The toolbox for Data Processing & Analysis for Brain Imaging on Surface (DPABISurf) (Yan et al., 2021) is based on fMRIPrep (Esteban et al., 2019), FreeSurfer (Dale et al., 1999), ANTs (Avants et al., 2008), FSL (Jenkinson et al., 2002), AFNI (Cox, 1996), SPM (Ashburner, 2012), dcm2niix (Li et al., 2016), PALM (Winkler et al., 2016), GNU Parallel (Tange, 2011), MATLAB (The MathWorks Inc., Natick, MA, US), Docker (https://docker.com) and DPABI (Yan et al., 2016). DPABISurf provides user-friendly graphical user interface (GUI) for pipeline surface-based preprocessing, statistical analyses and results viewing, while requires no programming/scripting skills from the users.
The DPABISurf pipeline first converts the user specified data into BIDS format (Gorgolewski et al., 2016), and then calls fMRIPprep docker to preprocess the structural and functional MRI data, which integrates FreeSurfer, ANTs, FSL and AFNI. With fMRIPprep, the data is processed into FreeSurfer fsaverage5 surface space and MNI volume space. DPABISurf further performs nuisance covariates regression (including ICA-AROMA) on the surface-based data (volume-based data is processed as well), and then calculate the commonly used R-fMRI metrics: amplitude of low frequency fluctuation (ALFF) (Zang et al., 2007), fractional ALFF (Zou et al., 2008), regional homogeneity (Zang et al., 2004), degree centrality (Zuo and Xing, 2014), and seed-based functional connectivity. DPABISurf also performs surface-based smoothing by calling FreeSurfer’s mri_surf2surf command. These processed metrics then enters surfaced-based statistical analyses within DPABISurf, which could perform surfaced-based permutation test with TFCE by integrating PALM. Finally, the corrected results could be viewed by the convenient surface viewer DPABISurf_VIEW, which is derived from spm_mesh_render.m.
DPABISurf is designed to make surface-based data analysis require minimum manual operations and almost no programming/scripting experience. We anticipate this open-source toolbox will assist novices and expert users alike and continue to support advancing R-fMRI methodology and its application to clinical translational studies.
DPABISurf is open-source and distributed under GNU/GPL, available with DPABI at http://www.rfmri.org/dpabi. It supports Windows 10 Pro, MacOS and Linux operating systems. You can run it with or without MATLAB.
1. With MATLAB.
1.1. Please go to http://www.rfmri.org/dpabi to download DPABI.
1.2. Add with subfolders for DPABI in MATLAB's path setting.
1.3. Input 'dpabi' and then follow the instructions of the "Install" Button on DPABISurf.
2. Without MATLAB.
2.1. Install Docker.
2.2. Terminal: docker pull cgyan/dpabi
2.3. Terminal: docker run -d --rm -v /My/FreeSurferLicense/Path/license.txt:/opt/freesurfer/license.txt -v /My/Data/Path:/data -p 5925:5925 cgyan/dpabi x11vnc -forever -shared -usepw -create -rfbport 5925
/My/FreeSurferLicense/Path/license.txt: Where you stored the FreeSurferLicense got from https://surfer.nmr.mgh.harvard.edu/registration.html.
/My/Data/Path: This is where you stored your data. In Docker, the path is /data.
2.4. Open VNC Viewer, connect to localhost:5925, the password is 'dpabi'.
2.5. In the terminal within the VNC Viewer, input "bash", and then input:
/opt/DPABI/DPABI_StandAlone/run_DPABI_StandAlone.sh ${MCRPath}
Now please enjoy the StandAlone version of DPABISurf with GUI!
References:
· Ashburner, J. (2012). SPM: a history. Neuroimage, 62(2), 791-800, doi:10.1016/j.neuroimage.2011.10.025.
· Avants, B.B., Epstein, C.L., Grossman, M., Gee, J.C. (2008). Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal, 12(1), 26-41, doi:10.1016/j.media.2007.06.004.
· Cox, R.W. (1996). AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res, 29(3), 162-173.
· Dale, A.M., Fischl, B., Sereno, M.I. (1999). Cortical surface-based analysis. I. Segmentation and surface reconstruction. Neuroimage, 9(2), 179-194, doi:10.1006/nimg.1998.0395.
· Esteban, O., Markiewicz, C.J., Blair, R.W., Moodie, C.A., Isik, A.I., Erramuzpe, A., Kent, J.D., Goncalves, M., DuPre, E., Snyder, M., Oya, H., Ghosh, S.S., Wright, J., Durnez, J., Poldrack, R.A., Gorgolewski, K.J. (2019). fMRIPrep: a robust preprocessing pipeline for functional MRI. Nat Methods, 16, 111-116, doi:10.1038/s41592-018-0235-4.
· Gorgolewski, K.J., Auer, T., Calhoun, V.D., Craddock, R.C., Das, S., Duff, E.P., Flandin, G., Ghosh, S.S., Glatard, T., Halchenko, Y.O., Handwerker, D.A., Hanke, M., Keator, D., Li, X., Michael, Z., Maumet, C., Nichols, B.N., Nichols, T.E., Pellman, J., Poline, J.B., Rokem, A., Schaefer, G., Sochat, V., Triplett, W., Turner, J.A., Varoquaux, G., Poldrack, R.A. (2016). The brain imaging data structure, a format for organizing and describing outputs of neuroimaging experiments. Sci Data, 3, 160044, doi:10.1038/sdata.2016.44.
· Jenkinson, M., Bannister, P., Brady, M., Smith, S. (2002). Improved optimization for the robust and accurate linear registration and motion correction of brain images. Neuroimage, 17(2), 825-841.
· Li, X., Morgan, P.S., Ashburner, J., Smith, J., Rorden, C. (2016). The first step for neuroimaging data analysis: DICOM to NIfTI conversion. J Neurosci Methods, 264, 47-56, doi:10.1016/j.jneumeth.2016.03.001.
· Tange, O. (2011). Gnu parallel-the command-line power tool. The USENIX Magazine, 36(1), 42-47.
· Winkler, A.M., Ridgway, G.R., Douaud, G., Nichols, T.E., Smith, S.M. (2016). Faster permutation inference in brain imaging. Neuroimage, 141, 502-516, doi:10.1016/j.neuroimage.2016.05.068.
· Yan, C.-G., Wang, X.-D., Lu, B. (2021). DPABISurf: data processing & analysis for brain imaging on surface. Sci Bull, 66(24), 2453-2455, doi: https://doi.org/10.1016/j.scib.2021.09.016.
· Yan, C.G., Wang, X.D., Zuo, X.N., Zang, Y.F. (2016). DPABI: Data Processing & Analysis for (Resting-State) Brain Imaging. Neuroinformatics, 14(3), 339-351, doi:10.1007/s12021-016-9299-4.
· Zang, Y., Jiang, T., Lu, Y., He, Y., Tian, L. (2004). Regional homogeneity approach to fMRI data analysis. Neuroimage, 22(1), 394-400, doi:http://dx.doi.org/10.1016/j.neuroimage.2003.12.030.
· Zang, Y.F., He, Y., Zhu, C.Z., Cao, Q.J., Sui, M.Q., Liang, M., Tian, L.X., Jiang, T.Z., Wang, Y.F. (2007). Altered baseline brain activity in children with ADHD revealed by resting-state functional MRI. Brain Dev, 29(2), 83-91, doi:10.1016/j.braindev.2006.07.002.
· Zou, Q.-H., Zhu, C.-Z., Yang, Y., Zuo, X.-N., Long, X.-Y., Cao, Q.-J., Wang, Y.-F., Zang, Y.-F. (2008). An improved approach to detection of amplitude of low-frequency fluctuation (ALFF) for resting-state fMRI: Fractional ALFF. Journal of Neuroscience Methods, 172(1), 137-141, doi:http://dx.doi.org/10.1016/j.jneumeth.2008.04.012.
· Zuo, X.-N., Xing, X.-X. (2014). Test-retest reliabilities of resting-state FMRI measurements in human brain functional connectomics: A systems neuroscience perspective. Neuroscience & Biobehavioral Reviews, 45, 100-118, doi:http://dx.doi.org/10.1016/j.neubiorev.2014.05.009.
hippocampal tail's ROI
严老师您好,我想研究一下海马尾部和全脑的功能连接,但是不知道如何设置海马尾部的ROI,也找不到相关的mask,希望得到老师的帮助!
查查文献看freesurfer有这样的mask吗?
查查文献看freesurfer有这样的mask吗?
fmriprep: error Version 20.0.1 of fMRIPrep (current) FLAGGED
There is a minor bug when
There is a minor bug when using ICA-AROMA since fMRIPrep-20.0.1 changed the input format.
For "Version 20.0.1 of fMRIPrep (current) has been FLAGGED", you don't need to worry because DPABISurf doesn't use cifti-output.
As for now, please download our development version from https://github.com/Chaogan-Yan/DPABI
Please let me know if it works.
Thank you, with the GitHub
Thank you, with the GitHub version fMRIprep started running.
Matlab window has following error. Please let me know how to fix this. Thank you.
-------------------------------------------------------------
[Node] Running "lta2itk_fwd" ("niworkflows.interfaces.freesurfer.PatchedLTAConvert"), a CommandLine Interface with command:
lta_convert --inlta /data/fmriprepwork/sub-Sub002/fmriprep_wf/single_subject_Sub002_wf/anat_preproc_wf/surface_recon_wf/t1w2fsnative_xfm/out.lta --outitk /data/fmriprepwork/sub-Sub002/fmriprep_wf/single_subject_Sub002_wf/anat_preproc_wf/anat_derivatives_wf/lta2itk_fwd/out.txt
200327-06:36:15,538 nipype.workflow INFO:
[Node] Finished "fmriprep_wf.single_subject_Sub002_wf.anat_preproc_wf.anat_derivatives_wf.lta2itk_fwd".
200327-06:36:19,0 nipype.workflow ERROR:
could not run node: fmriprep_wf.single_subject_Sub002_wf.anat_preproc_wf.brain_extraction_wf.norm
You are using fMRIPrep-20.0.1, and a newer version of fMRIPrep is available: 20.0.5. Please check out our documentation about how and when to upgrade:
https://fmriprep.readthedocs.io/en/latest/faq.html#upgrading
WARNING: Version 20.0.1 of fMRIPrep (current) has been FLAGGED
(reason: fsLR resampling error (problematic only when using the --cifti-output flag)).
That means some severe flaw was found in it and we strongly
discourage its usage.
fMRIPrep failed: Workflow did not execute cleanly. Check log for details
Preprocessing did not finish successfully. Errors occurred while processing data from participants: Sub002 (1). Check the HTML reports for details.
/usr/local/miniconda/lib/python3.7/site-packages/scipy/fftpack/basic.py:160: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
z[index] = x
Are you using demo data from:
Are you using demo data from: http://rfmri.org/demodata?
This is wierd, what's your OS?
Yes demo data from http:/
Yes demo data from http://rfmri.org/demodata
OS is MacOS Catalina 10.15.3
Thank you.
I don't have a Catalina to
I don't have a Catalina to test. But is should be OK.
Do you have a linux machine? Could you have a test on ubuntu or centos? Those platforms were tested.
dpabisur_run还是不能解决
老师好按照您说的,在github上下载了最新的工具包。仍然无法跑通这一步。用的是windows系统。
请问老师应该怎么办
resting-state 分析时,预处理报错
严老师,
您好!我在用dpabi做预处理的时候总是出现以下报错,想请问您是什么原因?应该怎么解决?
Seems you need to re-install
Seems you need to re-install SPM.
error in DPABISURF
严老师您好,
我在用DPABISurf进行到preprocessing with fmriprep过程中matlab突然被killed
我是在PALM的时候被killed,前面的都没问题
我是在PALM的时候被killed,前面的都没问题,就是到了PALM的时候,刚出了那个界面,就死了。
我是在PALM的时候被killed,前面的都没问题
我是在PALM的时候被killed,前面的都没问题,就是到了PALM的时候,刚出了那个界面,就死了。
DPABISurf 报错
严老师好!我用台式机windows10-pro系统(Intel i3-4160U 3.6GHz 双核4线程,16G内存,硬盘2T),Matlab2013b 运行DPABI_V4.3_200401中DPABISurf 1.3 【最新版docker2.3.0.3(45519),docker分了2个核,10G memory,load from local file <dpabi43_200401docker.tar.gz,licence.txt均顺利安装】,从DPABISurf_DemoData已做好fmriprep的步骤,照着视频设置往下跑(parallel:1#):
