:26.157006Z","iopub.status.busy":"2024-05-14T13:41:26.156704Z","iopub.status.idle":"2024-05-14T13:41:26.182891Z","shell.execute_reply":"2024-05-14T13:41:26.182153Z","shell.execute_reply.started":"2024-05-14T13:41:26.156976Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yg1,rate=sr))\n","display(Audio(yg2,rate=sr))"]}],"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":"3.7.6"}},"nbformat":4,"nbformat_minor":4} +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","execution":{"iopub.execute_input":"2024-05-14T13:41:13.535625Z","iopub.status.busy":"2024-05-14T13:41:13.535204Z","iopub.status.idle":"2024-05-14T13:41:15.300205Z","shell.execute_reply":"2024-05-14T13:41:15.299180Z","shell.execute_reply.started":"2024-05-14T13:41:13.535591Z"},"trusted":true},"outputs":[],"source":["import librosa\n","import librosa.display\n","import pandas as pd\n","import numpy as np\n","import scipy.signal\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","from PIL import Image\n","from pathlib import Path\n","from pylab import rcParams\n","rcParams['figure.figsize'] = 14, 6\n","\n","import csv\n","\n","from sklearn.model_selection import train_test_split\n","from sklearn.preprocessing import LabelEncoder, StandardScaler\n","from sklearn.metrics import classification_report, confusion_matrix\n","\n","import warnings\n","warnings.filterwarnings('ignore')\n"]},{"cell_type":"markdown","metadata":{},"source":["## Reading audio samples"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:15.302793Z","iopub.status.busy":"2024-05-14T13:41:15.302489Z","iopub.status.idle":"2024-05-14T13:41:16.943738Z","shell.execute_reply":"2024-05-14T13:41:16.942589Z","shell.execute_reply.started":"2024-05-14T13:41:15.302761Z"},"trusted":true},"outputs":[],"source":["sr = 16000\n","e_file1 = '../input/birdsong-recognition/example_test_audio/BLKFR-10-CPL_20190611_093000.pt540.mp3'\n","e_file2 = '../input/birdsong-recognition/example_test_audio/ORANGE-7-CAP_20190606_093000.pt623.mp3'\n","\n","# 10 seconds of each file\n","y1,sr = librosa.load(e_file1, mono=True, sr=sr, offset=0, duration=10)\n","y2,sr = librosa.load(e_file2, mono=True, sr=sr, offset=0, duration=10)"]},{"cell_type":"code","execution_count":3,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.945907Z","iopub.status.busy":"2024-05-14T13:41:16.945503Z","iopub.status.idle":"2024-05-14T13:41:16.977500Z","shell.execute_reply":"2024-05-14T13:41:16.976809Z","shell.execute_reply.started":"2024-05-14T13:41:16.945862Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["from IPython.display import Audio, IFrame, display\n","\n","display(Audio(y1,rate=sr))\n","display(Audio(y2,rate=sr))"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:16.978846Z","iopub.status.busy":"2024-05-14T13:41:16.978575Z","iopub.status.idle":"2024-05-14T13:41:17.249420Z","shell.execute_reply":"2024-05-14T13:41:17.248646Z","shell.execute_reply.started":"2024-05-14T13:41:16.978819Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.253458Z","iopub.status.busy":"2024-05-14T13:41:17.253143Z","iopub.status.idle":"2024-05-14T13:41:17.442226Z","shell.execute_reply":"2024-05-14T13:41:17.441496Z","shell.execute_reply.started":"2024-05-14T13:41:17.253420Z"},"trusted":true},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAzoAAAFzCAYAAAD2eXw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzddXwU19oH8N/ECMHdIbi0RQrFCrQUSkvpvXWjpa5v3Sn01oW6uxulSg13d4fiEEKwBI0Rn/eP3dnMzM7MzuzO7szu/r6fz70l2c3uyWbkPOc85zmCKIogIiIiIiKKJQlON4CIiIiIiMhuDHSIiIiIiCjmMNAhIiIiIqKYw0CHiIiIiIhiDgMdIiIiIiKKOQx0iIiIiIgo5iQ53QAj9evXF9PT051uBhERERERudSqVasOi6LYQP19Vwc66enpWLlypdPNICIiIiIilxIEYY/W95m6RkREREREMYeBDhERERERxRwGOkREREREFHMY6BARERERUcxhoENERERERDGHgQ4REREREcUcBjpERERERBRzGOgQEREREVHMYaBDREREREQxh4EOERERERHFHAY6REREREQUcxjoEBERERFRzGGgQ0REREQUJSYsz4Qoik43Iyow0LFJRYXIg46IiIiIwmr07xuQX1zmdDOiAgMdm7QZMxl/rz/gdDOIiIiIKMaVV3Bw3QwGOjbalZPvdBOIiIiIKMaVljPQMYOBDhERERFRFCktr3C6CVGBgQ4REREREcUcBjpERERERBRzGOgQEREREUURQXC6BdGBgQ4REREREcUcBjpERERERBRzGOgQEREREVHMYaBDRERERBSDZm85hId/Xud0MxzDQIeIiIiIKAqIorWNQn9ekYXfVmeFqTXux0CHiIiIiCgKWIxzIMLiD8QYBjpERERERFHEasATrxjoEFFQvl+6B6O+WOZ0M4iIiOIG4xtrkpxuABFFp3/W78fSXUedbgYRERGRJs7oEBERERFFAavFCOI9xY2BDhERERFRFDEbv8R5nMNAh4iIiIgoGkiBS0FxmaPtiBYMdFxg6a4jTjeBiIiIiKLEJR8scroJUYGBjgtc/elSFJWWO90MIksECE43gYiIKK5Ia24KSqz1G0vLK8LQGvdjoENEREREFIOkwKj92CnONsQhtgQ6giCcLwjCVkEQdgiCMFrj8WsFQVjv/d9iQRC62fG+RERW3frNSkzZcMDpZhAREVkmxn15AWtCDnQEQUgE8AGA4QC6ALhGEIQuqqftBnCWKIpdATwP4NNQ3zfWxHv5P6JQiaKIMhNT8zM3H8Lf6/dHoEVERET2Yn/RGjtmdHoD2CGK4i5RFEsATABwkfwJoiguFkXxmPfLpQCa2/C+MaXzU1OdbgJRVHt9+lZ0eDI+p+aJiIjInx2BTjMAe2VfZ3m/p+cWAOyNEJGt/t2fiwqTI10spEBERPGh8sZodbPRWJBkw2to9Rg0P0lBEAbDE+gM0H0xQbgdwO0A0LJlSxuaR0TxIP4u30RERGTEjhmdLAAtZF83B+CXAC8IQlcAnwO4SBRF3Y1jRFH8VBTFXqIo9mrQoIENzSMiIiIiin6hTMrE4YSOLYHOCgDtBUFoLQhCCoCrAfwlf4IgCC0B/A5glCiK22x4TyKi4DFzjYiI4oA8uInDOCf0QEcUxTIA9wCYBmAzgJ9FUdwkCMKdgiDc6X3aUwDqAfhQEIS1giCsDPV9ichZgkuDhe2H8pxuAhERUViwvLQ1dqzRgSiKkwFMVn3vY9m/bwVwqx3vRUSkRYq7bvt2JeY+OtjRthAREbmBPCzyFCNw6ShlmNiyYSgFLx4rYJD73fX9KlSYLWHmEqLqv0bi6zJPRESxIqQ1OvY1I2ow0CEiP1M2HkSJic03iYiIiNyKgQ4RERERURQIZVYmHpOIGOg4LB4POooObi02YAchln85IiIiL/kSiXgsZMBAh4gUuG6MiIjIneT36IzDBbxnB8BAx0XGL8vEicJSp5tBcS7arpmiKOJkSbmln7H6fCIiIqd9uXA3ymWFgs5+fS5WZx4z/fPRdn+3AwMdh8mPuTETN+CfDfsdawsRAFR4r4TRckGctOEAOj811dLPzNx8KEytISIiCo/n/vkXv6zMUnyvqNS4cFCU3MrDhoGOy0RL55JiV7QdgvuOnXS6CUSOy8kr5ma5RHHgxcmbFV+z32iMgQ4R+YiiiFV7zE2Dcz0/kXvc/cNqnPvWfKebQURhklcU+tIGKSjKyStGUWl8pHAz0HEYF5GRm+w5UoirP10KIPZHiRZsz3G6CUS2ORknnRaieLXvuHb2gpVBx7F/bAAAnPHiTDz79yY7muV6DHSIyKesIvqiG/VF3uwo1agvlmPqxoNhaBFR5BUUlzndBCIKo4Qg0yjkg5a/r97n+3d2bnGoTYoKDHRcJvq6mRRborfefkmZZ0HmIQsX78U7D4erOUQRtetwgdNNIKIwYrZ4cBjoOCy6upIU66I5XW3t3uMAgMQE3g6IiCi26E3o/LRir+HPzdsW32naDHSi1K6cfK7vIVuVlFVAnrkWLYeX4B3nKvTujcPzgoiIYo2gE+n8tY7bkhhhoOOwYPtk57wxD2MmbrC3MRTXOv5vCl6eUlm2MlrDhShcZkQUEUfyi5GTFx95+USxhrkKwWGg4zYWIp8flxtPVxJZIYrA5gO5pp9fWh59EcX3S/c43QQix/z3/UUY8sZcp5tBREHQm9EhY0lON4CI3ENUpK4ZBzLLdx8Nc2vMsXLtf2/29vA1hMjlcvKKUVJuvIs6EbkTw5zgMNBxWKiVrURRZJRPEbUzJx9lUTibA1Su55FwOQ8REUUDdvWCw0CHiHxEnX/LDX9nga+UMxEREYVfsPvoxDuu0XEZqwPMHJEmO1WYWMkfzVXN1PeJaNsriIiIiMxjoGOjYPp/6p+J4j4kxYAjBSW+f+sdi9F8jB44UeR0E4iIiChCGOjYKJpHuon86BzOFTzOiYiIIiqBm2EHhYGOjd6dvSPiaxeMupzZuUU46d1EkcgusbRPzfdLM51uApGtso4VOt0EIgqDRK7RCQoDHZu5abS790uz8OQfG51uBkWpaFm/wqqDRJWicX8rIqJwYaDjMmbS37JzK9cZBHp+Tn4xth/Kw8fzdobcNiKJPLZ4Z6Y796bJySvm6DbFHYb9RLEpWgYf3YaBjs0iMaEz4r2Fpp87f1sOLvpgEcZN2RLGFlEsMjqW5Z2pt2ZuC3tbgnHlJ0sw4JU5TjeDiIjIdeIlGYKBjs2+Wrwbs7ccMv38wiDW0JwoLLX0/GDeg8iIm9LF9Fpy4MTJiLaDyA2MTs2Scu5/RRRPzGwZEesY6Njs1albcfPXK00//6cVexVfnzhZZun9eAhTuBgdW24v/vLh3B0oKjXXqduZkx/m1hBFjsDkNaKYFEzG0LHCksBPinEMdByWpOoxujUNiEjO7QH24h1HTD/3s/m7wtgSInfYfijP6SYQUQTd/cNqzN+e43QzHMdAx2FJiaGNvokicNf3q7DvONN0yF6/r87Cq1Njf22XiwolEoXNyj3HnG4CEUXQpA0H8Nfa/U43w3EMdBymntEJxpSNB3HmuNk2tIao0vtzduDDudrV+spcVMJWa00Cq9NQvNJbo1PGXH2iqDbqi2WWfybBRetpncJAJ0wWmJ0uDPEgzC+2tqaHyKx4WcTIoIjiQTkLERBFtZ05BZZ/hnEOA52wGfXF8vC9uOzAfYVloylMojmliwuyiZQ4o0MUj3gvZKATRmY2/wxGSVnlyBzLhVK4VHiP37wia+XMI42XcYpnuUWluPfHNQGfVxHNIxdEREFioBNGZu4roXbS5D+/af8J7D6sP7WZPnoS/l7HhWlkjjQAfONXK5xtSJix/0fRbOvBPFPXdfks5+YDueFsEhHZrCzoQW3e4Bjo2EBv5iYSh5d848YR7y7EFR8vMXz+v7zBkUknSz0bzR6Iwop+Vtbd8DZAscRMTn5xGTMBiKLJ5I0HDR/X20h+fdaJcDQnqjDQsUG5Tu6zmdS1UBeKnTjJzaAovglcbUlxTH2b0TsfPpy7w/fviz9YhE372QEiihaBZnTum6CdvpqdVxyO5kQVBjo20FvkGYmR4pmbsy29K9N0yCq3HzI2VGgnilq7D+crvtYbYDumGvHde7QwbG0ioshy+1paJzHQsYFuoONAD5GBDNlNOqY27juBIm86m5uEOqPz66osm1pCFHmP/7ZB8bXZewCLsBHFjgrRk1309J8bnW6K6zDQsUHfl2Zpft/MOoG9R+1d/8B7F4XLhe8txBcLdzvdDD/MXCOyTi/lmoiijyiKOF5Ygm+W7An43PnbPPs8ztycHbbqwG7CQMcGept2rtsbOAf643naO88HKx4OWrLf4h2HdR+TB+wlLlvEXFJWgbETzY1g7YvCogpE4cJy00TRI9CAXoVoPrvhq0WVA5aHcmN/DQ8DnTC68hPjCmjhwFsXBWPe9hxTz0tw2fTJt0syTD/3fhN7jRBFOyvxS/roScg8wrU6RNHucH5wAUs8rHFloONiT/y+Hv/uD64ctN5CUytldyl+GHWO8osqZyz14pyHfl5rc4vMKSzRXjO0IuOY3/dcFqMRhYXVa/zhgtgf0SWKdXlFZab3ZZRfIeKhaikDHRdan3UcAPDj8r34e721DT6lDuuSXUc0H/9k3i7ksjoHqVQY5OsXlJRj3V7PMak3+vP76n3haFbQ3JZiRxQpzEgjij+iKAY1mMcZHXLES5M36z62cZ/xuh9pjc4XC/QXjQc7S0SxK9C65GOFnv2a1mQe133OaU9Ps7NJtvl55V4AxouvuTCbYgWPZIp2h3KLsF+2pvJoQQnLoZsgmJ7TqeS2dPRwYKATZe4LsM5ABHDiZCm2HsqLTIMoJvy+xrjEsjS9PWuLet+mSnk6RTmc9tiv6wHol4EHgPt1NlsjinWcASK3ufC9hTj79bm+r2/5ZgUGvjrHuQZFgWBT0OIgzmGgE24Lt+tXswrGrsMFho+Lomdtj5E4OK7JouOFxumMbj1mrHTSysr1nzxz8yEbWkPkPFbepGiXe7JUkX6ce5Lp9oFmawQABSXuHGx0GgOdMLvui2URfT8RIvKL3bepIxERhR/DHKI4JABP/uHZamHclC1M9ZNJcroB8WxNpn9lqFCJYuDR93ioskHWdGhUHdsO5es+7tZDxq52cRCcYlFxWTkSBAHJif5jmrwPEMWWE96Zr4/n7cSObHPLF+Lh3scZHQeFa6Mm3r/Iqma1qxo+bnaR49SNB1BcFrkZRbsu0sVlFcjJY5ldin7yc2LIG/Nwx3erUFpuVIUwDno6FFXYh/F3IkD6nvojKzVI1Zbr8fyMIFsUPRjoxJjCknITMzoRaQpFkUBFx8yWoLzz+9WYY1CwwM2+W5LhdBOILMnQXLNZeTJnHTuJhdsPo/3YKX7Pkk7pyz6K/MbWRGTN039tMnxchHvW57mtD8BAx6WMR+CMMSWBrAq4t5KFQyqS11orh3qgZr07eweOBLm7NJET5JWp9JTo3Et4myCKHXlFZdiZUznw4eT5fdPXK1AWQh/WbrYEOoIgnC8IwlZBEHYIgjBa4/FOgiAsEQShWBCER+x4z1j34/JMv++ZTQni/Yus2m6wPgcARn5mvqjGtkP5EUtfsxJUmRnt2h2gqiGR25k9J1wy+EtENgmU3iaZuzUnzC1x14B7yIGOIAiJAD4AMBxAFwDXCILQRfW0owDuA/B6qO8XL44V+B+wf67db+pnrR5fi3cexlmvsUY92eOtmdvw5cIMp5vhhx07igcr95grclPBE4JcKpiNL2NZMBta8xOsZMeMTm8AO0RR3CWKYgmACQAukj9BFMVsURRXAGAx9BAkmV0oYaLeutzSXUex5whLEZJ9Tkaonr+11LXANwujTUWJosETv28w9TwGOhQtwjU7UFJWgakbD4blte305cLdln/GqRkVKXPCLeuFAHsCnWYA9sq+zvJ+j4KUV6TdSUzSKBGqxUUzhhQF1mQeQ36xvYFJpC5xVq6lZmKYlyZvDr4xRC4xbdNBTN9k3IEz2kCXyIzfV2dhRcZRp5sBwNMWq+tC5m7Nxp3frwpTi+xzMLfI6SZYtj3bOB3eyInCUhSV2pf+bkego9WtDvoKKgjC7YIgrBQEYWVOTvjzCN1o0/5c3+hzMDELq66RFX+vO2D7a7pxtHiHiQsv1+hQLLjju1UBO3CP/rre9+8+L83En2v3hbtZFGMe+nkd/ufdpNIpn87fias/XYKHfl6HLQfN7R0jcdM6klgh3fqHv7Mg6Nfo9tx03DN+tU0tsifQyQLQQvZ1cwDmFpNoEEXxU1EUe4mi2KtBgwYhNy5aSdUz5N1F04lrPHfJYSVl7qm4AsD86JD74jOioFjpxB3KLcbSXUfC2Boi8+SH7v7jJw0HqaZsPIilu7RnldJHTwqpgq2TysorNItSmeVUN1DvFvrgT2sxf5v5yYvMo/Ytp7Aj0FkBoL0gCK0FQUgBcDWAv2x4XSKKUp8t2I2dOcFPXdvtnvFrTD2PcQ7FK6aykRt9vkC5PiU7rwjvz97u+zpBFhVpBQZGC/ndPCa8Iyfft97uWGGJw60J3cQ1+zBxjTOzxiEHOqIolgG4B8A0AJsB/CyK4iZBEO4UBOFOABAEobEgCFkAHgLwpCAIWYIg1Az1vaPdzM2HdB8L70IuN5/eFGnhmgE8Xuie2iNbDuaael5+cRlWZ5qrWkUUSwoiVECEYsOJCF3f1fenf9YdwOvTt1U+LntswfbDltpV7sIUay2/r7YeIFi9r78/ezu6PjPN8vuouakIgcSWfXREUZwsimIHURTbiqL4ovd7H4ui+LH33wdFUWwuimJNURRre/9trucRw6Zs0F8boT5WSssr8O8Bcx8ZSzOSG7gphdJKW+7+wb7cYCKnWD39snO5WS6ZV1rhSQmzui7GDCvHrryceubRQnR7brrpn73jO/cWIpD6gPuOnwzq562uP1qdeRy5OoWwop0tgQ4FJ8HgQFQXI5iwYi8+mrvTlvd1UweUiIicx9LqZIX57S6sM3sk3vejuZTkaDRmoidtbVeQKeAz/tXPGFLbuO+EbTMxRq9i5YiRN8dsRoYeBjpOsvBXL7ax1J4fF041EtmptMz8Mc5xAIoFHNCicIpUt8HoMP5rXdB1r1xvTeZxAIhIMYUL31uIOVvdVeX44IkipI+ehL1HC3H+28FXcAMY6IQslIPQcEYnhItISYA2FZdWuK4qFsUeN/WzonEfAqJQWE1h5nAXWRFLx0txWTnGLwu+wlk4md0A2C7FZaENqtsVAOd59/azY6aZgU6I3pqxLfCTdBjN/IayD8nsLdmGj1/z2VLc+u1Kv++/PXMbAyCyTbTeCIt5DlAMEKP2DKRoEM5F59IY8DeLM8L2HnJrMo/7UsXc5lCE184VFvsHOqIomv57h3rdOaQalLTjOGOgE6IDJ8yPFO/IzkP66Em+r48ZVAcJ97Twxn0n/L739szt2HvMvtrlRNHoSEEJXp+21elmEEWUm2Zgyf0iEUY//dcmBDugr9VBTh89CXO3egaCy1y6v052nrPZB1qJRue/vQD3T1gb1OtN33QQBcWVRQ4mrTfeoLzPS7OCeh8jDHRCZCXa3HvMfPUMeSWRcNA7yXmziz/hCqojcSzN3mo8exms8SFs1EaBfbM4Ax2enOJ0M2Ka1apLnP8hK4z2p7FTSblyhsHMYV1QXKZ7X1u+27O56NRNB0NtWlj0fnGW+Q2uw0Ar5XXroTzf5xaI/HMXRRG3f7cKv63OAuAZRLx7vH9V07/X7cebIWRHBcJAJ0RmTvXcolKszDiKCgsXhqMFng2isiwER1bI68f/uiorLO9B0SGUNEm7iKJo6fyQrNt7PAytoXBbk3mMabJhJn2+puMdF1wHKHrYVQVWS4EsfSqY68QpT09DmzGTAfgf1h962+3me4cb7slqwaSk/bh8LwDgN28fU2+5xruztuPdWdu1H7QBA50QmTkeL/9oMS7/eAkW7zwCABi/LNP0yStVFfna5lzVguJypI+ehEs+XIT9svQ7q6OAFP3CdVFVH0t7jhToPvf5fzbj9BdmhKUdRBSY+7pW5Gb7g9zfxSq9xeg7soPfv+fpPzfiswW7fV+7MK5wnWA+o33HPUsh1mV5lkoE6l+e9nToG5ZqYaATIjN/e2ktjjTVO2biBmza779GRs/9E9aEbWZHKmEoEUURB05E5gJG7hCJFIRjBSU467W5uo+vyzqO4xHaadsMN+7uHCuKSsuDzrun8CksKQ9qVlX5GmWuXftAodl3/CQmyFJ6I3YK67xRnsnNLbVmIuZuU5ZSNhqEc4Kjm77rvLXZv7f81vnBHO1Zv8IS7b9dXrH/9+04zhjohOh4YUnA50jHjTyY3aBRDEDPn2sjVyt+8oYD6Pfy7Ii9HzkvXIHO//7Y6Pu3vAx7UWk5/ly7z/d9eYEON1m15yhu06hOSKHp9L+pMb3/hduY7TLtyM7HB3N2hPReXZ6ahtdYyCMmfbVwN0YblDq+8avlimu+XfQKPlnNPjlZUpkOt+eIsuiS0e8Vb/Q+VjvG/qSX/t8fm0J+reOFJThx0tzgKAOdEC3Yfjjgc7LzPOUB5QfKU3+G/ocOBzeNqpM9TpwsNUyVXBWmwhfyYF5+jZy3LcdXwcWtpZyPFZZi6saDlnaXJnIjK+MYe46GXnUzw2Wj425RUSHiSH5kSwXbKTlJ2V1Ud3znbs3BtDAs8F+y64jv34t3Bu5vqUnt/HZJhj0NigAnVxB0fWa6ziOhl5eWglMzEwSBDH59Lq78eImp5zLQCdIHc3a4diSaSK7bs9Px9F/6gfX27Pywt0G62eQVRU8gzfVqFG9YmCZ8flyRiZ4vzHS6GUFL9ltJ7t+hTVI9p7isHE/9ad8sz8jPlvn+bbWYgB0bT4ablDLtpszpZd5A0842Wbm1Sp+JekuUY4WlOGSyFDcDnSB9tmCX001wzKo9xyJWWpLskeXQ/kifL9iFaz9f6hvl6fnCTMML5q6cfNesj/luyR4AwF4bRrljWXZeEYa+Oc/pZsSdcKQJ2cHR9QUudiQ/9FFsJyWoghity7T6OfuOncS33uuoXQ57Z8WMBu/kpGY6eV+ZtfkQRry7IODzXHLrw2nPTMPPKz0V0+Z51zMFs0YnlOdIsr0bpl743kL8572FisfUgbUeBjpBCqajP3mD8UZJbmAm0r7so8WYty08+5dQ5KWlJIbttSdtOIBFO474LmyeFDr/c0dKnzvnjXmY7pJ0sZPevQwGvjrH1td9f/Z2bD8UfMUgt9lxKB87IjArSEpunX3hRKi2RJOdsmgxa4t/H0D9OwYzK16gsSBdTm+BeyBWOtfP/f2vresI527Nwab9uYrvzd+W45cV5AvKHK6BmFdUhtWqlHY7AsUS71rdYCu9qte2mz2n4ibQsXtUNphAR1qrEwvKysNzIv7nvYUYv4ybNUbSmW3rh+21peuZlQubk5ulRcLr07fhu6X2jnI6Krb6b1HjZJjOk1Arb9oZ6BwtKHHNDG+ozI4+u0VOXjFemrzZ97V8pk6vP5WapBw0k35ls2n+RwtKcIrNJYZ96WAmnrvNOwD15aLd+GLhbr/HD+cXB9WX1Lre78rxHxxyU+pasG0w+rH53tkheff5RGEp8g2C25GfL9N9LMHkxSZuAp2Br87RLWlnhnrEMlZTt5xel7Bh3wkslS0+JI8/1+4LqfNhdNHaaKHUuVVrvXnUyt2S5f8O7Tz6b7emIf28VWXlFUG12czPvDR5s+kqMm5iNlWpqLQ8qjqtpQHKJJ8sKXcsJTScvl+WiX4vz0Z2XhHSR0+yPPto5njYf/ykqX1YTn9+BuZuzQn4vGjg5IxOj+emW+6gz9mSjU/na6fo6613SVEVLDDbEZW8PXObpeebMWn9ASzeeRjHTCyAD1SyetQXy22b4df6BN10dZRmlaQ/odlLt5lrvPwZ3Z6brltZT8sjv6zD6kzPbJP86DpZUg4kJCZp/UxcBDrP/f0vAGvVZ+Tyikr9ctBjNdAJRll5ha2j8OG6H+w+7Hw1oOmbDgZVxOL+CWvxybzwrAuzcpGxkyiK2LgvN/ATVTo8OcU38FCtSvjS7uQ27T+BVXuOod3YKXhvtrUSvNM3HUTrJyYHfN6n83dh1Z6juo/bHQStzzpuy54nZvsynf43FX94y4rb6YEJa0Iui6x24MRJtB87xfA5z/2zCQNesTet0Q2ktT+53uPt3Lfm2/4eZ78+Fxd9sEj38Qd/WotLPvQ8fvxkdK9tkQQaRCwoLtPsJO7KyQ95f6NjhaW+2QqzSiv0rw3qe7S0UHzDvhNoO6byWif/ldNHTwoYbB3Ktf9eNPr3DRj52TJ8tSgj4HPl7dX6a4W7mI7053dT79JqVkapiWyfwuIypI+eFFQlvF9XZeHPNZ77iAjgSH4xikrL8civ65DSsHU3rZ+Ji0Dny0X+U5BWaJ3v5VE0MmmX/cdPao5yjpm4AV2f1StJGLz00ZNs6Ygt3H4Y5RUiBr8+F9sP5YV80wjFzpzgg61gJttGfrY06PcLF+nTX515HNcE0b6SsgrfTTtSp+E1ny7FZR8tBgBLm/0C9gXY3Z6dbuuN9r/vL7Jljy4rh+Xeo9ZmJfWCu/IK0ddp+mPtfkxYYW+6q5mgUlokG6/W7T2uqHw1daO3tLCJA6KkrMJwxmzB9hzfZtZWZwXcKtBvccrT0/DLqixsPpCryD455415tpRttjo4K09Pf+jntfhJdo6p/yby+4z8fdTBXaD0/WAGvuwkv5+stVjVzaqfVuz1f3/v3XHBNudnMX9emYUngthf6PTnZwR8zkrv+p9/9wf39/7GW+DiwIki9HxhJp79exMOGMwQuz7QWb5bf4TTKr0ptdLyCsN9RvZrpAzFYZyD/uNm46O5/gsBtx7KN/z89ExYnqnZoRBRebE0+pgPnijClZ8ErqN+3RfLcN+ENQA8pZTbjAk8uq42deMBW2bxQllkGEw1o8U7j4T8vnaTzh29jo7RyKdTQWquLKVBqwl6N8VVe47i5SlbLL/fqC+W4ZeV/jdCu9fGGe1jlD56kqnPW/p7TeFquEwAACAASURBVNt0MKTUtKJS/1Swbs9Ox4Ys/8Dyt1VZihQSg8HnoJj5NUpsGISJZhd9sEgxK3Pn96sAmA98jZ4n//ydTqeOpKyjhRj+zgK8r5o1Vp+n6aMnWc6iKK8QkXG4wHRGgTw97ffV+7DfO/N/+7crcd0XynUTuTopX1rrUIw4ndoqDWbpyTpW2ReUD8Ke//Z8HC2wNvO45aD/DJv067slff/H5ZXBbW5RGU6WlPuqsB3OL0aubOCtvEK03A+069Ted9x4JtDVgU5xWYWpjmyobvhyOS58T7/03/B3lI/9rBGJxwq9nFyJ/GQ+4l2YJz9WC0vK8MI//5p6r9G/b8A/67VHlKVOsNF1r+/Ls0wHwpPWeyreBdrM7s+1+zRvIHd+vxqbDwQ3+vB/P6zCQz+tDepn5UKdmXTSJR/630Cs3tPWZB7zC1KdiHu0bsYXf7AIJzQ229UrrRrod1+w/bBm1Z93Zm0310iTAgXAZj5e6WZ1x3ercLSgxHDditF97ZWpWzRTwbRSl+yewVEzk6ZhNujMzi3CY7+uC7VJERfsuRUoMNnnHXk1G8AkCJ5zbtEO65tFRovPvdtVSJkiRaXKDqPW+p7iUmudyrIKEQctpIbppZHN25aDPUfMrfcZ9cVy0+/nFrO3VFb9PKYTvJSVV6CdLLV1y8E87D5sX+VJ9wxLKtvy04pM3PCl52/a96VZGCUrFPDIL+vQf9wsi69uT6RTXlFh+Jm5OtAxug7KUxeC8daMbb6p9vVZJ7DtkPmD9N8gO7x2iOTYltHaG0EQcPPXKzDw1TmK0ezNB/Lw+cLdIVe58wU6Jk55K6NAr07davj4/RPWYtqmg5rlcoNdTDp5w0H8s15ZWnzsROMpYVEUDX+v5buP2jrbGW6HZTuC3z1+dVCvIc1OAfJAIfK3BCsze6Gcr1odmTU2p1NIn+PJknLN2dpDuUV4XmPgYumuI77Ruytku1PvOVpouG7F6Jp+3BsoLtl5BB/O3eEbMdWayVydqfwcKkQRfV6aaVi9R66svALZeUXYlZOP4jL/a5ypvSBMHnuLdx7BzyvtKwWdk1dseaQ8GDd9tSKonwt0zJ85brbnHyZPo0RBwK7DBbjWoPqSVTd8uTzi1R2Njv0Z3pL6epOEdhQysFrSVxr0nBlkuX+tGY4j+cXINgi29ju0XlTu5q9X+v7d4/kZmmubtJYu2DEZJb2GU+tmteTLZuue8a5333YoD2UVouLvtXHfCRy2uFeUXTM6ZeWi4efv6kDHiDp1Qe5IfrFmusPENZULYd+ZtR3vz7F3dDTWjJm4Aac9oyz1KO98H1elnaWPnoT1WZ4OyPztoeWYqjuT6hQa+ePyA/zEyVJfp3pN5jHDafq8olJc/ekS3P7tSsX33521XXMDRDO54tm5RaY6wj8syzRsW/fnZihKe8qt3XscV36yBFd/an62UxQ9lQM/CzBj5wbyT/mTeTuxMycfWccK8do0ZZBaVl6BdXvDVzFOT4XoCdz8Zvg0Do8cWYD3ss7fU0+ZRj5Wuex7l364yLf/UCB/r9uvebxJaaLvzd6OV6ZWpthJ5/mszYf8yqyWlFXg6k+Xas44FRb7dx53ZOebKhkvvec1ny3Fq1O3Yo93sMTMzbBCFHEotxg5Jkr4i6KIW79did4vzsI5b8zT3JfDTKdFWnQ7fdNBU5sBKtpbYTyQYeTuH1bjnDfCv0HrPlnOe/roSbbvlWT0d5V/MoIg+D4ruxarz9uWoxh80VJYUmZpwK6svCLoz0i6t8iPidOemYbvvWWJtT4qESLSR0/CWzO2KdbPGAnmkLtVdX8040h+MXq/ONPv+7d/twqDX5+LvUcLcdBFnXkjeUWlSB89yfe3AJSDL9JM/sQ1+/CMyU1MA5nhkr3kAO3S2MO8BUoU/bAgXtuuTMUKUTSsquzqQMfo/pZnMHI3ZuIG/Of9hX7fV4+qS6Mn6vfJLSp1dMG6G2TnFmHboXy/Chryr7QO0u3eC/3YiRtNVUIqK/dcrNWBi6/6iPe/bcZMxuYDuXjwp7XYfCBXcdFRlCp8djp6vTATWccKkRngJnXaM9OxdNdRv/KlUr6x+qb63dIM3dc6lFuErGOF6P3SLF/b9h4txE7VyOvHqlHzD+f6f0YZhwtw4mQp1mkE64AnTQoAUpP9K479uXYfLvlwEa79fCme/EM5a/TVot14cfJmX+e4okIMqgKcXfRGxOUdoJenbMGQN+b5zRKIEDFpwwFsdWDjzXnbctDrhZm+lFZ552TsxA047i1jOnvLISzaUTkL9YnFILNc9N+vQr5Yd3XmccMqbXJbNfLBAU/b52/LwYeq41I6HbUug5d+5Dn+EjXuHlqVmj6YswNjvDOYr083Xz52iLczL78+i6KoOYhVeb3w/OOnFZm+XHK1rGMnFee8fMRSWvugV2xm79FCX7ll6TwavzzTbzPAQIa8OQ8P/Rw4na28QsTo39bjvLfmY/nuo8jJK0ZBCNskhEKauf955V4cMQgSzM6qmeW5HniOgj4vWU2NUUofPclX1loQBBwvLNFdK/jCpM2GpYQP5xcr+gmP/LJOc4DMDOmaJ90HBcFT6lg6xkRUVsOrfH/PdeadWdvxwiTtQZTdhwuQnRf5gGLzgTzdEtQFJeUY+OocXPRBZR+tPITAP1Lk57h07xJF0Tcj/MOyTHy9OAN7vOnxL0/ejIXbraVbumktrRmhrluWrwEKxYqMY4ZZWa4OdCTlFaJf4CHN5N789QrD0X655buPYvyyTN/zS6SUBVWk0/WZ6fh6cQYA4ON5OxU/7/RmhpE6DXq/NMtXXnSQzsVeK5AolS1GW7A9B6Io4nhhCSoqRM2Upae9IyBtx0zWLEywIzvfN/Jz7efLMHHNPkzdeDDgaNzYiRvxl8mKUuqLi3R8qNPLvl/q6Tw99PNarNpz1Fcacc6WbPR5aZavMy51Ai77aLGvs1ZSXoH84jK/RZvS7sPzt+X4RgNfn66fXuerbATtDehmbc7GmszjWLTjiKIzJ4qVN9PHf1sPwHiwIBJCWVgvipWpTk5KHz0JuSe9n6PoudmtyTyOYwUlihQIPVM3esqNa1VyW7f3eMA9GxITElBWXqFYFFpRIeKJ39crnqeX+SKK/tfLBdtzfCVitdJdpGArKcH/9lHu/Zsu331UcayGRNb2LQfzNAex1Jf8x3/bgOf+Vo6u3jN+NVZnHvMboPly0W7FZ7AzJ983mKB2yYeL/MotN6heRdkW2QDC+W/Px5+yktqvTt2CYwUl2H24wLcXhGTf8ZMQRREfzNnhGyz5cXkmJqzYi62H8nDlJ0twxoszA+7vEy6P/OIJzB77dT16vqAcrZdXT5q9JRt/rt3nd0x/NHen4rOQzPj3ENo8Mcm3mSCgTHuyu+qaNIAlwDNz/vJk7WIh0v1oR3a+Zie81wszMV7WUfsjwP1G+i3WaaSf+mZ0dH62pKwC3y3dozhO5UGV3mc0+PW5llIQJ67J0pyJkTMqYCJJSgz8N5P/jduOmWyqBL8TLvvIkzlRILtffrkwAwAwZ2s2flutPKbPem0uAM/A1jdLMkyV1JauFy6P9fxEyzYrURHonP78DDynyhOXTuzZW7Lx5gzzo4Qz/j3oG60r8eWA+5NGfZbJql9c+ckSzZKAsUoakck8Wuh3IhbodJLlN+HCknL8s/4Auj83AyXlFb6CAHq+9KbICELlBf/C9xbi2s89pSulC6MI5QVB6yY0b1sOZm3JNny/yjaLePjndb4UtiPe95m5ORv3/agMzn5ZuRe/r96H16ZtxVN/ejpSN32tfSNRl9L8UGOGS+okX//lct+CZaNLh1TZCACSZEPqRaXl+GrRbsVsiLxCzJJdR7DYO7uwIzsf57wx15bS3aG4/svQFqq6ZQRw0wFPhy6v2NMxEgRPbrcRKbiW/p5Wy2zKZxvfmbUdXZ+ZjvTRk5A+ehLyS8rw4/K9KCwpqxzNVaXGSCONWp+hPB1OWodzOL8YXZ+ZhhUZlTNICYKgO/N9/4Q1uPP7VTh4oggLTKax6v41ZQ/o770ijYQLvhHWKqpd2v9ZfwB/rNmnWS1NXuXIKM9c67HeresCgK8EsDw43HIwD3NkAw4fzt2JBapF9XuPFuKnFZk4c9xsTN5wEK9N2+pLI9Qa/NEbKXfSBarUvfsnrMUL/3hmGQ7lFmFHdj5emboF90+oLMoiXaue+H0DKkTPTJEdSssrTKX+SDN+mUe1C9RIl9Khb87DAp2R+SMW1iSc8F7r1cfwt0syfJtZqk9H6fyUKnS1HTNZs8S8UTl0MxuzShZuP4LsvGI84K1SGiwzoamZ/VbcRJ6qK52fj/yyXpHyq/bv/tyAg1XyQCi6PhHltc6pARgzoiLQ8aTxKEdB5COU27O10zIOnijyy9ubszXH12GWbuLy6i/7VBeFRNWoZXmF6JvtiXVaOY9SB22cTslc+bVrfdYJ3Puj54LZ6X9Tfd//dVWWZidb6oBUiJU5oIDG3jOiqJiFEQE889cmzZEys/5etx/TNW6Of61TBmfqC1GmRvWZd2fvwKsaFz91ehAALM846qvs4vs9vW8iwNPB1BsRSpR1Xr9ZnIFn//7XcPRzl2w/l105BWHfJyBYhcXlAWdOd+UUmA5kw23kZ55F0tKM3o1BLOKWBxBqL076Fzd+VRkULt991Hftev6ff/2ODymIuX/CWvR+0ZPqIx0V0qipVB72q8UZitmgzCOFis6WVBp71uZDyC0qwxuy2UZBgF8VvFxVJ+zGr5ZbXqCqdiivcsRTr3yp9B7/rNuPjk96rjVao8rfLtmjmV40f1uOby3S7M3K68Djv643DESlDtAd363CR3N3+q4ReoH4j971SlLlqs8W7MLjv3lmj6XPr6JCxOYDuViTqbEGy2W9Ia1iFYBncAXwLPw3SumSxmv0xi0EAG/PVA5mFpXqXyPaj52C2wzWlUiBp7RHSEpS4G6Q3nuVlJf7UhkDeWum9oDsU39u8qVFLd6pDKikmFaeWbL5gH4a6qo9x9Dv5VmKY++Yd+ZbFPUHKCW/rfYUzQg0OxXIhDgZEA5UUlrdn3x31na/dHFpSUX66El4UScF0a0KS8p9m8WarcTnhCSnG2CW+iIoD04W71DXHPc81vflWbjgtMZ+ryXl+WpNu0kVYaSXV6cHSfn38UCrgyKlGxVpVCoCZOmAOqSTvEuTmn6PSVWfdmTnG6amiVCeVKIIfL04w1IAqr5xGe2JIS8xqZ6VGvSa9mjN76vN7wDf+yVPqoA0KicFcct2H0WvF/TTCBISgAGvzMbA9g18ua7yghuB3PKN9UWmkfDYb+vxzZIM/HJnP93n6HUaosX3SzMVm2dKVblu/nolMsaNUDz3swXKYgC3fLMCP97W1/e1ukzv//3gmYWUj2rLA2B5rv+eI4WKY2bQa3Nw3zntdNu9dJfxmiBp3Yn0blp7Rai9N2s7GtVK1d289MGfPK+ple+u7jS8IZvdF+C5Xnd/bobfZ6omXz8lbUYn+WnlXtSrnoIuTf2vWQAUo/2vTN2CWwa0BqB/bVii2iNDXoJcSt8qF0W/bQ0ku2zagNYu6mIVanprdqQF3dJ/jdYnqNfXXvXpUpwsKUNyYgLO7dIIDwzt4Pcz6aMnYfmYIWhYM1Xx/XdVJdrVVf2u+HgxvrzxDMV5dft3q5AxboS3GiaQ4O0XfDZ/Nz6Ys1Pz+Hpp8mZMWn8A+46fxMZnz/N7XKscvXS+SBU1rcS0909Y6wu6xy/PxJBOjRSPT914EFNlG48u2XkE13y2FB+MPB0jujax8E6BWbkPxSK9mW6t7CN5v8WuNSuRtHjnYUzZaJyt4zRXBzo5ecVI8f577d7j2H24AC3qVEVSYoIiRSevuAwHTxShtLwCLeqmKV7DaEF6mWzhH6B9wU5UjQq+OzvwAvtYtss766C3PmLaJnPVQoxLhxtPgb6n+hsEU4nHaMRPTSsNKVCHz8p+BX4FH0ze3XLyilEhRufFMZBN+3Mx+jfruzK73VN/VgYZeovldwfoyOYVleHC9yrXqQRKE7nkw0W+XeYB/yo66uOt1GRqlNH7WpnFecNk6vGbM4xLw6utyzrhCwpCTatQfyJGRTwmbfB0NuWBLKDdsVWb4l3XpN5HxS26PTvd8s8EKuwjjSXqXfbVg1CjvliGDVnHfbMdSYkJvkAnQ3XunP/OAix8fDDSUpI0i1gAwKQNBzDJGxTd++MarMg4pjk6/f7s7Xh9+jbUSE3ChmfO02wb4KkIu+dIAZbtPuob0T9XY0ar23P6n6W0d5SV9Fx5atXYiRsxFsriBQdUG5+v2euZLbx7/GqM6Go8EBBOThbECZdXplnfJDpaiSI0K1e6iasDnSMFJZCPMzz91ybM35aDb2/u7ffciz9YhIO5Rfjtrv7YcrAyzUBepUjteGEpth7M83Xa5VPw+cVlqKgQA64riTd2VQUJtEeSFYFyYLXo5Vw7rbisXLNuvxYXpurbSqt8cbTT20BUTmtfFyPqNR9qazKNUxTVJaq11gBoMQrmjWZIg6XeO8eMS70b1YZarnXzgVzTnU5pBkpt7jb/VMvJG6Lr/mK0FkRLQXFZwL1RpJkTvX1e1BtQq6/doijiZEk5Oj81FWpHC0rQ5alp+GRUT9zx3Sq/x+V6yyq6iaJ/IC9VDMwr8p+hkqcwPfyL/99fvS/KtE3GhToO51WuR1WTNlGvVy3Ft57UDL0qnmS/T+YZV9iMlkX8ZkTDb+LqQEdNmta//svlqFctRfHYkYLKSldWLNutTnvz2HwgL+iNDWPZigxz+3YEcs2nS3Uf81uTE0c+nbcrrn9/sl55x8zeMUZOqtI4v19qbobw2b+112ZYIe0IH25SOp9VZ3grUM3d6l+C2yqtKoPBtitaGA1CSXtMSbMe0/89hPTRk7D1hfMVzwsUKK3POoFbvzVeFxcoyFHTKy8uUVePOz1A8RGr7ZGCPqOB1lA3EZX/ij+v2Ivp/9pUJZECajvGnRXmglFY4mwlYjOiKtCRU49kBFvBQy+yFoTKNAKy3zEXlAZ2I7NpPBS7/lnvvpmslTYNcKjp7f/hFvIgUr1hrVVaI/2xLtBiba0ZIqmYhBWL/Nbphmbmv4cM14nKq8eFg5kSzuqqnlbJK8Y99tt6g2eGT6DiCOR+6jVvbhQVVdfCSW9UMoZmFokoirgx3/mXVVlON4FiUDBrfiIhOTEBi3faGzy5yeH84oDpc5FwytPTnG4CxYG4D3T0FHKkgYiIKO5Ee1XHQJ7/51+/0sdEsYqBjo7t3l3qiYiIiGKFXil3oljEQIeIiIiIiGIOAx0iIiIiIoo5DHSIiIiIiCjmMNAhIiIiIqKYw0CHiIiIiIhiDgMdIiIiIiKKOQx0iIiIiIgo5jDQISIiIiKimMNAh4iIiIiIYg4DHSIiIiIiilpiRUW51vcZ6BARERERUfSqKC/V+jYDHSIiIiIiijkMdIiIiMhxCYLTLSCiWMNAhygOsP9ARG5XITrdAiKKNQx0iOIA+w9EREQUbxjoEBERERFRzGGgQ0REREREMYeBDhERERERxRxbAh1BEM4XBGGrIAg7BEEYrfG4IAjCu97H1wuCcLqp17WjcUREREREFHdCDnQEQUgE8AGA4QC6ALhGEIQuqqcNB9De+7/bAXwU6vsSERERERHpsWNGpzeAHaIo7hJFsQTABAAXqZ5zEYBvRY+lAGoLgtDEhvcmIiIiIiLyY0eg0wzAXtnXWd7vWX0OERERERGRLewIdLSW0qi37TDzHM8TBeF2QRBWCoKwsrwwN+TGERERERFR/LEj0MkC0EL2dXMA+4N4DgBAFMVPRVHsJYpir8S0mjY0j4iIiIiI4o0dgc4KAO0FQWgtCEIKgKsB/KV6zl8ArvdWX+sL4IQoigdseG8iIiIiIiI/SaG+gCiKZYIg3ANgGoBEAF+KorhJEIQ7vY9/DGAygAsA7ABQCOCmUN+XiIiIiIhIT8iBDgCIojgZnmBG/r2PZf8WAdxt+XVDbxoREREREcUhWzYMJSIiIiIichMGOkREREREFHMY6BARERERUcxhoENERERERDGHgQ4REREREcUcBjpERERERBRzGOgQEREREVHMYaBDREREREQxh4EOERERERFFLSEpOVXr+wx0iIiIiIgo5jDQISIiIiKimMNAh4iIiIiIYg4DHSIiIiIiijkMdIiIiIiIKOYw0CEiIiIiopjDQIeIiIiIiGIOAx0iIiIiIoo5DHSIiIiIiCjmMNAhIiIiIqKYw0BHR7cWtZ1uAhEREUVYi7pVnW5CWH17c2+nm0AUMXEf6PRvW8/pJhAREcWd6/q2dLoJmoZ2buR0E8JqQLv6uOz05k43A69e3tXpJlAciPtAZ1gX7QuaEOF2EBEBwOT7BjrdBD+vXHaa002Ieo8M6+B0E1znhYv9j6s3rujmQEuUhnRqhP90a6r7eNNaqWF9/ypJgbtmKSaeoychQUCbBtWC/nm7XNmrhdNNoBB1aFTd6SYEFJWBzt2D22LMBZ0U30tLSQQAXNqjmaXXqlMtRfP7daulYO1T5wbXwBjWsVENW17nr3vO1H3MDRdgp0z8v/5ON4EcJjg8ytK8jrm0HemaG4otz58f8muYcWWv4Eav/7l3gO/fK8YODakNTWrFdjqUltcsjNif26URpj84CJf1VP6tkhKMT4jTmtXCD7f2MXzOfw2CFi01qyYZDnYufmKI4uunLuxi6fW7NKlp+Lh0DWhVL033ObWrJlt6TyMZ40Zg/qODEeCjJpu8dEnsDBxd6oKZwUCiKtB566pueOfq7rjr7HaoViVJ8di957TH/53dFm9e1R1DOzf0fb99Q+NoU34BPKVp5cWnbYNqqJ2Wgr5t6trU+thQy6aLa3Ki/qGXaLGnd67OrJzx+7vzit6jZR0MP7Wx081wheqqczxeVIiipedbHdxRO7OdMn13RNcmpn7udRtG3lOTzQdLpzYz7hxqubF/OgDg9kFtLP+s5z1rAQDuOrstGtSoEtRrSNpq3Isyxo0I6TXd7opeLdC4pvbsR4Pqns+zWW1PAJgoCOigMZAW6G+XIABntquPv+8ZoJmK/sLFp5pKkXrzysrjOUEQYOUsvHlAa7/vGa3z/dNgoA8Aqlfx3GdP8x5/clef4ZkFyc4rttBC7deSa1kvDRXWLj0UpJF93JmyGQx39qSUXB3oyIOUTo1r4OLuzXBR92aoXiUJ6r7AXWe3xWPnd4Ja9VT9zlLdaikQBAG10zwXlfG39vV7Tr1qyptbp8b2zGhEq7o6M2CS1vXNzcYY9eUSAwwr3XV2W8XXH4w83dR7yv2g8bfW8/xFp/h9L9DvKR1T4SR1INrG6AzY+yN7ON0E25mZJW7bIHAqwD2D2/n+Hahvsu6pYXhgaHvdxxNUAwvJCaHfFqym9gxsXz/gc7o1t1YgplHNKrjF2wFt1zC067b6ivS7wczr1he0Z6m6WyhwYyZ1yQmzHj7L8s/oXc9F75ErBfZ641unt6yj+Hrlk0MVszxVvMHyac1rYfxtyuv6mAs64bq+rZCanGgYVE6+byAuPb05Vv/Pc35qDbJkjBuBD0aejt/u6qf7OtLzMsaNUMyOqO9RyYkJuH1QG7xw8amaryHNlgoaH4p6xktL79Z18cRwZX8oQfV3qGphkCGcJtxu/l4cLaTjKF40DHEQKNzceTX1kl8gU5MTNU96ADjvFO0R/fuHtMf9Q/xv8Nf3awWgckpc6nTXSkvGFaqLSGl5heLrq86I75zSetU9gY7ezI58VkzLhmeGAQDqV/cPmKQgMtDIaVKCgLsHVwY70mHRq1UdnZ/w17u1+Zm6Uf3S/X5OOrEv7q6dEtGohvmO3rhLldPYUsczvV4anrvoFNyqMVoIeDoI0x4YhM+u7yX7WdNv69qg/dwujfDjbX1xdseGgZ8cZWqneY77Ae3qa94MHz2vo98shzqV89LTmymuQ6Jq1EA9i11LFXRvfk7ZEZcfB/3b1vPrEFlhpTMvyRg3Ap+O6qWbpiMtmn72v/4DDr/eqd/pbFwzFc3rVMVPNnSkmtZWpp2pO9+S9HppvvN3yv3m1lrJR/5f9l4LEhME3euZk50KM0G4WlKA2fNAgY46kK9fvQq+ubk3vr7pDEx7YJDuQNeMBwfh9kFtNR+Tu7BrE3Tx3reklPX0+tUU55WUKj+iaxP0bFV57xjcsYEig0Tug5Gn4697zsSSJ87RnCUdc0FnXNe3lebP9kr3/O2tnInLx1am0711VXfccZbyd7+oW1NFX+m6vq0w6b4Bjs8q9m0TewWhAg0Ix5LaacmY9sAgp5thyNWBjpz63msmvePBczv4dZbqV0/B2BGdAVQGUvIL2mvedAzpW+WquVxRhOEixVii1fGQbkZ66S3q0bvLvYGj1BmvkZqMjHEj0FAjneG8UzwpW3XSUjD/0cG67RIEAYLsFiDA01n69a7g17eYnYGRgjDpc3j7av9Zh4u7N8X3AXLG5a7u7ZnG9nVsvK/dqGYqru+Xjid18r/LKkR0bFwDbRpUx9xHzgZgLRfdShsj6eLuzdAvQDXE967pgaf/Yy0vPlykzqk0SPL2Vd0D/kx6/TTFzVBKA+vcxD/4nHBbX8x79Gzf129e2d0XjDx6Xke/juCvd3rOg69uOgMPn+tZAC9dz0YP74SqKYm+4OaZ/3RBn9aVn/X42/oqOlfSed6irudaIB+BFgB8LguygcqZJqlNL19qLhe9akoieugESZed3gzjb+2DJI10117pnk5nTe/M/eyHz/J9/hWi51rRR9aR6tS4hubg13e39Mauly4AAHx90xmKx9Y/Mwwje+unmshT+P6+d4Dv8+ussw7j1cs8aVRSwHKdRhpLoiDg17v6Y/RwjSwFl6V0LhszRPP7fbyDQtf3SzdML5ZusXoDmYB/gY4z29XH2R0bomPjGn4DY+Nv81zXrWilxQAAIABJREFU2uusJ/1FFRyXlCkHM6XBCLn0etqz5t1b1MHnN5yh+VjT2lXRtXlt39qs+tX1A1TpV7/5TM+gVh1vG7Q+kjoa7QOAhjVSsfvlC7D0iSG+dEC5etVTcGP/ykGzlKQEnNJUmc6mF7RZ9dWN2p9JrLGayr/zpQvw9z0DFN+TBmK+vbm3IliNFlf0bKG71t0toiLQ+fG2vnjzSmXnoUIWgDwxvLPiMaMYqF/b+kjypmZI6QFGIZP84tusdlX0Sq+Dei7/o9pFHkxKNwcpwBisM9ouX1/Tt01dPH5+Jzw4tAPO6tAg4Pt1b1nZ0ZFSDkec1gRPjlD+fQXYv2D773sG+DqTUtDTp3VdLFUtOpVuIKc2rYXUZO3Tp2XdNDSoUcVvVEer0IB0Y+nSpCbObKdM3wkUysvPgfT61ZAxboTiZ+SLyts1rO7L7QaAqQ8M9EtZijS9tSWiiex4QfBPuXJKD+9x++QIT+BVOy1ZM91RTjqPGntTvIzWjDWsmYpWqo6WdA2qkpSAuwe3w6i+rTD1gYH47a5+qOI9Lgd3bIh7vZ16aTDnTu8or9Rx1OpcVpUVGZCC7/5t62PyfQMVM0kVIjBUpwPbr209dGlSE9f0bqk762maAPT3nhsfXas9ep+SVJnqc7H3uFJ3YAHP7NDlGqk/retX8wWP6sGamqnJhrNc+UWlADyDLTVSkw077EDlWh3pc76iVwtkjBuBq89ogbM6NECjmlXQzlvJqLjU/3dwW1J8o5qpfoFMgxpVfLPftwxorZh1lki3FyklUatzLrFSYax/2/qGsxTS+tAlT5wDwH8wU21g+/q6623MXKsk93izENRrMDPGjcCAdtqpm9Kf+q2rPMH0r3f2QzuDdceCIPiuKRIrqc1SUKae9bXKTKGSQEUmokGf1nVRw2B5RP+29RRZQokJAk5rrgwu01I8Pz+oQwPfv6NFtZRE37XRzSn0URHo9GtbD+mqNRHl3uvLirFD/R7TU796Cl685FTf7JDexfPZ/56CG7yLWMfJyqoufHwwulrME49WF3dv6hutWD5mCM7wjpwG6lvKP9PkxAQ0qFEF9w9tj5SkBGx7Ybjf86VRv/G39fEFT4JQeYF/48puuHWgZzHqO1d7gt3GtVIV93qtjsVvd/UzXaM/OVFAi7ppvs6kFAj/p1tTv5vGI8M6YvX/zsWYCzpj4zPnAfDcqC7q3tT3u0gf0nV9W/lGzlMSE9BDI91Favvk+wfiQe/ou1EKnvwGXqZxg5aP9srz/BvWqOJLIbm+Xyt0alzTlqpZobhcpxKW2bX4oZRXtcu3N/eurEToPQzrV6+iSHc0svSJIZj6wEBc2NU/GKiZmqRbLUye3tahUQ08f/Gp6NS4Jnq2qovU5ETs9M5OSNQfqXRz0jqfbzoz3TdTIw8muzStqSgiUlbh3wmXgoQ3r+yOyffrB1OWyBrfr209zfVx6rdoVruq3+zY6v+di5sHtPY7vm46Mx3N61TOXndtVht36CyAv/ecdn7pzb+v2af4OjFB8K3hWfDYYMWs1q6XLkBP7/mtbse4y7qiae2qmPXw2b71ohf3qDwuOjWugacu7IIqSc6ctw+dW1keWz2bqg5kVowdioeHdVR8T1q7ovbJqJ5YMXYoHj2vo99jgH9qZqikQ0UUPTOU6nb63tf73+9u6YNGGhkI957TDpdYKAQivd5H1/X0e0wvfU86dxK99yRpBhNQ/j1q6nS2R/Zpietl16JAp+Ljwzth6gMDFYMdamYClEDBI6BMafzm5t62pJiGg5Q6Ky8gIFWL/PDa0/3StqQCKIBnVve1AEVbTm1W01eFNtpCP/mgUMjX+TByvqdgwOhUkS5+Wus5hp/WBP008j57tqqDmrIRN19HSfVGN/RP96VqyKeb3fCHjFQL3r66h+/iKk8zk7+/Vmqb1AG7vl8rvKVK4dHqmP6nW1P8cfeZ6N9WOaKl/qjfH9kDw09tgnVPDcPVZ7Twjdqq2/TMf7pgUIcGOLVZrYALeqWUE/XfVerLqfOnpz84CClJCahbLQUJCYIileadq3vgpzv64Y6z2vhGsB86twOmqi6Cj52vvKlqlZm86UztNTkSqfqU1oj12BGdMfeRszHzobPw9U3K3a+lDvlzF3nSj1KTE6NiIeilpzfzdQ7lzkh3piJi7/S6GHFaEzSqWQWDOjRQHD/bXhjuq9RlNve9U+Oamgu22zeqgVcvV94k1bPJVXQWFAcq6CERNCpdVUlKxJDOlYMOalJqkNbxp/W+p8qqPUnrI/XaIqdVoKB2WgrmeNM0FT+r+nreo2f7ZQHUrZaCxAQBdVXrA+XB3Pe39EGttGTd1NyHh3X067j00VjvJ63haVE3TbHoWwowf7urP7680X+WA/AMVkgdzVb1qmH5mCGYcv9ATH1gEG4e0BoGBSvDSjpOMsaNMLxGmU2flW67iQkCGtSoogii5bPhouz/rwpx35Wf7+iHrt4RdRGea3wXnXWlI3u3NKyO9fCwjoqZ1pkPDQp6o1FpzEB9+khBRXKCgN0vKwcvbvAGMIkJ2tXqAM/95QZZxzuQ6lWS0Kmx8TpbM9eWmgFSuk5vWRv3D6kM1M7q0ECRYuomWseAdMlITBB8AZu07vgZ71rCjc+e51cQQosgCL4BdBd0MS0xe5/Rc3bHwJk+ZgQq1x5d82QyQzs3wrZDeZqPXd5TOz3h+Ysq88uTEgS0qe+ZAmZFRW0vXnwqMo8Waj4miqJf6tD4W/sgMUHA14szMLB9A8OcZDmtBcxSp0d6C2nEWwqW2sgWxcqbceOZrXGj9yY8/NQmaHBbFYz8bJnm+17eszm6t6jl93tc2LUpso75/95mBhbVaZR6alRJwmc39NItvPDLnf3QRKdy1T/3DsQd363UTN1KS0lCen3/01oQPDf1a/soO5puXwgqDxbSR0/y/VuAgHYNq+OqXs3x08qsiLYprUoiPtBKoRL9g/mLuzfFH2v3A6gsxAEEf0OTpyMufHyw5kizltsGtdH8WwvwlJWd+dAgDH1zvt/j0oCPXP+29dGwRhVFACPRuvHdMqA1bhnQGumjJ/lKCmuRBq9G9mmJ8csy8dn1vdDpf1NNXZ8TVINXWut5JNWrJGHqAwMxecNB7MrJVwQ1A7zBlZm0yH5t6mHJriN4eFhHjOyjH8Bp0Qrc9TSsmaoYbBrVtxXWZ53AD8syLb1nKD4d1TOoMv5GzJ4C8hmdVyzsy6NFXoQmNcBA2Jnt6vulExtp17AGPr9BO3gFjO8fUgqcPEXyj7vPRHq9NPyyKgsitAda/7z7THRoVCOsHeQeLWtjTeZxSz9zarNaGH9rH4z8XHnvvah7U3RqXNOvcqrb/XR7X3RoVAPjVeecIAio610z9fZVPRQl8INZSye4cE6nY6Ma2Krqaw/t3BAzN2eHHOjYtbdY9SpJ6NaiNg7oPO7qGR2jO1x6/Wp+o52BpMkOvHVPD/ON6FudGncy6o7ke5/arBYuOE05sim/2N4xqA1uGdDaF6j0b1ffl+pldlGj3u8jrVkI5cRPSUrwmylSrxVq17CGImgCgCt6Nccno/xvWGam47UkJgi+dROS6Q8NMgwyzkivq0inUftkVC/NFAgjgiCEVFHLLlL1LL2/rd6nrFldyYGTUa8THKhASo1UawtXUzQ66/Lzr3mdNMP9qORqpiZrdtqkl2vXsIYiqJTeZ1D7Btj+on/K6fKxQ32L7eWbN7esmxZyh/j5i07F1hfO980Om7k8JwjA4tHnGK7zkOvUuCYeOrcD3h95um4FNbNSkxMNy82bDUbNuuqMlngxAhsOvndNZaGVYac0ti2j4c6zrHVyK0SgQXV7P8NNz56HeiYH4iKhmndthnRtEUXPAKBUGEHv2tKtRW1UTUk0tR9VsH+/if9nvOePnv4a15sb+qcbBjluSEeWt+G2ga3RuUkN9GlTT3fBvTSoUjUlQbOQhRXSn2iUTjU+JwyR9eWkYhlSAQ63rJNNTDDuKTp/VBlITBBs26BSrVqVJN8B/e0tvTHeoALVtaqpywdkU66RFu4NvQJtKiYd14Ig4OreLfE/VUWwVvWqYddLF5i+qLbTKFcqoHLBqNHLSBWerFzA9RZPSzLGjdCduq9fI7iL2JyHz65c/O09HYMZyRgWQgfS6ZEieSWrYDdeHNK5YVB7JtlNK1asVTUZaVX8OxvqIgJWNKzp/zm9clloI9pqgY4LURQDBlPytWf1q1fRXHhuxsg+rXBDv1aegQHZOhStBd+Pq/ZMEwTBrwR0KMzcwM1edvq1refL6Y8mWhUAzQh0i5IqyRkWAZL9u0IUUSst2dYyyOoNx532hnezUr3NsoMdZJNLFARLHVN1ESCJlb6temAx0KCF0YxvpKx/unLmfeyILpoFAlISE3zVEyV2HlMuiR8AKM/TEV2b+IowPTmis6+CMeAZGPnm5t6wxp4ObVKiYPiZuT7QWSc76MKlZ6u6mqMPksfOU95U1ftSxBKtnaUlN/ZP9y3Mk8+C6S10DiRj3AjdvFz1HkdaHjmvo6nqMMmJgq/8ctdmtfDuNdY3oswYNwINLeyNI9eyXppmCpBVzerY15GLNCv7b+jNsKYmJ/rSjHwBd8gtM0eehqDVWVj39DDNReL3DWlvuFmnngWPDdZcv2X3HipGp+qfd59pmAImkf5cGeNGGC5iDqR367p49iLlBor3DWmvOeMy/NTGiqIAdncMzLyeldFnMyPu0ea/3Zoq1uNIVZfsLh5gRyffDYx+C2kmICFBwMD29TG0izIjQv0Z/HJnP8v9EGlvpu9uMdcZ1UtLmnTfQNPlo+XFnKLB8xefaniuSqnDgiDgSlkFyuVjhgRc22SGdN1xSyAuvw7WTE1Cz1Z1sOV5zwz/rQPb4KLulWulOzepaaq6rpxdl4pAKXSuDnTsZucF2AUZQGFh9Ak9899TNPPyX7rkVHx8nb0j7YIg4IsbegXsTJjpWG1/8QKk16+G/m3roU2Dapb2mnGTYA7fjc+eZ39DbNKuYfWgO+7SqFKkRr7+272pLx3TyqhoYoIQ1A7kLeqm+d3sbhvYOuAiXys6N6np25hQi15JXTUr11Wrh/BD53bQvOmn16+mKApgd8l/M39js2mDserda3ooBo1mPXw2APN/Y61iFhL5YJnNcZNrvXDxqbi2T0t8d0sfRcr1sC6N/Da4DqYQS2KC4A2kzHVG5YMcy8cO8VUibNugul+Jaym7Qk0dowY6rZzeaFO+4bnW9U/vWNTaFzAQ9aw0UDnDfttA7aqPkTSsSyMsGzOkskqhyZ9Tz3QZCfbcHtKpciDgkWEdcPfgdoaDnu4IG8Nsx4vD0W7slKB/Pq1KomKRGeApQVxSrn+hjlbBBIOnNK3lt/GYHYYEWcFGz/jbnK8wNqpfK3QKIiUkKUFAtxbWP2NpJsJNU+FSUxrUqILZj5yNU5+eZunnpz4wsLKkc4RIsyvztuUY7mOh5dq+rfxmtPT+HEazhmNH2LtB6pT7BwZ+kglmB9zfuKIbzurYAG/O2GbL+0qWPHFOUMGkkbYNquGVAKPRN/VPVxSHiBVNa6Vi/4ki39fnnWLxOmzieHhgaHvDQPHXO/vhZGk5zn97QczM6ASirvIp+TTIVFC1ahqptUaSZcFmwxqpihQu9d/koXM74P05O9C6fjW8fkVlR1e+19sPt/ZB9wDbc5zWvBY27DthqZ2BnNK0Jk6cLEWN1GRsPpBr+NxIBtVVNfbhk+7TgSrGRkLttGTF/cjsAN/w0xrjsd/WGz5nYPv6uHtwO3RoVAM/rdxruW1ntK6LWVuy0aRWKu45x5Mx8dC5HfHX40c1KxPFRaCTlJiAge3rB70ZU3JiAv65V9kpSEwQgHI7WkdqsTxSWr1Kku5mq0Z2qPZFscroAn5tn5Zhq+DUrHZV7Dt+UvG9UIMueYrALxGuuGZ1ah7w/M0DrQ0DPHusuKFYhFVmN028TKMSph3sqtwjl5SYgKvO0C8tDHgWWxulPEer3//vTLwzaxva1K+OT0f1xLBTGgf+IRkzx8MDQ43XuUpr2+4e3Na2ErROK9fYdypSZj18FtqY3G9Q0lJj+wiJujiCdN2qmpyInq0qZ5vkTzNTwW5Au/p+lc1C9cOtfVA7LQXvzNweMNAJ5M6z2yLjcIFNLfPnpqu/ev2m2baZWTOdIAi+YkwvXnIqxk7caLpd654ahuqpSRg3ZYvi+wPa10d5/tFDmu9n+tWj3He39Am5FJ6cna9FlWY+dJZvh3mKDLtH0OSkBfV6HXitGUQro2pam6ZGA61ZoWgMcgCwPn+MaVwrFS9f2hUJCYLlIAewd1T80fM6uao6WiicvFa1bVDdctW1/m3rY4dGxUVAv5JgUaly9FcKeo2KPcldcFoT/GDyuWYlmShsJJEX4NCarR3Vt5VfASYztKqoaf091NtquIkdbWrpXassf61r+7RCe4MsiQdVgyK10pJ9/W+z15q4mNEJh2D6JDf2T8fXizNsb4udzBw4nl3HQ194p8VqWhCZY3SRWp8VvkBHKqkcaGyoZ6s6WLXnGIZ2bogzNDZgdNL9Q6wXEzCy48XhMTVQ4paFs/Gmcc1UHMwtCvzECIuXNTVWVUThoIxeMZJqVZJwStOa2LRfOUOiDuakL63MfAaa+WlQowpy8opNv57EzCVXyvpZ99Qwvy0hQlEj1f8aeWWvFn6brrvpriBthCqvtGuG0bM6NKqBzKOFln7PMwzWkZabvNjEzYyO3YymdWPdotHn2FJFjGLfu1d3x7xHz/ZdLF9Tbfinvnh+fsMZpvdCCTdp8e2D59pbTj4pMcG2PUncoFuL2lj6xBCnmxF3Jt7d3+kmkAXROvssUaeraW1orV67Y3VdkBl3e/fhkfbaC0R6lpVrbq20ZFsrJd43pL2v8qukakoizlalsVdWE3X2/vDXPWfiMW+xBGmLFztaZDVoAoDq3iDxzrPaYtbDZykeM7t+j4FOkL69uQ/+uXeA080gCuj5i07BQzZ31s2qnZaCVvWq+S7cV/Rq4cppeS2BNgClSo01Oj0UXuFYm3S5DeuozK7ZijeX9miO+2yeHY6kMr81Rv4XcnXHs2GNVOwKcX2pXI3UJN/R9cud0RPopyYnIt3EGim3DIB1bV7bF+Dc5N0k1CyjX0G6pVr5LaWMgcfO6+hX1KfUZEEwBjpBqlstRbPUspZgN0gkssOofumKTR3VruwVnkXicvK0AfmiWLdmcFVNTuR5SxQEjg9oa1kvzbEBJzuUlSv/sFod2uQk/2/aufZwwzPWt0uQ2qku0U3aPrxWuVWImc3b5Yxno4K/OKiPo5cuOQ3Pq/Zd0/3ZoN+VAAD/sbAni/xAmfh/7hyNOKdTQ1zX17jaEMWWxITwXAZ+vqNf5ReyY799oxq+Xc7TUpIw48FBYXn/UKQmJ+DmM1tjxdihTjcl5nx83eno2tz+cvSkzcogsd5+KGa9cUU3PHJex5Beg9wp0LYIcx45Gz/d3s/wOcG4tEezwE8yQb73UEum3uvSXyMVesAqDYJc3z895Nca2aclLjZ5bDDQiQCtw8PKBlOLR59jX2MCaFwrFS9cHF27GVNowlXNW77Za+2qKejbRntErX2E98QxKykxgbM6YXD+qU0sl7ql8OvWvJap9Bojl/Vsjg4uPZ8pNJf0aO4boAL8+zWt61dD03Csr9TpX5vd809rhiFVVWhgwu3O77HndqZndGTPu6a3ctBc+otZ2abBjvlABjohMvNHePS8jmhUs4qvoljGuBGWFlw3rV0Vjwyzd8o7LSURCx8fjNmqxV0Uf8xuBBaKlKQETDAY7Xvryu74yUU3G7fkShMRxTO9VCj5fmpWfXVT76B/Nl4Fc0esWy1Z8XWg4HTSfeFZ985AJ0Rm0k+v6NUCy8YMRdMgFo/+n7fCiJ0VQABP1N28ThraNKge1QskKXRuKHXcsl4a+ng3EKPYF650SfLHNTMUDlYXqQdLnhkgVzVFv090x6A2vv141GNWbRpUQ7PaVfHGFd1833PbOeJoQQ+dtw5m7O867/5Bz110itFLo02DakhJSsApTcOT0swNEEJkZeTXyqK8YV0aYfq/mpu82iJZJ1/JZec7RUC4ZnTMphaE4oGh7fH2zO22v26dtOTAT6KgPTmiM0b24VrAcEpOFFBabuEc5CwmWdC+Ufj2vKtWJREFxZ7NR6voBDpGnrigs+7956peLQAAp7fSL9DjpP92a4oqSfaX5TZLL8gyW/JafhmRKkN28e67mKYTnL57TQ9r1yqLGOiEyMqtYUC7+hh/W+Wuv3WrpeBoQYn264b5npOkE3TVTGUHj6JHuPYbUBRSINvVqZaCntVSnG4GEQUpUmGxnRkHv/9ff1+nu7VsPZqbYvx3r+nhdBP8/HXPmb7NVK2Sr+tKTUpUfC2pkpQIad/pO85qg0/m7QrqvfQwfyBENw8wP32bmCCgf9vKihZGI96hdOBqBNip/P4h7fHJqJ5+388YN4KLr8k20To72Kx2VdSrzvOA4ouL+noUBSKxjjFj3Ai/49JsooBW+05vWUdzGUAwywpildbn1rV5bd8a84A/H+KV5InhnQO2xyoGOiEyu5eOFqNNXaW/bTCdRf3ygB5ndWyAnq1YU55ISyRS7oiIolmkAuNIXI1b1kvTnGlwg0jvvSRtFBpLGOg4yGjn9XAOlrAfR3LxcDxw3wQiIvuwjxIZPVrWDvt7pKUkIr2ePfdIo+PCyp+1fcPq+OHWPmhYowram5xN0sNAx0mGMzqeo0U6ZgLN0hC5jZtuVlaq2Lio2URBs3r+uWmdArmfG67vy8cOcboJYfPLnZ51osFW3LWyKfO/z52PNg3CV1wiGILg6fdWq5KEGQ+Ftg1KSIGOIAh1BUGYIQjCdu9/NctYCILwpSAI2YIgbAzl/WJNHQuLcTs3qYn3R5pbpOZoaUKKOuzgKA1qb34zM6JYUT3A2k4iueKyCgBA8zr2r2+R35KMAqqGNVIVa0cSEwSMvaCz/g+o3Ng/3XrjIqRGqud87BVkdbiGNcxvSg/Yl4roxu5EqDM6owHMEkWxPYBZ3q+1fA3g/BDfK+Y8bLAJqNbB4oYRFKJoZPbcqZaSiFcu7xrexhBFgNXbRaOa1jpGFN8a1fQUbKkWZDWuYLVuUE3xtXxNSbsG1XHboDamX2tge/dnygiCgJqp4f+MX77sNPz+f/1Dfh03brYdaqBzEYBvvP/+BsDFWk8SRXE+gKMhvlfMMaqVHt7d6hkxUaVwBNA1U5NwWgiFOuz29lXdTT0vvOcdUeRYLaqRyGOfLPCl14fhsJEfuac1r6l4bHDHhorCAfLj/On/drH2Pi7uCtWVZfxc3rNFEK9g7ZdrWCMVp7cM795CDWuar2Zq59YRoQY6jURRPAAA3v82DL1JBAD1qvuntbn4nCRSGNWvle6O1k4wfQFnX4/ilNFO80ROuaRHc8PSxtVkKZfqfQB/vqOf4RoXN/epGtZI9QV0wQSTTgVxek1d9eTQ/2/v3oPkKss8jv+euWUykxsThmRyv5DEkMSEJE4IYLiEBMigQQp3oSIgsgZXVhBBZYFd0PISV8rdKqu0ljUKKouFoCVlsQi6eKtdL4BQyAYWxaiRCIjrctGVhDz7x/SESTLdffp097znPef7qRqmp/t095PD6T7ned/nfV9duXHRqMYypGp/mJl9U9LUER66pvHhSGa2VdJWSZo1q7grZ08aO5jopDlWqx3gWW7FwOibOrHxa8Y0ayHPtFpaTEceMU4/e+bFittlK2ognf65PWprMf3Hz58ru83mFdP0tYeekiTddenrNatBsy6hOKZPGquVKceQNMonzz1af/jjHp14w7cPWQewf27lZTRYSqB5jj9oAq1a1qb78JuWNnSm1KqJjrufUu4xM3vazPrcfbeZ9Ul6pt6A3P1GSTdK0urVqwt5FK6dN3nE+5N+KAu505DaRcfP00fueqyhr5nFKpgkIV15apgWJ6CRvvT2YyRJ866+q+w2Jyzs3Z/oHDVtQtntgHK+//6TQoegSV0dmtTVkWodnHkHjffJk1DXgUPn/psufF3q19iyZnaDohlUb23JnZIuKN2+QNLX6nw9VPDnPfsSbVdrK8W4MZQsFFlri6m7wWUrGcxzEiVfR/VxwYe4TZ80Vi0tppaWygd8a5XHgWrMrCmDz0ero+XII8ZndqHQ4basqb26KVRv1atjt7Lz/VJvorNN0gYze0LShtLfMrNpZra/KcnMbpX0n5IWmdkuM7uozvfNvZGmiF4yPdlFWK3H91uPnatv1jlPOeLW6C+l9YunNPT1GoGJBlAESVtSs3QhAqC8rK1xE5u6Eh13f87d17v7gtLv35fuf8rdNw3b7lx373P3dnef4e7b6w0878547bRD7lsyLdksVtXynIMf72hrqTjYD/k3fIrOkbz/tNckfq1Pb1mp5TObv5pzM3SN8lSpQKMlzV9Ic4D8qnQdOBrTVWdJdqZFwn4uryvxqNZlyfg7HGx+leNteQ2rLGdVtRbs9lZjrAKi8pZjijthD4qDSQOqazHp6FmvNjBW2mWjMYFElhpSSHSC4sOLbKhWrl/LkVotaWqkWqpvqm36+betqSsWYLR96MxlI9x74JF++Lgx2nbWodsNfaY/dObSxgcG1GGk0v2iO2lRb8XHu8e0HVCeHXIP7tw2UHWM4Ggi0cmZro7W6qVrtI7gINW+kpIeMju3DWjhlPF1x5NUow7l1hbT2vkjz3YIxOrmt/XrX85fpXP6y/f8LGYCDiDzNq+YXvHxtGnFbRevTfnMeJDoBHTCwsavr2pGaRpqd9/jz1Z8PA8tbJX+Be2t2Wl9AuoxvJfzhIW9OrrJq50DyJ71r0l2fbmgAOOzSXSabHyFQV/NWInaZNpHpoMGy+ohxcRRwIGSfiTo2QfiUa2x0SWdd8zg+jM7tw3ogmPnJHrdIpxDSXSXnox2AAATWElEQVSa7JHrT23o6x0+rqPi42bSuRXKFICiaq3wbdfNbGsoqCJc6CAu5OApuHRSwl6coiHRicwblh867fRwJmnTsr6K2/AdgoNVS47zcMy0tZT/urvl7UxEgHxgfRzE7vINC3XZ+gX7/7543XxddPzcgBFln+//T3XDvyGKkFSS6GTQipnla6qve8OSis8dOslddXr5dU8md1fuFULxdFUpoxwqh7xy48Ky23z1ncc2NKZGGVr5uq3CLDCvmcqAbOQDaQ5i944T5uvyDa+ea/7idTP1d2ccFTCi7HP3xGNph29VhKEOJDoZNDxJmTZpbKrXKDfA7KLj52rBKM6KhThUmwmyf06PpMqtP1kf9NxCSzcKgMMcKB4zS9U7sy//eY4oTM+wR67fWPPYgaGT3MllajXbKw1UQGFVSgKOGD9G3WMGj8Ny34kP//3GJkSVXv/cHv3oF78/4L4itFwBSfFxAPIjbftGHmZUrYar3iaqNONasue317zo0tDW1GmjFhPGtpd9bPihVC5ZmNhV/vnNVD6hP/T437hkSrPDAYKzGi55/vm8VVo+Y1L1DQFk2syerlQpSxEaPEh0muj+a0+pus2EOpMhoBHe/vp5ZR8bfuGUtS/FpdMn6tqBxYm23bpufpOjAcJL2sZlJp26ZKpaM7SCOYB02lot8ZTxcyZ37789VK2RZyQ6DfDld4y8smySlrWrTk92kZYUPTlIo6Ot+ldB/9werVvYOwrR1KazvfHrUQF5R4ID5IeZJT4XXlNqHDxl8REaV4BEJ///wlGwdNrEEe9PknM0uj6SUxcabeg4vu3ikRP60Or9BB135OSGxAGEMHtyl3753B/3/520rYvJOYB4VOusabHB3plffHRT1dcq2ljtYv1rmyRLLWOcu9BoWT+kRuqur2WcQt/EdDMbAlnw8bOXp3pels5bAOoz1HBBVc+hSHQaoNz6HEkOt3rHPJy9akaKdwXyY6TPUC09pXxiUASXnnzk/ttXbFhYdiIPAPE5f+3s0CFkFolOA5SbGW00Muvhs2BtWjZVZ62cXnH7gvVYog6d7XEcLEkHYAJ5lPQ0M27YxDdr508uXPkKELPlMyvPjrh5xcjXfictyt642tHGGJ0mGpWW4mHXeJ/asqriprddvFaL+1gsFMkMdYVfy4rUQGYd1tWRaLvh5ZxHTZvQrHAANMH83pEXga+GElV6dJoq2WQEtRs+Q9YrNbRm98/t0fjOMOudID5Dic6mZX2BI6ms3v4cSpoRsyOPGKcdHzxt/99JTgldNS5EDQCxItFpotEoXTt9abYvQhEvrv+BOIztqD6tbK2LTwOIH5XdJDpNs3PbwKi8DwNK0Swx93TUMutaLdsCsWpv5TgHioY8h0QnuH37UhyGIzzlfactqj8YYJh5vePUUWbAcpYummixAqqjVh+I2z2Xr6v5OUzWw2QEwe15ZV9dzzeTHr5uoyaOZewNGutTW1YeMFMTgOwrd10zaWyySQsAZNO4MbWfj3vHjyn7WFFyIK5iAtt7UI/OtImdNb8GSQ6aobO9VRPKTF6R9e/HWnqclkxnBirkR7k1pDYtmzrKkQAI6cfXnKJ97rrt/l2hQwmK0rUG604wKHS4pdMmHvD31nXzGhkO0BRZbwm64c3JV4s/f+2c5gUCZAQrpgPF0jt+jMZTlUGPTqN97/0nq6c7eYnAqtmH1fV+nLrQLLEcWyPlXJPHjdGEzjY9/397Rz0eIKs6Wlv0cp3l0gDCSNNWwVTy9Og0XFeNPTppDtwrT12YeNvDx3XovacyUQFqV+nY3Jf1Lh1JV2xcpEtOmh86DGBURfDRBJABRenkJdXLmCTlBVvXzddH7nos0fZHTZuod544X+84gQs+NM7wi6nRmkq9VhccOyd0CAAAICASnRy79OQjtWbeZJmZMjQbMCIRy/oyTJ8JvIpPA5BPsZyTs4ZEp4FmT+7SmLbsVAO+ZyMla2g8s/yUxwy8ti90CEBDTZ1Q+8ydALKv3IyKqV8vJ+fxarJzVZ4DZ66YPuoz25Dfo2nKHFwtOSrsPayLqdmRL2NrHCcKIA57XylIZtJgJDoNlOb67+Dn5OgaEjkV8yHad9A6VZQCAACQXyQ6kSMxQiMNX0W53LGVpx4dAACQXyQ6APazMreHO7d/ps5eNWM0wmm4otQkAwDyhfNXOkxGEBilM8iSJJ01H9i8VJJ0+wO7mhxNMrV8+Td6MCcAAKOB81c69OhkTK1pz2hPfoDiqHZstUR46M3u6Q4dAgAANaNHJx0SHQCprJ0/OXQINfvcha874G/aCVAk156xWNcOLA4dBoAU9pHppELpWmCHXGglvPJ6/YLD9Y9/uaLxAaGwtl+wWnv3uS7+wgOS4p1drdJHqHsMX3korvPXzgkdAoCUSHPS4awfqS9ctCZ0CMiZ9Yun6ImnX0i8fVbHl2UzKgAA0qNDJx1K1wDsN7w3pFrnYlYGRg7FsXLWJEnSvhrCIikCAMRh5JPbLX9VueF7+cxJzQgmGiQ6gR1SuRYkCiB+4zvbJUmtNcySMLaDTm0AQPal7dGZNLa9sYFEhkQHwDA27FZcafdQD9SMw8Ym2n7p9Am6bP2CJkYEjJ5l0yeGDgFAE9VSrTBc0SfdoTkTwH5TJoxRd0erXnr5ldx/Od55yfFqiXGObABA4XR1tNb9Gt9970mSpCs2LNSaefHNnJoGPTqBsQ4OsmR8Z7seum5j6DBqkrY7nyQHeXJO/0xtXjEtdBgAmmRmT1fdr9E7fowk6V3rF6h/bk/drxcDenQyhrwHoXEIAvHZsma2tqyZHToMAE02r7dbTz77UqrnFvEakx6djDmyd1zoEFBwsfUyvnn1TH30rGWhwwAAoOluemt/TdvHdUZvPBKdwIYfgDu3DRSmZhLZNVTRVXV66WzMLq2e7g6d2z+rpue8YTklPgCAuOzcNqDDul+dRe3ERb1a3DchYETZR+kagAPE1qMDAEAR3XRhjb07BTy906MTWBEPOiA0z0p3FAAANainMTK2ZSMagUQHwIhiywXsoN8AABRd0as0SHQAjKglsi/HyPIyAABqVs+ZObLTekOQ6ARW9Ewb2fT4h05TR1t+vx5IigAARWBlbhdFXVcyZtZjZvea2ROl34eNsM1MM7vPzHaY2aNmdlk97wmg+ca01b8Ccygbl0wNHQIAAE1B+3ht6m2yvUrSt9x9gaRvlf4+2F5JV7j7YknHSLrEzI6q830BBJbVMTxXb1ocOgQAAJqingkFilhFVG+is1nSzaXbN0s68+AN3H23uz9Yuv2CpB2Sptf5vgBwgOJ9fQMAUNnw3KaI58l6E50p7r5bGkxoJB1RaWMzmyPpaEk/rPN9ASC9jPZGAQBQSQE7ZepSdcFQM/umpJGK3q+p5Y3MbJykOyS9292fr7DdVklbJWnWrNpWOwcAAABwqCImSVUTHXc/pdxjZva0mfW5+24z65P0TJnt2jWY5Nzi7l+p8n43SrpRklavXk27KwAAAFCnIo7RqZroVHGnpAskbSv9/trBG9jgXt0uaYe7f6LO98utL1zUHzoEIGof3LxUT/7upUTbOrVrAIBCKF5yM1y9Y3S2SdpgZk9I2lD6W2Y2zczuKm1znKTzJJ1sZg+VfjbV+b65s3p2T+gQgKjN7OnSCQt7E23b093R5GgAAGi8AnbK1KWuHh13f07S+hHuf0rSptLt76vo6WQCHLiITay9Ij/42/Wa1NUeOgwAANBk9ZauAUBUpk7sDB0CAACp1LqOzlBD+offtLQJ0WRfvaVraJD2Vv5XIC71LFoGAABGz5Y1s0OHEAQ9Ohmwc9tA6BCAmsVaugYAQKyGemiuHVgcNpBI0I0AAAAAROT0ZX2hQ4gCiQ4AAAAQgVqLxoteZE6iAwAAAERgaNHPoicwSZHoAEhl4limaAYAANnFZAQAUvn4m5fr2oE9ocMAAKAw6MmpDYkOgFQmdLZrQie9OgAAjLakC80XfUF6StcAAACACNSauBR9zTsSHQAAACCHpk7sDB1CUJSuAQAAABF4dda1ZD01V29arEvXL2hmSJlGogMAAABExOWJtutoa1FPW0eTo8kuStcAAAAA5A6JDgAAAIDcIdEBAAAAIuLJKtcKj0QHAAAAQO6Q6AAAAAARoUMnGRIdAAAAICJtLcVeCDQpEh0AAAAgIiQ6ybCOToNsv2C1Vs/pCR0GAAAAcq6tlb6KJEh0GmT94imhQwAAAEABdLaT6CRBogMAAABEYue2gdAhRIN0EAAAAEDukOgAAAAAyB0SHQAAAAC5Q6IDAAAAIHdIdAAAAADkDokOAAAAgNwh0QEAAACQOyQ6AAAAAHKHRAcAAABA7pDoAAAAAMgdEh0AAAAAuUOiAwAAACB3SHQAAAAA5I65e+gYyjKzFyQ9HjqOCB0u6Xehg4gQ+y0d9ls67Ld02G/psN/SYb+lx75Lh/2Wzmx37z34zrYQkdTgcXdfHTqI2JjZ/ey32rHf0mG/pcN+S4f9lg77LR32W3rsu3TYb41F6RoAAACA3CHRAQAAAJA7WU90bgwdQKTYb+mw39Jhv6XDfkuH/ZYO+y0d9lt67Lt02G8NlOnJCAAAAAAgjaz36AAAAABAzTKZ6JjZaWb2uJn9zMyuCh1PLMzss2b2jJn9NHQssTCzmWZ2n5ntMLNHzeyy0DHFwsw6zexHZvZwad99IHRMsTCzVjP7iZl9PXQsMTGznWb2iJk9ZGb3h44nFmY2ycxuN7PHSt91a0PHlHVmtqh0nA39PG9m7w4dVwzM7PLSOeGnZnarmXWGjikGZnZZaZ89yrHWOJkrXTOzVkn/LWmDpF2SfizpXHf/r6CBRcDM1kl6UdLn3X1p6HhiYGZ9kvrc/UEzGy/pAUlncrxVZ2YmqdvdXzSzdknfl3SZu/8gcGiZZ2bvkbRa0gR3PyN0PLEws52SVrs7a0zUwMxulvQ9d/+MmXVI6nL3P4SOKxal65LfSFrj7r8MHU+Wmdl0DZ4LjnL3P5nZbZLucvebwkaWbWa2VNKXJPVLelnS3ZL+2t2fCBpYDmSxR6df0s/c/Ul3f1mD/+M3B44pCu7+XUm/Dx1HTNx9t7s/WLr9gqQdkqaHjSoOPujF0p/tpZ9stZxkkJnNkDQg6TOhY0H+mdkESeskbZckd3+ZJKdm6yX9nCQnsTZJY82sTVKXpKcCxxODxZJ+4O5/dPe9kr4j6U2BY8qFLCY60yX9etjfu8SFJ0aBmc2RdLSkH4aNJB6lEqyHJD0j6V53Z99V90+S3idpX+hAIuSS7jGzB8xsa+hgIjFP0rOSPlcql/yMmXWHDioy50i6NXQQMXD330i6QdKvJO2W9L/ufk/YqKLwU0nrzGyymXVJ2iRpZuCYciGLiY6NcB+txGgqMxsn6Q5J73b350PHEwt3f8XdV0iaIam/1P2OMszsDEnPuPsDoWOJ1HHuvlLS6ZIuKZXrorI2SSslfdrdj5b0kiTGviZUKvV7o6Qvh44lBmZ2mAarcOZKmiap28zeEjaq7HP3HZI+JuleDZatPSxpb9CgciKLic4uHZjFzhDdnmii0viSOyTd4u5fCR1PjEqlMN+WdFrgULLuOElvLI01+ZKkk83si2FDioe7P1X6/Yykr2qw1BmV7ZK0a1hv6+0aTHyQzOmSHnT3p0MHEolTJP3C3Z919z2SviLp2MAxRcHdt7v7Sndfp8FhCIzPaYAsJjo/lrTAzOaWWlLOkXRn4JiQU6UB9dsl7XD3T4SOJyZm1mtmk0q3x2rwBPdY2Kiyzd3/1t1nuPscDX63/bu709qZgJl1lyYMUan0aqMGyz1Qgbv/VtKvzWxR6a71kphsJblzRdlaLX4l6Rgz6yqdX9drcOwrqjCzI0q/Z0k6Sxx3DdEWOoCDufteM/sbSd+Q1Crps+7+aOCwomBmt0o6UdLhZrZL0nXuvj1sVJl3nKTzJD1SGmsiSVe7+10BY4pFn6SbSzMStUi6zd2ZLhnNMkXSVwevndQm6V/d/e6wIUXjXZJuKTUePinpwsDxRKE0VmKDpItDxxILd/+hmd0u6UENll79RNKNYaOKxh1mNlnSHkmXuPv/hA4oDzI3vTQAAAAA1CuLpWsAAAAAUBcSHQAAAAC5Q6IDAAAAIHdIdAAAAADkDokOAAAAgNwh0QEABGNmk83sodLPb83sN6XbL5rZp0LHBwCIF9NLAwAywcyul/Siu98QOhYAQPzo0QEAZI6ZnWhmXy/dvt7Mbjaze8xsp5mdZWb/YGaPmNndZtZe2m6VmX3HzB4ws2+YWV/YfwUAICQSHQBADOZLGpC0WdIXJd3n7ssk/UnSQCnZ+aSks919laTPSvpwqGABAOG1hQ4AAIAE/s3d95jZI5JaJd1duv8RSXMkLZK0VNK9ZqbSNrsDxAkAyAgSHQBADP4sSe6+z8z2+KsDTPdp8Fxmkh5197WhAgQAZAulawCAPHhcUq+ZrZUkM2s3syWBYwIABESiAwCInru/LOlsSR8zs4clPSTp2LBRAQBCYnppAAAAALlDjw4AAACA3CHRAQAAAJA7JDoAAAAAcodEBwAAAEDukOgAAAAAyB0SHQAAAAC5Q6IDAAAAIHdIdAAAAADkzv8Dd8j1Q7mmWOIAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');"]},{"cell_type":"markdown","metadata":{},"source":["## Logmel-spectogram"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.445095Z","iopub.status.busy":"2024-05-14T13:41:17.444800Z","iopub.status.idle":"2024-05-14T13:41:17.640353Z","shell.execute_reply":"2024-05-14T13:41:17.639529Z","shell.execute_reply.started":"2024-05-14T13:41:17.445065Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S1 = librosa.feature.melspectrogram(y=y1, sr=sr, n_mels=64)\n","D1 = librosa.power_to_db(S1, ref=np.max)\n","librosa.display.specshow(D1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.642113Z","iopub.status.busy":"2024-05-14T13:41:17.641826Z","iopub.status.idle":"2024-05-14T13:41:17.841937Z","shell.execute_reply":"2024-05-14T13:41:17.840057Z","shell.execute_reply.started":"2024-05-14T13:41:17.642082Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["S2 = librosa.feature.melspectrogram(y=y2, sr=sr, n_mels=64)\n","D2 = librosa.power_to_db(S2, ref=np.max)\n","librosa.display.specshow(D2, x_axis='time', y_axis='mel');"]},{"cell_type":"markdown","metadata":{},"source":["## Filtering low-frequencies"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.843661Z","iopub.status.busy":"2024-05-14T13:41:17.843325Z","iopub.status.idle":"2024-05-14T13:41:17.849610Z","shell.execute_reply":"2024-05-14T13:41:17.848725Z","shell.execute_reply.started":"2024-05-14T13:41:17.843627Z"},"trusted":true},"outputs":[],"source":["from scipy import signal\n","import random\n","\n","\n","def f_high(y,sr):\n"," b,a = signal.butter(10, 2000/(sr/2), btype='highpass')\n"," yf = signal.lfilter(b,a,y)\n"," return yf\n"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.851477Z","iopub.status.busy":"2024-05-14T13:41:17.851109Z","iopub.status.idle":"2024-05-14T13:41:17.868546Z","shell.execute_reply":"2024-05-14T13:41:17.867648Z","shell.execute_reply.started":"2024-05-14T13:41:17.851419Z"},"trusted":true},"outputs":[],"source":["yf1 = f_high(y1, sr)\n","yf2 = f_high(y2, sr)"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:17.869904Z","iopub.status.busy":"2024-05-14T13:41:17.869561Z","iopub.status.idle":"2024-05-14T13:41:18.128666Z","shell.execute_reply":"2024-05-14T13:41:18.127898Z","shell.execute_reply.started":"2024-05-14T13:41:17.869870Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.130281Z","iopub.status.busy":"2024-05-14T13:41:18.129941Z","iopub.status.idle":"2024-05-14T13:41:18.355765Z","shell.execute_reply":"2024-05-14T13:41:18.354904Z","shell.execute_reply.started":"2024-05-14T13:41:18.130246Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');\n","librosa.display.waveplot(yf2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.357543Z","iopub.status.busy":"2024-05-14T13:41:18.357087Z","iopub.status.idle":"2024-05-14T13:41:18.543854Z","shell.execute_reply":"2024-05-14T13:41:18.543017Z","shell.execute_reply.started":"2024-05-14T13:41:18.357497Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf1 = librosa.feature.melspectrogram(y=yf1, sr=sr, n_mels=64)\n","Df1 = librosa.power_to_db(Sf1, ref=np.max)\n","librosa.display.specshow(Df1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.545296Z","iopub.status.busy":"2024-05-14T13:41:18.545003Z","iopub.status.idle":"2024-05-14T13:41:18.729018Z","shell.execute_reply":"2024-05-14T13:41:18.728166Z","shell.execute_reply.started":"2024-05-14T13:41:18.545260Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sf2 = librosa.feature.melspectrogram(y=yf2, sr=sr, n_mels=64)\n","Df2 = librosa.power_to_db(Sf2, ref=np.max)\n","librosa.display.specshow(Df2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:18.731257Z","iopub.status.busy":"2024-05-14T13:41:18.730824Z","iopub.status.idle":"2024-05-14T13:41:18.766948Z","shell.execute_reply":"2024-05-14T13:41:18.766105Z","shell.execute_reply.started":"2024-05-14T13:41:18.731212Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yf1,rate=sr))\n","display(Audio(yf2,rate=sr))"]},{"cell_type":"markdown","metadata":{},"source":["## Spectral Gating"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.698283Z","iopub.status.busy":"2024-05-14T13:41:24.697972Z","iopub.status.idle":"2024-05-14T13:41:24.741978Z","shell.execute_reply":"2024-05-14T13:41:24.741032Z","shell.execute_reply.started":"2024-05-14T13:41:24.698245Z"},"trusted":true},"outputs":[],"source":["import time\n","from datetime import timedelta as td\n","\n","\n","def _stft(y, n_fft, hop_length, win_length):\n"," return librosa.stft(y=y, n_fft=n_fft, hop_length=hop_length, win_length=win_length)\n","\n","\n","def _istft(y, hop_length, win_length):\n"," return librosa.istft(y, hop_length, win_length)\n","\n","\n","def _amp_to_db(x):\n"," return librosa.core.amplitude_to_db(x, ref=1.0, amin=1e-20, top_db=80.0)\n","\n","\n","def _db_to_amp(x,):\n"," return librosa.core.db_to_amplitude(x, ref=1.0)\n","\n","\n","def plot_spectrogram(signal, title):\n"," fig, ax = plt.subplots(figsize=(20, 4))\n"," cax = ax.matshow(\n"," signal,\n"," origin=\"lower\",\n"," aspect=\"auto\",\n"," cmap=plt.cm.seismic,\n"," vmin=-1 * np.max(np.abs(signal)),\n"," vmax=np.max(np.abs(signal)),\n"," )\n"," fig.colorbar(cax)\n"," ax.set_title(title)\n"," plt.tight_layout()\n"," plt.show()\n","\n","\n","def plot_statistics_and_filter(\n"," mean_freq_noise, std_freq_noise, noise_thresh, smoothing_filter\n","):\n"," fig, ax = plt.subplots(ncols=2, figsize=(20, 4))\n"," plt_mean, = ax[0].plot(mean_freq_noise, label=\"Mean power of noise\")\n"," plt_std, = ax[0].plot(std_freq_noise, label=\"Std. power of noise\")\n"," plt_std, = ax[0].plot(noise_thresh, label=\"Noise threshold (by frequency)\")\n"," ax[0].set_title(\"Threshold for mask\")\n"," ax[0].legend()\n"," cax = ax[1].matshow(smoothing_filter, origin=\"lower\")\n"," fig.colorbar(cax)\n"," ax[1].set_title(\"Filter for smoothing Mask\")\n"," plt.show()\n","\n","def removeNoise(\n"," audio_clip,\n"," noise_clip,\n"," n_grad_freq=2,\n"," n_grad_time=4,\n"," n_fft=2048,\n"," win_length=2048,\n"," hop_length=512,\n"," n_std_thresh=1.5,\n"," prop_decrease=1.0,\n"," verbose=False,\n"," visual=False,\n","):\n"," \"\"\"Remove noise from audio based upon a clip containing only noise\n","\n"," Args:\n"," audio_clip (array): The first parameter.\n"," noise_clip (array): The second parameter.\n"," n_grad_freq (int): how many frequency channels to smooth over with the mask.\n"," n_grad_time (int): how many time channels to smooth over with the mask.\n"," n_fft (int): number audio of frames between STFT columns.\n"," win_length (int): Each frame of audio is windowed by `window()`. The window will be of length `win_length` and then padded with zeros to match `n_fft`..\n"," hop_length (int):number audio of frames between STFT columns.\n"," n_std_thresh (int): how many standard deviations louder than the mean dB of the noise (at each frequency level) to be considered signal\n"," prop_decrease (float): To what extent should you decrease noise (1 = all, 0 = none)\n"," visual (bool): Whether to plot the steps of the algorithm\n","\n"," Returns:\n"," array: The recovered signal with noise subtracted\n","\n"," \"\"\"\n"," if verbose:\n"," start = time.time()\n"," # STFT over noise\n"," noise_stft = _stft(noise_clip, n_fft, hop_length, win_length)\n"," noise_stft_db = _amp_to_db(np.abs(noise_stft)) # convert to dB\n"," # Calculate statistics over noise\n"," mean_freq_noise = np.mean(noise_stft_db, axis=1)\n"," std_freq_noise = np.std(noise_stft_db, axis=1)\n"," noise_thresh = mean_freq_noise + std_freq_noise * n_std_thresh\n"," if verbose:\n"," print(\"STFT on noise:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # STFT over signal\n"," if verbose:\n"," start = time.time()\n"," sig_stft = _stft(audio_clip, n_fft, hop_length, win_length)\n"," sig_stft_db = _amp_to_db(np.abs(sig_stft))\n"," if verbose:\n"," print(\"STFT on signal:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # Calculate value to mask dB to\n"," mask_gain_dB = np.min(_amp_to_db(np.abs(sig_stft)))\n"," #print(noise_thresh, mask_gain_dB)\n"," # Create a smoothing filter for the mask in time and frequency\n"," smoothing_filter = np.outer(\n"," np.concatenate(\n"," [\n"," np.linspace(0, 1, n_grad_freq + 1, endpoint=False),\n"," np.linspace(1, 0, n_grad_freq + 2),\n"," ]\n"," )[1:-1],\n"," np.concatenate(\n"," [\n"," np.linspace(0, 1, n_grad_time + 1, endpoint=False),\n"," np.linspace(1, 0, n_grad_time + 2),\n"," ]\n"," )[1:-1],\n"," )\n"," smoothing_filter = smoothing_filter / np.sum(smoothing_filter)\n"," # calculate the threshold for each frequency/time bin\n"," db_thresh = np.repeat(\n"," np.reshape(noise_thresh, [1, len(mean_freq_noise)]),\n"," np.shape(sig_stft_db)[1],\n"," axis=0,\n"," ).T\n"," # mask if the signal is above the threshold\n"," sig_mask = sig_stft_db < db_thresh\n"," if verbose:\n"," print(\"Masking:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # convolve the mask with a smoothing filter\n"," sig_mask = scipy.signal.fftconvolve(sig_mask, smoothing_filter, mode=\"same\")\n"," sig_mask = sig_mask * prop_decrease\n"," if verbose:\n"," print(\"Mask convolution:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # mask the signal\n"," sig_stft_db_masked = (\n"," sig_stft_db * (1 - sig_mask)\n"," + np.ones(np.shape(mask_gain_dB)) * mask_gain_dB * sig_mask\n"," ) # mask real\n"," sig_imag_masked = np.imag(sig_stft) * (1 - sig_mask)\n"," sig_stft_amp = (_db_to_amp(sig_stft_db_masked) * np.sign(sig_stft)) + (\n"," 1j * sig_imag_masked\n"," )\n"," if verbose:\n"," print(\"Mask application:\", td(seconds=time.time() - start))\n"," start = time.time()\n"," # recover the signal\n"," recovered_signal = _istft(sig_stft_amp, hop_length, win_length)\n"," recovered_spec = _amp_to_db(\n"," np.abs(_stft(recovered_signal, n_fft, hop_length, win_length))\n"," )\n"," if verbose:\n"," print(\"Signal recovery:\", td(seconds=time.time() - start))\n"," if visual:\n"," plot_spectrogram(noise_stft_db, title=\"Noise\")\n"," if visual:\n"," plot_statistics_and_filter(\n"," mean_freq_noise, std_freq_noise, noise_thresh, smoothing_filter\n"," )\n"," if visual:\n"," plot_spectrogram(sig_stft_db, title=\"Signal\")\n"," if visual:\n"," plot_spectrogram(sig_mask, title=\"Mask applied\")\n"," if visual:\n"," plot_spectrogram(sig_stft_db_masked, title=\"Masked signal\")\n"," if visual:\n"," plot_spectrogram(recovered_spec, title=\"Recovered spectrogram\")\n"," return recovered_signal"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.743390Z","iopub.status.busy":"2024-05-14T13:41:24.743089Z","iopub.status.idle":"2024-05-14T13:41:24.997118Z","shell.execute_reply":"2024-05-14T13:41:24.996199Z","shell.execute_reply.started":"2024-05-14T13:41:24.743358Z"},"trusted":true},"outputs":[],"source":["noise1 = y1[5*sr:6*sr]\n","yg1 = removeNoise(audio_clip=y1, noise_clip=noise1,\n"," n_grad_freq=2,\n"," n_grad_time=4,\n"," n_fft=2048,\n"," win_length=2048,\n"," hop_length=512,\n"," n_std_thresh=1.5,\n"," prop_decrease=1.0,\n"," verbose=False,\n"," visual=False)\n","noise2 = y2[0:1*sr]\n","yg2 = removeNoise(audio_clip=y2, noise_clip=noise2,\n"," n_grad_freq=2,\n"," n_grad_time=4,\n"," n_fft=2048,\n"," win_length=2048,\n"," hop_length=512,\n"," n_std_thresh=2.5,\n"," prop_decrease=1.0,\n"," verbose=False,\n"," visual=False)"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:24.998863Z","iopub.status.busy":"2024-05-14T13:41:24.998532Z","iopub.status.idle":"2024-05-14T13:41:25.523925Z","shell.execute_reply":"2024-05-14T13:41:25.523063Z","shell.execute_reply.started":"2024-05-14T13:41:24.998831Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y1,sr=sr, x_axis='time');\n","librosa.display.waveplot(yg1,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:25.525272Z","iopub.status.busy":"2024-05-14T13:41:25.524997Z","iopub.status.idle":"2024-05-14T13:41:25.745347Z","shell.execute_reply":"2024-05-14T13:41:25.744289Z","shell.execute_reply.started":"2024-05-14T13:41:25.525244Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["librosa.display.waveplot(y2,sr=sr, x_axis='time');\n","librosa.display.waveplot(yg2,sr=sr, x_axis='time');"]},{"cell_type":"code","execution_count":26,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:25.747336Z","iopub.status.busy":"2024-05-14T13:41:25.746927Z","iopub.status.idle":"2024-05-14T13:41:25.952372Z","shell.execute_reply":"2024-05-14T13:41:25.951287Z","shell.execute_reply.started":"2024-05-14T13:41:25.747292Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sg1 = librosa.feature.melspectrogram(y=yg1, sr=sr, n_mels=64)\n","Dg1 = librosa.power_to_db(Sg1, ref=np.max)\n","librosa.display.specshow(Dg1, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":27,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:25.954202Z","iopub.status.busy":"2024-05-14T13:41:25.953869Z","iopub.status.idle":"2024-05-14T13:41:26.155297Z","shell.execute_reply":"2024-05-14T13:41:26.154425Z","shell.execute_reply.started":"2024-05-14T13:41:25.954168Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["Sg2 = librosa.feature.melspectrogram(y=yg2, sr=sr, n_mels=64)\n","Dg2 = librosa.power_to_db(Sg2, ref=np.max)\n","librosa.display.specshow(Dg2, x_axis='time', y_axis='mel');"]},{"cell_type":"code","execution_count":28,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:41:26.157006Z","iopub.status.busy":"2024-05-14T13:41:26.156704Z","iopub.status.idle":"2024-05-14T13:41:26.182891Z","shell.execute_reply":"2024-05-14T13:41:26.182153Z","shell.execute_reply.started":"2024-05-14T13:41:26.156976Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["display(Audio(yg1,rate=sr))\n","display(Audio(yg2,rate=sr))"]}],"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":"3.7.6"}},"nbformat":4,"nbformat_minor":4} diff --git a/Spectrogram.py b/Spectrogram.py index 59744f5..49401b7 100644 --- a/Spectrogram.py +++ b/Spectrogram.py @@ -1,169 +1,169 @@ -import PySimpleGUI as sg -import pyaudio -import numpy as np -import scipy.signal -import matplotlib.pyplot as plt -from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg -import subprocess - - - -""" RealTime Audio Spectrogram plot """ - -# VARS CONSTS: -_VARS = {"window": False, "stream": False, "audioData": np.array([]), "current_visualizer_process": None} - -# pysimpleGUI INIT: -AppFont = "Any 16" -sg.theme("DarkBlue3") - -menu_layout = [ - ['Run Visualizers', ['Amplitude-Frequency-Visualizer', 'Waveform', 'Spectrogram', 'Intensity-vs-Frequency-and-time']], -] - -layout = [ - [sg.Menu(menu_layout)], - [ - sg.Graph( - canvas_size=(500, 500), - graph_bottom_left=(-2, -2), - graph_top_right=(102, 102), - background_color="#809AB6", - key="graph", - ) - ], - [sg.ProgressBar(4000, orientation="h", size=(20, 20), key="-PROG-")], - [ - sg.Button("Listen", font=AppFont), - sg.Button("Stop", font=AppFont, disabled=True), - sg.Button("Save", font=AppFont, disabled=True), - sg.Button("Exit", font=AppFont), - ], -] -_VARS["window"] = sg.Window("Mic to spectrogram plot + Max Level", layout, finalize=True) -graph = _VARS["window"]["graph"] - -# INIT vars: -CHUNK = 1024 # Samples: 1024, 512, 256, 128 -RATE = 44100 # Equivalent to Human Hearing at 40 kHz -INTERVAL = 1 # Sampling Interval in Seconds -> Interval to listen -TIMEOUT = 10 # In ms for the event loop -pAud = pyaudio.PyAudio() - -try: - pAud.get_device_info_by_index(0) -except pyaudio.CoreError as e: - print(f"Error initializing PyAudio: {e}") - pAud = None - -# FUNCTIONS: - -# PySimpleGUI plots: -def draw_figure(canvas, figure): - figure_canvas_agg = FigureCanvasTkAgg(figure, canvas) - figure_canvas_agg.draw() - figure_canvas_agg.get_tk_widget().pack(side="top", fill="both", expand=1) - return figure_canvas_agg - - -# pyaudio stream: -def stop(): - if _VARS["stream"]: - _VARS["stream"].stop_stream() - _VARS["stream"].close() - _VARS["stream"] = None - _VARS["window"]["-PROG-"].update(0) - _VARS["window"]["Stop"].Update(disabled=True) - _VARS["window"]["Listen"].Update(disabled=False) - _VARS["window"]["Save"].Update(disabled=True) - -# callback: -def callback(in_data, frame_count, time_info, status): - _VARS["audioData"] = np.frombuffer(in_data, dtype=np.int16) - return (in_data, pyaudio.paContinue) - -def listen(): - _VARS["window"]["Stop"].Update(disabled=False) - _VARS["window"]["Listen"].Update(disabled=True) - _VARS["window"]["Save"].Update(disabled=False) - _VARS["stream"] = pAud.open( - format=pyaudio.paInt16, - channels=1, - rate=RATE, - input=True, - frames_per_buffer=CHUNK, - stream_callback=callback, - ) - _VARS["stream"].start_stream() - -def close_current_visualizer(): - if _VARS["current_visualizer_process"] and _VARS["current_visualizer_process"].poll() is None: - _VARS["current_visualizer_process"].kill() - -def save_spectrogram(): - file_path = sg.popup_get_file('Save as', save_as=True, no_window=True, file_types=(("PNG Files", "*.png"), ("All Files", "*.*"))) - if file_path: - fig.savefig(file_path) - sg.popup("File saved!", title="Success") - -# INIT: -fig, ax = plt.subplots() # create a figure and an axis object -fig_agg = draw_figure(graph.TKCanvas, fig) # draw the figure on the graph - - -# MAIN LOOP -while True: - event, values = _VARS["window"].read(timeout=TIMEOUT) - if event in (sg.WIN_CLOSED, "Exit"): - close_current_visualizer() - stop() - pAud.terminate() - break - - if event == "Listen": - listen() - - if event == "Stop": - stop() - - if event == "Save": - save_spectrogram() - - if event == 'Amplitude-Frequency-Visualizer': - close_current_visualizer() - _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Amplitude-Frequency-Visualizer.py']) - _VARS["window"].close() - break - if event == 'Waveform': - close_current_visualizer() - _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Waveform.py']) - _VARS["window"].close() - break - if event == 'Spectogram': - close_current_visualizer() - _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Spectogram.py']) - _VARS["window"].close() - break - if event == 'Intensity-vs-Frequency-and-time': - close_current_visualizer() - _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Intensity-vs-Frequency-and-time.py']) - _VARS["window"].close() - break - - # Along with the global audioData variable, this - # bit updates the spectrogram plot - elif _VARS["audioData"].size != 0: - # Update volume meter - _VARS["window"]["-PROG-"].update(np.amax(_VARS["audioData"])) - # Compute spectrogram - f, t, Sxx = scipy.signal.spectrogram(_VARS["audioData"], fs=RATE) - # Plot spectrogram - ax.clear() # clear the previous plot - ax.pcolormesh( - t, f, Sxx, shading="gouraud" - ) # plot the spectrogram as a colored mesh - ax.set_ylabel("Frequency [Hz]") # set the y-axis label - ax.set_xlabel("Time [sec]") # set the x-axis label - fig_agg.draw() # redraw the figure - -_VARS["window"].close() +import PySimpleGUI as sg +import pyaudio +import numpy as np +import scipy.signal +import matplotlib.pyplot as plt +from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg +import subprocess + + + +""" RealTime Audio Spectrogram plot """ + +# VARS CONSTS: +_VARS = {"window": False, "stream": False, "audioData": np.array([]), "current_visualizer_process": None} + +# pysimpleGUI INIT: +AppFont = "Any 16" +sg.theme("DarkBlue3") + +menu_layout = [ + ['Run Visualizers', ['Amplitude-Frequency-Visualizer', 'Waveform', 'Spectrogram', 'Intensity-vs-Frequency-and-time']], +] + +layout = [ + [sg.Menu(menu_layout)], + [ + sg.Graph( + canvas_size=(500, 500), + graph_bottom_left=(-2, -2), + graph_top_right=(102, 102), + background_color="#809AB6", + key="graph", + ) + ], + [sg.ProgressBar(4000, orientation="h", size=(20, 20), key="-PROG-")], + [ + sg.Button("Listen", font=AppFont), + sg.Button("Stop", font=AppFont, disabled=True), + sg.Button("Save", font=AppFont, disabled=True), + sg.Button("Exit", font=AppFont), + ], +] +_VARS["window"] = sg.Window("Mic to spectrogram plot + Max Level", layout,icon="icons/spectrogram.ico", finalize=True) +graph = _VARS["window"]["graph"] + +# INIT vars: +CHUNK = 1024 # Samples: 1024, 512, 256, 128 +RATE = 44100 # Equivalent to Human Hearing at 40 kHz +INTERVAL = 1 # Sampling Interval in Seconds -> Interval to listen +TIMEOUT = 10 # In ms for the event loop +pAud = pyaudio.PyAudio() + +try: + pAud.get_device_info_by_index(0) +except pyaudio.CoreError as e: + print(f"Error initializing PyAudio: {e}") + pAud = None + +# FUNCTIONS: + +# PySimpleGUI plots: +def draw_figure(canvas, figure): + figure_canvas_agg = FigureCanvasTkAgg(figure, canvas) + figure_canvas_agg.draw() + figure_canvas_agg.get_tk_widget().pack(side="top", fill="both", expand=1) + return figure_canvas_agg + + +# pyaudio stream: +def stop(): + if _VARS["stream"]: + _VARS["stream"].stop_stream() + _VARS["stream"].close() + _VARS["stream"] = None + _VARS["window"]["-PROG-"].update(0) + _VARS["window"]["Stop"].Update(disabled=True) + _VARS["window"]["Listen"].Update(disabled=False) + _VARS["window"]["Save"].Update(disabled=True) + +# callback: +def callback(in_data, frame_count, time_info, status): + _VARS["audioData"] = np.frombuffer(in_data, dtype=np.int16) + return (in_data, pyaudio.paContinue) + +def listen(): + _VARS["window"]["Stop"].Update(disabled=False) + _VARS["window"]["Listen"].Update(disabled=True) + _VARS["window"]["Save"].Update(disabled=False) + _VARS["stream"] = pAud.open( + format=pyaudio.paInt16, + channels=1, + rate=RATE, + input=True, + frames_per_buffer=CHUNK, + stream_callback=callback, + ) + _VARS["stream"].start_stream() + +def close_current_visualizer(): + if _VARS["current_visualizer_process"] and _VARS["current_visualizer_process"].poll() is None: + _VARS["current_visualizer_process"].kill() + +def save_spectrogram(): + file_path = sg.popup_get_file('Save as', save_as=True, no_window=True, file_types=(("PNG Files", "*.png"), ("All Files", "*.