脑图维度转换
老师,您好,在处理静息态数据的时候,我想用自己的mask,但是我的mask是91x109x91,然后就没办法开展了,所以我想问一下如何将维度为91x109x91 的脑图转成61x73x61?
请使用dpabi>Utilities>Image
请使用dpabi>Utilities>Image Reslicer功能。
具体操作方法可以参考course中的演示。
好的,O(∩_∩)O谢谢
好的,O(∩_∩)O谢谢
使用dpabi分析HCP静息态数据分析
老师,您好,我从HCP数据库下载了他们预处理后的静息态数据,现在想用dpabi分析一下功能连接。问题是每个被试的静息态数据包括两个扫描方向的结果一个是从左向右扫描的静息态数据,如“rfMRI_REST1_LR”,一个是从右向左扫描的静息态数据“rfMRI_REST1_RL”。那如果使用dpabi分析的话,是先将这两种数据合并成一个数据吗?还是说先分开分析,最后将脑结果平均?麻烦了,期待回复!
分开计算然后平均可能更常用一些
分开计算然后平均可能更常用一些
HCP预处理后的公开数据跑功能连接报错
老师,您好,我使用HCP官网上预处理后的fMri数据(rfMRI_REST1_LR.nii)直接跑功能连接出现下面两张截图里的错误,这是什么原因导致的呢?![](data:image/png;base64,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)
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)
您好,我也使用HCP官网上预处理后的fMri数据
您好,我也使用HCP官网上预处理后的fMri数据,这种格式的(rfMRI_REST1_LR.nii)直接跑功能连接出现下面两张截图里的错误,这是为什么呢,您跑功能连接成功了么,怎么解决
HCP预处理后的公开数据跑功能连接报错
老师,您好,我使用HCP官网上预处理后的fMri数据(rfMRI_REST1_LR.nii)直接跑功能连接出现下面两张截图里的错误,这是什么原因导致的呢?![](data:image/png;base64,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)
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mfr7t6uzp7damgb23rKm0Qy1PbVp+7tN3Eyfe19qpo3aUT7zs6T5O+HieC9izL36tbQ/2E8/PSzRdRXjupMvp1dd58fX0RfUKnzwsq3iUY5mNTaF/5PLVeFfQXS2PCZiVtIWUJj64+vvZcfj2zsyHeSLFpoc3+gIYzgF0Rn+eAvF1TbR2WGZ8XA3RiV4Bd68DO75zSULxlOwy3DdW2revEbuKTuHKcloaE00c3aOjVauQ8MWDLdoZOs6yssXuxa5wel82+UZwDowITGbwkX1cPax9/UOJJZXJLV+LWCpuYaF3+PMi6l2S8tCu0pwdEVcCuAFWnK1cWd43r6pXFwOfibFInLy5bSgPSRnycpm9X7/naQOcp5y5t36Zl5Y7dc+n4ZZR8wqM3kRaLrEj/7PVI+oTWkFyTdF3+9fsJpxGrk1fGCuOEp41F9AndR0Ob8eMOw9HE4yCxeonN5DhNf7E06rSF5BMeXZultGe1VOQvEJaPDawBl0bCYxfaKfgsOkq1dVhmfAbYrfU2LAvYdZoS6CpWTK5zmk5SPBMVGawrDXojGlRMI9bZXNkj+Red25XZr69/ne9N6/guPxt3WnhdZm9CKMoWljuSrg4befbJK0OdsNFJzLeJHtirPoBcDNAVwK4Iq8qi7SQD8kTb1KlnnbAyqaQm14j9uWxFPYI61+kjobZEO7E2KMtT4uljLG1PN8r+Ei8WJ3ZNwseOXh66HcJz5YHV7S/e6clj/X7C5Yu1k1dGZYdUXWPtkUpDbBLm66UhtlB5c7yJZ3YlHB+DLdAwfcnXlKvi+BpLo05bSJ7hMWVHl58FO7cLYOchuc8LTZfGDGCntaX7dWDvsNz4vDi4g8eupR47byDLB5oBb0Pq7c8pYFc3jVhH8zq8HvjMuXjMnAeK03BxfIjhe96Aq8ovebvBJx+M9EARCS/xTNqFdyqEOf3Zlcl9hYG+L+d9GnieNfk6Gbmvjy6sZ3M1sKVsErNH7JqupwzI07ZiK00aqozGhuHLPF6bu3rWCZuySR37x+rspVuhj9RpA65fLE/dDvo8lva0dgy1zunF0tH5hOcTNvDaywIKe6B0PJ3vJNCJrmfrJzGbeWVUekvVNWa32DVdpzBfL7zYROWt43L5eFwd8I6IhOWjGm/C9Dm+Vy8Oz96+umN0zTFLl1vOU3Z0Zc4hXT0/mA3lMZr8ni5HXu+J+mnbSH1DbenxOmFvKTeOADtvYFo3QbiOF/fY+R1ocgvE96pIh6ww8KiOXCWNmF2nlb08jpscJJxX10jHd/nlA06NgUKDjN7ulLxTR/M2XLjNbQYu92yjxJ0WNlW/sF5Femr7WCaSVBoSxw3YcT1JOJenTNbxY8xW0+opefBxWthp9ZkWn/OI1Vm3dxV9O3v4uvQgYMpkruutz2NpT6t3LE7sms4nPI/lwde8Z6aCfqbtFmv7MA/5PHM7Jfpwqq6x9ojVU8rFx1AfXhoCJP0BHR68UsCb1kxZWrH0+Zq2o07Ly3uKnnQaddpClzdlR2eTyFiqbGKe350GdrmGpmor0da6vDhfHNCJbeGxW7HHzgyWxVuODtb0qlp3eD0Q6MHEdWI32ddNQ0Shj27QcOnq+7FzF8efQCVsrKxl91LhuX78yxfikUgNqJJ2laOZQIpvbC+vcyxsagJK2SRV5mSdNQgG25K6fl45ZBBPHdXko9OQ81g95V54jIX1yhJARpX4HCZmj7r6bqoNwjLz51TasXJL/Ni9VDoSJzyW2dal5cYVjp/SXJh22edYO3P4WJ1SZXTl88eJVPliaU/Up6RPTIblFyf85+n4K5ic1871/1jedfUXTUP35yn9MNUeKTu6/Jx93bV8kZfnqetSZYHp8gy1FX95LFV2XF8M5AHslgp2cY+J2w5xHVADXPHGUfA9S9IBuXO4jjZ7GrFO5tJ1g1wsnL7m4riy6PuxuvF9F8896M3X9aAj30fnTRY996C5G7jcd1QxPBdv78rKU61Q5U1bk5feipwlbGLF6urm2yQ1iek6czvXfSvWs3FkwvDtZ9tW57lom9TJy9eGs59XR2mrmn3EtHlick21GccJ/1JhY2X06+NrPZVOmJ989toxAs2uP7g+wnHd9eb6iV8v1U4t6RNiM2fjKeOx6jcujqqX2hGZdYyu0xZS/vAYK1uYrvzqiO53PO+Ic8DTqcBeot0kf6chp61pepS4OE6OIU3aBGAXGaSbNDCn5Tpe2UDCA6x7Vs3rIBU8LWGH5eevvO+PqpBGrN6u7M2B3VSbTJmgHAj7q05O1wOliTq7QZnD+l9iHLbNbGG9dlP1cHb00/XKqyYSLx2vHtW+s8vl5wbdsH1jYZZpkzp5NaFvV9+KbaDg32ou3QdSadfVelk6YfvxZ08nSm8S1puwlTfL052nL+4Hvn0abSdVxlRdvbI12CcKm2hgmai7jAN+Wzehv1ga/L2aXn0nyuO3hdRBH1N2dODl6uLrwaXtXa8Idl6cXFvT9KjLjfPFwR3AbuVgF38BgUVvOol+40pexS/eoFUdNvwW+fy70uqkEetobtBwecXC6Wsujhs49H05j//yhP+gt4Tl48RbbOYNysnwZns7C38Ue0DyfXqlafIqVn3PXN2wqYEtZRNvUFeTGOfLaelJtc/fNzUaK29LvE28MqjJXNfFpB/xOPD1CTsvyCZ18gptId9DZ+pasY/UbYNUnqEdTT2KPhnXfFWtp8oYy5OveW2toEmHdxN8sG3G3s2G+0nMZq8dVvnlCb2oVR72hvqEtofYLabzXuKt7Fi9uC8a+1fUXyoNU54abRHWJaUZ1+5unDDlLR79Udf1WFAR7LgcLg+rLS/9hB7D8uNz84AHsFsC2EG4zQt3k21aDKYYOCe2RDdZF5tcd/QJjLGbrP+w7gA7gB0mxxZqoJio2FumvBbe9oe6HnZsfMZE1zUNoE9A013T9KLqA7Br4aS+qMZGuuszME4+jyPP/sgxvuWHNl6fNkZb1Wsr9Il69oK+NtdeADuAHTx2LdWAeZu37z8ryA+2259Rc88kYQDf3AF809oefQJa3zTNz1JfgF1LJ/VZGhNxMOhBA9AANAANQAObrQGAHcAOHjtoABqABqABaAAa6IgGAHYdaUis0DZ7hYb2R/tDA9AANAANsAYAdgA7rNKgAWgAGoAGoAFooCMaANh1pCGxUsNKDRqABqABaAAagAYAdgA7rNKgAWgAGoAGoAFooCMaANh1pCGxSsMqDRqABqABaAAagAYAdgA7rNKgAWgAGoAGoAFooCMaANh1pCGxSsMqDRqABqABaAAagAYAdgA7rNKgAWgAGoAGoAFooCMaANh1pCGxSsMqDRqor4Hx+AllPaLelL9+/4yy4QmNxvGfcquaTq9/Rv3sGQ1H8XR0G45Hz6gflit7Ujr5Vi5Hj8jUafCERlPKMho9oYzLHZRlWvw6ZTH2n1I3zzbDTDVan55NqYOOi/P6/QQ2Wy+bAewAdqUTBTr0enVotFe99qoNH/1TGkQgonY6PQbFcrgbDc4iwHlKwwRcctvXLwfz0VmiTic06Ct+CsDOwbCF3lB7tctSEezG4xE9CyjzdIotw7Lhc71+Anutl70AdgA7gB00sLEaqA0fBm4m4Wq2dOJAxZPoeJyGqv7gJNles5WDqNd/NuGN9JxiSahz4BeCau2yVAS7kwhtng1GSZsAStYLStBe87cXwG4DJ/WJFW9/QCclXoBUR3MDLLZC2EZV7TGuPGNm9KRCu8TyHY8GdJa7VKpMenXDpzSxbtdD+IhBk92KdAAT2zacNZ1YfmxDfxv2lDJv53ESwsTuVcph0w+3oH3I9PO34Ke3jxk8h6FHMQCzqmWRslc5jsdDOnWuQtco2RBgt4FzWRXNbGIYgN0GdoZJsKgGEGEHeVI8nDRb/DC9df9c1R4OxKa4QSoCdyxfl0ccuk+GA++5pGnh171tUuWvCh+THrQAhIJn9aoBW9xTxmX1tmHZmzY8Vduyft66blXrw3HGXprkbQ3799L5+WsU35NZpyy6DmXnTqfcdzI6lTGoYl8pSxv35vcUwYbtsCHAbsPAbsJbZ1a/8cm/rJN66WBQpTr2cCA2BewqeCHq5MvtyeGfZPzgFGDc2sP3XKWAzIQNQEiHrQoxYbjYFmgIkZxPGE/nrftp1XCx+uitVB/sJj12Os/UeZ2ypNLQ17VXmSmXPdGuL0HP2lY4bwdgraodAHabBnZqiX2q9ndSDx8LCMi2HvX6dDoYkR5keYB1K+lJSEzBx3g0pGdZv9gyNC6JfkbPhv7zMjovLifHOy0enu7TaRBeOtPJMKOzIhy/Bph5XioJZ+o4yLxynPUzehJ9SN6C0TR7SNrh0dtKqgHEVduB84vZ27WPhkk7GcbCS7kL23h2jNt81naSvFZxrAMfYdie2noM7yXBK3zTNfJsm78N6rxlqutGn4mzbV8NVEejZ8HbwC6fWDqy+9nnl0eG6Wf8dBtWtYmOU3buIM566/gxBafryXGnLC3c22zw6Xr7A+w2COwmoGLKc1jehC8je34867vX5SxsuWe6QkiMDb4aAtQeU/HMjE7Dix8AmI3rD+pl5ebwOm1jEw0tXj2rpxvaIzVwePWu4JHjdMrqE8vXa+dsmI6fg2UYXspebpsenQXlr9tOks8qj3XgI/SkaW9blXRiz+rFAHBiGzZ/ztL3ovkgJjYMy+HJWTN9eK4gVdLyyhGGN+uk8q9tqVWWSP5SDj6Gj49IH9bX5ZqOh3MA3CZqAGC3QWDnTbyjMaUmdOkIeoUsXjEPTMysYeFHp6Uf1tfXKQcB4wUy24H5yjv3jHlpK2jQ5TAew9xD5+pjt2Vi5T4bDM2LIV7aylPm0nYeOi9sohzT7CFlCY96IooBbXFtjnx1Hnqy0/XyritXkL7ubMP2ze1otnJllvfBV4ev0k6hbVbxOYSPGGhJueqAXTWg8p9J43wm8lDAU6WsYZgq5ehnTybeiJU6T4M7OwTEvXi1yqLqKXnLcWJho/qv1roedyQujgC7TdQAwG5DwC4FWMX3QanBkjuChgABMukgGqio8Pq475bSA6wL60OApKWPU8sYetuUx1HKWFZuAx79Pp31B+ZtUx1WAw2XqYAUqV8kLym7qyO7McrfMPbClsy6YkNdRqnjtHxdHr7N61wvy1e3U1HO4LvFtD3L0pK6rOoYwsfywC7hcQu2avVzb2wjxeDR7diwPmmJlX/hsm6P8eiEhtnkFxSHaYe2q14WfuQz/cXLGt4mPO4l/VLXAecAvE3SAMBuQ8AuNakXABM8TJ8Kz53DG2hjnqX8mp7QBQB05zoZDunZgN9s42fh/GftJLyGiBCaYum7cvtbrjpfOddhC0/Z5GxlPH4urA9LZfaQfOQ44XkI81KfBYxmyTfVpnWul+arv3JC2lpfC+A21k5ik1UfQ/gI4USXb8Kbpp6PC9NRTelJq/i1hsTX2PgesohHz3uBYxIOw3JIfbjsE19P0p9MX9c3dm4gb/CMCoe7OG/N0S9PqiyxdFPXvP7PRlXjDcfR2grHh1SauA7I67oGAHYbAHYTg2N01vGBJQUBZjBVbgMBML5ewEA+safS8AbjaFkclOmwOi8vP+XJS+UZ68gurDc7Fc/5mRl5Sl3K7BHm6bVDMEGFYeWzK+PkW38asMU2HjwqwPKuq7y96yp8ab4a4gTslOdEyiJ1KHSh2knurfpYBz7CsNrLFN4ToKpTvwlwLJGldJswn2nlUF3XAqeC0zpl5bAxWNTlmVaWKvlp7XiELAbwjpN9pEoeCAPQ65oGAHYbAHZuki6fKcRLxCIv4qjJXsRf3Ov5MOhAg59Xi79M4YEEf2VBNqAnwxGdjMYuT+U9dGk62JsshxvQXdncNQkfHmcKW8MeYX5lkBqGlc9FGSvmm8qj7vWyfHWbCMTpa1pHXI8iLdWuUr9VH+vAh//yAu+6u7dD66STqrP/Nqy/vvD4xevGvtdtWjnC+ybdYBs0DKPrGZZ9AkZVWnXSCdPlz95CKG0AZbD+eKIAACAASURBVCh/PIqliWuAuE3QAMCu42CnJ/RpK16ZpFn4qcnYH2x9eHJ5pb84VMfX+enrekvFrdiDvPQzXQp6UuW26fDzde4lCZf29Akhla5X7ingUgY/qcGmbr6pPOpeT+frnqXkFyTkx9edLau1U6q+y75eBz58b1fz247+NqziFQ/kJq/r5/Cq1CcE1PC3YidgrefDo26jML8mvZhOg1MMoKAvXFTosuIcULcpGgDYdRzs3ODoJmEtbg9M1Badm6jtcy38k2Pme+f0V4Oo8Jyml5YZbCfz9MLkQMZePFdO9xyN591T8GbyUh5B/dyNBzD570ea77OTwV+l40BU1dEriyv/LPbQduZzr45Snuhx9nxdOV0aft7+9VR4bUe2r2n/4suN7UQrYD5LO4W2WdXnEExi3qnx6AkNsjN/XaQ8U1z2KumU1XECpkq2SCc8e6osVcoxkRc3Z5DfBPxFvr8u9vUtdSEzZROvb+ZfRhwL62mvJFwsLq4B9LqqAYBdh8HOGxwDCBNBewOjhh79HFUUPvyvGOH0vLQ4TiLPaYDjgEH9LmSQlgYPvUqfKINXdh9quMwObCa9An66qixemi6elFtsq4/l5XJpWHpwXi8PhCvk62zr0uByuOt5Xrk93XU/fDSOzj+llYrtpG2zyvMQhHQV0+eTHqwwnRggltUzhLWy+JNg5spTtRxhflxXH8pOaOC+qtKH2lCu8jmEw4o/sxazi9MlJz6pTR3HCxvoT4fDOUBuUzQAsOsw2LkBbxJotMBdOH8A9X/hQZ6Hc79GrsFH0kulJff5aCBHv1ZnfhFCgVM+OGswDaHJAdlk3Th9/tks/esQ/GW67HXS5ZDz8Bcq9HathDHl9n7xopo9JH4VQCtmTwVNdfL18ggmOLal+7UOC+Vl4aXcoW2oP/mrE7O2k+SxymMIQmmYy7dA2XMV/UWSar/4kKpruA2rISsWJxU+rE8ZIIZp9IIt10mAnNwGLuwVecO2Tll0HfWijftE2Pd1WD53Y870rxsK4+IzYK+LGgDYdRjsuihY1AkDcZMaCOGjABXxQpnjGclPaY0Si4MwnTKgCss/CVDOAxeGlc8THrd8O7ZOOSbz9V8Ikbx4y5W3otWPzdg1SP+M+hn/+oR7iUTi8LFOWSTehGc7WORIOH10i7zp3j0dD+cYS7qqAYAdwC7qxeqq4FEvDObQADQADUADXdYAwA5gB7CDBqABaAAagAaggY5oAGDXkYbs8uoDdcPqGhqABqABaAAaqKYBgB3ADqs0aAAagAagAWgAGuiIBgB2HWlIrGSqrWRgJ9gJGoAGoAFooMsaANgB7LBKgwagAWgAGoAGoIGOaABg15GG7PLqA3XD6hoagAagAWgAGqimAYAdwA6rNGgAGoAGoAFoABroiAYAdh1pSKxkqq1kYCfYCRqABqABaKDLGgDYAeywSoMGoAFoABqABqCBjmgAYNeRhuzy6gN1w+oaGoAGoAFoABqopgGAHcAOqzRoABqABqABaAAa6IgGAHYdaUisZKqtZGAn2AkagAagAWigyxoA2AHssEqDBqABaAAagAaggY5oAGDXkYbs8uoDdcPqGhqABqCBahp4/fXXaVl/aJNqbbJsOwHsAHZYpUED0AA0AA10RAMMde+///7C/zifZQML8qsGkgC7jnRmCL6a4OvY6bXX3yD8wQbQADTQdg3ocQ1g1/xcoO27DucAO4AdVl0JDfBgjn+wACwAC7TZAjxOadgA2AHsAHaJSV13FJxvZkcB2LV5OkPZYAFYgC0AsNvM+amMSwB2ADtvtVcmlk27B7DDxAkLwAJttwDADmAXzs0AO4AdwC6hAYBd26c0lA8WgAUAdgA7gF1iEg8Ng8/oLAA7TJqwACzQdgsA7DBXhbwCj92KQG+Y9SgbjgtvGX/u9Qc0Gttr49GA+upz2HDh51j42LUw3rTP42FGvV5P/fVpMJqtjKm8xuMhZTXqmkqn6esAu7ZPaSgfLAALAOwAduHcB7BbEdiNBn3qD0YG7ARsBllGwxzs9P2w0WKfm4C4aLoMdtmwAFCTT8+VMxan7rVFlb1uOcLwADtMmrNb4JgubekF0RZdOg5T26Pt3jbthZfxGRaoYQGAHcAunLsAdisCOwMzOTDxeTYYEcOcePGGmfOM8XXxmhUwaDx6GWV9njwyeu3glcLDZ8JnQxJgOuR7WUaZeN40qBUeuYwGKn8RivHYqfB8XbyNXvp9VxaGU8/Tp+KbOFIOLvfDAxqYOjiPZZX6/v2XegUYc5mknAaSGwJPgF2N2QVBlQUs1G1pktvbpl4E4va2e7QNslO2w2ldCwDsAHYyX8sRYLcqsOPtxxxABOgYThjcNJxYELIeMnvdAp+97uBPIGuUp2FgJ9/ONWCX5+WlbcqQp2fO/e1hDUwiGD5yeU05vfQjZcm9jwUIqvwkHfYGFmVnIOQ0vbKW1LcINzJwKFCsyzrPOcCu7hSD8MYCDHFblyh00O1ti9dOeeo4LMgOwpnDAgA7gF04zwHsVgR23BDWK8dQosCNnzVjuBFvXrAVWkBSDlXeM3nGE+a2SQWYDNjlz7CNx5yfgiX1bJukrUUinjB9LQp2Kh3PW5d75zQISpklTSknXw/zkzLpMBzP1sOCaHhP0p33CLCbY7bZ4KjHl7bI89aV2mKPtiMQWBoFN2EBZQGAHcAunOsAdisEO+upcy8OWFjJaKi9bnXArj+goX52T3vUGgS7ELY0OBroCsosoksBmL5eFex0PgKakk9TR4Cdmj1wWtkCIdjxdqs8SjHpnONtW/HkVc4CAWGBwgIAO4BdOOcB7FYIdgw0Wd+9RMGNw5DS6wXbmsWWI2/fxr1tDo4mw2jw8jx2amvUbtFO34o1+Uh5IuDIdbBh8nIaD2HuWVP5mXAMgP0BeeXjNCV9Fd7Vz71JLFvT/dzjGYp73s8Au2LuwEkdCyS3YuPP04UgWCcrhIUFAHYAu3CuA9itEuwMuPgwZbcx3XYqN5iFPbvql+fIQtDRn00aCpg8cFJbsZy2zc++gJEFX8Hi3xevQwCdKh+9xerS7UXeqpW01BY0b9nmXsUq9RUhm7D65QxjU99+ErbuEWCHSXM2C0ReniB+ri4OdnR8ibawHTubqRELPym2wjm87pyyrPAAO4gi/8oV9+zdssQ3bz7a+zhvWrH4ADvMmvNYQG/B8las24ZVL0+YDMLP8+SKuJtmAXjs4LEL5y+A3QaDnWy/yvM/8lUqoUja+LnwCCpvXdPlBNht2hSJ+sIC62cBgB3ALpz7AHYbDHahGPDZHyAAdus3yaHEsMCmWQBg54/bmMceEcAOYFf8qgQ6hD9AAOw2bYpEfWGB9bNAFbB79Xz+XPO5l2n/7l16//33i79Z773