*"))) + if file_path: + fig.savefig(file_path) + sg.popup("File saved!", title="Success") + +# INIT: +fig, ax = plt.subplots() # create a figure and an axis object +fig_agg = draw_figure(graph.TKCanvas, fig) # draw the figure on the graph + + +# MAIN LOOP +while True: + event, values = _VARS["window"].read(timeout=TIMEOUT) + if event in (sg.WIN_CLOSED, "Exit"): + close_current_visualizer() + stop() + pAud.terminate() + break + + if event == "Listen": + listen() + + if event == "Stop": + stop() + + if event == "Save": + save_spectrogram() + + if event == 'Amplitude-Frequency-Visualizer': + close_current_visualizer() + _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Amplitude-Frequency-Visualizer.py']) + _VARS["window"].close() + break + if event == 'Waveform': + close_current_visualizer() + _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Waveform.py']) + _VARS["window"].close() + break + if event == 'Spectogram': + close_current_visualizer() + _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Spectogram.py']) + _VARS["window"].close() + break + if event == 'Intensity-vs-Frequency-and-time': + close_current_visualizer() + _VARS["current_visualizer_process"] = subprocess.Popen(['python', 'Intensity-vs-Frequency-and-time.py']) + _VARS["window"].close() + break + + # Along with the global audioData variable, this + # bit updates the spectrogram plot + elif _VARS["audioData"].size != 0: + # Update volume meter + _VARS["window"]["-PROG-"].update(np.amax(_VARS["audioData"])) + # Compute spectrogram + f, t, Sxx = scipy.signal.spectrogram(_VARS["audioData"], fs=RATE) + # Plot spectrogram + ax.clear() # clear the previous plot + ax.pcolormesh( + t, f, Sxx, shading="gouraud" + ) # plot the spectrogram as a colored mesh + ax.set_ylabel("Frequency [Hz]") # set the y-axis label + ax.set_xlabel("Time [sec]") # set the x-axis label + fig_agg.draw() # redraw the figure + +_VARS["window"].close() diff --git a/Waveform.py b/Waveform.py index 1ee4ebc..53a662d 100644 --- a/Waveform.py +++ b/Waveform.py @@ -29,7 +29,7 @@ sg.Button("Exit", font=AppFont), ], ] -_VARS["window"] = sg.Window("Mic to waveform plot + Max Level", layout, finalize=True) +_VARS["window"] = sg.Window("Mic to waveform plot + Max Level", layout,icon="icons/waveform.ico", finalize=True) graph = _VARS["window"]["graph"] # INIT vars: diff --git a/github/PULL_REQUEST_TEMPLATE.md b/github/PULL_REQUEST_TEMPLATE.md index 2b28dc9..36bbd54 100644 --- a/github/PULL_REQUEST_TEMPLATE.md +++ b/github/PULL_REQUEST_TEMPLATE.md @@ -1,30 +1,30 @@ -## PR Title -[Summary of the changes made] - -## Description -[Detailed description of the changes made] - -## Linked Issue -Please link the issue that this PR resolves in the format: `#[issue_number] [issue_name]` - -## Changes and Additions -- [List of changes and additions] - -## Testing and Validation -[Describe how the changes were tested and validated] - -## Additional Context or Information -[Provide any additional details relevant to the PR] - -## Checklist -Please ensure you've completed the following tasks: -- [ ] Code is up to date with the project's latest version -- [ ] All tests have been run and passed -- [ ] Code has been reviewed for correctness and readability -- [ ] Followed the project's coding guidelines - -## References -- [Contribution.md](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/Contribution.md) -- [Installation.md](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/Installation.md) -- [References.md](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/References.md) - +## PR Title +[Summary of the changes made] + +## Description +[Detailed description of the changes made] + +## Linked Issue +Please link the issue that this PR resolves in the format: `#[issue_number] [issue_name]` + +## Changes and Additions +- [List of changes and additions] + +## Testing and Validation +[Describe how the changes were tested and validated] + +## Additional Context or Information +[Provide any additional details relevant to the PR] + +## Checklist +Please ensure you've completed the following tasks: +- [ ] Code is up to date with the project's latest version +- [ ] All tests have been run and passed +- [ ] Code has been reviewed for correctness and readability +- [ ] Followed the project's coding guidelines + +## References +- [Contribution.md](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/Contribution.md) +- [Installation.md](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/Installation.md) +- [References.md](https://github.com/Soumya-Kushwaha/SoundScape/blob/main/References.md) + diff --git a/icons/amp-freq.ico b/icons/amp-freq.ico new file mode 100644 index 0000000000000000000000000000000000000000..60f499983ce4112d082161666b098649a7670199 GIT binary patch literal 170737 zcmeF43EWoG_V}Mt8H-FAqRfQI5E&Apx)c!+4Z4O9GL#5KxMiL)W+qe0SmxY&bCIFQ za7kqru8<6IdH&D${Cwa4YJ1)WH&o94yw7{i+2h)4t-bczYfptjmBQkMWtJ(Fp7jge zsuc>C7Yc=yR{Fp10gD$3Kb8FI*Z;ro+e`7zu2m>(y6Ml~>l6wN>lF&kn*HDR`a2a0 zuQe|eTDJT-eY;ZnvkQeTU4D*#StcPl>(0PuUWHD*td7p!uqA} zQc)$J|MM?B3WX9JWn8i3SN6BaB8wEORH;(rSy`NN{-jC$%lV~o_>S>*+;PX^vdb=8 zY}Tw%Z z-hA`T#XIh}qj#i%_bkj{)UbozGOL6ev!C9X8lb+vIS6x*cHf&f1%OQsx zQoQS~yRvxKUw?fTE*w6|gFMNDGJt_Hsr!EW?U&W>vdb>Z;3a=xrLMqE9jMElcix%7 zL7vpFd-v{HdT>yyR;?m90oSAh&)^K)K|^o}PQfiW2G`3hvrLv=I!F`JLMv!Se$WtF zLQ~>K{*hiL*@pWI2^&UKv+`hf>%d`Yx|jM#p&ppJkBO+|sUG`R1|MVv7~mS!bOL ze|75ADXzTo%GrA?uUz_B`I$FycHVjC;=Av@o8@`=<(Fse9{(6;R(ZuRU=l9c0%2Xc zbSdI^zyJRGvv$gR?b@{~`k7hvH^4!j5uO?~Y83zd?|&E9T5GN15l0-6<-go=%Vl}v zPyWw8|9tT;fB8%H&NsgZAKx)gzBk`|^J2Yv^@`vbhaBnIvuF0+uwlbYwoI5XA%h)H z!bsP$Wy@cbW8UCl>#euW!e4vswc?F8-dJ3F?X|N!fxU0vzQwP;`l`6c9(xp@c;bny zjIFlXDhogT^wW#Judu=j8C;uevPqVg^69+u&MW@((@#a}|Ni^$7axB3;ViGuKmR4G;7Tj;N z(MH9wW5;H7I^~p8isQzO%kT+4sC)nZ{j>PM1`ePLeI_^qci@oxz$v(WgD7#V%`_3ISr{}SE;<`-uf6ulzOio{cieH=do0IypY*q#I(5q8sgtO0)7RtB zJJ(%z-E2%o*q(dtndy>~Cr{4wXmsWmUU(ski{40|jZ+W9w({4%{_ppbw_T?5Qx5i`OE0~&`1im6y*PgS_)K@FEx!Hs+r=}^ zIHS157F%Tb{O3Ra$=WWqEu8hV?(i%ye)rvX#gk4tso1`K`%M3P>#etnO`A5&^i0}2 zcAs|b+GRQ%x^M5^y)!)%{hV@l*=3hZ*B&`?WRdY|*REYN-FecaNyUvf-Z+CFx}n2U zcgtUW_0==Ik1+wiK7IORy4zDvJ(b~$=lSQKU;Nj<{*~$D)R#OM*Py3k+j{ZE7qfct zL@y(pu?{w`XPZbQchXS5^60mP#o*w*0f6Hh!b)49P9x;x_> z#uM27(96-4v4`s9~d~o(e|Av;(6#FMQMqWqSLqGTx+a6C~DbOkobXIxAhqrQw4X?x&>@i%Rfwn-bMts*~YyExi1{DrfRupb2v@BlKKaUS2~ zheLKa{-+#d3*{qg;0a_8GKjGUG6~s)12^PD7|whp10c_|Xvm{+IH~r3D7_M#rSS zwqe>k@{n}@E56H>UCz(42?H*1R4(qq=ojl7-xtQZ{tk6274gS8>=euubt(NS>=bL4 zK7Q#cWK1b2f6sA{^FYo6S)Z$}q+Fm+w7=GGet+7J`2^nhK0m=PT#QxF)t!G9=giTt z4rG3<19}>;F@C{e_YhWeTE|V!QCr_Xk_Nyap9??ZV;tjdVMF(4OoU@hh`&0b>5cn) zJtO{jmrodz;}}0OwgevL0d@QDzklXueSa@_V>!ZJvu4fW`s=Ts!6P0Sci^T^pPtPd zk`CLN&iQ}hqq93Mi~0Z7@8X*AD~>TDW#Z4gzYbdi{>)YDu%!s!2`8M8dDCW0Z`izi z%IDxr+_T;EX3Ut8 zl@HGozUr#07N<>{mf3^|=+L1<=FfTn9rjJ)(l)fWV}HQUye;e3JjsK$74zboF)j8T z^8~j#%h&dSjSI&b1LBV=t!==Di%kSu9e(r=-+%vo77v;&wbW9XKWqJ{BQ`_g2?w+R zjufB56XWXVm>64|jx`8`V;j`H^Ugb&pLQMXDcFjLi+zhY*rMS%{I=hIdy{8%V_gyc z-MV$l{INl>{suqmz&pQkbubR{fOVR#*&)966*9(NhTqv|pPiM1oCLSnJ*a>af$| zM>~Z7vFYNlC+)iHuGu?wV!~J_N?g{Fum%bH9}Yj~46xtgT(^adR)=kwxU@B$ezE^h z9!gXB5*~#vv`K8V@UJ#U;Q8c}PcmCSc{AtKwr$(27;MDE#r8`1*u!YU(ghufwuGau zIM%HK2lilW$Iuj7kRCg+4mj|OKkGt!!-*&C&&=)Mu*1^!nDZbl{6IUEU!gztOB}k| z#~**3;T%|T*#6Zmkh9i>{up=Ukw<3hZ+M5stl82Ah`k-Y!E_cm?XWbF!EL4VeEA=A`t;R|6#w{<-a za~|l4@I8D;eZVD-JeiNdfj@A=+=g?4$R+VhTVQP&yz06|@JqYEp>NQBuwhGI)~nNo zajb`?T?5N1tE`gIi8X@oD9&*Nb>JPx+B4>TXuGUW!{$xDN?thfrVJcqQa1B6t|J3B zV8kKIft@-~7aVn?jyUQ}-KR{MlFeP<2X4R-4xE8I+I_v!+R$&l`6ini172_q&c#2p zz>yYt0nHd=&|c_s%@f)x^PxGkr#;x`!W-C}am=UCzTqL~cvwrn&p!KP;qV;1M_)!+ zICv8t#Zf-$Nf}n?-im7MS0r@3SxDNnF|t zeI+zOhTt4`!bjw*p2NF!LC?}52MLRQ$a?&g4~`MlFG&miz`6PjV;gh``&Z^^of`v3 zggF+F#^e*n&F~5{*!`aWG z+o9t@Q~C~^bDGK}{G7`r586KM!u7Bb_twQa_-!0?SK1X0ekB~aNclSC2>!?sbYt2p zG7~@Pr!Fo1iK9aYC$4=2{^;uXrR`L>2upv|0bWv%GcIEY#uDzKVvGTPar6`LD0$KL z;9q1CbihwtN?IXj@n=1P&haJwv?cgTp2iP2_!b`ge(ldZoNH$6r+tJv>Xg&S8ysyP z{aKyMwgdmCwhLiPc|!lWeF8H-@{=~MC!%jKKiZ)VoeBRqzJzATS^Smj@LU{=#InqH zUOt6i9g4oj{MB2j18em0ca0N%$Y;~5V=b$IAce*H?n zD()x4EGsi*B133@mJdpE1&I7+O56o%|IIFM)y`PSC(`FUxWO%u-7;iy* zw{E~5?W1X3TyGQOr*RhKZ|vYxr%tU{+Xk(*FEE#mtxda>{tI$_fn9!f&KKJu^U{Pl zpTgWCbKf}UI!w2q*I!#vv)$7P-xe{si?v#{oe`JHmOwvMbtaGhRUzf2nENTqRH zujLvn>(9DI(zqsvwGBAV7{lN4%E9tS_(><`8FkPUSZKG%dDgJt#E&CG@ z0)Ohs`U2M!gP&A3{NDA2r>PS^%l4hMQaaWc7|uK~>uzw;pEWFoJAcpoH_kP(gwvkr z8)!E;&M?8>GQm*_kNM8)r)@mu8~s?Tq+@-I{X1*lT({wxAl6oq5A#^=<2R0LUGC|958l47Fkd0Kpf7r!y(^<)wSxo?Y3JM#(E^ySm0RKN;=oIf&+?vi% zCk4lvJ9rB|uuRsH;iNyj=@=TADNl#~iJ!EzPCmsMdl7KTTlPX2hci2I$ZKUC@DuJj zS!6e7lj2yfOPG5F;APkIv;K%M_gBC((vyAwIm;S3%V8}q_{O;&#kK9oP20x?8*Gr} z%X(zmscn`1*R^ToctHA#GuD#hc)HGu^{Y5=$+}1!Yuc!X?V2_H?nz+nH({Oy!kQn~ zi!#n5%>5axQ?-53*VAXxzSWn|iG@j=yRVOPi|kiiYvdYda3(*aLsMqT1L6aHQ+@+x z&-YP|tHZJmQMu%vD8He#=Zw(~D9?4HoWUf&Ll44~4Xi6-&82Obch+{|==*@dJzVNQ z${E_F`{tB6_EYH0qehL&@}Z4Vro7HOKkLuF2IMdfzO+B~d^FZX_ee~rst3G`lg1jm|rV76`Su)_`&dzRQ2Nu7{| zIM)ACF3$cc)}MUj2gWb97i1^04Ck5mmPbG9Idkf2tm($l9^`4)-FhY*I*;pWp)>7U z*+_qY?6M5j2XC{@Hd&tVJvJiw4|>xF*fxM$nd6#z_lyDyIKZh_+191MPs+pr8~ugt z9XU>aWILif*L=FRUEP=dLYW4?k~elg96BSi8wZ}*b0ci%HPFR2&iGKB0$Bl#p*I>T|jR=$9c}FIa7w_U59)vcofkmEyfBPA9PV{gbXO58;n+^{7 z#vKAU)>RYc{yp#*;buLzV@CU#2)BDHSno_e_N(-v$VVKq5xoun*7%akNR= zX2c_ML|wuC0OTEi$^c{nj`0)yBTl}hFUMh@u{>lBvd1&jkV)V_wp-;0d;~0xdFU5u zSL#;CLiv_5fX_Y$xrHpnx!1$?NE&1?jxtDxjK(4NStqTIsvQbCNOR)z%~Kkq>$|^) zaSCDXQ-OcwY04uX_ifQ9(H`idaFpkG7dZm2a0VrgzL9e6W9i@Qn>ag>GL`Z4q3(w! zJz?&NL64vh#<_RY^Y_4?dL-r0r;}EC^UlxutG6RtTyxGI8{)Xn2;D*%iq1ipXUU>3 zAvYYKqqD?5j(5i}o+YYmVvRL*!Fh&(G7er*Z)Q&&WvcI^Yq=Lh9YfiL&L*DF)2(Nu zJ$c#Z%k%KBdy8C~E*`0~bW(<@$C1u`MYIj*4L>L=(P`CN+~cXNK)$*6!+red%sAwk z?GHU4m}7g;o=zW47&^LbP`%YXPS%xp{=^3|QF^FPXk&68D`N}WrLf53$Qk#2(>7?| zj9s*4fkX9Fb#wD#ETl|Rk9LnE`i$+Ju@!KObIQ?X#+b}H+0V#}%qtKk4;asZCCk}E>+pB%Qa3Z_G3pjH>7;OQ(f>Zk+#@XoZm^A%5mC(`lq%n z%2ci^-=ZDW{(^dde|V8RrM30;sXw|N`Zqd^cXo+0^=QW>(3AAwMqNeQ1nrzK`Xg)@ zIBXi&HgN7Yvp>KVA}$<9GJe6qGxmjyk;oSrhRp?M{ZpG4ava>dA6Xh(=kzHKqCe$W zf9*BUAKZ&m;$w@#Irc^_;ZK?B!@xs2M(@cU!g<5 zo8{IMSm$zeBaieK`v%kcw4ViDbyRJS=l7kLdm6qwN`6G){SAJ0*^Km3)AW zTRVz64|=V-fHocM!M1VoM%Fo3Dm;v%z$VXaoW>z<+lFHx^|@#(RCe1B zAg{%nc238WJe}8qx3uL@fAA-4Q0aeprLx6N55;llHK)Loe4Q#?R3X^$*ouF^1dXTzPhAfKo&QAfs((A_#J za|xqAB#k^5;rJupt*5fw`7GzGnZw3ef5$h#?D$an+izNb&%Yp?aTjSU?~kl=EL+|~ z4?u^OK0c+f^@paWXU>PZsUtH!wvOh@*vR&zpXuk9X9^eJ(#d{P8mo%}dpcL@+=RF@ z4{vhApghmwx5y9>Zo8ZoK^Y%Q1V7 zlN={G59Bb6p}x49OOKZ^FYo6 zIS=GKkn=#!133@;;XHu-5PN%^gNnN9?80N*h3&nZZ8iGEck5ox&#;B*X+4>PV66)4 z4V}9u%y8x;S)0oq2IsI0TbS^X*2TG4*LE^b=Q-4b8Sa`?!db6NK8B@vE==Ff@wxtk z`m>(T`ileCh7#^N2h%Q0_^7Nd?h~Z`tT81X?Z^2q*MbtxS})s{&&u*$ko=*y^|k&y zSv%w12h^YS!^$ASNyA|0t;@By6i zyLU}Nd+u={%rz!)eWvwiACL9)?jP{ydUDsWng?sPUBk+rr&zZ6%#Tm`-u3(NhkGSh zrwPpL$H7r|>+fD)!acVE+_{d8``idK5BIN;5BmTJi*1_kKl%qQ#7BgWeHxxU0{rZ^ zAl!Az?v0}E*5CVah}Ze&ea1pb6>4(hqbQk zJrq9owy}nvwO%;)XA{Rg`O_*+8Kf!y7dvU1o78a5 z2*R;*|>_^!>^O&U*14Qr4vlyZd&*pZhY=7wp459|1me zA1|_sb`K2j3NFIuo?PXV` zI=c^-{iuY~r#QBPZhe2g50d?Q?C}Lh?$1PqxF4Hx;0y9l_u=XJ4D5As3}+g~b-;*2 z2H38UMe1kPQ61JcY+Zet7WmXH;7#S9?U(wSH+ysJU)+aJUj|$_V`B%sx!l{E}Px>_XLs37@Bw)Xr zIuZH1cbU34j&qL)c<@Xe+7f%}DMOi$-tKuEz~q?^o>4=)aIY#fL$4yexZvHNZHqCt zj{3#EhPW}Dai+3B{&0^MdBAh-hl75|FLi6e*(>Gw$iR<`hsMfQ?5@q5Hz#W5*johb zwqMQ;@O%m)IF=V?8`)Tx81bD?u0mvx+l5plsga)+ONhv$#M&*-4qfjtw+^HazZdC9mD$5?^B!F}NP z(H4zQooPRwg+Ms(p1H&~dyU{B`$XCfG}1wTbPaVX+RmD5u4!<^-g(*$4%v;&R)%_3 zfjT?71vFEKg4a|0@Ew1iHG+(x&x-v6@jMe68G=0Zydi8c=oIbRwX1*^*dsq8yVWg; zM0<(t6@H8KMrZJ>3*uw<;0y@IT+kbwi%)1l8@7L-zVwOOiPTX&_kq1m@CLNSIR>;X zQD4%dL#kVN4k3HNDNFqWnMpdwR?v`s(z9Z~7k!&{G0KC#l%IUl|3rBLZ^ZV)IY=qL zAkTHQMR;0#aE=GCi!aV_pgzhk>?pJg@ns()f7z$ISKhs})KeU(i@G1&GX?2yk%hJ& z%Aoydy8#AZ@mvXD1Xj;sqk)gNN-8 zkqyvHenEFY*4iJUYrzxr6*%z&ZvZ>>u`P)o^+@s{j5IjL<$P<4p-j@-H-aztOZfs# z;dRgZLEg|8X$vGz+KOj$@r`VBzboIgwJ5)l$FxZuZ8gdpzG>6qgSH;=<=$EO1$`5K z5?}7G6DRR0e(ZnY2g-8)p=VtwuaR-cI^_{%l3#33z^=Xl%*ejTFW6$#XQ(s$6vr~i z>L|aFNARHi8MHv=>##FXU*!kwC-Rs5k@`3~EHXfyS)HFe?5D($_>tbi>lq#BV8lfS z(gB<264Qqg?tX9L(AO&8p%HyCJfK6?sPBMpc!T?kb+pB(A0Uh9uk2sY6}0`32HXRK z`)$!RBEGe0t8b&L#Bk4-5f|cyr#evVPw1ODBMOI(MZ5?v@OX}s;pk*KbTxD~96B5{ ziSCl${f+%0`USEC7~~Jey4Ig? zc#m-83XZWdV`d!VMs*f>4mznTdgf+|i}-E3v(Jj@osWa}9HWCjc?~$p3;fwXAiJd{ zPr|9A;{kX_yC>)8p)b%UdKMA=ul*%7alGwWUD!(0M`*wBA7yx!DdhkoE{@01bA?ga z%p3}7#R2c>&o&mvAmojGk95cn(s<4&?Z~#IY(xfo4jbb>$A-uP(n3RR0O+2cZKS?M z-{E*18>9LcGFO|EG7npuwmEDU+PaiE5k6!N<)ee}wB1uboNZ4W5U1Qv*+jpCo(10N zQ;2K%>d?wj`fkr1BA)k9z_Zd%U6eNDcoAEvW9MiOwS6-la=b_VQ+q#hNZVYr*E43* z<|2%)sRIANNI!_J7(Es}2|w%3`<(pHA&m!KO>g_PY` z$Pn_BzS11oXJ6%+kHmx4IOb~PHTj=#ZLruKoVWL`EW*{9qI`_@e&RT%L^-r)ZPC`j zIuSR%^F60O@-jcuNFVK>=+&P0X8ZH}PH3lmLhmsT>?}BFtgP~E9O8K1JvxE?qvu}| zj-G-eZ^xpHlL-?B`ZD@NoOTRh7mjlEGi+Ww86VJJkrycKUm5mBjTNar$xl zGI@~jI0kgAz#OzNNBLs^jIK>MFvt(+Gw9r=`#qnLuY^bZxZcUOg*=9?#&Zsfx>-Nx zoT!5~f*5Z9OS!Za#}M+Tx}jzGB)j7Y6bIzKAFD|0AEm=R6?rvvvuXl;6zb;HbYm=DD22)21Eyr*mok zHs+xYOFqbO!sa(z08{$2jcEr$H)6~|JarFk8r0wR!5TXAat?wp+aEe#%p;Bi8KV(q z+2%99KN-t2<_1n^EBx9}X(e~oU7C7W8oW1bdr~@d))|Y^HsIv8m3p z=S;hx<6u_sTYuM7fdl4cQv7%y5#idFOgpRm7xXaO7;__xNm+Yoy$LfMI}Nr!#`w-d z8MdI~V0Q4At7r6!@8(s`&#;B@Nqvzg{L0mRcHs*nPVzeaa=ek_B*#h4133@mJdpE1 z&I36Q%*Q-X0xfqr267Di78u|h(k`XnlciskLjBVJlH*X)U%JdzQ}WKAISz6j$ax^= zft&|&9>{qh=YgCDavsQeAm@Rc2XY?Bc_8P3oCp4J9$=kAx%Cg_>{oLWw_N(%Z)Tfd zTw596%i$@8$MT_R+Au5~Z{R*T_p8tzh->>W@BBGy{EJieC%cc_y&jwu0{)aMK0PBX?ib=5 zGU7_B9PhKnyZDh`*<*7s{W}icH?Di)jAQ=!bJlc_r`0{W!{+{AI{TBamkFk3k>4!OQ6daMxwC+`kv|@jk;gJUMoqW>og&F_igT17j zUBlUh;?jD{lb+k6Jjn!n>7V;_jYm4q!;1K4Phq;JTU@h0p7!M#%a*+`KgB)!P(7cC zGm%mn7|%29l_$y|&I|)jwiEPx&yyjJZH04B(mk)@-}8N-DQBROU!>>4NC)xdc|)EH zVyy*U1`Cd7c-phb2b9@$Y4?T9;X{QR_mcE`1WPZf+&I@U@u;E|4a=w_d zN4#?Wndj>$1F)fa=B)9=m*>pMv+;aR@o!u4juCKg-k$A6e#Z0c3u&|<;ve3zp5ohj z$XD>04qS;Z&qcKUoI&XM1;!Eo>hk9mpc%YBRO3;9MQg zWgx!gdlySukMuj%Z+>|fM*2GTb8~i~xc4bvxo2L!^T`>e)JL4!N5aqa)1KAFH)om= z*E~HxmoRirbs@ez)69H1PgdH1f8RZ8pL~VcdT}ls=Vf_k>HLCs;1EX6_R{`Hy|Eh; zF5mm)3^bg0_sJf7;)|zv20Z*aeE9Gz9sjgJn5W}3!_=Gj_Do3g^{i*{?h`v-99LT} z@YviQjtu}pbTJ3aFxIQrChE}Ql7EK%FN&nKUJaweXRXV7#0oo7sw z_vF%fpq!T=Jl=;u82NY}BHx~gEB-x~%W}mnXNYp94s`=o@#|ejo)_ymX~eVqh!4_& z6YCqp=Jvf@{?X5Oo@2+3rMg*rwrIiIO2Uy zf96H}$XoGzPr|H|It_detn$C-IST`}0LQ$<;oN8M5rBT4(MH~$X-xe`j~+eKogk$3 zZYkn=mN9WTH`4ny_(onh4@umSBS+$$InH(U-VZ!HBggZ5Jp&oM$9j41mGu%2o@q*6 z*i{_U8BY0g@-x2Yk1|emtO_5J2XUmo=ljba@=GcwI0w@(@`K0iFMydjEaCI~SNu8m zHjW$c;|>Yqdj2y0{rdIG&LZL+m-efkD@+)DiequUJ^xeudoH;3vajYWG3A*wKpv`p zc%CnO1B{WMg}Jh)aglw_{lRbYw7MVhq?5V{@F5$7mpVBIOL>ly@FyN?6k_}5ZUo`- zOlIOD(`nDvA3yXX;vy?NKNf#@Hr{W+7|t`@>9Z&Qe3mzHIZxKRj`*gnlc)8Pu9Qo= z6$iX~*0gl+4j1?e9urpk6!Wxxl|7B;eUFw2d^qy=ENo~1{iAMaPMgV&Q#g{xdt8uk;jZgDa-y=V8PJYr<`y=V%coNvStH$v?-<(rx z{@#m)Keiq4K_9HMUn9QtA&j&7k>Q?`kDvF1(C$408GmRT@B0B}ZJ>;))f0%z8K2(! z%QtH+gcX}O_12;Ht2^N5+&=MXU&1Eui!1v;^PSyO`4i8kg)cl~o3h~<^NDlhgdrEy z@%fHtCL^15%Frl}wX4yl#*7(b)S~{L_fLR*C3g{|G7LON$NezC8}BG5oV7%~diAP^ z%K7rj{&=SoJV<}z9hM~UZcg%zV@2-7i{p=ITePnbcj;5y!)x(uN@QC+i=1l!=G#e+Y>9n1c#HSxP?mi~ixw^TtZpt+O-$x$DHjQoHe7)C@xXz7xPCb6~QPzR^2))syfS*Pa89A2JVExP!|3An|9O7=Q1Xz|T3ec-Id8 zjDOJG9B1IC&g{LN_<MIhw{BA3cq+)MwGYQ6++zDuc4pgH#_{> zKH^$3%0f=UXE@uH{l9lF5ym|Ol;gS){1^jx=Zkl6p!h5yrTT`(mS>gNz}r;~C=7XCrUpT~x?<&Wk3l_ahLOF#>+vji#e5icjxzCJY%% z+&HdKu8Lp6{Q-kN^NV^q{W!We`mQ<^<#_LAlwUx=(hCZgxXHjSP~TJ#&8<2~=@!5=w{K0@56>u8scIuUJ_ zc=U_0EaW!+-UCCv-sQrWO-EVq3OI4@k}zy{q}TR_pLfy4yBG0CCnavQQ)qYbUO(b7 zhl-p-hDE)UzL@mdO^K@wQ2Y|^k37IFKi=_=eG>W5EB4j!7iGn}Q%OTxBab*HQ&)<50b^#;Bd?UHl;wPV zxwaPND)J4S#JjOc@BNPSAN29?k$rW%c;WnepY-2(AlhaYt^?%Jaa z?~X8E$Dh&Gs7@d4`p67q2Qnn;kJ^QhIXcG`QKy8DykjToAILc1ieni2D*B69mh0il z_4UzyLRs`v;3eME;ykwajX00*>YC-+blT6bR*zqlsl*{a?=A!{$^`l_obB56f>9=L zXDsRI8+G)V^qt@&@?^`FEwi{$raFFz^8)Bv-k%r8s>-^kr>j5G*3c1j$TQ%IHWYPT z@5v-Cx(Ih5A)8}*=Md0kpn<=Ld*0QB;#gJNW|Ya!w?VJSzur?D=UQDCf({q)hmHaq z(Jtp*YjOOEd_$fhuW-`OJK)Rp^--rMf7`n2LCME?pmJjkbYtkIQ?5px#+E$_s$T~&ar~LAOZ3&)SEEnCm(liUJM|tW@<0y5 zkKVn5AL9@2FN=IZTLh+PKSSmtC-E=WS4WyS{sT{OT#b$dO`=W7JB87A;AbKso82?^ zRlLVJDaY>QfgM0cJ7i8m2b`|sCvLPg(59nK3Qs#GMqWBsL0-uIIQ~QDbsdrSsSyvJ zVeIKW%J``hQGT>vBA1X0u}x~zBW`S0=sn(7OrEUEK*u2-KgUM!9Xtc<@}Tn9Hei~{ zp2l-r674(UL^~UK*#83;eMQvA(H*r(6F2r1@Rw^ONQ=IV?o2%T>e#0-cNqI53;axg8pJJZe`>mrdjCN}D4e$G5t|970=t|K}iOg_Ls+?Ug zuKjWR2)xlQ#QYd@{ZUU>Pb9874DiB(#Is)Zf7DAFpr_-&fw)56T6g1#w^==n>v#_x zMS42MwVgy6DtxvX^$Bqm*Y5yt)E$wVmYdFVGoRD9WJAW_UmOEick2~x_u^NbnK+J}9nXlXS>Zf}nJ4Wt&hOK&5s$j_Q=gLG zpgXV%r{iJqAIG)miqUq7ZBZDI;j}XywvRaXp-qYS^n;d1eELawk#E=U5SKBu`Yt%4 zZOE&%TgJV_vtIUr*2}osUd5AeN4pDkGaq@ycysbJEp``lMePNoH9zTUza}2!7xY-- zV?W>-3GDUPUP>}QE&+Fr?QK<{J>e1A@E_e6F5&v+&G5=F6o19v-Ahp zZHQ;RT<=A_tP^xoPY_4qgKz4Hu3#R93GduI&EGV9$NZ$feFZRDAM_>1{lXICfmfU~ z!wye5>gv&kfnFZRPST3_5vSyb?G8J>PTM1}lehK~;q=Kk!MX{reK52t7ti>>5#PmE zIX}bZ^aQOa%mLt2t3r+HXOr#t9RQ#)ce6LeFtSy7x^Ie ztMZdiZM@pPOL#tr<5n6ZP9qxlbja(DQTQ_*tbqLm9yE8PBPV{x+ zoTu;D1hhTcSGWemw&F8gV`Cd+?iOc19qkDV8eZoHUU@ODrO-YueZ)WGTJZz!#1ML0EGX2eaVSb8Z>lnX%2OqA@ium`O2g1b}XOB6zAMx)v z&30mWrmO5*|AqMpPl6Zm9qX!}bK~&7Jnb4?(i@L)wQFl5t!Q85o8lioXn=o8iwMV` z^<8=4dT($q{`>sAcP!El9BPArR`vtVrvkWM^V z$4S}7nOivitntOIbNk?4{gZV-;6G~vfTIOt#OT<-9{aNujxAm4^*{6+@_pv`Z zM=wsL74~bK^Y-o=HQwC9@Mn%M&d~E&>!4$O7kDw8cWITbC34;cuskFZsN|a+&p~FX_VtC$5qY)IS=GKkn=#!133@m zJdpE1&I36Q59B;BTOKH(D0evqat!1c`28`keyPZQ6kCPA`n;7~>Eo9! zn}aQR=g%AmIS=GKkn=#!133@mJdpE1&I36Q59B59Bm8H%3VE*6(Y3N;x@hnHq{k1QUPo$gQJiT|G^Y1*1je7xzYyPIopYsRZ zrGxbGo+QuR^XxtETr{5PY}cG4?7fMk@!Yt0W~gcM=ln%`=pkLXiv%bAe0q<2dZwJ| z;vJzeJ?EiGZ)Jtw`E&l`gLv+5q$78$Mm~{t(%*ZlVa`zhQd(xYHO~D=Tuk&mVM`4$_c&KRm-)`bqzI@2>RsNj{^JyXBy}X}M1)r~mIy zbLdK&<0p-!d3@R~TefTo*(%Q4j_=$Vvc?)~%p}L9Kj*W0m$)=1t$o3q+yzTsa{_CG zJAbd7r^?a0oF6!p{@#xjX&B`|dIqxeUvb41i`+jS`6bey`_^MQDc#H``d0>PjFZ2Y zr@y$PKR@-Y#89__`_UK89v*zX_G~bw8ulf;odB1?K9@%eV5pbg*CmuOjz@0<@6V~&{JDH zw3H6a$#G{iI5cj2fB4~tGdfmA|8vhhw=Dg!@ke@RAEkem`{tW(7HQ+LtoV+6z)`L| z#J#jDue|av(vU9ymB)eYn7hW~{ej{Xx!$NzqYQt>l@B7%NVkkAKhuTxv>&(q_wL<0 zi<d&c+a{n?h2)4e?1#fx|I< zv(g!i}0Ys4e(wnOZ6 z*z3ff`8j`YJnr&yOs*evU2V11vb55VHGkees@;IG2Wy6Kwq?e6lu3EQN*<0=q&aCU zkNectUw{3X%1i6ZH+Ct;yWE9cE?mC_=_y@0b?O94DjZ{U>meTbmLANtGUtjDkMW%` zcC@cq&fa_Pou!cu*kH5=m=8R`-PM$5I_}DzJb7}KR{Aq`PyJ3l`Q(ap!oA#b%Vl;c z5?gMTQTR8zbw~aB^$W3!#s2;KXXS_wakU^lg`G8bwxby{W>mDL{rBI$0+-fHdTh7d zb`|)LZhH95JdZRq-N6SRoJF&}Qtnx2on_LBC-YF$n59i^lJKf1<^8)s>ZXSzT73E#{6vw}sMxE9ZL<@1q8 z9?9w#^D@o8`|g{eLHvmmp87#+%8xqJ2`8M8MYW9g-+#Z@ty{N>G}1>su6p(ASssk* z)ElKg^9cX?*T1s-q|4yJgDYqvtj(G=%i@&#XI|dpZW`eBebAsmGr=tE_{Vs&!u6ce zWLA01Nm%4X-XrbO^oBk3&_h}M#Dz2{Hy0~TjyvwSnbJhunor-peJk)|I@`MKl{-(d zBls=vz+b>izt3~C%{Hr8GhiIrthPkykDf<->aOhQ(4j*Hp6SZL%6;|?<*IZCKh|--{q~y)FV;m{jBNp4VIK!h zzpJmlx+1OVm>a-JZ{#<&8RfIQbI2iwWND@U4m<3SrQ@G)qK~Q9OaDh7eKbo){iMG# z$Gj=aF^90;d+)s!>A;cj(hpf)`UFR*y+Qo)6vw9GUd-8G z6G(YSo1Aul)~#D-pvjkfKpSmBF+cGu{m(!D{4A|-O_(sD`1im6eI`HlA(@V+_3hrh zdlpZ8WFMt}e#h}fq@Q_FZ*D8v2+o$Cq@4+_?+yb9)+hTY{j;5+pD})lX((&l zxN%uj%V7USxptP$$H7lH=?_0ZdCmc zvbhTJgWQUCF6ttFk%>5Aj_-`Q#0k$|^Rpb%KK=C5Sy|R6`w0IS16iKwsGnnM=?@*$ z#q@JstvY4Bdi8$MU(-GhJn+D*MC;31E$ujz9oPL!3w6XOyU1kt@ZlM}mYKG5=mKqz zI_jvI%ETt+`XkCj|3N0;+{=4T!G*na!%XDSojE{20!^qkbs_JO=n=2T{L zkUrS5fsdc`@Ow_5mbJ+yn^f?&e3@0Q^w09xH$lF%L1o4kTWnEL7t=9M!Wu4|bfk@u zR$0uxZEG6cI~os5x4eN!Xlb)esIzsd4|8ZQ4cd5J&$l?6VCE@XFMqmk?F4WlAo~~Aj3=}jF-ztybAB_x8DvZzo1FP4ZI7S(ovY_^l7@(KE)US+g&W5Hb7e- zZ|QjKvBzd{tOq=~?z-##!lr_ag>>=_Jc1K{ydx`-c{*{bU6u5#>!;twS*Ey4$A!%G zC~rvX*h2cFm*I~M00&-eTiWsoXHSq$c=y<2k8FO?wM)W+jzJpBMNh!VtBes=Uw!po z=&ITQ#ZR;ui3fBr$7Ytt9$3ngj=cYxpR!Xp8UNcCQ)lr)pBL-rI$YCz_~D0HAML!p zxJD-cC-QbGb18$dCucCgLpbY*thG+GMP;XWIpT;TvT()^IAMw7G15Qqzyn#hFpVnh z1HwPrcBL=&M9buC5M1Ps9e3O@8*`*%&Vd65X6dA(`kQ5<>(f`Kx{9_V>4?r_J;ejE z1f2$F9g%VN{XT_zc2DEOYpl17`Cfkcz480G~KU(?ga2y0y5U_Cu!B9&FxF5G)gdgn&OAL*$} zI_3mkc~N>={_LK{-)N(aeo=pH0i;j)*ET~K@|>{@&iW${2us@xahfz~Qh^(6!Z`7Q zF3wmSzGCeb&OBXPN4|~^qAd38CiDQDI73fx90#o0o6Hw|kUY^>(tcbyM|i5kVP~cf zCoJWE`c3@#m1|e5{U8jP7GcG9M10d?cgKkz`h8@seHHarHaq69O`6B-p2la)sxwd9 z6l?Hs;tYOQ_9LsI8%{Xgw=pX^0T<%|ocW@Qt23wV)OCQQE2lTo7Zb+0A2{ic9?_sd zgDi|b&OJt!DXh@a@ttWMuafWCXP=$rYaOG#CbdN~MzUWm*N1DfNo@|u6k(;zyY9Lx zD^pm}{qQHxbS%RB0%6jV_c{3)pYatg_BGC(J1(&9&|BLm@<`i{;qo{0D)N#t6@5~; zZoBQand*m}Q68y_T6f0|q{Z%yGf&!qawXL%fyq4t*l<$&u6b-yQlG)pT!9aIMwEo z_NmAz$AHYaxqi!bgZ-9r(bH2sUOk=gRR3WvO?c6TapDv^m%LGq#`b^mMy!W8WzS}6 zZ>qc|9(^yuii~j%D6Uf!CdU=!#uSdNkb|`Mn6EZ&bOgpV zIO&hB4xG|cJjN$7Dg7DWJyEtP>WOWO^r;?4KS_T{76iPNZargnwc##uiW z(;*wMQIc<*Z>CM*uyGM)KaQX9(zg+Y9^`rv;Zbh{5Aue%zxn2yvvjr*@|csKW7M=S zVl1Z3J+%u$FKoBuAJ@}JfA`%YBhtR%w9`(jfa~$nH~}a9-LFHwsqFy0%`;ld!KyB9 zKL)N-e3#Sl+#^bRRW}gduH^xqv@d48fw)V@x!AoO=b}U5q%ZHRc_dHdk}!%p=X8-( zlM}rvuAy)~(e$2oG%NbUIyVZ!WFKjuP- zOB&MB#~Q}D3z1H=Ti4EO1C+izvB8i(b&&@Rmxs&IA3d6M@Tu$dr7>+xnA83?(tlR{ zk#pt1BwVf^E=Pauisk4J4+>8@28#NK<2ZR7`lF+fmbQQsH?$SkB-4iM!wgq;G8YV; zaOR7gAy4>@wj0~Bx~TBRr!ql(OS~XMD&t|sn(}Ztok|`qXBT(eh@5c_Fs%c!6B&w= z{)`8NJGGh97t$vZp2{lD@l;mPx8frGojbzz1mEMtyX~L8CAAGin?q{DMRwVC=+ki4 zF}5A-k~ry0xz6*_huVJ|uFa`j+i^T1&BWF0p3)y30cV-$5RSLgH86N!pr;;D-k7#$+U3$3Bk2d1IK;dydhB8xKCF-iFZJ0h5UL&1rndDW*%8Z!_LqAUE zIT&jbhCZ9hD(yznlX!FTGk&>w18w7}zRett`Zls&Cr+_lPiEvBl(U^_H9@XtYyT>`_$L*4K_*TrfC_2 zQFb~OBc9_%WD~Z~n6GQO(QneRf&Cl#x*pH+rcRxjt+gPGHJv!=j7`t=>6D$?oIDE} z8?jCuh;&?( ziXQ8H6tXq#Q(ZeyZk-ymv&?k9jkZc3NZ*p$vE+Z!qQ|+`Rep6`ncBGIf7_(%`fXRt zD>%mfuyY)wW1O3= zk#MZ;Sp)W~t~Zch(>=4`f>rqm> z5_$yk1X-oND6gth!sp0y^yLT>V_9TJs^i$+>;qgs4h}4Xbr;%3#GAG;+tr-VJ;qVq zcwdJ3(yyTxh|9Eo!kNwi(;v`>r)!_YwdvCR7PKSm0<4|HS!dpzZv^f*Zzg}Z#zWi) zvpN&$Xd`KxbIjrXO=UFtN4?VeUGbF42VlZx6!+~5uj2;!JRLjmU9Mly-eg-wwxHYM z%$v5QpRi){08Z&B%yarQ9ej(E&Wr(QPvSTWEd6tiLOQ0n!{$PJwXYRU*Gy7=7;S!`FxYuBkz59@#qLOS_|cgIN5#CijRaHywCM`51Rr?`pZBlC{s@gCQ2sB};w!Ezr%vV8=y?3E#n?IRtpqJuauD4xmFc@tn2-pcMGF&(ye?Hl&xlsz}Um`*#F z^|2hk)$K?ljM&Z$2S?O}u}tbmdjT%_rrf$RcsbQ?(X}Hj7{{gSO0YH1Zc-gqUCT04 zoz!u>eV=lHaie>DfjPDf0A>c{US~0=H2qrF%sp76J;g&Mi}{4*N-qpII$U8hP;aY?AXHg z!@Ba+*5-VQ=@@q*6L8|4xnpP~KbfCvAEkdfcZ5xX{wQ6iIqGK{moPI2oQ@snGtzb1 z$UWP=@J5_Uw+#5wKk?=KrfI;bGm*y7I#ruCUTxN z7|20z=KN~J2QUh+{h;*`R=;hB#J3Ed>f_>%xwLZajIyG9OvicHXPFn#+0GbCl2-bs zV-@;q=G>&M{KT3*(nWsN&LOPe#{CWYxeil2i66%HIPoEz_6O*a5udzUK2P)?WEbTz zestZU`|ugtQkn*R4<|0NkK~_im~zAcdIHY&ivGzQA zVSKN%ALX0A0XU7vyZA}ltm$nd$Y=M3lHPRb8X(5guC)DT6uIp4uC+yMgXj)+Ko%xG$_XEc^ z>wYlO;h0y5JR*J;v}dd%wsQEuIT`8_!}%7c%%7?6iAV4v9kj!khjdKG8?+wV|vGv>775Y4AS}T8ueMxlzha`tm2i!*}~>${asrp9>J-!ab8clo2Hz- zfpj?YAzyGt8tKQk_C@3UU#kC4|2S7+I?GSz<6?Q`Yqx+|Q#==Om zd08iM8|PNRr}SgagYt|Q-?1mUzD&BMbo8u6`OK$#L@dX2ewVYy2}5ej~I7e z;%Z^dOPo39iyp5{k1-zgmTr;$q;n1^rN3=5mB;3j_BSd0oo^I2ac_FhSHvI$Jf%$XJs}=?FO#HHNNEvE9;N6 z7gG-N9<2)hs(<#e2 z&y94(FIP4^fQ^g&-JZ)<4%V19f3KVu%Hgh@U!;p`D5V>8l>Tx3uJXeC;u)dFC$0U6 z=PZAZn3$^)L0ZhZLw zT|VtMOq)OF55ACw%(YJX`3xcHCq3P}uB?!Dey8g(P3O5D#?PPg2hAfLq(6R@t*iDN zP3diVbw|(Tk?uY{yC6+x`usV6@PqVm{{{3@2jI*%)>}d=`wHo1x}A2~33V|`Lptd{ zH*4|CGk^a6JRu!jlZnk(``xT;@yZVNqPd3*+S`AmHp85@zdvo~1n0JE=8oJ$mNn?o zKhFx1N7DREtNl>9!CEuZ$R}yq{Coc42kFQ{qh=YgCDavsQeAm@Rc2XY?Bc_8P3oCk6q$ax^=frXd{N>$5Uj)5ElIR*O0QK4i-ClbR{r)8zK%JrO}i>%Z#wbn zLSfB)S~cIXUGFzP>v+;d2evq=_`<25J^$jQy9V`IXa5mvPww*EzxyqB#!-X2RBgBH zvQzhLbmI+G+q68WLA3_|?SJE5XD&ae*XsbEWh>g|2nJn?lWrC+pO`f_ig;_ zBM*Mt=-chTn$}{}=bsMm)2mneX;VLW=F^U2m0DmKbzxtwAqc+_YVrt(HIXfQCO#yYA*uKmK>dxv$MAPI+;W z7N`Aq@$`?UzSrUMj$^mJ;JvMv{`|n9(>iWmdV68`iPulPf&j$ff))9vp&a@k%V%y@p~zYgE7eU+6~8~@LVUD|iL?8E1tyLrPSrv7J33-dm|bwGwH_Rf7|uN)`e3(+T^sFg(<7Q`uejke6()i z*e1j7UgQ4z`ZnwQw-Li`fBgPh{f^#X@>ctI?XvS<-s;|Dt144IU16*Khu?qPrLWX{ z`X3*yUD&zfyX$V*W#6MO`DRLwuIqeuZO=mYi{9P-=#L*=^@G-vzn`%4r&XRDF!=p@ z?pXY+n$KR*q3-raN zdGx#qQ*UY1b??nr-|xiM-L|a#?J-mC8od69?Wb=3W4|v~KWVFO_cWjWufH5Ms@_UR zx7lcL&BA%7PN~^{&|yzZ|LXFuADcY*{VUs@chIwsUpIR2*Pl-BGr8$&Zx&xDHXOck zwY&Ct@zJrz)_wY_$KM$C&{K{6^40b?HSGPj{hRb0xcyHPt|<|3(AefZ&c5QA&!(<) z!M}&Su*X$@J>lpTdVbmG`A7cy`TjdR@!*XO&N-&z&8H1tWx2<`-(%vr_kP>qsBdom z>eO4F9=hbWSAToJ(Y;=s^4+3Cw;H>3Vbb6scdgob z+O}iI2X}4y)vHx+=sbSvlvmd+j5vM#hF5lN|MJkUu6cjihc5W+_R&XXZ zzov^kwq)atPdl|n)h{+X_VHKm>HX*XL z?B|n~Jb0fmwHDj0`S<^+cK+&jEcrvj+S8XAvCo;CFVSzuk7v~C+^x{%u1(uEx_iW# zn@(=i{fd3++}*12a}BE8^K6$++aBD$Pxl5FF0tZE>%R5D_sxdaUjK~|>mJx+P+{w_ z_Z&O&*+)C|d3UG7pP2q&+kPbmS!4OFh7KIneNf?{C%YYXbKUkAjy-v+8;-2L;?V=2 zJ$zEvFUDTCW$i`oTBOOg%>mafI=`R=aIbr^8^rPb>jOtVcGNY;zkR{BM~!-QzzXA6 zJ-^+`g`1{*-?nP~6^`Ds&n;_z@bt$&KCsf@6?U!L=8d05yzu$s$KEjg{nuCTxJhBJ zk&o}NRQFLwzrNmAhd#CIZf~sIX4693o2I?ld&^x5%k*pYeaEBEm{e!^O%L9`_Vzz6 z_hJ9%etNG%;flwm)_bDQCxyY!FZ)H`@A@B97%=I$bJuxu*Soj+Vf-o2w(E4=oe#I~ zxcit5_B!SG%}3XNr00c=_gj1NAy1uOqv?qo7rMMR>ajylEj;w@B2y=vzI3O9+Er`Z z;h0`W)?9bjjc(p<=a0u7`{9}!yu9pJ<2U}{;uV@Ky3Dk#U;rT1;w|?Q^&A;wd=)T{^gSVQ}=D-s_nRLme zg)Yyv{{H(R8~>~KQR{4Z(_i0y?D-{|bePfh(5p6@e*gYmSLxWjR*j8vZeY*}d1b(v#3eRpr;iGBM& zFsT1l19$A)XUxa@Y`AFs9{u;bCN=Y2JL%=ce!I%UoA z^_Tc!{N}sfH0Z8n3bls}>GayA1N#hFXYJuzoN!^s%U_;;Nnx>utK9VX%Qt-W&@F#E z=!g&AIB()f_iT3Q&ac&2XZK@X{i^3G2M;*xs*gW;a`A6(+U?3W25xx%q@xJ z&pdU%VGkU6#)Qe!r~Ui%AL_mE?@g|*H+s-Jt8~79+=Ol4ZPWa|Yqq)jiYDC_-*o+@ znmzc;`?U|P(Wu!8Js*0y=lQ!-Z@*Hbw+@-|#D5OzQ~%~;9^0nLk57)hV)2b86uz7M z&9kc&nofUa)TASKJ?V$LKWn<}qHTJtI(pbOi++4$shep1!77ES>+H0|j(4|PuTXXO zZFk<{)TdkaUt)=UzNotQ#?v2v>#(C*J^JP5?Z4}HP2VrSJnZsnPj;$$%#Z)5RTwbw zi))v@X32w|zhul>2Yk2LPM;3%b>3nSY~u8<&%L+Zy(KPeeDxzwOgOsH7B8)~;vOqr@Wo1Z zRC#sa%HKBF{mL_YUsdO#wT|EP;}Lal-tn>qS8vy?ew9^@IeI1ny}td2J~D2v=YQ<5)Cn)uIp_Z7Rhri5*So{r1GcMj zQICNe?t0#12X;Jj$8qhp7;@XdM;7h<)R68&UO)2ooqqbZ^HZ-M)BA@pReHa=>LHib zTdvl?Jttf+>e`LYzGS1}n>DYpUHg--s?&DO5v>X*)V^lJS9>qMY4y>I_Z#!yjat3l zwA1A~kGQVx=2ctNd1CL*i%x!h$lfPbt^ZxE{x1&yX~|P3P8@RN(TDyx@^3Y++W7ft z2R>Z0#lSIl9a6K|TdTD=qpHKr~h-Ooi|;q z&Y+`L*>l8!^*2AK&Z;9`I;D8QC%abvy3<-;x9jrybNkk4_MfHi9`oJTr#yVtfX_$n zF@F8tZF`J)dZW#@X#dKoL#7>9bIUu|E)00HZMPenk9%rj=fxgrux$SU_b%J|`A24q z8r|#r2hW>6vD=turq|qXk+&afe8aGJdcHVdhhp9BUoMP$YNIRnJA7ETrfs|5uGk zSifajx7?)li9bF3*Qxt7|KZ(DM(n(PorX^wGr8)M-!|xQ$sYB3ZgTSa<5pX%)m}|b zzHHxVyPmjG-M5c?@#dZ0-R_fVUsQW=|L!-msjmK|ieb{l+^VdTin3e~+Khzw^U&cD&@L$G*I4(?+c>-R|vL+wER> zWwYBad8)#8Q7)I6&1Ipeyw+q~Pj18d*=NvmGt z);@c+0oN3^Sh8xrd#d(Z@6iVfn-(6Z*7&6{+jQD?*GZ#mFT3iG%|{OEymz$^H`})D z;f)FnZ+UI$&$n$>_wZNNdF`N2KHa_H4xe>;`J44>eX-B9RSL&_bI;oi3mbPmqv_X6 z?yyhebDN#N@4owOT;+ld8n0MreE0@KpIPejmDU|Ntj2)xN3B)!kPkn7V9k*yEOqyi zg@)@a`{w;U20t_SjLp{?eaU*y?X$$#GY|Z#|HS{^y6iHjX4{W~Mdo3S5|AKL=Z1YmL`;Pr&ufn3=owH7(_J=oVcj6ZhRO?>&NL7QeImX+w@XtkDwnd*0fqcA?txh1&PtbJ1-* zr=E81$PR;UYrAIa^*@<*%hoktdt>j(yLEo+rDtc{asAS@@BC`fw(H*C_|E;>URmhY zx^U?&57fGIQjaNXm2~GBdsiuZQM+*WnuS^oo<6m3|F$=@t#b7P)ebBy+iw32s#LFa z&F#mmGycpOb?+Q~X}1$s`Mkv@PxPxZ;DiwkmwjbqVWnIDU!~T;PW2!5zh^icvO-42 z2_bvWoQ~}5y|ZV+-%QBQUddh&C!3HJAyH(Lot5l_G7gmykLP&@&s(_f>-ubEDUm29 zvir&~>bvhG5kvZ(maF3G?>I~hFgzgKPFxVdKcWBZ6o$E5Y_AV71%}%Q7(-V>L@VdE zZ&)_SG`a`$V*)ofl9s8eTdBjV#4fR!ZMdla8Tpai;)Z@cVk6GFjIMHy@C|vud_oBy z8e7=EWKKI$km{JhBpg$qPg7Q&Adr&x18k==xNATXo0U~h+_Y0NyGE98F&YHvO& z7tC%+-FMHW7sX{})<4K|>up9nJm}$oOg9oqkwh~<90_#OhJ1~x(7;kGo~6f!&L(mtpqJ(eKDC>HEcAiRAJ^zgQW zJ0qaGd~ARgVyAxakuvtmq9)PYQXD7DcpKjx9QC-!G&q*4MUP1LChFw|_8!}7N!VVK zFcG*;9hC_%in?Y4&rgnZ%=0@O^3JiZqQK%a_!CYdzW0>X0 zLEBP2Rd;1yI%7yFT0BkxsShk9Ysz2y(5mVIy};@lFx@1MNw-g+bIPyWUKtII^GOq` zQiyaVm64vKJfC6NMLMN&#k#^kHm&GNme6*Kol1cpP!%JQ*WYrCfW?AvcqKXTbCX~O zkg!nLHHddO!<@0|Z90$^?|;t#kgoMifq-seqNmBM0$?=sZ?!Okyuq|r@N$thQich= zrO>x&uoK&&dl!J#j^gU_R4x@QRpTQ_kq6M$IIwxfT`c!%`W~@IvQ$*Xz7^L>{yy1A z(UvL!l&S*LtOVdt#W*oJFrU0GVe$^SMGmyWr`V7X6{A4LHHZmDb%fZXv8w2oQjVN{ zso^44#Ip(M6OGozZhC|6AC;5gct{r?BCGl2p+2NYyF>=VC7V}E!Nkj@;%`egP69|) zAk3HH5`O2a0Qhbd4Z|pPR2jjqJ)!5O7YfTV4LMZk-O*C| z%mo>HNV9D;AaEOw1P$sNyi5$7vpuAkks4DZ^hHsw*P@C|P@e@6C`R`8T z=d<+#RZ2N|cv1ocQQAq;UGh=z zAY0OGm_QDPM-B(c@tm;V(2=cEw8%H3uRGkiSvPi;c zTv7i6rv_8*y8Wzj|I+xUqAR7Ye4yDdzJ8E!&pdaFj$jo^Rh)-Yd!`KB7c85@r646{#+*^$QH z<(Y~9?5cPJS+OGlmbDX6H$q&saHeJI24bn2m#0LQ3^e1PGE>B3v? zD$$cE{3SEOhZ%UK!IlLdRNQbVC;mtEJv$@YO%`TT+(bY>;^iq0(M5yy#-Rp*&Nm-` zl&BptCaS@P8km+)M%l{IWVn)nF{(ZTGH>s3TS9@24*AxcSdb-CnGpe%1K*WDG90FChj7?-=os3ECB1oB=`s=G+$sVjZ5iXyXMjfMG;G0I~9BX+x0VvlV z5jRH(5++@A;8wKmm6h^~#zC<;hXpOXVr@pCw5N@`Xl3xReZJ2i`juzCwjHr_*%|;Yzw?V&4PIJ)phDv~3- zJaVvW;~aXpU^7zu^(_3`URR8E23@mvp7C@KD3g(Hta!-g=dyE~iR8DNkVfx|BB9jc zg+RLf5%|q`A1Cul%3PPq9=dU6*`q(;tGJ3(q?MhVD5of}>~}@xxdY$I;@aVOL8n#m z{AC`t`_>$!(h6#a_ccy?nZ(mHU|z{6(E}6CAH8wB2bYrfdSmJuYs5-l&F^Gk3tbN9 z3@lS-;N-n5=L0ol)uuG`R4rpI%E;?@gLeP(2hNM*aCmh>;0RqXrK5(R*YAa^AP?_j zb=9+US6+2h&|p#7!64f=QdWc zTJTwJFxA19uaMi}`aLE{t?|V`!pCP<25!57zO*HEWxsgZAKS|28+F6Eah5u@(=9P& z33I`QSE>oWk9&8-@+sY>|I0>+wx&gkXuY0j#IR6!542fS{CV14qE&X@%jL;m1;bmd z&n>CDv_20Y)-OWuTXm|B#mw%?9T!VbttvQ!{EOoR!ZGPk0S~0_;Sg;#(+3Od8%`(*Ov~&7%!U1-Th0{3=Ys7z`G1)W zaN+}}PLE#OMl}~69xM-Pp`dE(;6j&&`j??Hs_P_RB4hUAN@bK+XeH6 zALq0IHPnae+A@0g<)kJeEyFBcr8f1h%P<-W1}ih4|281(wA|E5IbO_?jy>r%x$D(E5_{GrbS)c44$9*G4^7@kcSY~*SbaHJn^mWhJAue+xuW+@jh0O~EWkix@j+wZiHfZSGaXQwy&nkbqMLmK|a{V+OoLK1* zKhAd#3Y>y<+NTO(xpKVx2A%{wBWj}H@15t)iO5sO+P=$KR_Xa^OxCbcdPD2IMv|<&siQjtglKtf~`A~ zj}P)s6Dw(cx2-;EGpNZ#H3r&c1IZ{0VWc z$cG7#<05!4!hPQn!Z!&mg<}f(X&UD9F9x4iuSCWX46J>3EiPKhsVx1#UZ?6*C+mB^ zo~rDj+&_-(!GWzIS8!VMzT#g~Y#09&!TN@tSAQJWej#+;Heh!)-thtndslp?IiPpB zV=*JU<@@y}5p1)K$K)_NP#M^mvL-Lx7l~Lx@R82>@|hP_yEQyNn;7W0^Oj zo{`ccW3+l6sbYnEDELlhmj+2x0{XCXFEB9{hSazv2*)x1r2$(H5&=EtJrZTIB4(QBLR`g>1d zAn22!Y>*(tam zC7<(vxbwdcg*ps7b9Mh5y;J9>RYy!|WT+=hO;7p`C&+R4rPTv+6Z~!gH-fQa57qM# zjyX~3+I#w5iJ?I~g%uJ<}K0G-$MQ z6E+w+Fnre55?folwV^*dew6h({eI$q<(2XM=ZX$-`sY1Ks%Hjb4?ia`5*CxG36Ay} zA?=A1Z+<VPGQ3Tr}EJqTl}4T1cKV0-%To9oMXeukh=b zWO@GLM|LtyRoMbrr{w<%>%xDJ$O5M;t@)xMk*m=ua&_SwBUrF;Wkk}p6_z-^@%P@G z+&1WAnoFcx%1vL>laacG=lp~tyfu^IpbPuR+w$+S%yknTY_fwTXV~9270A69f`gb( zej|kkg-8eXw(#i@6%d(a-&3EtHNG3@z;cM6fOS&eKs}pHduQGE0r6_>ulxj%zA@Pz z;xD`d`BP7u%>I(I2iX&2E7PoP2gy#sIS9T7yHyB$rPax7yZ?IeGlO@^xTdC%*P5A!+|1+^~ literal 0 HcmV?d00001 diff --git a/icons/inten-vs-freq.ico b/icons/inten-vs-freq.ico new file mode 100644 index 0000000000000000000000000000000000000000..6895151a392b1e806c5eb7e2294336503e94a1fa GIT binary patch literal 270398 zcmeI5hksN@mhZhYW0OHBpqwQ{&N=6t5fX?DB1j+!1QG&7M&u*`0+9`vWWeNX3>af$ zu*Y#cJKlNw=Iwib$9dm#TLQf6o@qQV7T3rA+)p>^>f2SPe!r9IRNc4U`Zxa9|NiZ* zn710l{Nb&7yl>$7!&`6t&hvNu=UZ?6;jMlX-f}L_zu$T*Ca|{HWil`fxE%v^;JM$k zD>|T#B!&hV_f7v927VJ5F#em3bGwbR@p;F%@!z{_3^yhlw`0KgZy0ww#%+AwF>d_# zE*ry*$;Ry%F#a3H-Hve^pLdKK|Gmq`aAUG@I|hvZhHKj&U2G zcZ?hVz01aMW3q8O28{oPakpdK#^)X5#((d!G2EDJ+>Qa`zhT_%7`O3x$GGv|yKD?M zCL6b7!1!+%cRR*yeBLo`{P!*!!;Q(t?HDlr8^+y^aT}j^j2r*G%f@hHvT-{GjQ@sl zw`1JK=N;q5fA6v}+?Z_KjsfGpVchK)xAA$$xbfe+Yz#Lh8@FS?_-`0@JH~B%-Z5_c z_bwa5jmgIC7%=`D#@&u_8=rTK8~?q_#&Bb@aXSW#|Auk5W8B8)9plD-@3Jx6m~7mR z0pq`6-0c{*@p;F%@!z{_3^yhlw`0KgZy0ww#%+AwF>d_#E*ry*$;Ry%F#a3H-Hve^ zpLdKK|Gmq`aAUG@I|hvZhHKj&U2GcZ?hVz01aMW3q8O28{oP zakpdK#^)X5#((d!G2EDJ+>Qa`zhT_%7`O3x$GGv|yKD?MCL6b7!1!+%cRR*yeBLo` z{P!*!!;Q(t?HDlr8^+y^aT}j^j2r*G%f@hHvT-{GjQ@slw`1JK=N;q5fA6v}+?Z_K zjsfGpVchK)xAA$$xbfe+Yz#Lh8@FS?_-`0@JH~B%-Z5_c_bwa5jmgIC7%=`D#@&u_ z8=rTK8~?q_#&Bb@aXSW#|Auk5W8B8)9plD-@3Jx6m~7mR0pq`6-0c{*@p;F%@!z{_ z3^yhlw`0KgZy0ww#%+AwF>d_#E*ry*$;Ry%F#a3H-Hve^pLdKK|Gmq`aAUG@I|hvZ zhHKj&U2GcZ?hVz01aMW3q8O28{oPakpdK#^)X5#((d!G2EDJ z+>Qa`zhT_%7`O3x$GGv|yKD?MCL6b7!1!+%cRR*yeBLo`{P!*!!;Q(t?HDlr8^+y^ zaT}j^j2r*G%f@hHvT-{GjQ?*w#&r(CX;3YRt5@5(VuSVHwIy2rZkNfxD+Y}JZz?}x znbX)nKZy>gE7A38N?b?{iK$&fB5T%=(Aw1{Jg}xj1=j@obtJ*x-#Flv1HWY*Y5adv z`LDco_+PIUwjMoDElhex4v`tHR!VBaENSGQBvCDc|qdT&d!peC|@@LAc`>8TWV{YZ9n`b75h{aVr*^z;~o=y^gYJz-1}v{Hg5heOq>Pek7%R{wUL1=fZ#5*7Gy${}1e& zPvnUS6&s!_I-rguh6Wi{-UO_u{}2De1FA{epboNqz%|*`_6Zkxa&t6_9@?E_LI>~u;@(y52 z@9X3r)ZQ5HDvu1z{#Ty4csX9g2D084SXV;*Yf9UY)>7Q>I^4f2yZYXelAgC^@1O^g z-eRFd)v5~T;h^%e&8W{ciAjOZE=F zFX=6F%lWUi-Ln=L4cGOG3E~Q2OymZlsTFW+wdw$We1(@-D^Q!S?W5~)A9x-^?SZ~V zvF@O8hr|7lYUTG-9Zm3QNt?@w(iB;}C^V5CjXk2-1K~!)x z@)0#9vbw*-)d-cCTEP-tJ-}I`j0vvFz4e~P|H_3o zer$GhFn0STY_wBbptXh?H`EM~l*SWfS--8abl@f#)i6!ssY{3t0%s2Y6>q+e(b~Rl zSsDM|RE$06e^qH0-b{84y&$^>UX$HJE}#c4OWE+-GPBJ*?El-u|K+*85bSeJKbh2O zx*Q&TT@DTYSoWt}mqmS+OT(Jc4mYD5Kfrg~Iq^O|e|W7LlH6j993FdB4)(n-WdlEw z{o^jnm?kL_T@#%Xtn~`M-}gjg-NUp46)-$M>1pO>;Br=@i0S@gwud3V%RnciWR!~a-q`%?U`B@qENq-kKZlng!u z|IhLJmt^nI_vOfl3$mi$cGedBsZ%1Z&=};|I)LT^Dz1M{7QXk_e&?sMGXDQm9&Zjl z9R3qmhX+=Xj-jojY|K%Id;5l;mAxa5%b}DHWOn;G(F3GeG(b$HP zu#Mb906qft-^mqLaQ?;DH%IPoDqeoR-^Tx+mrLcxqlf=~<@|3UdsDEz8Uu_xDP^OM z$dPg9Btz?e$nQsC(=`VeR;QZukL@W(;QzsqC!~z)z|fO&EakjRZ$Hh$e|!qxWrF`t zJ~1MorZfqRkR8KH<;ZA$AMWo*2OS-KM%E14D)G9msC7lg|Cf;MzXF5Cf8VkGub2;C ze?x0_@c#q-J^T-EE@fj6$RXl-&vjUik3A;~yXBI5tH$17e@WyDtzAV1CG?h~De!;9 zG1;Gd44v_wyhq#g4pUjLtKsO0=Q8o=g4l}uz2@*=)DK!a>$t7m^SOByvM~O?T6w;TIVrz~!!_2` zczyAzsM(J5uM1bT{}$wG&_Bm>fi}98Nwg@1>lOq9Ge4p)NH=IvywfufW`kudh&U zKIbm%H!HAIk%zJR|6dyu$_Xy5!zr(!jUpb8pw>6i`J3l+wYhQR|KrL3NBGx}E@4gO z(1e}X^+Ry_fV`W0MBc-`pG-X}JH~93)Mi6uSW-7xHXu*lo$#(48huy}r|g%*sr&KK z56j6(M`e1aiTMBgZir_ufTMG$2Z$nm7@E{wmJiL7HN*2{eB*(VP?LCG{Q&HFeBGe( z_&-{9CU2Ef@c;OjgP!~H`|C!ml=#}A66K8R*OssS{!i_l;;F(1V|~{4|NQFlna9>s z+mF4BuS;z$HoI9sq%^7%%=?-W507+>J__5cbu|wE!<)+CiM!-j>LGbI^`IQ#I+}`Y zPdO;Z#vPPXQ?SL;56F9y4$x-5(@xtQA!ax}=8&A3a#YegPms`>_~`IowPdzE8rX7{Ew!@t>hT=4@fDVY@jDaSBQBsn;MNXyS_wyUhea9V@ z^`ln6{}89{=%?5-F8=!RF#iAgbMOKW)YsQKIz7j)uAj8d;xNKwDa)4x^#vAM<(x-e~Qmf zjN2#g!u@yC_&jBwoSk+=W_B4bVd~pE`G4w#I6EwkTA>v~^X2q-{E1Nqf>c33uyUM2~uyJ)L%L#2}UZ@xdq z|6c=-noo--&W^9gemTvpRp9Ui{>Rs@w9#N-uON8-h@4JY(g2n{vJ7r-9I+9RQ65YE+^8<2T-e*vpl%&mKXR#@n|M&pj4zSX#29D!&h9B| zrCCUfMDn?=?RoegF1yBULRZkw@uhN#-#9lBU6EWU_3PAQjGnx~v$0l;*2(dn#ZW9_S`=@V|GuZ1hsr#_2d*n>| zURg3|7Wp{#*9NQoFXw+`V>vQ)ha88~$A|+?PS`D{$Ck4Y z;!0^$H=NphYJiE+!>d-8xjiPynd$feX*=ZvZBO!gE`7gbbWg?pS9R>a?&;Myq<*bH z**JW$oSnJ{zo8hvVz->Zf7l2ATLoeN$wP#(e>ei$-hv#(t_iE;^wizxiefo~uW)|K zUgDMlsjvBezN^XR@Bb?`mDMlmFCwr|FB=ECb{J>&95TuG66d z)UJp7RhOQzO=aKoHF7Rvx160@A|+D_sNahv_lkWa?$>qlF!uCy4r?Gs;s5DL@M#L1 zo?I;FXO_yUp>tV->TPbUum|GUHg_oi)=GuZR@rtE8`y``BiiiL7Q~i)gxSCWuP_~WAlk?N*!({F| zxkTQdyi1Nw+bo@ek{sO=9*!>Zt0V3G>&wCE>+v~?<+Qd#w_KQ3DqGU>CDB>;f6jkr z9{@6Oa-CWiq&k7TrspgH@{h`WTr(^Iy~`Pm-(A46W=;XgTm zFk*%7`2Q!;x61odi{-?0)fwC6;_SVW)q9*%(-TXbfbu^~*Ye>1`?Gh-8T84?>D##P z4*4Ks?{og6SF{i6uO!tDkZq&$<%1dYLH!H*qB`dNS-WJ>fN7G%{{E=ywI!)qkmU85 zDrYj$DdZW>paafw-;4MwTgK-}BKv<-&bp@I#5lZ0pkJKl6R;;SmMdEQBga2bf53CS z?zyr18~56-N`cU@t zbdE@r<1;tP`|0p5eG7JVi=59Wk<}yc|7$5fHCBMr{?(*=R0BCNbCbLepHIx#2&Xs8 z#f)8&)fb<>2IqfqPdx)HociBkjXKEL%pLgY9oib4n$n=NOOucYF}Ne+?)8 z-=4BSF3iUNn7##lv0dJW+h@>6r{->z&1t!k*<+M!NS!CA=kPcBsGpsoALr0RmuBsh ztrHhYqEq*y=aqSMVFcsU`hi$-9mcav=k5&)6WRW}%N}Y$gw}h1ZST zhxhZg%Go*kx6SA@-t+nUv^&SYFU>B2{|hA1;k~XEa%Qo{Lii(5b!tnqy1_Ccsf`Ry zY%2B1X+#HT&7o(V@aJ-cKliuSKYwo45x))oSNM}Zho6et+W(Ftt#7S3ufln+_DQdo zwoA|Lf8%;VvMYTNe*6|W3#ZS`S}zx~){_IsmWI^aIJrV>wQ{<1RGb{oSc9()PnFZO zzc6>ZtQj@S;eV84|7&ypC-y%kNls>N;C`FrRAv#}TrZchwo7(@<#ZKipKvVa{e|&d zuwjkc%DHU#JCj(Qwx?&TlM7ipWKQqVw8ajiE8^h4))*z#f&XK3d8T86oKEIT)O}0&%FZDH_=*07C|EU+QQ%gET z#LJe6^W;>{MmaTqoh%zYMH&YNB47Alz9y=&u9!QOeH4FJU0N|8|9#Hv-!H4H+|7SI zb5@^`rDxw&Tyahvs`}2JOYM!v=6GbG--+Ui;EDum$_4#g<5kUxd2&@hFXwo$tL-(1 zSCPYV_Py|L&Fwb{3X#%T`EVYtV%yJT6v>6`by7Aphv#+aS-G_(k>3ojTT?nm#>t7S z6|Dc`17xg64;0D8c^hTznCavSR2QjU@ncVaZRxD`KWjBUKW%A$4qjhbuu0|(7$cE2 zs!Iarf5cL25Jr99&_?iozUO{txbL}{MRINaX36d|Qo@K8qRIay>KKq&L-K#cP@c%5|J3nue9GzV#>yl^7o|#MJe9i{BijKHIA5PGRGZ|~;GPoSH+CZC;1nTq|d|F3ejed*Ocr zV&n+g#lh>)y0x(XvGQK_a(wHxa&AtMoX=b%mvfc>(>T9Rb&}qG>hYX7rV$|c&I zqx}cGUR|(J<_}0N=Ra|U<_gI%4sF~MRK-y zee!=h#?O_DIq*JH`+;3Yx15{5K{ln$mM-@L%t#b&ZiKhu|F&*%-I>6ohch0<3JIn@%P@HK^z4{3i{MUTB z<2&#gM|#6pD;KytVt`mxDdU={Vs6tOPQUq|4XOj;CG;Z=F(R#?f1#t71Ap%ULtC9wqO`Kh;@a|5ixRl z-ZJjFTFyFsUL`m9-p;Anl0^RB$?c_gxSIYV96>=qajT}nPmd5_*3eD5igDZ7vNWYjkxwv4Z!;j0^tK`bu z<#4)4){lk%wROD={{{YQtk4ZUyg$DXy|O|s;xk;yS|+#h*U7>`Bk`v_H9axtB^~qd zCN1T1-fDEka@z9yyxyF*M)u9fmFAj*L_UddF1*S+GNMs)`moCB>jnCInR{QJw^H7n zn=h?H>!GizNf>K)p`7j0EI3FGXXN4opjUEM@SSCHGk3M@o;KIve$v}_&m!Ya8|uvU)dE+*$0i(bGF zKn5Nk;g{h5xBi{q2LGescO;zZ5EUVF`t*^-gNMnuw(X>$AKdg;-vCaR^IzAf5;RXu z`}VQXGN)G`Sul90q_$~Gjvjx2dY=Db|KWZFHn2x@w9M_(Px6KgljPQIBoVt6Qx}YZ zXRYsPSuYTd%$Gah{yO&h3Ou>ab!Fjl8PTe_1XTMSXY}wq-|BD6(qSXycK&L)N)F%} zZLTSw@`_}`*eMcA-<1CeU_XNTpB`~>axQnNT*v-inODd?3*}Bhkt`gn{MToI(}(i) z{}D}F$hAeQo%>yyzYH6_T<-82m-5!gy7AMbFT85Y-oH^TTFTL^g>oAmbTbG2GoL=_ zy|MkrvldBvY{aEKg-)3^Bi8uz`beL#1V!vFfnEL_hKQ2xX37U+(n zSqtPw?sDgzS96x|J8SV3l>eMpq<)Rwm$se5!{p?=0_XRyXDyc-a|-3^;v&f(HdDBYMHUB@nd2_k882v+=YqYG zm-D!v_7gr|q1|Qraf7yJvht*5SO|NM^jTu$HsF7&;9xm6Cs%GQfYY?q`+vA_h3rYs zB)6fy4YpkU6?8^(_$3gwjtMwehaHxRr)2w$)$z(2daC} zRafy9Zs)I(H7RM%*#xQwofyEl|B~ESed%ug>w0=5S7Y|59n8#@n*}Std4XKW1=Bf; zXCEUvcqwo;^eYj$s%jt_SNWqy_U2)F?YV)g%`JT7s>SnOYr~U z0NlHkw^%+}f-ep?Z!cNN-xkYN^v^ZDXm^$S>1P|qPht;24fF}V2v;~UN_Y7GLEaK< zFLsoBUE;eBX}faBPzkE7eI<{{?<@a@HE$+Yml8|x`#0da-unu=L$7Q3OXbdz70z|7 zkbENdyve<^pI5mqEzo{0CHJ2zjUwxz*J_CR=#g6g&vRpsX3dkEaP>NUxPi<*M4#-P zIZGOn^HWYIpew?7UQyGqAUU0#D|gYCm$|3vxDOXCm(ui^_zLCgG4MLvud4KnkC97@ zbX@d-`(8v2_n4QWlvJmlLHQp?uGMV+FY$le%YVf~1b%-gm>=A*fm|(E3WmwO=P#10 z`32;>7J>6Z*)(Ya{xs{}aNonHsxqKSl3ZDeoypCY8+rL~a1lIMB)71M8z)a>{aSrg zT^mHd@P1H(L~QC(+ACM^G2rqQzVl$oGTAY4l0>uK9Z7#$1pCX;Z1m6~FrS|<*XhR% z_;q9jJ6Ucp4Bj(lf|1?)vQ@X>E^A%&l z$GM!hNFElhVDJ8rXZ%-v6;_A(pB7EzY9V%=-?~b>Yh0>}ZquhDIrAi~QwQmtR9`as z_mdA6p_5bxaL;Sp{|c{n;Nl1K=1b#5Oy_|7oZ3itbnFm7x4DAU_Pxb@tQ2=YEY6R~xPgwijlQ}?yPNq7=;je4i{^CM$*w zF6Te7g7P1GI;>@5xwcF>noB>4!D)Ms?_FGwE4^bQC7{OdB^VnVT;=zi3DOat1e;GE zZz6-MwEvKPUCf;?O(J+sJpRAt=^g%u1<0{^bBTS>ncVXx*GEeiOIgMY_>WCz{0a0q zTx;6%bdKCxw^Al{X-^(qYwA3CeLb765&msi z#w@wN5}eZh&Z2pI2TT{Okg1*9a{nsiy);Jlm*ev?(IaqwF?m3}3hexz7@%O7s(Njxkvt*v!=HGW$6v)=eVoyGIy z3hh5xvGh6r(QO|7SCQeZ8p(CWbyI(rb~g%;!>T2+dh`(1)_*VIVdO(}eH6Rej6NTq zI}06<2k#jZ?e8vGNPIERvEi}g9uhRSq4qzFvE^oxFUdu}Hn z!+$-4RB`MLe)$^wO}M%)d6+cC)`i1+ z_2uYl>VVswz`)c|p#mVWs z+4698fqVu}@2*-bg`)>aLvmP}p9)p}hXmmFX2|_z=mxlSA3WbHoF`|&f0yV`399)v zdGA^hQspg~+`YBjSfhTyT)9(-PFa#o-}7bLlvGIo_qwK#Kn$S!|9T`w$|bmT2VLw_>5} zn=@S+@VVOb1axZzzCg2x0C_)e4sw`Jo;1s8e{WSD{GW`jW^IH1Mw5@xwT<5Bwkw7B z9gOP+_q|#;mpRFo4dX|>z<;gffaf}g=w-cLT%*zXdXWR#RxhnHRz0pcU;XZjZJxc? zSj1_sI;s5Lv{!$|xrg4T{C>~A!@u8*_wMDt%KzECGq;h%l1ZF_KeAIBN$=g=iSZNR zZ7g_nYSYT+tO6I>z6rH3<2tmFseQUjuf~bg1L!##p1G~K_p|oc&7zpUzjNm*3Or0QeJs)>~FJBe>s~sLmn>Aar~7J;p)e0vgJVb zWQYH{{vXF4-*DvJ65Vm3AVWS~p>}_s++%$ASLdKVrm;pstfXtQ!8|{l*lK8_7`d@} z0qqzY?QWqjJ}t_X%@arP{Bq_4J>fjpyj)*|P(K{Z`ba4Clv;b?)MTT7w6-#WzUo|u zu@>pnax6kdV5Z-Gq$v?+Nr( z{Y07Di{>jm z^~I6wjccD62H)nOBjD-sEO^KJRatT}FP%7o+&Fp7Q2JQ2##@rnx1&5=n=cRG{k`RI zWJQKNUN;Z^_kYHJ-Txm5FGgYiKSqyy#Bbk$d-u^RpKZvM#lw5Em!H~u+QlmW!FvPv zzkkkndAMf2JV0OEfqM^DWXqMs8PYhKz5ks5mqZ^b_j~LrMbm51~Gvp3^&L7rYl8BdLk$G#zS)86CAJX5u%kbTh z!5!LuRy0qxOd2kc@IMCLYy2OJuIQ5(E>pX-B*v*P4LBb;3V!PxJNB7*)4Ff<2lXuV zIM#gn){l@$U0UE1B}x-?Qye;9ZF~j))o;^vTivIe!2SC+h?Gg)n#zdQ3DTJTQPIRF z+TQtn+WssqD)3P$Uw=FN*SS&tI=MvxXCuYOFnex%P9N9W;1U0{Y_!CuSOs9r&1+G0>35QnACPp9zUo}HM-;gb)8$jfc6Y@b`H1^|QZ!o*&6_BV7@O|vi$@na z_CGQ}E-Xox&sNWtyDKx$hnaGpzJJKS@2sCsu4cTfOztDc^QMzSA*Mk$+*>(|n2L*j zKVFx`y3G*kI`nJ<>XhqNk-QN-<@TCfdAy!=#SJ;Kcivd(8XMyHO6sdCM-$OOG3bQ^ z_Dt${uc6m&^LrnypCilbMklK5_D)Q3x zvHjuTqX}naU0sweAFl`ZYvIS58S>fsOgXw>k~9XJ;oz-4IkHIB3)>~tle?>FL%RoS zXTqzQyq`(#Vusw?Fjuak3$El(kx$oU%i}ef*yveud)-XANBcWPQ{~C#ELol0ADjP< zbFNSVc@6c8liSvpPd5^KtR^42HUl4hx;);J?ch6_T4CLL=RDKf;eT~Gkdq>hHsYtO zo+0vX%-Dfh*Og2ufzZFI`YBNDSSRl?yW($txcE5n`X(oxf6Ic0JT4i z&8b%=C({!CUo4y^kBiV}-19-vEZWaR&(MFyd4D}I{zm+QB620j;Ne>C$7lDs9-!Nv z(ErU-hhX2Sv&Ija(zUrf+?GclXUUV*)5*b1lTWwjki#8^JgLWqpIQs%_$q#XkcmB8 z$){TikmXE#i*)&9)pYrMYmSs=rBJI>)yVi+5JJzL77?RnhS)Aj-FpKi{T zJsD%c(>soy*L`8e|9{MPDe_cCoO_7A-Hs%r`jG@d1vXcAG2 zb-k(ba6`J>U5Bq+1oz;`vAhY=2)h(U+h_c55QL5ZZ|l`TP-B zzt6qyuIGNVc~q2+O`9Z7w#Fd>e{9=<`N{GLeSAdw2kWO|UuTeyNSEf(*be1Cdcwp1+VVl+B>9xF z-FNysRX*Q5L*895UYfH0;_Sml2ZSsCqx|LaifQ;L+LrOqUN0S^_UrQv)8&gT)6tDn z(RuoJ`l)T!Psd+M=d(GoY5HLD55(>41uRJ)El)S0%aF+@8@RaVBfj_Xnk@1*VN#DA zX_9{+YZW{Lom}v?jM4J-hAiTUDe~dQsp!yj;-{%{t0+@?G>9Ni>e*kIh~9{2&9pc( zSsrbkjc!Bk$od}r_-xHIbnZOq-Y8uBxu?p^`2Uaj^pE)Vx<9Y5(Q2pv(R{tww!)VG zz5c1q(C1wJL{S7$KD!dkTwdB(_O~tQO9>cv&)8)PVaoGQ=tc_{>uX_(_N&6(_ z|5SOjelogZ3OZmixSqtn;n?~q@?`65Y}Q=)bQAf6qKR;GBL4O?t|`RPljP~P8L~RH zrvy+VACEul;eRzrZI>XQZ^;11li(g0UOSPtvt>zg5Atcc_ujLv8L9RkTX=B(DEVxQ z>XnK74*lh~Z>*#a8vkGG{_ErahiU#VqBb^tl04qPx+(q8v3vQZj3xTv;=j@nQ3k!+mXs3?8nT3jb%y zmh^$FSHOSjA4@Yv@Hg&NG|7?G$F%(v9r+NyWpH!$DUjcb4@9rQ|5(PfH+z(Pv4I$A z-2`NXyzrSmFPb3tk>!A9vDAYS+arfK@`Op)_XD{p^4Vr|G55b+gden#aTblIPg&Bh zX%zJmp7of&hmFel*>BJP|5wk0=9$BZdv*VBTh`Xj7EXrqldx0DmVQ8z;+6c)L8glVtR6CS_U4@^~xuYr{Bf zB>dk1kKoB4cTSZx<2y^;8hWlU>wjwhsdGwg7mwbUi5(x0&fxyw_?zvsWpPS3{Da>U z9}^d8pEdu7T|1IH3SFbTPvgG$E1M?~2alB|QSATYxj*%38%Au?0^jEHa&!sy^d9&9 zc*8{be)Cjf_;He05Bp0D(15lf>=kT@?{IVZWb^~PM-HFR{sH>v)9vZ9aZ)#FLi;ed z-6gIrYp|mo?ma{gK4k0<(Gy>8pC;R8^kbd2x>H-dD7n3Sv0LMV@#r;V3a_6c*OUB4 zn{aG1Yl@zFX@7~Y`FqJ9)mc6*A#N&4l_%@ch->(5#(26gO z4*xf%$piGz;|*iwo8norB()p+`2XPHzxEefsrLWKf>H8xyXv8FaFzaSnIN~}f3qmf zeQ`!8<8t^PSyQg898X+4Sw7x0f%rN_zS%KBjxHKQ98H`~o?LUUS}W8cx|ZBoHD12v zUXK{pqm2{MVUy+Z$~5Vsd}W<2mi@$0HU1!Jt-|HeR$?2*{>i3^j{oz=;wiFyW?$?- zbwhyl+hqRx&GUclsQ{~HI@(B1ishyJ05pOdld==Vhjkne;=vw8z+;Q^dt_=Cp z&dKuU-BaW?{(WkPMAn6LEill@4{3j+{pw0v@-~O_N6MGG)8)@4ljIBTe{IuT8QUR= zH3M>{$oFUWg!>R*{<;`8`~SM-pMY)DGsnWntB3pl0n9|p$D3!#A9qiar=>IGGI2n^ zhOBiHb2|LT_Nf2gv0)%Nuu0hJaoDCb?AbVZT0B+u&mYDf8RqA_z{C3+WtLM{ZzqA8*C>Z{d~p-|U=79%KY-g{3;xGo z(?dnIYt~c&5N$VugF^qi;_kmQTiC7%ShFj+b@tKTyyAtKdJjDz#IL zJS`#jwlzgQ-k!?+N6NSO3QNazk$Sa$k4|A-PxEx@{|CbV{NeINiRK7K6Pu5fFL$Jp zYaAmj;D03iPl7KF|D$WjRs4c4idiq9-RE%nbH4LAzRt|f4J5MaTl5(}ncBt${aWCE z6Hha)M_bkQr^xraQ{-5|2>c)74{{Hhvk0lnAcgGrk%t8M%aIR|IfFLAudjpFX8p~ zyT;3rtbVLVzYXTFd*CmW{8w+<-rYI@zjq`yS9y{u-|b10^%L7m&@bd($~80M^>Dpwl?bAA$WP>)8D^2v_z^6ieH_$%Y+Z?b$>nkqXo*@vw)R`@CL z_!oK>n$`lvAeY!+&Qhh0DT@4E9P6q{e4eO0CI6sYbhte@}IHw2xtL}S4uVCN8u#x@X z|NU*_usZ)*!%lE<7EA$cG!PC|4-`?Ja({YP!%~iZdn|Pi) zeD4I#<)z+U&plHfIChZy{(A+3<(u7O9PWRHo&KtLH1!9gq(v0Z{Z;#~xk7yUmgN7h zuT6G7S6%T1_x_@I1i6Dz_zdJcO3BIXOqH+jOP-=1o-(d4ow1QigVTR59W5sdhO(Z3 z9)x%CA*_dDlY2Lc!ta<&E@7BF+JSCieBYLim7TMD6aRCr0)CKkPvz#B%L+T}`M2Zq zBY%C>&pmVDdGDMX!uMj8$K{{v-?Z)X_If|{2RuGOEc!%inLIYX{5~(Ve|DdW`&H^! z<9}tEFFkWt*PL|UTgSvuYFfs~Q|$Q{_|cEZr~R;JH1%}diHpg5!GDcaBWu@{0gVFW zzWNBtfBfW6x8N)687mv$e-QkSh5u^%GzYHF7VZ#JOEymHCKpzYl(Kn)WKi>9YWdWs zAO^ucMpN6WJc!~Zp{|P?- zm&MAPk;KW#@PCvX%IS`O;NicsM;`w7SN`w7H{UT_zUKNAK7GG875=v^=RfnzeKiN+ zoL@@bKF06&(k!g1#FLW@CoYJ<57xbh&OR2_BGn&>!Tz5r7y#c!V0%Zyz0vT0K zKc;(n9R6efi_kwM!{M~@o_u*RTrVCXpYKF}m9oyZeXKme-*{TgxX=Y((O1<4kI@f* z-ZN58E*|XIe?8+rf%qeW+MYhmgXCe!X!*W)Ao^kq?T0Y7Wcc5cbI?5X`tj(D$~2E} zPG5}wm1(XtNA1L^_`O}=zxuj=EEx)ihGPS5bo^?1&wSj!NnLOdnWIp$d?Q`_N4||5miNymw_82(_Cqdygqv?f?9wc_2EC9`x5?txf4!fQ-3HME(eJJBk})rkG{tL;kEr_0Q~=$ zxVwV?kKxt#`$l5_+hG6U26;kVpVsxSSmlb=8uESJ+obDP6?rgce=Kb()-3B&|9@t2 zZ@4#99>M3&xW3&z2>uV1Hq`J%_@Pg*zhUeHY^7`Z>xZzGID|C-bQXH(yV7BDb>#rg zJ*&d{S+E2LgrRf%q+@h-xwDbAik-T)ID~j$Fuu)TIk{wjG{BZSYxSyE93P;TjA#}l zm(~uKhkK~GEg3Icr?!!n!Ne`p2{<_u{FTZyk8e(2jQ^Eot~4+0*nYU_U#G70V=wAw zI|s;zAx|pvTrc?x}MYrSCNL))am)(A+%Ngf9CLi5Vd^x+{J^ikwb|8Tf=`{ z)AHo6U)-1Ed9U;TJcq6CHSZk{N5eT=q*1+h^6egt;oL|wVHVF2}XL#fZ{=jebR_6}j6Vh_hYtNuwOR}e*hU-u5)-!xFZLszI@ z{}uiH5&oZ9+Fu&64?_E1!yN~?)fsyiENjLd!Cs)}} zIaWAa8er3-$tUQ2Lj!8Ve?Pgkkz4_s{$^)i;(Pi4r?0{PM08rD#vhDL`QJR+5B?9p zml#YwVIVqSp!`@i$l-rOhyPlyto{vg3g1)zB_WV{8^5=>IL{ovMfHj1OO5}&@Z4LQ zpJGDiGm&%LD+?!nYyEJZSBT#mg8$!}^M4+YYx};mCpoqLPVfosX&7Gd%+>+XL&I2=7N zLO$7*CMjLwB$V14jXyMZp!{#`@V_7R1o$Akd*Lf+-e4g9e|LD#Ia~BKL1PZ(KWCRb z*wUXo9^BvEA05zNe%#kzPA}~%4LScSM%%)1%||H5o#!)=!|Y?&7zG zl~*%f7j81}Y5_4z&JvmO29$3w|dIIbmmFZR>1 z{vSu4%;A4i_>bTHWod7?*O!=~5Bwh>8>h7N*nfEHtNmAbs4wEI|M9&jY83}Isv|{d zEyyRflQC`Uv35v}t=8JXef2?f|9@-F|G2fOkNl~$KR!!$_T%-IANCD^|J`V#{MS5P z1^?^FgRSs??*Qt8`pQ?kdc*&I@V}1}*C_wh##hutsqRp|>!r29>i27XlG9J#$MXA? zX&&F4z8L>2)m*`U&CTf^5veP@?Qu0%C`qc%elhd(uue`gj&=_*wp9z zuMPjnxtI2W|9#*;+&lcs_^&mH$}{!v6X9)`#sTE{!>Fwf;e4<-VsEwkVY+^({D*%Y z`_G=<&B}j#kUibx3;OZ{oL2tp`rLE=^Zc(E<$pg%w|z}M;Vb-wANTiR|7~yhukpXG zNrKJt7(jCp+Aoj4uR4bsUF4+el+R{@|At%+N!SDea_$_j@SHOOaRXch^i|Ow)K?n_Vsf5`!)LNKMr=6 zGs}8Vr@+}8*mh4pJ^9FrT3kmij%+-+0Z-j-#dv;xER}11D_b8`cDhH(b6Naf$>vAx zEV%$Z(>jzhg=465)wB6LJb(lE)WOPs&HwEpm$tW?e6zPZK0puoufx4LBd?hR@T|ZD z-RGj~e80%X=+K6 zQ&ZsZe|vZNZa;n9)18`uUh>z&UF7}c-8gfE_=niWgUL!ZAHPU`m3a)t{}=IG8Q*K| zULx^8Jh8K``Nx#=-?QJ$!~cQg{~qreB;S^GajtJlyUG7KqWo`K&VRN4zm)&p@$2C~ zzB%=OEvWy$5C6Y)_}|%y0seBJmt0@n`33%C|DW-nwS@iXtFo@-0J_8f&hWphWB-l+ z-evx3F>3sOweoyD^XAEQ>0CX(zxw7ej{WzOLFE6QmJXy&r!zivCw%J8@?Y=5|7lG{ z&-~Z@|F4(-b+G@n*-s4rvFYEJb;1wnB0nDNA=lS*D(64`KeSwg*kq4zF*IKvNvIiu>zYx8}fKd@hC7=*Ce07EF!& zkY=@6`|B%z-q!*9+W|gxlK=Z|57{!U3HHC@85pn0{^OHG``3p5wcvke`St+(-`5dd zca*;n(_d5mSH%An{HOlsK{2}OU}yOXef1T(;;-*^koQ+~=FAbT>GjkVy$adcJ^mgR zjsI@~K9u`@`Z%H9PEo%jnwjQE?C2wwE6c zw30uSwUfUbX)mW%RQUgj%b)r?Z^Asid3`kgzj<@^T%YSXb^4sHq=2`1c10)o+k1oL z{~T^7Kfc#qKBAsxNHfmB<9x74&eEvJ8@$T#sxH!f`uZH87V!U*9UbLQ*z_OwwTIIk z3 z*7sgzU+rGcar0aj#{cKC_&NDh-oH6}b#)z%7(mar?hy61te?_c&aLb%2N!pciT_(f)slxhu=@u)!v8kpB0D%a z{hLK?c^)FqHlemDiM_{;Ur+slb7pVQ+cLCeu=H=H&l>q1&*!1$0RO;z|JRG1=a@JC zKbOV7O6ITTchvstc^-O}rKdiYGqd%4ZTtb<*RS=tdWNs&3}39Dd6nZ;{yXR4IWfKR zza9MVAb%kT@x%W1^1qIB=2<21Ka}%@=%?~u>-s$T4C)8bUHV+*D9#^><$UlM&NFsu ze;i*$vH5CbW%uzWN8|sSiw$CF_~X>ba#pVH8`NiED8E!EXl_8y@zfgGgx6Fb|BU}y z(-%{d{9jx79{&Hhzm>!PzrNcE{x|F1@lzXl$)1{aRNDLvCed9HR|*9D&0d;J^#);)5sYn)n- zsOSH-iLJpIMIGhOhug5G*Phy*4)V8SZRFDWwo*TgScF)`+25>vQTy)bf^xa(zsV0e zem`UJoYVjM`uw_N@#fvv`2Xh3*{`8%e*QN-`lgNq*A0OG*#B)k1F>gSt3U&&-({5MSgb9%n~1a^cPRU%BSvpXcJQF&@nW=;fRVf}bD9enaP(n!MLF z!e66L_M5)Q-S}@f@dYQ=#+^7Z{=0KtjjuMZzF@%kZ#eM)EpsAZSQz%bx?4Af?h>pZ)n z{A)`>NFX{Oz%G-4VZikmP_764C#7<)8%NMut6pyDcFw8Im488Z>t0aU9l8{iB=n|qM z(UAbr1xO%z@4X8|@4eUczwbJCU!8k(uNr7(^8Mb=^WJmrKD(^Fc5iF>_;HdO_3=6MiH}e9>JI;n;6KjCr(HXT`%&ZVyW7*^3;{!U@BW}VN5%D2jym-#%Pk{G;W8Q~gLm`% z2Hx9TyLe&KzD?_{Z_3Vkw0uU|v+OD3Ul4rX47>fC*IlO@xNQy45BzIb%@1zdbZ=5v zcbPe$nT+?VFJVoqO3#nql-||el8BboB&~lV$p~*DY2n?4ZsC{oF#hk|ym}>X{D2-Z zC#<1 zxe?7|YD^~?+N-flPZ}g^=FN~58EGGjE5`X1S)oN_VTm7%n=hJs2yh$}VcW^uDZvuRFz2NZO znS**sV4V*oxo5LN{|!HuAO~GNK6+E)+SZn+mNjKa=Z13g%+b5>`zi3dhc_;r-8DB= z77Xq$IVs`b(_f`K(wr9DNv4K%Q+{`^@`g+w*j;i)h0B^r@j^fF`#-?nKYRQz`~3Fh za$?y;IlOqB%!ueABqDK<$bc9K~v|0=1kik4F_$W zdpo1{__4?BcxT#K5B~-D4ZuA4y#suw9ly~H-MWNf!sXNL+pqDz6Oab11r9ua{_Nzl zr%%s4d-~*}g{S9e$8QcdbW1<<>kQ8x_Vee@U&FU{z>%vL&b`>aDp#_njFZffaWW}7 zM8<~s%jf}p6?~`N?2++sGhXPHe&F{o&=zqsEN489_m)o{Kf04QXSzhUYal7zK9{VB zrjpv7^@#QOP3d0c&kD8^JwJX!CiJN#i=tadYLD6y)4qY^&7C0(1L3uB3;&<-e>d72 z390{~&J+or{Ll_5PFppK%Rq7J15G?&a_y<~b^7fB0jA}fcsmt43X z(4ev~42A{#9588UbnDvHr!gIypq*_Z^9Hp*8fwatiNP`o?cZ?UwlZf_qAZw@jOSpP z92Y7{J(@{sPz!ZKxAWnLeq%Z|mD|^^Jw@0JZQ&;!-myjcR)0^HgZ42!Yk}WwWlC%p z>4y5fBz>IB92zYtY4fqTJx?))wd+N`A4!Sww0vyYaoeT>!Ocg8~T=n zHLEEDnpD?!+VR`iKJ{c?WOIpX_7Td#TN=jV^f3rh);q%fM?81WP8ked{Mp%tGCcMh zOcUEsw&VV_Dghr_ZeYi6eLnq*(+}OSj4_X3b^$*HSO*Wz92Sf4Ust!LPjGpn4_KL* zE-NzA;O1?w?nooUf??fb*#C-g#o_5gq8#PiwLi1RksQ!Xk^{PW4O{8|2;mQn!SLe6 zA%y))6MiP@VrWB-Exd>Ci$2V^hSiUGa>u^Szb4AylvD)o4F6y7eqiDF5$K;96o!wy zvWL+fbd4YAk1>Tm_-^Hs{X5^a?*xr|SIlGh`$0SFEyrd%*UXtL=^>poOpYT4ppRs~ zYr>%4!1`4suwGRS$8O)hP9+II-_87vZdpUl?PjwmI~`%OeO-Hc_j*~L5~lsM|L5-` zuFhx+-f;@)P`HDvX;DCv)W--N~IIP|?kx-`^&+fG0G<(ZK^)t-I*opZ+!q+|f59gTW$ z{i5XOPLcI#ak6ewoc8A&FR*=J*nTzMle{s5BsX=SM7R3fsu!?ley*DoEBmrW=@{a0 z_C$^m82%u@v~TRAAD-R37~_CR=;zZEtH(!61k%H?3da~nvnQxM#~S2SVBN|x4dW1F ze`5J0IlE=CFf4>!-4_0j@V*v(z2vW$CdZaeaE>AN%t?_QvxaLJ_OZpDImxnp)-b0% z{p7ElCJY0Hy#FC!=;yN<3f1|0mkQ+E)@+UE__8!-Jja(#)OZ<=75_v{>v5!&G|>l3%IO*~a$zw-Ih$M+uIx*~VZpOBj;_iK5$dU&f`J-o%jk*#XSZ*)Vq^aH;u z0ES`0({A4WAMb2W=_Uk72bKYB3%3Jovk1P^ZYhus1OxO#zb;{G1VzUX#tp|E-*))> zF`jG>3BEHdexn=X-uX1)uJL)zClVv1S8W(3!{#{b*FY73^FTG20D2pTSq_SfnVfXn z((-k@v+lAF`#T5tPCI_{wK;Fmmo7ia^711Z2%U@ou-;Fz1>JME?bbVIlF zL%$5e89(1W88CVTvQZAgzm-S2L$;{#Lk{aAchW2i+^T)_G^<`ko zIuhQzmV)oJV;5 z{9@QZGZP=1|A zaq~R@kVTVHr6=0|tcd1vVom_kTwB5s{_GKbWX+r?SvWR8#)Y;4-_gD|tcJezW2{G1 zm&wtcWocT7Y?vP_bCZ2#V6%^9e4n~k6`axd9BuA5B58qyMs`SWH)%5=~X-M&8JsjTDL zCFv0mveU3`~165Ozg45(j8mL{}8 zU97L^He)HqKOwTeFfJIDcN2fqlgE!G8FLxBDI8;A+>iM{?`m)B+=Jn;-uHBjVfo*L zO*^YicvIc74A3v$#(7xK!Z~VDGndbf&PoF-rM+y$_#=Gm- z*WJDO&#;H|?jR5E-(&nEZSjwOfWBpL&vvCs2g4(O6S}qpTIjopqqryA>Y;r)2;+ho zWs5(RcEf!;${@6B#f4%2#{AauP|V!PxF^s0Vg4{JF33~-$?RKGQIEOaXP>_q|L#wQ zHz_Jm=k(4pSPUI>GoZmovU2hW!~YSs^bcnFn-t-XwY{z`^9=WR&42Q8#t^gzgCn&r z8hdX~#?Lv3g*~3G`7iF8_kPk7fYw7x>r*OF@!?hVt-xyz5 z<4+_6Y34igDWQE`IlU=cURdLS2wVJq&z?P%Jvo`Ob^2h;TdJrZuA62=^_C#aR~Uvp z9{wNH0_(YrJ}&Z&?ik-_-&QiBdlP-<|1tP~arY{;er*19FTu1wE%5*Om4ln)(4w)J zGuGENi(t^P4)eAs#N#RciGdv?5pLbTF@D<3j>R|#^Fvcc7bFG9HOw^_7r?QOiT^{q z-@AEgKjvwZBzr`N^sik>#`(9ABTL3hYTs7QFbog4ZoND?OvVSaS3Vni^YpFpuB@FH zBb%lq>iR-L`#Qq8*{y;Dh)P%iD*-0{U*SFf!L{=`SLM8L^R&UTe_pEO=cLQBvx&DgO2&Ws)k%x9^?EKF1lI!?R{|xIm*3!>xTF7;BL?v7U zW1J>_KHCA$Zk;|XoLk!GwDiA!{%Bb;ELi5o`6*A`zwZSN{5}VHz9Bu{#lN9}VKWY( zEnttE?>`0BJV!lXIpmuCG4R0|56T7eg0Rx#x}HxvPv02^!@6>4Gy2`9h(cBaKLIp; zw=wYhus{9+?y$y>HGw6L`S>KIg<+X_xc4XBSafrK&M+7j!(`aNdw?@;xAeB|TvE3Q*;uc#g1T&MU=$?FtwUaWal zJo6S#v5}Yaqqn$V&oadISeB<>0h~K=jp7f$pMcjL;5+U3?Ki-$0Q#ZdBIOWvS}w~; zu6i?J*q&d*`_F;OKsR6*Fb`M<>;aAeXMiifb>Jp&+X24Qj^9oLbW1<$fh>SwG0e&U z<6vB6s$2H7y7}dNnDbDMi}wMfsiF+S-U~1;#>u#y>9Eu2?cMGk?{5Q{fD6q}F{itE z^|GALKQ2diZ^uSoo@`vYK-SF9z&VB~f^!&HJD8yRmE5!BJMC6vOof|F*#x({*X5~S zhH>la6*G24R8GSfO;QGU+lkd zyvuVH90%#T6UI55Q@H?kW;{r@^h3W4gJCgDhJAF`b~6t!QIm$IfU`__;yu1Q(}?#5 z0L!Xy{JeL=YRqqYihu17b^O``>kT3G-ou`4P2KzCx{9IAjOB`Z(rt3rnmU&s*Sn5{ zHK>HS_Zu2E*B`h}#`P4&?J$?|Bu!2l-P2(E_J8qy7?8&gAA%=iu$BP2v4+R_{;-bK zWo=3)xsV+qSC)tBTF8+0pX$B|*MYcS=P50;=A=mG?juX@2bC)!b_F=sn$^6m%bUiPrdp*qUD~VtA zcO<^`$C?k9mkp2y>!Pr)+f@cOuB>r#{UK*&x{gCg6HGFo?X8`D*qMC!Bi?l&er)d! ztm}M&GW>?_<#OHa-kL#J`)VVhSjXY|Nlb@Yy0&h|%HGc{Dx&9W8_{wz;wC->JzNj}ylx#vv2k%r@YcY-W6 z=kWUnz$FjNe?0pGg0mAcB|co^_p9-a>`dz^cfj}Yee3EPQE%i4*FrBGnISuJhsuQT zc38u#ih06Y(!cIUlGL*;=J3HX1N*X56C+VK`$$x~M%asgU)_Xb4Rumv2icuBLM|Sg zDOp$pHG7W}ee23y#I*}?GH&icPfd(ann)W=0N{!K@4!Br4lWj)#CfEeT22R}Y~Nou zNb{IHXIYq$*j+9ipM|qxoj?=L5Fw9v)*xdkJGi%Y5Y}6*dKK2JmRvl2ilosj0Z6N} z2=N{G58xD_ak7nL{*A`jhllHnq}a6pln$_A8q{{oSo<^A&o!NGjfNvZ^C+92ZW9FK(6f}%x4YVMzYngJ^gn;>F3h{_IGyy>@f^RxK=yD_10T?5wc-a7i+x{VQtAylC6Mm zO|IQqZT*ZP(VB0`0p0c7!oH0w5fZ2K&-I)K&oU%+ZzYG2FR8)3HGIuC%*VGZNmP(d zwm<98zOh|m9nf|Qw9HNAvY;B$SQRjIn`b9}7R4j1$yo2JtF+IHY$gvkM9K2Rw(5p7ke8!FdV@Aje{_wx1D=L% z^NixhJ2$VRt!SZqrC*l${@Cl;klGpH4$^h&q_&?*Qs;VzJ3&tEN!K-X*5R;b)pY-f zYoHOW>R=uIl$<%b2W?1I-4h9G{yFN^$6DXH4qvc0T{bUDlti3+jBoXcuBqQ!8!2l> zcEb4stYsr^r5|~m(5;o+y>){m(nJD=Za&#Jj|X^e3N+M)-@>zu%tN--(}NqynT3IJ zGjE`lr^u$(x;fjT4cM2MHPl)!q5EFQw`qyt;CnyNV6A7feagT&C+=a;Pkd+ey$!M6 zkNmx|EL7Xg$pQ6IuitUft~><&5v}UVwTs%clgzPzb3B1}_6b>loIiP70vmWQ8pFXClSH2mZ|fGCYyx-s`Q?Cv?v7~H9W9Lb&}cdt6f zKY1Ya+km0}8+cy|ppV`!seWyA4~zcnV+HbJM0eh+sZ}Ih_BhQu$7|-jq$k_gVci<* z-4T19lm65`t+4+#O&;C8MiOb30HoQ_|8>020_4(}Q?h(4${O~!csGRp?QzeJ=__OW zS{JdmyWu-&;9eceuALrtcjiCc@NUe60M|HaKYd^iDOjB$kMG?gi8M0+(roDGGZ~PF zcW=pwRT4qt-q=C9uUHzIriOQup*ZX7&I3cU{mFUKGVGgX#rwPP zi)A$j=Zw#6$dacI?~z2B5rCa`z6bNebIiZaZeFBkQ8!Ob(z`;Wl^B4t(!8r<&Mn*H zcYo*lAkY4e#{OnWY2|mGmu7rCOU$#w43GBVXiIix4wrK{$IE>)hY7^fo&FZEd&d2$ zi@Wl4ua*0~W3ksv{&Bv|eP{0BZJROFxfkzFw~03l`|rCllZAJi*pBgRvA1;4o@bm7 zEEp{Z7mks{4qPkXd7n3B8uE~PinjfE?vrwD)}8*p!cHe>*KwZP>=p0I9HI3fwQoz= zK69w z$2wY0y6i!D+d6%S)){Yk#WMx#u{Z79KgOQ&ktIA=ZSB{RmU~yukTjZo0LN?Y>pz^2 zO$AU-?#t;7^E3}guRC}q{UFW&kVp1;6KUsIYf5NW=Q(kndth6zGh+nK;qx4P;hc=_ zd&2$X0bS)-wrx+`9w*X3TAn_-Pts^613Gs!3BZ4o2d(g~i`H6(?BTe*lUJl^RPPpg zFM#Lrd9H=$Iu7D4o|BgjfBe63a-t0H)&zCoL-B)qj%%1!o`*PLKilpWm#yq@0fqI{ zS$1sYhjzaJbR7NU{vEVg^S$PQDXY9kXtf)$XeUO%ebM|f`NuTSJ^S{xlVbEdKg$U7 z$hdKN;u~pr^5720Qo}LwzW^@uyQQHIzO#;_%$=1}=r>rGUBY$a59wkVap$==KXiAZ zB=?Auao@jsmZZ?IT=W8p(C$V*=fVpCHTSQcle0KqqO_Ed4sZ09$=(si*-eW;`#D1f zpYwqq0v_piO9S^gIL1@Me(&bVedyN~JI{Ss_b-qyjL!h=T*_`#->3fOSR5qThkRWm=Xd02ShoreA?!=MD`TSLlO66H;J*N+ozLQo z-5uV)4|D=JH+TTJ7@jYAj`+x{C--m5-oDvmRE zF5%)2<6{1I1V}@vXgBGyyLY^Eu2vfu2{7CXfU`ly`^y@Jbsk_j;n<9E+2@DFmK#I2 z`x9X}(`|ca9b#Gh3?P3(0meBA$OIMxT#H-*aGpW%op$_2H*`xs^xFYoSPYY47m3rI zuJZi%6t0^c*Mm7GXW#fu;9CIabp+pO$8U5)w?*i*+m(mLviPyb^(x-W61Uy0@SqZ^ zv_#^Z5T4KYv9ga3&Jf`gk&h2P!-0=a0iWOU!5t`=*NQ$PX^#_5-k$vYzsW?B*kaPN zhTm;`DByqa$2<++3?EIn zdjP{^*o=d5d2DB2Ng_Q2;vqh^`@aOL0e-+3U^#FQU_X8xxC=Z4IM#X&l-AHK{m?Hb z2@H#2avsb$7#HJY+`j<60l4tPLlVkmPjzYDMlcmNb@c-DsJv>x2OEB9{S(z~XRhoSdQ^*$=j`SGlu0quB~l5Tism40}~ zhhZ?RQW%c)HUeD%m+?}0G9F>r`S=e0F999{F6J5TrriO(XO10)aDx@Ha`rUb^BRGB zHiIB1AprLdyUE~Q?ey$IRJ(?{-_HB5ycfx{JPN$ij(hQR!*dSwL%-uA`Xj6;4U=K- zLL6s~9nm-$w+BNS7Xg0(oM|Wv4{ZK8o~sWW16&O6er{cnt!JU)ajz?=K{egq<=PAH z))IQoOV(nhZY?^cF+1dG5u_{{YH^;_88MgD2-U zlL4pMwRWY}S*~|mWfo@>8&=k{Q)d?i$+N97@(5?Cj%E6*T~ga>Scm0Vx5D$KEGzWu zE&W{ME;;h^2f=g>;ZcAkLP5_V}?ujJd?M3oo=}~ zX~zral}uByJTTw!WVycus5!BJw+zI&DJ$)7;cV((^xWR*`9avRk4Jt-s;r^Z?lo~< zjA!jgJN6zRuO+7a=Q2L5t)Bl}K6!wQ4r=K!{XFBwvxdC8y)->Urp9%}xwv|e1M{J# zk7?uGewGK`m4CP)8gVDcxkVu|3HOG{Yo2Feylh8#-qB{5mg+!h(*JF^n`QjozjIs9 zsF}2r&bblI^&H{zt#PtjC_Z3H6gl51d0a zrpXs5F8zOx?^%Evo=f97Ym47+>Y3dq;Pu&sL3(H3@H)KtCvxV%6g@AT>`(cJxOa(q zXxcfRedT?Q2Y2ttog3G2erqq~N6PA~S(1k_&DsT-vU`1=oIZL8XZi9~UV@Pu$uL-_ z*}jkTZz>m#&XCjlr$C;CMHj~rp$$Gznph6Z*HL7663 zaE5u_m|=Q;igG2>V}d1j=0uDo#^U_4ugbg%f&3DlsbwF=^D2Rkd(9?1wl7m5D~@rc zM^W~G6&J?@J0|u}+NOX;@{4{*`WjuOpXnaNB20T;}q`+ z#`)K9u09B3ygy3UO25-{##hgu#TcuJ%lSU0pMA-LYl{(Q7mb@`Gq~>iQUIADJj+aZ zgC_m#Z>=--j7QB){8k2B($D`6bjDLB8=QY6c5jQYEFLo+rkS!yUZCAy6w^x2Q1d(M z`sMsgIk97+$_u0&-Lno1YFSUuPG7%t0rFJFsBApS0(q$Ee~jpG=L!2+Ji8u_bI5a2 z61B|kT$8KqqlSa9*zQNQt%>^)6Xf!VSsEwP$#dcJqgu%GZLuo5g}h+dxAN@IkkNoM z`$&t!Fl`+Hmo~us#}k7K%UnKt8fWWqkKIw07#_n-L;KIR_7To5ymGS?{6f*-X%#(5VH^{%5O9odx4Z;>>F$oY`89h)B*8+})aiaqV9*hMg!^ z&Y#ga6vr_vTMUC^fGIIu?a$CY_HfqF&>6xz&@7!KgYPwwqUPwLU&1oyu`krydx>T&E?R> zF>?3PLM;ot{}JD*j>iPXqxI4#tVk{@TJH&At>qA7#qUWUsA+K5I z-NTJ&^{KXRBYYcc7`-{RgiJ!pB;x#vcUUN+Xcp#$rX9A2VSlIJ4Uns4Gn^oCEyq3m z{|r0lJfHU}StjjaxxZU=<89DTNhaVP4`ul9UW{dLjlQKPPo4(qDZ3zf4*< zpJ4g&RyJNP>_Xl!{c}eTvn5~C_+K8<{|4-?&>`d+Lmpk6()Oz8a0v%xxj)8s6C(U% zY`7op-xlp>T-@9GpR(GMzr6qFkg3PyF^#VS?)m>d>^LaHdg~Lt-$=h@jjuHBIseO< zIUaXtZ)*RyeEN8_m!9PUl_tF6+%OGXKeeqPGmY;8?&+@#JB|HIRNZ9{`myZ1(PR_9zjkQ@1a&q`DYp6{5E^a z7+^GHDAw`V50)pr?tZNFhYDpYI1DEPRRQ<>=la+ky0Ow9r0M56N^#>L_xMWt-}IGM zA6__TF0KF4xU=rf{zdO>Q(l?FFps%!=$`)1VCTsHhsggR?f-{Dj&l&sWs=^~#Q9Zm zLwb3?XL$F9UEedR}nlTy_9D? zC$6u|!nzveMLG=A$hOWs{|nncoPT5c$NSHj(S3^Cy?7P$QnqL+?mlxZpm(*>-FqoZ zyi7l3tLNdo_qAM3!&?Blr8%{e{i!q+Yo$kp>F zWe{Wm+t(S~-IwP-)6aWGn;{=CZ^k%#`q}?`>i@XMdyVPmSb_VuepuUBJt11pa#&E?*$%h>C_gn52bUFY!Rw!C&sKkw;KhTp!GIOmQrox?DVx;Jbp0RFT8 z`vY(p(6gTzBNK2(rIMaypA^&)ZGrdnGp@4H$$P`^V?A^*#^!^qzP~(U++yP89EoS@ z597@J*);=Xv1Y0r&L(0(PeXHH*?x zamT2Ip4(nDBv98g?BVmBH1IAQ?>3lqa(6ey{pT7$+|;k;W_ zTzc)_7#8(Sl(%o?-V@vA84;AvQnYSz-Dlz8K)vhZkl|^Pwihoy1KiX9BiOAoj`H_z zk%N#W$~zIfn-1q&bi|zS$wVreh9dy|Lpt(^ zQWs8sPP)pkPU_eIeN3#!d-3i(Wd6pq{#^C^kne^DhPP;F5Wt1NXj7ct_F4 z@cu2^Sl$UPiGOS-=Ah1)vTwriL>KR;I`jycByGaWj{#@8%?s@Swt=GnHN2l#ux_qP z88Gp=KS>W|J`e5E$k|5N)6I9b9SQC0X`5;1AKwYyw`9BMZ7yW|@0~lU2>;#bVZG)3 zwWkm6n&j{~5?~rlvYk)bInWqSZ38Hun7WSaZ9tKDY z&QcaT<@|4-IjmIvnRe1_lMBJL>;kyQr}=EsZGW0?c!mR(K^frq*64oeS2^w$lGq z;Ddt(j#a6Lj(2x$h818e@DD(#((lFtwimMj7sI>4*N^X3c_zG@%{+JB*Csv1$O}u5lsGeB8U{-E-D;(&T2C_6(rdHjn9bH}GR`3+SKoqI-agVY~3)`USn0erexY z$WmDXc{Z~#Z^C`?70{!cJH@Impq29|(p?(RE&0Uq%rF=h=P?CqGBu9N`_{<~=>A~b z4*e7^bm0$aO#$?r1D>VMd&3Lk$MNLcxDBu!a4w|b-D#{l=a03Wcy#-^+=t$dyO&O> zUIpH(=iUA5Cw2?vXIwkF!@`kma*c5O=Qp~cTl%3M2#((#T)UusnRPe)5xVr}&UoEk zNE>Nv4SWZ1=A%hhS)O+Pj`x4Xvk$NuC{o~H_hlKs>2T_`7_Ixqro%897|H#ret$5+B2pFFnr6=naG zNVEqcN|D~bgB$jj{{s9w@LvG;x!(Z(;=o_=e9sNEGvEJ=_um2Z%P<%g!(`aS=7R^4 zE7YnOdN?NH7=meP0dPDv2AB)11hxTO4>=BSymcMmA}QxgT<_rc(hl138{J$3&I0ti zAK>CT!(`Z_fdK&Hd>i;B;BkBg`wHU?!}fq5z^)Py3~)Yw5a67FX?qTQQHF6bPR30d zGJ!yV<5|+^LVHCp$t@0!IeP)j!>hmx;Hzdx6KNxjq?I%~`ShxIWDgVX9DDl%dx27w z59%nUj*e>=&I|8wo;iL*cz=|4$B#jG0q;}st}E}o+Ce*hqZ_)VANpk&)JwrIZFg8f zPO;`0zOr8S1%3j&5jUb|p6=nPezN&e6q!L)IIi1$o* zXNuri0Pb^1MXQ|A)pK=i9wx-$YU zeDQD=gK|lN>bxft{p!jn+?nNFw!V)1;C`Lb09r^B&#JR*+4QW~({KWRJ_VFVWoeI$ zA3T2t>;{~M`qkDio{O`g^{^jm@x3T-0$r}b4`Sd;}qTwf6`8&kW; z$SyS?zW_2&G(W5|O?@%*$0e(51!sb+mvlV1&Ri-U8FzR#0ysWX!*i~S(?;t#1XB)3 ze`J%7WEJkH-d+^}jVSTBD;_0>WnNsqc}pWdt%L zo^6SRT#>#iXC*-ISh9V#&=EEi2ML)J}yxvDQ{I>ImXBm>g z8_KP?b8&&(IGd$<{-_gh=HMQxE6~!zxNYRbS}PKJB!M|g-J8!CSIxmrQy#v;BKVx$S37=7=4D!1L~8cJOuKFGLS}euAy<0 z2J(h-5varN;q`3Du3reA47KFJ;4ZZ4zXXk{4-#z{@4NGE{GhfCQ6`$`{Q&A^qnsGM zE2?fS{`sK|i*8#T_o}e1M9>k-YOI3Cb<0NgQfoF}Ff7Gi<9#L)u?+|M_g&Wq< z4H%=jnc?{V8sN1n<2T@+0gjK=P}a`Kevtox{4wQ}x;$B@ZlTTLon^|&vC7q(s$cKq z?lgIJH%E4@7!J8Wja83@RW7Wyl4YDSWAf%q!kiyQDzY9AMfBZu2Xx`Bo4a$lm{#)pm!AHHfg&ETB!@r(9b+f z#@Lc_TWn?z-v0^k$RFA}z`Diqrsnv*T`B{|*sF>`6hWbIY~9`GW>4KI(~lOJyyP)&uD4NIT0H5ePlKC-##i zPQ$$^uXPOH41a>0KJb!*`}XDxEYoLXny~y(#)Un<61qSp+J*V5+p=FB*E5%NN1d3| zNzC#8j#bMcU&deMj)XR?fxB@1W$~nBSulQ>jD_5Z!1`5H&IR>)EykIDmaVn(Gtg)8 z9A6=i7;ZoCh&nnMH}yK2vd(XrVNJBGvpuk6kXU}1rWLOD?>V0hFnn+?L=JoI_e=rQ za4g9Cc;-GPgko839@on2WQz}A5NXPlo3PSiEMXGx#5#EkMM`Q8kFfhkU7M2 z{oN}6QPY|;V}d+>z#_|j_c7+3*HMN-!J*rIup|07RS1zGliPv_S^N@{8xXgvA zJt;(A+6g;_pdXCC(3Tq&Yn1m@q+99YVskvc~!Zv zBt-M&XojEur#&$hGCLkz%Xa9~?Vx?MmUn#Xje0*mte@&Br<|mGtXo82K0d;~6Yg}e zzvc4b6S)YzSd`}y*SVP--?vlcu~D{DLRaeUvDy!Y$uY#li1sQgg=J?-OlPHmbVOoo zdT>S`XCFJLY2jE=%O2bWL4FGLbK1-qyz4rVJA+`)GV}p(8&I=v(>m#cH3kh2W!3)V zoZ-&u2puz@%nHys5zBcWwAV8eddRg?b1>$~mhH=j>Nu!B+M`}fTV=}Os}KFOLuEDO zXoWRnUtS4%%+?}KtA4FrFjLbR4LyR?@yvD~^92-dG~nPtBHD zi9K|l%JMxN@+FUDvJHrbUfggQ+l%+8UFm09xPHRE!Dcw-dk=7DkEvhH@a=(dzi#22 zBJBvnWn66E$Rq06CLPohyJ~m`$U%V)_>cc8iCyZ++Bwl$*Y00kqOyDzPY6Pv+#EUx zKhQd9?tikZ&l#0~6*q@mpaHmd20O;Zb&GBoC-uXfypeuQWeLKdTp)&d6JzRiS+SA` z-M5T0vQZV))y#1RY2x^YyfOWYJ%3Hu8?xt{bXOg~Y_lo9hcbg=AuopWqZrJwGKb@gY~D!7d735{kIs}iBYhEO;r%$a zQ(?_(%AR#O7`J6Ywh?qVqWo(-j=m}@#ZN9CpCRWCPm?_ei(yiJ9?zvmG=jX&sFrdu z8{jdwQqb%P9$%r@5Mu_^bRdOfvuROb66Z#`D-PKlGoa4rn+w9ECYj#mXvjO%K~-(=K~U)2p;+-lqol zaUUbjMDo85nBrsV)^}j%Y|JS`eFWr)o3Zn&q{~xST<;s$vKHFuTIdrjnY^Cdy-GW# zjWR|b-ghnof(0@U;5@>eKRlZC=T<-qJpG1@amIa$(8DUv*=MUG;oRbl* zw@}|hMVE2XOdfIXcuIVjOpXtgkR}x)*QW@7P{{i?;HNBx2pXBIl`02m73Zkb7_-XO`T*d)p+N zPx64gaOcn8!EO$qhPnZg`}dF#$Q9X}HA-bzcv{0PZ<%rT$G$c>psS1oDoW<8iIeed}adQ1l;+SpaoZ$2RL&aWXdiq2qlR zov3$_hg-V*>c0NQ$mNjkmcaI?_!Ua@uY`zmSd1nc7A)V%3U_;#&ZflUU=fq zc;k+DLB~h*lZpM?>7Cj2Y4Iu(%~Ktt9c5EcZWiT7d6JuEr_b9v`TsKfHQ{DLP7P(W zd28cI@9dbqD#MKO2i(k9@`faABf zBp&2_8M=#mGF-~aDz98KhRrbia3(f4b)d@f@iq?Ue1P(UC?ny@0q2y;q#GM4uKXdN z9Cq0BD?Hb{BR5M9LVrDFH5`FF8p@XP)~`$p@1}C6D09l2o8tJx@&4R6Kgi2!?lBLF z^J~75KS7WmzGd2A$w9tSMz4MS+wd?LZkU%$7w=fx%rm?P0;cFVpR@xy0^Gz@bM?d? zgaNq^dXIgQObzYoael#bT&!D+FBx*(Je4t%22W4A?_c{vmAOf|diFCPp4@x0V>m2- z`{$=>`pE}(TKJ!B!2!q^p}dfrxKD30kMQ0eaPq~x&<>~x+ym6yJ%0jnk}Uo(?W@L7 zcBt!qD&q^neih|L(ansA9v*qvx@xPH#~vp*T0%2k8>3CbnpH-DTfE3I5L6Bfgn5z*6G-pL17S}9xk z16eyUR`W7Hcd9(RdD$eFPp19%fRiugg?7L%fkS|rC--j2Dadvxl>3mT;~=(gjF;ef zoW(-}H9nS~ZIGE&T;FQaVt;bad|rY-_YE1>uZ>d<8Rb?yx$iPIJb;A%0x)cGK4}MVT#=TD?N1armBQwJkmlU05m+alI8)|JxMHI`$_ ze4<=L<`e0m+_)^1#}EgtqtN#6f;>U}j&J9;EpwOGvk>Y3K6&A8Xa{@^7y>xWm4lmH z_``T9myvzMhV%p-I~scUEg!V8Je96)K%X1hgVC7#GEB-;-4D4;!@D*{TNkbJUpq2YOB>I2P78w$K$IPO zm@3-}>0@1;7}ybIqxkh8j=86W_ki5Y!hEuaSL7XeK>2-?<7YEG8}&QDBY#++9N)f+ zXEvaQ^9)aQtVo=;{NlGG$p5LK-F2>M&fl?KFt7QaecZTyZFQ{TsT?v4+EaGiu&zy% zNAzpTq{lH5&D^P%dP#^npK2lbbvpwmmNMcK1q#?}kS`@$S4I_z?a4$yGCp zv_r+wz_cC4{5UJ#U)xR2%Q%jtEKth(qdn!odE<= z-w8t4Udkfz|BgeT9Z@TPLFgcuWwF8tle3r)8+gsJEZKxYe%>1xa{)&^>S&?8o9VDPcH0SQHUM6a)Gef(GA_w565&2gFLu>_87u0 zkcYUJz_=JE$05ZSekAQp0jA}pcw=~F56AKTZ+P|xwgV4j2ZIX|&nBT;S@P zG?Fj=0BLvfh3~J*xQC1X{|qz+CITD>+yK4`hLwu6a4m=JCTS$C6~Y%gf8FD7{O7*n zFMv;hegNCOT;M3c^*BxfIX7mT$Z`D38iv8J7$(DJ97h1g$+%fgcn^>?kv12;@c$QK zJjLs<`v#sr0{#{F9Z(f$26P7kfhd57`o{oiz!YFQFayYRfbX>9H@cx)`k`Nj!LS%6 z!~P$DaWPKDU4$RB`?8HUx=Lx!u|2``5$3-V&x*S!=7K%3AN1aK<077F+T&A$YOy{WX1ekjHn2tVW**ygTGK`c!s%cgT12 z`4#LPvLAhZ;PzgC|1{qM3itw3-1{1J0b!hYR`h$MBd)LE`TvLaHIDRt5xgyM#8q5g z+ue98KlU=_tsL6RD$6bnpN?{FmF)uBI?B8iP-S(aj$U)r7f2#S)v@fYD#droA#De& z0i1G3A(V9e_btHsZ{}|t_!|elBo45~ewFYgvEd7ewgf(-A=P_pKg07^z;A*73;Ypy z3wRf(3{-J|bB|BFfZvR}%6O;WHvxvlFn4=`@8<=_ip&MS5hKr_cXw;7$(DB1u!ng z$+$^F7oZM6+DId5{a=$WUTFOX*t4wF1tNjDz!reK;3niF;HzSoU!;k&k;W{5G_#!i z5@1@2eCLyX=$BzIEQZOjpFDo7ah0%VQBpcC z!a)Y`KH%)bE1Lg^%bwqC7o&jlK&cF6OWnSHO)fwd*QrDMAUkOjWc@9cRdc4RjMG^o z;$>2Fh>Q;D3)zF+R2Fnxm*$WI2pJ`iM->i)HmfPY4L=2{x#3g&MmKazKXJH+Oc~V- zi(xYC%#jI*YYb!%&d|6?!>L32<>Kj+!n;G zM7c1T$w^8pX(sKu2j)G6{6ZdZJoPqEA$edA7w;bf+X1hJ_5L8r75P25S9=-Iw5H0% zP}!ikx2yMQ$yeLCIdlHa8=qdKJ-e-R?NkO! zpg!chd6D_`DtS*iOO%0^)UKKgY*blgWOZ}o2jwc7xJ-VK#(=t2aKEpcY|UMQI&sxw z+8vhr@Fb5k4_>w%GT}I$-0xZk6fw`S_kUpXIvE|@3uhfI8Tck0u20ApuKpKEfb6uX zfsJIv(Dt%-N^h0tM)}$y_1<@$19kOR$d{L~r<~!4CY9wdWROvo+=2Ncuxaf04|2|kaA|GL;hKH zl=VNMtuB5yM2yA$Qn zhG;pvFi2$ukMC0lx(jfB(^mhj_rf--=rU3ed~FdVjVkxi;_y6?;g(|KT>($6ZEbPknBl619`O*_!UsDJTU(7 z3s~hRB9X@dkRM8Uj$=Yv%YxDUAOkc;_N*QWxu6qd&73IxURb7!@}1?LGX3|iNtO#o zW(ehx?^~N9d9xyAdO|lz>{b`@t)a^Rch8(-AV=RDgt$j_uO(Z?b(8zd2k@V?zu1}p zT>?SSA3%L3cKL5s9j9!{O_0g$VVp{y1p#H|zwv`7%Rckb#S|Pl02!dJa>TSeAzhT` ze`j^1qZ}p3eaHmeGPb+w5usd3_JMS35Zn-B3&>y1o)j#{w~v#1R~E?=$SJ4XaLUEL zaCC+o-8xPv`=4@si>m|VKjm;zPWAc2(;*`kcU5jL!%E*O$ZF4p{NW{#l{{HiOb?gQ zL9Ns+%MQzsX|wz=ei+%MrtF4pl85V~kPeg|$Tq!;G*LdLuZ}MY^PX~z$cwYb54-Tl z@n;*JzXHmX2gW^~T>+PNpYqvfrzE1?u*$sQ2iy9YA&uqk8VB!De%QXJ`!`To89l1H z-US-aS-}; z=b;(C+V@hvs&x;G^%eJ%z?*TQZB@s|Q|J$nC##^>d%o;iIZP%;cT(B9)RjURvS#kU zGRAk7Ro-u+?kYdXrJ&v=KH2|M_6EZ@epC)E+LmsR{Y?G@H~0{;lk3RLq#nrg6uEx| z(|5%E>|Tz_Jsua%^`zbG)<;b`r zy?xPsEEp3YcP=sQtL4`Dd9rqH3}pYJj-b5Jy}5Hse;jA@!JS^}YZ}?Fi%c6F34I6S zRL8~kyydcM%?jDJa;Z?BHSMP+4pdnvl)LEv`G+b))zDz&jWtg2ul2qR@7q{)d9aPM z%D_TdI5q(OtUJnubibkU-18wTT=M|w+nwIaO>Y(JHsmQy9PMfS=oA?E22iRxVBF!^ z0dQGI=KPj=zKo1$L*vj6pILntXk&Xnx(Duf>fOV_Hivox=8WvCZLmCCsckyjVBVLt zmn9P>+q2<*ouTVsikv*SS03GGRW8}EeLRQFf?{PS=cF$s`Zk0A=An_ZZS#gTZuZ z{c692cJinhSSCGCW=(RF>u?o{^U|kWj8#X@yN@Blh``KRIu!q9AE@kdo{h&#M z#s4L7tyRw!Xz4d-jsJM+!T6` z*oShA2$>qtXSIJ*o;^yd1W z_OGtAvCaiGs4ROi*C36nGY1vnE$3=^(96O!a=pZ^SIFc8dBc9nO>Q%j0%BE$NNM@c z_R6Kf<(Qwc^jzgOSo}|i%y?bTLHmDpVKCM*D`{V9=;D*(`xg&ZsE)I!b~TWXR$pj$ zL;h1nU;cr;q*+#H%|u>eu7q-H=6PF|&BK=`;5)YOA(PfR5`lNvtzVR>d?P>2TGaS( ze|ZX-U(|ibu=vd$C*Mg6=WPXhCo7FhCI-2 z#WP2_P3dCD%a%ZC`Humw>)y(aRk@h&y6Gx$)Me_LRJ|)K8)zGs#<$VAy*2i<%Gz+~ z!@7%c&x;2uC2wYg&SlAOt9^BpNASiUbNW@-o1(doy~9;m87SB7wOwHySU4dWV+)`&lTh2Mzi~B27 zryX_u7~XQdh-9t(r^3WTsRsimjC?j06I!n zlbbOWX|wuy6Q6lfmSxtU7Rr0-*W(;4BeaP_*Mr4duHUSjF;M5BPw(Vl+!-x{T5}A6 z@@N~U_Ci^Vf}WS{E0#LPa@Q|ilqJw#$oX$Xt2)pnbOii=?2-q&)+|@ux70tiZ2AP< zPo(^R>ib z7|es4x%Go4Twf(KdJ@f(m7=QU@pWt(0Z)tJiU#17sh)hcTbXO30-wfhJ6>?fnMB~!JKJ8 z!_Q>q(0JATOPPvCpl7H*_CYv~&CQtP!uzL>@5%(o%%fh4Na&p{IE=fJs5{iBI69;^ z@{Kyh96V-!)O^#81J0(iYOllC8z{AwP^yGeR57%{%-{%_&NYJl-V!@ajjQ9-&lXUe?$lXaQv=Bk5E z*E^vTbW^l!1HIHCOWlDzD?#t%v(Rk znp{2VW@)YZ3pJ0>#-{Y|CJ*j#Zx|v55Ct!-}GnQJEVN#c*yGXL%YJYMPfsuPh%ROX6G0pk~lf^AYr4L#NT;?)7Ck)@9Bgo}qmL`-LkfXJby9B(q2K z#dxuy^rengx3sd)2xa~GX}GjB1p0zwb&u;go?MSx zj=h*DtWov?Z>ZaYdYY!ib&(y*hhly?fY(89vu9ime3tK*C=-d@-v|SlyNXF#u?Mz(&NN=U>Me=XJNhV_-sFI8Fz&;(u$nxovr|eyOLE z{hl=jEL!L6@oU=AAFxkmdqiD^7ah8rnWpEc$5)q!$t2%;Iu>V}!E)<|avIX;BdkR? z!8%1B?W;Lvau3`5_pSaObd0vwcE)wRz?Ht?zD*=ABSPjT_myPmuI1hg<6=10TGLz5 z3x%=g{QlSnLs{9AC{M6AS^&L|)ZG`3u^q=ip2n?)7W?C(9!2+ZsC6mpd|kH zfEx@h3Jup^IIbuy{|!AXFXT-ebW1IO9@IlKeX)iTrSr!{s+Z83KN$B`TVw2sj?@<)^!HufvnXW<(>Ki+&Zh%Mr z)7}A0GF%OHk8<6(JoK=xnzo5!X0B6D=nFZ*4L)#$=blCzugc74Z~0PunACedyi*O; z>D>=~PB*k6R(W@)&0F|(d+VG8_4s-){bA>E3~KE0jCA+6XT$0;mNz>+h3`xg`v*Qt zTc68T&I{uzi$9hR=NTXm^`k6d8Mpgz9>;^hK(<8wC%F6D4xPIu+`m0bm&ZG?H{rox zk+N9+zlQH4-2H7@w&<(Jf2~X0BQtG9>G<+Rm7mQxSM0$IhuznKB7FeufNuli0H@(u zhc)x9b*(Ro_LAb^-Y54cV>>p|{UFY7xsFqkzc2Fp`l5R1$jj-l5u*Q-u7ohWwdhb?brejX#x+nWZ^4e2edC*bpVGSZ3{QYh*{QnWY zWdKgYwV$O^Cw^u4&;8)+DXH@O**(z6Ve(^rUotsW_liC7;>)n(`9wGUpX4deGw5Et zdj)_!+aK|r>_Yt`E_+_M_Xq?nZS4B=9;MfklH*3&%&)>HVYuZ)5B6LDmJoFp0 z?7A89pJm*g{W>Ov{m+2;fYW@n_>Xfr;PLUjTMK#b$b+LhH|lx3qIve^^vjFW$2!-~ zoy@f4Ed3b&z48Aa@vR8|7k_2SKj+i$NLK1#oVmOMQn~(ydt-Q~PLkr*A-?E*A32EIyjIxqZZ z*=8H#jsO3GZ_Av_$BXiR%vXp1RynrTAOq`vqU%!Dy2w{+{J9W&ZXU}2La>x&yxjcf zc`54P_@e8xYkU^}t#u`{hy3O9pZi0Ub52_4jUB0F*It(Kz7${?FOL7%6e=`U`5&%f z@=RrP%bKbarL1eAuKfFQ`oxN+f%|J|A)Um(_WL+LmV)yCq>z!;8z;p-2fXp0-&`in zcK&m{d|1~;kV)Si>t{vJk5qK}zUtvqx9gJOK{!`X17|@!wm&7c{~pIbi_%h^?af%f zHmXCw(;2rfnm;TL#1|c}xA^+kt^{2p2{NKrQ(2Veas0CY<-554m*42dY1oID@h96i z>i1hTG)VPfeR<=JxAnYvOot{ouijYSi`x_Q#;;dxA5^ch?17H5wBRl{^Wu^JSzs*Z zxZc_yexnZ$9XubQ7_4KKV& zHQB#-tjvz}lVwvUcpCqdH2>w?EYrz+ygYmMRL|Cv7LI)u4-J;p(2*1j{ia_A{~0Im z9&T7N2h_bFg*gA8fx89X&*YSqkL7hw-MR;$$15i_0(YP?ly`Ps;=LsPb8Tpb-H)z+ z;_RyKk=MW(Hs~qaFgc;jy3)#J@;$pCEmHV%r$0j?GMjqO#qyR>;J2>W@#TsT|U%hwIgG=L^j8L>o2YE zdlP5O66NXRJ6Lo4^Y20OP2ss2L+uGo$Fivh1o~Ic9CP8J z<4*#fy4LKT0mdFr9C&m!yVkE%{!a*KtM!Zg9|PTm_PD*h^Il>G#!SPyHm(3Zy~;Xe z56j~J?AX50q1vca>16ts3=2lthdvhY|1R{8crb%tR}%k2-TfWfu@UEv-& z30-B#1M1E3V1m8zpY_4<%@~rQ%On;$^uBZ(L1vE9XKto+X#a`}*Gh$KI8| z)zrNIn>B=@l%)Qi&3x>_sZlqKzbktd%T@sDw(( z`9IIS_uPB#?cUohdEeLXZ$3TE+;is4Jo9{Ko|$=O&KZo4XR)ThxDd~I%e{Vr*Lh^P zSPC!c*4O={E@H~x5d3l=mdk(okO<#vN#uZTBhR5rJMIR1`*9B&e>ve^D;$$Ofj$Y( z`6KsT3VKG^dsyG_taKk3a|rv4uUF&!We(_VN?L ziORBKmi(9jTrk4-x=3-?^YI?g9H5UtEcdzS4RP;E5RrTB7)$?T!`Y8`Cb*z7p>8+~ zbrgBZJPm6kU>^|_U)Xyn3#++P>GKdgOIq0HgpG&o_TZK!^fP|%obrHkGiQMO`P-Q= zKHA0b3}rlXx&Y4Ot12&H$&VR$5B@BmdU7W(;5{G}pgbU!<8_83o`Z{d3Mv!MmoK=Q z(=mH^!Iyp>sG#`5-lMlG7=LA**$;F5EdqHEHce_gOh3eW9sTUdhZhgg&z%-D*26W? za3>S`*^+oRG@esf{hdRFpe%ENCIXS-uIJ-DpdmmHfmp7lsshdiyUsYHj(H9pp4oia zbGyJk81+-iF+6+t2z_4Yv#EJ>1@5&9fOhpX>M#)rV-Bk9em0C_WbD^)tbu(Up4WNO z-iU7=r0!3EvznhnIq__{!n@b$XVP}we#B2LtZ2cJQZqGpXpo~5|Oo6>u977nCWeQMNAX41* ze7pyQ^Royb4)^K#-FoMv;`!6TV2`d}X8g9H5)o?0KBF4zQJmi{=6gc?`|O5r!17wn zRV5M+I}*9E$B4uuPB0FbK<5F^CAQS%{cd+d>5}(R&p0j9rk`z$^#(D(IluFA?sLl- za|ApS8OQxt_c1=6r-`lG7FB&4e zfavli<;}}y#=&uF1rW=9|MZT?i-&Vv0beQx7{>N#&HVlXwgo(!{-PW7yPylHap`@w z8GMHU>KLzb3v&(Ue7OGk9BeE&&%rU@9z$KaZTzB}1>w8J;HT0@-G9~Fii2+~LpJD9 zOdH1(SVo-t?Om-$q{BEI`!{+yK{k1CuI%?ug)F%-11QV&K)giGaSh`DsQ{G$v0QcK zH{x~5C5}FrlIw+F9c81^jX>1*3?0K++{fF4* zFiji-JORCn<1kaO|EC{!XZA6TO&jYpqdwc~Pa}ApLyqki&s)E^*MdHmzu>wR#$VnX zWyHQ0WrVWga;5NF;Mj)*0pg+jdjjEjiQ?+uJk)r|uYUa}<=c?|66#4-xEI}a+En@b zL;HCGV_z~aOcUp*L15o_47PWi=WT~|z{aP~?6YSJydIH_GrOPqQP z55@wB!&Q}+5_vaHvC1wCPrTw_`*v9|8|o;w`-bgjSeFs6Q@b|t)N7arO9ulsu?KCL z`=A&)i^PzhkLlwaDr~n29YbC`3v&(6i~jMALv54tGl2ll_g+Z3lRm^l`6EpM;+RC& z!CEk$MJ)_34aKxO$1Os)D>ChRK9mE`Ye(5|IUM&3wE6RD2k;Du!B_}C=Sq`){(Ej*Xft5I(AzjK zNDkUVpGTetdmY+z5@3Fdwy%0+h5Fs7YcM{-^i#nOh2#2*d$-al*4GxsVw~g0Mx{&g z0kTI~d@bTx_i-ZjHz`kEvgUV<`3$bd`vY+}v;Dgt8MPVuAPYStj)Z|0Ym9S5^KQ)&{OY|A=FU{|9XW%7|sf^$S5b&FwN`}8c6*I0*?3)&i{ z1Ce!CfP@>qMM($O1=a$60;=cgV6PY2NQ<&>61g{EZ1mgf7tV1OmI=#-woM-IwUhEd z*{lXa`@v7ueJV0!THv<@G6mv^0bGZ7j(^a3EPi^2C;(d^&egEJ;#ePv(Kh~zdWyjt z+Axt%j>(lZ^dtj z;^&#f+ss%f%LTf9oIZbs`R}vKxL!x%f@?=ejCS7q?T3jy=1V8c7i3MhlLx}ONeEqk z79?LJ-opH{_<0t64^_>NNy&Vnn)f>e72T8=oC%1{uxetJ+=XBn1-vaU~q{Fgb0a67*nXqI;*4yUx zsd+%SH_%p~CqVTUoZ(u7t`_W7*iLXhf%xE_yxpYFC6#M!sdR%-4bq1zUQBp)t6Vv|jwTzxu4Sb&-b!8J>H9Uu9#VARLpk`dJ85MfA(Vm>(Bm`@=EsN}v#+93ZSG zzq`Xm@)#%>2+M|LkMaJ<^#3F3f6Dy-K?2aW z`MDY_zY627J%+Kv1QRp{X|%Q&wxrJ|Ay_aTT5>ouSrGYM5G|sbPL?fqI=XO6O=(9PKWF6c)5WR>5GZ!eRp2FDqjeuJ+E9E?o~W zBViQg(~KbevS(-wyur&U0t@!Yh6w)2VhEfF?Pez$ofyCC**_Z`FGF5`;{1`ppE~fT z4*aPDf9k-WI`F3s{HX)~V|9QW8~&5N5aUX;=PCkC0a^rP473Nx6DSDi6wp_k3#KNi>v0cH# znKhV(ozFU%A3z7p(DBwh?BGUH>3r*|{xJR+~Zz&(L9Cjqgr`$?Qw=}^AGB#IAyhfNcCMuWCa-$w(}>`>jD3C$nQD+ zY9G!_GSVjAU$r9gE^H&N?^{U(Z=FNzn2q107F14te2u1$Wk0+v5Jt2Z2Qfe_8fvye zVc$?Xc%Ml@;5X=ELyy9DdElFHh&>a3!I&|>SGYihIKNAu$UeS>s7!?=mOC))LCRnd z)&s`(X#p$||eZg{RDyw}YTP~W-vWR%|w&YQd*e!M~XG9v_m zPsc@2B_QK8|^u5+-5efTO6D4tWP4p$R`_n!T8%RP$eFOZ05w9OJ1*_Pd#t1 z5B(|HZg{1~jUR7(>dTe;IbnY{oc`Vwn#2vSRgAj8RUWecLO<`k1+muUSp48=ylUJ&xc8sl;k z_rsL?(GceAPPjWZh?na!O#;V7tZ@ZLuzv)cj0hukotvLp)LdcIE7evKs@SIlg59SHN>MAUu1Mo$CNK`Jl0M7+2Y zNF;>AxmUYZ5e~~6wpU^QhO}E>jmQYx2=$;o{sh#4;#ga{E+Fd-+h^mC^NFzi@VsDm z32xId6@X(s%*kia=XT6{L%`?j9;V-9;>Fn>@H@C91)1v+)#*+!Cc-|RDFZhr&r-b;@REAelvY2zjA~1AN#!QkS&z@&yWMkqy}Vzb4NDzJotlg^s{>n zPP^&*jQHRv5PJZa<1zfrBoH=l_oJ$curtsRh(BUq3uVM|){)qQkNrF91UAmxWoBT% zW1bpu{-7CAoF4}AkEIZ!Z6ZF{?r%r!B~G~;5w7cXnOJbAC;actFmH8TKbr`4TuWR( zX$SS~81bVlh68^pFJFr;LOff--T=$PTVIjo^jb56p$93lAlrq&Iso`P80rxya{=xU z+^eSp$ZHMx)C$0ii}r;IAf7JqQWzb3)Y;s17u){+wKM40BmQK&$FjzGtfb&hwsFoh z5ciws;njauJEUSCOFT;UB~Vw}8<1y)k#Z+}&h)tX6ZCr%oXbt(MfxT%X7}1MkB9~R z^ZF6Y&pGNM^2Vr-SPvQXfIEM(oQ!c$>cO=vnUJzUpRdh;Igh>>afT-r%!}pV)AyC} zz>;jwe0?6z81l;u>*03#86{+Y%~@U?*L;b$=fEGaKZbgaZU>)$UByS zGhfd1jHmuhoZ7K~ZYQAPU!Jgwu$(oX>sjEJnXm2QnfxFjuNy#s3MF5>F&>r3hbY&s zLYSw+b#Kn{amw_%2UH!3jzb$BL%)%7;Ea!FkZpna!GpvDthPjApPl4Gc$q8^m>=4f zsf0QS>*xNh>xdJ3?TO1r{oq{nGjvLii6oMs9mSpsCeHhL5=VCLAe`4Mgzt${$Dbsh zq|eDOwd{ws8$cfs%!BU(kS2b!AL}Id^Nf0W$_lmzQ|y~4vpA0xJmQmlj3Kg;;(21i zych{S9akQB(yx>ExqYtq;&7j@?)NZR&4Wiq87-mhQP zKF&)Rb%2v!_BdfQanolFhpc|2Inw8aoO!Ti=VQ4^P{9y0j&%X}Ef9C|J{SJDKbxmR zTMs91oMj8KoXb(3?@12yxxXNJCY^&VZ>+xlI(3XWts*w5@<0iST9V2^cyjeGt0R9SAF zHHCO`_cl*fag6fp-W_^-4&U!a9I!AV_N-Y<*euc}Y!)+U*YY{UzAY<>Ag7(grN9FO z&S$@J+1;@opkAToTR+UepTre0r3CK?>J#Ok4Jnq{;?-)Sh9NkCdgDWn*_=Xc@f|;;T|1FR03qUA)gXgf?wK| z-@kzjd7Zn=mUHG2qekKXIMtUWr&If&oe7CQ?y;jf#A^qP`55cXY<>{;VCNmgtDG$O zpfz-lNHDbdQB?-|A%*a_;XHE~>lTUgUZZ8KH5k+btTk;R@JD+DiT~4E{sQp~GK21x z(q`^}&5&Q+$Lm{X;V19-x>~ryng>Eys5(HwUz1j<$ zL{M3tgRPE~Q?MiS6++@qT_;EENzAzMj|&TC<4(aJ>i|htf(~->NVaqEu?~<9!;JK~ z%U}OD+KS0?HH1Ifzo|024r|MTWQIK8zA6Du4elYNLSfGp7x$g>bSU$N@aNWLXa}IT z8$N9&?XoLNPIqGVH3|Pmw^P_{6S1T8N8d_5G>Csm(Q8h5Q}92!dpk=Od)6!x8vnFN zcDYg`TsYIG$YL|to62t3ao~S=3)(U3*D2OD;P1xSlPtb?1kB-DQ}I8=BR%@1BMv+1 z>l!RRc<^WeYcrL}u%=I0!@uUfg0&vNeMX+&j-`M<+qQnt0%T0Vk5_%$1Zyk%P1kX- z`RraM*hmo{a?Z`rN!h81aN13!K)M-uhBHr)FV@+MhrO9L*IL-O`wHTa<1kKa$n_r5 z_cmL|s?