++uuYO1rKDwC7ljYMIMuHrFXYA2C3fpMcSgwLbJoFAHarnytWMT+V5QmwA9hh1ZXQAMBu06ZI1BcWWD8LVAE77aFr6hweu/YCJcAuMamX0TDutVfQTbYNwG79JjmUGBbYNAsA7DZjPqoztwHsAHbw2CU0ALDbtCkS9YUF1s8CMbBjb9oy/urABsIuD0ABdolJHSJcngjbamseMPEHG0AD0EDbNdDWMRTlWs08CrAD2MFjBw1AA9AANAANQAMd0QDAriMNiZXRalZGsDvsDg1AA9AANNAmDQDsAHZYpUED0AA0AA1AA9BARzQAsOtIQ7ZptYCyYPUKDUAD0AA0AA2sRgMAO4AdVmnQADQADUAD0AA00BENAOw60pBYGa1mZQS7w+7QADQADUADbdIAwA5gh1UaNAANQAPQADQADXREAwC7jjRkm1YLKAtWr9AANAANQAPQwGo0ALAD2GGVBg1AA9AANAANQAMd0QDAriMNiZXRalZGsDvsDg1AA9AANNAmDQDsAHZYpUED0AA0AA1AA9BARzQAsOtIQ7ZptZAqyz/8mS8S/mADaKC6BlJ9CdfhIYIGoIGUBgB2ALulrdJ4Qu/91HfxBxt0XgNENHe/4v6SGrhxHZM6NAANpDQAsAPYLW3yqAp2W1/7hL7wxe9Mnfw/c/sBfeZz36He5+7QZ772CR3f/4Q+w/Ein79w+zkd3/6EvvBrkfs/9d0ivrkP8JpqewB6+QIFYIdJNzXp4jq0sWgNAOwAdqsBuy/eoa0EvAnYpe4zuBlQY5D73HeIw1/Nge0Ltx/QSxOfn1tQ5Hj3P6Gfnriv4n/tAW0xLALuYIM5NACww+S96Mkb6UNjKQ0A7AB2Swc7C2L36DO3n9PVr90xYGY8dAbYGMzYu/aAPvNrn5jjBGh97o6Br8/ctmDH6YiHj69dDj4brx5P0p+7R1fvP6CfDu5fZk9e7vGTdAB25R4p2KfcPgA7TLqpSRfXoY1FawBgB7BbCdgxuH3h1yygiYfOeuKsx00AS0NbCBMO7Czg8X0Ldv5n2a79wn0LgBLPhSfn8cu9gGFe+FwOMrCPbx+AHSbvRU/eSB8aS2kAYAewWzrY9Xgblr1uxiN3L+Kxc8/YaQgL4UHu+WBot1qdB/AT+h//tw/pqjx/91PfDfIr8fDNsRUXlhWfffDpuj0Adph0U5MurkMbi9YAwA5gt3SwYxAzHrt8K7bHgHf/E7p6m4/5Vuz9fHv09r3ks14Cdr0v8hbrJ+a5O97aDT+z149fnOD0r95+QH/xCxb0+Dk9G/5BHp/Llc6v6zCC+jUHn9PALsuyqf0Ob8W2FwBee/0N6sLfogED6a9GwwA7gN3UCaapzln1rVgARnOAAVuuxpZlYMdQJ39lfQtgt5pJsaxN5B5D3br/4zpIfXBsr9ZmaRuAHcBuaZ17JrD74j36QuFts143fjYPwLIaYIHdq9k9BXYCdPqYGrgBdu2dbAF27W2bVH/apOsAO4DdUsFu3Ve5KD8sUNUC4UQSwlz4OQwPsGsvPADs2ts2YT/axM8AO4Bd68Du+NI2XTqePn3ubV+iPRPsmPYubdPW1jbtmXiTny9tb9MWh4/c5/y2t+VPwkzPHyFggTILhBOKgJy+Hrsm9wF27YUHgF1720b6zyYfAXYAu9WA3fExHSfgTcAudZ/omC5tb1mQIyIDZobw+Pol+l0GteCzBcU92t6avF8U4/gSbduIZfM17sEClSwQTiwMceE1/py6DrBrLzwA7NrbNrE+tmnXAHYAu+hks4iOwBMV/7Mgtkd721u0fenYfLbgJWC2Zb1re9bLVoBXMZ0eE1/b2942HjtORzx8fO0fBp+1V4/zC8PLffbq2fMiI5zAAjNbYN4+BLBrLzwA7NrbNvP2uy7EB9gB7FYCdrwtemnPApp46KwnznrUHKg5aAtnWAd2Dsgs2PmfBdaOj/doe/sSfUkBnKRBe9sGMsM88BkWmNUC804QALv2wsPsYLdH2z03Ppkxb6tHvV7+p3cM9raL6/oyj1US3rteU6hch3k1ivjt1CjADmC3tM4tHjvegzX/jUduL+Kxc8/YFeAVGbTkng+G2/Sl4hk99gBu05f25Fk89vJt0d/7e5K+vc/gp714kaxwCRaobYF5Jz2AXTsnTW7X2cCOoY4BzoHd8aUt6hV0dkyXtnr5YyQcNl/UHl+irSJO6npteZo6zKtRxG+nRgF2ALulgx2DmPHY5VuxvALlFx/4BYYt8wycfX7ukgkn/rbJgUvAjtgTt7VtnrvjrdbJz5eK+1uX9ibv8zN7/OLFZBa4AgvMbIF5J722g914NKC+eJq8Y59e+cor1O8PaDQezz2+TObTp8Eona4JX5L3eDykrOR+lXarD3YyxoQeO19eDHpbZgy7ZMZC+xgKx1WQt3XJPIpivX3pHQ0/5clP8Ni1E8qq6G9aGIAdwG7ugXeayOR+4bGbHGNwBRbonAVE97Me2w52ul6jQZ/6g9FCxpIQ1MbDjHpzgFmYnq5H1fP6YCfyLgM7dY+3WwtPHu8o5J681HVJvsYRYAewW0iHrdqJEK4bApwJ7I73zHaq+zqSbfNsXo3xC0FhgZVYYN5xa53BTuDp8IA9dxllffsMWX8wpEFxbkHQgJp4/LLhxFwjaYn3T39moJTnzQQs5b7Jm3/lQ6U9Ho+K/BkODx8euM+9XgGnxqvXy2iY8Dg2D3Zqi5XVmgK41PUZFA6w68a8Ghtn4LGDx25iII0JpYlrM4HdDAMWosACbbDAvH2mM2DXs1unBrj0OYOVAT+3ZTvMepQN/W1WAbUC7HKPnYmbw5cFMZWPpO3dt6Cm0zNQmcPkNJjT7dko2Jln6IItVb4W23JNXZ9B8AA7gN3SJn/deXDeLeEB7GYYfRFlbS0w7/jVGbDLt009oOLn8xi+Xnup8LiFnjexnwVC9eaowCEDnvLwCRRKPhoarafOBz8GRS9tlZbknTo2BnbeixFa6sqD54VJXddxq50D7Lo1v2qtwmMHj93SoB1gV23ARahuWEAPtLOcbwzYTQEqATXx2IkttbeNr80CdkVa6kWQ0GMoYfSxKbDjZ+cEaOVoXp7gLsDbrvk2snrcLn29ZrcB2AHsljb5686D824JD2BXc+RF8LW2wLzj10aAHW/Figcuf/4tBKsk2BkYy7dX+U1XSUe8gWqbN+WxM8/oKbBkOJRn9crab3awa4+kAXbdml+1XuGxg8duadAOsGvPoI6SLN4CeqCd5XwTwM5sh/KWqnrBIbRVCuw4nH55QoBQwie3Yg0E9oo3axnmivxl29iEWcTLE4vXXdUcAHYAu6VN/mGnxufuiA9gV3XIRbguWGDesWudwG7euq5bfHjsujMvrZv2qpQXHjt47JYG7QC7LuAK6lDVAlUG4LIwALv2wgPArr1tU9anNuUewA5gB7CrOlMjHCxQwwLzTiIAu/bCA8CuvW0zb7/rQnyAHcAOYFdjskZQWKCqBeadIAB27YUHgF1722befteF+AA7gB3ArupMjXCwQA0LzDtBAOzaCw8Au/a2zbz9rgvxAXZLADvzlpa89WWO5T9iHQpL/2i1vPEVfqeTxJl2X8JVPeq8q8ZJheOJCv9ggU2xQKofVL0OsGsvPDDYdeGvqhYRrr1ajLUNwG5ZYKd+tLruj1g3DWsxIaSuNZk3wG5TkAb1ZAuk+lTV6wC79ZpMq7YrwqFdF60BgN0qwC7/Ak32uunvYZKfx7EwJT+c/WPFD2ibH63WX7qpvi29J7+J6H05p6TR8356J5nngn4wW0QMsAPwbJIFRPezHgF2AIBZtYN4m60dgN0qwE7/iHXkCzEN2OXfos4dVHvN5Pzw4WvFN61zGPkG9eJ+4hvd5b75YlD1JZzmusBheF3KqH6bsc4PZssgA7DbJKxBXUX3sx4Bdps9Oc+qG8SDbgB2ywK7xDN2Fqjkm88nf6SaO6kHY55HbkDhs3YSVn/rOqfB4Cc/lTMtz9TP73jx1M/wVB1IAHaAnU2yQNV+kQoHsMMEndIGrkMbZRoA2C0L7NQzdtIg5lk7z0u2eLCrkmcK7Ipyqy1g+RkfuVd2BNhtEtagrmV9oco9gB0m7yo6QRjoJNQAwG7VYJd7vixw1QC7YCtWXsgQT505yo9iqx/XNuGm5JkCO9nuFRFV/cFsCQ+wA+xskgVE97MeAXaYsGfVDuJttnYAdqsEO/kxat6mzV9cYA+YbKfKNqt9ns3+aLWAm3lGTnnOqr48UaRVkqcHdlLG3OM4yw9myyADsNskrEFdRfezHgF2mz05z6obxINuAHZLALtVdLQQDldRhjBPgB1gZ5MsEOq/7meAXXsn6C58hx3Xoa4mEb69mtRtA7AD2C2tcwPsNglrUFc90M5yDrBr7yTKULTu/wB27dXXLOOFjgOw6yjY6UZuyznAbt2nApS/jgXm7XcAu/ZOvAC79rbNvP2uC/EBdgA7eOzqzNYICwtUtMC8EwTArr3wALBrb9vM2++6EB9gB7AD2FWcqBEMFqhjgXknCIBde+EBYNfetpm333UhPsAOYAewqzNbIywsUNEC804QALv2wgPArr1tM2+/60J8gB3ADmBXcaJGMFigjgXmnSAAdu2FB4Bde9tm3n7XhfgAO4AdwK7ObI2wsEBFC8w7QXQB7LyfIQx+VvGVr7xCfe8af5/nMDke6Z9FjNnWfEdn5Bd+YmHnvTYX2O1tUy+v9/bepJiOL20V9yXc1qVjIjqmS1vy85M96sUiTyaXvMJ1mNcOiN9OwAXYAeyW1rl5osI/WGBTLDDvpNcFsNM2CMEs/K5N++Xp9td3dDw+N2FLoE/C8y/ryG9iy7VFHGcHuz3a7m2R5bRLtNXbpgjbuS5y7MIY4CtgzkJe8dHFqHwGsGsnlDWhV4AdwA5gV3koREBYoLoF5h2gNw3s2F78yzax358eZg747C/jOM+VBjl7L6PheEwWFO35vG0Rxp8Z7BjUti4R+9+sBy6HvISs9rZ7lII3Bj3ryUtEnnIZYAewW9rkH3YgfO6O+OCxmzLS4nanLDDv2LVpYJfy2IWA5v3etfnJQx/e2DMYg8N520PHnxnseBtWkVoZuJEHgWHXYM/fFG9fGCX4DLDrztyqtcnn8NjBY7c0aAfYBSMrPnbaAuFgW/fzRoBd8Iyd9r6JvSa2bPVvZEe2Z8MtX0mnyeMywI6hL+6RU9u5c/QggB3AbmmTf5OdD2m1S7gAuzlGYURdOwvMO/5sBNjlLzukvHVswxDsxK7meg6G2kPXarDzvHD8nFxqKzbhkTPP3KXi1OsiALt2zY+i6yaO8NjBY7c0aAfY1Rt4EXq9LTDvAL1JYMe2sqDmb6ua68F2K4ObfnuWn8vTnr7Uc3rztoeOP7PHjpS3zUBaYjvVA8C8H5SFn6GrAOwAdkub/HXnwXm3hAewm2H0RZS1tcC849emgR3bi6GsF/nKEv3yRBFOtnFV+Na/PMFqjn7dSeChC57Fs9HcCyP+16DM1kUAdt2aX/V4A48dPHZLg3aA3WwDMGKtpwX0QDvLedfAbhYbSBzjzYs8Tyf35dj+rztpj5YBdgC7pU3+0kFx7J7oAHbtGdRRksVbYN4xDGDnj4HTnp0zz+kp79289i+LP/tW7OJ1VzUHgJ2vr7L2Xrd78NjBY7c0aAfYVR1yEa4LFph3MgDYtXfiBdi1t23m7XddiA+wA9gB7LpAEahD6yww7wQBsGsvPADs2ts28/a7LsQH2AHsAHatQwIUqAsWmHeCANi1Fx4Adu1tm3n7XRfiA+wAdgC7LlAE6tA6C8w7QQDs2gsPALv2ts28/a4L8QF2ADuAXeuQAAXqggXmnSAAdu2FB4Bde9tm3n7XhfgAO4AdwK4LFIE6tM4C4QSRZVm0r6WuA+zaCw8Mdl34CzWKz+3VXJ22AdgB7KKTTR0RVQ3LExX+wQKbYoGwXzDAhRAXuybxAHbdmGSlPXFEey5LAwA7gB3AblNIA/VcqgXCQVwgTuAu/ByGB9gBBEJN4DM0UUUDADuAHcBuqdM9MtsUC8QGYA1zch4Lx9cAdpjEU9rAdWijTAMAO4AdwG5TSAP1XKoFUgOvAB0fU2H4OsAOk3eZPnAP+khpAGAHsCudXFLCmeU6T1T4BwtsigXK+sg0qOO4ADtM3GUawj3oI6UBgB3ADmC3KaSBei7VAqlBt+p1gB0m7qpaQThoRWsAYAewA9gtdbpHZptiAT3QznIOsMNkPYtuEAe6AdgB7AB2m0IaqOdSLTDvBAuwwwQ9r4YQfzM1BLAD2AHsljrdI7NNscC8kyrAbjMn5Xl1g/jQDcAOYAew2xTSQD2XaoF5J1iAHSboeTWE+JupIYAdwG6pYMeTFf5gA2igmgYwMW/mxIx2R7vPowGAHcBuaWA3j1ARFwMdNAANQAPQADQwXQMAO4AdwA4agAagAWgAGoAGOqIBgF1HGhKrmOmrGNgINoIGoAFoABrougYAdgA7rNKgAWgAGoAGoAFooCMaANh1pCG7vgJB/bDKhgagAWgAGoAGpmsAYAewwyoNGoAGoAFoABqABjqiAYBdRxoSq5jpqxjYCDaCBqABaAAa6LoGZgK7115/g/DXPRt0XeyoHwZ0aAAagAagga5rYGawW+pXuCOzShZ4//33adY/BvWuix31w4AODUAD0AA00HUNAOwqIdN6BJoV6jgewA6DXdcHO9QPGocGoIFN0ADAbj2YrVIpAXYYtDZh0EIdoXNoABqABtIaANhVQqb1CASwSwsdgwBsAw0sRgPnzp2jun9oi8W0BewKu7IGAHbrwWyVSrlIsKs7cHN4DDLdH2Sgi+638bR+zBqo8w9jAzQzTVO4P59GAHZ1RqSWh1002NWpPgbv+TrmugxsmNQ3o53L9NiEBsajAfV7Peqpv2w4NotDc68/oMPXXvLu93p9GoxsGC7feJh59yW+Lvt4PKSsP6DR2MXT98PzME2d52SZ/fJwWsOsR/3ByFvkTsbrUS8bFmHCPKUesXhh2mH58Xkz++f8YHd8ibZUZ5SOub2XY4C5v03ysQ4cuLDHdGlriy4duys4m7RA28EuHLBkkJwcsOwAaa4Hg3AqDR7AdPjxeESDvpsoZHA04YJ73qCaTzA6/GjQp14vo2EwGdSeJEzabvC3ZfTrenjwysQE91/8Lz85cc32sz698pVXqB/YaJmD+byT+mTbS5tpOw0pi9jftGUwmYumoIdq4NKEVubVQNhW5jMDWA5u0q8N2GkAMv3J9kurI9dH7WenIamnpFUL7MryVH3PjE36M5cvG9Cg78pVqa5K67oedcsudcZx8+CuIbALwM3AXA5iALtJAlvQlbUAOzVIyoATDlgyQBrIUQOlGRR5Ildp2IFPDe68sn94YKBOVrMGwGSSyKFO7nGavKqWNG1Z+tTP8xD46geDsykLD9xB+aROsaMtq8rLlCUCdiVpMmTqsoe2i+W7yGtNTOpSvrBufN22HcOePzlKHKMV6MF5e2pqUuw4z7EJDYQ61osmuReCHZeZ+y4vwiRMGbB5i728j9lFm11M6H4l9gj1VZZnWAYpG+eh5g6W3AAAIABJREFUF4phuLI0pRx8jMXT93G+eQCXavPFgB0pD1sIduazrMp75Hn2ti7Rpe3IPZ2eOe9Rb+sSwYHnE2JnwC6fnKqAHQtbBlAZ+GLxRqMhjUbxCcDCgw+Hg4HdrjH3Yqtu7fWrOknk9RpkOcwB7Aog4XYMwc5OxNwuUzx2Cuygh3qLjdTEUOd6Y2AX7vzI4krGA96KDdpaa8Ys0Ewa8UUA10nGCAZAc54vGOwYEPHwBQtJTkPy1GmZtDlsPhbExhSBzol4yjvJ6aTqYcvr5kfJi+PgDzbQGlgM2DG8CXh5YLdH2z21parv5cC3Jfute9sK3hwo7m33qAjjc83Gf9Jg98YbbyS/rDh2b9r32DUyeIfbZjIIBl6GOh47FnM40MZW9iL62ApcvHL8vI4MusNBZp7f4fD9wXBiO4XTk7CVJwmpJx+zIcXyndiKzW0k5Ze6ymddBrm2zGMTupDyhnWT63qSlGtyjLWnpCO2gR4WO+k1oQFpqwJ+FOzIvVg7SluLHvho9cIANAl4kpbpswG0yQLRSysIw/ckT5OWB6MODCWMpKXTnow3+RxerB667JIujovV9rratyGwU6sIEXoU7EL2YtDLt3E15HEw77MFu60tQF1oQf1ZwO6P/uiP6Md//MfpS1/60gTc8TW+x2EkPB+XBnbBitsMYAw6ohtz9LcnZbA3YacNtPKQdSSfVPwYYI2Gmdk+GRnA4+f1GpgkBOzGYxoarx2n69c15m3Ug0s4Yax6sG9iUpf6hXWT620AO+ghPYE2oYGYjgWG5F4M7CSMaEUfY3qStOYBO8lTp6XzdWAZzIuRhawN64BQpyPnUo9UfhIOx7RGN802DYFd8Ixdvl1qtlk9QLMYwl43ecmiVxnsGOou0bYAoyYanBsLaFCLwV0K6loBdoFnijtibCCLeWjCgbYMjqJpqq0+d39IWbEF2zzYmXxM+gA7GXRlApPPcqwLdtBD9bc+xcbzHBcBdrrNpU+GYGeuy1aq2Q1wiy+7WLPP3+m6SVoG7MyC0sZJAVY43nh5qoWal0dk8RldPOYvY3lpltRDl13nh3MAXaiBBYEdEcPbJNixhy54rq4y2Nkt3ONLW9iKTYCsBjs+13BXBnXrDHbeoJgPtPGXJ+x2hwz4+kFpBgF5dscNniPiZ+HclqmbNKQTubAVn9cJJgKTr7zUIWXnt2IjkCt5hvCjyyBhlnlsYlKX8oZ1k+t6kpdrcqwy8UIPi534mtCA7cd6we+gTDRuwC7i2RctsH6cw2DK9mbex3Qc/YKDpGn0lchTyuXtKJjnZifHCk5PtBqLZ8aCSJm4PjJWxeJJOXFcrMbXzb4LAjv1LJ322OlzhhPzOfH2rBfWPWNH3osUCcLZ0Msh2Gm4i22/6vBL24r1BsnyN9piA1nVgdbCgJsoZHA0A6x+8YHLo7ZtdZ4CGhYGJwfrIo/IgBydJAKwM3kB7IoHv8Xe4SA6Few8TbltLd2WRVvlYaGH5ibCJsAubHN8bq59YMvNs2VDYOcmUFkxeW+7ilfOsNyWW1VtbdP2VsyzJ9AnW7wa7MJ7G0pxkWprUNPn7LkLn6nT9/l8GWCHAaZ7Awwm9e61ad1+Cg1AA3U1g/CL1cz8YBcBDFxajQVCWKvzGWC32I7W1YEMkzp0wxqo+9fV/oB6oT+0QQMAu9Uw2EJyrQNyYdgqYIfBG4NWOGjV1QSHD9PAZ+gKGoAGoIHmNACwWwhirSbRENbqfJ4Gduh0zXU62BK2hAagAWgAGliUBgB2q2GwheRaB+TCsAA7DDKLGmSQLrQFDUAD0MDyNACwWwhirSbRENbqfAbYLa/TYYCDraEBaAAagAYWpQGA3WoYbCG51gG5MCzADoPMogYZpAttQQPQADSwPA0A7BaCWKtJNIS1Op8BdsvrdBjgYGtoABqABqCBRWkAYLcaBltIrnVALgwLsMMgs6hBBulCW9AANFBFAzwP4c/aoIq9UmFmBjsYv3sCTIkE1zEoQwPQADQADSxaA3AwWI3Na4eZwG7RjYv0MYBAA9AANAANLFoDy3ZQLLo+657+vECz7vWX8s9rB4DdIwyeIiYcoQVoABrYJA3MO4HWsdUy86pTrjaFhY3s+DOvHQB2ALuN+SUA7iyr+GvTwImyANygAaeBeSfQOrZcZl51ytWmsLARwG5jgKRNHW+dy7KKQWMVea5zG6HsDjpgi8XbYpn9c5l5rat2YCOAHcAO3sZaGljFoLGKPNd1UEe5Fw8ysLFv42X2z2Xmta7tDBsB7GpN6usqdJTbH4jnsccqBo1V5DmPjRC3Ob3Blu235TL75zLzWlftaRuNxzfp8oULdOHCRbpyPDbz/Xh8TDcvu89hPfneZz/7WRPn8s3jKCPcvHzBhLHhLtPNsU1b0jq+YtPg+/J3+aYfhstxRfK6OJmGpMXHVJlT1zmOtoNOq+o5nrGD1ysq/qoCWqdw83aWWeq6ijxnKSfitB9C0EbNt9Ey++cy81pXrWgbjY+v0MWLV+g4B6/jm1fo8kUGvThIjW9epguXb5rwHPdyJJyFxXj8mM04zYt5mvo+w+HFKzav4zxffV/OU2VOXZd42g5yrc4RYAewA9gtUAPzdtA6nRlhm5/4YdNu27Ru/+RJ/GLuRQq9ONO0Uievewf7tLuzQ1/+8pdpZ2eX9o/EY3VE+zv7dDQe03h8jw52d+ngnu9NmlaO2H1O62h/N8jzXuW54d6BK2Ms/arXtI0MVF2xXjdzzp4xtr+CvVS6IRRKOAN/Fy8WbXgl8MRJOD4aCIzkZbx1ykuXDGfKOlnmKnXRdtBlqno+E9idO3eO6v5VLdCmhqtrTw6/qbaatd7zdpZZ8l1FnrOUE3G6CTDLBITxmKFjh3b2j7yx6Wh/pwCTeXTWVDq6DHX6p4EF9gIdj2l8zNuE1T0/nGfVvMb3Dmh394Deuf+czvg3ih7dpr2dt+i9xw/J3hvRA3pOTwzcndCzszN6djI73FlA3KHda+/Qx89f5Hl+SDf2rtKb737itaW2nZwLYB7ef0GnT2YvR2gj9oqF8MzbpBdz2JP89dFt39p20vf43HraLCwaT1sE3CQOb+uG+fM9C3ZctmO7zXrlIl0oSSdV5tR1zqOqVqSs4XFmsKvzm1iAkOmTBtuozj/YdLpNQ7HX7Sy8sko9YxGmnfqs8xyPBtTv9ag38denV77yCvX7AxoFz3uk0i27PplPnwaj9IBrwpfkPR4PKSu5X1aW1D3Wb92/VFq4Hu8LSwcEAyS7dHXnBn34/LEBAjvp79O7z2muSd9C4/zphFrR/TO8F37WoGEn9/SzXmFc/lw1L9tub9PDF0/pSQ5sH7xznx7Sc3p8dI12rt+hs7Nn9Amf5xBt7Ly/6zx8B9bbNr53RPu7uedvd5+OIt499rbtXHuHnp0RnZ0+oZN8DHr40YiuvnXXtBuH2T04MGntHtwjnS5fv7Zzne68eEFPP4rnNxH/aL8ou7aV2ChlX90GOp4+57gMZWUAyOHLtmUNxF++mYRaC/n2+b/Lly+aLWBdBn2eKnPqOscVO+h06py3AuyGWY/6g1HSiFUqNG1y0mnIxJcN3WQ3GvSp18toWDKxLmKCk3I1AXZSLw8csuFcdpXyNXmMlZPbv04bcnnqtkedzmI7vR24i5V6iTZS9knlyXqbV/OpPEM7jocZ9eYAszC9VL51rjeh9zr5bWLYZQPCmCfr63fo7ls7dPX2A+tRMrB3SPdfPKfHH1hP1L1gG9HE2z+gg92dfNvxiA5ySNkVcDHpXKdv3bhq4GV3/4A4HW5XDRk7Cl6qwESqf4Z6CSHAgsdiPHac9weHu8YW1w+OinqePDmhjxiwRg+YksnUj8+ff2xst3vwET07PSN69CHd2HmL7vxpvlX70WOyl2/QzlvvFbBobJdv57K3jdPU9S708/wxsbd0Z/cWPXz6lJ6/eES3dnfo2jsfm/MPb/C9t+k+PaARbw1H8tPxuSxnz05o/OR0Ik9pj9DetqzHdOViNZg2W64lYGbSC57h03Uvgy4dzupg0rMoYVKAmrou8cQO8rnuceVgZyaNbECDfjlUTatYncnHhu1TP4ee8XhEg36f+lPKUCePaeUN7zcx0YXlM+DTK/fWhOVYxuewnLPmWTedOp3FwFzuXp/WCcvKn8ozBDupy+EBe+4yyvrWs9cfDGlQnNvFjwE18fpFwF3SEu+f/mwXMJJ2nh57EvsDMnlnGWUqbds3ci8jh3l4UJSHFxCzwmkTeme7e7bo9UgWa1Jna8/ZPaEmHbGHd6zuZZWySHuU6aXpe8sCBC43g8Y1ds29d512rt6mh08/IYE99jAZKDm8b71ND48KL899hpjdb9GHD57S07s3aIe3HT9+TE8f3KK9nRt09/ljk/bOzpt09+Fzevr8ITFMvPXeU/rk4Qf2ObMZYSLVP8N20OMB3ws/h+Fjn6vmJXE/ecr1vEpXd3bp+tHD4pk6hjAGI4al63de0Iv7h7S7y/BsgcmU7+QJPf/wTQPB/Jye/LGdH+XeVBNu7Noh3M6Vtnvx4j4d7u4SMySJpzD38J0+OaGHR9dp580Pie7G8xs/Y/B08cUjKPXUR7GRsW8AZjHYk7gCcvyiRQq2dJvxVvqVi/wCxOSbs2X5GJspIOTt1NTLHCasebN3cgEwLQ+xg9Sv7nHlYMfeOh6MecKRQdkYxEw2boLrCYSVXh/Qz77kTzZm4A8mPxloBwM74BsACuBST4Cc96ImOGmwJiY6qZeeQMS+xqbsuZHJKWHPGEhoW8hEztfknNPWn73JNrC9a9vJyVbK78NNRq9FYCJsD11nsWl4rNNZZKCQNKqu4CS8HFN5antxWK/uOYyba/pc4Et533T7Sp6SltjEtIfEzb3SGvolvLG7d98utuQ+p6f7k01jtgVZY3pXXvaYvcQGYpt5jmGbzZPWMuMuBxCsd4ih4/ljhoWrdPvhU+dhMl6lXRIoMdBw7V16nnt5jMfo7Bl9fJh7pOiUHr9zzXiCeAvy3WsWYohOjcfpA/ZcfesRPX/3WgEtGl6qwkSqf4btE44HZkIPwCOME36ukpfxkqlnFMfjE3r84BZdvXE3t2u+5fmJBVrjsHvXbc9qaCo8euEzPmfPiu1WeT7uW4/sM3u6zAyOBtSfv0vXDDi+MM/yFenmHj75/Ohb0nZBhi/u0P4bB3T/hY2v8wjPxUax58/CNgjjel91EgE2Dl8lzLR8vHT4JYr8q1jC8vDnVFqp65KG2EE+1z2uFOz0xKAnD2MQ8zyS9TbJJM7g5w3extNmwVDi+5MTe+LcKl6MI2GHg8w8e8STlQWayETGzxfJZJd7Npqc4KRMjU10atKPTd4y0QkQePbUNs/r6tuTbZG3ibZF7vHk57jEtmE+Uk/XtupZs7zMEtfm6TyNKZiQ8JKXziN2XqezhB1vqWAX2MPoTdrjtZccnOeQrgE7al9pMwZ7BdqeBgT8JO9Em1q95G2n0orZu+zaIvSu8xNtGC1JnYy+RXcOSI2+ggWPTkvOQ7Dz83CL0HBx5IULPKKStitDRoNgkSth6hyXDwi+54fB6+rtu/T2roW5F0/fKTx07BkSGCCGBnk+K4cVgb8ijPIYycP54q16+PZ8MFF1TPC9PVfoovputartUiUvfpbw2s4u3XrvY7vNzG+r8jNw1+/Qiwcj2t21L07YbW320vFzbbzFbT1xDGr8diu/RWvg2WyffmK2q1Nv0BqP29W36M5HD/Ot7XtmK5y3wXm3lOF559q7dJoDoUn3zbvGI3vv6MC8SWs8h3eu59u1fn4C8RK/zF5io1nH27K01+me2GHWMq8U7MKBUiYarowMhjJpS9hp12WrqIDAfFDXBirSGGa5t5ABjyFQDfbeJBCBGX1/jglOytXYRCcTVDDpu4lDJjbr2Sxswd6YHB4mQELVT7fRMFN2ycOk8pF6xtpW7kn+ejIuwku9VFkkvGhE0kkd63QWbyDnL6Os+GxHmHcqT9GzhJe66LrLtbL2kPj6qON51xsAO0nP5JG3ifa0y/1pxyb0znmwHq0X2vVdvi42EHsePnytWJTwfba/8cQrzUt6qfqUtpnAsxkXVL9QwGzKIotEvWA053kccz65GOWy1flbNiDY57HU25rmmTjeRsw9TOx9YzigU/rYwEAOfAwD+fXHanv2qYI8s9W4s0Nv3n1oPUb8LN/uAX38PIeOCLxUhYlU/4zZ+viK+6oT+cLcWLjUtap5PfxgRG/u2Rce2Atp3lZ9+sJucesXJ/Jz9tIdXXcvTlw7+IienJ6Zlx6OrttnEvkrU/iZuNQbtB+8+ybtqa9XuXb4Dt3nN2T1s3y5h854+fJ0d69do+u7b9Jdsi/HxPLjrXZ5LpBtY9pGeSW1vcRGvE1atsWp43TxXOwwa91WBnbWmySDsjrq1bWCMhlUZcCWyTx23cBFNvS2B7WBXBpDyootWAd2Fk5y750edINJgNOcd4KTcjUx0bl68XMGzrtmyhlM6pKvF0fVT64fsodIwZQGO7Fz7JqkHztK2tKGEkauy2Qcva9gQsKH4SS98Fins9hnIJb38oTURdddrnH95NzCgUBAuUc6tItJwwOLOICY/BIeOwEisS23fegxlHtlxyb0rtN340neb3Mtiz3lOGET/XhCsBjS6fO5jDVy3WuTyLgV3tdlsLsQvv2lbLo/SV6zHJcJCGayVqBht/h2aOfqLfs2J0ObvBxxcEDXd9+mh/SC9KRfwBhvw2rIe+ca7R7eoVs57PALEu8w1eUepHlgos6YMEsb6Dh18hqfPDMvPMimprytql840OecD8Oc/XdGp89OioWAd/2Ju67LxucnT07tV52YRDgN94bsybMz81yfxOEtYvOiBj92d3pKp2en5mWZiXLk+U3Ej7w4wXHr2EjK0sXjvHZYHdhFQGNisJNVcLjlmroug2sONamXIWTAHXG6mX2JwuadTwqqbBbyJgfgpiY4EWUTE52rV/62mPEeqIlumt1iYMcP80dggMttJlPzoL/Nw1wzec4BHsrDIRNdytZhfcWWqWPdzsLbsU1+3Yku16yQYKBLw4iCbkm/zC7GlgqOOY6ET4JH7kWSN2sZPIpnNdXiS/KvcmxC77F8xK5hnXTddDxZnOhrqXNJW+6HeZi2SfWhQNcTY52yY1Ngx+VcJiCEoGEmf2YN2cIbP8lhhaGBwcU+66UnfZ3GmMPzM3W8sGHoePbEfCWH5Q77rJ20RQxedLrGFhGYqDsmSH6zHJeZ1yzla0Mc2Mh65ue1w0rATkNUKCYZaO2g6Z5bEa9R+XX3QL6ZwCKTHucnAzIPxDJY6zK51X+PevkzMWZrdwETnNS/iYlO10vSNZOwAG8ECHSc1LmxZQADXvqBnS0M55N/cC+0v6Sjr8cm4RhMFO2kJkWdXng+b2cJ06vyeRV5VinXqsM0onejZ7WoCBeACqbCrVijUbkfWfDE7CNjhdyT/qL1Ktc05Ml9OZp72iOqvOui6dR2sOSNY72t6ZS9ltk/l5lXqr5tvw4brTHYVRGXHiB1+NR1L4waNPX1Np83MdG1uX5tKNsqBo1V5NkGW08rQ1N614sO/fUrMk54MGW8yeJtVEAYWfDEyr8osOO83GIooyz/poBYGXCtGaATOy6zfy4zL6nfuh1hI4Bd8QyBFm8xQEY8RTpc286bmujaVq82lWcVg8Yq8myTzVNlgd7jgKK3aFO2w/W47WaxyzL75zLzmsUWbYgDG60Y7HhgrvPXBtG0uQx1bClh21yfNpZtFYPGKvJso+3DMrGG6/zj8GEaXfks26/y3OIsL6N0xRbLrscy++cy81q2HZvKj22EP2uDeWw60zN282SIuM2tNmHLerZcxcC6ijzXQReyOKlzXId6oYz1+uSq7bXM/rnMvFZtV+S/2n4AsKv5/VAQ7GoFO4/9VzGwriLPeWyEuOurb7Rd/bbj/rnMP7RR/TaCzerbDGAHsOvsFlc4IKwCslaRZ1hvfK4/MMJmsBk0AA2sqwYAdgC7jQK7Za7OJa91HRxQbkxs0AA0AA2snwYAdgC7jQE7DFDrN0ChzdBm0AA0AA3U0wDAboPBTjxKyzqic9brnLAX7AUNQAPQADRQVwMAuw0Hu7qCmTU8w+OscREPAxs0AA1AA9AANFBNAwA7gN1SgAtgV61DYuCCnaABaAAagAbm0QDADmAHsNtgDcwzeCAuJh9oABqABtqnAYDdBk/qy/SiLTMvDDTtG2jQJmgTaAAagAaWowGAHcAOHrsN1gAG2uUMtLAz7AwNQAPL0gDAboMn9WV60ZaZ17I6z6z5vP7664S/9bbBrG2PeJjcoQFoYNEaANgB7Cp77I5vXqaLFy7QhQsX6fLNceV4LGKAnRvMGOref/99/K2pDbj9Fj0wI33XX2AL2AIaqKcBgB3ArtIkNT6+QhcvXKabx2MaH9+ky3w+rg53ADvXMQF26w216wx2586do7p/mzKp1rULh98U26CebvxeB1usFdiNx/foYHeHvvzlL3t/u/tHpR1Mx9s/ulcadlWNdu9gn3Z3bN12dnZp/8hC03h8RPs7+3Q0HpOtxy4d3KsOVGX1qQNbNy9fKLx04/ExXbl4ka4cVy9HnbzKytyFewA7gN2qdMwwUuffJsELbLNe8LKqPrQO+a4Z2B3RtZ3rdOeFHpo+pBt7e3TrweMksI3vHdDu7iHdz+OdPjlJhl1Fo9nyHdA795/TGVft0W3a23mL3nv8kOy9ET2g5/TEwN0JPTs7o2cn1aEqVaeqsDUe+x46C3bw2KXsOu06wA5gN00ji7rfBLyMRwPq93rU03/ZcKYx1aTVH9DhwSvU7w9oVGMXoGkbzWub8XhEg36P+oPRhC1Ggz71Gqyf2C1mr/Ew89omG84/V2hb67ylzqyFl362ehvqNDjt8LPOr865lCess0m/1yN93bRJL6NhiebG4yFlebs1VcY69Zk17HqB3dE+7Vx7l07p1EAOV/re0QHt7lyn9168oKcfHdF+7tHb2d2no3tjC0biCXvrDn3ywWQYk87BLu0eHJj4uwf3aHwvHm7MZdg/oKP9XeM15LAc33jT8mvG4ybXE+noBrPw9jY9fPGUnuTA9sE79+khPafHR9do5/odOjt7Rp/wee6drJufLbfv2awMdrwNe/EKHecdwGzLqs+6Lqnzqnml4nfpOsAOYLcqPc8LL1zucIIzk1+vT4NRfYAI01qVXTjfRmzDUBUAXAo25qlrym7muoIV+3m2tqlSvlQ5psUN44Wfp8VP3U/Z2qbfp36+ALHh+tTvTwE7XsQE7ZnKu03X1wrs7h1YmNJbsQxwhx8/pRf0gEa7u3Tw0WM6PSN69OEN2nnrPQNKR9d36K0PjSuMbl9NhNnfoZ3dW/Tw6VN6/uIR3UqkxWXY2f0WffjgKT1+cIv2dm7Q9/7UbhHvHnxEz2zmdGPnLbpjrsfzC0XwweEuMRBePziiezlAnTw5oY8YOEcPiE6fEOdtzp9/bLak6+Y3fnJq0pG8q8LW+OZlunD5ZrEKPb5y0fss6ZUdq+ZVlkZX7lUBu7v7L9M57RHp9ejcy/tkrp97mfbv3o2+fBG7f/fuPr18rkfnX71r4/fsubzAsf/yOer1ztOriTQlXJWj5CXeHM6zSrymwty9+yqdz+0Ts0UT+XD7rasWG4GXyGQ3zJw3xPMYKU+e9ZDknj6ZYPO0tMfOxc9oMOgbL4uZmLOMMukTKt2m2qIR2xivnQ9SIbRoO4h3j+0nQChwIvecPXrUC+wWeuzCvLRt7L2Msr7fBhwmloe57nlnLQRJHocPX3Pt0cvoNeV1NWGkrRRoSnkkDSn/xGftdVRtrW0ntuA0i+t9Wz/tmSvq0R/QYGC9wmYxkg1ooMCuSKNnva7SDmYsC7zKYdgijwVrVOw37bhWYHe0v0PXZR/2EW/B3iDDa2en9PSda95zdwx/DGDjZwxBu8Rs9Pzd6WEo94xpeAzTOuQ93bNn9Pgj3uJ9m/7k0bdo940Ds9V79sxu845PntDzD9+MlunR8/i28SdPH9KHN67SVQa8o4fFM3WcH6cr9X9x/7DYWp4nv6qwpT109iWKes/XsQir5jVNsF24XxnsSgAuBSgxmBHYKsCOH6A//6oBLnuPH6ifH+wkHwZQLp+BrN45enl/eXAXq3/KVrNeB9j5XgztsQsnaAE+fd2GDyAhhwILCxaMbDgLjCZ+Dgg6fpPjQRNgx+Uxk76CEbZBAWkGlPK68zaf8nRKOAN5CYCL2TO0gYlvoMr3Rlkbim3ttjEDkG4bTqvIIyif1EuHj53rNozZg6/ZsgTb+Yktz6I8akGhNWDTUnoKtlyL/PoDGg4y41lmkO0PhgXYeWmoekfrx1r1tJjbdKJtfftzOZb1tzZgJy8OWOeVdfk/fOc6XWWv3HjsvFn68Ts+f3HHvHxw58ULun+Ye7xiYQyYvTDPrhWesVi4nX3itPgZNxPu8D69uPsm7ezb7dITtV+fTOfsGUk4sw2rXv4Yj0+MJ/Dqjbv0/LE8U/iCnn7ygQeosj0r6bBgquSnhVUHto6vuK86qfPShORXJy+J09XjPGCnweXuq+fdszQCauzpy4HQeuJ61Dt3ns5rj925l+nll63Xz8DX+ZfpZQV2RTyeHLx0bTpmBZtf13CkyybX9/dfpf0c7HS6BfyZ8kq65+mXr3H53Wf2Isbqyemb/AqvwHn65e9dM55JU75zL9M1k5atZzLv8+fpvKQRqZPUQx8BdpPP2BXgoj0tuV2Le573R02GyhuiPXfc/+OTOkOJjd/kGNEU2HnQYSDBTfDGMxZAn3iXCg+R2vrzPGnKnho4UjYQMO4JhCgw4jgMatw2dfPQecfOwzaMlU/H4/v6c6o8RTjprzkUSz0kH9GMfC7isV2HmfEAjwzgsY5yIGTdRtrFK1duv8PXXpoeNuK51eVZ9Pn6gF3xAoSFKtNY4yO6tvu7U/YHAAAgAElEQVQm3X3+mMwzZGYr9RPzfBx76fjtUf3ygXleLRZGnt3LgSuZloSjU3r8kEHLehCtB+1bxJ44BlB+/o7fak2loxuV33q9trNLt977uHhW74i3e6/foRcPRrS7a1+cePyBvADCzxLy+Wz56byXCVvLzEvXsY3nlcGuGMAYznIQy8FNQwtDx6vn1VarQE2+vSoA5Dx2L9OrL583njSGpnMvv1qAnYYz63GznjybhvW+iWcu3GY1AJaAIxs/T4u3S3NPnk7XwZrz8unyePVUafB1A27nX/W2qiWusZXYQsWbLFM1ryXAznnsLDw4yArBRfqfnazzSTTiEREYkKNs0ckk7U2wC5o0mwI7rrOUW7xcnh0iAMH3TR1Nn69gzxwyfvYl5fVS6Up+fBTw0Tb0rgdQI3HD8LHrOoych20o8fRRwko76891NST1k/TF9vKZjy79IWXFFizAbmkuRN0Y+txAUv4SgfZSHV3boTfv2jdGj65fNVuf/KzatXc+Nm+P8hbt7uF98/IBx4uFKTx5p0+Kek4LZ4HMvqF7+oTTtc//mbwPPqInp2dkr0+WKXyj9eEHI3pzz32Ny+61d+jjpy+I3rvuvzih6l8nP7aBvHShbbpM2FpmXrqObTyvDHaRrdgCVn5ZeetyANTP4P3Ky+fMM3kMPR4QiUfv1fPmmbt9A3j8DJ6DGgs8MmHkMCfx8ufwGKTE6yZ5lIIdexcV9IUgKs8MSv2Kz9orGamnhCvKoMopaV1jW03JW7akq2wbA+wc2HH/MpOm9grlnhTxQJntPgUPFvISHjvz3FZ+zwCg2oqVrbo1ADsLEvy8l4O0CVtpwDV1yuvKtpK6Gi+n2CO9fSrjnAZok59OtyytWJup8pm08nJpcHPA5LZ0w61YUyblhSzsoK5NpBMrT5mGRH9KM2ITP78RDTL7EoXVZ77YMLZJLzwYQKWMpv5efr6WTdgFaVTXqex8bTx2pnGCh/+lYvay3Z5loLL/GKzy592enJpn1Fz4yTAnz868MBw2lpYONx4/8d7Q9cLnz9ql0pGyyHF88sy89CG7v2enT8x2rX7hQZ9PpDslvzAux18mbC0zL7FpW4+NgZ2ClRBspoIde66KLVgHdnbbM+FZU6AZBTsFVVIeOYbQVwvsSuoJsKv33E4TXimZ4MTbwv2MvSQFjPAELN7m3IvktgX5BQD7EoR+vsuDhSJ+Rln+UobO007IPjA10debsI2UQ6BWbCLX+Wi8eLl9jA1y+Aq3AuWzhTX/hQdtD512mD63g7cVnr9cYNpHefhieXBaJh9pS4GZ3FuoYSd6HsTT5QzLP/G50IB6YSSHNlt2pyG/zvymq3uRR/LU6YuHT4Odn4aLX+hWPS7AdQ3bkOPrPBalUanPtONagd20yuB+vUF+mbC1zLzaroNGwI6fH5PtzPCt13Ar1mw/+lu1+xznvH2JwnqrcphTnjULecpjF8lPwI2PskUrnjy7lave5k1thypgFC+bAJv1Hk5uAYcvZpiySr1j29ZT8obHTpaU/pFhZ1X9admTY5NgtyqbleWrwaMsHO7Vm0fbaC+A3RLfVGmbAJYJW8vMq212DsvTBNgx+FjwylfyuVdLg5F7YYDfeg3B7q55Ls1s3xow1F46SdO+WOCezZOXGtxLFRrsLNzx83OyjWuhTsK48rivW9HlNfEjXr9YPYuwRV5B+QPIm5Y3wM4HOvm0bLArPCR5u4q3KexDi/gMsFt/oFmELtYxTYAdwG4pK3KAnRs0q4CdwFBbjiGAtaVcqygHt986DvZcZoaXun/rWte65a5rFw5fNw+Ed+MgbLE4WwDsAHZLGZwAdq4TA+zwyxOY1Fx/gC1gC2igWQ0A7DYc7Bi4lvWHzms77zqC3So8Y23Nc509duiDzU6gsCfs2UYNAOw2GOzaKMhNKBPADh67TdA56gjogQZWowGAHcBuKVux6OCugwPsAHboD64/wBawBTTQrAYAdgA7gN2SNQCwA9hhImt2IoM9YU9owGkAYLfkSR3ic+LbVFsw2OFvvW2wqdpFvTF+QQPt1wDADmAHjx00AA1AA9AANAANdEQDALuONCRWUe1fRaGN0EbQADQADUADi9YAwA5gh1UaNAANQAPQADQADXREAwC7jjTkolcASB+rTGgAGoAGoAFooP0aANgB7LBKgwagAWgAGoAGoIGOaABg15GGxCqq/asotBHaCBqABqABaGDRGgDYAeywSoMGoAFoABqABqCBjmhgJrA7d+4c1f1bNKF2Of26tubwXbYH6oYVLzTQjAYwtsxvx3W04TqWGX2+ulZnBjuq8Q+gUb1BYuJl+9X5B3vPZ+9YG+BaN2266RMcxpb5db2ONlzHMmMMrq7VlYHdeDSgfq9HPf2XDRvxNJm0+wMajce10huPh5RF4sXK2h+MaqUtohwPM6obt+lOOMx6lcuQsonUh49in2zo7D0a9KnXy2hYsw2K9CLtoPPEefVODlulbdV031o3WzdRf+n/bR/Lo+U080+fBiM7dpnxLhi3po3Zi7KhHk9juqoyNsfi8bV5yzyrLXV5xuMRDfqOAabVV8ed97yu7WL1rTuPz1vmOvFXC3Zq8rYdynWwOpVoKqxpPFUmSTd1Xe5XPTLs9LOMBllGvUg+qXTm7YQ6XVOXbECDfjXoqlJ3G4brZsHcdtg+9SvmocvH51XyDOPgcxpeYJu0bZrqW4uepEyf0Ivg4tyNmTEomdb2TdQ/7K9tHsvFHmYsDhbnttwMGm5srDJmr8qGod2lblWOTZRZ8qlqSwnPR+kvAkfL1kxd29UNr+u6ivPWgB1Xnj1JQu28SipWgMqTxyKS64Uo2PvXzygz9J/RawevUD8Hp1g6ppGyjDIZHLNhITSTdgBdqUbV1wVmeOUXS18a15Rf1Ueulx2b7IRiYy6H2JrzjtXllcMDt6LKbZK2/4AGA+slNZ00gEcdr+cBoFux+e1p05rFXmW2xL005GyibZroW8uepLhPSF+RNotBidwrOzZSfzP++jskMs5w3rExmK/rMUHqY8ehxY3lYovQhrYNGeiGlCmwK8pZMmYvwoamPdU8FNpQNBebr6SOZccmyizp17GlxNHzjVwbjYY0yj2nVbTBu0GhXSQtdz2jQTjXaU9hybwmafExVt7welUG0Oku6rw1YKeJPTSiDBLmet7pJsL31Mo1H2gOFeCxAdPp2BVamK8Y3ebrAES8bTr8RKN65VTpZ0MzoMlAJnmUHZvqhNZmqix64FCD80Rd8nCl9u8PaDjIzJYGd6r+YFh4BX07uYHTdL4C8tR1KcsM29ZldsQ9QF2ogSb6lta3pC+TlL3nQIUno+mTVo9k8SPp6eMsE6mOr88XUf+JsVmNM+kx2I7fdoxZ3FgudQ9tKNf1GMnXTHmmjNmN2VAcDXKUsVHGw/yxFs+GyrZShyrHJsos+VS1pYTnox779XVzj+vrzZ/l2pBHrgq7GDjP45hz5zCSvHSftZrL50UVV8K6Ms3PADrNRZ6vFuxEwPlRYMfRtjMk3wvFUDRkIHxptMPXXiq8e9rLJ/dZECmI0UbX4VPXU+no6zpunfOmOmHYAcV+XBZdR11m7zp7UdXKVeIXYYaZ8QKODODx8xO2sxTpF+2tO2rexipdk54J6+LXsRfCAuCqaqCJvhWOSzpvq+UAVKZMWrb/TU5Gkm7Yj+V6CCVyvezYSP3NROzGah5r2zqWiy1aaUMFaR4c690rNVcW4+4MzzE30e7z2LK0z0ybZ/L6Jjkh4AGZp6S8fNS2C8syLXwyHeMJVHObOETUdR13keerBbui4uytUYNf0LBigFQD6EbisPLZgJ0ChiId1fApiJGwOj1ZGcg9yccCoquDf50Bx9VN4tY5NtEJ7UDhD77aje+XOVGXoF2kA7i4Q8qKLVgHdrYDpldEJn4+YPH2sKQ3jGw51bEbwgLwpmmgkb4V9Audp2hZxo6qY1gKPDjt1L2Vgt2ajOXSNm22oZSxGF8T+gq1JfGqHJvQveQziy3Lyl61j4ThpDxh2mJHuc9HHSZMZ1r4ZDrK2+elv6lgVxhaVrJmBZiTb74fXkz4EiZhxCKt/oDMVmwOjHoVnDK6vp5qvInrUh5d5gQ46rh1zpvohKF4Of8JqJ1WF1PHSUBzdhvRILMvUdi087BqYDLlyNuEB4TQA2g8s4X9HGDWsRfCAuiqaqCRvlXo1b0VLvm7vpG/dan6AoeRSSQMl5osOU7qXhvAjstn6hIbS1owlku7tN6GZn7Lx08z7ibmQ+Xlk7pVOTahe8lnFlvKfFx4dk19rafX08+0eT42v+s4ebr6eXIut+5vqfykfmH4iesxrasxQc+zOu4iz1vhsZMK8iBXPL/GA6Bs3SmvG4tIrktj6UbitPRnCxL+dp93X9F04dUKOosOL2WVoykzl9O8vJF3voYbdd5OqCFLyi1HDXzRuuQdQ9plmv2lk+s8C7uynfKXVqTtijyNDfOXL7T9WAdBe0jZcQTAzauBefsW5z91klL6NWOJTAR6AkpM3rH6SR8L77UF7LhcbR3LxWattKHMd/lRxkguc3QeC8ZmqVuVYxO6l3xmtaU3L6jte06X05w2z3O4mF386xll6qVMKXORd943Y/lJWJOempP0dT4v5rAFMkCY57TPKwO7aQXDfTdpN9kJYVdnV9gCtmiqbxUTRT4pF56IyIQQm0Ts4lFesqj38oToeFVgJ/lv6rEpDS3TfutY5lnsswpv2SzlbDoOwG4NfhtuUzph0+JGegC3aRpoS98q2xWYVod57rel/vPUYdVx19GG61jmqu2cWmRVjd+FcDODHQujzl8XjLWqOtSxs4RdVVmRL2BqnTTA/aXOPw6/iPqtEuxkzKh6XET91znNqnbT4VZdX12WquerLjPyrz63zAR2MHB1A8NWsBU00F4NVJ3UdDi0Z3vbE22DtoEGHhHAbg22YiFUDFbQADQADUAD0AA0UEUDADuA3UK2lqqID2EwSEED0AA0AA1AA81qAGAHsAPYQQPQADQADUAD0EBHNACw60hDYsXT7IoH9oQ9oQFoABqABtZRAwA7gB1WadAANAANQAPQADTQEQ0A7DrSkOu4qkCZsRqGBqABaAAagAaa1QDADmCHVRo0AA1AA9AANAANdEQDALuONCRWPM2ueGBP2BMagAagAWhgHTUAsAPYYZUGDUAD0AA0AA1AAx3RAMCuIw25jqsKlBmrYWgAGoAGoAFooFkNAOwAdlilQQPQADQADUAD0EBHNACw60hDYsXT7IoH9oQ9oQFoABqABtZRAwA7gB1WadAANAANQAPQADTQEQ3MBHbnzp2jun/rSL1Vy1zXFhy+atoIhxUjNAANQAPQADQADVTVwMxgRzX+dR1kuH51/nXdHlXFh3AYqKABaAAagAaggWY1sFKwGw8z6vV6xV82HLfCkzUeDynrD2g0rlaeJsBuPBpQv9enwcjmOR6PaNB3n5sUflfsrm0S1qmnbKnDDbMe9QcjT2fW9k6HRpPZkKLXjV779MrPvlTo1mrYtpWJU0M7umw4b3Zwgz1hT2gAGthEDawM7OykmdEwhyf7eTEgU7dh607OzYFdj3rZ0EDHosCuS3bX7WrALrcdXw/rWVzLBjToO90V1xWMGbAPwHA06HtAGOYnZamrHYmHIyYgaAAagAaggSY0sFqwU5NpWBnPA6Mn7MLLl9Fg0Cf28tnJNKOsb70u/cGQBsW59c7E0jPxsowy8Rqyl8Z4ynLvTUn5dHkbA7v+gAZZ7vkJPHbJ8qsysjdqGhhOA49YPlxXd311ducyhN42aQdTPqUTvs720F5g+cyQpq/HbCJhJX2AHQZc0QKO0AI0AA20WQMrAzs2igERA1XlHhSZZLUnxZ7bidtMzLmHZeK8P6DDg1eoHwBQAYQ9m7dNLz/nbVEVfloDNgl2I867AMz49p6zh9uuNeXv94tyx2BF6rGudq8LdhrGyto3tJUN63uPdVpsRwe6/iIgTEtsjiMmAmgAGoAGoIFlaGClYCcVtBMpT5A5WBVeuXzS7NnnosJJswAcBWI6jJwfvhY+DzWZnt76lHhLf8Yuh8mh8dopaEvYg+0nwCHQY+OOi+ti49hxXew+AVG8GAi8cyZMcE1so+0kdhDt8GfT3uK1zY+hZ1CnZeJwmwT5FWnVWBRIeXDEgA8NQAPQADTQhAZaAXZSEZk8Y5M0hwmBSyZnfT12bsBuyiTcJrAzdTDPguUeuwREaJsMZVvabFfyVrTvcRIbx47rYneB11gdYpop9MEvwwTgZl54yAHM04wJO2k7sZHkHcuP7+m0JCyOGKyhAWgAGoAGlqWBlYGdmRhzDx1XVp5tc1ukOdTkz7yZ62rSFW9TET42SeeePLMVK1u1Oj3t6VPPtNWdnBvdis1fJmEokTc7TXki5Xd24y1YtY3Mzw0mvEbrbHcue+hJk44Sgpa1mfIAB2BfBvI6rqQPsMOgLFrAEVqABqCBNmtgZWDHRuHJUn/diZ60LYDkW7FqUnbXM8ryh+M1iCXP9XZmnp4XVoOdeHgScBQ26CLAzsKF8xy5ek9uQxo7Ctjm4KptGZa3K3bX9fLsY7xzemFgAU+H53MTR77WJGhrA9bqWhTsAi9gscgIrse2bMOy4DMmCmgAGoAGoIEmNLBSsJunAtrjMk86TcRtAuyaKMcy0miT3ZdRX+SBgRYagAagAWhgnTSwVmAn26/i5SvzSi2zEboOdm21+zLbGHlhYIcGoAFoABpYBw3MDHYMM3X+1sEYs5axjh0k7Kx5IR4GFmgAGoAGoAFoABpIaWAmsEslhusQGjQADUAD0AA0AA1AA6vTAMDu0eqMD+HD9tAANAANQAPQADTQpAYAdgA789u0TYoKaWGQggagAWgAGoAGVqMBgB3ADmAHDUAD0AA0AA1AAx3RAMCuIw2JldFqVkawO+wODUAD0AA00CYNAOwAdlilQQPQADQADUAD0EBHNACw60hDtmm1gLJg9dqUBl57/Q1a5l9T5UY66APQADSwKg0A7AB2WKVBA63VAEPdsgbHZea1rDohH8AFNLB5GgDYYVJf2sSJAWbzBph523yZsLXMvOa1C+KjL0ED0EBKAwA7gB3ADhporQaWCVvLzCs1IOM6JmtoABqYVwMAO0zqrZ3U5xU34q//ALlM2FpmXtDm8rX50Ucf0a1bt+jGjRt0/fp1c+TPfB3t0Vx7wM7N2XJWXc4EdvJ7p3WOsxYQ8VYvErQB2mBVGlgmbC0zr1XZcxPzHY/H9O1vf5vefvtt+v73v0+np6f0wx/+0Bz5M1/n+xxuE+3TVJ1h5/bMEzODHdX4xwDYlHiQTnvEg7ZAWyxaA8uErWXmtWi7IX3XN2/fvk3vvvtu6YzF9zlcym7j8TFduXiBPvvZz3p/Fy/fNHHs/Yt05TgNh2Vhjq9cpMs343FvXr6QvJcqr75elrYOx+fj4yt08YKt58Urx0l7hPH4cxN25nS4vtrObOPjmtBdZutY2eWaiXf5islv1jQkLX3ktG5edvqQz1zPCxfSba/TqHO+MrAbjwbU7/VpMLJiHo9HNOi7z7FKmDj9AY1qNnIsrSau2TL3qNezf9kw3jGbyIvTmFb/8XhIWQP2sW3j6mXqlw1rdfKm6pxKZ5otUvGaun60v0Nf/vKXi7+d3QO6V6LL8fiI9nf26agkTFNlk3TG43t0sLtLB/fSukyVy8TdL6+T5FP3eO9gl/aP0mXS6dWFrfH4Jl2+cJluzmDn+nnF25S1UbV+uq7hecxOtk13aCfQkm3HHdrZP0r2U92mVbQRlmfRn2P11XmmtKrDhOe8LcgeuSr/OFxqWzamK3Ptopusw7yrfi4DiFi+VdPlcGVph+lYqLtIV24ek61b9X7UnJ0ZoJ1NLQBdoLqQGdat6ufxzct0IYf1qnGmhTu+eYUuX7xAF9S4xLDN+TCwGrtftDA5La2q93/sx36MPv/5z9PFixepVzUSe+Dq/It57Ap4yIGhCthVLd8ywgnU9QejfMU2pEyB6jLKEObRFOyE6RhgXHHdwrqu8rOZYHYP6OPn0gse0Yc3dujG3ad0kgCK8b0D2t0d0QN6Tk8SYRZRp/H4hJ6dndGzkzhIpco1PtqnnWvv0LPTZ8k6zVJeAYrD+y/o9Em8TDrdOrBlJ0F/ANVpTTuvkxenFbOdwMe7z6lS/VJlStmJ07+2s0u7V/fo9iOnpaP9Xdq9dp2+9SFxxlG4C9t0mjZSZVvE9VR9dV4xe+v7sXN+ho63W6v843AcPpZObMLnCftiPlnr++Pjm2YiZ2/MxStXioVGlTBh3nbSv0xXLl80XqyLuTeJw+l8Lly8TDdzb6G+LvnfeHiDLit4YLAIYUlgIyxDlc+N2Zk9hqqctp7umq6brrOtjwUorpfYOoQm9pqxZ9SCq/UMcjrsabVg67yVU9NQ7azLou3FaVzktjFHB2+snaK95liM6rz0+fnz5+nnf/7n6Rd/8RdXAHb9AQ0y66XTYKfBInb98OEBDfrOoyRwxRUbDfqFB60n0MjewSyjLPesyXUOXwCmuZfRMJ90x8NsIh1tOF1GuT4aDWmUeyB1OaR8fE3OpazyWYeX8tk8MspMXTN67eAV6uceuTC8gKbxruVhYnXwwvV6XnmkHrG6DbMeiUcyli7HddczGgz6JnxYB7avC9ejoq7GYzvZpqny6jJqW4g9zf1Em0s9Zz2aCebau3R65qDng4Nduv4e0fOPj2h/13rzdnb36Sj3lplJ9fodevHiDl1X3j32Uuwe3CNzf/+AeIJmTyBfMza9V5Le/gEd7LL3hj1gR3QgcXOvjU3TenAsjP7/7L3tbxxJkh6u/2lwtPezAfsPsP3N8NIvHOPOHPts2B9PH2Z7+cEGVoCBE7AtGIcfbFyvPTS24W3Jvpc1ySPZB5ukNcLsAWQLoxNGLzgJPpZG0omkyXX88ERWVEVlZ1ZXdVe/Mgi0qjorMyIy8snMpyIzW7ldEsUTu25UXbh+HZf30devydl4xPViW0fYVFaH3tER7XT26Nvra/p0tlMaYUL9q5ItF5lAhGGGETuQ371vach3KYH/8F2k7RC9VRjJ2kL5VftJk3JHbvZo/9FDenJ+zYSd03aP6On+Q3ry9pI+BTDot2kBG0rvEGYDmNT9RnBbisOYfJWu6/vpVdE/fh+Cv78/HY0d2ImDEpeX2RtYKb9DPuTX9ZN7EAe9PMhLaCkhQB4hSu7lQqJeWH7bpM2UqOR53LJumyNjxTyiT64ow5EeEA9eznPLsvISAxmsP400uX6APIi65bLPzk+pC4KB8TfQR6Rcq93mpVghO2LHqGtTfhYypfU5EtYlV4c8mjdQ0TXtZ/ZHSlx1XTXJcwQv9V03j9Lp5dK8vfIxRWSU2aJtl3uRJd/1lZ81HCX8e3/v7zGp+73f+735ELsTJl3bFCJwWHINpR9/9UNFCBApc4RMT/YuyqTSJQ+WKwv3+fIvE4T17aElT01qpEGYnESWJ9mOgI6iffnSczFd2ecvV+P72hYdK4I3VE8hdWleWbaWOmi7dVmpF67aHv7OPksJeEyuzsP3jgg6X+Q+9mWPsitmr8hhX8R8XUjPSbuu6zj3THSO39BNGhlxk+Yunf7Vc9rvdGjn7DVd3RC9e3FInYNn9PF94sjRyVswPzrq7dGz60/0/blbyjv7dE3nj3vU6X1NL95+og9vn9CjziH9+V+d0W6JPMn/6fkhdToH9Oz1B/qUln1++SHXefWRCePOaWrXN84uEAauC+zyojynez168s7Ng8/3O9TpPaHzT5/o8vodPcHy7qsPwTqKTXkdsBzsfIKyiGx2eo+zyGXy8WpIt26TqsROyuiBXNKqXuvqgu/0crzcg+xdX7+h44ifQHz9tvj0/XelfpI6CBF/ftCh/eeO2GHpd+fsWzro7NPgIo5B3abAW4/x+LQSxqQ9n3/6vkB84ANp8xAO//xiEJT/IVLfN/SWTiJ+87E6Cjvw2e7ubimZ0w9xoAKnZcXX+qr3ubmoUXGZUp77xER/r5JH68S9lJF0IQhaLp5lhOPwp4WlRJ1PSIvIEJlcnsmeI4T4jjx1liSn4Wexj+vW7nMUbphcDxM+lBO/OcLq2gp1kn2Mg0Gfuu02tVMiy1E+3keZt2uZDPg1ZEtsL6DIkjrh6oh3i8bZQ6jlhO5/+MMfEkjd7//+78+J2CUJbXPULkZ0htPdZJ5Gdzxy5YiERH6GyUiIKAr5EQcVIkpplE8iQYU8nu7YMyEveO7qmjjypMqPshtlhcww4WXSV1JPHXFUdSjoUfrF9kyPRDdVWX5WJlft75M6a5tHlhedyq6YvSJXk3zID+nVbY48k36G99ft0tGrT3T9Yp86iOTxatj7dKnua0ouQOZ6hOXHm4v3dLrTo8fnl/Sao3Wv6TKdzPCcbi7owyss2z6mv6wgD/lfH6eTNF3RB0TBeo/pnC7p6U6H9r51Ol++PKWT/QPa39ujXqdDvcdCMnO7xC9uWWyXnl5ekyMcPQIHgC5ESoTAyBUTu67jcB1O6eIG/O09nZ/uUWf/BcuKLVuLHbjWJVuzInZ66VCTg3ffPKJDLIc+2wv66R0Id6gtnu25pe8RfmIS9/SSXux3qPf1O7p8ukM9bAt4+w093HtKl6WYcW0KQg85wMb1t9BbjlndnsCVbCUo+CCCwyiGY/V9vh/0m8YX+pDGSNl9E5EkRw7ySBH0YWIPHZzwSZOQCS0jlAfEAulCFhClO+QoW1GvEARfhhA4P11/x327n0eftN+EGA5kxQpLojWiSNPyM2yU5VNdl4LtIKVq+Vb7Wsp3edk0PRSRLo92+30aDNyhBl6eVcvAo2TEbNF2yb0vC+kuCon2qHdARWSOuv6Df/APmNRtb2/Pj9jxJL2+lR2ekEnbRezyvWs6nZ2jyA2WCR0hS6N0OoKkokx6kvflibN0lEjS/GusLNsF8gJuPS8AACAASURBVKPIiZAN/WworRBdGiakXDatB5OZEflH1YHtT4mULLFKHXXd/P11Mbm6DORI/fz0WPmC7oBdvr0id9bETu+h0hM63VzRGyFYEslLl+qw/IqDE1h+lCjZ3jNEVnYI0brrT2fZ8qQ87x2/ofMnKWErkSfES0hjFtVII0YuKIPJf5eOz57Sm7dv6dn+Qzp4QUN6szbg/YDH9Ob6kj6cn9JOD/e57RzpKVSeiAJ1DNUhs8+LEIpu/7q4xA573dySMtoMdmui8/ZEyLbnqOf71OvtDLVFFkFL/RLyk8hHm7L8r9/R8/0eHb2+dFgBZr6OYOb8MfV+cZS2KaKDjqxndpZgTGOysOzM+/3SZXWOwOUvCWL/uwiGfWxn+cV+z20+vnycxL43sffLJz2urUEm0qVNTQiwPJiSDC636YiZlpGRsCQht08vfOrVlVdRNC1b34O0bDoZZbKZjLaG99a5+uSHFpiItOsdWJiWn7HcKnvuuG6Zb/vZIQups2BA+xppIMM4RJBF67BMK6eZ0XbSRtCVngQeJSNmi9igr/7LphA9sUfnber+H//jf0xfffUV/df/+l/nR+xQGRCBO+kGfTeJ62XUItH5+Y/XhogTImqaNPC9lidLlOr0bZC0yFKnlE33fg2RnzRdInlOltuzVrBfEUzUk/OtYd9cvjRYxW4uq4ldShyj9WTSm/pN1UGWmwVA8LvUQdKENEkks1CfiFztS/EFk+3U5qKs6nbF7BUbS5diA20udRz36vY4hQ9B8DIZL1l+Twn2D2EZFbvo354UDk4gX6/3kB6evKYrRNmwX4ijJlf04dwtyWXRlJA8jnYgyoL8OcHQJO/6zTH1UkLGhHPvGd3cXNGn1yfU62BSv6bL1+EDHWwflpplL5PaT+jXUU7dcnqsDvvP6fzT9/Ty9IijhRJFrNIGC0vsAodh3MEGtX9QtZ34iQlMqC2e7lBnhJ+G5O8f0MH+GX28uqFv91QETunNMPhsj0C0uU2/Q7s7ss77HCP5Q5jU0bJim0dwiIhgTH6gvhxBVPnFb2X9rgxHTZzW9ImD6JPomX6OSRsRJkTe3H61lPyp/WCOOOV5hCCKXLlCbqsLApNv8pcN98gjetzPZbjIT5lsRxTzpUbRI1chks529zMu8mzUtSk/S8QSV9TLX6YM1dmPnun2gN14LmQb3120LPdpOz2Fm/BhGEdoR8mAnJAtIT/5svBd1xP3TZO8jY0N+vnPf06PHj2aL7Fz5MFN+HCOI3p36A6ToCKxA0nIniO6k03giO7JEq07LOGTCx2x40ZmoiJLmh7ZymSFf+pDCIz83IkmSHpDv08K2XYV0SvISTf8+3ZntoJ4nn8Vrme6ty3zh142VfpCvtOAFNIkZCxrD/FzRK4jmfDlOq2nhy1CsvJ8+eGJTIf4PNUVS9dyQ77Wz/0213Wte88TczpBhpYST/ce8lISDjTwXjsiXi7Tm+zdnrx9en6dLpNiSRZhmKuPlE/e+JpQSJ6OskQnVyzJphv7sZdvT23W3+lh/1x6eMHb/A9/JCkBe/j4VXAPnm8TTt3qaKWuw+WH7+go9UlvZ4f2evv0XHxS8tMc0i4LS+xGHJzAcmXIT5++j7QFIl4BP+mTw4W2xstAZ59eXF7S5SX2yWGZNY6Zy6eOVKNNWY5qd99ObCUoYCyLzDn50jYSZWPc8inq4ZcNRPtC8mO4CGEe+GICKniueHBC7MSPD1f5HTvkkzLjXoXsofxAbcofV16T5XwC1KRsyJqln5u2fdXk/ZN/8k+o1+vRH/3RH82W2K2aI60++d61JonUIvr1/cUN75WL2YYIivu74X1lyKc3emfkkK6y/UpaZpJ85Gic7GUKySvkVwcQdFmtk9Mzs67oKv0JFJ1H1