(?gaBfJI8M)4d{w2r7fW0$|$`kD2{8wd;_|#|VVc;*s6~>tS9T+Jahd;(= zQZ~P2cduO7ApXeTb+GYL@kiSq)@gE0h`T&_Sw~rQ0B!9Id9nKx?)Zp5QXEA@KLLG~lpbV*gf;f95*p z{&iX`+{ro+<7QYdKKJve|4|nSa2ar~QSBe&GYLD!dJf0do2QKz3V$>0aSWZt)B%V; zwGMEX$5wwTQTFa4s}5kB!7(#G`x%Kp`j-L@)L$2Y^D=OpPh$EwBZ+SvIN@r?ig(Bg z*60WvKC#{F7f-mbM;%bV{cnb|tZ{vkY7Z`ZcY&~8s8%mNwtL*?z`ggWIM$lj3}>fu zr(f?kQ$Mk}tQRVWDN8aQF>Jed4)lkoq0M5k!Exb#)X|bB{*~WK z=yjT`Csh1#|MDqMC+66N)cd5*mI2Nek2$U7TBE#9d<5QcufS%I1(kOU2bs^VhdtH> z+!H61d_i8Q1CU1nP6qBZ278RlckG{?mIUP>buzpB+-1Yxq@KsQKVnYmHqyuaU)FOb zv+C1kwXp<}^;~r#J8nNk4=~0B@1LI{&hFn#Yz5mgWBg6x!0B&-KHJA^4ZL50c4Ib= zIPb6g`k6frWRCqa<1g1+zxKxW2{##X?9U?mb<#&3kQd|$c_YX9q>p9Tr4QIM%SFn~ zOlvID-peVITCn;0Zqx>z$?~vyrKmKl<43 zbL%;*2YBs*!(zI=BjrT;fp#mH>#Xc?A&wDoY=CowL)(`^-$1nwlX4?{ZvI9Sw_`8W z!{5((b3OdAY}CDZ7$$K?9e>1rC7lP(JppWeg}jmFAbrF?cq{DZjJIR1_ptH*nrKgW zuGXSpk7eNIpZ9NkpG<%=gnNy}-=1H3xK>8imuSwntwfgfb9&|S#fRfl)EuuO5Z0+V$Vx{qoEI9!h!#%_j&yHF92R- z9k9?-qpv$ZNQAjS8SXEOt;Y|p^C0eI`z3KlfB)*~#ItbN3rOx|r?2-h@P8I&M%XRD z^#v;Ly!hvhf8OQn{@X`fDx-(H0X9wpuFQV52 z5`WU)F?TXu*P@&m?T*pjNPTs6jJOOKUnXnd0#U8@g=FiwJq~zZ;{6k#%Hdh4k5Kv>=|5e`T6JS%vH4x$Y ze?j^I--Wn+cq6AwD7H^rFZ46kq2$Hc-)x>Xme^-JhdA$JN~B!eL*JVj5Kzvo54AMK#e!ptdoapKRA z2c!JWQ6G8Bm%BW|=a=XWLnyBHj(eZ+eFoHl44%2uZ|rXdKlp750S>WjZ2QmSm)_3# zxYv%9Lu2{nj?dP2_+G$??emD7Q?RDRtOpT}4ZTl5@q|bf7xqp-SkbXnybC!=SH({S|D1Amc<~o!3!G+fm%f{l*Gre!{Z5!cm zZHVtb_nTXem6hLlVg?s08i_xy8S``{AB+Cr|5M|&UsvzHl!9H0zoYL3gxkXC0kjwL zbokAh=B~GY(rcbN@e#hACBU)169RD>sss4`5Ks5!<+DHd|3};Z+q{=NF=Jko1-~KO z$@?StCG;Zu-fxXRb-f+Kq&=7Pe`j6Pz_)`CQxe~X{3-nK&$)B!x5ppf?>KY78TRgE?Z{8HGZ(+^~T_D$SZux(`ZZv>DVoKuMkk1$Y_;aUzYaNMeOow)EAHzv)(z;J1vtc%#J3?| z0REw@{18Ljmw9!+72U`1zlZDp&%C3&cM=wQD#Qj@%SgH;a1VGhwg39~KfHM85B~qs zxG^DcH{rg1E*<}r%NGSSfBN~04Yhmnz9GMa;?Hs7Zw~KXJimIBK>tts|L1j3W|#+Y z!hQoC|MaT@=l_T)iEl$bU;J;yUgps8yB1HUCbf@uS)ohEAAR26um0y{LglZ1n0x%k{rkVhFModUebc8gM~Td{2MA-;zlrpi z%ly%2oWI*pyC?7SZU5Z(A28OZxQLp*3tv`7SKJg0pK2UvL5i4cm2Bb z@5Z%&J->+m<12>=iy4y}!hbeY4ievne7@^{-1`66&b4&>4_m-@J$?)O8GLsazT;Q+ z={<M}$CUpEy*sT9; z@W=0Z(6MLYk9J_jcS2AH{JU+sG5I?#)n?%zxNSA@F!=^g%$OIO1^)*r2_PfVRyLZr zvVSMwe}p*WY(jr`qcQyd8*y=r8n|mKtpC8?A0(oZPCh&EoyOk_fA=+Wi5D>ULW*#= zB<^K2+y0*^{3=pTMjCURk9A-ak$A+3j{j9}tKSBH+a=od@V8q?zIXrowEsh<%UJl| zKCzF;d4Qk#;p-67hWdT-{s?}lym*iW_%qrG`dMeZ>G&rHyZkozqYg;D0^gTmw*MRF z;9H}=;rK7aY8?yzoCtp+|2f}JwIZB|DT!}Gz9K*TUq63JZ~rJmQ>}?~>{0*UgE)QyxqmOqJFDVwjD8%t0H%4!#Z5 z)cTZq%oVUd%A_O2j|#r;e60COR}S6NS|jUi4uY@*|j^`I%T_`RNC;BPfojb7&KzWB|_#@Au98My97 z>i#3di|Al(ps2r_^8SAzH34eaa=to&^zzy<4*bu6EvPAFxdt-8vIOnG^C229i>5vk z;l7RdxAv~Mt)4?K^Zm2lP-eDH5VkD44Q3M0q5@g+&rhiT{aXrVIS{6{ZDGRr%^04} zWurb3?qXgK|AfPMUPt5c!?^?Ef7x?Klb&x%p7_i?n7i&bg6~8(f#;un=IHj-^fJGI zes9|>JV$}71H#EK&|)PA{;yL7?)^k8g~6N}hp#c&-)=JnWH6|Nt`IEG2T zeh$E}Gmv9W9D6i|-{y+@@S-oP%#r&n8^OaE!eW*Ree8&HCQ@$2PX*e3@qhrTZWktu zi)1`qN!~+NzGVKSA9u*U5oJ*#Vh`GKq_uzJukMc-_}>U{pvy2V#H~^MHV6JTFm`?l zYxbnfa2_Xox?_j~n-(z2E(c#2%&BqUKmy+G>-&5b?_?QBAIGFy;Tzk+ zln3XqkHKzDK8t>+y|GZw3X?wXI1K!8?v3r|{yCptoL~KZ5ckSZ%Zy>$g_=V0F@`|9 z5%NxL|A>hIrvmq=*a{Qo`wgJVvQPE+C(DEQ3)=@U_KvZ2Kc*2MuvV95{p74A9ibejG<+;K}i`2}thuHU5Uek%S|V3!l%WSf9L+6!@kyq>G8t*OU9 zi9h=3$M@35apXE7r+mqA&S>Jii)p=da16MG{(Z@&%a=1h&UEmbKlD9Iq}>$w-7$x4 zw?-Sb@NJPZZ9(~x_vmYnXt#xYsf6P}G7hKDmKTl@kK1hEcn;He5ffYwBgzHDP?+}4 zD^4~g9agZeu9kR}bhaKJ)bjX1A0-HXob%>@4yHbXVeA)OSI*`mi^j{FQQulmV3wcD`)=@<2wvVN8|Gbl0yN18kc$k&Qj-0N@qJQzW0* zzRrVfi~QZ({vp$)Jj;xH@YVrr{9~ctCuKzS3$x&C4F2vE;!nYpFYXwREADoF$$ox$ zpC>O=zOWytZ(kiv_-xXrW6ux&%+p@KO#Zk}mDTo{_~TrV#QD3 zT{)_ZxWi$)H?w$QEUSaBvfE_x;m5kR$K*ODz-XflzxR zSmT>Zr$~?O0?UtOM8Yvz^X$iCjQ7d?JviT^@`rgPz+8~LpAzf}c9kQrw`CmcXBowX z1*yXt2&FU$|eA=|*Ff`r&3d4hegx$!>&c0TU> zfA%+GfLI7{U48<8><^ysOZ!dwmF6!Gv;C8pG*!>CpJTUwZ0FqaChHsCLn86N;6h7fHb(bi zTn7I8U~d7Y$;}TnKMa%jqrY9RIlgPa(EomB%Q);c+ORUm&{fr{LLG z{1@@d;K#Qw_2k*qa`1W%Z2?wr4j_pk!*3k^xF^+AYXX5|N?v&gx^|A$2eEZXW9uP) zSJ-UEMB>3Yu=g{^n}YIe?7ixWul(S_>-2X%$O-_z8^j*tkd7H&9DKg6AoWtC<=U7s zCIsM~f~LzK@sDa?%q@tYJ%(tDXnOvL|78z&M}}f=5|m$K?!CD!@O@vj`yh5CoI+vG zCw@F!=jpz@ef~@Fe{nSk`hhJJ3>w$|acZfGPEpzH`#GkVc2q%A>zeT{h zDmAU9gfVZd0}e~jMu>Vqxco65-BwG*z8Ue)y?z45{k1$XVO}%@p9&?3WrIHTAxr~E z5(xDPPgjzg{nK(51{>U8){t!;*A&s#aOad~v-5=e8!cz6z<0vO!npyX=)~T)!5HUl z1l(<4EicY*SF`6&l~DsWAKbf(d-$nPHi$dM7w`<)5qY}WA5}yi>_4RP_bbCFTU;;0 zbpm_XKku|mhi=0~UH>a^=PnE8e**T6;T|G<2gYH^bf|N42%O*lYTS{Ry!g{RaiCm0 z4q-u93akqpl?Hw=(^8_OUoTi*nD>w2&yB~w`I}saC;fkd7nF4a4zc2fk;JhTSLCVEH_zS5EUZ+J66(t`Ulq)kr7Wi~KKlp;6tA{hj=S2b&ft!?P zWFhtmM-igK!+!A{4WY2-!idgq zt0TUDE+mSdWe^4Fpci5p`*AsNt+#%Haj3+(pNr#JA@%LgJwxS%7yrz04>|sc4S}*= zfimBPvcG4`qH!U7*$-t-$F2!@)x(@j3;o78%5$O+4gzYj!|@{SWyE*caNPLj))gZ6 zdMMZWX#?{9M=+<>IsW|Q#+@W^j~tc-_vzp`sDZtD!pJTNBB87sg*{h$Z8rRQq>KB7 z3W1uNPZxV`%v=XJqWZrpxj?VJNvnI z&Bhqh!Za~$%meenJTdR02gyY7lRJR#W1{?B9`OynC0y0;T)io>L7C15Vqw>qcFF@M zRyx!)G2B!~Ne9QHo*qpe^& zP~*pl@X-G=hcZH0q0E{EcM>yddV<1a{O0g^W{}+dKAK$CMvZD-WRBCRylj%|O5ELfk|4N@v{vF{u z?lCX|@&UR5gtny`px@EG0;aJHSQac3mJQ3ufj9pCCmgSQd0qP_c;U{27ax>sZ6GWM zGyw?bmnJ}{FAo8o0*VBR2SPpi9HS0X1#$En@;x{#aLE(Rb7h&@d#AhS!p}hp>PgFv^OC{<(46|%35Eh7~p!>p>^Ph+( zh|fRwnvU@w+5M5-pE~fT4*aPDf9k-WI`F3s{AP6k*llK)fTP)#tVBy0gWJx`3w4a2 zG@2db0`oSF#*AQ3-WQ?YXGLc|P)XjV(Nr)3>v3iR3GDlA@xDF#H$6f2Px>wvO7ip! zYN+>B!1BQLo02_^)`uf|Is+7T=)d!+&jUl;zZ0nUL1x^)?Wy;n01f@7M#lm+@;8S# zKp@Tin?sy{;D7Bm2fP6ApWhr6=(m%{f31Esz)!Qcx5l>rdhr|5H{ACVsP%=1KFg=x z=b;a|^(Xgljs^+(mqVaD^fiY9vm-baBK)K(RC@nFDFD3-qcA}4pePLV!RIL%*x_$> zf{gx)-9a(?H`W7;=&UY*-dnL#VE3PxCNnMi?dJUFI(yc%j_rH22UI$0O;?{oqlrLJ zgeKYsJOi`SYw_0>vsv>*vO+8aXf%78mb&V^?azv9bG9gKh<(?tPW!Nt#!$6&Yu7AT zJO4TqW{6}0RdY-g}z;8z4qO# zHr-#{mF@1XXxGK}uI$T~Z>nuCST9?&(zTzjz<)PJOb_}&^NpVTK&kfO9-6(v&_2hr zq`sV*Y!43>WUmN|RcTSNru8yf7qy~{DLZfFc^g*`nPt3ThxNpVx;C_#FBDf#d9^fS znDlz7dyy3e&N8C*iq#bw?Pf+)C*WxSfWMPn!^EcA4Zqla$0<3$MU*deO2FK#?t!- zxA#9Im3(&gvTwa3mv|UVzv(|z`pJv%(ukbWB&*uuiYluY{+S}h#*u5I`fV1q(+e-{ zG5ET>_&tL~SNwA_qPi41#f#00%o#PewV^@fvLj*kXP)NWDb8zO=%hka-FSJ;$I@xS zLYkafbgh52>c$OV!joQWcHss2veBY1qQ?a&!BQu8!-V-_cI1Thj8o{t*{j zc!?)nYjHX9Tx+G_#vOy5#Y?Tn1dXYlpKHui|BQJbMKkkjjyV!+7^i!!C6YJ$EhlM4K5ou&@roUdR1_Xd*XG~!|gBZ zS|^&Ar|wtXFSKaf?lm2gyAmMu9&v$Tbmp*$$^yR9bwuS7{NS88yi<#blswdqdUh(@J$5 z?Jvk{S8uVm>tx+|;;p)<7QbH;-=?npr4K5aesvbfZiIBt7~Q$kAAF4)tCU%HD0HCK_@Vm_ z(DZNrHQTkb?Vcf8c15@4S8nY1RYLV1?)(+E2dA6ixV!7p)ys2gJY9@O>jw!D$&a1L5 zjCmZH)_UdJET^4E_ssL2;(Ka_Y-FFi#FBuz$;6Hy71qn8ZSQ)h`kpAReY!3({?^mH z&m!~Gjl)uuu3UH9KFdh-W4@?FUlX?pJ6^SU+19DF$kV=JkbV1=2Z@fQ7j~71+uF7@ zJyzn>B12-pz!g5?8UsxO#8U?94O#Yj^|qPGMuFYzW_tT5Eb%W7I+YY~?%A!kEdnF9 zAJ0y?I{e3w8Q$|IPL!5%8KT>I+o0=RA|^_$)c2jex}Api?1RPYG&JWc%+t_37+E1{ zci`TUW$0p>- zUp{BLF0E~{X@9>M`~KR5%_~d2z%GvM^a3Rv{z~-^E>sKBZasOSctPINio3;wb&|&i zohV#bmE=gs)H&?U%1yJLFIW6v+{Y<*7jF0O-r8$$OUKd-Gr2c0rGwoZ0|tuj&>Xiu z-2K??({2WfI!5@!ZCQ}`CMa`R2`#c);;@i(?WxhB@zbJ3Ck=bp`AtR1+(8by;SRaw zv=SQ8rt*-e9nmi7dTh4yVZ~XdyG2!|mmc?%)fP=E%ChwncO0pwu%N2w_M|aI2h981 zE%vLBUic-<-!Ab@e0~q@3roMJIgKbexunKwUC=B2x$!2g&Bo?C%p76#IV<3Yw^D6x znAM2+z1-xF4IC94Zn%C_Z2z+@bqcEBdp4LIVQxbEfOKRS9VUQJGro= z>mYmGl_Camm7~;FZI)k9Yqw`nRghc@>#Gh)lDgi-^UvPX3lvvxcfQZ-wwJ`e>nD09 zmn6x`xu>k#TOJS>6nUd`O-?~l&^sGRGm)6y)-NiKW{fh3epFOE{6WRCgB#pm*Id|t zcOY%tTw42BUt-Cz6NCMn9m3jWs77};Td_fLv~Su_gX@8=iT-yU zcC?-`Gyg{Ay-@}7Hmz$^BnA_s)$=b{FPX6KfaF*g(;Cs|drhv3rg@s|mKp2PZmQf9 zQ!}RyUZDzQ#T^}E91DB2AWlw+{nF>o^dIxqghp;T5V~cCw~wsUXJ6^*>1JO&Is~sx zI&YLTNU^B>nyDv^*B(ALXOz!#u_3;@PPweJ>RVl9H?38>-k(LT791I5UvZ*hyyz=p zNj}l3rv0&TTZWt)`_X*Q(=%iH)fO3{-DF5_XZz~T&wLX($uo$EB)4WeK_&->2#S` z?WeQD4k~S2vv0B1$vJaIe(QNvOilgRy$<;*Er_1-OAO7At<4`Mm2hMct)#4Kg3G%j zc853R^$n@%W79fBS+gG8j39@Lw^qPz8*<6dLWJQDAaCob30PE*lYw@cUP18LP= zT6u1Ve-Azu2T^@y!bZeb5jufJ?GexKW{D<_T(8vA9df@n4&RchCQ=paA0bk@}S zOBL;PrCJ%wJ6PN89Z{{a^R2G8&xl#24z1Gm%1jVxIXHN1Cz%N=uXrAKb36P>zq(N- zWwxihVr)k)Tig9~#GOS8FUE=Ic$(Jut?d^IGE;gr-df#V_Nw(6(OoL);s+;Ao7X9K z;AAK0(rkVZT}xHut?N9y)G4)A(Uy5ClGgH2opQo=btM%SNB^ME4fnrBNLKdC-PP(u zK|8Gnk}B@q7qyF$zTdNYUdEtL0f~#VPw3wtF?pD#tlZJ6X`G412LhMQP#ARKdz5>XZ+su@2^GsY*J^r^htFzT`(Ztr?TJVHeIHN&0Ex} zR?F>^#@4jSgDrMH3ca=Q=84q?)e?`zKbPht5H0085EB;86U%M0SwrOdfR`0gA?bw| zBvv2kuslY|X+*a(b%tF`9$1d+StWLsrsBT$^C;!KT~Wzh_O5(92)G{ZVH&A+X~bY+ z)&ZZjI;V_JpZ;)VRO>+@)87a69b&&wyHF=qbaCg_^LAPY+YyZJCi%eY0a&XU0dKB*lCi-&Q7&j zQ^foEUx=5i>9<)rM#C%ArA36|nSNSb=4r@l1uuTAZeVz6&&X5JRxXPahN^2C-We*r zH#e$9dULn$# zcR3)L=J`Z_X!iN;>pvvTpg9`XbWo2e)fLq&Sn{cRv|eiy*OKL`l9e^>U$rnER&&I@ zPx99RA_H0;dc7-S#I<~_o!^EO_w$X`d6Q)j7^=T*ijv!ga1)V$`MbSun7Cx9Urw^y z8+`qv{K^(xqmL{~*tCS!TYWhZuhFWuo7$`L336Lz4Vl&EuPAAWb;&X_6PFjv?OU?Q z-P_T%XN2Vkam{w&Lk4v?m@?BvDp{@Sf`o5^i?+y%Hk;>)tk>3>SpNBjleqfGRTJK< z&NmzXRc5hBJ4~TYRq}XBvZ>n;xdnFZdaUWVbjg!0>*ZI6dK&hgoZs^Gt@C@I_wZXG zKc}asM8EjwLu4vv&b|23W$dZHx6ImPJbZj!&l|~ID#SJn8nSDD*Dvpq-+c<(_jc*b z&E@v_IW8L$=WljxU!pn0ex^0Caa(D;y4Ut$TT4v?S5}AQ7i@h$(oZzV&b8m?3F^+W zq0)Q*ezQ}5+FXr{vKGZtyJT-qsL*!Rw7KMYcyH?$z8&tV`&8GBK0os8%?_((wHY?e zMmnRTM$f`7%M~7UULA8H>)yMW5})389b0g5z@o&f<>FMModR_zjTlAIU1#FdbK2^R~lFCOKq`vvB-Pvu>F1HL;Rmz@8j{hRfbf* z8!a=^%%&D7*UCE*@|!;I8BnR6d40HAJA-IfZ-uzAp$C@l4)l3zeyxqS!dY5I$L{M# z?RNDzHgMjILCS#(bN!N67<j$9-!!9kXy1%cZsEbq;BQ<65sE49w?9M^kipvOdq((-O~ zy}T79G$cGWtabm~|!?d%hC!sZw~9JuiI`dANz zTVA&5MmPHSd3^VFDWIiAnGWfhW?E_>on_I^p)_!mmqNSw^Y2^qetB=;p^SM(V+LIr zba11TPIlHtuWlXyd^-C$+=oB`Nx^4_F|YV-wNl%Rxo0F4kECM6Fw>Bv|x1d#jbv z%2!YRKL5I4$FLQlG;f7*r)Ww#Q^$6^{kF@ajr%snX~x|THaKS(&_Ce(amDr#L-MSQ zrg%FVO)yn+UTgo>ah}cM zZCg{NSsOW_N7~5qA4k0ZHg3G~iM&q*i&j4J95q_mb(Oc0TxRy+r|Clmj(L8eZL;IdfmM8^uoToGOZq57ZR$9L8Y=TzA>sFkdSyJqNYrDasi7Ujr<;Vv4 zDV*&gA(4JzS4g^|n?v{@8E4g)#V22Gh`ez{<68DHgLATjSI)|}S=gdoQb)7vF1hN_ zE%t?b9LxOF{*8r*r^MrgeXl|#?L8E$U#e9O?%+?T`ne?JsgJ0-GwWP!FR!-Y-pYxc zTNK}NRK1W@bgSL8wr$0#r?$u&;PLv-@EhXduiNika4{gbsK@L3qFJV{$7QmLwny~C|!0+OKrj;dTZMm*bTSxXi3mewLUb7%{<)=tWd zsLsQ;S^3R+!v4VPRmK@zI$s~6R6Fth zvy9xntz;F%lI|QVjZmHnbJd4EJ3{-^^U*bIccRtNtnEq#m8CAb$65s*Ir_@#FFi?D zsT;Bz{mbtz`*K4;t88hXEYo&1_6m`TtMzxya@#Bu^uDHWV!u(bJBP0G~I}Eqe}LKD5sbm@BZxb*Yfa+ESZ%xvcY+uOt+e( z=YAafHFl|W-ZXEOoqow%7wVggY~AbmJCiM)vn)g%y!M^bc{X^k;+k)>YzmZ|lw7-a zo_5{3F7SBmRLz?rHwvXx<9dF3t>C5LpHNYB^eE^dtzKQ7M9%c=Id9Ox;^@z(x};CL zR=wg*db`s;^EN^Ucci*U=Iy5{FOo;T^l5Qg&Ox$6Ya&E>#p*ro#rCppkv%J_o)8-b zRlYgrnsV#@$Z6GWfw^AK@1`2$8G8-ODb;l?LCd7q9wi-(d$YYqWOfM%&%IS;HzaBL#0sg=!K)SD ze^5(IXe&DInseK-VVl)N6h-6h4!0gmv^wl2`&CT-{(Gyel9!U+>b*3#d(4c_d2P7G z6SBDUWo8F|i<}p6jwL$+|LT1pbYSR)5XC`{c6MBvv&BZrN1A3CHzJQ|pw3{;fFC>Z$<|#n9}W2$KyViy3QFIw)I1*{5i87Yw|m( zy_1}5=8=#F>PW(G(Ny(;(&053T2kfCL0KA=r#c7g#y@}i^}V0!1%(umbcz0AzECOs|ce*X2W%(@Bo3R()L?meBwe%Q?N z@VK{i=<}~u`h$HIYQF22)OBG-w;M5XeODUyZk1x&GO_3OPsYH3eHXQ!pH{16IVqi# z$@=tTUPbqgZMN#_cJI_C+N1BBK+AK9qi1GVPV(r~$!m?jW~A21#TvdPmCJ_E68k8I z&ad7TEWOaj>BnD#wTFJDsmkvhYF#`(U_Q;ft8KE@pta|BNPr=raQDQ?9j5Ca^UPSU ze8TGS8f6)A=VPbe#%DbJ>`znIOWv*&YWEnlRqA$S`S!<++Ppg9|H(UkdY5CvwM!xo zWXn&g8mRqw;>|gMb{D3_=iCg?ju1;e(&vG}^ts87$3~=<^}Rkt`_f|C8pjq-*6wnu z81(`Inv%3k8`+SBi{0OQ6uimJRkW83dt&yvOjfkWvU;oTwMD)fGOZN!9qS6VJ@?z> zW!mfT>)lg5I(w8(?0lm0I=Qu3!!ui6bgEew)a{kgm%K`S$-3gNVtJiItA6O3)P*VR zpRsbM=O^XBUVY5X%p3}>3g>uLbb4^P`qAyThPH3au6n(->E3M)ZAZ>yu`j{N-8w9y z?f8*p*7sGl-QWA|OuazsesmkPFw4TJ)K0Byf4g*>;lY;MG%Man8m*L4joGn3H0<={ z@|M;rvUlWvjPq7bt*|l9SgF*j+u(B-l_ozelD?fVis@ zvKf61c8ME}TA?g6;;((DA8!mXSaf8!&m3=;o8oDvqPxXuI@yYcW-7+Id~#lqzIx(X zC7Jvu1vVNvc>^X_)KqHTl!GBgj;U*bOuvuP(F@b%ee~o{mlzX^+Z%S3v+9!~Re7m> zu!HOn1J$oB?>H$Nxtm=ovkXGzxy1KH6k%)}qf#Q%uJ%6_qv@5p#TT?$VT(nQNlYw@5EM zJXX9YzDFw%!McS@r^lXEC%fpAxSGlK{I=t3+viBNoP{_9%yA?&}#H<}u8ryz~hNS#u z@g28fjyeXGXLWwP(!D}QyL8`cKUvXHkNu-dmq=--W-HBGIku>%Is-Ulo=QMp<}?(QJ* z0mnzK_*|Vgwbc#X_?+Vg=k9&jdfL{pbf&kuw?eX>wxn|_)hU7V&%GSAVC8L;O1VNF?RmSvJ66YCD64A~K?pc22FWy%e-eTaH{d&MmvA{-guS zsTRGQZC+KxMopDz-{=MVnhTci$d)u$q;<~q%Rqom` zd-bS|hR^@r)o1pWzempOA0EC||J)8wxqe!6TI8)8_18#$_r0^OR=X(ZXeEi}n0EI} zeR#N=h5jwc{A;FV3La&>q_a##j}I~Tay!~G=bK6Iw))=f9B5hPqSiqQIwfxnG_|~^ zhsflZUK-HNW2n!w5GOrvg%6XGrnFj6{c>3CW>4rQRy|kHau}j3WxwjV((|Do_O&@V zqq|P_eyJV9QbU!s%3A1&9~#{@tKE?eVxPrEF0hufc5ktM-E*}>m9Z1e|0UNZ%=>5|8#KI9ZrKl| zzE|8!mrAEaXnZI+DmEzQi=x8)v!jbUpMD(fGozn&ws^-c8u2#UmKTU-S(x;GHSCSu z%$3Jh_s-ZQIWa9Wz~+l-anQ1w;S(H`bRx~a$aJ3e@Poz1Z{uS}F85S_HKVmi?XsW) zQxi)@6j!u!n0;BkP)yV9POwUT@f*jr*D~MT{rgPMk4j61YNtqAw<>wQE_Hix+mW_j zUOwG+o)-&UlbCb6jrG|M7w@HqgoW;nkb1MTYE@qOdrPZcpZl0ZUxog4@bm#|_sb7E z|8Zw4|AC9n&)2h9n%wGLah7L@XwIceLpx-ZyCzlMJyX|BbHPQWUSg*o8=XCWPOhEB z-!?P92TaSFl+(}kKvIO3xBA7J=#|krObt0rF&3w`Wg(HJpvS={{QA1QUpMAJoSZCZTt@3Ev#k}E;c@@{?oxR&S zW#8#|Te?S@sq!-wXpUQNPMI$iesEBLtwxVg)h3&}FTXkF?$EO5^J#~A)tv1x!cI)q zKVZD+yB2o_&-7N18uvMO!=dcsU4Oh>CQ%lzopIOqR+}4!=f+JMubE>p`T)8i8(Q8xFyxgllvIfXSywvsqdsku`rn^t4W&u#uRC+erN#8QHHvaBt;W5PPYSZMInwJd)2-WGHZ3Vw zapY!?%rQ~voR+6*=_df4Mz=hU(}vhHfe8L3AX`M0atG3CV4$bxc`S!ZLYbIvBHX&$QzG06vMn0H-Yf?KoX;nY*R<}YfowV+fqjo7;-&$Mz z;@!)lD~2h!D(k7tSoCJ1dC(oxUUz5BD#F=B-PiWEqEB1G0R8dmr1i?HNBuQ-%fpdk zwYBGtZPqT7{w12?*iw{J7rELwD0zQsr7Oyg4)-DcBFz1_NYT;<*R zu2LVR6>GLWKmKZZWkCn|_{7brLnid-wAZ?>df0-=Pp7@HD~WGs5Io!3A?i-R6~nc& z~1_HG?4H{NTIi($Tju3F#;byGFT zb!+cl9}v*myx28myYis+OU@5=+2Ad{+Oga5#EXhMW5l$)T|NxY%j#d%s>H_r^WXx- zJ40wQwdK9Zmy>NZ=hJcJ|vFmkdqTPp>XGY~~NZGrI*9_{g zfYxS(n)uxx%H=2X6=c7*Y*Rb=rfvNDdAq9y{W!6AiLaEOyQa2gl6Umi)YVS1=lc$N zbG~|n^^7-#y__Vzua=jbBI)+xvXYKyf73vnPvb7+JC?TEetyqKmm!IT-mU#K3>KM0 z&9)D`YWOASi}C&S$~#MvOrDOJtb5$6!lRX#)g5t`|2${KjoN``1}@KR<|B{v(6qm+qf2Q+xNS>QsnV=@0aiQ zzIs}08}-Ap211+I|H6yN6ZWJaKZx?at!@nbyWl1;5Q2j&#E0x=(t zmYLOKxoMx2B=I%+yKnjE6^*Z6y?FooC!G%5QuoofOK{NcBB4-m+_7~>o!)YXI;6ZY zG;Qs5z<$_inxbSvNN2BkZ_4&Kt*ujh{POz6v~4EFXHFYWsPHWw<1wnWmwE2eEuKM= zUG(D}KNgIi)$M&(-G$3WO0RpIX*1+gT)Sjb$5j)Q7sk-KJD%AP^wFYH#&Uq?x$WoE zR{IS0J!3WfuKw-4x3rEPJY$y8UiK=j+XJNy0bNqttq6>m-r8icM4H9*u+Ek(_1;@Q z^eL=*>i2&nTm?*AUAM*Ey|}wGXmJ=|aCa!~TA)z8xVyW%6_?^#+$qJa6e#Zg-|xL- zLP!V`ICJjaYcJWy6TEIo9Z+>FR#zJMkl-`mZ`pBci)iM*JICyUIIvKH0|CI|1)@gd&|$?nBpkPA4m4_8Y*efsm+&f?P?U~tvK*JF9+Fq0=Lc&1+ zo|{bBRq<=!_dQmHDq3#Y1{bZYu!46H7`xMJiRC^uvs$xp~``6vUQ7tWYs(TU4 z*>Tk13_L{p1EcmpiOuJzfe6s+OOTJ7L{dc4q>5#kdhMQLx|NfgsGKmJ8-=DtPj zsG^J>-BBsAIQ37PfuiAsZ=T06`zR*IaAX%c96SzEXF zzlXBOX@)A$|A8|cglWeG{3S5DeeiM@FHkf0kOk?S-j_FfR(!(g&K8{YAKE=O!QC$6 zu6R2>#$3BkZn4l%3(aLG1a#fD%h&H<11QQW!Qu!`H00oIG8W3HVae@ZccrNPqtwpq zpPRfiNQZN})_L&9JK!4%;6JlXkk(m4YZ7j#;mPX8g`WNzg0P0^T20}fCszt1n5^;R zrglddLO-O}T-ave`I{2Kf%jkBq=c@Ct!H0pAUJaB@;v@M65HBQ_ z49s8um|RLOA<4B*uviW3BjgI}yN4t{km;BlGnb>Lj??UOb0Bnjz^htGpi&~iJiS7{ z_6IVeBw8K?zuxSAi-n_0y*4%O0&|vnXWjK5iuxz8TUzOk+S9rT0^;`U!8+V8*kcE8+NaCZ7rOf8z0-zmJCJOr1plPCQKYi zas`6Bpe?0W3xC3l)1XO(4RUSdg&I2*S&-S9wZ3-6&I3;yee#%|tgAZZ2(ORi8>FDk;MhQhTuhNm(w5#vXA%D`Y!ECg4-AZsgH>X zJOE0outI*0lh${bV-O}I&smxX4o)KQPqZZCR zs%H#vh8KwXLJQpLkcw#O3@5n5hw=Lym@Zzrq4bDdg!8rq*t5!-I=XWobIw0M z0&{6PzSU4$2lrGRR9^U@cSROGO5hJx=9kQtUjGZ<1zTuMEVvk1^Yxk7!)@eF;R*orcHSv3V2H6F{lk0fYBr{l+~?058kA)0zRPws`UU$wOS>_ z#i&0piB{tiZ)CE8A1AodCMX{sc4A3hB0Lunv6mLFcyM}J)gtt#jk|ei{XKpqE$Kg6 z?EZ~)c)6sISxl7H0uaR6asJX_R!~QrP!J_refvRQqHi6h{gx;&&Cls<0*?XNA8W_k zEUV@Op}jR?q-u4&Rgd3f?fP`F1c5bT{UnLPS*?*|&#WX1pg6fWjAD$+h#6ft zxq#1IdsemZgE767COlSjA_<+q4g>Qne{~uW#?N5?jp|~HW*wepnIs0^{v4 zZe<1cmvHNNn^d}y)EPUbW3b;ITPZb%27Iey#8INZK+DWcf|gc;@b1Uo{3SH}5N+Fq z|7M^sxU*KvAtLm|Q>;5_K4|Rn9W$SaSjkDkenJz?jT!l%^?QR;bP6Zc7|fGiM(yDr zd*u*nfCeMK`h2)4LH-!Ccg?^Y|fK*=h{?2HP39_VNu%R~Q5+JZ`Q zE1zmycehD4(Go`l8<>QMF&gNTKNkC_XsDg0CpT0@>Cc7|YC2}Z$j#%?StcH;>=3X( zyKM!W6+^Ipvrl(rbAOaAd7PGgM3tDJFAb5<>owA%IJWeJ1DzxL8`LrU5SIXyVtBx`0qkWb#)is!ACmKmUOan_;Z6aqK#sV;+Sw z{Ya=DX3XzB)Hmiu`YMM-?_I+Q`k}{@eTKvGTn=}x+}OQxqu&p*kOFk_Yq8f4Q1)h) zOobd;-1Den0hNb>;GWs`xQYI35n9NITP`befafYXR|Fj;nq<-yyy*Ck4{Y)gyF^;4 zYJUO{tef1C-9Vt}YCxt>><>Z_ueozgAt*`SpW@4Vo^JRl{D3_gRPLnD{*@oI{QR*< zGOjZIg^q6YbDR)3jSG!T3%{Gl%r`?W*2vTB`Y?#;=RZaR$8*uCY+7VBtUMZ=l2Ns0vdJnYnDJ-I*d?01>8p4?jqWGPs1Qo-Z@AT z9;pYsy@J216Y^o*>_7h=yq$cJa>ahT&Jp=?iBdD_pEz-+pTF<{7*Ar6yBJ#Z-rfbU zd37^B$5JWHf1pllZcrQwqVav_j6>cVrnlj0fw~HP3jXbg4d37bo$!}m1psabwAex9 zVN?>+(@D1dKTtV4X|~?EeJc|$K}vHTvEH=29fKH$y|NsM;i@; zC|}I#2g}1kG%u7Ut)Qa>bhBbDS3n0r5qr5p?tQuA`XsVpRk{F$Jl!evcC$zFc2TbL za-`z?_b#k2y&6r7sl<2R@Mc;u%2!nZFR>IEUTp$Kx81-~4b|k5(j@1HhF#Wkk!w=K z4F6iAyL$!9D799x&b?p9KD|D%eDTz_O&M};OI3zln1v*T6c>xW_U}it zq4!{pt<8qQC*ZvWWJNsa;EjZs%HthHFT+fB9=k1_OtMU_>_U%alk8du;rt_&HJa`q zL>OjHHGm5JV^Aka5e@>YStx3hFH~MX%+X_hS!T>c;2MCirlaKv|K6`I?{XJXLL0`>RWdWhDmD~eW)8uK7C{XG-^4# z_$POPCyWF!p{gp?>NMN7WB1=4c67OL5lzp9@;FnCKgZ>RwVPy0)v1-KleT%RC40){ zl2%>+EvVoBK%Q1GA4oW13|wXHGvs%|Mm5>--&==|;Ghyn7?aVqoSUTu^dJ}7NqrvY zLxh)M%C7yavUvw>TfQorDsQGeN0f>v#cn6{`fM9JD+zX^ZzO~NTc8`Km(M6iQRE(DLN(2npc_-AN*ruvDQtkvfr4!9K7c%&L zEtFV}hZs*@$<9VIT<7Yo$FMkA~-TGX|#;IMXiawzyYerE^G0 z90Ui}Q*a5QE!QhI2|4eO`z%RRM*Ceci@n6(c?xE%*SAo)IB5R@C(9gyL)YtyhaKvw z2G8h?xNCdfhqEFhBgiE4X_Y|bO}cDj7AF;=VMW&Pg(j+vH{F=;#t5cPq)jh@;B<#G7z;O8GqZlM z>rdLf>=9}d%6m3~J*;;9H!#?Q_BS;uA!R%?>j{(-oEf7{(8-f~mz41j;R0iprq16b zhTIVK2D133vjoC=jHA1-_PTghg$d1Vww)Y!&INcPS+1UwWGsTEhLx1}4l$1|3GvMt z7wW6LA`Hr(>mi)^T5U0+Ta?l$cQqgP#a=fkzB{D%KHcg#IMpSTxp*xeQ20Od^u7-& zAOuGeZL}J`I-`SYSPtJN3<7DsUzJPqjPJbZLZOaAF=D)5CCeo>XY?|#LPc2>STbEq zQSpCdNSnAOM5I2=Dsdq7pb8z_6YYI{b=&-xYx0piiI$`G-9VcCUlW1&CK4eW6&C)W z0ikq{>dZ!yTeV&wOFXv^C5N{3w~OGU%$j~~1P>mpN!fv!fXm|qr+^sSD@umzFd?J7N5023sAuidZw%pjMLKLPgyt zO8eYM9kuZfe1c;6XJXky10p%dz6!YldDe-#-bO9gD^Jjx?Kp7Aj^Ea-0Rq#DZppE22 z%ZwQri;8hvH4}%hzW66n_ol(S1Ux`p(Rgox<)CLg1Vx2I{vDc;u5e>L%z16ys&M>Z ze|n^=3;%($3}~sC7>TsVK4#eAk1uFUB-n3i1bwd+a5;w&(Ga!>o7#tGk(}FJ$t<8$t+MzVCFHeH+_`Az!~EH!G}TT}cWw3VzVQpr4Ck zo46{<5(J~cPa)@vMfem#nJ_)H#rhJvWR;CI#?;w^djoPJf@({MhI{@Yx1*LA<{c-~ zCg1~bmNiV}8&ViRx0gG5M&ON>0KLROI#9o@`xsz_7^Ti!Z-~%KplYN z)DvS-KWv12mtg=4U&93g)*jrEuG(o;breU?|S!u%6bFaiIiqa*-dZPtxuBQUJaGf3>vlI z!t%3*733zMJi+pVR^pL6@yl*D;>**s^~;ma%&$#-@JcGRN(z(&R%7dLNi8jq7LBs8 zo3{`nibh(y{d#PnUo{t$UecT6Yqt{2VT2E>r z#VzL@$IN?n#5+6Sk$+2#DO>i~Lb=8|AxCi~jEF0-20?_Rg4@@b~hi zOoespb$x^+D1o5m+Agt) zDXNJv;C#lLz}vP4TvM}}@LF2ZSa-0Pnt5N+EV<}(7Zz>rtRg>#(kiT==Wu8uHblU* zf1#Q^<;iAq{Q!4pmXiAT2XEWWmt6_DID=Ck!}b-Aks10Rlm$AvKI1+%nlbRlh!+)$ z`1relsI(`_oFf4bsX@$0tK7lVwIF4b*$8g<}E#(@I)|=&!eZtas<&WY9tPFOU^tqfJB}b;l#Hw7b~x~scXuj} zgA~SBcc;j~{j>@Yw)2%-NgO}Yt6gGB_yLD5zOfhd2SO93&n4;G?vEDcQ=Xh=4h_YXd9QKl^GWW=q`p5>=>hMC%_LA1y(x zX-ywQsVpFpT5c;}3w;tO8$GDnN}ve#V8_^?EKQx7=$z2h`OMUY;Ed17+&=U5adHz< zLLwx&xYuue4OeCmn%JFxl?S=xS}wZPT^qKy7zY|cPuA+05W{KWeN|Ix9g3A0GNh$M zqZy#I05wa0bDnGY$mfiIW@ZG9naIp;T3| zBTI1Ta11qfsMJS~}jK`nfM_5GnmYWPXH5$ zYo$x{JqNi3^{`%a=rAr`h5lNF$!J-0ZvMd721QMP4pYS)#eHj;CISsK9e=!49?Kn~ zzJatS>e4>c1Hx$B#B|#}ASnr#L|a&~5(mv{QORKj&6;8iwWBvazOe}6_&#JEuV`@% zBa{fQ`!zsybAHG%ff! zaLD|pD;1F~%Fx}v){o?jk$fXK{$->Iz27pzWrpyGSjfnoRfgh7-`do^9uDnN-BHG|%ui*m+W8n4C)U_5Sf9JbF zyJ!-vnN=1&!4!P_nZ7UCxfT@o*vUK58Wmmsn!GUUa-J!Q+Nxknr{t)EKu=Fi)tyX> zANVrGIX8(D^&HH_5YS~kKvrz$i1K1KlwNlkx^{xCHuT5_-$gP zWfUEyWV2-%bk&IZ$#ksJN1FTE2Q7&Vp5>a}cM9x5_c-DX2VtCwVhSligVQ+O@uhSU z4?^+8(F6h~VAzEWRiM3AwXKZdDJMc;W`Imk?)v%K-v3X>_B-6Q@c0-$95w^ zy+spObX2$=jfgF`;P$zZlEx)Q_f^D6586;+fiVg|ycuO-Cy&zim0SW!656UBx#~?| zbGPiLC;FvS-bruRDb_;bFc(;m(ZgG2Vrd0&sZ6qZab%I*BVpsLMlJ!4*ufTI+1O%c z*JK4qt1bvRNkrHox!s zf(_Mr*8208$%p-n%OkEx5h^8|{$MXmnLMRfW#qvz{JsJ9zLql2PqNVa1br_ZGJ>Aa z?)&R)kJ7OcUx$p7EH#y6Ctk+Xm1^!{W7+IZvNd(I=O$7s4JX;>SLu{@BLprY2TiQN zsdeklZz7Vf-%7>+hLq0;thQ9+t`AnjH(l-&{dS1!1^p9U@mOgAu-I~JO_ zap6TFDU>YSRdt2O#0a}Rbl4$z;U9_BtN1zX(I@rEtbZ}MkV($axf>-h=E(0bs3Dkb zjo-2X<Wa7=XvHH-hE}>RhDUm8-T*bZ%?_H_r=a;;_$}cb|x|eJ&Gm034aql`RH81eC zKUHN$86DQs4u1hLgFInmpi9$Is(Dxh%)IbO5{aefbwlq|nH$Y`)8r2=HH zNz7|EMSS2Ls$MGHpc#x0CbEW z#JPRr(084Vn3IEk`ATV!SPvLo=g@PfM^HX~60tbU4o|Vi&xwrXX$_?&TKh$VY7fFb zwCoBo7T-n;@fY8Q2MlkdG8&~!N7RGskxJNYtr8c%g55oltyK-xF|`b(b9rt zw9!Bd1&bBQWvZt&Cdt&>Q0M)9cpG*bqiZI%jRrV?Uy-O=s;40 zWz}Vcb|_I*MRv?lWoBtg!V{+JWG*GqM8WQ+ra9KT&RJ!&5czKH9RT?sJfD+a|GVU? z{gMk(@@n!7(&J7H@SVDZP^{gR^^am&I9MGbpyZ2zc|iKrY}#$hHnpuxOVx||=tZ29 zlW!S}F+;uGP%~dL(MDsuX%HCvyhn|I*T0<*fgdJ$3OK;S1~0mN#8qgy5b&C%UJdr} zh<#e-Ygyt2jO^MkH4TzP)}Vdr-gIdgXgS z>zSV9LmIxP?#l!sitATBV6c;nKjQAzs0vgWYXFQ??_?Zf^Cg ztgSO$wqwkSO3CZpN@6u%v}>jiE?aj{`?O`@a*=jceW<&ku}h2HY}>~E4nQXj=A(?V zZ$*=-rZd>kxFHUkRq$9;ApwPCOi>|~CmEe_)Q3DaPKQxtdZJoO?lJng$Hzjai1E5U zPrSfI1uaNx?_X<`e7H3t9S*6Z(N3I8fZS*F@34%>$_iNfNv=sHmBE!aRuyGe>0YwX z0f&5gi(%h&^4~dI+Q)jAe^VPra4mV1&nK9BUDdHR<2sHd@<5E4Mz~S&zEKXjD4%=u z4{ksr9?Qc`BbxXMbc??5?o)4MzR+AFp+$yd%v zbEK<*y5*p$6D>_aH=jQgt4r}H6vc!2UA(OyTIpCDYKksK@>eC5Efg0DG{+Atoc7uK zBvE;Mb5I+^(ZokUpvg%XuYiGnGzpN58rzgCHvKM4z4s>rVuP-X7NIOtYRDC6ES*gH zjTNqL%H^GHFt{xS*j2+)|q_}s*G-eAlS<=lO^ml42K$mlR8K)Z$oB1EzC3OQ4X4{}u9IUm`l z)Z+k}h9SPy>&hni^Qwi+m*Lk$T0lcst!ZqT+j(do)pHIxc{=Y1U#~ao) zH$Wp5JS+T=$XyM9P#6-iqyF5h()Rl}rC6;gh04P;vah#%gN~he|bbpS>Zqa~K|y7wxQ)k(0~q^&HjT zPoBIdZv2u?z+dVylJSJ(3;T5=+C8bX-HOL1M_4 zMwl~q7o_Qs0LAkXh4Tu9_rEbaw)v0%R^M0JO!j|-=j1HI-?7F_YWfWNkKl;|_Juf-J7+y75%3^zOD@blV&6w?& zIVG~BBu54$03~lsy+tvgRtY$7HzT9~Yrjzat~fn*Q*FhVq)aAs^zIThd!2}4eBYJg zP1_<8gaiH1rf!}QYbnDC`kTSsCpy3j@i3H(eP$7I{!21596I(^34nhpCg7SZww5eLzD0M(ZNJBp6x_Z?wYLY`S#QiOD%wYeap4#} zdu_FeMlHrxT!9j+^_|!;;5P6!`~;+vopFGZRY}9LKxv(Xq!I9o%;o7$djAGfndnP+ zd#l2>cSxSfKBBY)=wNTg9Q#n2iw)*?S>c==FPD34AEt{D;lv%%z(vkHmV_IS*ctjG z6CQiZS5`Q~$8Tj#ugZ=7rBz!{^a!9X^ci!6&k}U*j~ z#De}Hdl*4}ijQRLEl{nRh6yFu?_xx%h!RUAjNbv7F^ZaCe7*&*FLxMfWOe$F4pfw6 zse?LG_U_O;2?)9|yL1c%0JC?&vNghwQOnc8)aO2h|8i-gkPT(=LP#mNfB8tA-zwB> zW>y?euBM46A^W&_ewaAD{{yFgt0-jlQ`h{xH)yEmD(zX=#E@RuWKiz~R7WMWM{ z$J#ks0la+6YHp@IVbiJFP+A44v{H9mt^l26q~ZYC+-#xlVpgl9ea*j(Hfwi=k~6~} zqRysh$5}%tfq^+pt&YaUHA?4;g}A*E$Q`ZgM3QOX0tI`sFC-vfU}DORdN zp|Yh=NwUkXb5qG>oLUr;;j@eX6i+Qj*_L@>V&Yk2<|WQHaPWO)tKAs=dvK*Fq0-tL zV=Z!Fi16(ExA!YJ;G9?cKBdn!>dU6yCozbI#fRo3Wozr$^S9x9;fG;!eS638Ta>CY z0(y_E5;)_&?dH+9Ymqo(GM84*$#(t$HxcX$Hxap{ObI6SMA=D-Rge-S8BYt}w(xcd zL51A$@?kCvX|Wc>l&<8iL<3Rx_wJFs2^jhX9G|yz=4USS+}jp{Y!b(+1DwaA&sv%B zl_xdzt-o~b)%b3Tl10VDHfD7V9IrMw$S=iSswuphyOgscBBfsYLxPLhXFic#T}^R0 zV=8}$Jsk*T^u5uWpo}Mnp+(NKbbGpsnA6K|6YD9Ovuy+(h><*c8TE$+fYZacihmDNznYGB$n%30-axBs_~0A?{gxa1kH zC20C%_V%Gz+x+z8Q^B!N;yL!C=(m#uD?qjN3%i!(`N_(ym&TNdaFEnd0gnYU=+NZ> zpJ1P5a+b@8lG-TI;!sp6Z?!YcI<=w=vwQ8`p=fTOJw3<(;`3zWw*woCS&r}HhGX|Q za*2wTJYQLRI~#L}3J$c@DhiIBr{$01lzM00ZlIIDUopi8c#VtAMT%WJp^Tg$dlWIW!*xcP&w!6enJ810gkSy0K->6z}&=wRv<|0)@DNUh0 zifI{iXNQCd#JEVRQKNAR9B~~*>m#jv(OcUn`2M>n31H!jMpSQD=`{eo-Eb6IZ`a`+ z&&NT6+7hfcKj|;IZj#`E_%x&zQZhz6$8J>|S#}coF#)EkPR-U+t_TTW88BdEWD&h~ z_GOq6hK1+~?Utio$_H^J9i?>+SCAYfC)cqxhs zh4a-0Kjy>RTKGSwdcdVnnG#Au=~o~}J9Uf$@DPX}?E&amtjW#J67?~Ft!c1YTj8HW zy_>I)#rs9fY$J!?IqSG(@aYsrtaqj?CjZ0RKDJo*uS1IWBWvSs5i4$2q@)Ot-%K-! zt+wt0b*@c3TihqIhQ{uZY5w@t$75)c__n#&&k{wIBtq3|_7%tVm5bFccVaKFJ$pFt zKR+I_dZSqEs;1yExGI{gc@<-4Z~4b}c7A#Dw#w(S_gLCRG&?< z_ZIz3{g&o2&$5VlUj`o|B%t|{eidwpr$l(91SyqTL?M;e*@x`NHXd3Wi5BaZwstC; zyM^0X-x_u~kq1T%CiJy}zl~1hA9eeMCL@b|CO^o3wKL5H#*OJe#F#x_hl-sknjURX z!CKLX0xnX(Sa;Nq>?79m=Tya6!0Ro|HGtN4mX-3ZaJO9eSJ?^ktv+xt%a7F*c~{k+ zME?+eI-hk~+7c9tFcMNm1_Qn4> z21d`PfXJ=*0t|X%?;c(6$*0z%9kVM86W+J*^0p-8>H=!TD ztPeMBTM+g$s~t!Py(;Veb{9Qur0{GgxCMyT4Y zS=7>^VE>G5RZI1`>rsoYi>~qS?~gujxEtwW3tK*HlkJQ@I%hy}iVG<+-IMoQBD?%sVmms$ zz5_r>sY;#iA{2`e5Fxqv@}6>7ANO$iNbY>E;sT@+lxIPOa?3gf4vuvVo%4XfsiUS2 zuR>cf5AZXAzJI-Z0<6$ErcE%Lyp!)Lq5 zQd0+lLK=wpIYft4{Mg-->9eowfZ^{QERq8hmdlGZ2I1FRegN;Fu&AhMWmP-&JXJd< z&^{!e?CA1+Ha@+bUQsB4~}f5?D{k-XS?N9u@+ivgaYGa1WbPa4*8~q z;@oiiY%uFvc_lM2JOAF*YqWoU6a1qNmF@y7g9OhB$2?gHtcJ+3X;B}!g&Fw!#FhaF zBI(RPJ-2Z>El8g@e`tr~V0Dr&A0cm+Z+bxb2;LeZE_)xeWoG)0f!q_e-* z_+B`P=D3yXMlk1qhp&uzGyqMW0lmuGXL6=K{+HPCJcS}kb(JA=Q&-D)F(OG#^GS+( zYKSf8`S{?^Hz#5t5@7NX`?Wn6>;e38|LnjuOcCQQqw>XT0`N}2!IP5KfA(6p_G^JO zsTHc#tJbI4E;57c@WqQ(fZb%+V!gjcDG&eyAVvGnLzrPTBCezO|JDe6i5x`Q0EJxr z198d=$*I<*uKNB6w(cVB26SEurH`mH=LHXE0&y4g<_L(+30k3_tAndZD#{{j7!UuV z+6I2Jm;y|+KrJ|tUxS7iRHl&T@Dm6gN{Gt7K4NW%Eu; zUJoXKLvHinau9vIw9*5Y(TUX4CGo6P@uP-9o%Pg`$5y7iG*}O!{AOqdSoNt@np8`C$w5 z+Nl+l)`z=lBmc`(Ib4_;z!oqi_6#pKdm8)qc697&_Xq4iQF6pUf~)6P-c6W*vWsK* zr| zh%YhoHHH zx6SGp#S*rtpH`yO)kPNV>o!q1*XogD_u%uP-8KrP?9}Mc;`d;{sgGfO`JJH83`JbS zmaiI=%?mP`i1@x)4>v7ByBbWXYr2+VKn74(NgO};bMMYE@3uGve&L3aHoizu%b7wG zfpa_4w59=T@62||3{Z$W5g8Ppq;}Wyy9t~>ZPpZj|GsJF*BxrA*j;J(@P2W~|ML8P zjv(K3~iV*!G6jYf>qORL)7x-CS4q!a-=SUhf*>m(F+NWOr34I=M2H$^ZnI zR&cD|xF?NcVj#p zLf2ZUJCo>eaZM5!YLi@-ps=1T{;k(vv8)QZB>RdUY)6!GtTd@Fv3CPX`L z?G1mFhJ{-O0xB8ff&WlQ!6{6_DSU$a)L&Y?phOK(AK;`$qAp?t_QS!C9_{`HmLbLM zT?6gA`&Gkmh2a|KkLcnL!7&dYq%E>@yBTSNmbH9i{MI3SO3a`q*dPm%;-D8gvyedZ z!ChhFp`aGC066Jm4CL2J7FHH+@1N2fnLL%hzUINZIuxFpd(1R+T5F8AWe!evA;#LF z>n%myojfL@L~Cf+^4m9O^SZzOMlm_-%+d3Wfp-a0g>pOBoxu~Y)*GB{!4y^1kpMK% zL1|ujIlYipEY!$>csCiTT^IjhT~@55kQ&CZV|Rh#kTK>5J;=Ed*I(+$H|Uiq-{VYG zKV$Kh*7^ONGh%-%&Mbk4H}`h=Fjj!0y7vZ~m<;PRNp7L@4otE1K*ZsWu<4QG&4o#|bsiv{1W#ErK$--herV`%H zBeef!izh6wZ$MWV(8C^SA;N60Q(0|zyc7y;L}Y%X2m*u9(=Os3mbEq%(<+A3W@`GC z?oNfe`+p{qDt`TIwxbqp%z)qKNge#?0ewZ5&(>&e3ax3wYhQGrmR8S8CznLWm9Nt6 z>urZ48&W6rS14%A^jm5@@i zHeFMrbhX|=8z4>XxW-dvH_+m%lxk*-;7;tsi}hFuGzy%cKR&Hu#8Wta@7OF{tthBk zFb;nq!s)}5M39OuE@lU8L6bbJ40PZvTRd^K<%V z(DMuFi>*kuQbRizn*t>hN@^0M+^Bq`hV3`(HkHLi%EwlytGYhuB31!Y3{S~4x^X&< zec=-z4UVJSn#GQwX2dWtURq|6RWf9%>VC)7ww(W^8s2|;m?Mr2e$IWqO2d9hRWp?q zA{w>Jszd!%`SqfG)I`A4uQs%dnK4SS)SgPs5Zd2)22B0@1##5G&sh;xlHz(#;4a~tgeae+_(qs zc?C_VB{ecDP{9DQ2Ddw!RJkFy4R5uBv-`sVKj!1@y^7b139ObDfVYa1MeDcnW=UdP z{ra&Bd~0x&sFZLud3!mExNM$CY2o|@4v=*tRF!-^Ny7l9&Ydu?H{f$CRwXJ260n}{ zhx%&CTm^tP>K0&xS%OyvJn*5AcA-&s0?@ua32!k#RGCO>YC*b3i-Lk=yY0qzZJ0(w z&0hJmEI|c(G|JoKxY5+>-x(!hi`#XXW0QXVJ_{R@c)uw#>37QSiSf`F+@_Ajk1lPu5oNCur*pb9JzU|y|JUnlSl#69pq)m*{fHfVC>7-nc{yCYX zOz!%FO+$EEU1bPdGp;RI8xC3fSRzc=yFKKRd~I=8ed0ehd3zX{mu{Gp8ja2#R+Ua9 zmcMsKB)!=0nd3pNPOD&BMR1+pXNFDxmQP+%PTmC9NI- zt}p6>!?dQ9vG{&CS{H2C2J{JLTY|-$Ud0EYsiicpUtgA8>G{rveyV?4K}C|skp^aI zFe&-{!)ts!7h0@y-YH<^WMwRxu)OC8v*npNqw1dH&tQ=vMFcAt7}dXPHg64AJgIlu`5tavrGd|$f)#-D?D(t$jMr@VP@$0XvrQ~Ac+ zXBZMzWuxyRTkq2y5y8n8e=!+eR^HzZC8?^a6w8eQ82Am@GXXZGao*`-s)}JtHp$Lc6+nV9zei7&6P(>0~?9@Nvb4;`bp_>^vXp%0U~><8H%*uiiOqo&!2_ zjj_F>q7-fki5a4spJ?n}Cgqm9F7M}r|633blxYTh-UTo_K6DzakrM( zyg9$hM#=6CllyGhRUp={mj(##rdU>^jk+!@D*0cH`!;tz$f+`AKlqOgZg>DbW`H~> zE5xsMYf<+uR~x&Ac^X6>R4apGMV$CNYy|{Y;IRF%aKf-%b0*zcBO{twCn~Cf3hgt> z@;oXc*?WN*OukDQApe$XB0EDr^ztH6KLv9Yf0qgn*mwW5G+;w@`UEkYFHww3;4SeI9Ee2U<} zN?{SoMRY9%Sjog-g~kqQ@w0;$8dZi2aKIf~Qg{=DfD(UR8^s>;pf=XqmY4sMJiWeBqG3 zvl>{eg9uCk+MdgdItnF$#@xCadQximno7ln)fZ3k97K6{O>P};|MqAh0)k{06mQq( zU%NdA_*FdroA`WR9b_l3dFuUD(WHtOsx<0TQ3*}HMDK;rLgaAzKVH<`(%>bs9%je< z|8hn}{9xCg8EuSFM|ZNq0j_;B9N@Y6x1A5xuUxnjOhQm%%*ILJ7yDYF_#U6};`6+Q z=UbZJBxEs3dYZT1aic%8X)yf#C$>w%t*tGp-NekOCoD9X7qyowtYReyGyf$CP>%t+ zy;9iItgVGFdRb*t%bclOu^YRQ5MmvjXZj93UY|tk6j{uyhuUNFyzOj7I@1S)IZ|R! z`n3Rx>nP3orCjr^abOLj*|9zf~MiJVxJXO z6p7q(ppUGlkI&LbuXwmO4xQXj1h4|1(+q9Do%Nw96NHe&I+LEK81cMr?=t#r)E9Z>qK(7d z$5R=At?P+X#x~2pyxNBsKKV`EH5my3)^U8PlmG_3TMHF9+xr0j2@6j8sG`TaeEh2l z;Cb0B`K^Z=3}#976rd4bM8=yj%`ga{2-|*N0Rmk>Y%DAGxX7^&<6atizibRTD8EcM#9xP!fncc}hv_e7MK6sObo}1E7$)ZkxaVPT#>hk)8G3V28-Ky< zO*wcK5&Mtr?N^1H2M`oM(X{dlIXKrfeBZQcStwYoP~|?{wS2VEZB+;mC|sj(TPFL@ z@cg%AbVn_I(-~&GKfb945m{x#(qyMk1vks^GfB*Ply1S-3#+dGA+R>fU zrcICOHZ|ST%}g^L6H}8PZ5W2>I_LM=_wSzz|F~SvIo{{>zVG|_cs_3dAi|t=vH--P ztff(=1u8pt<$Yae`p-#B@azmz%xCAyHBs{)_d@ zJyJXuS|Efa;hW^SO*%Jk=pgt{oT*N)A4q#k7Y@(GbfXHaK^*l%=!o_zjIhVf=O{9) z%{+Flb@N>txR4QhnH%O}NKlqxy_2XY1d`aUtL!ndvxI38{M-M@jI3wp!?H3PgxUA9 zgl4a_g|K84{zCv`eOE!Ll%>EXwURlxIesGD;?LPuOY$Ykl}0jpZ^m0NKtGq-hqic) z_87v7*M4Bq-gRm@reDpd1P*<0;-tiK^)3u>q5gaM0-Wnw4NV<>Ow=IG{m|4U)+M&> zOvyQGV(rbt*80_rB#hvY(mfpGM!0R@Y)M3Dx$WXvqn#oj^r@PXL>tHg>OBb^oRkXhqkJ6Tk|G|2C8J#sPyU^U+((b{d zKjVg0x(4P)4r{r93rpxBgjArCG4RdeH%#U}LeiCESa1aouZKag0BZY?OKE-fNoI%p z>+r2}1pgKp>mbY$6D|b_bPSf6R@1Zo2MP6F#e;Uwc0}6P*x~=^f?=+~->8iTp-ASk zo~03Wwv%)z;kE}}Uw{5nhb31_1Kh^PR;_`+_d`^KkmLiYMnteWS9tNE0>NPixWG<) zDJieG)j)nPH+G(uQn?WuwEk12o@(+1$j2=+`|*ygiZ$nx4gPDnl;|CYc-ql>95M4Z z#4kpyt=d(caaXV1#Azha;-suLQEv@Tq{t$9`+E%(yhO~QKO!n4)w|~`-ui@{l;aw# znwGb(l>MxN*6IGRb!cXcmcjq>AN&qG_`XxJ0h~6&-O#>?%f2T&EbS^wO;gj7r%gIA zx_y<8{`80@O#3&GnPntCDGALvjxTY)>90rZz4G$r%pZ{?pT){F(xx?AQx~UXT(gKA zO$aUD%=1moA6DwfngZSceQ@^>*z^ewY{4s1$Sy-loIG&D?KUaXaVpHP^Wos@0Ge`L z&8*+$=L!t3d(+}B<+C6To?=G6v%rohyU&%ZA~F5Z35v#Gh@Mu(#4}}_&bFw^?w#u2 zDb2acK1q?VKr%2VaXrfJkB&Ial7HBgQ#QmUSH-)9D*gGlA41*p9~vx%95K;rM;%6T zzpK-=${=3jk#y{6*x0(dgAYvTOdP0*JHVV^$%_5xJ{9zO@UTCt~*8ZPu54~>*I-p=0YmjfkK?yl|ddko9pjYzZC z(}&y3)RuSzZ#eG8uREdpgy0*1fIDxpzrz^s+2yMi$!_ z-I={;Wn0a%FHLDGBj@>`&&vn$is!tQZBiY(Wr9kT00J^TB~smaG{2(erOo2n@Ex;# zo0aJdiKbAzNk~*^?y34X^3&e(>LPj0fiadsXE$c^!lW>tVEo?Y>Ky}xChowItX zo;JQK`uAC`bivFFLTWSN+PNkc&E2=(1-shW-q5l3=9Y2ga`!yvNstTjZRE3_>ntK5 z@qK4-1%DIwJl!J@e&1;g_Kn%Oi&%az`^@G*xr2k63wvbv%=R28q_)`~p^DOFhlJeh z#CrLG5zuPupU;Qh(7KArSta`ac_BjMD^VUWvQ&buSdRm$NW1-NRA-50z;%WJo}H#} zVqf4p^Y}1ExV=#eqVLL{yYg)2WGh;7kU&9BGTZcNn%GT#P#@@;c9$ScH zHiWv17zC*`do*vLg$t5@+yN&5L~G%ofQhp&N&MM(zVClFTz>GJ2nSh@6Uqrc!&tni zCCXYZLX_>0YfUU|KRLLYGAT8v6!hH2% zL$Rg-3iRs`RF!~5p4d`aAk-R zeJXJtKZ?@g5H9s3+R_-tO2W~^N)^H~4EjsFXUqHjB$k**UPf7(7t8VJxqT@?x?WUY zpRs?vIk&JVK3g8Eh~2$;kNNp$kaFB6NPqcE{YJe)zzOu_Ktwed6Pf?bq2@IwHC6u( z+E}6GB*>~e{zXt9{U5@8PKj$r-?0Snt1*jEeoE^E<|XUr0dFjmUTkw$OMLHeaw*~c zOCL*YM$qziuj*`0C7qzuG0US?rW9JT?xN|SGt`jS6ytKR+~#W928oQUiupiIip-@Z z&tE3~^^hvp<7@E5;W|1f_jX`t0dKZ!wKHPLu}=5=z;SH2z*EIfcdOA;+}tp!wdw%z0Of#t@ub9ZUoOs^+7+k}OXbqhBiyjU;V*$sB2+cWY0|35^xtFL^K`X_EsjQsvz1YSA3%^WkB@Pt^W=8 zFtu942+2=PR+NqN@V}m7$(Co2Di1$hG3brztN>iU;?0xS`p?mUiLA*6tvhh_r+v6|sqww>cc*T~=AN~qIbuYG+d|;W{RyD?o_kfKG=XrT22@SIG8 zvM>8@Q441P-Zt&GL+|qAy8Myfsdi~OwKWnJ>|Z{nV`Yrb3x4HsQUlyEITbaxSm5_F z3tT%sJU{pvLHl;({vVmx=wV}qxNoFL#r47PTyQPbnv(YQCJ+Oq|92iri(Z&xNo=v1 zCRfuYH5m8;9M!2-jVMx1T8>CQT>ACFoo`~4_*Y>+&(VwE`wV+-UsToLJ?Qg-Kgd(NCr6t&8-;m+aqFHOZ?6Zgb#rpIHt8ByFEk5@5{S zUBmgC&P;Hpug+Fmm-(%CA# zGZ!y^_$}Nm__Fb#yFJ33GE@_i;Gez`2v6&UZLyu$o{0EZAUz7KDhT>HNh%|lq+q+@ z36JlineVX`@|L3-)qe85_Kl0#`+I+aUXsk@`}dXSQMWmLjG;%-sTHpO_J%`f4Xd1V z2(-3{f?W7B-@G7Jpys3m}k7#yQ zmYFE!0W9%T_w)gH8=xT^2&^j8dOHtpc>6Ox8cTs)Fq|DXjE`t}S%Wd7j&kSiw-M2n za!6(&*23UV_4T^VTKle8dkGK`hKTiAyqRj|n{{TE5etkkrdJ|JDK0$hIJ@A`oiGZ! zUqJzNex<83)a8q2v(}&Owz;hLO^kFHfyuu`MK+IzG%jy8EO7m4RPXXSZ5^`RL3&c} zY0vuJVF@RDdIWfV9lk$dS|lYM!#bnE-jlx;n{;Ow_?SybzcBnLIzHVgJrBI_dj8#G z2@JfQh4uCRbmw#s4oICyYlyx16!G6t)BW*t$Lgck9Up35?;|d>-?1Etq^I*=IwlNX z<6IYx92|U{*^(&PkzE_B$V4}9L(bSeET?lOS0bqn$>B#+Lm^BwJF#Qq!M_7HesCHp zcPqCTmYURS)qUdOV47&MXyI3-nw*~j#ysthHr&eWu`7k^4&bLy{)BIsba?}krbLyS zvaGrh_4SUwOFKW}T~)agkur3x#e|9DH)7&{Z*XH4xLz72U%gG_&;oW#tS1n<7ngF( z(f;hOj_WmhHG8&;rc3>gwe_OLMzy!zc^=J7qoUY^hPqSocNaQknpJE{L{>LbLP0RQ zdslN_z#!(uM~7`{ZS@|r?~mxPWr;1B?yuIr^J@bGKT}!L_?r!BohNa{OSr}@_t2nB zn*%ar8&-hWiz*Pp?#T{p>fBxl2`wZW!4GIapYMV!;tq|Y(0oCZvOfn#*#78I&zNU@ z#uV*brM8$QM&GGXK-?S47=eF#xEUMNrIn3;)iAy=)T|a<*#E3y?N(LJWN!l9$L3|S znrun%{qd4_S>xR}%UQ$0S{&~dOU)`9j6ymvqt<_JGvicf*I!R=Wcv>D2ypXY;@sx< z{iy3$F^>Ky_=XBUL2_A?c_LbAZkc4KriuG9C~#zCk|>0?u~Ctbc_0SON?nd*Xqu>m zuX%ibx?dFf6#7oo_}qqEO>huPazLtH2RI$8s-5^+-&NMTYMs;+X5F`cId--wV3Z~( z5C5RJX&_XB5cVWKl@HI_I;ZyLZsm{Eg~YdHUI0fnvp{T))s+HE*Pb(O%0)$KKfHDUhOQE>9b%+gZvn)8g`Es~Ge;O{&hVR1_j z|9J6(Mzfj z=9pH=>o&QKL#!v#2C+#GcK zj~yJ~+3~$FDBb__e2l2G4A6=;pgTXGet$(Q8TfD@@<9^s=j8_78wa;$AKgs_qHo0M zA0!zj;H}?qEMD1V6qZ#2+3W82Ax^KzZ+s+tKnu^(#80393f?S)B-5+b#ANQdtPWaA z?fQl1tCV(!>T#7&Fvr%#U^HckkQhQiJr6V%oXU=BV31b6LMb((s$LwT!bYczV?~Qb zG}n}qw>ruHW{IaB=g?%0x8c$AimAZ3a937f){9-WRj7gyqZ#t% zQ-R>PZ5hNWlvW$^{$nX`i35etS0ulmpL?sE+{#RZ%nxnUWM}w*b9lx}$8@CPCm1w9 zjZMpYzN&+V2X!s{JuY0N@sd&@JN6I?ytgYjpshXgDgedYz3ciW77C+M?sEssnnzld zSCb0qc1f+b3qDDH*Kgt$rcA~f3>neP;hg=5zJ1ubFw?=ehLF3#l*MKA8U~;iMo8(e zc*CwX0u`6%(L?bBOWG56?r1KHFSyjssp4SkPPx)a;5#6z{yDh5HY&9*%kY2cN6h5M z@`#gKz&`(|`|mA)?yQ1EOMcn-U|O?Iu6K$xot=wG*0cC3Q+SHLJP(;!tFmGz=Xac# zOEU9dV}r-vjg7K1(nW%qAi+NgAESz&^DAl3#=m8qG(p&u@m!4X_*FfTmX&VyW!iR9 zeGg+#AywHfLfP24)Ss}Mezr{}=4dq5<0`hG{Y)tnPY4GzclY(?uS7(?QRLdxc28Yq zb7@Ma+gh)y4OsX%r3YWU?A@<_?>nq4K<6iI5FOhqNsAaPE4O%(u=AA&5*@OMe|8g% z)5na-9^x_fkBlp3{Z%7KpGde)oy$XE+)t3{)8%`e&xmy%3fcJTh7!~@7R`Egc7hJh z{|O`U93jR>WxujcPUJpSZT6xJ6~l-n$0DTT_fZ}ySTDR4Wf6f%O574ZTmp)RcK@nQ z;*Tfdi#@Y}D3KMHa~v~&Hl|s|p__FkD`C6g{nWty$8|o9RR@aLs-gp{bbY?$0YN8h z0HLQ}voB0xq}PNf>hW9ZPZ_v4$j}}84Kv~(T9*3dx4{Rf!OiF16_{DX`&v2sxLRmE zXI{j4G@I@9{SoQC+ai|?yvYQdY`yF?Lh*&`X0yC@eC7(4-Yb z{}imW`Sn?kOQUwttD|C9Ql%;0tSXvd*C_1QFB~Y|rl|J!Z{(K^52nZOUt+RGv=Wzf zYNKsUX%*kW>jSj1BA7Xp1>SYagQ$R67i|Y`?j!F@E#w8hI3+Qw7X7%T@ph9QKI}6k zErET@SN*^9d4xqQXT^u9^S2YDfDbh@f#|`a>Mn1m%)VX#I}Ek+=&>{S!Rh_QllE5u zeNA0&n4M=VBw79;>09vDr$9KRAc!}$zEErSkmomGicd0@WSA>X(Tw9X=|*vIhAS zsh>ndZykwgrHKZ8ckrj|L*`B`arK%Osizu}3Wn(G_%&cX7Ws&^!XIUz1?Dbad=kkaD3<{;hlv0=8oF%QW#h2oHp~wh(R~6Nwo%% zuc3S9W1q*i=SXflTkH!bB|7M(6ao(4xZud`(kpf zgYAQUbORD+!Su1AFh#k_vo)|bC#CYj-iJz-RA(H1cnTX$n!XV}N*MZqx=FuU@MG$< zF{N3c83f6RWwdcT-fZZ{T1VKI-(~k=M ziZnGWS%z3ERc)|Xg;0G8MfHWgrpB{7weAT-p(yg;moe7cqjYZ0jFm6#i>mo8$8jHY zR>a3A-`OU9YDU$$tuAIzm(?0XV^c!VozcX`W+g4F&|{Bt4!7P}CD}qnQ-TqEwAC>I z5eA?Wm|0uttI;jLyN?rl=C`Gn`*AS&?4()vBl!1raIO3D=|aj`K&6m;N<9CcAKR&o zYVWD&6lF&pv^vee-06IG3kBTuGJEg0*hG!17q9L->v}W31tY`o>3CZcJGCGr^qdCL zX{h?mixHS5y1JI0wUfP1tEbEV8Sa2-_T(w-(nvM`FsbQw<*MsgETbTWxO<7joy_X0 zv!Vlw9^@g-O>mZPIw$~bh-pfDDjZd-%FJ`bi))d)_B~m zHihn9#3}xBIkd2I{|>k)lpY79XtLNcRO zr6jaONUQV20=kyNy9&K=uqsA%GN{?7-{OtsDpx)Y0ZUA#6vre~j1lK??LtpAvSm<8 z#Sr=fi?BqmeAZFhk&kVGBJH<#y#KRq6Y0qp&p_l$dLUt#YS1dZTi)~ryqE2@VFzyv zdJr@RA6cS_KF-VP1x9oVYc`BBQVtYwBEG2?7~iO{-4yAYwJ&idK0hPDe^{F?P&-|y zVp^%C!1Y3~rHT3M`LMYdd)#q>sZi2U-f=Y8LqTN177i#wGlM*KFeu&36F zY_7*3EuN<_@AKiE{K$4cr^&g+Eo<4D#W%yg3)K8@NibF*$?J) zX?-#SGt#OC4)fpVtC;jeu#FPf%Zlb4b(TbrXOEH^-jXh20?vt*fimyY(X_rScg}`7 z7_O82ViNY$bQyQ_r@Oq5Cm1CT5hUjkTN|K`mL}Lo--jb66Tg=4nclqwfn7tRHU43Y zv1q0&+7Lp-k-k>BNMQ7F?! zk(uBF;o0lKI#Kmc3?@Qmsw=S2xZ$_R=fEVY&&|yMx-mtuPQxN?9h*t#E`=6gD~hs8Ns+r<~jSt z!rAPz;r<$|d0x%sugYrxC?7d-Qva#D05A*nNnLZ#&*HhNxe9&OtPXpQUWvbk6krW| zFh0g6KPgI3;1~uZ{ObJKndCG0vtkGPi02K;VBMY2mnBJ&opRELE`QGnX@QP$_s8PT zLTEDmm|xb0iYOn8y_b)-bH0;mjeJE;i35dxa)oy`iBR!Q4e!jkQJ z*^`*Tsy4>3od`+JC)jr$V|Z|5$Nm~|=hPL4o*$^J9oTd|jz`LMqnDc;)QGmr(r5N^#g>mDv;xa38%kBfpQ87 zrv4B+>k4rRo>+a-zQ$1(7W(bJLd8vHwDeV9wd3j$Y|{fVIIM|E+iBrx8hTJ<6L{b%WrFgXhh{gbTJ4FSqA@+Uz^Fz`r$eZZ-kgDB*PGO zpiwQD`&W(V_OA2jm_vb!>x7%L<=)|7?mLlY4BNPbSj_f$M4#AYyUMejA(gGjn9Do` z;AJxe_){ggRBVG<#(pa^TpU(|>!>t^&X(;HmX~Sw;X@WCeB&8hQZ51RB(XJKu%kW~ zlJN#v>NC8pEB>S`_OINRXGK9dkz{FOSUe>sz5s%>`|qC{2gK5O1u#T1 zfN2vE?|DBrJ6QSwl_UGb(7bIGuSdx;H>027k9Yd+VbXnf@phtoKolv*)A#VO)Kz8U zF5pjDOrsrp6@3}4Qx&}}e#P>1RcsksW~2fjr9o7$Kvj*`;A@v6NH*Vd-Eo@>fqDm* zzo!h3kMQuFT)~B@O80<%#fF4lnzs46wQ`I&Yp}>?Xe=1N}`X<=^c+ ztoy0>@15H9zH;pWDT)I>0I4``ga4&kR|VwYfc@83jv!bPxFJZww5n~C%M!~f53-H0 zl=;1|)wCrAvf*@C_=nx_c(mIme0)fkSKUUrCd9`S&FhccODK}xn41f>5Sr7bQ(+h@ zQ%|zJYGR;8iRHokOE%SaCOq^Hxrk(|@yw^}kZH`bu-B{~gy^{1{vs(2ACr*w=D@@Y z>@t&5L~dMXi@9yC#r@ol=xrr^PK?6nx&7}3gpDoI>!+F+iA^B#7P=yEYNheW^l<`Z zbx&rMeY5mq?~d*7GPmAzgE9!2I^UUFjA9gOWxC&+Apkc@66bt7j#YSw4}O>!3{wW- zkxHNFE>QXAJhhJDv=PZG{IEC74H+g(uY1eiuiVzWqn;AZ{XCCz0)Cq-%IyS;f`-$` z`I^xZg#tX5M;Z?wiLQrc6BXeDO>Chx9!W4}eo%su)9neTZ)yDE16y2m`NYw zvUlzZxsnL)mZ0^aVa+S9^6l~Pm!w)sB6gW7v+)oRBUN1JfZ?dF&-^_ri%a$Du~SD^ zdQK-^jJ4e9Ao8{~|7~Ph@ezBr0I~1fJdYQ#n(mN+JIET0u)^D@R1Kao+e22E+8Epk zHRyUTQ*#T)#=l%u)OnQ82s+Sa57DqfFcCXfA(9T^PFFyy6_zvUqLyK+p^uHhaxo+y zZHh1YPIe!-Fz%kR`9PP*TLO7S%5WB@iXIM!Ur)8PCa|LoBvF~Ke0H4Glb3%j&*{h% z&aS%+ha=uX2+|?C6|`DtI_M5O>Vd`*U3Oh|NsH(AB&&yFv#gy*OTwM!U3R}rn9#Z< zGP)7E*DYSK4{W&|cZI!1@|r}Fs!zf|{FrKEh!^d=#?|-(&NBbwYq#(6pV#sT6-mg2 zX7#8nlX>QgY2_*qir5|_wUra*TD`D$yl7G?wb$c&#>Y{Hg#ky{%cP}IJte_K!jBsa z2)@L1SF`(HIi2N|>TW}SeoUn)-s+$JP!H|=ma(;w@f+%sp~)cz`zD;kjxLp&tP_`h4MD(ZEU zoaUX}9W~?R4py8l{BEDAZ9OqBIi(>!#zpp$!Vp#&A`_C2x1aBo+8!&lw>sItIC(8I~X(1$_J{dt6-MX=2K1Q zOODACZ4=1Xc;WCZG=75jvAOG%8^<55ynbN)j80tL3VgYg5Ljj`7um6lVy|E-Dg38o zr6-EAEso;1`pkhAVMuQ>q{~LRH)xzo^nN~I#S7tQAEm7M^Ih!F)={c%d20SOS<^V& zj~0~0`B9x)EvQ?!@3>FjnY<+3y}Ny|*pJC8GJ4|6^%<3?Q$y&`Sqq#)wiq$APz}Tu z?h?Ki_t>q=zd)iT0QZTq!v|WdhRG-tmQ4Otlu@7a4MDEnA71Ms|bw(Ndazg zLB?p7s6AtT!Z2?@lH&#Mysyu2n!I4$HnRwLaQ}HB)TJV`3>_Cme|v!g&)G8KeKcdp zJuMMHakAiZZ+N{U(5|`ku)wHYd7s{h2>IJP>85L>I3lA_ zs5V`rr{|@DM>kb>Ydpme+F*F$?}X(W`r4TC?%>xm=O;qmx9`XN3c9={ykR;J{}+8D zyGy#~EL!~-NRZu-=2-~lj$H)Yrrz*gQ*X&AhVznDx#rl_a9}NZ>`WrZeR4e~64q$= zwwH(tl6p&Mh`>RBWv9MYlre(ZA(XiD|9nnOZUxIHQ4G{Psi#1|hmyRyT%C+X=>Gv? Cz>{(S literal 0 HcmV?d00001 diff --git a/icons/spectrogram.ico b/icons/spectrogram.ico new file mode 100644 index 0000000000000000000000000000000000000000..1c7cc5bbf623688db6865d5dd66ca749e5a13c14 GIT binary patch literal 180638 zcmeFaSCnJPd7zo)y-!z_-ur}4AYl?n0O`HYEbmQMwW;c6JGL#hBio3s*-bV{QItec zq(<6VX+|S0HM=8?#L=FSxSE|=qd8|Ec3$RT_voB`nAd;5{{oSD^A>>2GEK25cAvi@ z?uAL8+Je@y%OcrK~nyi+Q-?2|%LRkTm4b4bmW{Zg~#U{0wmIw*Ax zso!!)R2uR~Bj@u;)7Hb{lxEJUv}`$&Q(8HnOWHW!zUAn>vh}F67LfL>ye=ypv?`t2 z@?ITVj^&X;kFC9?y@=2A5R(7zul3NKyP38S`}$aZ{tx72Uv)wu{tNxK`5rT@JKGlcH)C$It&Y#G#;xjsd}ATsdDRQX#@Jh@ z9kL&*4lw*{>(l|cj+KXe%;e+kmy`bov;X;ize4Ao+?(S^&A%DH&Q@)oVc_2O;hF8+ zT8uC8;Iet!zS+;3`};bti~YEL+c8nmbHCz$y$$|l<9|(O=Jx;V@B!?4R{KUL7venM zV}^HU`(XU%9^1;ba-LHhe!_Ykuvw;ZKks3 zDrn2|>xKtm%<%b((%Qd+J>OtIpXnF64);E$`4sy#w)gG2z}e5I1Dv@Y`*FT;lF$FQ zk3XkPa{B-FF>c1av;DOEe>?N`{zkkzAAi*RoA}>;ZPxnv?Ek~_Z~x5=@6NUm|MoFx z?-%mrI~m9MllzsBqO24!(|*4FbK3vbz2EI#8?P}>u4|*`^!k|V>ulG>N>+^neV{tv7lD83 z0QZjT-1Pv%!KY#WOSkNmGDNvIjB74&qr8E6uD#92e=gtNoU0CY}X5R zCJOOyc*<7?aGp1O|BC-ZR_!<6@1Ad*IL|+7{_W#FA4ksfb{()8M(xjW!Ruz&*XP(@ zm#eSu)m5OT(7|K*#QvS^*Pw8JW9IETxe))(oS}VO{4(*c`ao^>ulRp({_V`$`}VPR zZ+~O^Z)f0s`gZ;|%kro7ylzKavf1xpzJor$F!T27_$&VJ*Z%)J_&1-aQ0w&n?Y>Vw z|G$$8#K3Jh+OQ%18|8M8r*}s>0`}nkv+qHfnJ`5Au+Mj1X@9ckCTyOS$ zyYUm8pK0}2{R4-nA5qX}C^*;2etkFYJ8K4ZU(RmtoqfCgH~m6mOCNKNPjl?_`R&K+ z8CaVev>E^3&YIKb&vpE1+JF0J$=5H;f9}}-QS|;a6jLGfW$B(n`9Bb>3H)r!VYv=7;+54Nd)1TJ!3h|%oZ@M+FfY`rx zuD*W9dv(G6@$a<%`umxA#6K_o?Yukt>lyg;?0+Tkzp3}x^Z%L~H2Fb$e&6)Xs=-+WDMft?$wAXs_)l_qs-c`TRLVYkbOiE-B=XnKd5kT3yRSZdZTzT%xri6&*8H z{cbD#BG!Dg>^ZA%=Aspx_Px&7Ew9h}x-_Csv zvezc-QyBhDyI#L;P8T?TGjnXMGsrU*oO3{$t+=u9x}jWSRL|M%zrC-zAQSgy7+CGY zM>T#xPKIF1$(uPgJmzYZf5Y_sw7K5Pe$M=DduzAx>-)<70ZW{7`kZ=EkM&yV^((}A zzQ^o-y}hs8+wHu)uk~UbU!BT5?dD|7#yfLZI%ac8Atu-9i7W$pPC5H5N2-VILpbZ)Po~#sm4rU9R&+2iW~r9pAb>(8v{rhkNr}=X*Ghoqu1C?VojhKR^GEd@Y~;RypJsfq(UV3+aGdk9`)| ze^B4Ru)a~dIrj7Ga^=4jo}G*rI#$2nSNyN7JNjkhe{*)<*p%G%ztGst#rH<%{weWa zs5W5tj~)&G`R51a(gVNZzcBmx?0*e@LB1NF`aJ3jnHa$CCuu*IPnGYS$<^kv{d&%6 z|Lys_`{Vvz{tGd0f2@%G|EzNUAfG#*&a*Razix&4g>`}Xt=6~3|F@5UT+G|g8UD>U z+l()e%m3GLt>b;o-*@&i{=dl&+WqKUHrIa6>7$!tJWZ1@d^x!-H`2S$)lB_&3*0Tl@8N_J76yT3#?0t9tH!xHr$u_g;G5&b+;E zn76mTto(OvTg&Y`$E5w(K92K^`%jyH&$d!|7@qqcg&71+d z-*5UlhRk?!w)tYxeCO?Pfs+TVg*#&dQ#-TUReL|zoFTjYHa7i!TKnrwKNtVbxqaqy z8TPf^i2q#dKM4P-4;r)V8~#n)-{z?6S+#!7*<(QMt3EK}!8vZ6V=dQlSAiV=X870V zxVDyx3$~58>DxumTYBLif%!r@W=$8A-pjpR7v#|a%CxesdccTvoadV6n@{Zg-R?cM z|HkY4ItC2$_V!WouX@3Z`Fr@!ksEjr{w-GV)s@}*;odygFmG=^E&lZynCoG0^Xbog z_TS3UWcj}*=V#S?*7L5ctK{?xR`tck_TTQSI_ulUUTM1-{yjX;yQM^YMc92rU(*dc zDlWBy+cVP|jV5Co67R71aYq2k02kIl#`bWRA_4bG8q{zuJ6{v6EJd|G(on z*UtPt_SW#P zIv{iY(er=5I>0{WKa2dU9x%GWsgLgEfB!xCKl}I3*MAWH4g0FMbzbkPjfdrK?0^gL zB0Wg3=$M2MfA*Z4=NSHVj(Gdek$)d!*K7IqrT8et=sCvqzH0FvX_cPRF6k|I({@Xs zxKldzH*yaF7%M7~z%QsCu=B5dcUB*`$!$DJ{#V&Y4|Eb=*ts`-69*U{AaneP?Z1_K z+Wedq`W2Z-kiC_tmWx|f0ZscR&l|ya<8l_`ynI@XAvaGV?Br;QJ+9{fZmIzjbpQi zjgBR=Zl#;P+MS$Iz+cUb{Y;MBit#NLim{c%^4rTT8{dM>50-aGvNS5c(O>{{4x0@B3-J z)@RVqv0gk{)8P9Wag*y<6|P-A-H_M*^BVIzSg}C%cQWj2tGt`m=mNXXZ||F&kZCn< ztYb>;iP{#YXr4*Oq$TQ~X2m{sbM?*mH?85LkpHh-Ic=>TKdAq2ah}Z)+Vgz&zMXmP z=Zp9CbJT3j3ZHXz&R@|X=J>5&2W`Hywz;m2IcKh=wsxQ2ZsSdSX4-bvYjq%9@T<}d z``z1)G7gVQfZsBRgt8K5TtqBAa7?1vzUl%G&((WxDgSMZAKk}J$B&LdGd}Z;NAq~D zR`d4i3u|64utk|A&fl)J`EvHHEtQ_5Z8F%J5PyYN+F-l8v_k^)eX!qy9_WF8-*LBf z&U?Zmq2`Fh>OzdqDhJyU3T1JU*m7DisllL0Dr3o_Vn-GudL&*Y$Nw<{EeAT;4Hj<6mvCcl!x(Z$BVO1mdnMM`C-J5z_9v4Qh@wk^j!7=BQceVRL^%3q;xDG5-esztMB{b|d?5*Quso$p1I@%{A=% zVZSHKzVaW!zN_>icKdJX0LEB?xIPU30oeCs>(!c{*D;rCtmQgqAD{NV&x*k_v3fTQ zHgY`B5+}CD$FC2Irz!yZof4}jwy*F@_t6e#yg`Tp~OB&VFuPP}u)BwLxS1wKe0?*_yn-X6?Unq5Iyf)%(=nx7P#B{yFRO z0EPVje`@@<5w~mXuKa7vuk35QZ*)K|{?+G?VfXtPH%a(c9T0>4AjcXzYYcrqIw0S8 zRsTDX_0wC3_fyzkv`L3b!{4X8~`PubLmEN&KdU`{aVQWYu?_@zsCB#h_<=x zzxn_{Y`xli_5ah1JxgFe3itl3s1DGvmv6k;&)dhSeN6Xg4i106gPLPM{(P)1g58fw z+i|~y8x!Iw_gZ#6Q60hNyQK4Qr}UIz=TC$rSc?B&>bIn~EFhud0r8f5B#6H75d-wJ z4oIJCQu;b4q-|UEKMMc7_!%l8_gD^Ubj4*c6NR)9DK(ywk<4MPr(FJzS*ZOL^wBD_AcU3a=FSUg| zV zmU_j1jCla`LscQ^sScw9k`ibdlAg9HNrlc+CyY?Ttd`LBT4I4JaqrCd0a5&d;P%R_ zPmsw8Xs$5G=Tw^=+5)@xA;GQs9vRWTU95P3_Y9~I6Zo@|FMptq>owAPVWuUY$>-9( z<^^0_|FvtpR)@)V&gf%nosjkWWnu#7oMF`mMh|4>2juqu?KMKvx7G{cXWC-{dtb+> zN>dT_K_p|>4ifhr$eSBfJ~Rf%$XeZ8S*j)$s6sOB0qTASq!OvpeFO9GdB6U@iTRa( z`#QgT?{DYd)G#x7%(XRt#@1_Vx9tzZzv=?L*2=&B9$K@v1pBW!KjZfs-`}eDXXAd2 z{gr*K^@ZR+O5UuG9DF~m@;`!%F&9U5KtB>v?s=ZB`8E8Tc)&USGIj0D{5Mnk)-h}e z{I}CjwZ$dS92F1#eXOBh0@(5>zJRN^%gXol9;fDiq+OzAUTnW#BIE*ki1`Ef{i+AT zCwe#+ln{PFPX)Px`m_X_N2Rx8Uc#=EG8jA~oqIYZyuC?!chrh+M~(DsuOY^%!PlvV z|Eg?E0Po5@pD9EQ@qXCX=i2!r@e>*RBrVRh815_$iK1KfR_Wwcn zH}>EDeLgMz%{)J?`5XR~bHlo}R;}N5&hi6bI->R;{uA)8zQ5Z4an6s^SA7se0_Xs1 zEz1V>U-?(x*Nk(`hh=Qrapvlj!mUsG+7jYr{*Is8owqV1;TrsX?0$k+pd0SPFrOf{ z@4@zavHd;8Fi*ZOavbiD^ZesM{D1)dL6|x~LW0#viL^{m2bh&;*Rl*JZb-0UlpIKl z#CNtzbbF)ps%)#r{-X=FsUE08uT^q=DvGJ0M)H#eUIT^^L{>lANBb)w%6RAa;|+d$0v->*GtUb3*#F1tNo9{ ze;;}v1@mhEr{H}C-*^HU!2U!z*Tb07wK=(Lzm>D%HD1*fjPD>4LVC~ze(G>8-luI} zouoRk)tdK1JhfqReo^9hpG5HmG|%6UAE3;K@bQz__}Gbn_*D-aA{TJP%lQB;`GS&O z={pgZzUmaO9VC_*XFkx3L_3$IFMLgg;y0yZ5AVC9Q@6Qo6Qdz=GV2B{l9mvu<-$mZ@<~LU<{D8 z|2kf+{pfX$@B{E~F+>h+eJxnPN_Sn0K*kRU7Ttd=;M4(z z`;FS4JO7#s;J3(^8{91S_UGlB7tm_s-x|XYz`x-}+e}=YnIojWwehbt*OrSm_NlOCc?1T9Iv6?8ge&+Nr zpGRZ+e)4`kxKEJ#OJe&2)B=46IwW`)Jx~&o{_?oQOA``3!o0tdl*Eq@N?+xO#OtS} zuVqdWohuS^UyyX-DH$HPB@O$#B(keR62t-Foyva;{5QjWBl&@PbXpyvdZ5~h1wuJu zfnNN4jT6F%opU`O&LMh!BkprOzFGhOq3r)>od0`#Y)cP3dj3u9uk(FWhuouIIJe&Z zujTvnGuoNA_czPGRqKOgr|ma6Rc%%8+V}6!^}8PBpYvh(x9mO4tL;}^p!_TQhJWJ+ zXq`{l@3r_Zkzuv}*!h#Nd>Z?`1j|!M681x!U*#V=qJ1mp$7^)Hy|UkhzR%d3xu~dSvnxHtpWbg1KC(0Of1k#ERd0`KcKlm<$pUl16nKYSDlc9eWMSw zo{)?2%(*rFVB!L8HE)u;Zm4scxxQRaOXz3vthV2R-(mH4$@bUz{hTw$KR5f&SkxGG zbqrhUgfs_E4$zhhxA!&wue@mfzm~ZGDs@ObaYH@(=w-y-hdaHGRyO}{<^q{|o$_n1 z?d9s*{eIKGhj&w7Q0{e}pS8wE=Obm~kOFIb>@`38ch$b}^|dwi{Z`iRv>;{=FTH+x z9j#g)`BrO97L2P8X8eB5{agHN?mrvv8~&B^d=lX?%>x+egXsar**NSkFwRb~KIatu zCG5E70ur3Fa)Hzb+=z}#UB_c=mm4PBTPm^rWtqAG@85BtK@we~($kWbFcMpL*sz)uJn_k*bWK3nE$GHLq{a_vvvV{_TFky1u@j&Pn3+PO)l*j`hqsPg?6J zCQh*Gh#Z^it?`yStB0NZ=Q}oY1I^lD`EqU(ag}z=+|0jBzyw+b7}wH2q~{8Xb_P4a2*iG3T@Rr?v6# z!&dsy0YUihVf~G+&+V-ZNu+aBf~|w({*v&YkZ?nv^kVxXH6dDTJN$=^duY9|-y^<* zosuYr`La0nJ|dBW#0m%dBz7nveFyRT4=2$9{gOUT{9isO@tQH|YnYOF36DZJD3rC0zGcW{x|6!yXXOB*yQfaTzxz1x%zhQP5-mXzpnMs+`sz! zx~9)s*9YUq@3*&o+4JfHDF2!hjH~^J`!QIbh2NDd|ED-!U`&oN=92KP@q*3^(78c& z{i9aRFOELwJ;uBq z?0&i;fv+EsK79Rj@qi4MjY#s?pd=1q?+*`2`WQYyaZ-|{ngd|&pOpiclK$2?8Eii- zao;uZ^gStKXWo@~__DZmbxUfWOCozaC9s6zTKs?X zu;yAen+ve(gUi=sT&8?v{y*`4p*g;r@&B8*W!6z>9H72`PX8aa)!#R3v7P?EuJsMz`)jRV z**5F?;`H^{_ygKk&W*(AN3){mbPm86Is4fi<@o(2mj8c-v3ZIZbq-sk^?(%PF-k2- z*9c_d(u_~4HNUWx_d71lc_r;%Hp@(Ew`6+dEonW(-#Flv@PTgW-N)P@`~af^GzN&N{omS< z<-eBiX43(1u5rLdV%GtN>-%cqyBEGAv{BgZqg9FPF`|A~5HUK}o_D<;J>cX&UoF5s zH_)E%clPc6zdZ)X<^P*_z{I_)e!s;!yl4IY4Eu+Odk?_(LG<21Y|5Gh(E%AjA8@`4 zX@$>vTOPnLY-c@J-_E`1o7dV~E9NKOsNIHWi%zm~6nyqtn9Y~>+bsVrSsjos{?Fw4 zGWX@y>zs>!EB1$fW!~_w^ZK2l^ZJbFdLQ-sRS(3m_eq!@AZItp@gkz}|9O}{kIh;^ z=FtJ8*!F&&qd7z6-|WGoe!q^#aO+1j4cteW0elh0t z1o8Ky*!>>F66k>FzCMZW?UUr;6zpgG|NgQ8 z))S1#K*Nlr>*2p;SyHac5{ulC;K-}8a_d{@pILG3bxHUTdk3HcBItk^If2-&c4~v< z2dN3fi39r7571lyae&4G(XHeIvUz|<#lOZ4xkOn{aNUx~0JeV+8RohVAsTljEnR?q zKtG2N&BJK^WmOOGTiESN6J4eHDu=sH`DJ__K`5WhqBCTyDB`U zdclhg?y!6SxHP%CY@3UD`#HnBy|r_1`kG%*?(4`!XilPzIHYbH++(xrn0IIKpC|Wk z*K$%D;-P;nVxG-jn~c?El96N8n$1Phy`{5-RxihWA|UD*ucreSDDdHo1d3 zpv8ZwTwn}dg#EMF!IN-3O)M~g51?xY)c;rhHFq82oS$*nM%#X{MFzZ6#QtN%{v*uE zOG`whK1IyWy8RQ(2Vf0slXd@x9EZ%9T;C$ZTH=|=|f{nJN?`49I? ziZ*$qAN$W^CG^!#s2G-H?YIm!%u1>i{<|(of6r~{9e7n{ZhTY5XP%cPa*5Gn%pF1p zM9~2;VuAQ>tqoFd+}nm!WEg#rM*4Y96z)~`TGu|S12&rnynp_6p6}-Je-CT_)m9q*Tk!>4 z9EXrT7z-mIc6|H{AR2V}X<#lFV#{YYGev82a3?{^$~Glw2nVa%Op9A1KdmGiJL2kXOGd!+W> zs$CT^?}vVPCu{rZ2WqL&d*&t7K7sE)1pC9(=msT*?T=KE&qJcv{{-uG!o@*JpXi6p zh>TQ>OX4s#{m_sMmyW?Yz5;eXeh`2E0I|S6=KmauNfQ5GV}K-eK+ORT)J(}x{j8+h znFHK?UPc4Aq(A+689MuGa{l&rr2YhY=P3Lad!_eqH}AuI1M&jV-K`R1en4V-2j3rG zfZAYudjoA9I)HTptQk^?qW7$J6aIizC*(Q>Em>PDpmoKF3fEEDkJ2V+2Z*g!nWsO? zz6JB!D`Wwg=XeI4FvYoX^uQp$MIYC{*NU@ruOn)({Jvhx7t{R(b-h6T+Mw0}RR`n} zQxkB;1ozehOkDtbq+>EGx@UBzpQ%~d>($PFv(~tDZIEFEwv-j+zZv$`_6Oi83U3J> z>m%lm(C&b+;E?m1%C7*%4|EBHHF zlUUFGy~kF)(tIadYq$5NZ3+WA+`o&1~EbnuuP<^x&w4gZ?^Q}!)Cpb-DqYOU=j z7&EE^v_FI&ul&z2&XyT(XBmUa{$)hlWu7;MZW!b_8k=hFN^}1i|DXN*cGgkzn`S-E zq6FKgBuE`T);KDWI^y|S=I=1iC(isIWxtP@KUG1V|43AZDyZWfNXlTzgd`6Qlk3Ok zAI0{oVE6kE;QJF7qz}RUvACqM|EZERbwKigmE$s0HzPwGD>CLjFOxlwNhj*KcceA{s|d^=?V3zxXyE2XBFjs5n1BA$|CHm%yDjv z=cSMs*IV<2RviYOb*~1k4_I{pO9$kR2h2QxTYZ|Q&s;D5~GUu*vv z{?-3Cau%Op89#J_HmSCVR_j#(THTA&eWY6k1I)$knxpPNF1<~|60XDc!+)fjI$m{D z;>vzG>{l_5za%CD)bSHX(=t*<9seNvd6bOFKruRCACF`I)A;^F$5JwUG%3UAf+2DQ z$zutt29P=d|LBfk<-c`FMqTG*Eclqj6HiNY{ta1r@pon7-237>%G_e=4gKsV(0|Z} z4*>uBJIDnv=YX{WeXJFTGeaV4s+cyc30gZSTW@11?8{kPT{@ptaW z{%?+d_5U-zey-N&0z3c8yQN=wou1dZKf1Sf(8j;X_gU;SHZ-S~SMu0@ja@3{;NEAThv5%c6|C&&f#Wx+MGWNM!1D8M*U)IrZ}IiK}juxC8&8JRk|y5k=4e z5#}27?d_1howPfM0az=LP#vJT0P=x4FDOPF(8qoPstXM786A+(3Fe&f0kk$~xVP$r z9Gh0{f5PGyj=5gy->Z#R?p2mlI9|?*=37p4?yM!1%*o<;yk?5)t?M#$j|Q#7Xl*dF zzqrmB%0DkCm)$q#^4b6OwSYC>KNA<^&JCD-!#B47*}VZ^w+TPK1@61C{~_XoIDDtb ziKWm33C4O9pP?7spg94Un0`kmwe8ngbt=I-pdKGS#d?mTw#uXew31OBaC zAfK}y(K$>T@vk|*Ce8Ely_(o>x0yXRRhn3vr^hX{7XRu?@f_p-EB`7QXQ>|0d4C%F z>%BbG{%d_tbNU+V8|G7t4W#wRnA|+ z_dHEI3;TmeAG$#I-D=)hEh9eW;`>*`5C7rT3F&Lb|7V@PuGj6WiIew>O1iqA`McQt za{PDd`Gc@OR6L1|pTN(@4=AP1cc@?D`=c_5%^$(`4;>*Fcm#f7fADae=Q9WJSW*V? z{|BpheeJZ2!~baaX&DV)Xa3)9Nlm^c$?KoU+4ugn1Y+0NYm_*HJ%-|?>>+l9c;Ju= zKY%qtyOCYw1knMOAE3Sf`G7v=2x~pi@&(WX7WXh1RmsKy&erGwXRCQci+!%)B-d(z zm_qIQGRNxg8=qgH))fzE=6y`sJqh=X*6N^UD5? zVoREKWR6?67c=iEqXV4$tIb#TRS#(0U+?R&5&stVFh8Kec+q2RbMjC8ul!HK_dH|m zBuX5 zBh0=c!~@JXN**8|Kz-2Y0Lu@s@`1z!*8G5a#$%=)xXOPX_N~V?E^vtIf;ck7bVY=+Z-al;0m{Fn17O|S=ZDtLzvljWH?aSPf5W|L4gXpL&>W!7 z?HSI)|5<#_^NhKxS^h6F7S9ozs^2=nUfVwM{xN+2$=C%6xt7_Nb3vlm|Ne#niP!bx z_p@fVrjL3Z+@45En)!PJTH`O7B_1D>(c)QH9F!sE_>CN6ZO^_4y!UfHZQ1+ufe1M} zY6bgxd0qrv(J#X#`2NHX!{q-)YOw#xzf1YQB-5$eGBfd-44nH&X20}5%EBAJFKyH# zQcdU}<{t#9LH1F1OdTR0u;0TvA?gCG7mgDPB(|$iAH)YpFi%kP0lJ6KD*xGhpwss2 zaV#tAbwMR#l{`QEYrMZ|?5S> z2s4tY9qi>j$RUzftXA2<{eRFmHSk>nkF{`F2cwqYYu92=>yUb+Q3YS65nn~6!O{s? zU!T}O*>C0ZtIcnMd6ni}rIu)4^+4AS^f2$Q_u)`6x#{&bHIo%648 zzuoV*GjH#!-8YhA?4)5{V@b{D4|TQd zwM|pIusMv!(E$0kF#LC&WKXUo*5nY=Gv_x|PyG(|`|!V0)cR6oY4{(Z#y2GcN2X=0 zbWR3{{l|~t$7}wNdH&!TdnwKe^W} zDfmw#2`d-CegxLsfM)bSW{p4}YlSm>R}mAeiD6z_SnH{k z^V3|nGd!lP@%3}Hr|=oh@VYa!XL^O@@TeHxHP zq)A(T1FeHMa&7DRKK1A`^$%**N8mFz?!@=E*w1j^vb#)FR1dTwojXgV10B$w^#hC! zu=8(nf6Bkk`F|Mxb)O$)e`EejE#Ln#y5JhM{+lp=WoM-|UpRiORc2D>CDpqk0oR;_ zI_4zSG$Dyyn|(Y zLVQ02@9BME8Q9aC5o~||fe>}TunbcJ7=`~KVt|pFNf~XLlTmcfMDJypN<1m!W3S2J z=?`W2g?}z*zWwhdb>4Uh}yS07*}{4+l= ziT&?q-w>S>5GN1VM;_45zO!%mSN64^pms2T4w#_7$XLnP^GZ3#vFdj+FvGoR*YVF7UatePdce{LYuvB;1=tmP4&b5rSMITi znfPD(nf0%&Fyg|N_My|p_-@lMKS};|h&EyAU1~1MKXyrL)tbW^;JXa%JdBS(9snC1 z*}k9sO_&S(5cXf$uVUUn74K1n@2`G;%?@n-u3`i`kFBd`U)lN{)v#O#+x4(t5BqhN zG--cJEj7p*auJpI@TKU4VxEI9z;|rmy&89+19>myUAb>n*;BsS@7Trq8FYZg0agr< z^#eL>_Wx1xzghc#0ljy5XPI2#8r(ph#1Fl(s}etfJV1S~%nn_VL}*ER$pMBt$^Wr7 zFIhc7ex7_D+@~wZ*|BfW;Bo4ErPI{==3yMWT|9*?AC<|HaTy@@Kc=~V>ij9VA37M5 z5p4Y^dSIBCU;uw0eE^?;Jm4t&kB|cxAqP0bJ^&NV^D^l=CFA)2Q^}`fYT{KHJ@Yjg zd*Kgc<=cNFORxT}bTBU|-c20PNc=%8k}L_c)*xW{04ew%M3V5YIv|A~u<8ToydZw> zTsk1mSTJJv*EY_09iSa!{LW#=PGaxX=IdNa!@v6ahIeOMi2uiVpUe1OT0=;~e=p+2 z2k>mfKV!*dNoG%17ye&P$?AhgZvV0KYU`Ez7IzaP$ zzS4TFvVTOX(J|FyHCJ>mDKI5m4;o7=zwN)Knv>>TZvz2x2iOg|7&6%QWM{? z0o_@FPjZ5|1l!IvwRqNiAM7`&-QUX|St`muqI#fRg~!|Q0jykrf>(g zz8C4GuWS3v{63TSxBL9sH$K0;)p%e1f3^P``TrO3cP^55viRq7KeoG6ZleQk?$NPL zOd6b%nE~eA1Wrl9v&4QJQ3z%z-plLu_sRrw|Hi2Sj2z|hqqICeN{(=ZIeUk39jU7l^h`5Xn6-q|Ba-FB07r=d zs0XI^d1R0{K=%z({?p70NbP9P_yFu5mQWp_a{~+c0O*34>H~Nm+*K{(a5@9yC)tnu z9CDuX7tjgk5%uW{#Q;wJFY#V#{~w3@r;wY7`T(P_AH&!5QGc~^fE?RxzxD$>SMQBz z*>&a%S@}Y2ty^^l;wE-*qdW9IO1f9ObuTeu%}#P|xoQEHFS>#MZ*o`mIG_c4YVogr z0PnB&gK5>j$=(aS@G{68%o#-apTM>bl6UFnI>q>mQ9f@UV=YCib*B;Zz&MPIV^fE> zGbae!@7cBweX@@^`47f_CHz;A3#cF_sX|ZIpkrzn`!zeO;J;4lcGsf=nxuYLD|!H- zR@At)9UI?{-f6?mw~-5IBPXCOx}ZpXfhu$Y^)b~0eD-$y=VoktlQO@LbNef#)oSU} zwxJKyCul?Gv}fZ0jRExDj%FX%RsM;Cbp6hQ@~?CGH{$=i#{Ss)OS_KC6+YM1y=8K1 zZ;3obdv$M>%pYu&TLTwmE^%GP{O4p8{ztpgGTPoL*9L=f_u{a8{&Z5FT^y9#V-vE} zK8Vf7UYE>a|H<8H4S>AgD0BUWSo1fL>=VdzmxXewxBvYr~m4z37EHhvGE4lnzKa-xb zcg5|Wmoz>=l069$=%+*pIYoScH1h%n_qd1wx~)7wdI$Lcbb$H*N#+IgGdD27-eGa} z5_bCi<~YWl<9+boj|?+rrgi=fG17%yHRMmKvDpar>>^{@@&RDlY4^=>PX6Ke3FJ08 z0BtYQ&N8Mnm!oSi4fpr7JjaW!@L-QJ!oAX1TWO@sGXHd3}$R ze|&$dwp~Q7ix{~TAGsYy+(pc{VBh9pZ0RiPvF50~j>EqCPyKv$tubqCkU-MNFyBS< zpIWDy!k&(j57fDWe)w;Nf1LwpxBI5Qk^R?vpymdvG}lM%p%(Vl=GVi0J@duucef$! zoP%$qmN_Ghux{~BtNd3NH4#HJNj3Y=RZv^1-rp@%yPL@&*5X@~lLt61jeC&2=z;w( zf3TAK-x4cmi&**q9nc1A8V6`DK=Xl_-z2k-yYjDd|8)Nzy=Rx<-@2C<_I@+=U-SR@ z?EjQ4|EKxpOS?|UW&EFOe6H*J%jEF`#q!jFayiSn)7-cB&h!mgPM(+f&>5Na%*a@~ zOWwTRCqMXdQr^Ddl~>Ms<;4|`ys!|J*O!*%To*ckd3>WsiQA8i!FyUJjtt5qzW)ey z|H)!}`-8;&@IHDdBol|jGKC(P!tRe94Wk#LNQ~FVWxN7^qIyK8)c&_G$Vkr_nM^$< z3o|dt{MmP9>G>bZ+}D087k}q}m9ba8FRsWb8Sqng=oplEJ!^?{zmcQV77qAiXs^fO zUv%0-3+%TQVdwZP9Yy%aMXl72 zn0o~~qwqfi|Fig6zI82#4_m0>_mLO#E=n^s@S}TMq#WJSa)A5b9#HP9 zr2TNMw6Rxa>!Dg{Jy6A-*%i{h_k?upW*<#r?hc;c&Sz@J*Vj0}1^<5fx~I3U-B-Wg z%=5A4_tl{`1&3%XHm@Ou_%C|1|#p4Vj;QK^88&CnsO{9Xa>)zmikG{WDqo_|K$! z_=XJhF3Et4yaYZ#n)!&Sk|1?P{0jC8NbiOD-JSUFT{56Gft~G=!q-dk8~2+$fZBP> z4_M#oJVEvS2aqY&4xGXVxQtw9Zq#GgksI2#`~djJ7HbT!!dPBb!M9(n4QkB5ou)7U7T50p?JK=XjGqW4_2)(G?a>bz_(@8N-a58V6k zt^Lex@DZ>2u(`f1%{<<~V|Dld)$m_IjsPEkai#Zu>0~VB@&U|zG_6OQbwH+8y>?6; zoAKI$uit8f&(p%+X~X6#`<|js=CBfPZEI)0$rf4UvrOZg4D&fM{A2eu&xwvp@V!k= zWtwX|$9JD+oKE2%4>12Ggb&a~4WJ30jm_6~jeYWa`1q#YXXX0Q6{gjDi>TjU%eb%Q zcd8}MufyKgvtF!zmlyF6`+M-;J<_tho7!Bbv@$j-`ONj~Q|lt{;2_s$f2DNn zt&mQ*YbOqAMF+IPyXsyK{OjCL-N#Gk{5kFY>TwS4RS#$$K==E%i*i54wX|CLGhBmZ zxIf3=zk}E11c_&r$^7qt(hm}di;`H>=~DruQbVj_^V0z z=IhP!#)S@Seo&sBjmUGeee&W$QeIl>mzPh*axfs{2YX~1pJ1B(0jEmiGFvqu3-uE+&0fG$fip6b zye4y#&&llhFUiU0e_Jkp{V!zYhd-0kKmJ<@o_~F z53>gm{#ueX!h@C$=)fOnCmvuwaT5cm53ob?09p@l3OOt|9YYT+Fn-RVC$8fY+=TyI zyDQ}}?DchYz!l8}z_@a4_&4(ajQ_vF_*WfZ=l>e)KZd=33P1g6jRE+LE>V}A;rFuE zWAOY8|CxPRb-y4Ff5QjcUhJwD?)}6wDn4>nUSiaYw4fgv;lCE!QU(7fV87JbFFe=W zz)T$=_xxYg2YNqhtqHahv$hfAH)Hc#@l85mznxg48K0vSd+*xXNzIad8MdNpIi5oo zE%R9?_zY>~AL-}2_GKl(HBGZyOhbx0k1N;i-nYUKVB4ZFSQg>I=~T$B>~cTwMp_|J;V zwIUszOVZK4DBY|_?PPEI4%)V^Gt%lhE1mue(%XMa#+F|bZ}g1p=iV6gCH2x#TF<@k z(1*p%(q7UaZRi7|13J+Y9pu{D@N?Q=U3IbEqg(mcJ-iC>Z_oER`*!xVuiR&J0DJ%A zYt54HTfzT05BJxIQ*OcilSj(ri6bZEsbiIL^H{lDsA-WGm!6O-<2U6->Vn)H49HLa zFeQKTeV4p{%_py(^~rOK5%^DF_Y?B+LPB0&PRJ`uL3!h3Qf>tM$m99({fA*YP5uv^ zK66!w9K7-TUMU^4Y}~qpUd(O|5ncb;r}M1&wo=Q@iQ_OnPbf$^M~s3H!8x+CBU~h zLJV+_900%d(4H=IfXbQPp>m1=afgZ5p0V^h`K`$8FU(FmHVtxF_o8*gc zDgVR)8U8D&n^wVXwUq}v#W>d5z$*8QaqTZN_EiU{51@KN^MA_!4fubO_KvpvM%R!< zeANMLWEf6#KCmBuz(?Oltf78>U~4PVPM>=!lC!e-XTJk4zJQll+e5xu`L}!ka_}zx zUN`pE=m5L@*M33%E%r0}RJXyu=J;BQ$Y=3+y3j9O=%Kc)9n!JQ#oy!pj$7P}W9(TY#V4SzyjJok)TnYbxe)5G$+ zAN0%L|4+pIuU5N+Tg8hI@sXqYsW7z#s;`6bCei^4ffe$cqBqX!NVVN!OlWF!1oUa*{ zh1MCFA3||Bama@!!e$fBE;a^wmF<;MjE;Ni55lhxrEV zO+L)Jq!IQc7(M1A7wIPV*i9|~Q5`_cr(*d5yIYti)JTnhx)f}yB;Z&@a{*S|Z`md6 zJI6P8{0aDf68;~D|C?DIaE;@uJa!Qu*31RcIe$h6SiS(`Uv+?EV*Wq4s zf6D(Iax*t!K-UF~kiU;I2Oxl75P%IoF?|60-UDkvY-|7<>!r6Q)D(5^ zfL3bv#`Zh?|5aZA_H})KrN#ac_&-YCznpx39ezJ{pImS~>qP4hx~2AjN9u_^+ZcNt z2mIvi0&;A-OIjOd#22`VkAGfTI!;MT+Y0O}^Yh|vUJ_5^NpUxb1d7WD%(79b92#|O|jpaWk|`S&8a z52xs z1S=;79bJ&mU3yBcO`ew5FNfss|J|tk$yZzDyVpD9-BUh!d1^pjm>iUs=aAWyyh04{ zI`P2W1&_RqZ}9Ggh}`KXm(L!66WIR=_5c_==*9mJB4PAE0KI^(ugB~aHhGv@;^7{d zJsOfZWS%*E)1?uasZ7X14KYCTgv_{SWifVEPLDnzCs$sT(@%aV*S_%+x&HhANiO`0 z|19Tz@KXt%d`<>Zr(`n3yx~sv8)0Aa5$;Je#=XWzkGf^}P`8Y*Z|Jb41BeA|{HNhR z4gX2_O~QD}YS9Js2N;W!8u!z`&iN-{|28qeZDRi?cUPeUs?Y(Me84rHbA{(2fJ{A|nTw`{-iPyUaZ+o~@>?#)g7?ZQv*CJyLUn}eOP`v8UPzsCNp z*irTOTgmgalILs32k9iY=icIie;@IIkN5L&+ztP%yCM%U2>Vm`2b0+RG~cIBzYqE> zjP3|=PVd>)r;l0u*Roei4fbF2pUkb|noKcv)70yGE&n6G{ntIhErI_E_^)7HVHLTF zYIId4*SiKEuYR`+Uq2uX_?`8Kz0!ysYB|6?>xl!}_SZ=j`n%}_d({RXmoCpG>BP5h zZ^PejS%mXt@igQA*Uw9L?Si=L7P#l#ym;%E#n*g+x$!r}-*ZR2sh1?U@`0Rt`;VkH za#D_!w@Z72OIm8Xq@}9e(gE$o4bpyy`~W_H6$e=S>;7+jnh?AQKCZvXf{$mKu!d$~*uka+T4i4VemgqlJ3u#7gw zWsH4@$Jvi~yx2n=;NtVR(E;d!eccH00D0d5;=uv(!Rg(#_yIK;*_~|}6T`&!bNKcb z=s$sucn1ETf$^u=5BVwhe}czuAva*(@&V8dRvch-0ApT#0K@+x<56>hr;&4r*88p? zRt&(He+KsNAXi~vp7$7Fj#4kSJp$+9t?aA5m3@!4a?e!w50IZ4{6q%IjiLU12LC#A__j`Q4EVy=1OE#+TjhU=g_Q*w-Y;tZ zwf0}g{%7*~_xk#F_O)-f|LXfsQhS`IK6wVe|60j$d7`{ro~}49PuEn*=bLGpnG5Xi zlsBKcEsvc!CEs{sNdEJ`9grWrUoW5B^vl;5N94;h!}0+({|(r`JC%}GC$Rl9`2X`E zd3Di;|L>BwPj$(==c97H$4h+g!?)KOUk`RYBvbhM)8ypm;d~D6XO61v_i)Y!|9)BE z++ta;%)|d2b^PU;lq_>U@CDbTEHMx9Wa^5XntfKzT>YZleEY}p)c1ZWm+=9v{PEw* zR@_WP*E=Pn3A6OSsWN9^wwSjP7@lgUITDeeL8WoA3wf z&;zy92WrRsL8{dsm%2%lT*NKh0ye9sH|*pf$lOSskD;zH)B(SN2s8 ztiZeO!F-k&SoycsVKCO8U=H@@XrE>5KgN5kFm^|orxe@Pg-spmT!a>L0^@hH-NLli*AbpmhW)3`PcFY^Pe3Y| z4_1$#>1LmaregGZ`k4IMn?d>Ty{NqNx>vsZ!GOH?q`k#0u6p8u6Vw-q(F2DXq-$>_``PP#HCgXLE>PD)Df_1OXLA0!hwmV=A^XHS zne{&9Yjr>3$Z_T-Pwgv~#Y5Eh@%yjg^FLWxD$mxH$}4S0<#`wLe;TXgxrw-Z{<$aQ z*~bUu@BVB`e)8J^`Q#aoeB(^Nd}V4-zA-f>-Q`r7lj_0`_*dlv|FR^}qiFTQs z{SvZ(EVHk`N_|3BS_b44b9+t&7iGEsf}EayO3qz)O>VsWJ$e4aKb6OS>)*?zfByG! z^5Z|1{@E+cS!B<`2E5G)VF`RpF%^)V;%=AIgP2EX8W&OL`O@HFj{JWqXsTReBo{u2W* z_AfJ*b&bEq@tO-%ishwSB z&f)@dmWHwS(e2z5-*b4s|V{hrOasdI@_uIs>_gWWNtpk{PfaU{L$OYhk>zqIr zdB1Mh(zz!(KcG81PpA`rTlb>VTwlAg&-2^JA#_k{=p^T0*muFc8=J4k9ryxWd}hr- zM2NT3V{%lQ6w{?+%dM8{O2hZ?v0q=q=Z0`}Xu-)twjxywt<@-P3p8TsKiBl6B`?eg-A zE_v_$5qbNIgYwRokT1^2xfS-g?HCq6alenf=mQN?5~`hndzE?dSIkMEl6A4wXV?cD zAE5P`^n0I?{>Up5zz0a&`kq|*>QAI0byX@_W76#ki@U`m9W`!gEq6)hv1W1M1Gx53 z$0ZNgLmZ&|>wSBj{44uIh||X3b8PXi>?7z+&HY)v|DF<=rmnw)-+vz4f1`qYAMC%- zTqbwBPsr<`BXTovSngh%m)BlABmeA&Y570?Iw{|Ot3y7%6_&3p4akQxBl6MYuzWl* zDqqL{e{UiwUzmXZDPsTm9>gbimH)G?^7e&R`O2l3TyuBh`*+C`5?B}yw*(;}NVzR=01x~f5<#hL`obH*ElkwAXYV3xb zJNdjk_RPof!h3%pkCO+y{G7i*82V=_}qjo}2b2lphK z}NKH4j4xVj1dEjsSaS@z`_0M128`wKS22(wrqd3EW!Wfz4-p{|1A8!fIP=z zpM(F~Jnu=`$B|p;4fWZz4seyRe;GN?vDWgn9=NFdV+$7<@464u3g>k%uocGX3TsO) zkf(bLj-SPzzr<&Fme2FpZVx(weCc-fN!=0QzQ@YHAN$`0`fu5_PHqyW~t04}pWo>B-_oKfw zTP6SL?-u1>{Kzeze6d4bdagy@`qHS}{o<6o`4;2)tv>nMyJ7k8OEYqjdUljC)W`kk zLv`5uD%QbOOi9o2X$c%BPgusDcqdLuxcVIT!@44ojwdAHdqHBUx21RSYqD_nk7fF$ z-;vU;5oz%zs3nG_y(u8ARbJ^VC2vYD(6yg=n#{TDLH|eLwIAP1=l7@%u-pI5@tmd!QhB+%OkVd^$(JHW^Kqu19{NolG+Si0H zP%p!!~gYt)pBQVjl8(0Rz9EA0iWYJx6uPnBDcu@-QxK-bS?n>tN87g zk@Li|r(k>;(J?)bj-O}l=K_BCH1kHMx9*lR#e3y^*+DtG@1R_Tm1miQ^3uLmdEs!g zJh?Z>yuu_*L>U($Y#{8D^Xnzw7a+#>6WiZ6|I8P%@_@v~8V8shpp_3K&u1N5b$#Zl z6xFdly#?Q(3;h81`1!6a0r*GYziTW0zV%o)uj}SH>XWpP=WB%LI?MhK5&vs`FAn2s z>jQ`%?u}?JAcmM4z>LnbK-34&J(YAmpx(nOg+HQe0BW)SHHgmdG5nkO-ARTo}t`L902?HB$G#xBgmmn^gstOK`S*v_}^bIqx))Piggf+`>FTC{u8kO z9PGcG71aaJYCM44L7pHFpmPCkqA#w~Ud11{gq*_{IA!ItbYB(r{3W-)z&fkZqCIk} zEcdypUbFJv%T@CUI^Q2y4P4qL=PH*f;%JNS3R@*`Bzk|9u`xg6qe_hbKu)%Qm?4ihUS@$X~! zKbr6Bv4k7|@qp?8^#Sxgtx5F6Ffxq}oaePmD&$l(9?<>LN6}S{Ft77~>nt6Rsrjo8 zSmR%7f8_k}r%v$ME76x#_?*qmDeWk(mEZn$O#b1&CFQ^W!y5U@J05xECBMA+-i*Bb zrBlTH^YYdkqw?W9Y5Dfue);x0F8TgfJo2rVXJw&-y{XxgGS0p!S@^}rb8L;ZgH{eM8^-=wU6AqnbsZ&hsLAvO(X@PbG>#64%7^&>@6UMU?KyIP%fwOe|NezW`RdI& z`Q~kpJd?BYL8vyB|By62!ak6KiI~6CHOy3PmZug z=9sg67XR!Pzs)n~fS1q#uOY9fA3!|tEIEN^(F4zL{1pAi(E*Rc|6|Mvyn$|| zCmH`*&z>U(yRZv?cH1s_cj>tN>lixTZKYC}6{NSad^2cAUl7Ibox_f!^n=XH}Zk=>R|RLnbF^;{Nrmo0y@S{6rT_ zb`o26Fvi-|-s2B+q7yn{v5P!GcToq-yWyXjK5@Q_yyF`G_yOC=XYGK0^ienKDO9{W zsZ%hID$Vzwz@|-*-yR~q?dLd(UhE|v3c+)bSRjD-(E-YTn7`RaZe$R>Gy(s!)H@f+ zpDdFD)qLO#ubD(wHRIpwJYZc5WbO@O*w+}KO6U3WU872Waz{KtWQa@0)L=vhP|%gzj#sNB`4Yc;u3pf+>mI;Z5aqWFXM^V zWoYU>8GP*fa`wZ2EB@0jNJDH)+QLK9+8vip#<=?g^Cj^CJk$ewxK_%43fnz^Wajj0 z3{Y(GuQ?E>t-t3OT|P=3VGJ2(z40XVzA1A4Gt~SRsP~;A?!Q(~t-q^8UJI7U`vWEN z;nD&5!pQ^jlkauPfBT09`M>{bgZ%y{e);uh2jruxlk(xo8H@jqCkEx$iTl4lHY&d{ zuKf4OcgFCOX2SCIS-*TR?~(V&|Nq+gF8MX$|F2%Jmyd6^$-8IC@zvB@cK)<-kG(%x z;g-|YuwLVZd9Pfkcgy*Dmt1V5--I;#%L|vg4pQFkn zbNua@a&i)-nwL;L&`DkbKY+asM-H)G?GWo!$q~&TU`;P`wQj@zbNB+U!u%ItU0aKP z+UNG-2kfiG2OtiB{UpU(n=Fecil>bH649&y-_;%P|JTCvw-zMeHf4onA z@9q8aJI|J5|I6if?;e%E_-2dzO?Pfl85LZ#@4=@yqydCtvlXxUszbH*Cl6qjq|9|fUkj(s=x?V&r8n_kKhB8$>~$pf#QBr| z<-baU_$R#)n5RRYAI|vvwg2z@H!m>uL#QbXVeCtKrN4TARYY&1?nhC9bG8C=OclgqGA#}h(d7O|1he-K z#7uAy_Jw+5F3g>MfHMwo#-B})><2~Ik!FRRxfa-&V~t(KCYY!(!c>(5itWh(*Rn=B z<1bTR^jDpi#6Q2!Va?Aown2fZEeg%-P-t$4eBz`i3|dZy8(Wt{}Ut9kIS)Nbw3rnj_<1z&(Pw6H<&hZ}8tv z)U`pprVw#zLd2>H5v?rXe8OIUeL$#!Il0Tmh-Um}$Wh_@DTL51U5{PMOF`II_1 zH?|4O^*Wd@GQy!cZJg-V!G&$gczQ^LGgW42P|?L^`lHn=*ddpD%V_Q^e2EKqY%t{< zV8&g5B=*hNPjeQK;DG-(1N^uDx99VJoxkE<%zigszMYno5ND3cXBK%Y{=s#0{Aj1j- zS~n5{Xop`=FT#^|BCh5j3ijTGbxA+;{8M1(8VZrf6#{YtY_%-lL{5+walin6X8hN2 z{-^%gpZ&W(vC#lx89|KgAc-deA0_ulO74&Q>qzp#{~gABFk?T2`6G<^T!Q;WQO_UC z+MlQ_k918r6zEW2Vy1x>Cj|@!%V1B6BBn~$;;m~+`1hX*c=n4H9-J3op(hwqGdVj;{4hobDUz}bH$MTCh=3ykHMVo$yZ<0X9L z=lVdK2t6@Y#Pm%V`;2)*E7p4(6dE!waK+NglAGU!gg7gvLl@J}#8yj-Q&X zX6mB4l?~BDEoT?wy@T=I#?vh63y9s+^L?vj?AP$QD)s{9tZ@a5|7^y68ejipzNZPS zt+5KL@bX~+{`k@ucNU~^e2W4ORH|X7h_6wZA&$0c;pz@GJlLy`k5AfTtDh?WeleO= znHR~WOy_;5Pt94@D3(}FoSh+c_PFv&7yg6>oTVrX^2pP7Uc;_>Hzm<8Xv^@Dg z(u{q+E{^PtoQd^4_f}(kOT0k*+3Sar3lzinmvDjN**nD&SB>Q?>&m!yX6+aA2pRWg zjDN}fKoWmoO=^U+$raY+9z~bAN_V|G^yxL_VyT12k0SBxPfy&w>xO|r#(ql>D*F=A zu(KAG{l#eLDL`9C8oJw~Fv#36(a-t6*9{AUVw@Z|$EgW3+?)+2#zlTQ@3l=o?4R z3Ln^*bAPI11xM{<2g|WhG%UF%~m1v6v1a4jAOmby1hI31MH!#IAd6F_AnG8Mc)QV#2peeY!Ig^ zIg(z0IDj&>>dGcaQ#3>w^;(V01MTv<=%${to4KHy?@_0;9(!|Lv@rIY`CQ}k96&A* zpR3}pRWKJ6(oZ3qb9fqi-Bk9%QLE&!HBAG5e&vYwZYkp8E@>>*X<%=T0duB4W{M54 z(yW8?{hGKlse_L$8sq*}0UF59Y~@b0gm)>YlfNk0Q+RLUjLjV2Le8QSxj|0s=l}m0 z;9v1C!2~36PhBAO>voc}p7S|5&o-PRtjT>6$P%w7_ewzSm4KXV8~U%<(}PVc?Fu`3 zvWYi1bDn1oc#%0^wPfCB&1YOa&jG913y>>svyS=$<_ZVm1VIK;xV$XH`wy(};Diir zE^OkF$J_U`@x~3#ah{vtuf+LQ$pG&1ocZ~>xpHUXM(%_=dwqAty$5>$U(NwR|HT0$ z@y|X%694i1JbN2XleqR#r5{{o_=Kt@`FPeW(9DDynIaQ>}Q=6ti zj;fg~>O`vObkW98lw|%~i+_HriQoPqhaY~@#G4O^cZ>yKrZEM3OENH(%Gw`G>_0pL z)4}Wsg8Uf&-p}KIGQ<`0kuEqGDZ*l$C6-eyv6O9r{ds1XD=@>s8e<%2(!hMXE)I7} zV%P|Irj{r&6QkISpJ_>*w-PY!1+4SdjC%np?W|GlV9mG}px#x8Mt32ayhLdB6{Er5 z5l!qnTEe~19utU;_*nF3WRYuBivIk1Y$@%+aO*DY8$W{Li~?l(d85F`6Io8K$g(4r zAhaQ#C`5*_0BHsSq!4dRW)4VX4oKiE5UNRuOkJTs{qK)rKm!dAVDDV&q z*ur_Bi#ed3Gj1y%TO|E~B>s77c&hk(8Q;S~YAbWO!_Ok0AdR?AmezW_e^rd1KG$IF zm%)(^MeNHl!gzuec9V-Tou`kbI$fOZ)W?l+4ZLxFBYt|wekzi@Y!wq!t8)fWw&o7U z9D&3rJ;)7k-DnJF_UumdFp%Vc=lwr>e)0bu$N$DYy$)>YTVqSzlZf1BTRG14q;PiL3g3OMkNd}0`hYy-m8$+K3a z22hdpp0AY$_o?ojKirA?d2sgkAr=_G&v_`nk6=#|%@a#pBAU6to%P>~@$b#r?@2wN zBWu2BwG?+560VXaHT-(?@FUljxT(41UPvcBy!T-UKL61N7p{}vw><>a?Bg@qGEuf; z5JlVCQQlvN+78Z=&1vXwj>ERrDC}zY<_>`IKkR~IJ1lW=pAl{?>fn_VuGo>!T4F#v zk$b>g`d#O67RXbILl)ydQ!SksTON7zYiNw4Yu}Kk;(u#~F*m&t&lV7nZnv+80Yb37D(R#lHMB_VfwZ8xw=c;1KNP+`l)N@z44@!TLWL z?25SvM=TKgKg7@Rkz{im&$YrK?*5ibxYMdN#Gz&_9O}@*$w6~$&9ES*N1cnghhf6D;`VKyI3&hEzs;`ffgT2wD}6q?k7TffE_l6IHNt(1sxF{=%(LD zcS0aWvf?q6old?%35JU6u(hfSGu!v0tDzlP{$AV_cp%T+g&qd>D6q33mS}@)a{)4q ziA696q*9-iqAg?&5FnA5V3L|8GE~h_%9v|p4(Md9>QmB3A9Fw-b7(JT*lu~oKkVjeLw+sg1NHvSeG{D{z@Jb#p?LuD-qthA%oMyN|>+I#(1J7 zwuK3?J=Po(+?O0E*TsoeBV609ikDBX#xGC#d7HLCoq;@>`F}0roR~(eD1!5ekBkvq zHyN=9FoDZD#y|T22hR2mobByd_a(=HHDAow7gO(SOO3mTvxKd@6MIcJI8tBfpc4qO zemLw6B4Mu=2?yOs&Z0rEQS&1v?FBpfw%C$4Bii5y;X3vSJkRq0aX*_ilGwL|GxrpZ z{QPz1tKhevZSel%7x3VKEH3Tbgmb%A;UXXJG2eag`YQbMnIWdyR1u>mjVMDc-WNk{ zj}o~*#8C)Eg9%(~fWHM5XwP=ZX$Dr7sgASbXJSsC=Ks-8jY&P&L>_!PGFBQW=+ zhmbR|Nn+fN!~wn7cLwlt6-b;^(gTDM3ydHyC`yLhJw++@rEA$^$g&2=BThk)d>$pl z$nr?@*PrJDVtt%9CAlDm@gGOrKZ)_5LVbU>x(W*Q6j5!hhH5)0a&_0@vqzSA_JcgW z{CXX}`au_OzvY56vyt3I6=1%+0JGUCm`RMsbVMYkgF-MJ=#QyD&i=uk#Q)sb|2ttW zoU?zdEtZpPa3sYFC$cPYs@M!CIM1G_)yMG`eH`u3#>pXF9B8&enWHi)tgKNbv_l0k z!E#4a)Jf{Rn+2LYEYK>6c|UWs2by7XkSV%C$j^wdMsE~(h2$7)VXo<=)~G+(75(X+ z7|jdii6h@21KWyA$T_IN&aSPP-nIwD;eIFybU~rF3kqE9QS4xYA{!y{EUl4kYK<%- z?i}@*2bcqrwRkjyNLRPwduWa-##x)PF?u-n4=U?nP?3i{Kp&4}7T7Gw0h|jum=jw0 z*vK4E%Y0DD=S$fa6w(7CpZ!7(b!A!F>+$rWHNJgI7dNIKMGcPruXG3MjP3i$0E8*Gb^MUx@92F6Cn*Wpa8Mo&#*lpeC|0i+oJ z>;asa103mF>&X4P1CKp{Ej+rmu>FZV>EEqF`&002@I%1lDQv zxJlvniLf<{gpE!RglfL9RrZ2df%AY2=l_kI5$KO0NE8S@S10;P~)5EcdU+v3_}6n^eGCH($WBA2;ItM&;z25HU)>bsLZ=T+6>thqH(@HIUNe$j~2rwG6eIyi0f^ z?+arLc+zLjl`-T&?>8qED^z3};>#bR@b>#IIDEzzebW)BVt-#!Q-g|aTTn9Hjr>7A zb~mE7tr#6`+1S#Qh`xqs>~0FhzD{rK9}?s6E^Fd{=D4zChzIA?sfn?{KI&nLj2%&8 z5{w)jKjf)O;y;0piO5&aV681go>>KV)=en(?La|dA2KVZ5jAoa=@;Hb{Qk=jgy+G5 zIG{c8ZD#`;?i0;;FRlUi&)U?ck@w6T5W_h#MoAiZ)-o7Muttfk43afBa)+*rWK|v& z6(lKY1SCdu)%Pa z9fosUv8~7-+lwPHT9AOP1(_HxE5%@KJ7&kG&|Q>{;y?$K`a7f8-5#Y*>^p4P12F&O zm|HOiun#a~4v_Q#!~;_~3uIE8QKW8xTJkbF*aP&d@ZVR`!;lg=lI#KcC9?o?K?ff@ zmGR2N$?n&}=u-wGGzz#V)SX9M_cjSQ|*$)hpcWkVLR%?0=8R;WkoAr=0iWm8T zZsaSvvImgFzhoca#2viDYI5+nleZ_nC#KJhn7acz)_t+EC!Ba+gPmC{%mv9XwabBp zR|SNDwJ>qdgQ1X`R`WR68AU><=?|fbH*8r)#d6M^1soutM~)4TE%Sf_F$5Rl2M*kS zHYBUyhp(;h`5RJrvM7yn+g5Srlg1SD+lWZm;77T`BPNtqEM9TniCfwzknjqan4X->%#7EzI;n+oI?3xQh^9WCeh-EJ8;K>C|eDpvU zZ=JJ4v$Gkh4MR|F>WN~lFcdHc6spJY^OJ@`&H#l*^v|)WM} zh##Mt;KN6hrLWn~Ax&WK4%L{(~bi;UCOH&M#-` zaX;pOASZHxoG=^ZfCI5MIGALO!|4K?$g{?oB2!$bG{ePuV_a@G#+7b;Tw(6MzMC52 zGJRA#X`-I>zQNlBP2R@r@6FI1YK-nMBlJWXVIbZFLrIK}6vjrn8TrJ_1-aBE=CW7j z8P5}9cYzJLg^t)=>WMvNLD*ADor>b!_Cy4axH z*^Zh7?iwUHfbpMWEJQZ(mrU*iGa3K6oB^uX2ehbJp@(z85aWM@d$?hqK}BuGKaUdo z0Oo`(eC*`+?R;#K_$YA3s#K;IfV?5fRj3P+W4=*S#cM0(`1B=xoE^}@fnq)Ejx)wc zpb5EGmgw`e#6W;4X8>ZP!~zdgY2ws?GVaYQ5+{_wAKx;zUNb0 z$d`0hwB$Zd4VP#2@%xu%czSg`YyTP?-n<@jRdN_F;)uuV5VAa!bdmU@crxBcyi_i z#{Nd~2c%f*Y8pYh9l-VfqD51Ocrmvq=ZjCu*J*w6S1(T4EtK^`5CRiLP|0AN2FsmEQ)c@ z`113`WPlf@0z7%#xc?JlZ-g!Ov-e*}7GNpO49i(&I8|hUbEQVOMC|Wsivg~6>fp|h z4sMTV;4XO-=Xz|>?#Y_To`18q2pv8GbO#F16J~+l2y+Y(M;uAAAXaXU9n=x+%rnAJ zp&pjDk#F4LfZg0F%#l+xQ)`K-T5C*JQ^Qf~%38yHO%=6?m66y}l8Nn=l~~%l9aY&; ztp5&Z_F)e2Al~R=g%U?g6pAcRAdvI`7RWZ{%x}O)T}u>e^F8JJ(5qvO5ls_pS2Msi z;s7JmYY#K7huL=zE0|zVp1lF_nx5wvfe~i~BQ!t942WII*%CW&;2yx5`w(6H{Duu~ zPAlS2wH_uC4KW&MiUAKx^g0RA<1ECWuQi53O|d)K1P4luag2D$&3y`Z=c){T{+k@| ziy>B;6tIQ3O^?_ZHRjZ->yulrVL*>__Pa9F+i?f)OkSWf_xDabF5L0CNcwbo-Pp-H z!$pPtyhb>54HMy;H;c?&Zy{;=L&Wa;3^7xmAZhG<p;*`AC4TU)99pmGwA1v<3?`3f%uFVk}RF z@0S7=J7jTXZY`ePUyW}+md3AN8DMAo29$?OaXzLV!i;mSHtRQMrvP$={CT{{d5JMx zjYp@f@!lOZ?h{wx{Mc%^OYtsIIT_v$!+F?nEp=gQQQ)`%HU7j%!j!2!Q^mt8j`;5H z?znN^5(oEsVt8u=Hut5Yq`3qs%?-#K+lBn;14!Gx2f6(NC~0X$ZGAQBs&g3s$rz}K z#m<^gOt<-Cf3GW!jN0SEln}QMnc~$;x_IxA0=^+`_WlhKx`UYig&}CP2u6)jFsgZH zWrb!Ub3hh~bPLF7DI>BX5Q$Qba4N|I=pd3ns}@%-h6D#`N#_wE+k`S zs1|#x+p#~Z67%u-I1rYK`Jiab_!0Z__2cotUO!jNaHgIMcfkHATh@Ld4y6dN!nywl z_x>jfOmT^||57dSl2!xU+@g(pBieXrOcM|HDdX{^C3Yw1qSuR>D?j>)2eJM|m|-B+ zlyPs0ZRy7359(u#F+WkRPyK-oYltqUy0}a1G{gdT2}^A}{Q5vUPpdiR+w3sgzI40%u&B^IL7hMymM>ZLrG0|G6v zGsYa#*(RJ3^l^1ukvo7*`0ib4;P0w<`cBW=r5WOY78 zZtI)KXnul(fmg^?yA1=ILVDNwlHcwH0kzoz@+4fT-}In<+MPeI7xi17oOjxD|^AyD^(ezsS4PUqrmq>4yU(D;qjTZ`1)Nb{Q0vAZk->RNM%`&A>Row)G6eaPN7 zkF>3Okh5hFc`S%CIR?f@#{FjgOgsdjf9BnSA!ZZR&*SmMqxeY}2C3m?9w zhOa(Sz#rf9y&|^NDRM)nZ6KO00?=R(g*xp-R5AWbs0S!EDrJ1uqS(0&h2fp3&*?{Q z%`W6FJVw^R_fR`{m%i2&2r;KN&eRHt2F8fjrq`4%HKE!nto;heG?7M;-8$3^%D8hv4UZq#;K8erIK0Gpe@h4U7j4F&v~ny&r!n@EFz*?UdGBZ(@D9Z+ z`850exfk(u!(50X4zl-OjI+m~BoS6Jg*cJVQ(%d6<(9ZyXNl`=X1LvBg!{w#czKLx zhV#afF;3Moe*87CGsKG6mML~78DnR<5yr9%FkZk|FVn)_8goemU|jFk(#0-q z9qiE1!gkK8+tjtOO@nzrLmz{h#0PcQ%WF~lpy7-@ZF(S(ThL;tfH&r>@bwLA9Is*D zpKOKkAOS|*81D{t=&})`!&=PGjUBeQ2+-?oK`o^TCNs$etk=d>Vt}um-+*u4-GG1o zunzzDgs(w?G`4#(Z@LK> z;q4RF*jpe)tW=qOpcE#{Heha#CI;9G^^_`Ld%ZFaZX;*n`z7uujwWu#CL`P`` zhRc#LUPrF$W)Cb3+2iCM8(dj5$Nlr#c>Mu!nK#w&?Pv1%&+kh3?5+iN@O>NhamN-1 zdf{3Iqs2G^_4JV<%8>IM|pZlJ%O9A;WoaAB_+-npw!3`GNf|4|ix{;G{%KO@iLh(0=F zUqG2i3b~B^6!mq)wb#*?M;WI_tnv0GM?7ThxO9N~*cnw^-lvIM`^hm`RL8ZWT6p!9 z09-j=go9ffIron;_PcQ`x*W^FnOO2qX8eaU_Jc9&&P3~;{15LdeNadS``_qS`~(YO{~X8nJ-nT?#*Zyc+-evo>x`C}BKA1G@vsMRK7} zqlpD;ggIwtYL=*L_u_uvW4)M%b$X*K^MMQTL2vqAbAESfL|MGG78y9Qg+*Wy3$ z!@vIHhu?qq#UH=>;D7$@i$DK##W&xG@$jxSPVA>wYlq9`(WN z*In?zYXW@uo)$j+OcB5QD35>rz6SV*G0qLCV^@qdb_BU&$enq>j-I&IA*i#6K&2pt zcsKh2*DMr<6reu7gx*@^NbMXz!-6d0gMGf}8vGaPJ`F|BxbHx?+YWuZ83Mp<@25tvK1-iz_8f zxR+mmYpEGHoe+&vX}(xVam6uec#h@U;8=+zPF7jsYy&ZVYF5v87~+E$o{+~oXBF}B8De4WQp^>qI8m*O%N5l{c6fmE{UL=@$ZT=ssZMYLOHYI*( zPVNHvK}xpNG)jDw>9ax%LUIS1ok1un+m14(FVNTV0=A{y{L z-iz&`8O(c}#@@(F=tw(_p6(lnjc$g$iWs3L)V>feO_1aq8x5p5tieRRCO)}lgBxS= zI99KO16i8XfvI62SP7dwi19k=a84!HJeYHNB6Vg(O3(A!m-qDW%@bw(__i%3+Ss$Y ztff9f3K>?b*wY!}$Cm?%?aHFUSqinzifC|^MYq2KCQ?<&#}Qz8hXqz9jCr_Y-Xp-_ zVG*Y59LUS@#$b8?ajs}IMW>=VG8@$iMJUgxMs-maikfyKXZj?vkKI7l${7!Q_0$dj{KXo-|5J_q z#wy@HviRy1Qyk?idZ^q9`?EPC^G>|+m`IF7L}Ms28QbIYxC1J}P-!{#G}mFWzZF|1 zwqVz_1&m!kfCJZd;?~V>eE3ogzJ4WKtOGbEQ zMHf$wm~kGpz~i%8c>S?G9zIOL`T1I0+0}uEBVBl{y8^E?CE!7A1a8y@<7R^&?l*Yj zW}7>1ce~eH(F}jPY=Td(8R7HW2KfA*Hb3uL z`0kM|zI(#Y%UfFb>0NdF`koqoeouq=D>Za)>EYYg^zqeWBYg3aCH{8D3LoFH!FyM& z@$MBHynJ4W2Y38%?bTFVzng_OFXiF2BguF?7e!u8G#>7bz}>B(xH}wz+kO6c(Cd#U zT>*Hj-5+na`Qr5!FTNJ8c+%jAR~sGhN~1l$cf{jHM?7k>$D=qN$;6Wrf-o6JPlaed>Z$m3co4=S{IE6F zi(Eiz&NAGvm`~0r|Gn!&*2GM;@yKEchgA1`14;+Z|;C{xB zb3q^m9751-8;%Z9G&WmDp%9* zW^A#kM4NRvItA@~ZVNg*H={XqfIajKbrv~j3J*kostflncGy?LxMPm~@rf&L?NY&^ zB6Z9Y+n8oAx82_ey&l9u#pWotwnC|hk4^^UZj&<+#{MZ?g}PEj;y2Pby;F;I$q~~{ zHkhe*#Lc}vcxBm#7_b&+GTu*PVvZa=D-`L8P{)3$!^M=laq3>U>yG69JC2xPl9oR5 z$R)2b3qZAL1o>@ojN4p~$b7+Olrc*tVn5qyhcr&Dbe!#efxSwssH-i3R6bNt1gjjgzAW%mV`a`5#sM z`sa)I;}?CrbWEAEs1{}`EHIwsh@ENf7*1vnlN^lEq*(G($SbZ+!VYQ-_KfCY+ny3k zUmnKX-5oe^r57t_>T&US4sNYP;K6Y(ynM!QKk2&FqUiSqpo)Pwq9uG@%@Q0!MxZOwc3JMjP{dr?nPFEi}+>LruC! z1N}n!1<^xgv%MNRcsd=`(e18+kuViZq^Yuo8{v&pLdL#1-nh!ze@+UoU696`S2p3D z>%_G0Y`~{)tih`*8sxhZ7wVM9S>lA}d)0AaKpmHc)Np;LDsD_Du=dO2<%8@UmgVr) zFM68DWbP#68cX+TcR20GI38Pm$B}!6hAh|E3(i|8y0eeXqit$6h}~2Agf1 z&|u|?dJ9i9nERmC*aH=Y-qbv~bB{+o6Yn{!;63Wa{JLC^T0g@;)EflSmn{H2>?0@1 zxja@Fj#u`3;9s8z@$6ONPY0O82Rw15$PcFygK*G45K|7^S=o>WWf6lugBbMaCDPZK zyAOvl^md*_UCA8v6czM-3PU1i`eY>!@|<~8-RZ&NPX41SHIejO)ui7VF^o)o>ZMIx zQ5Bwyxt?wu;7<7DW!4@1|{D`5mf>7JB+kIO@Kb)^p)wuK)(oT z5~9gJj#}?QzN-g0ZS+4_OAkp|2lC$de^cQ9S=tl%^x%tEOS@qN7vHcO;&-;>6ClVh&Hy^#z(FJ-B5&|x2-f&ctlnKO+VE^szo-c0=q zwJ)P7B6?vE>q(}+NHYC#(}K~-_pz&*9%F3@XzNPC@M1Ie-q?f5vm-dL!v1@y7*`G^ z;Pz4=9vpJV>nDYH^P&zuy=sS}r*io9 zV`JRfD??4G9FA3T7AhxpQ6<8;dOKWba=?`~A@25C;XE<33-i9XexCUF<{g;NUBRU9 z0BYp}xU&|cRDoC+dFE9Ldv zh#efR)WwAkbJji!<_2|K9ah2ZF(up`SD-FVa^!J;S{8REo zi%R(6oek{KR^i{z*bfeya<9lcLCFov(Dp@&S^z(@p~#et=G~!5{`2 z5|j1CggxsFYkj|dD7rKw(5sbU6g?mYTi6;RKa$Dg;5{K6vMTgyA+0~!#S)`#HsIV7*VjIi0e2;XuBv6Tx* z&zeO+=nS=`b7*p&!;sG$8qAsy@q!0+_oj$mNAEg%8pLg)CRE9o-c;mYSW@R9GT}~H z4rj&`@#hc3dj2hsC*0SbWc}ISs>l76C1(-hx~V*AyfY)+2dxExXfF>(Pg6WLZ%)LP zU1gZQI)UA1w_|3d14j>4;^IOYHB(`@zvPD}$L#UWW%l!v?Cr!37!~SssPm3+@=&TY%u%C7E}tG>6GQU%_4%BUJbL`4afiE;uO2$#oyW3x`d}^I zzoo+Xm&NBV5d-LEjn3A_Vlnr5WqLSN!5l!&@QG%9oZhU*dZUf=-8#6`tBva;jI&Wq z+}tL4)FLO2m;-UYGhMnk+sU0ms~L_rTHtUEPbv8U1;l|0gcwM)!j7RbjLz-A_N_ax zw`Byg1)bQR*huX{HKqfKG3k+oIoEU?bWFjbI01+4;&8+^21o3oaYz)7Bcc!-p=Z;w zix-wWB(d*;BXJ@e&1OH)Y>3+j)bQ~GWjy_b&X+-fZgCO!b zqFB>XS-X;W9|FC}ROo5WI}#(;hmiM@Mqer3T_oy6VZxjRCy`bZKRv*{uazYL*Z} z&QB^mgmP58kgiPaii!(k#T6;U@>5h9^SmD+iTHk^h67R;21 z-Xuw!BQx;o1t)yCmTD(;Hz*ygN>wcehFNzW5D%Z8q>O zX{qSvk3nm>zue$WU*;eb=#y7t+)i$L5fT)#sjbeYe@hO%CG!!dUO><1T;dfuh;}GO zL`W@yGrHl|Ig8jM58*#?9Z_9p5nsBD)YJtOhs;r1vVg(JS!zP)?mxYP*qZq$9jJ?NNv3$4`=ME*~+ENJaAMxQ% zg|qB=AIxTYpi@5z!zO7MF^NMj`C09{^xd=*lBXxY8;g$k^?f`1FY69|HRlXY9%<`3 zoNi#BPb~aYEjhWZwm9EzkF%`(2X{DN>2Nm&+Go&_Jjc&KFtX*j4^yQ+kGz8{b%{qf z@1>(=IFH=yWO83K$!E>rY|z(09+Pi4vQ-WE`-z>CA6L%)u1ehuHPkTGk)PgRq{IHz zg!hT?o*ZlLD!X(zzYFo%TeA3we8Uf4S&J{(E8m~h#olyH9LzW1-cbvS<=piV`(LV7 z$4a9%jx=bp@6p7`RxO++C+2K7=NaaMb6tAR^TToGi4(*-kI-XesoVsMWtQ~P;2{rT zUjgT^Y-0K374%6so%7qVW#=fiwfB>g($0Uk9urZem>?!Q?U#vJckViz5^>0xxUXXj zjyiI8AP&J2JsS_%1@L)#A-hrU=LB|lvzY- zN6;^Y+5_sDyr{ePT1$<=hE4QclcN@g+FNM_-cvyjZ4GjAELU^3T7wo3MRW#l;Owu2 zKfZRxn~&sidf`RP_RC_pm>6w3xgnY4wr5zOG1nf=g&yds48d@7Ji1$AF?P5e)0YOY z?|1{2juhhbaw6Yj;!!JZc>RnEZf$3;VCRnx!%TGRWwEzQK{vff`wZjIsTPlB`EWGS zFMGsKk9E=%-;yVdAH49%Jp-KJ-u!r_2hOxQ;y8cpNS8I{J4HA!my3b1J!mhU=bkZ< zzB25^6hz1&k1SI`pITu(WXc%ujzB|XZKQsMkE!&;i&i#6geLjbY8J>O|D`~c_gs(z zQ=(4IyC!