yf5eEHIjgiN1iV5Rtqk6sA/q5H65OYKul29Y7pFB651iZ0uW/e+rq6Q/cn7i8Ip2ZCfom2Bn6YJ+EnXQ+vk+xRDut2RP6hXtamWE8uv292XLzYV8kRwGJMfw0U0v5av7sWW2NX/HxFw+hUHJXBt+n+e0FGv2E9gxOycVrpbCsxP505PT/F/+Jimn6dVh1WR+5u/+ZscrfvlL39pxG5VGnUe9ShEHSM/ozIPuxZJJyJZWBrDjxm/+uSidYtk3yLaUpdsTVKHWeqaxE4rm79E1vEFlguxFwwb/e3/ih3Ph1X8bX6enm+r+B95QOz++3//77Szs1OP2NX5f2JDP1Bc1UDLN3+QWBs01wYu8uFOmIaWcs3XRV/PkmzNUpe1c7GdzR/mD8NAcxj4rd/6LSZ2+Bmayv/zhDVAcw1gvjRfGgbiGJgl2ZqlLmvzeJubb8w3hoHJMABi9wd/8Af8O45G7Br4jTMD5GSANP+Z/zQGZkm2ZqlL19HuDfOGAcNAkxgAsfvDP/xD3nJgxM6I3cSnwpoEp8mywW6WZGuWugzbhm3DgGFgWhj4p//0n/KJ2D/5kz+xpdhpOdnkWgc2DIyHgVmSrVnqMjyMhwfzm/nNMDAaAyB2f/zHf0z7+/tG7AwwowFjPjIfzRIDIFuz/MyybqbL+pJhwDAwDQwYsbPlV1t+NQwYBgwDhgHDgGFgRTBgxG5FGnIarN9k2tukYcAwYBgwDBgGlgsDRuyM2NlbmmHAMGAYMAwYBgwDK4IBI3Yr0pD2RrVcb1TWXtZehgHDgGHAMDANDEyF2Nl/KbI4YLW2WJy2mEYHNpnWvoYBw4BhwDCgMdAosfP/s+Wrqyv+z5Zxbfo/W9aVsPthUFtbDPvEcGI+MQwYBgwDhoFVx0CjxO6bb76hp0+fUtkfniNfmWP77U364osvCp92PxkqkyQD6rZa1B0MPxP5nKfdpUESzyN5y66Q02+32KbNzRaF7Bl0W7TZmlxXmR1VnzXRFqhPqzso+D3pt2mz3S+kVbUplC9J+tTebFN/wvYJyR6VpvHj7h3ufnr4pyNxFZItGBE8yndgOYaZkJyytOPjY6r7KZNnz2ySMwwYBgwDq4WBxogdlvweP36ccbrz83P6sz/7Mzo5OeErvssf8iF/CEx6sg09r5vWFBFh0tbuM0FMBl1qeQQOelqbm0NEqK69TeT320L8HrqWtoVH4ppuG9Q15MsmfFBXxqR2DPpdarc2aVOR1FGYqWsj8oPU1flD/nH0WJnVGuitPa09DQO3BwONEbsnT57wcismHZC4UFRByB2WZZE/BLSyCdZFkNwEikiSJm0c+Wm5iItER1jWpkvj/IM+T74cQWm1qZ9G+pycbhaR86NUsBMTd5bfizKJzd32ZjCSF6rnNNN0W4wiAXXaouDviC8R1cwiVv02tdOIXxLJr2X6Pgm1KbdFt0XtrhAppS+mA5FdHW0Vm1LiqnGCaKS2iclsoKy2FflbwBNf84htGWZ0+Tr3TRG7WKQU0fJQNLqOjciLvtqEHNHr2sH5dhovGKKnqWuZH2PPlqFeTfnH5NwekmFtPfu2bozYHR4e0uXlJfMIROpCxA7p+EM+5A81OCZJfxlWlv4wIOqlTkf03FIhTyQyYSOilkZOhGi4iQyTVppfRaNQFnJB3NwkX740yHrT5UhHPpB/9LJwqL7TSNNtMYrYlbaFIrB60inzJfsPkU1FcnRZ1BfPpE11G/q+CLXp4fkpdVuIjLroqciK6XDpeSSVCWaKDa1bT7aSXlbWt5XrFVi6lnwss4El7MaIXSjqrNpb7B7n6rfFODL8Mpps+88W7XuMNMPOsmeLVg+zZ/YTsvncfN4EBhojdru7uxmHwPJriNghHX+//vWvaW9vL0jsMMGGImahyUJPxjzwY+9bOuHDOa6MI2n+xCBRtjMmCjrqM7zMKo6GPBDFlizJciTIRf4WacDWbZE1SuSmrC20z+E/1Jv9qogZf/dIgiPgOTlG2SGy3uqS73vxs1zDbVrck5e14+FPwzpOfz60bC7yBT+6nniWpXv1knKxq5TTz33M6Gfj3DdG7Lw2hC3iS+xHjUZYQf4kMt5q59FZFS1tIZqqlqSlnq4PdpmYu6h6P4ukZthScjbTqDrbpSPvyvaonZynPArPfVbqovbNMh4CUVpH+NWKgcKHxpDzY1vVLY/ilj7T9YrYr+sb8/OwncU2y1YelK+1rMrlNRYK/lP6dLrSJ20LbAzpi8gVHNnVyI9hoBwDjRE7HSUaN2KnB0e/4dwgrAbIQIQsGaTEa9MRNT1RucEjPwjgJpn+0Bu0n0/scPqxvFSUESIskx7UEJ3jXnVbRPhcllwWsYN+R1aK0UjfR+JL5JfJMhZZ1XXivCp6Jr7U+9SCbaoiX6Lbt0n0yHP5LleNNW1HIV1NtFIudtXlJE8IM/Js3GtTxA7+En/rKy9Fe31LoqKwGS820gcGXRd5dXV30XDcAzO6/aWu0JlFxuFbtL2Kkh+eH1J7MxxVl8g7ZElbu3YL5y/oAgELEE3kybcKuDx5RNj1cx3h9esldsAmjSHWLXVL/SHL0qOeyUst5/NWEZx/WtTtD/il1bdH/KzTfVxKWzp7w7KqlJd28P2HQ1Cw3U8vb9siXkLl53G4Svxp13ISYf5ZPP80Ruz0vq5x99i5N/M80qMB40/QmrTJMyFUHFVL9+DJQMl50gMPbrDGhJAM76dqufSC7nSik8FZP5N7DEaiS9LmddVtkTG4yE3ZHjvYz/VquSil1Cfqy8xPAze4pyeZ/fxyklm3ociWa1mb8tu+RJWExIMoqPYN6XCkw+390ror3afR2hgG9MSOOsiEGssv9ax7bYLYiW2yF1Js4Ak17ROa7OFefDsYIMrWpnY7PywkbSVy/O9I93Xq/iL4ODv8abZEz2XSiJiL7ObjAoiH33eH84+OwrNeP8qvonBSn5D9fn10ncU+Ka/rWuXZkGzxg++fwIvHUNlYtDwiq2p5juoyOS+ukrCvAunaP5xH6uStmMTKiy/tungkwtpk8dqkMWLnn8QEufvVr37Fp2JxlYMT4Bexk5h+59eA0YMj0nVeHozSpRNMQq30502SPt7C86VdED6epHh5IN1rpwiZPzmLfujyJzp/wvYHbCk7j6vfFhFOx8mxthC72c8peZI0XEO+hA9k7xz7Ektp6c+YhPLrNtSycR9rU/Zz17WrW87LI6ghHUO2yj5MNSnCDiHlvk0FmWlZ31a2V8mT76MwE5IzKq0ZYldczmZ7VZTO72tiE/sJy6/9Pg3S6Dj6gZ/f/+7k5zp98iD55ar1cQRRkS1dNprf2yvo5xP5bJcf5ffaUfI6POsVg7w+yCM6tH1SVsaGqs/8cUhky1Xk4rs/Dvl2+mV0WcG82M9kmZdB83rGyoscP6IeS/flSD/z7Y2Vl3S7Lh6JsDZZvDZpjNihcUHgqvyOHfIZGKYLhlVsi9DEeNtw1AixU0RJ/KfJBE+6gegnT86yzxIydLQ03XeKk8B4mRoiHIowFXQpQunrdcuyLqouJKQQXYVMZafOn79gYBtB3J6hKL/yDfAGYs+ER9kPnwkxwb2rs9r+4S8nZzaKb9KXyoL9+d5eLdthXkUoC7LyqGTWjiE7szL97PcZi74ebsuCvFj5tM2RF35CG4ntQ34t1BWkWNUptLVCvRBK24tNdp3u3GH+XX7/Nkrs/P/tAPu3sDkfV/ufJ2YLllVsC00Ibuvg0wix8yZ/+FITJnwvRCrTfaUuupL+pFCrTe30x8GZfKTR8BaWaVWkVtpJR2xk8me9XnQtqFdF3nXZmJ0FXZ58sUfbrKP8QzLTKK2WmdnNv1uIpUgcqHBRLtiHE9sgk7w6kB4A4TIjngkZ1bo05oVoOnuxFJ5HxKVeuqykBX2aklZfVp3y8hNC2n+V/Sq/TqBWTJxf858m0nKlLnad7Txi/l5OfzdK7AQEWArEPi9s4sfpV1zxHemSx66zAYy1xWz8PCs8N0HsZmWr6WkWe7KkC7/KwZVxfdykrHFtsHLN4sP8af4UDEyF2IlwuxrQDAPNYsCIXbP+XCZ8clQ1/dkX/XMh49ShSVnj6LcytxfH1vbTb3sjdu+m72QDsvm4KQyA2NX9NKXb5BiODQOGAcPA4mPAiJ0RO1seNwwYBgwDhgHDgGFgRTBgxG5FGtLeohb/LcrayNrIMGAYMAwYBqaNASN2RuzsLc0wYBgwDBgGDAOGgRXBgBG7FWnIab8BmHx7yzQMGAYMA4aBOhj46r/8gub9qWOvzjtvu6Ff21Pn3oidEbuxwVMHaJbXJgTDgGHAMHC7MDAJOWkCK5Pon6TsvG2fiNjt7OyQfcwHhoHpYqCJQcJk3K4J1drb2nsRMLDM5GiZbZ+Y2NX96QXLX//nKsxnt9dnIM2LMECbDUYUDAOGgboYWGZytMy2G7Eb43fBjGjdXqI167Y3YmeTad3J1PIbZhYFA8tMjpbZdiN2Ruxq/+DtrMnNbdYXI3bj+GRRBnuzw4jHMmLgs88+o7qfZaxnkzYvMzlaZtuN2BmxM2K3wBgoI3ZU4w9EsMkB22TVJ2dGxuv7bJFwBlJX5w/5F8n+ediyzORomW03YrfAk/o4E4GVWa1l4lkQuyQZUL/dopb8P6SbLWr3B9mkhOfddpcGSUJJ0qf2Zpv6SZI9n8eEUVcn16HVou4gbreuZ135VfKjb9b5Q/4qci3PbAhjE8QuOdumuxsb9Pnnn2efu9tnxOl3t+n0dJvu4np+QPfvbtPZhP3sbPsuafkiT/TJ9xCGkmRyG8rI0aDf5jFnk8ebcL8syyPjVlmf9vUnyUs62u3Rz372M/70do/o9KXT/fL0iI5OX2Z9zi8b8hHSymzUZarYq/NX1a/LyP3Uid3RUY8efPklffmgV4gM9R58SQ96R4U0TUqOjnaoc+8edXbieXR+u2+O0Bz1HtCD3g7tdO4V2si1Sagt71H7F7+kzr0v6csvH1DvKG+zWPv77cWyH9yjH/3oR/z58t6DQtvvdB7QvS+/dM++LNoFLEk5uZZhC7qhr6dkoty9Bx3aSW13dhfr4tuM76Nw7JfRco92OnTP6xd+/mkTO0d4NqnV7jNxw8CQDPrUboHcuQEv6bdps93nAU/fyyCyKtdp1w1tW+cP+ct8m7VdNyfhfv5BN29H/SyWrvPM8r7f3szwNqneJmVpWxojdiWETQiXELwy4qVtC92zrPsHrt+CUCq9omeU/OTgPhPDkPwqaTFykgy61MIL4iBx403gZbEsz6DfpXZrkzYD5bRdvv6XRzmpE3Knr72TN1mf88tquXJfZqPkwbWqvbpMFf06v76fPrHD5HXvHt1TE74jCKMnTX+Ss+/NkbeYL0E2HqRkA8TuXmcnI98gfCBAmqQzObnXof/xv35BD768x22tyXjvwT269+ABdUpJfI8eACOdXkasdnqdDDOio5eSfP6e4slhqf4LgLOrQzsik4nevaxuolOIXshfmqSFnofStNwq/WDaxA4TvJA2PTDwgNXukxu4NumLL76gVndAyN/qyqCakwZHBl2+zZYbsCFP50f5gg6OBLZYNr+1p89DstiOlosaQgYijCCeHEFs5Xrl7d3Xq0lbqIxfz5AN0FsoWxJp0PWUe+Chzh/yS9nQlevYQnsU/Sp5HfEbjlLG0qXcrK9NRoGblOX7YZrETogWCN3v/M7v0f9310X1NlIyBoIlUb6NAlm7T/fvbtDGxn068KJ7B/fv0vZZ+nJWQuw4MheIIqL+SXJG23edbJdvWI/vJ/09Rk40+Y7hMZYHfbmFMYav+Zig9cq9r//l0S4df3vuuuG7d/Ti8BE96nQ4evfo8Bt68Y6yPueXFZn6GrNR56ljry5XRb/Or++nT+x6D3iyRGRDSEJhcmPi5yIlepIGiRACwRPoveFoTSFdRXhc2Q5h8uZITEpOWH6a9iWiPpK+A2KRyr/3gIRA6InZkZwO50M9jiJldPq9TocepASkcnlEOMUWFZkq1FWnR+wY0heRq+vodOSEWxM7ISGdjiI/Kqrq2vQBEzQhdpz2wLWDpGl9cq/1SJq+arxI+g4iikdHFHomeWJXja0qeXSbIpIo+JA6dwRnfsRP2nEIm3n0Ghgt9U3k505gd50/5NcdH/exAZWf4Y06JVIgUUKYMJCBCPKybBrJ8+VgaULIIudXhExscGU2M1LCRGqzTYfnh9TeRPTGkRWRpSdsTfIcwUvzduN6HdFz+eJlXD3L6gM57YyAplEHb0KVOvrXJtpMZDqCCQLd5Whrls7RViHi3WzZXBNVJuaBSIcjv13qciQExLlP3bYj3ojoQoeWowm8s2eYYItM+FxeDsRWubr2bCtd+WQdlRt9KchxK3IRFRJdk1wbI3aKRGXELSVeEqmTKyJqQvokunZwf4PuH6TpGzl503XzSRjLUHpBEkX3UDkV2cMzLOdCn85X9T5ETnRfhhzX34rbO6rk0X06Zk9I//uLK7r4+N7h+f17+nh1QzfpYHpzdZHVM1RW66lio85fxV6df5R+nde/nzqxw6SNZTGeTO+lBE6RNj2pM7EoECEXLWIZGQnLIzmYFLFkiAETS3VCBJH/y3sdnoB58v3yAf3if7mlwpxcYolY0vPJdUfZBrnyATGFTCYTitCw7rSMs/8edXo7bqlPlalS3tVDE868riEf/IKjZFjSTn2gbNf6yuRK/SSP+AffNQGSdoq1o+SFXlkGdffOz3p5VuvUZF6n+/fcpkzG86ie2CjLr3IVHPgyOL/XdqE8SMvqm24lCPnY2eSIHupRrHscm9rHukzIlmlG7PyBSQ8ObkLuFwbdIcLD0bsBIS8mbf3ZbHXp7PyUupF9bZqchfRKmuRzstzgz+QqXSYeDEA+2tRuu/06iF75dkKWfrOOl3HyY/XJyCwidd186VpsHXVF+9b5Q/6YTJkkuA1T4uzq7Ugx7oVUO98Np6M+Wj5kot14eQzkPFsqcwT20GtPId2QESPLBZmy/BbSK7pSu2UbQEiu1FMilfJSgH2frA8vHhLV8XTp+ta9b4zYecQJdgh5E0InVyZ2KlonUbvQvjldH5EnZHDUd7YBe+oCkT/Zp6flV70PkRPp04I//zvbol4sQ9+Rpvt0zJ6Q/lheP31UWd9u/7svr4q9uswo/Tqvfz9VYqcn7Yz07BypSbO4j07IAQY0PeFxemBS39npUefBA3rwwO2/4kiaN3FLROd//PL36V5KzPQECtlCCOQqBE7y6XogLVbmf/yinZFLyQeSUbU8k0aQs0BdQz7gNLVHK6srk9icrGa2BOTG6piVYfsRRXSRPNbJfnTLpxJtkvbClduh98D5e8Q+Mk3mxZbY1ZEnLOvne+xEX6yMn+7aIo9K+m3pYyjmY7SV1Fl0CBnE9yrYRD5fhsiS63SJ3SBKvGQQ0oOVvsdAInmEZPiDiyYdQ89UVE8/82UJwXT6EFHD/r/0IEc6eXf7fRoM3AGQfHlWR33yekIelnGGyqiJxLdB24f7JNXV2swjmX6e0He0aZ0/5A/J0e3gSE5OSCVSynZKRNXztfapyHdy8vpoH3B+EPXDnxbIO4g8iCAm6DhZzmVqu0UvroIjSdO6g3JVW0kZuUJWq9UiLO1LlFmeTXqdJ7GT5VddB5+slT3z8w595yXXcPSvcWLn4RHtrXGLevgY9fP4eNV11/eTkKNRZUfZqO2oaq8uM0q/zuvfT5nYFaM1buLrZYci/EldJkafCGGAO9pBRMRN6iATmHDvYYmr1+P/1sxF744oKlNFs2TSxFV06jT/nmUqUhgr46fjO0creRnURfuq6PTrKvb46b4+ISG+vbHyko6r7zdOg88Q+VR77YQ8FtIUmRabZIlRvmtd+j6kV3QzyQoQQ7YhQJi13Nh9CFusT9VB2+Tbn/u4+FICGULSqmIzZou2fZrEDoOBm7TzPXEgLVh+y5beQIRk6VENyHqgkomfI1qIoKVROn/g04OPnuQhy0VmktSelLiBxPGyrIssyaQt0RwmANkSIaJKbjL39WpdZWUK9RTyGKiPRBpgs5TRdYvdo13r/CF/SBb8UIiOpvXmuqn9dvJdriLL/450Hb3VbYtnkl+uIkeu8HeQLHsnqEPlfV2QKUQvKlfhUGzA1dXBRSYZK8oXOt+493MjdnyS1pEut+dNLcUGon/OF8Xo2xCR8/bcyfJuyDdlz0L5dVqInOj+yPcBEj4qj8ar1uffh/T7eWLfR5UdZaOWW9VeXWaUfp3Xv58usVP75zBIOVKQH6SQSRLP3GZ5F2US8pBFsB7ky29M7jruxKacKOT8X6ZlFYFzE6dbGizI5GWzlHSl5IV1IQIYOImr7eR6RMpwPlmuRd0DNo0sH6ir6IeNKC8+KOpzp4+zZW8dyUt94peHLPloMpOlyWGJNFqHdOdrLEurqBcvV6qIHkdR3T4yITsiM3RFHkQ2xT7GgkQIWbZb3mb96pCDsyW3IyQ7lMZkLV2qF5lYgpcDPgWseG2NE97sY25fbxk8bXuWn/rf2TiMa9br9Y+grVPcYyeDAS9b6Z86UcuMSR+Eye2F0xOzHtQgBySHIzjqp1J0ftGlr4UyahIupKufXYE8iRBBDg+W6uAETvIiSuPr1UQvVkbXM1YfJiFpPVHXVvoTMLpOZfdo3zp/yO/LY7+nZFaeob4cqUwJD0fQ0nYrS5fyuA75KN2Dp4kX5wkQXvb3CILt5IB0FZd/uT7+nkqJAmKpPyRXRewgF3jheiK9kL+4b0vXd5z7mRI7/NzJxka2Dy5+eCL+kyiVD09ElnoZF1M6PDHo5j91IpFVjUHoDuWRdvPzSrp/nYQcVSkbsjFkWyjNt9X/XkW/X0a+T5fYpYRCJiwhWrLUyWSCfyID+8pwMGF4Dx6XUT+DIT9JIWWxfAqSgVOViOTpCItPVkCIOD8vSeanPQvp6X41sRlXLVPSQ2Vgq6TjJKgQhTrlZSM+7MzrukOhdNgi+nj5VvbaqQgb8sR8KHXJ8iiyxmkZeRn++RJE06S8EE8ugzbPTqzmEVudR8rJVfuN661IF8vESd30IILziyOBqouXVAAAIABJREFUpTI97Ikuufo/nwJfZ4civLIhH0M3TvHiJ14YU/BddsJWHYBR2PTthVxZyha7/Ou0I3YyENh1+r+Fhrat84f8ul00ydLpQmT5uRxSwL5DnBzk3x50UVhHRvP0kAyk6UnIjzSESHeMLItdLNOL3olu6Gp1EeXND17IYYeYXJQt2JG+FGh9Ls8wkRS941ybIHbj6B23DEfp0hO0Y8uY0s+djGtP3XKTkKNJyta1M5R/Ev1TJXb+JLXq33V0Sh/mWJZ6VyEa49YFJLujyOC4cqqWm7W+qnZJPpA8OZUtaaGrEbvpE67QoDqNNLRvnT/kn4YdJnM8TC0bsUM7T7I/bto/UDwLHE5CjiYp20TdJtFvxE4tR4Ym1jppskzpR3DqyJhnXheFyiNxTdniIob1l0zH1T9rfXXtBE7ktwJHlS0jdqPK+s+bGGxMxnikAH5De9T5Q37z9/j+btp3IHZ1P03bsGzyJiEnTdR1Ev2TlJ237UbsGiR2/kRq3/M9fOaL8XwRI3ZNDBwmY7akYZw+YG002zYyfzfr72UmR8tsuxE7I3bZXrlxJh4rMx5hq+o3I3bNTjQ2cZs/DQOzw8Ayk6Nltt2InRE7I3YLjAEjdrObhGzCN18bBprFwDKTo2W23YjdAk/qVaM6lm+6UbN5+teIXbMTjU3c5k/DwOwwsMzkaJltn5jYYeKxj/nAMDA9DNhENLuJyHxtvjYMNIcBkKN5f8Ztz3nbPQmxnIjYjeswK9dcxzFfmi8NA4YBw4BhwDBgGBAMGLF7Z2AQMCzSdRHelm6rDYuEg0W3ZVUwsuh+NvtsnjIMVMeAETsjdgv5W1mThKFtAKg+APi+Mr/X890q+GsV6uDj2L7Xw7H5a7X8ZcTOiJ0RO8NAhgGb5OsN8Kvgr1WogxGTerg1f622v4zY2aSeTeqL1NltspnPwGN+r+f3VfDXKtRhkcYus6VeHzJ/Ne8vI3ZG7IzYGQYyDNgkX2+QXQV/rUIdjBzUw635a7X9ZcTOJvVsUl+kzm6TzXwGHvN7Pb+vgr9WoQ6LNHaZLfX6kPmreX+NRezq/kfIyG+N13zjrbJPbbKZD17M7/X8vgr+WoU6rPJYaHWr1yfNX+9obGJHNf6M2Bkw63Y2PdkkSZ/am5u0udmi7iApvCQkyYC67RZ98cUXtNlqUz/Jnw/6bWql5dr9PH2ULZDZb+e65Dvr2GyRlpUMuqwDz1rdQcG2kJ5B19mK/PKBvDIdImeSulYpCz3a76LXrvH+W9VfPoaBrxxPYdyMm6ff3mTZVfBobR5vW8O9+WZZMTA3YpecbdPdjbu0feYm3CQ5o+27+fdpOpR1392m09Ntunt3m84UGZimXpNdfaDQEyaTp1aXBoF2wiTW6vb5GYjcZrvP