+PlEWFG+CUq1#yY4sC2w88yR2+qz;zW9ImHNRs-`wogP-|xcjd&#o;Pb z#=bcgO000ONQl`ydJv@Ba*rm)4*HSp3KR2=@?h-TJC2TRyU@e>KT=HWHMteLBWkfb zpbV2<WEi-$Pl^T@)vug?Hc}63Y%DEbkzK(x(uU#N3e7gIeO(o4J=BtI5P-zZf4sG{d*A z5X+s{#^ue{OO4ToCOb-NQE8e}pL)}vK|Ye7 zf**B1{s>^75Udi6K*dl5DX_jPM)LU(<^bN~E*nl=Pz3xK{{eFG>>mFgVlshx|1FY|_*QW)=n$w7EzIlQtO5imT5kV7}%wet*O zT8|=)@t>1>1ReQ{?2&k{&njc?OsPj+t3-W)GVdHwpcjc8JvWq}`{{*k+(eJ4jhva3 zkglbOJR=4ARVbj@o48=mD*A-T1CsZxJE1W z#jVOIXjV!a5Qkv>b5eV{#J+&_+Gt#&Y9XvE1cayZtej0CFC+K z4pAqws|%H_VAV4lcRHsl<@yRgZLDc98GeIgpD(EdwjRB1>*90Pi185vTy!aJ?#1$D4Sf@4~7 zcfoxHd*yFFqW?e-cg8uY*q5h{z0{D-6e(gNSDL-M0%nWUFvqi>_`rb@o>FxjEakjV zM(m)-5c7rP%TjARn`4H(^c|XHuQicO&Q2mdh~w-q8e@ye5b89Dqi5F`I$QfO zSlU6oT@!XkS7SW57}MU_n3eSZP8nEqNXC*~Ec^XvEZc`;$&p@%?p~PlamGH*{8JHP zOwr?Pu9_G)`TTbm6`#*GKYb;O|M`asUOBIiBKC!aBF?tPe)Jp+Bu~wszQghK8cCw| zHXPw8Gsy3KfauC=$jiNk=7i()jme^?J^8w3iO4J5i-g?Wh|3s2W-8~cj7r|en9ICE z%($F0_z_cLJ(_s`tSWByTi|55m^c76*}g&CHK51DYjXpFI9(1lbu^vlP6b86pM_U^2gK{D_T#PHn z-SPR;2t50{1%CdXyA}4REA7Nd(h{)SFA4*8F=#N1MUF-^y_Lh@FUMTBF$C@#f}bDP zb$-+;G5)2!$=~;9eh7lEoF4)d1IhUbq3$J=&xJGIqd6}`Q43FBEtv%RvZwKW_zdQV zOyoFhL%2aBLUbw-!kH;how2W+#rWsp92FoJN54Vl5gu3OlmNR7ghm#_J*NQy+YTah z?g~PN&mq3~3^K}(qowW?eL8r*&su$InYGB5;{99n&~m2_vgZrb9KS%{9eN9dP{SR% zUYb3?M&4N`^E?NnX(4lh*fyAs#S=Z4Jz9qYN3(F|P!_pHvD|n2&BYF{+9QK7>-to7)LWk6j#b*l}gl3ju} zcPp#0LQMXTPwn{mS&iR*k;2^tIZWnkqSt^L<6jATi)5$~U~E?@VGn%?C$rSaiPK;&IrXvp@U)Mb@(e&h$Iv%s(B# zd!oYauq#oBY3iGn+UV6csf358<*9p9#y@^uhkyNK#GSY@?@%K~YQuTk)SK8=0AdZo z7+cBkrcb1IWDk-Dh(A}~LT=G5v}Dq+ST&Yf7ZGEHS{>FPccUm26w|{juLp6gTiID9 zsLCxsS9S@u7bK9YA!fh99Vz($FHKtDLNoao?9s=m&+hihz<5S4`ohZ?-vSisu(#8) zCRdO>y#%|Z&q=C=2$}5n)A@axhBZAH`8+ib={k&kW6mxX#CwQuRq?gkQ5B4lTJAjd z+2iI}SA6oGKmPqs8+`MbJ@1B!!r{hr>`hJQ-Y=dzqgZ0`#2VD-hs9bRARSJ>Qu<|Y z45eRD5WPzL=v(GX|3CHt>W@7qQpR=UhSmZF#=N@)5*S!g$9MJ^GbG;44l=SX42b zGV9>K{SZQ@uOg!F0uq}p(DUOu;)7aYNsXk3k^!|1ig1yVXZ$NO{*@U23h;YDj{bVG zjDMbWvcw`}iQmZZ-a3gkN0uH^GW3*_CRQqoB71rI(!PMV9#9MUG4UwwrN%qyv0bUc z9z&g6X(RG1$@eM|p}*P{TWbQ)-x7kw!_7Ewq5=C?GI8ceDqmObrB`CHJCEEY(-_oh zOX9x-)v9TzRY^geVhTMW6VW7_fR;_MXyt3wCd=H**sqcaL9tvU<2IJqlK=C2bqlTO zn?=kz&c+8NMKdU@K2L2YUte;?LO0pcTgZsM0rXpD{7Yg#W0N}4=|Pe~%p;RJfi{o&yZXQ8T74&XjlBS!$uh zPL&=XFXHxIed0%Y`17}o_~a!G>?bY>e!K}N{+A^ zAJzVPOyFapCUz$1(|25-`dMlPBZ&2f3VF!G3w9!x#~uBg)knO^#dqO;B0UK`yQk37 zJV2gTH@ear`Dd%h%PYi`e-1f6sn6s8uuBpSJH+FVLp1iY_V0C~=Gns=yZoJb|Cs~# zy3`w0nB!QFK5iUT!Rt5V@zdXw@xOn_;3IMsTBDSyG2;CtBKnS)dm)2+yg2G<6Lb^k z3tx(i?n{ViyN=Yd+o;XIf&k8RcB=&ReHB0V^>-(K-;B7kn|%_}Dn}8O(}twXYUI(+ zsPX@?_TJHPrstI>a|Drd&V^J}sDz3r;jnf4t|b0vLe$zWc=c z+-I7+ZD9zmyGMWe2W9%@&&WOA;OBS{9@a6pp6lz-BZJ5F^2&ocK+o|2x(4&$dLDew z5d+L(2WG(gjPd!{fT@V@uh2w#88(1;9}e^Zczp-Ui`WHKtW~&@XL`^nI0cXKWfyU6 zSiku5dg=f4>978xN$-Aafm!h*dS+sle1m!xzG^ui-F5Qrj+i#~sTu#@q3Ydj%qO)n zr`W8jy^Zpc4+Nv?@8ttc3q#=Oq6BpnTZT)~7$Crf0vZ z?gzhw{s+6`>HU=_2UJC$s~Z0nKwrm)&Q_3kzZ#!k3;r7o{KX`IfD!*TrUO8ta6fsZ{AtH)2ovsWvbUE2A&a-dvS zmgor_hNF1ATDQ;C>y^9ndgC4P|BoNkXW#DB*WT*XXCI%@DzV&Q%RKee6>)?G9&7kq!%na@(4%lsM0QisCfHZ7C8hY5o0nr(n zkIf_o$RY+n>l*woCJ`IJ2S1dO$?Q`GS~VH)pUDZ(c{z>^I8~B~4PZ{*6NQ!!v!Gw9 z)Ia@?WOxf{di&~Ly@>CBZYGHX*LyNrPmaZb@l-uNl%~hP`@?-`mG`IWp&nwY?quEW zr8fGUEx<9uAUS0ONwMdWr_U)&1{ybcmLzk$@ zoYOIB4qZDrR3bdoz2NG<@);x+c$Sa`Ko~rl)jy|2P~q zdbe+)Bl@>l`q`Hg>5t~>owHSXY@FWZ>NPzyIE^1K&=S1BgZUQi&!!idX~6~%-;)PK z{64ehlhksiunAMd{nN}oE)?3dgf7Ce&7vb->bH&5ucu1%^jYehcggpEH?05kAM4@0 z*67E7JfyeYdVm?(%X*UdWSEZ+UR~X4v3kO$5fLxrRt1n)mzW7i|Yh7 z;FKD3xPt#$`hIl@lguXcDG=8}Jkd-opbMYgfz2IPYu7<}XU?nr=`X7BiLYw>k*{m{ z+85dHJ1i$LP%xo@|KI2m$MZABp+$=C-x3G@W59njT7)rZa7Lp^#%pXqyV2p?5yxHw zPIN3a2<$?7G@3>+8ZJylgJ8Qpd@EW1_z!M<=d1L$AC1zZClYl1K$@;C7U=3?p>ETk zfAXYHkDQ`+`b4MR`P50h`LTm~=acRFowp`+XPSFheuz5f2_4Q_roTR`Qz;W*e@Z9z zjWT08z!ltM^NvvKI0W`*$hCTQbrREeQWx!@R?&@S5Ib|z=GBsNRI{U>)BNlw(Mk)m zi-B40Jw_CQrCi2x=`iQb7~oMI(1IB$^V}u|9_$R zfId_=rMtxc9|;WWl`3|fc-earfSXs>%)D+`cRJmAgxx03m^$N?0{zwtsrtchC+V;M z!!9@=+w{x-$c*5jB&~*BTEy;*xogoJZPv84S6!v-hp9QO=?A}|w)5;NJn?-^G(U#6 zF8th`m1y0Rqjdpye+&5E%HC|S@7$RtOA@@3`3KZFO&&15rrD`!9VOO2GdQGIuDGzB zh4cdV=y&NqzH!5&mrhOT%`u+KO~@8hz4>^jTjm)epbx*WdqbjsDv|H0hf^ zKCBOY`V~EX`x)vIXV7bz*D2zr+2Rg$XSC4gYeb_AobPT@2!HR}Q!gL5_wF{YIphHT zeU0b`HQ{?(6*jd3V*hIL{{Z+8liSwB4o0wFjo%BTPbri$r&`Aah0EEmS8!T&dBz4D zRXBMT?2mBmQXr{GH3`ks4?7eB|MeB4YV0_mfcYGs`I_3F_@)j${Y^FWo>oDIOTH{- zCgag1N2ArdI|0pvcytI8*i{yb4&grVzmL6}G4vf`*vA#k9wT}J)C3#&bM-qCRJWUJ z40VD;G)OY`uy1+~^`1lxm2F{%j#dBgzm@AtZ*A90*Y@ejHJ;yP=9doV>EWYAdg3^9 zAt%uzzgeSCf9jAv_U3+l>XZAKUs%*q?V@I_XVJx8)!{s1|BP8;|4E&o268N6L`UQL zbvUM1hoZZw+jml{YiH)K4ZlACU#gE7pihIb?7^cpGL%dYwEU`0p8A?RrBmobmeb=v zb9iT=!aLZxu${e2+rdA09|rfM`2C4J)ckfcmw`=Kw*l*Mz)aLS{%5cOGvos^*nk;o z0(01a{RzYbkvM=ISkwZRhyhlzsSV~52NaV3Tc`(AChDR$Lu=mM%p*lh|CFcy@V!KI zg172JhtbKKgM&Yoj;~E4uFnMXX}Z~-s%tGNy55qm>rM1j8Zy8;n*24?R>SFN8Nwg) zp~LAh_9b5ztLV3QDybEF*>Muob$38Z6f%{(e0l=+NV}t-4iTryDH+Y=ujY&!B0%iq0uoCSNA@|H(Jwm}T3g|NH-n z)xZ4;yTN+seT2j4)fmlT_&!efJ+2YeR7|S-&|M8a^c@YJ`?eP6KF16_&nDP!*low} zThYBQ$LCb=?6Es&AQt9;H?P`=3Ws zgNWDbkHZIgVnI*Owd!a^0veA=TCpVSP$B!C3dq@V*kPQVLyn(Ek3Ww(f1##wIJsyt z6D!OW7ixjLf2ks0$Ew&vR-cc~Vjey0OnQIl62DfgAAQHEfBY{&{pY`F)Z5>^phw>Q zqHaF>rmh^hrBnUKwGx`tXlXY(7Uc5u@#^T~SJMLw?yJGKqCK>SIix++=ziD82lljYL*{T-?QJ=&~x9_$hp^4Y(e)l4;^$g z6nywF-=0)-&y&zl0sqGL6Z6-D{iX>1@%`pKCk*~W!~x-Laoi{3gdOp!gCo!o9j}%I z;(#=4Kt`N8QrYj;$o%HNuhw7wX{O$O0X>up(RySxNq3H>>)|8pA3J8z-8HYCKaYm? z8~u9Y(-V5_#WfutKCY?Y8O>Clfp55i=F_59Gv~?wXLJ-Bu#z;ar8xA)_I2Tddo)bk z)Qt^o#+J53wX1V4eWpG1n)l7K+vXU(lJnZ%`KI|7FCweR3 zzhxUc7tmQB0{df}QJ%jszBjQW9UFlEkHi8SHh}l^2d1zA)Aww^YG|0Y`>e`uRtTHUSZ=mR`C zp03Bp@9*@a=|&s;;%0cp4XL_ZYfc8-bfaI2?t(u>mx39(7$EQVqSNg|v(HT`Sh7;30kM?L__T4`ShA?xq*c4AY}&I@Ojx39G}A;2sAu> z+j6-lnGrp_BJ6Qz=e+vo&S_xepeFhc!dIWr(cW5p`*RNc_rGKI_8al~+{e7kJ`L(7 z`Op=AVr0L|k&;BM6enpu4{eA%^kKLUQ+ezo%f+_mvX>~AdM`DaDPpsk5^}i;b{M;; z+lI)~>NCMVeEqph-MvDs^VI_QTQ>dEFMa66RO{O7OS=B$@9Ww}KCcTGUe=NEtD3Jn zz)awf+L$+LNTjw0-zOC72h;2r67vVB`TM}WAM6L?y08a5 z`0W9Dq-L+y2wDT<`2AT03)!t(%5ELcErp%8R9*G}F#x$h&a!H#p@cK~RGr=`Z)yX3 z`QQ#DcJlW-Rc8VJP4jA6eO3c6{+>pk`lc!y4yYpEE>8iw5Wv5i+}}&S>)v5@jD!Ep zvFrHX5*6|PCI@KPg3ciL4{`Nwi$aGeMgeR?a2E>vRB-1Cz*hdVs zMGqcG;2wqbZ@-mA9o=?zY*nlTbWa;^nWz0QT_2St|z4CmMKK>arh);t3`m34@ zUe}EKwC2i|v{Z0_zWM<;Hv6?i9poU~hK2Zk&Bphk@6`^^l3L5Y=18x#c3-R7$p^aO zne~tt^<^DbXZZ!4SpI^%h4W~)+vLXg2ey{*JLM4rpsCKY){Nd-7g!(Q3=?~f82sEjqV$ zTc?iP(CLY@%)g%0QyoY3bQALdjr00&&4iu@|Ida7^k}$4*J~SfsiB5G3Oi26iPM&B zXiyaDi_f5;^4WO(`5(gj`Xw4YzaW-dO4jLSyOyd0n)S45+S8%I(6E}k)9RgiT;orE zU!xBa_fNj23OF(K``qk$s6ej=d%T4jz-EJgqu*(CeDkOWz(c|AI(8<@0=H^ldR2p? z$234KdwO6R&Klh0N8o<`eX)M}!#I8aw}bll6|_;C_UKla`8)EgQ+D<|qYt%MoS?aa zM6i#RR1W+VG-bwfQ#FxKohLt8)5Y-G%jxr=$G76)J_V9=x`FwQ9^$ZhW*RT2>$mUb z!Tl*k^TMScd>@|Z?NMF$t?%f8&;J{pdFXAe9C%D~?W-E_OsS=~mtA<|^WZ-a z1+2^R`O(aC-%-eZQ`MI93K1KJa;8<6L9US2DPIaT2l$qC$t~a?|6e$!hQ>v8T>iNF zU;eQgjy|u7qJaE`=od5J?M}>*hnkij&QHkrbLxJk?q5UBUt|0|*bkd4@69#D@e%`= z(8fu>mpkEyx*SVyQvWH%y6AP4Xr^c^V)0*UZm-Hbt-8+K!GD`?gM# z>mJY1htK7}7q;llo5Oni8hpmF^BQY;NK>AhnsuGi{)*!f4UxlW2`#73(ZiX7TRp5v zVu1dHUN}!({9n{LqUd!{0|*oM_i*~yMbbsjU@-fPrrw*S<9e zof!78Y-i^%7;og-!Rgyh4S+KS=1mP?bQc<;91|0mGfpkQ9Mcn+-A6y*-kF0dV9tIx z0`u5{1>%84;(>$I0+!$f9OijDT9~HQGV*_7(+jRVU8~JxZ}?VbW#9(>fH|_8+w{s= z^dc7Hz<)Lx5((t~%o{b}i^B8}{b+4_vWW4`$<%3AhE{E$#HrT^!@qowi{=H2K)thG3_ z9H{2LQST3SYm}U#mie=xi(k;_(|@P~SK*%67Kr_;(Czc!H!9(n+2EN}@NAVU2>t_G z3nKe)eB2A)_Ehvd(%H+GC~sL%GxRLldk<=$YgzN{!|bGV>hJ!_oS?`ZMl zOYCI7tnT2V>dHsdl-!<5PAG4IG#};YgRt|mcQbl0#(Nqta(NO|Kkcdu>ob56hvb)kUOdB%zg#a zI^<1jjnn{YlZ*}M0{`R=O{*HY{RIs_^L6Eh#^o&J=gDXPQCcCoi0mJWN{jUUL)#L_ zzt-b_lmDAjP3|A!1i-(as}Fln#qsjq%lCa-V~GW*8B!0ZHk`qoiRclVoFI{$Ab~h! zFIq{P^aR}YpMS5F+Fm-EqEUK&jor^@a`onU8+#w>*=ZBd%ESqcjo#5v6B%@@Y z-+Gd|>@quh51=zX2RC;b{>GSk_^dh-v9pO?^gp}VuSU!T{+sCubS7dOQl`-lJEnf( zq!WwpDp;~WZyC+z9aetc0&*Di6}Pd6ZCfgKFHQB^&|&5Dg8iX;Hei%EAaZyH*KNW2 zb&Q(equS$gXQ_Ng~A15t<8xW7(Qa0kX~xCgcS)zW`WQ;&Z~Q_uXqdS_phH4*=mgf>SM zIvw}nzZ(1pHnY=*-BrG=S;UxW*ya>$0M8~dSJ@8cUOm{9$rZKmJM?x=Yicsce6xdj z!xa7a-9&x-a1>etF?ysXN!Q5%&UzDc!ja5=r37@2Qna6Xz;t0edQ#{`TBzq18{ZFy z1^mxjli@6-qMwP$Bm*g{sde*!Z%%q32ZPco>^-RsQ0m zs>+#=KYM`Ft*Xop>IJRz1X@*})~8VZgsQr(Yx((at6}+;vWu(aFJj+LRw>$s;GbT$ zhkm!8+&_r_4}kvw`F|K}n`5x=H&_Sr9&t*A{}48{>lQ9rta#?#eOv?1VE^sxs64Vs2%_G8wb)WqnE8f?0y`S4ZE zIL^Q;IK_QCO73=my3H(_Z!^q3!*5O=L@$m0XfipD;Y|?-v{Do3fDcrkI;@_wIe4dQ znrwYZi&L-T`}v%=T8UdM*tk6WKQ)i7;D2ixc}yDhr!;yTX^}nagW%tsVd8>O;sA5T z$OrC!ZFbsBa;EmOnh{;D8)Oebhb}dP|IS7|I7Iz_+Nl>$VykZy>Ps(Y z==)!c)!+P#`Rl*T*R7Qp9jnE@1RAv8->ivXpQan;)C#w_b>&6PeE1JF^XS)A!)fMo4JGP=FM-cGf!YUt9lJYQWUwEnNn-=3 z3(S^qN|T8FQ;7Z1m}G8qnYzqLYAt8lh#`hz(N~Vq$F4`~Yp=zS?@+5@7egirq)C5yHso@RN>zm^5&y%y#yQ@4ZfAF;YO&8^9`iR`&m*sRl zp(@)oRauV7T`FnR8{ci0~1f{=u=-(d7x8PW)Fh}=$EFk zCk6gm6|ui}H+u!ae*paZ;QUq@zaH`R2KO;?gL`va<~6pUitENPF~E8p5Xb#X1WPgW zJodnMj*i3w)!e@ta*Iav_-eLCsbSA{4d?7;|I{8h7-;#ECrrf_!Y2r@H*`TWgCD|% z-qK9?il$uWHDNua@seX2%0I|V<1GC98TO{Yg-RP%Ej+6ldK`6e#s&}vfd5wVrW(HA zQ*cxR*vIAhPpcl=S;iifAblp^7WT$$$->XDe;NFnJ?sIlHJoOixo%>Derf@OIsf1@rKsSQ#On5PyvpO!`)AX|qEP0XI6 zv()Y`*C*>%cN#N#d-bK467_dKWj6W6J$mCZds~j})8mtTuRB9mo6#R2Ryga!|9i5v z=Ae(jIZnN5xfrfd39)`j9{A5E<}bv?Fq>GI8?gb4)E`G>3$>$YlJ}#r+M#ps>8^A(pkD=7Yu>F7pGNESCi^+= zqILV_IOe@F^pkHD>l8W4;XsWRoa`I+wrQwlNMp^1RMT@>-M8P>+(&+_zSUP{FW_Ef zH7FG4{T2Sh)c!-@-@h5nUUvBU$ji(lfdN(${Zn(Z{FI%WF;1LyhcrCyqbsPS7ejz(Hbw1@Jx(*7ujEMzB9a zeQ=t2_66?80s1maT%=%i6OMY@w;*C6vp>g?qe?r zdS$M7a&Tr5Jjp&zwVVm`2vVuxuE=SdK za#cPkcj>BJ#nW=-^y1UIrsaps@|>*f-a8?0bn9e8detuKw-& z;5hH0CV(9T7#S=(~B@{n4eF_D3|_ z`jAGduW8i79&6(N9`N5?xCGyMj=8BRHD*ji@L!kOr+Sm)#8c}e{;vi9jVbUQau(E5 zbOJl_td(99slfL;OkwSK2F32URHCl#Jc8oOB1;JaaKsB<5KZ*a1depY@Kd_-yn1;pqD6}sF%0}uP6&JLf^ z&7KqV7!K)b%L03cW_1$(f3hB4Ra1w~ceJptqz)W}^dy|^51lU8TMrkL3#Wm9w3mLt z-0^dTIux+zptoK#&UTIX*$rJkslLu*3eMip(B1E8{_YP{-Emg_LgLcQFuJ)uh4#84 z{yzl%gW%sA!9UL=w%N-)`4#@Rr1NYN2kb~9SEE)zXiFSCh-A1=)bdaUi2)4WCyQeuet({t>4Ggy3)qK4Xt^Br zGrJL>j@m%|urE;$PsixFBfIs7_J_K#9)S~#ZBkA6*) z_e}4z|lU6`Od^acv?l;CPt{FxQP^-uvJR`?lOW)B_^%z~*H6H<7#19|-Q+hwo3I z-wU5`S1dMwc_MP_Zv1E`HTIERd79Z(q1K(uVh2uYtdm`V!JF!@x}lXthW;wG<&=K-&&)|AFe3%`DNNiHB1h<_C)#Sg2*2^O?7_aSA~@x4_9xo5 zBJU!h)aAtXF-mM1;U)>E&M#Z@8Oy2!#)h~wc&^j`1Lhn3yeLWHXZ2^!Vws| zcgEoijPIqlWO&5bfXNv6g2~jRTEY=N%3M~omf!*%fd{Zg?d~Fe<|Z}1Cz=0wW_g=_ z_!;!P{#`cl^;UEY(NsJXuZQ3Q-J}n7p*CHoy$1g#_Rpfn4gM?O8IZ>wDyGj!59=^k zUnsofd2UAHHy^~6CpHi{jG58?k`P1O&-7Q_4!dRIrNbylL4;jTu< zmRa9Wk9wQu)!uhf^=F^g#Has=zW;B_<6_T4G5nUykizKkSMMSIr}t;@9{~SVTkuI+ z@;RBjzUTY7n)jv--~s<0c)?XXGoiiImZ-&c#3pDcYMZ|OY=QpUpXab=YZDqO^ihWR zJiFKzRhO!(#98Nv=})-m!`M?aZ%?GAL>#~#xOpo!nOw|Zf2j)F>?QXP!_8=;-#UPf z=j=YcxXLcChj*a0$gBagWXrC-e8%h|^wem!8C`?HG1XssQu{ym1Nim7MW6iz_;y#- z;9F9-Vq8HJ1Eke~dGMdW4uJ$4z8~zzu%|4+uF5$2QAz9%PR2)p|ElzQdEgIua(nRo z)2d{Czr21`j=`&P9ePGpeZM1T>u2Psenpk8TXNb?%2_(6O3Ns@0vv!W`iZ%{^abe~ z7B8r4;t7o|-BD&H{|~m`i4Ktq-3kx6sUOZ?03RHP`2TqJro^(-JVqtd_>1xV7I0sN z-?ws{y!UX7|2J{K{ih1QZ_b7d@EUut8Jl8k09+zJoWT%wppLnMCinuayV+kre$cip zMXmJPdawb*@NheKl&d#?P}3a`t1)~-9o`FSw!w7<{|)&6M)HID>?wRdpE+2sCr+wQ z?qzQ%vljFO8}R-0`2K+cVut!BHFNxP=r(u2FV6$-+1RxVP8z=_xg~zxZ(>U@Zm!jw z241&v?d0@w`Z+`3|NYJgx#%d*qUjNu+JLDEjuQurGb=c@o8B^ZU>v^ibOL@G&5}d8 zaD>v5bPz7kVeopA`rU<^WOn++>*)hV%REY7crsT1_2MdY7ZgwEvXOj-1p*IKY>?mZ;tDr-p}KWWyw95Uur2oo{cZN6@T0<6%8{ zu!>$yxjw-j)33n&`RRA#*aKIk)eiVjj({fZjc|TjHBd9C{?6lS7{9ER$KTQ77yd-8 zho6eQ~ zh~+Y)>E+tkJLA?IInQugpIjpg8hhnkb-w&f`A@vAhM|YlRCkQMR^tj-sOM$F{Y?$Y zlf>?zIQ9_7vxhv!)BuSE_?kP(D>vVFWrXEQua!H87@&w+Ugfy#{son{gYns0a-VoX zp24rn+4-)l)i0~E>LKV8FYs&*aIrli(Lmo-!mMMp z#+xpyuHgYSde5lAaZ0tNe3k`=sHrZfHjmnB)`Y@oaHHsX1`@jImy!oi^KW53u!%Zh zSH(q*OuV7K>1UO@se~9G{8LkQgL{|pEj(K$_cyrTI6+?5a+>%v9h@HQgTenG_#fby z>-}ex7+}oQ0yyKu0^`_#32cDj434vd+1P;z!xMlnJkE1E8=nR@2#zo~T%rGT!bUGY z2*0N*5qnTpEt`Cn9>6Lb*yAZFx`uw!@#1n_9h`#? zxT+JqhjhAoQO8^7w9Fjf(ME&+A)RUI#xAt$2Kaw?qK>&c@PEFX`eZ44APw(7OK{5zU^=LZT6oRil%Lf+1N3-cyHdf}nn)c@)I zSHt@Y8qN=Oe=jlpI{r-z@M|03<$n3G0UrE?bBBoq=-F^>;<@R>X3rFDLpRl{Klv0I zbXRxiqw~yD^(DYKsVCIXzNQ*Ky}QzWdGcC_%h@}c3eJ<*9nQRsi#(tzkv)RR=o5o~XL^WzLvZpk z>g392PN)q3?*{*Mi>eqrEBo@Ja$I>$u7R)0-u_uxYwpTc^{^cFGwjbj0GDT+zc(P4 zg+5>*dkihJY8s%Iw)m71cjn8U&i{v2x|bQ1s`zwxNF3^Z9&|mN_+~q}t^mWuoP6+Z z@L$9!0srNj4E~7$4F0*^kA3s{SNJCvF!{jxxi2Tc76dr8oF?LdHu{Y1=8zL~(=X_y z*3$!?dYSt$Ga#*%3u&5*JV(H1ovMarg~B^I7=83(N*B7o=0Wqn5{W_dt6hyjpb2 zPbIS>9G$=~?bUz%i!A*P`wCva0%!6dyCjHbueHHRt;t6Znmya}`d7+~|EI24z%xvI zzsRidVm5oXGugdKoPP|h$s+}M*c)j$j|IbfT+**7Hgqd|Gs( zms=*a+%%;l&Er~aX11!eTNk_9bbX)&-CO+sl3yRbP^ypLF4C95|IhxQh%HFJy8nm!8^OQjJ@_a8 ze-Hk>JR@$70~_GlPF%SynYn>f<~A~zMcJxPo-Wm2eTBU%cQ)%2E7AJUAhVO5aHv}7 zv(P&^O~2)&kKD_Vs6%it4`K_Jv0Y2}{$qZ4nKjf@YvEV4WKr{gqt5)*(}(s@huO)_ zg=Bqncef;k;8Eo|4(0q9)JtnmmB<-Q1^4wA32Hd_s%MH6Fx7o z6u(b>C6T&!92nRO-;X%TK|F57_m_fe3)nA;;GY=a9{w!`|JVZ?#}SDEJ{bR1@P>Yk z{|!5^ehrcn82mSL+OYv09Ag9ewZgV zE2_?0R5d*4aQ39?vdM2U`sJr*8l(ry=%DIt#0>o}XzbW0lph86iW-Ci-%)0s zpL_T>HRXs;;cEPUq!!3E%xMJsZJaLbzgA)U;6Evn`~ULidGP6DsI{RB za6ADm)kHM<;rG|%@eJd~E2;h43-JHM`o-83dVRCR_;d6a_QN@zOQsIUb2^{4Ui&{m z{r`AI8afKp#pn~9BUU)-aO?WQist&pb)avG-3;S8*gU4?=22pSL9KQ6=t6fJaRS~!GwZPfma|G$TSYO~(WSz!Oy{@;V|uiCtx3z)pk z$$fP3%y>B=Y(N9ga5H_UmGZs%*=N~N_uLk8fW7(%^HtAurRWj((^u=#b*Tp ze0(O<0}Rjah?gEJ{ORMIljQxU>)}ziVjG#cy2H+$r&f0B)pPsw)u$}XZST>*?kM)k z!5bo{n@i(fXIs=!;8u;RM(M6bIaVK0>vLa{>&Ub64_#7q-7paDqg%U>*W_z`O-Ub zHNVdJsLDf6tITslcE@QsDwyxLOv_O?tg@0px$U#qA9j7LzM`a^R&w}k_y=hFplj(R z4)w)SPlfOAzK9dKS z=j-0Jn&+#Y=c|>|3I2OI8@~U&*CFbN>u0?_Fl_7qxxg@I2>cK4LNACqzz8;A#KZw; z3Qfks4`4oMe9yeBp9{Ai|6h*QNI6=pCil-Huf_i#BF10LVn=okd4EoRBoCNNO3-pD{9)pO z>qU9Gf@aGD^aD;*zzZB6)x!9UraFh&%{Hd}O@mr)Wwxq~`hPb&B)ZuhH`v4sT#cSs z3FzgE7WNPo>g#V8=^JnQH0MGy1&xn>OCx<6^gRPpXiXhe{r;=!x%)es`|2Odxxl;% z&#}Lpxt6RN`n2@^;QpB1oWU*NpSoXg3%k2b-#=3OH}!wh|0g~L_vT)?H{tVn?c%l5 z+(+(@C-SVA+EuKYi2*uy?LZqXTR(X{Q=dM+O>Z2c4=~IORY#Jp!3Q{3ol5-#?p46x zKUpVKe>h&Ki7Q(LJ`(;0YH7dzN%+@GO`X3$(%*{M%Hkj-3XK0NcS*mm~GMlnYa zjSV248%ilqTQ>dl5|1plu+kdF)kV$2d-_FHP2Qkie@uS-ug5wlM-KJ@{8y&A(Vn30 zmu!^NpgUhbZSp| z)a%QM0fO|XI^*@&bUeEg(sh^m_19lzN60S<^o=*r47%ZqfCI^haj zgcH5Jni?M0bmu6$*@iXOI-mos%u{#t)6?%^S9+^14#EGKuhrw=|1R9EcOEa+H{Y(* zN3NrnOAb6(Sg*b^^u6q8O@jaC?&GRmzDeEx2kQCQH)Urot~me)wX{us^4r?zDtbgz<|1NR?4>PD?@_~-+?1e7gso#IfrY~KO z(VNRrdS!|nzMpxsE^_+1RGouEz3PFhi0@ya9(atL;8YDg6?&^{_4HU^%OM9DtbKnH82T#UooXexDq`3jS@WPF18+1IT9{fX~ulX;THUk~Ku^ z-?^-k>9ew)dRV@P?kaosjN+nZ%uudu1e^vbl zpHmv#YCC)v7kKjUOjf~7w?`+k#~e&h^EbTeVlZd0pT)@r`?>ewKN16g{}N6l2Z-SR ze~$k*?7#;8tHArlS?>=rQvmMk!F;R1K6yeXf2N)PtBKlRHKz*xV1#=>J-`AM^P`y2 zGcf=;yqDk4UuI??X64NrgYQf&DT~}6><2TLmE?V(gjx&y=$?aU9HJYWW?~-Vic<0$ zJO7?lZ;rvdIUD#7;{R(oP2j%+|6_Up@Adn?dJq2lBgfc)^*Z4&csG83 za0k2Gm|-2Drm=1Zhy(WI;ybc6!EC^E3bp!daBCs<^d#$iQ@m~sl5fr?>!tmvdiCsf z{qpDe><@|4Cm!63Uhh6VG)BL$#rUi=>QL~Ao%Hyq0WO!KK~_LaL0*55+TIHLQ;q*$ zA`V#K|2Y8n-~@QTW+~7WdI6_X6ZEj9h<*V5NxxqUlXIHr0RQdazr9ZjoWmWxTJ7r4 z*}hivk(+gMKCH)<{d(<+O>aF~q~HA%I_zi*_h+(a3ysh2l6v)2cB(6g23^l7)vq!O z^ZB1B_#ildThQV{i`LRCUuqD28#lhF60XTT{NLyQt0LGpzMuI2KL2n0{;%+l9azWz zdM&_-9WXqT4(#v1mOXm5H$~rlgk6X$v3dn9m8anFni=YAe0FE5!FzzZOLeZ+LV46u z(PQFkXB**0G-a@#Cqq~IGT4ol&fH&;UOCHNxjtgS?YlHi-(iwiV|*8UHR6CVYCIiL zISMA_$eK|kTb^CH1s`GmbdSM{NY1#(FgF9bjy?9AZJE^UBXW6fK3&N z72uzGAX?zI+@PFA4YHTD$x7_+sGFCy@2JY>FUoc9G1<;MqD0@c(zbM}7`^{6{1~hI zl!}Ot3+&*(a#n?Qa*dj0jnCbdC99VBof#M6Dkm|3ojBMTO)R`GL00(rHn3kp44xCg zeT;I*|MNKcVEw(P(8K`L0c_L+oaTUEbKLL%Joj+{3@5-1uAN}q!7*1axc74n!wYOA zzcASEHrVGhaf0C8O&;fY0dwzb9>(IT^fA4$d`}ZHi8#1_$;2(R?M{L^5{J-)k%vwd+JmLk{ECPL3eh5_#ZZI~WnHtXk z{&^;Tt3I`aCg3@C6wXrv7-5!@IsOO8?XR}v;p0=Z))31cd30-=$*CH$;5{%~McjX( zGnbjaZ1y9v<9HDrh6QvXQ?^BF)C2r~W8}(H#FLZQn|^u_jm&`fnfY+W7pN?~M0o`^ zCFE7AcIu33PduygflKl<9F>C_Kvj7k_-~Xmw_5g0zpQCaYW?s5vwg(=e()b+F0WQr zd%NsDbW-b=W$j;+W$BXKXf_oMA7&qMxAL~NC}mTl%5wM1TZMj-a~U4MBKu8EzI;gS zEyq<%9nttd8*|ido@3YMOt8i0MciVIN>J%;a(;5}BI552{O7(0{{{Ei0rPqT|Bn0c zZ#Y5525fMFj4g11X@h-pTpZH}405f-&NPAlHt^rR$>@rjIYVO~5+m5RbG4Eql#>sX zf!BgfNy>{WRlRRa&dM>Bl@7ykU^c1q2q_g**Z00#d-uwS>Cy$5`5U0}TT9=;9UO|1Vf;eVYwXz)*b zKrO)FzlYvnAKZXJ>VPB6Ta3X8o&=}+^QZ%q!A)_KcM_Xk>xlvT3A)^tK%5<;e`J^Q zmtTw0tCwQ+$ZR}Z9rD;Fe7_HEAqTxa_&*CJ%ob1sn1}Ok>Iw&_?JuG~xRB1wo5}sD z{hy;RaI>&j=lMTRP!qh&Ou#g?z%F>gQ$1)X42@F*=+j(Rr{+6awb)*-V_mi2pIwq; z%>Us3pFA4WM=r5P;dwZKkJhTMq(t5D+dFfc)mGG|F6Q3b!v|z~eJxkt(D*A~Q%T>d zyu`7=GB~N&ieMabf4k}X@3d2QwPA1J{cbV+S;PBT@6Wy;{*B$8oX^?DoJiik z#^-vzlbOt6KC97edVf|l0ix8tYdf59YSf$&a*Rp*<|x?dfh8jn9F`}h^OI^^f{0UZ^6a)5t3d43u3zCFt$D|J9SJ4X!uEAqg&`#VtRhyv!uzMkDF6H)s6pRuR(OVP}q z?bg#v>=WvT%hrsRU^R0@)ZUhC^!(@p&KJ=C&nE^zZ+tnIIRI*XOXv@;=2Pp>Ck7xM zIGc=KSOJ=L^aAGTVK0{!G9!`%*P>4IBcqzc_s?{+YrYHochu^5U#-p!)e`@+XJtO5 zr;hve%2j6n(ZPLeIiOBr|E`Q~@Q-eFQHRP&Ofz(VpP-jH`sqa{G0pqe)xCb|Lx?jPG-=JW~Je7jeyCS z9XoWxm7q@?F4TwSQqfZb|HSc^nWMPWga&OL`UrJ=-pzTDcC;jB zKX8-&-4R*C=uTiC?bP;cxnWszz&pO*n(3A;)2j+%fbxQ{N-cG=dwS^YPpSxAw*1L8 zS&v*$X4|N;%bS$C%S}JtEz4%F3b*))k=@GK>`=jWr?TNtWp66LPxD#c`#haI*EZrJ z2l-Pum?-6EFW#M~T=e_0;pAl#lV{`i&B>v@m&>^y^X7Hly<_Tth7WAz*uiha1{j>* zX9HXtu>oHH>KY+V@=p;P!DRsRu3yC!Ns-^*#b>dB z_xD~S^?-Xez|Ut@L#)t@&Fml!=)xX!Z{XkHns~s(0q@29KYNca>m&Z?Gd6%2pa&b! zyNkaIKWGq6&@i(BW9WrV(XX3B7r=0MkJAe{NpI>@T`c)2bt*4=w7*cOU;Kpm+Q+xU zLygw0ktBG!%6PwKnM2rLh3>Lg?Th z_2}grhVLKLT6?wHnd5CwWtR{6S93A@X~=P#h*>=Y=QaGq7ZhH+DO+Gnp-On@d1&1w z)A!rwL?;5xpY7;=(D(Bhy`Rm*{+r?b@tJP)XWn~%-s}H2Vt*6=+lXOp;NOE!t~2*( zbGBy5)n~Ww)FozlUz@7bvtxN^ouRkXi;r*NGp>n8r_jXzaIl!IxX=l|n%wGvp@9&`)wFF7eQLNM-2V=+-^2egh^-mmbYW{6z`vJc!v+-XPF69oT}2G_wfI8iCzL2T z->U|4_sZT?mDhlO_n2&D%-(KOcLR&F_-UoKDWR=nurd@&D#T@Q;0n!~kI5%mtV_fX&zd@VpTR7&~x( zZs6v7rtTlUhyO<2*K&e~u&eFeu{%lWhACI`5O|4KgJJZyrqkojr2We(yh z2X@e2h@H%Nc|{7U+^9R6MK&i%2Q!|TXOU;~Dz z9gk86oJck?09>>@=5SUXM}4}2J@@C6;R02nJ++P5o854M$>H0nQ`Z;J z2ZY~)hRA~909fDwVMmq<;Qrv>mvfm5=6b#WUq_wqR044>8Uznm(6*-sFqD<3xynLy zX2ol$lCSl%&uq9)lkolLdK$IV&kno(fKCoo>EdJ+I}*|UJL(4i@P8g|)Qq*BS?gYQ zR&~?=V*a8CoqFe#8mM)JN3Lq@k>8T5gMKY~n04iF{t)? ze6-C4#9jvf)(WbJ8`Xz=h}&H4)XU~sC5rxOXkoGn%ogZ4TM?hK9`;u zEz!+BI8a^5y55@)uhF7&t*N@uPTjAwK-c@MaH7gJnjfqB?c10|Ng@YKXI3pO!c*y{ zPu2(ayZOIbc(%ekTgJy!kbjg?OE2D=q7pcDWzpHPU;`3kb5&7Ie`@@U?C>9~o^e?# zdf@3c$V#7}G{*z(JzRY%%MYo@J8{~Nz=Vge`E^;qA; z`y1F_$G?@I)e8P?oC-c;3q773cwW_3{66!gr6mn2HlLxTNe=2xA@8UfYA02&uMk_5 zjD1OoTuuI91fZZ>HV%7`1kU6Obu`Y|DC+<VaKo2-Kc|Z?e+sFyt zd+jr^0od=~l8ueXhDVI9;5{2)a)Ex%Ahm!Ie8m|1113|MMa?v|KzQio!~*OuTJaE{ z+oGuh?9t!;ggrB#->cUy?SUtpq8mLK;GZ6#KTpT2nDcc~2c!mI=6@EM0ob3;ENfbd zR><>Dq@?N!ngb^HKS#gsU;=v^(F7Q$X4sm+44jSrHFJYg%=k|YcWbu413plLmIiBe zc)+U@LoS`4aG=?0)#Hafx_is1XHK)H5}nD8gfX>Ke{Ic#dreK&;J=yrQ|A<%(<`4) z1$CPme19FWS}4uO?3)W+?@H=^Mt{Z3`WW9&-yi(@_^eD0_WuR{4xV%4=PFJAh-bTw z``$zDH-^uiV`g|_+dfUj?nWOmTerH{>)t~Rv^!5%JM(q5t5BC(i^;pt{ihe(9=!+K zzYjhEJauAaldHCpv$m2acX4{azTvJk;PF_gsD^>VDWj8~(q7ns+(&F&`Y} zfc;Ezc+=<0CHK#{hksM|&nE6S$K(Kck+bgaBk@1qH+=!)|BX$sfc*+S6C1~lKR5W_ z$N@I+@8WA!d@sOfRCDi`&&$*UoP2gB-#54~<*fVtjcWow^Sxu@0PbTcHlUc3PfQmo zXFd|&<1BBao{GMS1C1qHoAUPN^Rt;*nm?>%)sW7^OjrKZ=J}#2I}PK z-1eh|H&B+VPH%-4(axWS?=#y|uR{a){~^DQk2rO1#-$sFD)h+la=msZqzfZHd_Oh+ z6f~~TnyJqo!vBw{!@ghP(6V}$o>uSj)3Onlh3RF5b81wbZ1ivF`4jv5x1sZazw$;n zKZQIeCSRpL&FA?+_s4wQ!TmF*@>f@LpULwKuY>zxH!%P?K!|&7a`OTF@&t2(llbwG z9ca^UMRy`@uV!+Y`75PPS_UsWpITlzy{J9A@liYR>&&K-FE{dUwD4~k+_&NL+If~c zd2YKnO`H(N#q(z3*Ah+{wx^Ijb1s~k+&$E;;no(TtC6@TO<4s2HFmAY5tvpPJ(AMW zCY2TjRg&k6oN`{5S;8tQYmf!}TLJ?rZkm?8d%u$56y!0lYe_9pD*gL3a?)ISdik7U zuwIHSuoCavBZt{mV+&2(&u3!8_m_YLQ%5&`KMU+nX!zxt_Xhu) zhy^(2wXq4t=ilEG*vJPq>Hr%yU<3b=+8=p=sRx=`po#qr<^x>Ke6WKPsq^u98O)dP znOZpi-2ZRbf%R*|KA0Gbc&nH{n~zO)XO>d?M?W#k3xBEtu3{>7kT@Ugo0#9k`|o!g z!~h@keBEDLGJYt;vsedi8@M*}@0%RZV80)GV6F!DCLVadV{!!(FTD4x+W_(aY(O8J zzyb2bA?AZe;E|1C119MQ&Vt=}^7wiBf(z6HM$*|6u$-a4{i#i#d3rbc;P6?Q2fW&W z-d_!P4w)PPT_I{!hYXj%LQFtk&-nf|dV!az``<1u)&ubVm*5AFB*ilK&Ms4Gh5hh> z=B$Nk$xUWQG`sEw+q8dx-Icw>{{!_p4E|3{y0tdLE|G&3dU!2gFI^4lK*+5YbnRNu zUTDDg*W_Xcil@|92?srVRK2G@r26hPX4ldADnj3$xt3tOM^OoA7~wih zAE=jFK`YODGtYkW*1g=@C^hlSo7z+xHlvki&G6G(IBoY%2hVNiz0=Co_%k=h%J)tG z+`_dOUueNrln^%*Qwu0GhkPJEIzzF;_E9S{+`)Z-W%*! z-ot(=aepEB&nBM!HU8IaK$gM#Z@~Ws_V35P@&CpK82p=Fps53F)B;Tn!1#PO_&2>k zgMZ`e-I1@Gcz?adZ{_Qz*7v`Te`908f5ZkP@p&hbhZwFRc9zc~AKaI4pDVzu&BTD* z_xF27%-4Ps{_oE(O$-{~-wX3R8XiEC!9VW}*84cW3H#>H{3iSxn_%V&%$|Whd_x~Q z7Y4Bb!*H_4sLxNp3!H+hGfgZolTZGdoxpqwy!P)n^o_Uo=+)CndVDUPTopbqb?npC zCI?{Wm<|0uxWFsK|7QQ_Dl>+s`M1tvQ;hFlNl8TeGmm{-#QUjn@b=&zQ2Xm*hwGR< zAFUK}hQ3B>0L1_OjXE$8*5P5l)+RhUKkLu~i^Y2EOo<*}^J}2IgdNrFtxf4ccU=+yjkYtf`f>np~|{u^rk%y;|n{l3VoZvlQE{VDj~ z9%7{kzlYEIgKWSD;or$~5a|P$EBD#Qsik(@ip}T+_XC{4NIZ~;?Zt=Vr#sN9HK(1p z-OQpHPHL<9JK)9Of5QftuW#4^gMHJpHuWp>Jez0O_%DmOg8gE1$Uh4CKMJS^6zn2q z-2?ux^Ko#(T%JC;10%9j;N$6O6cFYv3VxSIFW1g*^~b$6;VJSeNbL(y=HQ_~8R zlbokav<@=Ba~98g4l#WmzP*T33f3#YyovRV&v$a{e7($IpWi2&7&?P^dISF^2FSqP zWpc9a;XmT<-|PQ*zhMJ5I6?R0-}C}YO&-9B)B(Y{u>l768yq0>-h8iuQ*N$&ubflH zDdlrB=U?*wrXFapZ+HQwUSMploqK7;4wQ4>OzqXqeYS&rd*pXd2mkNyCw>$D*W=6e z9+R;JrUqbm0JWS(-nWAPjT)fA|3*FFU+e!(3}EozwVl{uCppCKRQ2dC1pay|3m=Al>X%=%=qKM!W*#tBPtM2b!I3y!ZAIfVgq}wgx}UBrG!)q} zLJeT8fIb#|{p*E!x`E%n%3h0A<^YH3`E{qGe_c_mZgTz}YJk($0`(M-D`Nvj*co(S zqEpk<{^kclIx-qyH>Xz@XY9JUg3iY|hc3*zRhOQp#$&5r`(6{sB`~B#<_;wKYZ!@#L>v6w_yx&9Y@8&c8Al#d;o80Y# z@Na592LC1(F!=Xy0z5Buyf^w1o%Djtj7cB)Ko2oMCv|~#`gdjqJ>v84;oe|>9sg)l z+_M22w!mB)cwVdV^M>PU;~6gDS{ym?>)0nxFf%lT*nk4;N`Z+5(7CZ-1JdCNC6c4M zoy_&PyHs4>pnP(EgZ)Bc|KhS*`rD1NdC~9kwkr+nrzPbo6Ya=ce1AH>gTa3$zC4$o zGoRPR*nu*zZsi!vSMuH-`5OHQ>_je~K_-~V;Agxa{}Jqi?<``UY_$A0@c-WH2jSnu z0L9?H1nip_AYudX`-T@_{QY{4Z~Q%2=liB!VCD)-4erh1>l^qtIlym<|E<_Ab4*RZ z*Z@1n$!B2dho*nvz&2EJ|BT-^pF!kv_zn0saiTfz_pH4)1~6P8(+6na`D?)*MEU@{ zH~qkkp1{8b|B-xv8bD{{Y}f!|fjz_mXo(NRf^~X=qi_R9lbIz-CMLiZ^f7O89Uag= z`@U6gKf;c%BZ;~_7ON|5StqNGFekG_73n%zf;LbloYs^Cok444H3?39GWjmE z0cNM|2r)o?a*PJh1|Nkt+?$6crn{IvAUy#;d-8@GIpBXdq?Pf2)~47QG*_ty4x#UV zme{|=rf^CrGyJv8Ue~KBhdon;J*p|2VD1v#g`r#On0$~PIJ@mK8_@a;u-C#B@%{dt z)cdwm@7rc{KIleaKe8lJ9kAGep>^GVkAE)8oF}(FKxr5QhtmJtvNYmVBRDLWaRH&wUp7$>VBr`eIHQw!rXuB0UhUrf(L(zWKBKolJh#EPmGi zzwy6O2aM>0@qbwPKMejicmbw1Sk5sqg6SEUV*&RYX9NG{`a$?NJwe+&{Fm{&m^{D+ z{wpKrKKygfBR-$!=U~X3ZjO283?InU0qc2fY5*O)HoX9YeUlHEc;H`) ze=}3ij{i4(j!W9m<>i7 zd^MInV4SWo+kV010JZr#jt=pw85%V=f0(z==bjToO921 z4~J!ZfYg^fzSU{ z_V#!gy-%MH+5Mx$=|{2qP4{Q`FOtnA>pI~+zWb`(hixc7kmSG&bK~^740s#t(|d+% z%aOA6zSjIki;NBTXTbhxNHObE&=m7|2>+n;T_4oTd=?4+yyeO^%kOPO10lmn8 zZV|R>C-%TQ$b&bL2R&^AVX$w4*!65Ueq=ff9wwis?MT>1uZULGgB8|;6>-*w9jql< z!Ip3=|6K(c(1Sm}4;rZALpV7K<|Pv(AKEx><-T@4(}AvT=kJy6pZNf>{U1~R8~%lF zvjHRn^lT&(M7ky$LHa++fcUI3n@M`#WI!4IPw+eR+YW>Oe%?)twZJ6@M2hcQjK4@f z*m>Fih4@FmOaB}GHI^T620G2yd;r3JBm7Gyq`p5p7VejgBnPksF1$jX5q)eflNWTE zwZIkf1FwIF_#t%yqFa0Shs!PML)8=h^ z1=r59|LuFHSO=U8pWK;ZkC4&urysMQ_?N^1?v95uo!#s)F-lKsdiWe13k$@q=IL!S zbND@aU40tvfBMhZv3H2|&C=t0HcY72k6NFpZ_{u37519J-#4Z;zxsIL!;&5!2AJGxAVJY z;~yes&_|7+#*&dW8_8s4761H=S_jm}{_1`Ix)x)B(*2Ox0P+XO7BIiyF~(jF*f`}T z2U4zerTPDbd&!7Vz+EX^b635c}hJV=tS_@cypmGC5vI}&dr>OUC_uiSMUu{(e z9GDAJAK`c!I*t8*p5tuYuh?D< z_kJAL`e61H*R>zc1hKs#=KB#y_N$-MHa6X#@*c?mD00513+f>DUIF`UjN8Pq3EJ@! zRH)7ABxX>7S{b+FH_)|%($&I0)Bz^D!D%n&q7NRO+YhNvR|PU1U&H+FXfvd^x8pMW zck+LE%;$|I1ES4iau4ha|Czpb_{UbsY^BZNKg$Qq@Nd3A!@q2S=o@Sj|C%R$-q<+B z|A@o?B)Ffg;$J?1I!sq>0m%c?@8Zf8@b_t4hkxP<@jk5qMA!hLORNPh$2tKpk552; zfvd=XOS|#aVH;d|^VRTwf5H9$e|Iqar_bJ?9+;j$7vBkgagKeeXM4ksi39wY-j+Wl zr{~`v=?Z^B98tYS?@&Oi{-=dvKm!bBoxp_yDi` zS-AfG&q4?G{v5eJCtoMl&;EWB-^T8LMcD74&Qmo$)T8lSMVZZClL7142mkhd8gb!X znD=D(mmM&~wF&qvbcTB+1D3$IbiK#D#yTh6uRb-i=zjII9|6CE=(V_(-7NmWMGvID zI$f+CI>CI!Q73BwQ3V^nGv*FtxIc(IXoFgj6(0ZX!ap`ZFF8tm$N>4_WD9gdk_|Dx zhq2ZP^|Vp)&%;yGSc|P#J|`7!v75TpNF3V|H=h2Y};BOkJ~-Q4gbm` zh_a%JeSKeC53m+kCcjDRfE8rG3iZO5i1~W6+Z#2z8k6aA>2n4kRn`1`LC=U+zuFYbFItRWZf9`9w3ggxOl zy+iIC?+n-a$p0Izg!fO7k4SIP2h088`}e2A7x!nvAAL9y{`7k%!k2d@$>Zw@^X)U# z@K1+H@ITWwMc<`4`mRuGO@Et}2fqljXFm_E^lm!&Iz4?`4$-HV_5Q2a{PcAjMaGR# z*R9??R^wBKf60PI*w^(^{G%IAK$$-<%iEdfSowRh^X2RFq_zJX*Jn7dx>eP(%cmuO zmh4s2_bK;!-!LH_?c^%{J9F@_TztcS1-y4a?eybpMenzgZ+rkcK!w&ZE&_`eu-{A+?{&%Oy4W6%r z9}xHZ{=>2G(6Gw>KSbRw*D}S{-04DA2n;!l_~lz5Z~{=6b7hmdGCu~lf%AD z%&U+7{KWWn;NPc5#wcr>QTi}M+~b28WyBFa@bTMfrV-VJUV!02SK)*xiPMlyAU4GC=jVBK6$q!v2>Gs6ZWB z2XHLX+Tb8I$AM(cF1+@Bs|DP*fcahMZ&B5sm)zTo3}|~vYyXzG_OJL@V1oZ5KY;z- zXN`Yh|B2#X{v&X&{*tk`99Yj}0DVK4KXc641@@w-{<+x^16WQcITxK8Xn zfR0?kAGkz*z%sVLGBQB>qpXnoc?mtLnzWz4+aCVqmwn+kAMOgjT0IbcNiO@(7rMe< zgWaDDvrpLZ_V9TZJ?dKD3^!Y`bNAD0fu28CI>{{}=XaH!A!qisgjMzqTV)@S>xbC? zZk!&zL;J%6dg9$dmVA1Xy}~{j3qSgBGJN&$bU1sIKGpP(o;f&<{Xd2NpQfk%RG8|d zXH_42PP3owe}h24gWfp zKR_~|6Y3E5ITq<2`RFZIXC2Gnz3-(Rtjl+Dy@h<>U6BqV7g{6jg6B|yY>4=$XOet> zHT-KW@%Z|`&i_}i{@<$p-wOWyoY^q;_}4tG!#}+Vg@5MmdCm*7=c_UxV%V@;<$jG| zc=vq$GgaKH-?-?!>J4-b8L)`HTx314$o``%;C`irSQWim&ynNsu9(_gbQdjWc0zCsi1^XY&gwN;$Fw#oyUdK55QI66-eu6zK zz(4(JC#k(8}xvA;EbePWuU$g(I?c{Z`1H@=Ti)3_4G zl}DHL*v$05{DKkx;NAQJSr0z0SM7QE{noM1_yE}Md}$~C{T9{*!awvt2FvaR&2^Qg||=bhNGVgaWAqYqH=K;*XOLJ<}D|FU_dwWjI>A?Bd+&1I*KGIz!y z`2Z9L)EZzB|DI&PGRK)77thA)dOeW|hI!cyb;S2bmYjpm^1WxP=npj17Cs{va1Go3 zMi+hY!1-lrU~e7*+b6oC&3|^^YvKNAH~OC#1N#5LL?x_^A~UAxB{J6=?$ZK z8DM1C7e65UC-TCM?S8Wj+POESS`09W1%hYG4YZsox%MSUA5(o!A9r z#RY7KNSu?N7uL^jfwb>{NS~D*5M>PfBKff^4P(d?{bX(r{n1UG31v>Hh}4R%jLCa+$`q(`|@MGSO2d4 z97yL)Gskf*+MIMelLa*$7Gqr1cy~JI?O6CQ%%nW}1Cap{|FR9LBpsY$(~gB-k9j{9 z{!Pzky1r&R2>+5DPXhl|50GMC$B%=5!@TE3@9Sye-_J|s42_~gCg6$#s*7;r2V>*YvOX z*#bRmR1e6S{$u?5_wnbivfu4(=-ngO1H<_DM(Fv`NeqzM{|~1Qhg;+fU+ZU|uqoC6 zL*xU_u=Zc*4xcX4TX>~E+?+a2ZT}>FtFiejGhvi9|1f_4;ZAy3cF%|Tp(|k;-pxAy z1o6r-Y8vG48)2_S>3;38YQFw${MRsUSkL2`?Y~h!O9ng+{v`vp@tVA3uk-31 zG6qe9@i}z;8Souzf{0@+fq(54aGq=DxptoV3;76&@UOiEP0ttcjrw0X0_cC$vizH@ zr_hy`cd`fYcf$YtqA&c@o!0Q1YaQV~T<8ox#((#Nk>2p&XeC_h`YvmI>f2h`ALAYB zT@UODOKoq3HP!%+#{0v$gRh0v8_Jujym=Uasd0WQBL5a90mJh_$^2H8;6zGFT3CA{bzxH zulqGF(jR5#pOya4!@kZvDgEzlfM)c+nU$wQG z(f{TL@H~C@{&-XNKbZIOKz#+`ep6svHo!b2U*I{;N8iqZFBltdf{mShVJs6{xHGaXRHhQq4|38?be}Dfz^gn$7=p}f2m>wjjyTYS0mGH&V zF>-_3cn;seM@Ee)KD%k;z^S+C-O1iHbM&nprXS5wu0t3Dn_P?#6jpy0_ z9eidR|FznH^c~fXYra5x-+m6HW|Rzzr8cW9v2uC3DzE?taY@XO018ROu)XM=5QN-0ME& z+$)A+nD<=x*Io}E+s%wU=Kc7Y;XlRzhzC|<{*SBw4ey={XIsZVF+t)0^(3EQZQXC{ zf8)v@GT)--**d_l2dc7wynsqIH=tSnpV>xwUNI*Cn=3 z@k`+ECbR}FA5ceg4_WXDbv?hiag5yHj_{)k-QnIeb;BoG$>(8z>J#+&K1`lJae(W@ z0krnNJ4C%db%G1;w1h{~J>lM%?)h%`Xb$~P4&WMj{zJr=r_lWq==urpY&mQzJYV?Y*+@OW|0)R8bk$^Pat(i++CILwtvNk5#gFYj$8g_w&My ziSZ9u4JzwS%{7~Mv34z)qnfXZW!qd%x%}QK9%AfI>-o5*&-&|mtY@)yi?u1-*SV}->c(1|Gzz}h<~1i$G*lz_}BZ$ z$G3Zr$mEUp6yslW#W3%=&9OXg^Hue!6JTEXz%d^Hz934lUv`{g-X9m?{{py@4?y_8 z0^LH--ii1pcL!hl?N@e&FOIf`U(l=bhs#~zL)P$jr#ix=K5E^&=~qu(pXhQQ_6WLP ze!$!88}!-yv2ghi`hO4^atdDnv4D@~juE%tL4R)Tm&QKv*c}u6KI@NQdfamO4f`qA zee2jq4%jnn#PgoN&Xwl)@J{t!>v3=E!@T)Ht_k=zKa=6!csf7rSo7EBa?10tpmU1- z8|J+Yot@i=eaV359siG||8wN(i-i9e3q%fNH34s<&z}wc%?7wy#lQ6bef(_q@VC87 z?bwB#$bgCd@YTw(@WB~+2#r(IqnsY<`QD>H@Y+aMjQ_0-_Y&{#3s(;Dx3}#G4^Q@l zJM_iAeE5y<{j+0Xg6|n;Z>Vv8*Es#u#))Sr|G{uy@8vl|3lGmo|^Y~`) zufDyT$A7W@FT{V;|Ct~Co5a7?1bH?2X{~P}E>Vq5U|I7x+a;8kKmf^o~ zesG?AH`!lo2YB7DagpB9dDB_3KLyy=I$#`9Ux`!TWFGx?8XLJx??>Ao9C>}8j=lcR z)&R;Yzz0y({jveBLGPmfh5x%Rvxg9C@M|0|@*Cz`UJIYj9St9n2l#-!1m7K|rvP!i z%ZJDv>?8)*wmU4g?+F*N3D!os!$+qMg{3a`wZ=d2`2zd#?rLG(&Yo@b$Wi|DD7nUC z;C~cpyKe-*cOnbsRmuHT_?U zp_v^}uila( z&EX;00PtDxKL>gI7q0y`i+?aE{42j;8B#y%8yv5K{r5%a{@bk4wZFguzQIX)RZM~5 z4`%wqgXu1Oe{Y9dgKgmK5p$n4X8m85uP?0UVPEGPVLk79(R+yauiE)u2ITAf+WX(QHq7*eU+;VDYg~u> zs=Zo}r_*rW8c9)5WT zbv@|!nG@vu_2T0ve%M1DKsS3?bnXdP@%KNR83>PN2E%#wA07PG4s<>_PV(RLUD0<> zkIcxy{|J77M!mUB=c}IID1Bbd9M|C=8Ebvs#69k9{4DWbCIj;DuRdK*8voMc-sk7X z=KnKpI^XkD|3@DnGRNeOmqQ)+2Q!kLQi}zu&xpx3ajS0-H~nv1__wjg{rWiSfAtB> z>Z?r_n@ym8!7(obKcDppG+rdz{hT2xDNj3!H1D@2)qn1nGth|xE6Da!MpUoa{sQu-{tsyY<}VY z7P|i;_i3+-DcR{Y0g&=PwKUhAXxH$4DW2mA2*^@K~^?eyl`6NcCy zbBLPnalU&@d+%aLL>%+GMk4-M_Z$Av=Zf1I&W*=h9)6cFpY`F!$Ir3#;ap(MasAlO8I5f|MVt%kIi&fho?U*9HX8dm zA9bSBkwx}@iZeSdvj0twr`T@h*yG!eQ~c-o12%(y{~XeB(KCD=@Ne@xErPGl1EcW=%baj@qlf~+^PB*I6;+0|E zU#r7BHj?3Zt31WM9s6gW=JnV+s>i<8`t_Li$6LjJlmR6=E1k=JuKzyc|3%gRHn%o| z{}bp}^@|I_Gy`2tO+=jnc(lkVS~{@>4jHQC-3*TMe{a(}Ku>Nju(9XlJu1#r?SIu2sjg7=|3&Ch#6SLja(^$P!{rx{ zA90p-wlHsGIF4M{m)|ZW@_Fj+bFv`Cf3~Lvx%&KH9=pwsQ*0LBgad1P{61OB+MCyz>4pz!eKn{h_e0T;w7wugicu z8^B@Se_lFYd+6p-vzYhy3Ge1l^*ogW9{>Jb_;*!4-p2pq>VNAEvaSD{U;i8awFVf2 zln1M*1MQv2WZ|3Z=e2lJ}`RUF_nq}qcCa5{?3Z+5!J@m9wtuqE=auX7&P z&5pe-PSi@^Q@;&^{41N4*ZR8WZE1(?+^q zW8pzLfn$*No}P&qXDv|0y0~%#%tvTGg8F!&;sD>p|4(mvVhZPx1xr=Z{*~H)OnP76 ztr|r2CCp-M%B^Gk1W4a=obNV@dn$4+FPv2>b z>BVnjr zNasg0#~$-#V?URVfPEcnzAGOv<^_Wn)dpxC;PG#^Kx+4AIYD5b&uG871>)|av&8#E z=b#1fe+nHey)T)@AbcIfN1v%_eR`%hVRolK)wK@Y`wpa zIA5mwC1;){o;Um5DempqV?KR$MaL<&n>k*u;|2RZ#xFVWP2;};{wseVyll+%EyA6h z&%>(DHNtw{^`h_6dHerTUc-AT3(D|cyk}6V;~O29`2~ygzutc{b7tc`-tKHp26+6h z%K$Ju0?8jBpP<$QmLnMP&pM#a2H;pVgrXP&;P^CgzEirdO4D4E-p}lQ`Vl@y_&2QQ z@oxhEUiUu}{GIuZ!wJ2?$NVI$?T*?c+b0TegSX$Yn+FFd-of$ z-Hc4A$A2^SfX#2q7d8w?f66DQxIl~zqSJ+8;a`4$li2ffvgx7uDye=*Ie^Lu)?Q=s z6Y4X{E08@Q--7IZ!@mE&Hmk3S3G{c)MT&eQLW&Xs-Nv%tTeUD0zbJ1_jF*neK|Z!xVn zm%*s~SaEK{)7XIQfVdt2&%$){5u(%UYyplfcR;ZOKXAz}~axPa-$S&q+U5{n+E*&TCI1^$Q%tk1rW8#Mtr!;#$Du0DJ~a zM?WE4c|)`0^J$GQ|DpN|NZ;rA`V4F0PaF64{qeUVi!AoB&iNbc?}_(R>vbdt?3v_o z|9tDm&Dd)7_oQonn+viLziIrp=dAk;Qy%Z>xD2m(_}=QdqFTZ9@A1cJY|#9h8Q&-q z%og&pz+{4Wv$lc71j_sZvJLG0i<@7t5kE%UD37#9RQ>#{trPO*wLfRIYx31w?-2FX z(Ox1csmG@8FJQP6H+(&9UZmrt?~7!OKI4D0AA37N=j)$iJ%$_E{gUba9r}0N49@-B zDYG|q&Cg9gPW75UuEzkrzN-JcD3{OU$&br$uWMVydC}*7*YWS?iJw2|So5!JKe+n2 zo5=t_*Neu|gAqIE@*&3Z-J4$byv(Qnv~h3WFP-i&>&KaHNB@I&BjpL$ny2XZ+xd;p z?{^*lnZJJ<|FziYH=+MM{>$uva{W`&`FVN-t7mZ`? zUe#`BjCuduHi!SM*79t|?zj2n=cbMQ+|3*3#rK7WX7qm}o8MnAvg5aUzR3Q6?(ts` z7f9FtTgAWRfpW>VhJW^u2jgZN%O_~0bEZ2taA#YajVV}xax_t(76KLpnENcS|J%U-XMJ46oq;7b|T zXNCR#Drsz3X_lKGaf7^&o$&;z%$7I#mB%;xe6stu@xN94?`Ln88nrOas0ibY&PxX5 zQ6n3`>J>cC_AXMsli~pNR8$`!8%t||JTjZCj2r%KO^{bJ6wl?<46Mt8s=kl;<8GYk z|NOaHO69@&`zQXF zmoF4^hLYIeI`%ccn2&i>hX1^Hq0T){%+TZhc^YrTzL#&C!+#pfOP{-Bu+I7S)2xrL zhy6CvxsiA5ac+1|dAiOQ?(61rL0-RMztQ@?4Etp`HSCKU?v0myZnM|y@ALR>G`8Pf z_ngRq$c~?1{QJ4)=VKZE%k*10UOaa4$KMq8xAu2GIsE(gkd7PW@|X_D!+Uz}N#MUi z?_|wuoAY_RO#d6cQf_*_2(QmG{!RZY?`fk9D8hd&M=+Ja>3b_Wws$YS75$&iHIo5l z_?I5bqf9R3<66DzjLNX~P2j)m?vPXhlozw>Z! z=YALP@8we?{lAX?4Y|XT2l@C3l*6#uOCo1GhWUlIOOo8KR&_P=4gjOXFs<0)_a zyy<`cH~zliU%scJIWF9%{z6;39-$sBm*fL{Aqo8F{U#?5i=I<@UifbY^ZuR`|Gn&M zU}Tuy4By6o<6L5odmH~g;y>;`RNaTj&t+jfFJ`FoxmXc?UP$aCv+}TS=Qb$=gn!}L zAzKpTPDL*nR@r UPhk5AY(IhRC$Rklw)6!4KLv1w8UO$Q literal 0 HcmV?d00001 diff --git a/icons/waveform.ico b/icons/waveform.ico new file mode 100644 index 0000000000000000000000000000000000000000..e575976951fb6d875e3382693670664accb44fe4 GIT binary patch literal 153182 zcmeFaXO~__lHbYI3muJG?Px#{u6)%~-h1!8cPIxGQ1IRnmIj0&LGPPQHrvkhsHbOE ztxBq>GHqn>Qme+vw z9mi()n5tqF`i7$qU%jw{=4;*|-E8ZWEiOb#}&zEkz z_iJo&{BGfs;~n>Axz1dEW>$D6ja6A~4xg^y;RU0zlFu8%t6y~`@81l+`jwL7lkn;0 z)0lX@UKc)x_x_#K(~bA_r5i8!xZlV7{-mo5KH0Cf7&h4-*L}W%tn6=$@p=+}To)cs zdY*XB&FVg0_Jqe$#9*ajz3gKhezWIu_^tZYr{wS7$2jg}eLHxK zOE;h6SD$dkd++exr~Y_;wWr%}Ut1F1@yGpJ&A-)nUsJrEB)qRbp3mVo8y`Qv#wF{? z@moE=?@v6xKd-kX@yB(|m7H(4^zYB<^QFso0uzr*!mI9Wo(o=UkNdX55%=x1oWz~n zt8{qc^?85X7MHz0&eQeBZC+OH>+$h%-Qm11&f~tgoDL@0pRD_sowg_8lJ)o*9Jlgh zyN~lchE;j9c8BwR&%NDqwR>N(>@dpXKCdVHcT-P3XFPT%_#H;;5-xv+t?XDBXj2EUv3@45%OU60^hrqJ9fD{0NDd%r(JvMyM)33fAh^~d-mqd2_J zr@CNb{EpAZt3RI4;p2Xlz3$`V=ShzD`F(xf?{$~w~`UibBA9<_Ph@j1M&C$9T?95${y{#16((|7OvzJESnJU+&+{ zoy_mgk`BN336IkE@%;X*>E_$*dVPJ{<-Y!OaNEt9Zp?OVNu1lk|F!?mHv6si!f7Qw zLrM5=yZ4SeiElUc-QaLo&v!CUe2#sb@|}#0;k~?*aSr2Sb~0ZK>t)BYRqpT3$LwUT zt?+rD2vyge%5z7PH=zey-2R* z+s^0Dn8f$rs;+fQX7P2X96yWqYdwOA>uM8xEc2x6SDWMae$|zv@5J+azt5M%?{&xL zb>FXey!>(L`s4MeU-fvtxE|w6_q@sRdLAF|@V+*$d%vC`9v}A$#`^{1IFj(LZ*JDV z8+f13*C(9u^Qb?rd%w@Ee5?6{cdP#G#`}C)htCU>6PLkskY`h=o#%|Z2Zp>zF!u4(N z`Fgh+n+|3x_^s9$_ictl^CkO|^%#%J>fa6~9uvcUAM?fdd_D1eUe;XO&FB3w&baKj z;yl^!b>R}6*L_S}|32n(yq?GSlk@w04x8+c+r7LMK8K0(Bz)Yb@^|e|;!DJ5jX6=%Z z9f#-1b$h#T#AUC0n{qGveA~5YE}zeHja7N8vEJvo&lj&reU2-}?XdA2aoPJFS2B0J z-tKEqENKvC2qxJd*VXU%d|vPO_3fk{>qLT&pJ}u4@q7;N z>+yR0eCpHQIeyi>KMC)3!T9{~d}{OYTD!w1@%ec5r-S!?#~0V*`BYY)_b2D`@q+X9 z=vf69@2$przvGPSYV+q!&gXT9SKZ;2dy3cQ{r>zuzr!l`^*KK2vksrGU+YVb_c>$y zjxQa2a=hw}L-1Z!d$OKxy*`)5dB4vQ&+q+$S5n>klXV}j{fOa(Uv*!zk9YX(a?Ppa zaLKyk_5NfY!^e1HxMX`=kH`BnC;OAQ)SnJE3Fq~l;1jIl^l{4LvFYj#>u}1w?C{CD zkMVrFeur~>aecEkhlz1}TRbN2kIN35uFd;mJl?h&_;j%8+8p;z=JWB&J?(V7-oKK= z?`C{FuaDnsy$lyg#8TjiN`2YJE zki6hJgyazE53aMQ?)|<`>USN(;Z;}J>pos%VtCbs&*8n_=l6O#{OS{a!3u}UNqDcT z-{FPJ>ppjK{&+se@8i85&*%6Aws`JzWx>VIE0| zj>q_1-sZW(Ch;Wu9d5H+<26QUyLAaiIv8I=oO{{l^>NDmyn36%q{|&o{9N7^=U#Rk zUU%ECx9=p6=Muc*N|w{%a#-b_lH+`@)vmJ7=Xs3R@om-S^CWX0c52 z>-0X)eSEU+?dkG#u)aR^#r?^8I()lr6Hd(+&$$~MzP@C>8yqpLfY|T!|yiV z>3G4VgH6}wd+BRQ2ctg0ZPw>wx66~`ll6Elo6Q%uC&wq}|E~RxFCCtAZ4SR(uCej6 zZU_He`+d*S&FO95^?9}%uYOPIp2yeWeVf51=ZWh{9FA*8IqTaA+-B>F$Hr@l+jmnI zj@>>_5vNmV$9jCecz%bE@yGotE2-bhz8=SyLx24I4)6V{`}1n7Qe2PWeLZ>} z!Km*0DSS$5(|Th3zCIuC{i-{>uRoqoxZ}ED)#m%@V;q07?)d$A;{JGjj!*DvkJqO$ z>i1_;JvpEHeJ=HDKA+3seLlg(_|=|nejo4aiR(U}+SDJ)Xxvc%Ee0aeMA-Nx~)T4zGNtW0E+$?l>He>Uny1QOeO- zKltZ1!RE7vg2_#@zoKg;pW_>Ogg=ap#yecRCT~-oY*#(m=J4@5+6=~Fyy3IEPohRbSk{8Cg53_z@x|-*HjVXi+@CC`gVVUp#%|Uwyxu3eE>MEzL%vbY z2e0ZOSD$!-=AzA0_9pe*4W1j1b^L*kfFt>Az8=q${mHuaLU*uorDXq3>YL5ARlE8& z>rc+to_PUQ1k#VUpz}oX-{K@ffwoW8$*IrEBwXabG-#mt!0bt6crwr#$Y9%MRo4vCQvn zNf_0=&vSE?6z&2r(5aj7o6j?2ewHkbMx-q#r8^M1j^{en?lNoAkU>*?Tq zEt|o6|90!qc)^QoMyr&~{q-{I93%4wb_;GkXlSfJ^RXHBWDJ!Y)NOMeT`MA`X; z>Oo%ESf8)Q=L`Mx#rx&!bNyC*4)1-N)g8aaxPI$n(&2M>!KmNo^16>z?y#PRXW!T_ z^~ZaeuAXi^j!W>qKA+3`d`;f3y87bz{COQV+3)z(?lAFqhgYBXZ#ADkpTqiiwfp*g zyti#t*Ld}BhR<>ABp0ro!2K0wyae_!v_pTqO-3-AAocyvz(J)c~(?Wy1pG_Az@QA&}D zGPA9awxWzIE2b=+KD4QyvBmI&6#arJ1jfe&9AO^bH~DV&@vrZ3_j|V6J&xi3XW8#` zd?jv+%klGjS^Y_vxE`0aXG!>Ub;qqdU4M)-*&mPf@>cM1pWxkI7v|Rdq;>j7mV{z zrMZHRu#wAV7@n7U{A_CT^O$^|WIa3=@bP#rC;Pmf4u_9XU%Gy8_dJI8vg7|Y^{t*a zUQb;9HuJe()7R+FlWzXxTs|hw1rv{Td=8Vuv6Ffd#&M;~HMf$_8|2juIaKiKi*=B6 z{XSms$^N*mIpVtZQgzp1yx-^Zx?p_m>f7yng7@+9{K@rdKF6;rj_O91-V~sW!bq_4((Ux6c)h+phj*Cx`P8=A_!wU0BtEZeeZF5w ze5%Lm_w_3G@msA&eZD@2kMSkvbNs$u)syQ}-%gU|(|Eypo*d_E`b+dX?s!gb+iboV zHeEU0_^og`{C2ox&vSb8Tr}x&ehKs%5_fn-4m3?(4((UvfYvga-7fQ?VG{H?OyiW$HsZOKD8yE zJsn)YBUtu8bROtlbgl$Vh6Ftp(x>~{b$!u#h3Dz)kiWCQ5G zAqToYly6m8g;tRP-5&%;7V?2)0nt85yhZb=E*oJPb>+e4$Qp~7Uu&0b#rH?g=E?PA z-=lc%9Nzmh#`RI(pST|P$NTHB+CRlRsIIc`YCgvw=1Zf`3*K=g=ZoK^V3O-k2Or~0 z!pHR_zMa&!nor|he~0jaHd6R9st*2X?)+l}uYh>JfYkwq4WC8 zlr`sw?t|MNf!|o*4yZ%Pv zOp2~VXUbhBP@e9+#&c}8wisqNkkN8!%QzP0}{Eqm5^nB5s-^pdr zc@^?~J$8NR=B>#2O?m5be{WF*@_m6dW*1pcs?tgh=>D&;Cg{J0yS}rqlKY>2?)kQY zGI&OgHRl#u19ri3%2nbc$PeWt*%UOV^PY5hkOlM%tV7S^dmHc1w|%F(!I5r{t6SX!vj=?rkodqx%KRuJXef2o-f@Ry)EF}cu(H8S+02t zGS>BK_r1sWs_3nR^@eCNu zo~s=CXqSy5*aQ>L?)wq%rSHd1_H?)7lJJ4nS(CqGz58Ih(B6|Ib14sJLU0?fVI1u~ z?rBcHuU~m`zPN9@{@pzPcJuhWNw~Nk&li_9R&~KDrR#J2$vnoN>`PY{e5_MRpNQ+~ zk97=(cU*#vb*OaxVLW&wH@i<;bX7nsOc}l~@dKUJ(9itN6XHGa`Fwp|PtG6LJ-#4b zpUPU}Q(1pw{oy$?(eJrqMNgij*So&0a;$%s0aw4F>(^uF@8JHf!EQImo!-g)UI(pD zls8x-wB40kYNN%qLCzm6s*#UaM(}oUEgI%B%{Xw<^ z@s}Frs6yYD9H6x*RZ^F3;I#i#Mqq97PlR{@_Eh_&{nY;HS-l?iE2<~`$NugeKCY`R zsc$-dpTqZCbh~uL*Ms>A&3TK77)}j=@Yt?-{ zp`Yj9vVQ~KaXCJJ7RML&`+oRYjq47t@lM0uuQnyG3wE=*j}?se+v|c)?tk1LuXDSy zaK?DIgWs;--;dw)x**7yVafWFzmV!o6O-Ki7r|tF1R5 z8UJ8`O_euVa|V6T|72;s)g8#Qk>VQb$}hJj=zj$ISKgUZVgo@I$gv*m0PWC!9rWLV zEK!HAP&`2XL&*U_=3su=0|Fn=nxH8qwJEtAuueuE#3q8?-^a_zbMHl;)9Jp}%xFpDDTaWWVF`{fXyD!a7W{J+3>9=W(CPo3%UKR{dM8&Bt$-?+OQJDx95Y zkM+%aK6IQ%lFwSSojRClRnWRNLlYxc#~@hXV&N3 zIIp2?V}4&t+!jBtEdGIjrz$PsLAVFZr{4zaF=sHHwC1N0B{K z{eiEtX3=ypWAq+kxxi^%an%7YaGE3V19D%xpBJq&yla2Xja+Bb*Qs3aTRl_U=VhP6 z@p!w}<2;7-@>cNiSe1QDvR!rIiE+iSaXH=CxJ|H*N9A;5y)D_F&39@_qBqIg+H>*k zd}ugZG>@MIu&S@LmdAJU`%2W&Xo>Zcsecz8aIS;rmZ->h|;o^*cq?}=`didaiAbfmZ( z#p@_;rxxA3P_j7n0rYsacjgq?d`YcU9L%-_^5MdY;Oje9)n*+B3vD>J!e+~xtZsjv z%@;QyA5>x=NZE2(i?tjowC>z;8!xU4HUY^GU3tF29HU z*M35qddGf#99FsZI?$YGexqJMIq(^^vCk#UDSv2)Zw5v&k&;I$S(juR@rx2<+#tV* zKWwZw@B-k3S2P^2JMeJuIzQ8S(AfxZdIr&cNW?3H-`B3(*Y9n5KBt9bzhIN_UXS~{ zP2+{naVPP`b)VD6ChIYdcwDmG=kxK&{$$%Him z>D-Byn}}}-XYoL$wc+b7-hU|2d;>P}+`ap(x3~himHQO>uPrFTCXf;MKrwCE2M<~y zXW{8P1GnVYAj2}3=6|{#`gD$-*40N{`k}^$vq78dpQ>xELI2!{w->i$1f*KIwS#WtE(Y4fx< zLGw#x%{EX_#r>bMV^!_emVs{o`9N}kY=Wc652AmS$4cs~IXi_agYt{m-H6-G+GKvc|X}am*St;Yv8Mp3Du|f zA^lL}pT=8(Kg3`1P9@J2b3VjN3b|{7{zhGAz|X(VZaAYnOE@p^AV1rFe&Tw3*46HH zrw!qb@g?y)yyFzSmzBrkg~$7Sy^7kIF!Q!gm^Qy#F-d0?W zd~hhp4CR~!{jOfIYz7;=J&*Gh?ic3K*?W3UH|pWcMt$q@;rcxnS$sgesT?}f^XR^nO}-8K7o9a8%C))DI;-JM?&Fz6_ciGM$I4r5valxT z|7UBvt@luoP2^YEGO|F^{(L(^|5#BSa(|JnRkmAqMzIaU59Uf6tsb5+QB(`Q@}M7# z!ADxNpndcU#S+vrmw17aVg^Ip;6|=;4fnrdiM3Ye0YP`+S%OZ(v&DIcEzW>W*^8iq zvqyi{)1k4Ade}?tIrpfy2`(-N`lBuA?b^c)oU)VZewTiySmzd(W7x~~f>Lz9Z2Y4s zYvP$oke_Ncd>>km_{2BX8?E2*doKA+>v1{2>D2QeCvwN>yvFGp=Q+_I`gmr+s~p2R z4sZ89&(-g9JFMgJdJMZ=pZEKGUUyvo-E#ItzC6*6zHgO&A7td04q9Ka{M*FD$rn~$ zZ{;s$SRelHZfxC!dk)$t^rQGU*}A*n55>^G?l;{5lG$`06oxY=*>qj5^s~5KE;%=? zACGk^rqAys&z%P-7wv0q$@@x@uj{zCs(23B=XDpiqN^`gK(o-@0QUT~$_}e}Dc4Sv zx7kb)di{ZvU2N#LfkVYMonLLoYP+lz`afRLW|Ppr?)@{>UDlsjVq*o>wgg{jMt+z< z4j95d(1cxJ8l9kn*dW;hyWyFQ#1gg0KM1WTMnI`vi8Uz6e^3jIc!1WdwTlmw2R;T3 z@@#R6Y0Jxg*Cun>Xaau>`?s#6Cta3@~x8S-TQSG{fxx9pL5T3 zzQVaB7u`GU>v{A|o>Fa)`-=np4;58nm%~O6{U5Jx;qF3D=S-ie>9M+(^6gAzmmMx? zwzdOBcC~59hM@1cf?7LO-)rsggp*YrHd9=0?dbg%YI|&e{&D1kBbBZ2gp?gdj~Go= zTN{4EdCJ|y19zie^cR*}3wzm-Ut-N0^e;Ie@PG~aS6MtD$N|XIvcCi#CSFDgJ_DXp z&#dQn+6pujwLjgP=>GLR^u91Y>W}N9f8nl%?^Nr~Xa5>lcRBJ=FLu%fo~;r8$QZm% zJfRbPrw5-&<$>G~A619Vqa0bcwxICo8hx$4_Ap=K8T20Y{v`*94+I&7Jk)6uUx?3m ze704N>w-((-^u=?ep?vL9qg&PS2yl(-!I8|y3<|0lS~!t`mE3Q zL~=+LWA&~T1JelI3x1H8w{G5LYR@5?ug3m`Z@cYa%2sOHEQS0(Ra$HF(0}fW`)#GR z75TOx$On_9H9`Mx#ZJ(Qyqk-!Kr!=@0X4tgx9%U&r{1xbi>XUCkUkjndCraM-tX|b z*LA1MpRcnVbkL2u`eYkWJc4vi`T5mf&pKpdlRTsQw+cCBw4~blC^r$yd$zvQ+UT3& zzP?u5Z_V6k7itG=xwOSP4&>Y2mT?=(DYxmuI=fN}{X_H82^Kl`JsE{|wXxs&v+)hW zA5I`Ybm1#l!Dldm4WI)WS*dEZE_{PM_zOqavkvY_#SypW6k7vy-U^=;50G6zYpf^k zP`pYu0VTx`>AOO=5vr``3HkwYne2$twOv;Tb@oJit)zYMvi8jP#oIz1IHyhV>)?Mx z&sN-`?7NcrJ6NxL8D;F>1n<9vc<4s_8;eyfRxLSz{gd6Z3b|mAyor9vGoA1}*)O!- zTFEpU_??fbuDM-iD`&lW?|weQZ>?<9Wh0Qiz-0o_jegG|*qH+@tn-Tyv&{Kd9%9uv zYodi9<1&}*$U*NFEpX0af2w|eL49tgE&yJ%jNtL_;}1#W$^&%&3dM%dJ}DG|3=#2ORn$hnT1!+E4fQP@V?SY%f+TY%K02F zthIs{4ng0Y;mmh%@13siw%k4YY?}9f6u(#QiwEp@T?aDny8ORb*=Tv_3|+kQUUc1j z=)X($1NKmSNwF?^w|dvgJq4b{I)dGaJrM1SmenuX7k`My=p6g`eVPk~vk-oxgY)lq zrEFEYOPi5NhR|gy4`kU?S)C0RRiXbw>kZvOKA%ITxm7=Cjr+3fBJ{sn)@nWY_g-z8 zuz{@7aNpl*97HB4uyfq`tH?e5(D${5J{!RHH=C-rGgV#IflcrT^go3SK)hhNyxBUT z`9ApRIBjk8cTsL9o}dM~clvLjEFVFz55fmLcN>Azz55GfJ9ODVwC{S3zCQ?lPWIzp z>E7&HvQ6)%oD}knF``ZJSlRhI;ZGHk?ciTS>{%)Mw@}$kJX8t#4YtziR%|9Y!R9Gn zX!*YE;1g|!Uo=DieVhf^U!{8~CQ@Gmj~D7 zg7x$6wj%d?>bIO!PM2aj2(-ev4>S+F=seID^Tc%T^r60ZyvoAiZOQp!dw}z)xGmt* zcv6^G_%|tg|8{x6zkx%~5YOjjP&0OB(DLHt+)EgR>1i)`84h58ppp+it17hj{0eHV6+% z?K>D`Ud6=gOzLhcf`Oe*Fvt`c@lf!*x=f)sWy3I;To53&@u) z8+CQCVdTMo%As@aA^d#PA$})koj%dan~`5%ZXUFL`AS8E1r4I97! zwECcJ%0{!xZK1f)?x72G?k})Qb-i{Rxqb-xzS%TjBgh8}g^lnH_6j*^4WGaq`1`U; z>^M3>FS+6gW@zg|W>6e)H|uG|CeWS-op8syO;EOgAPYb{%AF@jHc-6=x|h8&=m(U8 zPeby6_(8-IoFA;)4cMa%9`Ur!9=TmXF$j_&v~R*uD}3yq;+7Q4P$l}tzA?pnFMlb^ zj&mpU=ayL~&wqwHp6|~k<7iLPj{2P50xfgbIGx6Ma$Kl8 zjXBRq;D3sD15RU{{*w5T?P1+o`vz{ul^mC>`?LBu@huYu zxKj5cy!=dUhZXHPfE}xmbK7o3(Es(8Ve3J@?ZyXww|Uq~pFd>Fm2Gws8(7iv2klDZ zK;REeoNMul(ibzi3u?LRYOn=npdS)5i~U=E?-uk&{Z5`_&LCs5jvxo}j{P1_-cM>* zo8M1^(V@7TQQ6-_bNJ_vV83tPmusi1JMr;1S}S+? zYi(mT%Kd)0u-+aZ>vwUM?=+0s*@_Muf&Sm_n6*jhe;Iq={ib2-V;^qv%%`~5$2kA5 zus>t!hyJhB_E{hL!RhLbpdSoom7pth*&y=4IQD>f=%|*glun}W1;hiI zNX@bhs*EfkTYz%eCxVTTTylcs=wK&gPlK)?egMsiFQ{GxTopQ5NR%sS4+-0Y^0>W% z{)*5ho+2Bh?D*(R(0(KIJAwbQo;{mmf0oNzv5(}~dHCNb@eutP#dfU;nTY-+?*3K$ zC(Xo19A}?L@PG891I%I{uE%!N1E1^12GYnn6>Hf5?Ke?-t1qO8mPJRJ<0-9f z)RQzB=xs9|!I*UL-sZIH^{sO8FFlK7?UJ%`KA{@a#;Plo4#XR=Sl(4Ta!YVlj{ z=Vf?xEwWlGXZ<#JVHq~P6V>f@4jL)`=>dDabJ7O!efQx5d)PKTh(o4 z&t=%H=27eC{%gh-ejZ)8>cwo{d85r@A1m3LX*0;lO?(?y#U0$vT@t>vWBv;Kzs=5mnZ2?}a#e&WFy6%1XgbMO|_HEwW#V2XO8VbN}{mPDgl#lj!Xo z`||C2eLwPj8@9Y6d#iiarm`w+skqtR;;!$*zIDH4$}S_zk8ziO*u7x0IhD3r++>ei z$87juk=;QKILlcd=b0aNOxSd8r5!D5vg^?QFtXBl?#C5qeHi+`1Wz1+_e?J-i;_YSo3(rq|-43X~5vBMk;%~xpVy~dDjFf-iK=9cP zW8*7*VZU8%9yqk_Cv{d7d(s3>`62r`XWhseP4peB>#_mp ze+vKImBt}!e=!$29kkOG`0cT2yxo1+W-`mLXSCUS?Xxz({r{kO%C1!Q+5~s`N8NKa z$Nhc^d*G9{arz7Fm4+d^#2q(r3R+@^CXY^|i#Zqq)9d~k`qIfi^8x#A)`X9Sv` zP1S_^aR8nn|KJGpub87D;tUmgC_O+)-wm}Q1IS0%OnF@<_+~DUXlSbD$&I^hiV1KC>p;c*?vF|E9> zc6fkty*u&l@STKs0ZBTXev`q!m(cm})bp0U2E@OuZdL?j$l;xX} zpQ#vKw2pg1^dDldnM*b+{r*dcg@AU#cP`{5B+*ik6+~~8Wlt2niMB$WTruBWG+Vi+EVh@;ieoR{HEA z_03OM^>Fc z#%{)LeHmGOB%{O@Q?=OgCarT%j=kJ8Vb{3VMzQa|*RyO3S!K|7n|;)|U_<+}kOQXe zdc}ZEL;s)l&DsL;`+1(}eeSxU{e|#{amIJr40Qb__x}v^ukm-9Mr@c^fm?Nbb_RYi z0p6Dz25b!ZXc>FzDelL9J-M zm-WGaX8DeK5nWL9KLgL}3C|_ef(XRPCwy-;)({0Z38@)Ife0_b1Q|Lk{&+x^=Or{iy%2f2p1B<}>i z#Pf!j8f>(=+_U+-iw53N88lH14V>lNmO%3-Yeww`cYW%IFW9@&w`{BszxAP7`_=Lj zEBeu1yV7&gULCw(#s7YfeZ2I#jTf{+}4za@gaQTBj~^*;L5OfI~ItIt>7IO z+w0tgHN*#;Vk-KZSp-n{Q+Eee4`Ory5^D4>sX`&boX;?cCF{Gf9Tm_i=jH z;agep|BbV&crulxBWJdqb2Q2MYC@+!!QH+9jkV+7d$nWArtr_N zKz|S6X?^Igue8qCt(rcY*k5Fy51z0i$p2?cJM4?Tqws`md#`iG?$r$0VR+&%h7Q{b z^7}<}-;cXyY!v!`%-+3>3^WJ*zu!A+hx4kT_jY8VaT{Zw??N-@@gK|}H_2u)iLShg zeen!-!69^l74~5US!e+IKa74nNUnHm$4AGmwd#+plzuRvgu6}6ag6^C|p8q`be;@ujjV|#@{eWFU9+*QuejWOm%d4^z_zx~& z3mnfbL%(XX!_fZ__v~`(2J!u`MoNr&iGcVx(S<9`rUyhx&Iriy(^{BnwJZF>0KkqZ{L_O?pqq7cL4$3)d)Wq>Nv%2y;sels z1NTF)9d7Ug@q$|TMDX`O>($%?l5wc-Izer~_4X;hQ)8=BxAueNV9-doH^hI!BJax7gqX ze0wGRJ-#EE&N!} ze|DRFe)MC@`ezx*oqSUvDV_WS8OHn1npem=TpZ!}KW;(=28+mTf}f$i`H{=hG>1Ed1wMU5`y-N0A(` zO#JXTJnJa*KS4eOJ&cj0Gwa?Joea`09w2!@c}TPe`G7XX6m~-2k`ux{g}qweFYQ^_ zH|<>_b+F&kFO>V(F>JHa(Ff4~Z#HzJLlMu6jpBgWARFOWRY>1Tj*(W<*)gCB?&h%bmA)N?26cbR1?(0$Mbo(AF% z52Jhb;MpmHv@zsxN3|17@e zf}f?(QS#(>%cw$c;hWuDzG*2KA-*reCTmZjTU8Mk(`c*BcdXo%;qZ3TEP!< z?M(MW>pIkH{Rg}3jmh^c=LdOqbNGVY9=dF)A04z`FTRFtyAl3SVIK`0wdUt@k&OrK zGBGlZ(ErW$Va|6YHiinjLM(j~^gmHn8@{paK>j*REY2Y3Q15+&?+3b|`F{97ALpTm z_CaV}=e-|V7~xwZ#nS4Vop5hp$G+0sYvcHuk709s&^2u%dkWFtXVF!MZFFy;{c-Uz zbl7C4Ye((($KJKpA7|Sa^SA7A?~(BitH|{~>pN`6v4vkN@4{C&V{_2|n=PaE zGW35Wry4xtwwPOme9&w+7&DE`aE|!lqxc6VxnI{ftJCCT@WW}+1kW<6XNArs(})L1 z78sCjK#I%a2f9P!B%Ywu!+7PA>pgj0wwGRTX`FNp)u*9-=^~@tiLYT3J_4;AA!gy1 zgNrt`ugo5G9<{GW&sg7c`Su^z-m=RzBX%OE*Z#Eju8ku{J!xKo?$?m1irJGTyIkC1 zD+P`AUhe|;e+9O~Ub|A)kFB7XyvOFThYq7RuAmbPV@Dk!UThd$ybn5-eNgA2hjJIZ ztCKU)Ecom4E}u!U9A{9)*A2RNGZN5U@!6fisKqUW?gFNv})p9r_l)piukQp*$-H2 zDKfX{-D%(R;FrX<81!)YB;XezL6>nk(5YzkJEUO$V|?H@${iQ$%E^T0vH!`}AAWBE z-cW>0Qw&TE@u&^Rc`Yp2@Yu=cD@YtQJk z%YE-y;g4zSIBTcduUN%@$gp3nzC)~Qt4)FL)5)vW_Cl83B#!Pn`g0wz01w+IIOm*e zc)-ip;+m1WmXZG!@fWw_bC9oCI&UAme-XX2kMlZ#e4x9imopG_Mfyk4X^!!J`jIsi zXS)i&o;*~J{e9Nv@%LTezIngzSh$})LMC~md(8&-r0n;{zp}$Q?cD#9_Otnqtc&ye z(c~j+6_;#`bN$B?U)yq4i`{6Lvwv9mnGGPn{BrJ&z1g{HO9xBsALsAcNzU;-Y~Q~f zIBN6wLBH&pw}+hNwd_j!8vXY)^8X!tV;@8Ri^#g~woSkm^WPy> zYJxlI3TN>o&m#HyJpR`i@+qEo0U30fdw3F_H;(*0imX3EK1BXBu}_0a(5~_U`Uc`0 zdKT~0ekvC)6+NjeSn1swH$)l+b_`qB829iJ`pI$PzoxO(zKecy4u9urLB0KU^oq@K zm%i73-oBoCo&8DK-yQuNTmPt?%jsxdhKf62y|I)cj^Xhwh+Asxk-NH0qmor*b~N~;UV~+WT76N3G7CFiZfFD zG(4gep4JKf?9W11XCM2q%}rPF{V6u3)$(@iPW9H!nZDV)g72{ixwOLG!dB6|XTM#q z8-VW;zm2T_ux$pJHf58{`$ppoK5z6?zU?@L3|GVXcpW{b4cWAt{!7G!l@sT36#Z`+ zovi}@&_qdNh+7g52*2kBol7T>-!J$bMEB5}c!0+z$af(6_t-(vz34V6|9gF>d?C<2 zb4#D_-^&Z%*n?YrDg9;xHWGdNrQhW#!R8raz_63Z7uN>uRE0HlDSWx=U95gIxP!=|jGK!xo-jXJ0Knv{vkY zw_8Wxs}smw*wQ33<13ov4t#}su??I03GCpj@Zwg^)fsf+(Nq=ZlDiOE(EC4J)?jnk z^7^=!PVvpr7_>hPZ@@BuOy>Hl!`tvq{JLk!-h{`U$gZ|u53JZZp6?a(i%&)C z^nXB{#68aSG3fte{ENr%JzPZoe4Tq~n)7@U+2}O%KhOERjvr;7c))qi{wi?+bMS!~ zY&R3org*?4_K`8{rNhwgFf==c-*$xORZ^S!Mz}ZCH-sKAN?kNAS-Kzl+8}q8=zkDC zFhIY?i?57{H_%BYuQ~&wMyEcog{GjWCeLDQm z#*mqQHt~sF;NDov8D`JFvf-Di?5+MQ_SN)#o7`J!znQp(eW1^dLjPa(vuC`go4m7| z$XLUfRl$EUiw|moGjo-F>_>K-;+@ZMCk#V#`W+Sh{@MUB1mnE-4(NZFdN1cdzq2%s zEY-=~Jx>26d=f1$=0V>xb_rY^d$R0_(B`Hz&pK1 z(HV^21f3m-dtn5Z|r%-9coXQ7d^N&lYMf zVh3sFyR}wZYk9@Weo|yhRcDC{Id2s|EVL(M?_vAv;oj=9Ut%k4z$b7UoBO@?MRchg zd$)VuX7cK=1!I3_U)%Qc{T#M4$y=THl`huzg>UEdoxFI#Ao`(V=C#)Y@cc`}mr8ax zO#I#5<}n+`j&Z+n)b7^wbFQlFH*>EeXV%-Lk_G!}_7m%Sw%%^FUB_Q_f^*q`t?z9+ zoYiM*#WVH*U1oTH88YD=Y;os^->J8cMm~Y2`_X5Y?B`?eV-rZ(Zw|j@Z^1v7xwrn$ zGoRXtd~EymqxMhJSGfzz?3dhW?=+3sY3zo-9ayysoa5Ijd+hU0Yyt4nkJ_i~Rp@^W zp7#-L$2p5v;cX9Fxc4}}cX{Ru_|q3Tzc=88^W6VS{C3z0Y~*v;|K_3pS?tkM$N>}3 zs^o!*4VgeR>-F`#EYPud#dzQu&^G))d|`BhFNjyDO)z0R`84=uxn~!k|5@fdkG=MG zb0_i(K98Owb`yKY8Se0ZIr(#&#CCk6`2u@#-^TVd+Pgg;+S#&MJDNFVpA3CwLwlR- zVfRh@WbA7HSvHLy8t?egy z_FC69yV-T#YJQM!Z%w_AO|c32q1WD;{M7P)e8BDu->@59FIyEh>#vqxgZ^u|m(WiJ zFA~SL7d;i5W!)I}f1Z6fZ~{3K-z<9J!;WREf`42jCj2<>u>Qq^eDgJk{vdxPvMPM5 z1Up*=F;2zMQ9g90Z`1YNP&O$Ky7zcn$pfO%m}XVhJ?-sYeoD*0@1`7ZZ_vMgBk}Zi z9avuxJS+SjmUsaAKpApQDKbJO`cND1q%3nkHrOt{-+>qG$+y|6HGKDteCyFVA@Ccl%cD)t*yU`+PS3p(C8>dhXzQ zY(aC@zAr_5Tp#g;J=kc9?Rq2rG5lwf1vPdVx)>t9?ijMcD)cdw!M%Gbs_pNOeSvQeSv!A@SfxkS|6H?OYP^Kpu!daPM11dkYyb7^m&pHp zK~DVB+-;lLS8l)VKW*<3BXlOa)_y;9!Y&mw*c(;-_EpcKtwR5j1MVX)oaDJa?^$4c zt=%LJ@vRnoiug%h=lop77Jh^nncIpLx=M$Wo)8{B?myKGtjB{farA^ zo)B_x6ORB!X%ZUtvUrB%2hqCoi^&aKv&dQV(ETF#7m+(oR5zlZa6e_jc`D?i50 z+;Rt=(FCs;u+vSCtN@$$v6d@*%XZmH(O-Xl^i#gcAbzW;*FIl(f*tE6yFYr-E_WQa zQfyvdFFvqt{NXeCUG~BF%U1HE{lq!*9?>CcpUdDJ&08z{LHfZ-WVsZ2ZU^tO8QCs{ z@4XVgvvln&WP%iQrr&4@G0Pit9%wxcUGJ9m9o}={RoTC3R9Uh}@K?Z#3bY=Qeorp^ zE*|R&zb%uE-xRsL7JarNXCHRdHtfosR=$_tvZ+9S%5LEI?VD_&@uXEgUucJmPh%fA zW`)ld+U4fAu@Cmaj|c1t_QARz=i6(8m+ZmNb*p|Z%f1>rX^RC-wgfMIxAU-dy~G&y z@e)3|K5RwzWHU!Tm@cRzE(e<(@A?ei(VRlQA3^`V4=pX`HrVl^cKZOid-(Y>`*7?P z6va=AWZ~kyxW;#vcLqQSw!Ej%(QZPi5BFeb)O<=QuJ| zjs0oyq1~&W#(p_sUk`r-pX}tFT(DP~Zrj9xX5t*)gkMeBe8voRmJhA(Ks!Fym!XT- zt^I{M`}OkYcDiiEmh*e<56kbcXDy6fw8zcIct5r1M62-ZZv3Kc_D1`%^ z)$c`qsy<6>Lp{IG1V5|2Nt`RPe$_=AuRO{3D-v8zBW!j5YkaIj zsGNrkl8f9S*+ak0w*LFEYG)myePn>Z11KwoF8oFdx_D&<-+Ja8f{*c=*Ex;&JyQI> z^%UQ2))B*7Z?knrta@(|@%_j6U63U!d@g0@THeAoL)<4k;CBBLtNkh82@PDcSNd;S z)lV|)ceB@t1(ROcNG$ELb-z?ZOxzeYutDp_S9G74;=_58dmA`clQwdo+%7i^^S-ea z?=QuEe3bjCk^83Kz8t@91JK{Ay{{n`T(&Oc&X?OCAU_Q7dj!Mif+snvP1qL}xG$z{ zhCAR&!zt{8ZJgI(zVE+;eXEiAFWbe+BiQ|$kYyhurw`-bUqC*2WK)Nluvt8?d)z0> z8O`>ej{XcicfcMst=PY;zGt(@9DkU&WuI_vFTm6OG_WdAGJLXTquJb@i_ z6&hU;jp83!#vZyrS!tPgl_mOA7H?RBS16C`i_rW6d|`q1Wnx{zIB0#Dwxf(cfo)|K zd)o=@4fk8d?L6=IN&T38f~{idV4eL5``(>~qqdYiVxRYYM0|8NKFgEv&+9gY9q2A} zzEV74v)PmOO6NQHhT5Us>)23Vv+ljvVMjl)mDEw>ixK;$lV4*qY$XosIC8^T?*DrG znE0|4WU6`Ym?z!GtOxnvV)caGsGh`rN1P_U*_pf!aAQ`}|zej9e{DSX)#*d#|vPTD~E0x{`T zcDD5`e#aGCVAhyj?R{doKax(tJyCUrn6@grH}V8KKi_iaj@iqjZ`pyr$+wH$_v~ov z3GCm+_QjFUm=j+KchbjmH!S~0`|Kh*-!bfq6?<}R4f|;wF;kWJ4~DQymLMNgV~Z)r zZxQ}J4K@JLv}jlH0Z!}6Jzl`uwxa#G?;CuCxaM4ve17@Ryr(>PfyxCW{bu*N9w7dt zzd@lGT>Y(D;;gVO*Wf!T#qZl$#BbtYZ*9zIu&Js=e*dQk+9zhXV$RCor6-zS!AGOt zy}^Fc{to^_zMt*9XqP%}Tg{I$?e{Bhac^~FYi+mB22WeZi}~EY(|lt)#_wzJeQobN zbl3t9XuE~uA4wUDCe#?Ys=jKM@whzSBpQlcI-=M>aOEAyTErREq1o) z0&-#>Y0y@x7dVR@wuCM4aOn`=<+Z^JkOT6#2Z~3~?~WliHepjZVW-gdXR|u6Yu&?- zhx}iWf(b!4v8c(7Bx7)AhzO>WXgZ6~;_n+YfOM6P~4^yw<3qNJ&&`bV# z`nFxePWGgB$o{r})z-4g?dRwLkBJ|;DEs-~QM-iw?>@H6&+t{OqW`~3ob)}uFIdC2 z^$4558SGu>u@BxrMmUa4eil3Y3F!0)clIi@zXIJ#9`K|)TuJ=F+n(m4^OB171Rn^n z(E2g>$`O26OW?bV9(@%5-YIO5Pte6r;-7iaG-F?N9_Jv9N?UBE= zt{0o_mA*6fXz&JQY$AQ=R(YeqbR*N9wC)$-)94GY)XrP;-a7PyW9V$%_>_9={r+>- z@f>!(_Iq}x^B(c%$o;INC1ZqGvR3OT?j$x>-n<6> z&qe%1YRP&_$ME&BCrx*uUwr%rr_pKeTi#C!Y_|G}jg_9Z)KAOoWXD@pwHKRr=8&y+ zyl$C4O4&>`&tAETPn@;%zk|Pw7z6Z=TkwbMzj?{74qdVnjmuW}Lw+;n@O^$KQa0^Y zyE=TDHhxnF{i+QaFAtx1IlqbY4SJPa@Ew!zJ;k{T`Y*;GPz?Q-K=(?jm*Hct#P+6r zYfG`e#I)5SHxDBVl)s2i9$9(>|A6GG)yA9f(Pq9M?6XrXZ(Aw%|7mo^lXW+&8oSKj z9s3m7z7JbZmwh>T)7qZTvwMwm(Dx+YjTYFWzC~n%COe!$zVBRt{;`jt+uyF6Mpvk? zU(7t@tRO3#pbAorKXt6bs!uOX)S1L76%tK<&x&BO!vBziRae7+i9%bk0n?iw=34BthM^L^tz z8#velKfYvVYi?Q3-Y&b-{t@;EWW@X#`)uad*7|(Ay@CAv!RRAveYV2Bn&2)ioV01) z>qmX?arna(WVTo9<*Tc=4|*@#JhVTNnzApKKf-{1`BTII_w#)^er{~qHJqL1L+CpV zH!c6!6ngF%&h=4j1*NvaomRDv--XNUL+5?jvVK&E?tnk3bjb>S%y;B1ccG1HVx_U& z)L*mAAMkxy#aVnZ3s!*raJF@s-;w9H($HV)xx0#9B5rUWe;WheK|b`AiTtnM-2bjL z@8h4+{f0~tEK3NKiy$LA0Iwq|gjH9y9d%C~e?mx=YgZsk8Mwom3i<@Yi0 zdld}WFIV2R#-FC_wbmopix%+P;6E5VZga>FvngyX-6xRsu#X|<-G!Gn@5R2q_A6W9 z-Hqf-+EwnFmKU)bRUGA8qDAaG9sIt)3~>Uz$b)=mQqYUvs2iVG5B@H``$N8*D4M{I zjE^BT1TR>^PT9ln{2t?56l_SeU*j%2oQp5JWSO{^`!BP+6m;U4~dDrUo~K7_|2dX&()I%%*0D zWgh4EKW<^a>m!cmoUK)Jzwhg{8*Lx(eIv0LxeNAq;45o zUqlRQ{*Zk&bsw8SGv5rI#TIbR8lG#kUl4~rS2Skb*|Toy4T9^1EY8R)zhc z37T%mY37>%ep>)LVJ&tX(R#??$u-zztMScN^W9nvc7O_eTg|-dhTK+utFRhB_YwZK zd!sdAADqDtoR3XwsC1RzvY)d;>`QZ;>5Bc}&1fh7@0{h}^BRCRbRf?ZK99|nwqoog z_2@!l*uf5A2dgg_=39ks{yvVrOXHgY{1n-Ii;{_6or?`1AA3Mv2EIRJ@GNLQbA$dx zyOQ-?-j8Y7>3geO@Ui|M>d|WO;{I1B&qo3P&<~(O%4E(qF7PXh(9G^kQo5U~4Z}X$~cS85=c|Ckf)Dy}*sXlbU zUSdf2ZO#EZ*yX~0dmG#K|2lOIn_!*& zZeY#c$JceOpvC^k_mek>g?~~vWWU7zaTZ^|r^LiQs2Z}1Ma|)xf~({=i5Gf+|N0WL z!mYYayM#V)7QNsSHbLnJXVBG8<0Ejspt9H1cLu%?_yv694EBRl-1Dcn^UvYeKaIcq zBHt&UgXT{bw_%$kJ{tf0#iDL(nHTJMCNfX=UHfw8W4>=9)&ZN&TFIKt=8a)fxo#84 zM~lTv*i_EIKZopC^%;DSv-s*K`Te&W#K{iY;queyU03-1qanM{{DkHIIzt+D%M zOxme-Wbr*c)+K&`Pr5FP?@I9P)k60*@Y;HOc(pkVeDgz`KYL%DSI>8XeBVRtMR^u+ zt;ArKp>tIsqgKKT%J4OGmX4Fx@J$^4=ISGs`vTt~av!u8k6Gc~N*m!_mmcJIi--#w zty#5v`a27!teHD3^%CD>l+W>PT?Kc1y>*lfS_U@%;uODgN_=99?@{yk-H06MEt^=k z9OBu-UB5wp`NZPnh~_u$>e$}rv@CkxEg$#>kJym^-3E|He1g6Q$iW^cyP*EIPxzZ% ztSN;&lH!|*WGcibP{gy8^9@T`7T@6F?`XzeTgtZtt;o|I`NLL>eQ>;D4L;bw-^J*# z<+|I%Qs-eOIK_7t7ty7Ni|_u(I=M&3p}TkIzOdB4!{#+`2mj!8EBz6%Br9)1-@W)+ zh~GK<9=@1Tdu`yM-RQYvsb?GPLfc2yzn^!LH*Djay9U{1xXat%7fsnceE-Jx>G)}y zk^ft;)3=h^NS%3u#I_R;k|$m@fUY*onLLcoW&l2L6o2>v_Y=0as+Z9-r?3yK@Vj2G z@U1X1LBkuwrCq{*Fv(r`b9{OWc88dUPlrCV**&fH>xuX5J^an5b35$+!9RGJc!_tK zmhGR38$6Ry!<~Q1KE$te9X<3PhtJr{_*LKL`9QAvB%gwFUePc9&io1zktvC3Vy?L*hy z(Ei2po)F9Qq;c9Vm*a!vyRYA)w;m_9^A^1IG5(L?13lRB9@>$jW60+d-1WpsU|X9n zT7m~)L(A^RKaX#`L@yMsTa>>}|U{I){lV`36l(977j_Roo_fxp(? zwlfWni685;k0+pS?1O#zOZN5h@2uiSopz-Qn@jHlEB-;Zz1;B`?|Y8>85=?E9jnIX z(2S1NSkR8H&+pYBZ`MHX)!hG8S?j3+eZL%;U$kFNJbO7YMP+>ZT8_R|il4qL6Fz_p zTXc}W+lWo8Gz0oQg#Dmog1=*d@0+{589tuBhu<+qH!L|sKQ@J~k|`_THxHV)V`}qT z`Au8CKV^JwCif)qVO7`}bGY9NL@#_(oEPr;{16M2&;2i2%U3L}?&*yryL>M9vuM`u zeWzcid(XXnS2=Np0iIlVG@ttf^j&cHHW>e8L0BtmCl0@WyFW!LKnKXDU3x(Y_kU>y zzYj=Ei1Ir8_(jC;G~gc;&B^aFQnA3dQg!%Ch{vnDfKQO`j4Dsqco}w&pVq*?-@!I8 z#9c6Ew}(H$e!{n8{rCC4@RpSmOYp_oZ)_C(U$MY5i@Z{G*9~l=>H;Z7fM^9|2De< z?O%cB&!7{%-MYZHIQ)i5AvTM#SGoWD@r~TGyKRqo{sHv+yS7+#1im@uyu|?fH&c2N`X9mnb^^c9dA|Q2em|;` zxQ+tuMA1tjG3@!!kIE@z`~qTZ@{#ky?*<3@lHW}oLVEF-3+G!uIU z{In3iMjdfi4WtrmVFTq;$Wh2$`#boSXbqoWC3ZsME0G@ypXG06v^>JjGGZOvrRO_7 zBo>R`A!vKuPPW{zqMsJooAbZr9Pu0b==hH&zCivX4wSPph5eucy>A|0eG_qJb;R(s zVl%2jGorrw3khd9ive$oJZ03N{I)C#S)Lh~)0(^hy+dp-#{whdc#JNH?8-W0J- zi|7VRe2czl)9AE)IZMa`C-C3gv%y0%*s&gBAH0UIV8QM|^E0{l^-6CL3-&Xc-8*6* z^nZd~>^AZLgZ5ue|H00t#_gT~2wqeONnT zf6wlcWfyHG(++eLiRmx-%6&HR_j`|SU1?>)QhI*v5m z`v-cadt^vB7JvfEdtU$w-h09lh9Dea2}1+W38V;$6e)U2lql1ZhHOz%v+eYq=?`~Z z^Uv}=Z|?J=g4z326+o&-y}Hg?d!>tv%$;XPW<+FUnjeF5G98CXs z>SyVRWxLStzrY?F_6^YT`C;^XT_=(64{}!H3_SlKba_Y8UgYC#jN#sHcqi89ZOgFj zM3&l!Y__-SEIOHs_*~cvEx!!ypJIN+W@gP>==2US&puE7E1bo_H^Tal@ELU$yOHDR z`i4)j&)vkF@?ttVbcg-3wduszE8LxM5czv^+QdHY;8OAK;_snMv^{QMwi=k0p{F`#5=B zl=t%8kF-sqx6^%b!qWAtxzK;4cfl(i>ltT;gAY(&+cW*s59nWXFPi@<{mcK6^nuI+oCoX1 zCbt{gfFATHJ?Jre)Wcq_^rTz69!HltkWQ_>i%$+{ zaq)rl>cidRu88e8{WsKz+~D#@(lVO>3Z?8H+%*8 zVmEXCdgfsK3oeKD(HoDVGZm0 zzTLGeAH~-#aVP{ z&tnVzX*#&*NO}XA_SOXJ73<^gPyGS?Id*XCuBCrD^=UfCTJ`sb?s69BLb}OX`>zLI zN-uYz+Z;WRe!t~O=7h=gn=RNHjiS$F|M<7to=7i1pRbN!%Qkf|-NaVnP4?nn9zs4x zX4hHb8?5U$u*ZD{y}iO4*bZGIyxzB(bBFNu=nk)QJ|)vT=Mb*)NY>XGoErl>(uMA= z>Di%u>G{zk=rVVvk2ha|uQ-}6cAiN8eBn#>`S;_`6`Lsdo_)*qp}W0?9ns0O7aBj@ z`vm9ou)A!>&rb(yK6?KhoFCuJyKiY_PCzfVk$v)=@bkMn&vK@IFX!i zSD~{Xz)o`z9lzxJA$Wj(zPJ9&@3V%pchQgCS`W0{E&7JG6?Q?ZdU{y1y7+Fpp?ifr z&~Z2W@?EUk`j&^V;pxD)^#C$MFZO(rg9orZ?ttg*)P6WN+-;P1;Mbr79=LNUcVxi( zw~0?icJ9Q_g6OGwD*E?+d){kr(7We^tcP##0VTbfRwMn+7BA(8GOhZpmIowv!2hp= z_m`Zq0v`#Q1GMhPr=54xd{8~@ygOq7{dX~5oy-S)jQt>UZx3f-r`X#QUp0VUc1zz8 zY#}*Ez&f$H>p1rZU~395IkuQ{e@ph^Q{YEw`F|b3&-jb%)jgeB|7tv)U;7Dn=Iw)q z53*Lg3(qi~whdfB-+BiAVmxg`&p*W8!T`Fq0qA{T`Fh%3i|og_Oy+=Lbbur10Y>4) z$Mg^%XFeE*CzxP;oNTWMM7FfggyRG{ycXDv9z4JVG8DTft zf<3~(>zpsXowl@`N!O-6h5zL&P|r*0)|Ae=9K-(Q7uXNqGPPU%HpTKkJ zA5Q)EbR1dr%cJk64>n+9#Qyoe9)3ODM*r~6=ws0TQ|TJA>u!5$m4`B~?ointrjiD##!M=`l{5kdvuMxk&S>tQH=m_yy^h`ft z59@oc@-}6fzudPCIbb{bL+mWEg*cCn^x459*czWoCy=Rsyy=$F^|E+<2!AH|NkL$H+@&&wQi=N?{Iel`hkthPOxWmAe~-? zP5}F$o&B8G;OTvMGHvTQ#azBAukoV$fu&=a<_D0S`rz*+$M>>!S8F^pFZ$-`!N+pk;3Vx+Gm@l@n!eyaJ1g*kzU^MiZ&bf4?w4N>DlQ2zREQZnEo65zvY1G zurU`P&q%Im(|e2GVca^P{SM~DZt+#{SY7Z!ljz^X7xl59vH@L58}{?-yAHBfa0I_f z*sNn0Ix3l+y_OT>ucX%hhK*`JI_2J{QtP*{aar{Nd$F7qX1+f={sU|&@jcgf5`F72 z&Q)N`(Y_B^Y#llr{0T2Z|H%G*KYG~#!U1%_gV=ZtGB0Q@7~z}IJdo!D@dV4a^Xx=k z*va>_hi5Ok1MJ3D?xWxPnH%V*zFFvhQ`=eAvS(R$4yVI?_%!H}Ui&om<3B+@!N*O{ z3+dXLpJJ1A0{>^fVlV8iba?66^x?iQ@$+*oz05w@-yHj0I3<#lFg@M=DEj|1>2J2(Vt-%*{Qvp%?%474ENk26+b*S-m>*snK9D|`dK~#+6MKh8 zun)j~pnFq#opY2ouyJ`B{{42I6E?BlZ^K@33pCG}dSv=*J=nqavX_C)(-rj5m-~0K z7qFXsgFV>QaQ=`nyft((y*$BtJaPb^9xtam$n8g#Ur4WQ{vz#Oc03)0X3zE9AM`BA7_rmcE9fex)}Q?lt~u6Y zt?hl-C-=5+w_Jnf`x;?S3+sCeKINfnJ>7oD>&_2+E9-Unbg`e+!5&x#Yj;PMeYO9k zc|vPDwsCyd9r*u{ot)$W#XDFNJK&vFp8X4ch3?}VARVA({ps)?%{S(OoNmzkebI1H zC-e0!4SByILnzNUWBCf{19RW7KU`Ar0OA8y5*II^Jn;e21y=lx#sK=)9GIVq{<|3W z&POU)XbjtW=~?^GrL4s+pnX9v`V-dIcJ!*~RrX;sGK8(g7<(;8$FY@UfA2v5ReZ2L znO1yzB%NR_7+r!ck2U_}FgicZkF4uuZAKr^gDuJkdcHpFaJ%^ida&*7MgP;sUQQqJ ze$FHgAQuc~o?t!S47N(l0VA3N@;tDW`Ctcp!4BkwUCaZ_0qpgO{wL52OrpPD%QriP z{%<{N_^z&}uw~#}QSVEfMZbwJ>oe%0I8z9nJlb_TU0U@?+Op&nKFxlG4Z+*^wYkLk zgD^@grl)(ha$W#iGtSgq#}4|r z!9D2n*=K{+uMZ;A_v}FrxECLW?3eYD9)Op^KI1%lq_@USa}MVKvi~{G9l_TxJ(PaE z@9p#|JobU57dWf=JAAvIX3pbGclQhI=^bMnp1^kPan4^K%R2haE1^y3dn5e7CS)hk z{(8o4T`T@n*~43de6rgwA4DgKx3n zr{NPA|7Gm^U`x=CP4K!d&fK%d*SnZKJ#=wdugAIH0qi9*y>l+8w}tOaJpNMd6cg>U z&i8T-xQDg92l|zcO1i2Z)+#@}oE_|eu6y9;750(t);iDnU&+42kp;BIb+XQPqu1-= zT&i?mU99!p;tinvF6h0onU^g;a;FAlo5mbqUcmHU$^I2jUh?~2q1A%U zP0wX$9M=Cye-LemU9NhijzM|quXPgYn`IWiljvWvP#g20;?fm%Gsf+l-D_Wj4rRp{ zX=E(+ODB8Km148In*VXKeH(WL;kRS-3HAq|OL%|-oFVD>)==6ta2EZ*DRhBj=@@#z z(MPs$ha6}7M=o&x2tH!F#kX%~uR*p4&^h|v9`+deu=lFc6MPHop!Ob%des{znebX|NFG} z;m6Z|Kl){QZNppGEuTpL^XwPtLi<_H`CwnO`}K5w*`xT!crLxU>U_G2ZPMRi^KhdZ zdm#9MPuGzLul~*yv^oskW3#Azg{OOVrRU+}Z;u{go!`UWz(Lmj{jBlW-;F%Ry8S4+ zz{AM=@bQFK2Tzj68N05doVmTqnZhIZH@L$2o7>!VuqXZc)UVO^zl1N6v+T8f$~mh` z*h@Z%Om-O`W2exMKA!cXn^zvkR~+Yan7=kb`y0@6h!5C+K5#uU)LQr(g{zqdR<|Kr zvBx^j7;k7l!F-P29rTLZvC|w_v;jT~{sEnk?CSP07fn9Gy!^;|?CQ>AGqNVF=|FeW z0o}7NuYG;%?gx?A`}w|dx&=LcmhH{wL-)|X_XTt#>VB?dP0-Cw#m3 zc|AS&2+O>EL%tRNe^1thmbvc+mZ)@JQ8>l*$ia8rT7GVs01*8dkdWBL>B4|$w<;1hINKg90+W_o$U z-*L`>^Tva(r?+?f9-l*}-~+zoT-aNjYdDqu<=o$)C%lke;q2jO``%Bd*~|R-);sX^ zSMV!#B>iFAOW6O(pV-;->3Z;>r+j+~|BAyW*`M2=-dqh&!2ED~;1D*`$I>O%$>)cT zq5nIAPf^aS4;{z1>0xyK$I<)Y%N)Czr-sfz|BpleCukR2EY|Pa<2RT~UP^lwJc>_@ zFS)_0Ne+WNZ@b#?y zQ}9t!nnRbvQ|W0%#$s<_6r0&Kz>Vc`-pXC4$FaG?e?%Me1#&|V_Wj%7^T)6m9C~Cm zdZMG;BRv7lbB`cAe-FMww9fZJ>yqj9WSJg*zKciSUB#*G3Glm~ALeOLUd)~xE$ zH*22O-)~Mg=wE!U=Yza=&zf$zzS5IbXJ))M#!zvs>k1wJihNJm@dR{U=f@X9m`??=*#N_X^H(?if0a>>z%A64*oV6xdy` z52Llc6TPBz4U#pw_$GRg`;^w4(}Vt@2R%?X`?NjG2bv>#(G&Gz11>(HuSN5L_yg@7 zt<5sRP}UQ`Yp`day@WCL3dWXmjzoF^zUlRR>ywXgpGD_o=7O`>E#SLg=q`R_@eAJh zEO*&_$o@8Ge8+y04iDf<2>O41-Iw^Zyup6q54kJp51fBF$NA*H#jf}r{C_{0{^|Vx zOedFL!4LLp>9a?Fo=z-0iJ$SeSnqG83vH*<7h7M)Ch!#gg|4Je*4|EM(V4xy?rH1| z&#|w_Uc=N?_=F?eM}Xb|Uj7_*x3@>mvd4cCpGL><@m<#J@;r` z^v>Fijh*=SOvA{nc^{szTE7Vcf37_9>`{+b$+{KYS2Qo#I6f79o5p7g&FgC}$nya- z8R<)O-i+4omu3a8$2b-D9-`YcPQjGr@=>%BKY_9p(6bV|WaZ_$%v%-jQ|SouJkZd4 zNN1oYkGIDE5o9l9HO;NVZL8T&8BeYF(piHZsvDk8Yxa8fa+f`{GOa-`HHi)1a^`|f zgGcik-i3TOi5^Tmh4x`Y*P81kYgm_C?ceZypr5VwBdYxz%>|klx;c~G$G$`#`$U=x z`lLHvG0C?z2~U9i2y()3Lq8xHVU+c19Q(kr)?KV!ds(9nB9qEK0GpPMQ)zVz=TL_^ z)82X#o1q)*U%wAe0NsuK7+(2x&b?nt&u#c4``|Y?XZtob?0-xf9=?dp`ybQgvG>rW zUrB#={{O~)=xNRw{V;uY`P*wg&Mx>wT? zzpsP#*CIEpXAYV|=dXQ})#y!DXT6Ddr|mr3;G?8t(S9s49=z7D_GU8Ar9C^&k#j~) z`uZ{ULMM>Jdf*dR^FI&3r)htE6*kDS$?HO4?ANihA`xb|WzwH*84iLPzvP}x^yUSG`_{AKu09Pfk=$2NZ% zc2!fzv3VWmywn)_yH4bcZuVEZq+dYJsQ5bOdd)GC@v!BrWV%Y;ll-S|ruuHM*}w)w zZTDci)ysM^fPSK%xu_4mpg-G@=o`h)Bj4y4bHGF^=R(lQO`so~U~L;m9@xk}_Ea18 zXOA4kmht7Z2A$aUj;GicdmCHClkfo_u*haXxF-^G6*d)#sMGo+^*!e(TIGvMOgMzJ03MV{0C+c3Uiw6=F>jYod(%6o78 z_x#tgJ?Yc`&G*oW4!(;=@krmIchPy3T82(SDKZ^a)doy!-qehNQfPHW%2F$b6yE83zQdR4rRHeF}7P<3a6aU1n; zjrxr*Y zo@#=*e)$6K`^0u|kZ)lb{&~mH`E=sHLHjHN*lxEkhKED8=)gCCWVlLJtLzbkzk0;y zDIVvCidX1f%3Pqe1X-bny<*7>nqTz2RdWFRfNV&YujYHyTE$#|Tri3*dXoM63HBki z_N_x!T?PH`>3;^E;0R|6uVNqYN?Nt>7`CkMrae6`a@OS{=M#Rz{dQNl@AQpybIsqR zRS#cCx8Vs+4}Q#@NjK9kkN;oj*>0rU*f#tcxm)^ypY8umy0iL+=@@dsXS;ruPOrR@ zZVx}7KHBgGy!yHH!zs=`uy6K6+a-MEF(&a$fvb7=Kv))%W7GCc)kFI6>u${|xxf7`$IZU=8 zgUrLS#~sFQPqw#1@MMa2@*NCf%PW3Q>xI_*X}g+Aw%0r_`tQ{Lt2I79=$;8Xc-q9r zYu~D|cU8qjN213Dt;O$Fd8Df{l{a7-G+CtuQ};}N|JAwL1`U`dGA`94-| z_jpa8OFhpWhV^`49I@PGhIM!^pZ-RD#l8HZ|H6H*Ofm!MmGB6nf9V56pRL?I(7$pJ z-T+!=eILP3&eDf;XRGYDCerfna{nY}olOzRMZ6U#H0h*w(K8 zf;+z0H)y$*K0Nq;;#2=Reyl!Bzk2K+@s9`nLx*>m4~~%kn_Yj6|AA}i_Rve|;|=U7 zqHBC--CH?*qU|Ysg)mRFU1d-I7W%(C@DdlXw8CveM~`_9rA8v41N0UVQ#YgLl$;Ka5S5?D2>BFNb8GC%atuF4^E$d-RPE zxlCvA`r!#W@bA=1T>nic=Vv;52%D##Zx<_Wvog>xzAQNPniSv)pe-G!cq$kuK!NAH9 z_(EO*_WPghp|3Y%Bi2i!?dt@dwKFf0mB*zKebP z)%4E3{{c{&j+e&uu6Ev#aGIy(9~=kIP{gM*DOdmdBBH?oCXgKmEc zTY=2$qZb`pw&Nb{kI2?ikt(qS+A5?RN>=QK)$fmPePc$D?bAt4T`W`ENp=1Nulftv2 z7tk|+{5pg^@fhcaNAVLf%(;V2*tbh3u%7d5dpO^^2A{V_2e}8M`&wGR(KvYY<_Md_rIEUvHriY{!R7+o?|ZI&JJ{ryOywz$$sV4v0tUhMQ6DC?Ro5b zo`mM5;}gHnS$lZ>)#yK@qo3qlv~>77b2WyXU#A*X z%?HvQ>zmUYU>$+JTiF$4TcT_?z*@%sRn}*tuO4OnTaTZR(WSePk+FxzhJ9ku{(M$# zYxkA3Zt)Z8{P;)sfCQxS@d4|;qE`C z$#0#-zr{bMThRaRrB~D6p87}pkln!N5B5V_KEeO_1?~}hkF!2^p!;jk{|A&m#r=6N zbHCvmX>ZFV?%94Lo$Y^tdE+W~8UKKDdKaPp=kcZfTH3MrOxE*X>Uj>o9oN(6XZ|T| zBkxe(-E?;3$N0TFj_h)kJ3&rC=Ley8bow(pL8jl0g)}f^ebKLy-0uG$=J#UzvAaL*3h@scJcLj{LR-_YrW?2YW}YDY}MH` z=T%|WNNBGLxw&+Rx55CJ;-#hr%tmyw>rvLAy=g}GNVt#m;@Ld0k z=mM|eOYM!!^Nap(ufEIqgj3u(_7*n5&!G#vo__K8KjBmNH2W3s6N7JKYsuYL-KVkV z!@q`XprKhJwG_UhA*yf}Jv!;`bcVbuKiJi=FDyIS_AIAWYrAyw$_h{N1n!U)puNb zh85pdwH4co^;IX9<-UpDr5|kQ39}A3>w>GfK;MkN8-v}bS0VdWK*u*Ky*_iG{B8{4XJ?SJck-(-AbVWqP1)!5 zV)LQ1ciM;1IBUPgz9cl}($&Yb@~ZQ)fxplEzUJs^E|C4~SN=cJ)gD{L^Q+9?n!iu^ z(|2C^z4)7(Yk3J@rj6h9;I!~7Zu#BmvcA%;D;TH!t(Wlbce7A!>M>5mjU(nM?luHt ze1eVevA$rGj_^)Le5&uX>o{$A=PNCERJ4+nM{S?9A@G~dtziw9tC(D&i* zM|?s_|Jq~F+EkrsZ0s4zen7kcds2Pq1+_OJ`@#Me{G4#US!W9;SR*%bCUJBzcOCUy z#y0kGYz4U^eEcqUg7^<;e0dCXVT72eD-zU!l$)tow0Lj!wy>Oz4r2#S7#-%oiyhs26d(a{obH>{uPWxwyBW* zPCOI#Sm(g2 zRQw)42!EK4biTmsB za#z7`(&}%WOt&`w8h^U)aMu++1t0%cWd6(CIsFED!7uQYeIk9Z=V#dXu&=lDV)|(7 zNBALQpOO8+*Vnwkod>cBd?Q_Aecy*Iz{eYZn0BeET3iv%f$G@j_aI zt@4dEzf5ZuJi&P$bQI_;#vj2?EoXqVkFPz?A?7xno76c8?S)DQD&2lRes-iE)m~lp zp@E)W=WC=>)n2R4gS26LTkX44<0|@|rfIF?RXXS8ct|q`D8G92A5G8Q{%_;Due^Kz zaiAxy{qY-&aeXu8H&*vel`#I+n!&nUZIv+jZXdpR<8jUj=_4z>bk+|d3sklO>}N0MyfOYwN6?3@a}1uQ7DDihCrs zuH{j{9j&a#rx?_{8SyJN&?f$zP)XJCUxh`;>b)-bx#h58giV z&)k1=k#jh2au?m-;{WXf11>@h^pWc4-Gko~mW?nkMp5(`A5}T#r09M{OATZ#rH~Bimj#y_2uooKCJ!t5?be3f`z6FQT z4{kwzUWL{(p*{z-fGAy_C*R ze2Op36Y0v-Pt&pPw>V35DZPH+@1g0-_!f9Gy?^+NH1gjbOP`$hEw=uzWImKZO0GY#?Q?TRqHkIxivH2=+$$*t74)zPcyt z@zLc$`#r6a>vew=JUinlKk{*m70>5mDHFYlpO5q_ny>8jD!DD&?`9dUqI=cX|L8iN z%fFIt&~y1c_`8T<`Tf-K^M)^Bl^?%1rTwic^f&DKb?|ldT`#t0+|BUDHex*Dh9Z_%U4?>odF-=cVtIrYY)mWe_Eaa9D?JlFm%DxS$8onG@wvaksXYcgvK^}I1u7n) zemJ#jR z(Hks$lDq8wmOGKpb9e3Q>5biglg7SvApQ9G=jrMya4dcz{pKk9_vja&!e8QhTk)HP zeDVJFA7Kx875(8c?nn9=^UI^?7Ve}U9r{HY_%`Mq+(py7x50dMvwOwS%l-d?Pv1iP9-Q{K zSC`heqWt(hDXlt&kL89h%VWCyK2;XWBR;p`_WkWD9os7FyWTe$*7fs2@&9}D_d)xX z>#+uT?QodCL%uWdquv{oeyWT0Uw%$?_Eb;yFDL$&J#N_tjpCP}chMv^@;VcPPob6# zX(#?I#+K;50qzsx&VT{#CpiEgu%qKrzF+R#>i6({dK~|__}QO)m-|tVa%Up%63FBV{8gznQY5)SM{!z75)6$yj;MCXcJ=rl6hjf6{mDZ@Vlj z)3Uv->~Cl0@5_2IeLwBRdb7o6`o`z_ezUdV@^6whjq^_#&NMcE%68|ByN3QNyTS(j zOAcUttM;#^?E|C}5FO}TVJEzRd;QM$p@-=6L2Ck&O zhq>z%*?W7(ldS)H)7jN;qlY_^{Ry3(cpLuyU^=_%UFL)5IZJdhJ+mI0`~}>V-N*en z8~-}f|J^;mO{ZA5cc8!f?94x>bqfxs>-Z1(@ZiU3)n9C5pWx@*%kd1hK1b4L_!pU4 zv={gnxWE1r=zmu_J@!L zSNYAYY;rX&qJ7Pi6(3dcy!ZRfn=bFS-kksA20u{3e^cM)H-)F{U$gZ6v?o~e5E@^_ zV||yqtuj3q_!6JfYR~xmA3Lq~TyA*f#rEp@8_OfSV3iiGh%cr~e7XIG%&)ayx+L+N z(>y71Z07%`Z3HTNROz^79{~T$`GqdzV4WEncc!!0=d4~#8TLXa$L?~!8TUl5dK-PfGu#o2k1uF`a?$bZU-bG~ z?#lYkZtgz%75+GxL&*Qd6aNGL0DoU=UP|vC{dt=BFI&?mkNq~CMc=oDdF5xPzT`{- zcX4yx=gEopxif7KK6k%|Z;vzVRc_||!bxkFTrnc!8g zS$~XE_1(7;-t8Gy;Y{sCc;hVFkGPt}g~#uwcnRk`w^72^rH!MmuJZ(=xa-%|ad|8= zy!umDZdl_l)2idV7&ktbNgp7(|2H}$zUN9N)m$KbcC|mb=H!!IRhuZQ=d{Y;G3s!@oH9 z3vkEH@V8j2C(sXe-N^I8^>sgGo_LJC`RCxizDPbP)fV8(L4WSFr)V zng@{W>1*E8=X`_w>WcQ!Y4mbFzYn{f%7#}wKRnNJ=05bIZCN*O9ey?5;?K+PGmgK; zy(}-&C48ASeEe4Ze=4klH*8(|5ngb{Z=A6_;y2E+T=iY1u&&&=>-yvNjl=bwj`$;< zKi9bW?{{!GTVLl2Hxr&Y;|To!y}cyXvWlOTZc6%T^nuI)(sB9TBl&&pkv;&L=ztH9 zf3xZin10R&%Fi(NG1v=dn*e+luEBnOD}L*HxxZp3_h4<756mT-@o#;bGXuNQwvN-- z2fT!Seg}3!==M6UurIfdy?~F?=tAz->AZ=r(f88ew|1m+>=W$8|G3uoSNDFwnc{ue z6y8d=cld&RAhYqLPn|_`KxRYp?{QYo;SJy*R$RU^TV|+CG*qUtH zk!AcrZ27WXBXZ0jJj?*JKLEeqi>@!9kCgpx3wGJiex4KI`78Ts(f-$$&EtRRZ{2zE zzf?S?4KtUp#5%aIvkJ=en_t7&mMMH?1?S^vitLd2SFdQ0W5lp7s)K1JHYQ;t#qj+XYm7 zfNWpnYe+r`Wfzz2W4QBRHFy8%9!dES+KOMx{sqVc++DH(eZVO4_hIfo7+<)D`!i0b zqwL`ia{t{i?zG&AZ;lD}3ZI;MpYpxjcl%U2Gx?)5fd1~>+5A-cq2_de1N;Oews$PUt=dew~um0aNxV^kVEjl4L>r7-O@#`WCUW9d7%u~E>`~+LJ>-u$J zgjGDI1#g~0?WxQ>h}((qWqrfD-?7~IT;J)~p5iW#?Flxf71ty9SU28cjq65c?iT%baXz3$ z^uLWest=_>d>u~2H5gFjL-iK zKLI~}wtG&dL!1E~Ua$c^CF=zY;4bYRr`FS4f?O>-sy%uKzjl@r^b4C?<^~FvCa+2e}#O9 z^x)^BTYhc1!>9j|N$hI2a97!*X^=T#GyZtj;YVX=A@|x1UrVElwsYR@c-lX3jr(tO zPqOrbr_L ztkrqlZ0pF}mid0!^6I_Ofnu>Q~rNtI>H*i+f$jJnCG~{ z*j@=+mMh(?J?GEXzj8isJ@+Z56&F5#tL~3N<+v;i@3iGK0tTk3@u)t zW$|J3@awo6XV2he?l)S)od?{H$NhR^3wNZGWo_%7q#GxYrO#UtCr z9`-IOUx@O7);O!rduWd{(|-1kAiB4$-k)I1=fCB7TK;qS2Aa@+o`3V+fb`y+NoD^# zKk&pI%g_&M4nR+q_sJy_uos|v4tlwhWEfd{4R;>(Eb31ixOZzcK6D1S_hM)NxqSc4 z8hq#P9DEY}+(gtKI$T#BoweIVE#S3NK$e+vqG~bU|=M3=><~ht$IBnj+JdMkp zR(Y)NbXi`eRmVJy%Jev`GQ%rR@z|fTJ=b?%V}19>^^MQ?o0S`0-1kK9zmY zR_J~*?HW9d&G6dnTWfnicN#C8OuI+UbAEucgbOyMW84EUvS?G@FVJ0?{SU28N6-&$ z!Vmw*qHXES)Z1z3VetoN*gtqV^?rK|%2i|o=zsJrsI(e-ypzJa%?Xuo>zwq@1-<^Qu9uW1>eF75x$ z|A%0l7vugvT;~5e{$Jv+V|ups=2GtV%J!XhdkW3p$M-Mm3(j@Q_j7&MnWIc6*g-xm*Y1m!(bm|eL%KLXMXS*fp+;6gk~xqVmd2`oeb-!?ibMAXR@UmYe(0% zXox$}vA5-1ZU3T)w4Hmo`Z+ToA3IyPldGFM&36vrJ7fjA0`voihHt~aZ{R#J_QTi> z^?r9M9UOT&r-!*W^YK-8vmQZr@*Ntvow~m>iB0cw_#=Fb`DGov1o!7HT7|sNy<6P1 zAlrTECuOhHEj=IpI&@!3z7r3A-}XJ(FGAkyKk8)Kc)rar_5J+rv9ruwlCNS@AefMcU}L>Jol$A zG@gjta3!7y+YH9}F?79%&vBKx+;z&d^S@3wQ+p9_*|yWJA7K?&xnZOSu#G^)3p00Q zA7k=QqqBnA7r;gszB%7X#~jetI-Kt>kp2Ad$~CEDVK4V&U>l6BZO@`H{0AQ3PTTS9 zPjhq6iPZVFg9|ouruZfH z6xYJr>n@U;+>btrec`n49kDz~;Xy>jC)_CbBWv?V(2HxA#{zdk| ziCw?^^yqyu->ubki@zkTp0;{;cq#OQQ{xsI) z`%Bky4|fkTx$YO)z}=jk+<&*Z58om11A~jF(%!+V`Ap$j&gbs#y9E7@qBFdh?Fk1K ztWSqo^9Q&ycLTirp8hMT^E-otm+?oqKlLphOPjdww}-ozhp_L{9hyDp^>hzf7xqf| z91m;0?#b)q&g;sqw_)onyGP_3pT*TYSIYh#+j5+gZZ@8-6U+VIMLczICEkc5)-B`4 z<$Sm2(D@1l+brMZ5nk~Kf4_a23w+t9xzuqV)i=o;s-s8ok_S;b!pF4Y_X{7}o2|ae z0Gt@m--W1@74Pig1Ha@SW`tS^|l_Lj>ZapOF@_XKpFwK^|Q?F~v^&VDd7 z55NoL{d3(@Dxa8~71nw?+P)#n10CFDyS8^9ayK$LcMPp%U#@G>VA|Mw7=E37L)Ptm zLzj@>b*5lvwjb_YFpAFbEd0T)O!tSeAJCcOwe5ScD?Eq(U@+SkO)leJJ>-rJef!|~ zu}Q!dS!Z|$@Uh+_`bW>Fy^755 z9>-EJf_J&nS)aoA3zzZ@uXu!4+-d(e3giD7`(qgQuS~lSu5bLYKXv%rKf%XxrG?Yq ze#9?0r(=I2eAz$OnW;V3nJskN?xWMLH(Oe89v{U^c;l(VFW6@At`|eY$M#}*j0;BT zI{Yq+@O7}RI~VvY|7IPy`2On2=LGbQ*=Bh9yl}hr2ABh6AD}x+wHMICzM%Zy4slMn zPj_9h22XbF$ah}K-_BIW-qg9UFRg`+p{&en6A74s+?p0jVwH@9Ay&iK+KTj`rE6A=V-+#nj zMRk9o_Ajcvj4DLlZ>i?dHu3)Qr`lNmJzgHy+0uq{Xn2pe($0%(3>O^<%uQZux$7FwOFe+o9kT*CV_UcZ8|K z7h&tlo!1PH+cn(R4c$%-wHLsc zx^K9bJvZH3KHiB;&Yr*sXN9#t*!gf@T8qu#82mur;?cCF?-2UCF?{cDNt=6)q|WaS zbLR;DIq@~p`|zr?qyKd3d5Ci6gUvmMQpb1u*2sK#dgYi zW!imd7S4vRS-qGa`xEoaxZ&#FKf)R==FJq3?`+&Ludc4k6*^wFt8~nZap9~huY(b+ z+i)23+`ot~#$8^1PjxV{eYfS%WijnMwGrb=t3BljUSV18ei@%b=U3-mwf@5&-_r-^ zUfD_~sC|Jp{03#6Aojt!>rlEt*$9a*7-^eIo#+P!@FhHses1MMJ=hHI;5;sO9kc## z=-;2Z7LMR&8ylXU1E~%9eyVFv8eO?AbuE}gzCT7d&iVZ~Ri@K2swz5`hUKmR229OCd9b+Q^-FGY;;-2)KX=vqY=7&+_dvu12&@HxZNE6(f z-p*Vy-VW~%zK$im_#~LjyuNgM+Mn!Z4$6H(zb9MX?0*~ko@$S;l3()PX5;@Vzl}J4 z8sAv%bR2(|tIXrwtlae#>JeNy-bx#n;b+3vtiIbQ-=~C+{Z~6>+Wo1+=l6A)-^Xc% zb@f$GWo|E~OZbRuK5m};!Nd41`9DxznLj<&)4Blb1g7}_$pzx2Wh<<^FXT(G9U7GG ztvmDEy5G2+{X*R@G~BiZ{-BdP&o@B7x(gfmy>C1F2LtTcujVYl_OufDexh?Tdc5&G z7ff~UP3?;)U%nbyVndcMhGcWdeuHRU_Zf=rrQcKAis$pYS&u1tpZ2kv_5CgOx5pUf z`x>jcd-{FvZ)}^7+x_8j`~EMC*P+Y5>9A~XCj5pqz0L&Ntjsw6)bG`-{rUU{_%0i| zz^~AMo-^QOvajpvynuA+T3e-eHy!q`e|Tq zj~x+q`V(!NQ`>?r)^~jI%dP-h;?>yob}Ul)81_YLSpVDDTO5b}(eZ1pLI2pvUVaDk zF8>9c>`7FziTIO>Z;85#YLAcgNB1>yXRG)7=fB6feHVX@<22iR6w4Kl>2f}(D=*=d zp6fW&)h*kcEgf+vK3h8Ci?A`@apRi_&Ne}!f8A{;TjBiv*>14X4ODzUD`oJIqCxEs z!hh?|;|}gO??D$hge`76^goPG@qXFopevk&*1HyUVLv>A-TsEu{!nKc$EJ7?o87L3 z=n6VErEbDOWQwts@C=LEs4L&(_$Cy8pZ%7!G8gd3MtMnNU!Qp>^ZAXrE6e-$^n9j& z-ML(S_vJYF|8;&jUNP;s!kNa=Cxa%9PE*;C7l}DU0-VDCP>9p$3R=dXagqIKw4_V}6?#@Q?EKxf#`9{wmk#X1-Cp(nsU7c|}p-LL9d%lv?yA?y7hJV7@) z#a?uM-N+OjqWxCM`PSzzLk^HVU$tK$n(tg*@g(_t1LObI{x;4#G~VC;&-D9L|CiI{ zcnUs_WlVcKXDS!ovOixP?|+M5<^EROUxofZ%5vj(x!=V&1n<5^e6if|vfTZzD|dU% z-d}Z8-~APQOh=rv#f?MyO5xDsIwj7!a^<gz%@{XMzfbNvG*`*oE4ZT+{U9>>O4j6jcBr)%`M({T zVe#(rw*xQ0TCe>B*%8XG(8`6~l(Y7?Xs+l^gKeYPrcic8x`(TM3AV@B@`}fh?Vjk} zx_tBb3geUI7Um{@A0FEn>RrnBFVp$`!v7c3#udlYdBWp(ELVO^&jp|UALBB7i6fSm z@w)mEro>g!ugZnP?^ME<_{+56%lb~2@Ud^r;;!4QJm#0MN;}VC39o$hTaV$(_i!DT z$IxX8l^@e(-1VGamoCd9&KMV*>(A8Rh|h6{aSzD29U4ZV+mU=-t-q|n*wtt+t}XNA z_!eE>l~ycTk?+%zzHa5>)_m8N<_XbsKk`BAg7$1jARR*6;?6YCHdNUcu(v0eR_eEB zzucnx%4R>(dR+S}d4)OE`isW=8vFf~zK8$E<5iZsuHUzAEFz5Y7|x+#j6bGTr-XCb zVT4zn^WC1yo$s{5nexiAGOh2yxKtL)9d~HBGK}RhUc%jP+PLBv)Q#nAc#TJ)1HqDjf%E1|#2 z&R({6t=w7My#oCJazpE)WqGe~#S(Oe%PYEHzCf~kwU^hnm^|?ei{atn6{O$SoKoo= z)rQ+~Sgre-gQCu&qW`bzxBUKf?-TRS+$M%dn_AkTWC%1k1^!Vx?JJEc# z_r5&y>ar*3T7k^I4A~dDA3*N!Y#|RBzL)h~`n(>UF_0fp@dqoaybjXR?+LC0y6;@d z|4u0WU-Yf{M(wq=RA+ft=ng#|=>{VG`+eg7;kd`k@9XjL`?}olet)N3u6#f7zfpPo zFAVSY6#D;gn@YRf^%d$dyxMY}+jE}NE;l}>-5fnvfW$w3ex!mcpJm$|G>y+3=U;N=H0pI+o4U zAHQ!|zb+l~bSJ6X(E6xSl6E=DH_eRm@(D6ajyHp*5m zQe5_hs$0=}oBm&YSNeV$-;mqWx?lC>t7D*dnalea<{rKh{{yClSN*EPAKOwqj%8Wa ztXz1T;g0y4!NhhVd|i7kH!i1*xc82 zg(WV-mHAG)Jccf777A8n4h?4~12X-Ku95lg@#u;}|L6zA6I3#SczI-{{IFhT*hz&KnGQC$iJ@Ez_Z^4UaKwgym0Pi2$bKj=%SL35}Dc@S&RGA*h ztFEum<<9fF3s!mY-IVrt7++aGrUetzZqK-#R_Lc}udcpf>+rk(hH-ym+Hr-(FI;Nd zX_YBm;w#HzI^uI1s$agZ(q(&2m+cwPT*Gqw>gvq}#`R`{Rry?CjL)IRz-fmiuG!MA z=dgr#ehizz_&=BntYL(!89u|ru!85?f~G~|)A~83#RpWh9P7k**;Y)e{}ER4SnjmP zey;E(PN(muzT2$pkMX&GFX-d+T45c0#95ZdGR0%L;(8+fI(V0tWhFkRBmCE) z|A;5H9rI&6!hD^093$h2{IY0Je zHki7$l^5U5Ftg!`?Z&<+?sq70#I)lIjmz;8UxbY?&X4tHD)&C5-#7Nvd9i-%hx22b zvAnJi9)}1Q>oT#h?*Kgx8>SDBuS=xINc5ewUZ^{XT*hjMKtX;xE&JZ-&q98K3*3 zw94F`>KoShlo#RSc$N5EKf>4HcYCT|hd-9b{*?W7+Awb4Y4@*8NBkaJ!8F4c;f*W8 ztK9!}v+_FlX6+eAd>`Q#yxMYqV!7%>dx1K5x99q9XQohiTweE%DvL0NRT%r~{1VnU z-6xkT?K0POXc(s*8i&)(>bqZMdBoc+Zrm{}+jUvQA(-<2ish-MzZ(#l#nEwXmzk&a(-+=gq z$U`a}Wr#8@*a#of;!~7%eT``>SK94a=i+knI8F;zd4kvD|3|o$u7fYzQyaop2VYlT zd4_lUu|FmLGOhO1Kh;s0%VYmb{C*$9m+1%}@u{zRBo9XXWqqd&ue95W_!Jk6;SJ-o z%9I!DtKFD3KG#(p_uqXqKEb#>!z*-oU3)HfSzY^Oe~iy<#I)OY-;Cd|PRH{2-@3f6 zKhBHo8Q%Ek(tovQT(0l5>X+rV&oGSJstf&I3Jvd2@Gf^Bxj+xqXnZx*>32(%0e9m*|eB*HXK|euDD-q$TF>o-d~-(lH)neTFiE>r0E{f>w0y1v8MPK?L$ z*jCJseRJKJ$|D}dV>;GrmOoQ_v3`V8z8~W)VM}v4X3pJwd}*6@ZY)6Or$xx$t8 z9yEQw?cFbYUB8S&q2qOM%A2jctT&hcC)N?XWEA&Baq|$$Q+czr@Tg3W`x)U?uCyM< z4X=4hb=02Qk1&d>-0({4asS+2Ssv4t$0Pok>bpPguhYWm_9K4f#kAWi;e{{u*ZBQD z&C;q9@w+|aQ+YG_-|gvrBYwj>&*jGHwBOg`rF66QT&8lvD=wU!t@s&g{Qt545x?UK zWBYDT`HH*T@NUn2H@wq=)A+^qh2QlfKGhXmS?>C7-}1F_I9*p?_&nbFHk>vtg>KJz zf_J=xSDS86WqM+L!wb$h+|LIIh3`S?m355go9L5p3!iY!hA)=84-U&dHcLkw&0uEB zpDT|0?b~ea#`3ZcWjex^agTSI-z;5+TX}W)C62kkly$yN`cK{7H~pW^gir4>Q+cy- zQawM-V7^X%-59H%dSbf~F2-Zq&GKi0aa$3lS$r<|o7Gjm>&O4W?-}bEt}ZO|V!bkM z*fPIaTJV0F!Ib&&T^^)8;cM1r9lp7?7soZ$aeMJS+>XOo7VFlPM_83dc$dvquY_v` z-z?wt9nJ<<*GJbaL&G{O%iWej$LnBRR^oBK>ZnYQ^I|&IGmPQt+EZS$a+evu>&G?> z(+r354KM!9@WxdamhF{w+?L>s-)#ss#tmDx<9vtB%42?PFXl%aF>V;wi)qCL8z1F) zjAETA3mJ#Qnc6dM!^Y6<%v3+ZEADZ1s65wqTMFIxm}guO-gyyEjJq9&E;D|o75XXh zm+2DDX@!RMcsm_o>f-8;>Ihzsv z?FrWPWBYC|!q>fz%iUk6RbP3=U*e1KYQHR3+V2y~OMFfXpB}Xz;bVV^DZTPaivOK2i`m1u|Qn}&Xp76U|Vcq-0@;ZFY%9S7CosQ!ahtX39TjG9Dn6h5%<6PQs{kgz4d!Ofj^3`;EJw&FVF4uUURGJkFo#-3-$#oULwMdHH^2T5ZkrE;E(Y z^;7UsW>C7sA(_Md5Uk;a&*@kmWfYfNXH(*jY2i>>brctV;fn2*@W$_VbK3PIykLx9 zalw@EN(;vLV*Lp3a>Khl&LWl zl#~?v7q6=uaW|{u|I+1Z zuNkfgHG!?mAA_ zg~sPlFp9^zvCKH?@?ssqDP86@s~_PMFY%XY<9X0H}#Hl#WPp9KjnCo-|*LI%kSgxL2$W0C5|#J+|F}2m-gyl zl~