5MoRrjb1BwklAxDDIumLtcWg36V2CyQyzw8yBrnQr21xOlrU7Q+IJ26PWMZ0SHoC4pnKjemQvLhOUtcqZaFD+13rtvswdqv6q4CbFKeCpxA2gQ2Nubp50N76BaSs/arWoUyGPQvjw/xifpkHBuZM7DZo4/6Bm4jnQOyM0C1up9OTDROgQDSMo1CKTDly5QignthcvjwCF+torAfyQLgUkQTZA0FEORd5caRPyFhMXlm6thX5Yjpkgp+krlXLwg7t9zL77ZnrO1X9FcUwIr4KayG/alIYeo40ncdv71gZSa9aB8lv18UdN61trG2AgfkSu7vbtH3fRen8iN3Z9l36/PPP+XN3+8xNqojy3b1P9+9u0MbGfdrniJv7jrx3tw9o++5GoYyWk5FIlpNH7E7PD+j+his3pPPgfmaHlB+n8yTJKe12OvSzn/2MP51Oj45Oqy8PjqPz5VGPdk+xzPeSjno9Ono5mb5Z1kFPNpqkaT+4CQyRCUTMBtRHZK3VpbPzw0KEru5EB8IWW8biZ+0+6+u2NqnVTpd7W+2hZWJtq3+PZbZYREV06DKT1LVqWejTftf6q9wDb72jl9xXJX9yukud3dNCmjwb5+owuEungejty6Nd6qV9DP0L2IeOpvAfsreqv3wMuxeENDLsbS8QPePm0SRPZJVdq9ahTIY9M0JhGFgcDMyd2J2BZN0/IE3s3DLtfTrA0lcC0pWSP3/5Vn3XS7uhpVYnJ5XpETsdueN86fKsyJHnB/c36P7BeOQoeXlEvd4JvZW9iS8OqXP4nC4+jidvVCeSyez4zTVdfYQf39PFzQ1dvB9f3yzrIJONIyXxaBtPYrKPru2WTP2Jzf8+ynf+JIz8sANkTJZOZdIFqcTzOtE7tiddMta2+Dr0M7Yh3c+HvYbtmnWt4ifoEL/7uqt8ZxK3/5xuLt4XCdXrS6Krj42QuxyDl/RRkTuXfkRnby7pBn3s3Tf0qHNAzz6cp7ZMjv+QD6r4K4bhrL0D0WjRNU4eifKKjFHXKnUYJcOeL86kbm1hbTF/YpckdMBRu3yPXXJwP1uiBUiFUPlES38vvU+jcRuaIAb22GnyB72wQyJ4cpXoYd3Og0mvd/yGbm4u6H2SEEcX9p7xhJe8PKXdnovmdXq7dJpG1mSyeskEN4+6uSjIEZ3u9jj6J1ESLad3dEQ7nT369vqaPp3tZFGTqmV3O8NRkXHqABslUojyu2lEx9kRj+TIZOMIVL70KQcO9B44biscomi5fUX+xBYiXUgLyQpNwmxDCxG2fJO7TxZDZC2mI0wc+9T2dMQw5mysXlctp6ws8onfdZmq9w6vX9O7yw+OTCFat3PGLxSfXoUxHsVHrE9A5t63WT8S25zux3R+/Yk+pi8v3529oXO6pA+nOf5Pd/OoOaLnEk3UfafQB0dEHKv4S2NY7JWrj1VJ19e6eUL40vL8+yp18MvYdyMPhoHFxcBCEDsmZfe3s8MTTRG704Pf5SXbYOTPI3Y6YiiA9e2Q9HGuWKaSZVieUHpH9OrTJV1fPuUl2p2z13R1Q/QOkbyDZzw58dJWSga/Pz/NiNqb4x51el/Ti7ef6MPbJ/Soc0h//lcgfh2CnMvrd/TisEOd3mN6S5f0GktkJ2+ZRELmcNkz2sXScKCsjoqMUweecPef05uzHer1jui7D5d0JRGdj1fRSI5MNiHCJP7X5IrJW3rgQafzfeA0rcjwr/4kLETPXzaVdJzS5Xs+xJETP1+ufPflI11k+TqkDOdRe7Hq1lX7o6ws9Ijfte6q91gm3ens0/PrT/T9+Xdu+R/RuhKMh/Bx+emVK/vqQ7hPpFj27foO/aLTo72jU8LLEJ6///ieXin8Iw2wI3pBh48O6QVuL19H9SF/UgGnvi36O/tfDvXoQxHqZaSQf4I8giX/9LiW799P0ua+LPu+uJO9tc3taZuFIHYAHKJyhYjaRmQpVp1iLY3SgbiB2MnhDEQBSyJ2EhXU4Gf5UoYPd4y3FKuXRWUl9t03j+jRkzf0PaIJO08Jc83Vx/ckUY/kwk02WErF0hZHuHae0iW9pZNej5BONxf04RWWeB/TX77Yp87OKV3cODnnp3vU2X/Bec52OrT37TVdpxNmuCxsuKGLj+9Jl0V0ET4Zpw4SuTnd61Dn4R6dfbgcirRof+t7mWxARGL73ZA/+0kIHHpQe5UG3fynTupMcn50BN8lsidXIWCONKY/LRFYWtX1kXtfPtJjOvy8k9S1SlnYIn4Xe+tcBSNfv3NRsp5E6xAxDmA8hg/0Cf0S5F6Evia/T4Rs+/7TOb04fEgPQfBO3TIsonTAf7ZEzNHAXTo9B3G84oheSJ/YF9IjaVX85WM4awssqUeWYcfN46LL4RPkYrN/rVIHv4x9vz0kwdp6+dp6YYidJlEAkj70IPvaNJFDHv09dK8PRWzcv88HJCBL8srPnYAAylKrXGXJVS/HCkmsC3QXyXDLorLHjYna/nM6f5xH07hO6VLT9fW3hOVQLKWiDEfvEKm4fJpF7rL04zd0/qQoJ8/vCCIX/ZBH/UaV3Xla3Bc1Th2w7IxII5aZOw+/oXfXxX1RZX6UyabuslKZzGV7hkm6G5n4p1UX8fu48k93OrT//Jwe47DO60u6ufqYYzfdZ8fYT5dTQ/jIsCtvQXL1+oTYyC9D6oAG9pMikv3w8DldfnCRQxfkS8gtue7S6feO1CEiHdWXbpsQPaFrFX/NEsP+y0DIZj+tSh38MvZ9+SZ7a7Pb02ZzI3a3CWQuCoeDE47YuMhGh5g8PdujTu8JnX/63k06HZXOUY4ren16RL2Oi9Jdf7uXRj+u6AMvd6XROKSDKH76nl5y/jT9zTH1esf0RvbapTKHymY25Lpw6ELaaaw6pEtcO6ev6e2TR3T4/BPvLxSZZVeZbLBvzt9PV1ZuVZ655d38t/RmVS/x+7j6mCQ9fEQP99zeOrxAMJHL8OVOhzP2I/jw88uJbh+DYqN76ejRk2evs+jyKbYc7H1L129PcvzzPr8iqYOMmD6RX3Yd5S+3NDobDINAIqpcFuEO1WVUHUJlLO32kARr6+VrayN2M/i/YjHZ6aUe7APaOXqVLpsmdLr3kJ9zOvbaYdsPomuIdOFnG46OaK/3mM7pmrC/TvbL5VE05P+OjlI5vZ0d2uvt03PIebqTbTbXe438smIDyvawT4pcpFA69Th1eIYl2HQ57vLDGe313ClFnkhVhEV06KtNNvMZTCb1O7dt5yE9Ob/maJ20qeBLYzyGD5Tx8+NENx8CChycQP7z705o/1F+MALLwK8/XRPhxSktgy0JhX7YO8r24kX13QKcTtrm0sZ2nU+fNb+b330MjE3s6v5/sb7i2/b9PTa/Ff5uskME8MVHnJzgvxvea4e0JPnIm8eJkPeCrtKlIcjK9gshD13xTz/wT5qkcm6urnj/EJaa9ObvUNmnOx3aOf2ebXj3zSF19p9BY+HnJGDPOHXgjeqyBMf1SW0t2ZAOXTbZzGewasLvjDfs1/R+WieE8Rg+on2iBDfJe/SRvJNhGRh7RDX+WV+ehfegyj7SkH26LGzyP034y5c56++rUIdZ+8z0DfcF88ni+GQsYmcNuDgN2ERb8BKX/LBrb5d/C6yp3x0b1z6bbOaDMfN7Pb+vgr9WoQ7jjjNWrh7ezV/L4S8jdoG38NsIXkQ7smDHzVX2W2Dz8oVNNvMZQMzv9fy+Cv5ahTrMa5wyvfX6i/lrNv4yYmfEbmh5aRE6n002sxkA/LY2v9fz+yr4axXq4OPYvtfDsflrtfxlxM6I3cISO0w49pm9D2yQrz7Irwo+rc2rt7n5yny16BgwYmfEbiGJ3aJ3HLPPBnfDgGHAMGAYWEQMGLEzYmfEzjBgGDAMGAYMA4aBFcGAEbsVachFfGswm+xt1jBgGDAMGAYMA7PFgBE7I3b2lmYYMAwYBgwDhgHDwIpgwIjdijSkvRHN9o3I/G3+NgwYBgwDhoFFxIAROyN29pZmGDAMGAYMA4YBw8CKYGBiYvfq1St68uQJHR4e0t7eHl/xHemLyGTNJnvDmgUGrF8YzmaBM9NxO3Bm48ntaOem+vPYxC5JEvrVr35Fjx8/pr/4i7+gq6sr+vWvf81XfEc6niNfU8aaHAP3omPA+oVhdNExavYtD0ZtPFmetlqkfjU2sfvmm2/o6dOn+r/THrrHc+SLVThJ+tTe3KTNdr+Qp9/epHZ/NoTQ2dCmPv6z8GRA3VaLuoPJdc+qDk3ZLG3xxRdfkP5I26A+hfRWlwYlPmO72i5PrP0nSdftFpMzbRtCeq1flA/Ey9YvBt1WAffSBzZT/AMDwFm/HR43muqfIaxNK03b7O5d3//p4Z/WHh/hv1mN5U34g+s7YtzSebSvmtDvy7DxZHrjiT+ntdp9ntN0Gwj+W91BxlEkTcYCuaI8ypaNGWfnh8x5pIxcMc9WmdO0bWX3YxE7hIURkavyh3yxZdlk0KVWq0WtTUesYKhzWv69zPgmnjkbmiUgTTZQE3WsIqPMD1yfoYnMke9YXZN+e4iwV7Gjap4ye0XGtG0QPXK1flE+CMewIv5b5GvM9kG/S+3WJm2qMWyR61HXtir9LCZz2qQnpneS9CpjRpU8k9ggZW08md544mMT30H0NIFDO4CkMUcpEDsEpIocxc2RxZe70JhR1p/Kngkmql7HInbYQ4fl1ip/yIf8IYOkg2iH6solgz4PmmC1m6029dNIGju76wZUNIST06UuD7B4Q+xTt+3etIVFO8e7N0/Ikqic2AD79L3P5iVyFbNJ18/Voa1skOgW6pOTSFeP/E2AbWCyK/nzCGLB/s38LVjbLH5A9AA+E5Bqm1vwmwdKv+66LplNXlQVtuNNXLeXlOO0Tedrbp9IO4q9Ze3GetK23tzMO06h3oj8toptW9kGXVb5VepS52r9Im8D6avaf8vYL8T+IM77bWphXOJr3q+lDK4FnPLLzpjjlOpDug/rvq3HyIINsTEltWdovEhfynQf4oiCelmL6dXp2s6CPZE+p8vquuh0LbPK+KHLFmQG6q7ry+OWtjOdM4byVPFJQJf2R+zexpPZjCfif7+PuzkXvKNLwiOQV/dpKYsXPB2g4nyq30m+UNkqzyRP1etYxA4HJS4vL6vwOs6H/CGDMnIA4MvSXtpRHNtFVMgRn4HqQCBdkh9yIQffMZmw40BccA/HpiQGg1cmq5tHk1BWCJC+F3uzxg0sO2qbJH9mj9iQvgkwCeKlXln2HWb9UlbscT5w+dlX6VuDrpe2GfeZH9K6H3Lot0Xd/iBdMir6Tuz2iawj026y0jqQP6ZfZOEqS1P+m5H2WcFetK/4LLP9lMl6q+tC5H5Z8VOsbava0A74Vdel6r31C7eFQbeT9h23t7TxkvQLsb9sQPb7h5TBVT8bhXdsBwlh2Y0Dw3347Bz9I3/ZKfO79BV/TPHHC9igbca4IEupkh7r0y7djdkSAdHjtPgFcvw+dxipS6zu2AYyyp8xmdIuobrLmIE8obaQdAkM5D5x24qyOUbNVwU71Zwk/ohdbTyZ3ngS6s+MtUDgJZQuS6hy1cEiac+QjjrzrMgZ5zoWsdvd3a1E6pAJBypwWtY3Tg8OWecd5IOK7xRh0/5gpuVAh3Q03LOMtKEGA0Tx2tRut6m16UKuflk9iHF5fkvOQ66QJw0p19DA5cvRNsnAodPEN7492gd8j4hSSnKkjOgaKosBpNWls8OfFpZEtUyR4ZeVdLn6YNQgFv2SF1cnLyWwEZ/57aj9wTbCdialyv9SJ38SiLZtuQ28R5AJ5bBfdX2q3lu/yPdnrkK/0O0ewrk8r/LM72MhvDNZCWFZkQTolD6Mq4xDcvX97uvNynr7iWV8hQ1SH79slh7RW2Wsyez3xrJYXWIyfdtC/kRZ8Ytc4R9/7JG6u/R8vInPGXke7RNZ1eE6RsYq0QU/C35iVxtPpjOewN/Sbtr33DbpypRuJ4e14TZHWRcRzp9peb4OH7M6b9kzna/q/VjErok3CUfmcoe4jtnP3kB1R0Vl8gGpuJyp5fjOERkoiyWTbr9Pg4Hb6OwiaHnUzC8bajCRV+ZcXw7y6gaGDCwVB5dDEfpPI4wo5+tLUttb6ZKk1qX9oMv6Mpz+4qDil9X1K3+WLxUXyqSDGk9UKiJayKPqquuhbdcdDekFDKR+irZtBRvEHt+vkl73av0ivifGb2P4dtH7hbR/yPa6z3Q/8uVJH41hWZ6LTunDfro811etF+lSJp6e92mdR9ssMrQeLVvSY/nw3O9zsbx+Or6PGruljFzFHrnqeiFN8hUm89icocaVMp+ExiqtS2wpu9p4Mq3xJMe49r+L0Lq5EWOTvAzgKtuAdJtLWe633lalYD4150lZufqYlPRxr2MRuybW/nUngvHue36QgjuGLM8icraZbtaPvL2yDOU47VjuuJqJCzHSnbRwD/KYk05xrm+TXgbJ8kAO26qWkFV4l0GAAyNqM2ZWVtXNrdm7ZRbWq07sAIAor30oeZwfAFzlr8yPsC1fusn0qrpLmly1DkmTK4NR1S1Lx6Aoy5uoU6Y/J+5Fe3NCq9uN86TtwEQ70G7Rtq1hg7w9i1+lHnWv1i+w/SFvY+0/xtGS9Quxv2zQLX2m+lUVvJdhOe9DeR92/SPdjxvz+4gxBXV0fS4dL7TNsfsRfZpf6HjPkZMpfmRdqT1+n4vVpZju1V3G9Mi4Xyyb45LTs7LFsVLGrbK2kDx6bPR1heYr7Wftk9i9jSdTGk8UrsX32MaAFS7gktvVI2rAA79QBMq6ebDIF0LjgsaL6JVr2TPJU+c6FrFr4rSO7lwwWEAvAxjSMNEKW872LngRIO6AmkRkHVaTheLm+na6L0XboO+H2LoiLyGbtMMhB3vCQKzYdnXog+sJYKioXKEsBig5AMIHBlKgYdkk9QVkttLj+Nrmgh+8gU5sbvEydBGA0I+ykOt/MIBpudpWrouaNPSzJB3UZQAU/XjrCbWjrofuEBzR6cJfOHWYlx3Kr3ydt60rV2YDYy7gV12XOvfWL9ybrbSx9t0y9guxv2zQ1ViU/HLVz3Q/0uka726CyMeNDMvpz6m4vo+tJHkfDvUt0Y+ryOT+o8aUgj16vFB92rWZe0HVNkNuSK/uTxhrgi/HkbGsTKbo0uNXwX5ts6pLTGahrMqvxy3xG3yOrSdZW6ixrYpPYrpg26iPjSdTGk+8rQToG/JTJ46HDAc/pB39Npc21KsPSAuNGZDhz7Hcp9MDoP4zmbtER53rWMQOCvDjw1V+xw756hi06nkFILOqpwbcQB0amZX+cfXEOti48mZVzvrF6Akr1BbWL+J+W9Y+HGrnumm3ue7wlY0n8X5RhqVZjydltszj2djEzv9FbJySxUEJXO1/nhgGo3szD59InWbD85tD+tMj+rj/NHU2Idv5K49MNCFzFjKsXwxjv8zv1i9G+2tZ+3BZu1d9dpvrDh/ZeDK6f2gszWs80TYswv3YxE6MR7gYewGw0dP+r9h6IBQf2nX1/Gb9YvXa1Pqptem8MGDjiWGvDvYmJnZ1lFleA6dhwDBgGDAMGAYMA4aB6WHAiF2FTawGwOkB0HxrvjUMGAYMA4YBw0BzGDBiZ8TODrcYBgwDhgHDgGHAMLAiGDBityINaW87zb3tmC/Nl4YBw4BhwDCwrBgwYmfEzt7SDAOGAcOAYcAwYBhYEQwYsVuRhlzWNwuz296KDQOGAcOAYcAw0BwGjNgZsbO3NMOAYcAwYBgwDBgGVgQDRuxWpCHtbae5tx3zpfnSMGAYMAwYBpYVA0bsjNjZW5phwDBgGDAMGAYMAyuCASN2K9KQy/pmYXZP9lb81X/5Ba3Cx3AwGQ7Mf+Y/w4BhQDBgxM6Inb2lLTEGQOqW/Q91kAHJrjY5GQYMA4aByTBgxG6JJ3UD/2TgXwX/GbEzDKwCjq0OhmPDQHMYMGJnxM6iJUuMASN2zQ2GNrGYLw0DhoFVwIARuyWe1FcBgFaHyQZSI3aT+c/wZ/4zDBgGVg0DYxG7zz77jOp+ltlxdeuK/MtcX7N9eQY6I3bL01bWr6ytDAOGgVlgYGxiV2fD9rITHdhf52/Z6zsL4JmOZgY4I3bN+NHwaH40DBgGVgUDcyV2ycF9+vzzz7PP/YNkKpGuJDmg+3e36SxJKDnbprvpfdVGbIrYLWp9x/GJ+M6v08bGXdo+G27Hg/sbdHf7rNC+rHdjI2t/YGHj/oFrIy+dn23cpa96v1vMn+qbpA5Sl2W8Vid2j+jzO3fozp0f0E8G+WvK4Cc/oDs/+AmppPxhelc3z6PPoecO/UArGpKaJ6AOy+h7s9mIgGHAMLCIGJgbsXOT+n06SBwJcN/DpGBSx+lJX99XldsEsVvk+o7jE/EdiB3IWPYdxHkjb1eks/z727R9N5CuSDYTcI8Ynm3fLRBCX19Br5Il6U1ct9cdUQFZkc/6dkInW2uEq+hIkhPaWrtDd9a3szQ8215fox9+9RWt31mn7RTvUgayISMr6+VJkm1ah15PppSvTOwGP6Ef+ATu0ef0g1EEbMw8IHefP8rJW9mdETubHAXPdjUsGAYmx8B8iV1kInZE4z7dv+uiOXe3D2g7u3dRH0z4Eu3TkSA/PUnOsrIbd7fp9BQRu1y2JiUxQDVG7Ba0vr6/xSd+lC1EqkJpKKejr/IdbaPTQ4RS8kpbzJvYOcK1RlsnOYET20Ds1rZOMhKXbK874qdIWHKyRWtrW3R89GO+nihi50ibI3vufo3W1oq6QArX1tdpSxFI0Y9rZWIHgqYjaCnR+0kZARs7z4B+8oPPqSKv4zroOtn95AO7+dB8aBi4vRiYG7ED6DCJuyW2QCRHL7HpeyFnaVRIR3mYKMTSU1Ll8rjIoCtb1B3qDE0Qu0Wur/OJI2NChEHAiv50BFkTM9QpROw0GdM+ZnmK3A59x5J5hYidEHrGjm5XJTvUjuOkCTHThEzkaGLnCOA6bW2tZdE1TQqZ9CnCx75LSR9kOz3rtK6IHaetb3HED8QyJKMqsStG0B7R50y8QMCKS7N5ZG2CPKHoYC546M4idrd3ApK+ZFfDgGGgOQzMldhJQ7rJf4M2hJSpfXB68pf704PfLSz/SZTHJxlZekweR/NGL/82RewWtb7sV7V8KsRsiOQFiJPvc9RRyvv3+C5tgnunt7jHTkdfQ+VD+jJZAfvwbJJPFoVTy7CyLKqJlpA8TlvbIiZriOClZA7PZRm3cE2fiyxZmoXN7h5LscNLuFKnasROE7gB/eTzz+kRb6rDvrtQZG3CPI8+pztV12GJLGI3IUYFC3adrK+b/8x/q4KBhSB24kwhBELg/MMOkr7sxG7R6hsjdrBTiJS0jdguV3ku33EV8iaEXUfYYlE2l3eYZPt6Q/qgU7ABzGhbJr0HudLLrVqekDFeRl1Ll1RB5pjYbWfRNx250+VB9mSPnhA60QfZWMI9QVTPi/RpGdWInSJwIF2apOI+sPdukjzF6OBQgG4owSJ2NqFqTNu94cEwMBkG5kbseIJWUaJYdEhP2HLP++QkuqeW7zRB0URByg0RxRlG7BZU02EqAAAgAElEQVS5vs5vw0ux6FziR+xLlIMuutP5RKvQBt7BCicPS7rpUriKpPKzwMGLeRK7GCGT+kt0blvttZOl20IaH4AoRt20bH0vkT/srcPyq3wXnf61ErHD0mgggobTroV9d0OUi6h+Hh0dDAgMJBmxm2wQ9zFh382fhoHbjYG5ETsAD5O2jubIMlyUiCkioMvqfV+hdIkc5Ycn0p8+mSGxW+T6On/HD5TAp3Kgwh8wQOx0G8rPnTiiXk4GdTuLXET70E4SeYNuwQXy+PqgO98PWFzWjdksukZdmaSVLIMysUPEK43WsX2IsIXS0uVZ0Tl8cEJF/NbXaT2N0kkkT8r51yrELkbOqkTW6ufB3rzyn0/xuZ0Ru9s9CfmYtu+GB8PAZBiYK7FblsZreo/dstQbdjqCNrxEukx1GNdWWWqNlXfEz/1cieRxhK24fBuSI5E9fy+eI4spyVORvpAM6KxC7KqQM59sjf295v466DFiN9kgLtizq/nRMGAYAAaM2FXYuHxbiZ1ExyaNfNlgM73BZjSxw9Iofn8vdEhibPoWLAgCib15o5Z3/cJG7KaHD+t75lvDwO3DwNjEDmSnzmeZwVWnnpJ3metrti/PQDCa2Pk0avG+G7FbHrzZ2GBtZRhYfAyMReysYRe/Ya2NbkcbGbG7He1s/dna2TBgGKiKASN2FZZiqzrT8lnHmzUGjNgZ5maNOdNnmDMMLDYGjNgZsWv0d9+sw8+2wxuxm62/Dd/mb8OAYWDRMWDEzoidEbslxoARO5tkFn2SMfsMo4aB2WLAiN0ST+rWWWbbWRbR3yB2q/BZRN+aTda/DAOGgWXEgBE7I3YWsTMMGAYMA4YBw4BhYEUwYMRuRRpyGd8qzGZ7GzYMGAYMA4YBw0CzGDBiZ8TO3tIMA4YBw4BhwDBgGFgRDBixW5GGtDeeZt94zJ/mT8OAYcAwYBhYRgwYsTNiZ29phgHDgGHAMGAYMAysCAaM2K1IQy7jW4XZbG/DhgHDgGHAMGAYaBYDRuyM2NlbmmHAMGAYMAwYBgwDK4IBI3Yr0pD2xtPsG4/50/xpGDAMGAYMA8uIASN2RuzsLc0wMBcMrMIPKy9jHWIT1c7ODs3yE7PD0o1MGQYmw4ARO5vU5zKpW8edrOOugv9AilahHstUhzKfg9QdHx/P5ANdy+Q3s9XGq2XCgBE7I3Y2wBoG5oKBMpKxTIPoMtla5nMjdkZelgnLZmscr0bsbFKfy6RunTLeKW+Lb8pIxm3xwazrWeZzI3bWJ2eNR9M3HcwZsTNiZ8TOMDAXDJSRDBvwpzPgl/l8UYndZ599RnU/hp/p4Mf8uhx+NWJnk/pcJnUbIJZjgJhmO5WRjGnqvc2yy3y+yMSOavyBBN7mNra629jaCLE7ODigf/Wv/hX9rb/1t+iv//W/zld8R7qBbHKQmX9zH5ovcl8se98qIxnLXrdFtb/M56tM7LbX79D6dpLNR/h+Z22LThKXlpxs0Zr63kT7scw7Rb0nW2t05846bad66+gZ18ZR5ZJkm9Zr1H2UPF2nJDmhrTXng1HlQs91eS23yn1IHsol2+t0586d7KNxUUXuMuT523/7b9OPf/xj+jf/5t/QnboG/+Vf/iV9+eWX9I/+0T+i//bf/hu9efOG/u///b98xXek4/n/+T//J+tQdXXc5vzm35zEmC9yX6xKnygjGatSx0WrR5nPV5nYgVCtbZ3wPCREZms9J1j6eVNt5ojFGq2tb6d6QXLWaG0t11tHV4yo1JERyltXbp38kxAz2DpJ+ZCdnKaItfu+RlsnOekP+WjZ0v7+3//79O///b+n//Af/kN9Yvc7v/M7zAj/3//7f8FAOdL/7b/9t4R8Icf4zPnOnWoOlsYG667LtqWxj8+/qvWWErK/SprokzfDKmUkz8T+xVuo8qnzWzUfiw1NXufuC/VWOoktdXwiWB2FU8kHTP/w3/144uiByBult05dQnkn8aNPMpJBl1qtLg0kiuJ9D+mvkpb02/TFF19kn83NFnUHowfyJBlQt7XJ5dr90fm1LVKXs/NDaqs6SR5+vrlJWu6g26LNzTb1x4nmVPSV73OxB9dVJnaMUyFYJ1u0vnVCIHPSP7bX83HRRdXSiI4qA0K2vob0dfrqCH1Uvt+hO2k+7U/pG1tbLjLIhHJ9i7YUsQvqSqNcElXKCKmKKnK59e2M+Ph5Q3Ycw+b1dVqXaJVfPh0ftU2iu6o8yZfJSH0EP4s/fv7jnGQjP/JCjzzHXFlWHs/9uSzLj7oV2iyPykKX1iG2ytU9C7dpSH4mT/ypCaOOCgawITqndV1fX2dS95/+03+qR+ywJPYP/+E/zAjdH/7hH9Lf/bt/l5diccV3+UO+0LIsEztVaXasck6s0mWNEysj6VKWQa4menne9FX01SV2vn/Fl6Fr1L9M7BTQecDIB7Cm6zpK3tx9odp7XFtG1dF/XpVgNW1PVb2+vXW/T2K3TzKEDE2D2G22+9nLpSNVowmUb08d30jZs9OfF8iqyHDPW9RK7XIkskWt1mi7RIa+ij7xnX6m732f62crTeyw3JjOLZikmWhsrztCoZ5pPDMRS8twun5JVi/Nsb4msra31jkihPlubWs7I3by3BGV3D49Lw7ZgDEstRttF8ur21X08Jwn9YnVmevlIopO9/B8UUme6EnnIE3s9NyrCVpQbqC8T+yk3JAfUVaN+eITXoZnMlaMnLKctI11m0blsw9z/zD5A1n29PrbAMSOaV6xWvqf//N/pm63W4/Y/et//a/p0aNHzDP++I//OHhqScgd8mHPnV8RDUp5pp3Az4UNCwtnZ8r6uGuYEJvWzvXB8xu/8S/oX/KbV3GfBWxw5XLW7jqi0ydvL0F9Nd6ypK5lV+3fEJnTaVH/pgDbSt9GtR+gW9dD6qZtWkVfCMEexodg6k62ZANfBDHIfhWMFAcH8V/mW/XGGpXnYdpFA7Yo9IYt8kN24VlMb1auYDvqiolm9viGPT7J8MmJ/q6jZ4i+tbqDbDzRETlN4LI699vkp/fbebQsVD5J+tTedNE6iaIhoiaRP5E3bKOLBiL9Rz/6j/Qf04jfphe1k3IYeEHGWF+7S11F7IL6VBRR+0HkQRZH/hSRFT+EfK6frTKxQz1dVA7LoYq4YOJHnxgKMMh44CZuPV5Alv8d/c4fQ7M82+tMJE+Y4OX6MzkyxwmpgD2SFrQrH3NYRyCvblexYxShYmKESJPSqedjkTlKnu8LkSHloEcipJwmczuPTVvkR/RC5f25jOWIH7QfA8Quq0c27qZ4SPXLHKHrUUd+YWxObfKxITZM6/r5558zqcOWuFp77P7G3/gbhH1P+EOELnQcHen4e/v2Lf3Nv/k3s4FYKsMOUCBCujhTgwDp0ri4188K99xQw42kQSD5NcjFnky2Boa+X0sn2xQshbcp1SEK6QIW9Zal9cXutX/ZiSX/RP0runHNwu5qoJK3KvZb/uYhNrGvdP31/bL6Qpb5xDeYVEe1XVpGMKj9Ir7SV/dc4TDdMiDYk4FD5KGsfib3jNFCGymZasASOTG9w7ZpDKj7GbYpbKpF7BQ5c6TLRbY0oYFMTdik3iBuQsQkDeQH5LCsvH5WuGfSN6xfom5Y5pX85RG7LvW7bV4Who2tbj8jdlI+I33pEq2uS9APLCcnvVJfufo+l3RcV53YYW5Z384PCrh5YZ221djsJuW0n6lxUfqk9F3/u8xb2p95nm1az5Zgc2IX0yUyXH92BFNHvLZjJDIlEcgrMnAVO/ScF5oTUTc9FqKsjC115Pm+EBlih9Yjz7Sd1YgdIpzp2MXLnqPbTNdB34u92j48z9Jryvd9qHXN6v43f/M3OfD2y1/+sh6xA5GTP5yEDRE7pOMPBypw71cq5ICiM+WtqRhR8BuAv5ew9RCINci1XVp26X1In6Qpsprb5oCndZXda/+Kn2PXqH8VecnfVlVnUHbqDiZ2ldZfyC10SL2lo+k0pWNRfIH6DdVN6qDt5Q49jEFdVnylr4JhSRPfuoF8WF7QniGS5TZeY5NvTE5Mr9gR08MDrcJK3k6wVRG/kI+ytq6Hb9jikwxNZthWtW+Mn0kETUWjdLRNomk6msdyyoidt/8uFgXL7BEb0n162uZxiN2g3+Z9dgMmeNjTly/FFuqs9YkN2g/w1ebmyD16vs9RL/msOrEDrtdxeCE9RIF6o88IxrmN9Use93+Ff/Uy5fpI+kyd/BRfsqysT50QVk3yl+uUhER0sU1qHML4AZvzcScnNbG8ITv0nBeaE7NxoPAy6epYW15BxvCpWA5+8GpGPm5I/YZfaFV5kcvjTur/iB9FHuol9ruxU+lUbRdrU81TXHlp97wduL1hh4zbMm4q+WLDLK6/9Vu/xdvh9vb26hE7HVFqMmJXmAQVuLUzdIPphtJ7Agp5Am9eGuRR2VnHzDd+Hn/1w+y4utYnMhw43OQ96i1LyoSu2r8xQifpIyN2eBNDXfitcbgzQL/4XdtS8OEK+QJ11HWTOg+1nRowJE+oLHwnm5exjBEjWHqA0PJ8mWKbxmhhII7YFdOrdYnsbBDXBB2D0ozwDZt8kqFJEvtEETupgyY7OHigI1iSx7+G8khkL/RMymt7OJ9EzThily+5yoEPF0Erpo+K2A0gK1uCzYldTF/BtpTgsR9SX/XTSKTk86++z/XzlSd2PA8UD9zp+QO+cGN62p/TgwZ6HBeS4PqRbMfI9zFrf+q+Jn3T9eOU2KX28NihdEFGYUzx+ij33ZRE4D6UN2RHdDwRO1I9TBbTlzg/+sc+SueCmDzkyWXgFLAiZoocs91qjvf95cbUvHzBL0wKNcEa3Wbik9w2V0aIfqxNY5jIfCEvvCnp5HS0j6SrOooN075ubm5yBL7f79cjdtgzh/Vb/P3RH/1RMGL3B3/wB/wc+arssWPHhhi5x3o1APRk6Tpp2tgAX0hWAJTayQXZMTKTNpTWx2BRDQjQxt6ytL7YvfavELjYNepfZT/0uAEg4B9FfLU9K+ULr466vfS9+Clru8Cbl/aL9pfc83PBXjpoZpNDQB7KaZlyHxs4nXwZ1BDJUwNnQK/YFdOjSR4TuxngG7b4JEMTIzzXe8X0PZ6BmGVLqRLNSvef6ZOmXGcvYufIoVpKjZQfInZy0AHypAxHygKyUqI1mtgNqNt2hyhcxC+VpWx2JM8RxlI/8D4+7A10eVF3/+P7XD9fdWKn6zrpvfRRIXqTyrPyw1idtU9WqU3/2T/7Z/Qnf/In9D//5/+sR+xwahMnL379618z3wCJ+zt/5+/QX/trf42vQurwHPmip2KF1fLVTVbSoI44CRN3vwWEZ7oByth09iaj2b0QO/zcCXSqN4gh2YoYiU7+mRSxeYK3LKlj7Or7N0bqSv2r7M/qlhILfNdvLmVvZnri1/fL5Auuv36L8to9w4qHiRAGBQtlg3ru2+IbZ0he1japTSI/RuyG6qJeKGJ6USamZx5tCltCJAMkRpZU/QMHIHOhZ4Uyankyq7OSifJCykLP9V68ArHThynabT5YIQRS7Npstand8iJ2+LkTLJFGDk/IYQcmqUxMU2JXQR/XJZVbsBWk0NMndQ35XJ4ZsatOLqSPlo0B4le7VvfrPH21Sm0KYre/v09HR0f1iB0a4Ec/+hH/Tt2o37FDvnk22LLqNv/mA4L5IvfFsuLZt7uMZPh57Xsz7V/m80UmdqE93GVphpdm8GJ+XE4//vN//s85mHZ8fFyf2OF/lND/8wT2emEjP65YHrT/eWIyUJh/c/+ZL3JfrMpgW0YyVqWOi1aPMp8vKrFbNB+aPas3Fq1am4LYHR4e0snJSX1iJ87AsiH2hOEnTXD6FVd8Dy2/Shm7Vu8c5t/cV+aL3BfL3ofKSMay121R7S/zuRG71elbi4o/s2s2GAOxw8GJiYidNdZsGsv8bH5eJQyUkYxVquci1aXM5zFi13vwJW+7+fJeh3aOjgjLO/IZ9xl0LZJfzBYbW1cJA7/9279Nf/qnf0r/+3//7/EjdqvkEKuLdXDDwGwwUEYyrA2m0wZlPjdiNx2fG5bNr7PGgBC7x48fG7GbtfNNn3X424yBMpJxm/0yzbqX+TxG7CQ61+TVInY29k0T57ddthG7wG893XZQWP1t0J0FBspIxiz030YdZT43Ymf9/jb2iVWssxE7I3a218UwMBcMgGTYZ/Y+iE1kIHaz/MTssHQjmIaByTBgxM4m9blM6tZxJ+u45j/zn2HAMGAYMAyEMGDEzoidETvDgGHAMGAYMAwYBlYEA0bsVqQhQ6zd0uxtzjBgGDAMGAYMA7cLA0bsjNjZW5phwDBgGDAMGAYMAyuCASN2K9KQ9kZ2u97IrL2tvQ0DhgHDgGEghAEjdkbs7C3NMGAYMAwYBsbAwCKc6g5N7HXSVqEOdep7G/IasRujM98GYFgd7U3QMGAYMAyUYwCkaJ4+akJ/EzIm8cG89U9i+6KWNWJnxG6uA9Oidgyzq3xCM/+YfwwD7/h3GOfphyZIURMyJvHBvPVPYvuiljViZ8TOiJ1hwDBgGDAMjIGBeZOSJvQ3IWMSgjNv/ZPYvqhlxyJ2n332GdX9LKoD5mlXXR8i/zztNd0WpVklDFj/MzxPiud5k5Im9DchYxI/1tVv/XZ0vx2b2FGNPyMk4YaAX+r8mR/DfpxkULGyt9en1v9ub9s31e/rkpKm9IqcJvQ3IUPsGedaV7/129H9dm7ELjm4T59//nn22di4S9tnSWlEKkkO6P7dbTpLyvPVBVeSnNH23Q26f9Cs3FF2NAHQ5Gyb7irfubqU+5LLTMGPo+obey7+FzxMux1G1b8pnLm22cgwjvpt3D8oxXjMR9NKH+WLaeldBLlN9D9dj+31O7S2dVJo3+Rki9bWtujEG7M4/c4duqM+KBtL13r8+yQ5oa01J2t9Ox/D5mWPb98qf69LSpr2RRP6m5AxSb3q6m+i3yYnF7R2h+iO+qxtvSdOX7ug46NPtIbr+UdaX7sY6r+T1HcWZedK7PQk5ybB+3TgDYDaCdOahIRYTJtQ6LrgvhGAMrHbyAhDFWLn2zHP7+L7u9tnPCEyqVJEdR62NYUzX84i1G0e/lxUnU30P6kbE7L1LdpaW6dtNYaVErsY4Quki57QNaRjnvaIjUlySrudDv3sZz/jT6fTo6PTnHhKvnGuL496tBuRlZzu0u7pS3L6d+lUtQd0ne52omXxPHl5RL3d0wJBj9lYRkoG/Ta1Njdpc7NF7X643mV5kmRA/XaLuoNwWdgU0p8kL+lot5f5vbd7RKcvnYyXp0d0dPqyULeQjFB9y2zV+avYrfNX1S9lmui3QuD8Fy7RIc+F4MXySf5Fuy4MsYNjDu7nUTMd0QMBFALAUY+723R6uk13796n+3c3aGPDEUK/DGTy5Hr/Pt3fcJETTSbPtu9yNGUjlbO0xO7uNm3fd1E6Tew0sQiln56fcqRSImVCruA38Y2OMpX5kp+Jj9P2YP+ryKz2PZ5l7eNFD8/ODugsjd5qO8Q+pMm92CrfdX7R5/yQY2WfseMiv35+H2eIDgdxlUZ5Q74rq1sZxrNyqc+A6+3tuxxJ9uuAF6A6dul6wWbxl5M77IvC80j/EXuX9drEBCF1R3QM0bKTrTW+SnqIdOFZ3fRM3vZ6ISqYJNu0nkX9clI5K3vErtCVCVLvhN7KfpMXh9Q5fE4XH+NEJSTHT2Pi0uvR8ZtruvJkQefu7iklH6/o8vUx9Vj/JX1MyZ2QvaeXNFRW9Dj5+/T88kOBAMlzfY2RkmTQpdZmm/qDhJJBn9q49whmWZ5Bv0vtFkjhcLlR+kF6hUyHrr2TN4V6xeqg9ZTZqvNVtVuXqaJf52+i3wpx8wmbpIPQ/cZvXNK/XEujemnULtm+yqN86x/dHIbo39oVrXPeq8KLnbZ7lvcLRexkwtaTDZwhk6FO53sV2dHPhsoI8cNSrtxzpCslhGnUa5mJ3RnqkBHglOQhLSVNQWJ38Lsq0uf5JivnpYv/tC/5Pl/+RTsyGVf6dZtogIOcCAHT6bh3bZy2kdKh2zpULyZj2j5u39w+Ke9eDhypcdE0hQepf6QO2m5dVtdB9MjWAR2x859lGNf15Hv3ssP5q+Bd+VPbFbNX7GBfFNpWYaiQ7nyk67ms901MEIxTJleOVPmEzf8uvuL0jJDdoTtplC6WnpXziB3r95Z7HdmbjT1iV+iKyFnv+A3d3FzQ+yShl0e71Nt7Bkblomk9F83r9HbpKI0ooUwHEaY04tQ7ctGl5OUp7ab5e0dHtNPZo2+vr+nifU4SmbT1dun0+090BR2Qtfdtpp99hWhcSvae7uTRRBCgjorSne706PG5I4TOpnAEL0ZK+u3NLEqHCFa3NRx5i+VJEOlrtanP1y4NPEKofR3SDz8ff3vu6PS7d/Ti8BE9SiOnjw6/oRfvqDaxi9mqbaljty4XqoN+7t830W+ZwKll2DtC3JikqaXYdEkWBFBIn5DB7XXilzgn64a2TnIs+jbP+vtiEjsV5dEREZmEeOL2JlwdvYiW4SiLm7CERIrDZWKV77O4NgJQ5YcDjtphv6CalIWgqLqLH91kPhzJRN0dkUifpYRCyjniFNaj/RZrEz9PlNgpkoIyuo1cXZM0IpvvWxtld1Y38QuTvpJ6lmFRIpSRfXPaFo1JtqFMbmqbrrP2/cjyAbu0LdrfIvdUkfyYXk2ikWfZP030P/gAUTq9t06iZXhWSuwCS67R/Nvrhf14vDdvfTuNGBT38c3Cnipt70eOOr0jevXpkm6uPjJx2zl9TVc3RO++OaTOwTMmaSjT6X1NL95+og9vn9CjziH9+V+9pKNeh3bOXtPlNYhKhzq9x/SW8kgc7EHZ3hFkXnGEztcv0StN9j5egf+8oMNHh/QCt1cuCoPl2r1nOXFEBFCe6bqHSEmSFCN0jtgVI29V8gy6LWp1B6X9LKQf9r2/uKKLj+8dPt6/p49XN3STRk5vri4KMmMypJ5VbJW8uFaxW+cfpV/nxX0T/dYnaaJD0mUJVq5M7HS0LiWFel+eED6RNc/rQhE7mbh1dEE7RyahGLHTE5aUK5RR5GYViR3X9f52hNgh8jZM+OAnLpeSAUQt2f+FKM1wOT3Jax+L31muR8z0M7mPlQ2VF3zoZ0NpI+zmsikZZjIzIn8MiwX7le8kXetxRDj3Pz+L+Mb3h9TPTx/XLpaj7BW5RuzSWa/kgglFty+3Y2EpVB2G0BG4OgTOi74N6RsRsSsuzU7fHt8++a6XS8Wl7755RI+evHHRu5endLJ/QPt7e9TrdKj3+C3R5Ws6SpdY6eaCPrxCdO0x/eWLfersnNLFDbjVezo/3aPO/gtCHkQCXTuA/Lnl2ZuL9xTSDztgwyEYXErgXCRwl07PP2SEEPIcsUO28ihMiJTwsmUrj7T539leLNWOyKOjZOJX/xrS7+cZ9X2UDN9+/7svv4rduswo/Tov7udK7NLlV22TkEEjdiAT3sTmJhy1FCYkJN3LxIRDRadkQsKkCSe78ikBiZVRxK6gTy156Qab9n0jAFU+gb0gAnLCuFBHjkwVCVo/XTKVeqIs9lbptuF7aQulq0Ds1PIhZHEZ2QcpZVWbiD7Om6Zne7rStmA72ObhpVhXDieksW8uXxqsYjeXTeuhyUy0ntpvqg6y3Cx1Ed/Jd62niNERGFe+dEupailWRfJieI/ZFUtnOVlbDftanjtymkdpdT2X9b6R/odIWho5Ez+4U6prvDQTjcBFCFwsfyZ7FLGbsT1il3/Fsqi/XMpLmvvP6frbPer1dun47Cm9efuWnu0/pIMXRNefzgplOAJ3/IbOn/Sod/I2I2Ocrr5Dt6/P/+7y5OQPhC0jdd8XSZ2QQqdiDGLXb9Nmu5+9BCCCpb+zLSPyxJZvfT/XJUV+eXwfJQNLrNr+UH1EblW7JX8V/Tov7hvpt+mSq0/GhKRJpE6uHLHjk7RuyTVJ3tPWmlqKXbCTs3ON2MnyFK5CRqQRMdHKc4nEyUS3IRORmuhQLlgmQkaQH5Od6L67zD93ovygJ3zUEYSD68gkqEjsMFnLc5dH7zeTJVp38GSIWCuSzL5nAiRLmkWy5bcj8uuPtKvkE5KHPNJGeObvgYTtgg22ISWFXJd0w79vN+cTYneOKFqgnqkc4IwJTQCLkBPyHdLlo0mRpLHNI+QKjnF44n56oCgkS/K5+ubL0TG7QulabsjX+rkm81KfZb5OOkE4ApcfWNC+SFKCxURN76XD/fp27SVaLdu/FzJ4fH40dCpX8s7SHujMD06k+9RwUhPLqU8v6d3XPd5rd3NzRZ9en1Cv06OTt9d0+XSHOjtP6Yqu6MP5d5x/79trJoKd/ed0/ul7wqlORPiQjshcVr+USD5Ll2d9/WyTIpufXmHPHvbjFUldbvsxvfH28IkufQ2RIh3R4vvN4f11o/L4y59ap74P6dfPq9yPkjHKVq2jqt26zCj9Oi/uJ+23kCEEbiSxw8+dYNlV9uDp5djC4YnF+kmUuRE7v7Fu4/cmAHob/XZb6rxqRGrR2s36X/4S0nTb+Pvb8FMnO0eveDn18sMp7amDEzu9Hj15d01vjvPIXB5xI7r88B0d7T3kk569nR3a6+3Tc15NzaNpLsq2Rxmxq3twondEL9PVHxzcOHr1iQ9dfH+6UzhU4fspRkoG3fynTuTnSoYjX8N5RL6fV9L9a0y/n6/sexUZVeoDHVXt1vZU0a/zW78d3W+N2KkIiwbPLO4NoKMBOot2WCQdZdHLRbJzFWyx/jfd/vcem+IKfzd0lUbZkuQjH5zgxzdXdHVzw4cnUEYicZyH3EEILH1d4KQFEd1cIb9L1zjUJ1mRHjrwkLy/yE7JuoMTysCbCwKR2z16yYcN5MRtSI7orUtKpFxT1yb0NyFjkvrU1W/9dnS/HZvYwbl1PpM0/KqWreM/ybuqvrB6je6s5qNmfSR9qs7V2tUpTgsAACAASURBVKDZNmjSn9jD1/v6vPATKHXk69/AEwI6qnxdUjJKXt3nTehvQkZdu3X+uvrr9FfJq/XdhvuxiN1tcIzVcXEHcGsbaxvDgGEghAFE1yTiF3o+Kg0RPfwG3qh88rwuKZFyTV2b0N+EjEnqM2/9k9i+qGWN2M1xKXZRQWF22aRpGDAMGAZGY2DepKQJ/U3ImAQr89Y/ie2LWtaInRG7ym+niwpis2v0BGQ+Mh8ZBprHwLxJSRP6m5AxCbbmrX8S2xe1rBE7I3ZG7AwDhgHDgGFgDAzMm5Q0ob8JGZMQnHnrn8T2RS1rxG6MzryojWl2Nf9Gbj41nxoGDAMxDMyblDShvwkZMf9USZ+3/io2LlseI3ZG7OxN3TBgGDAMGAbGwABIybw/k5KOedtvxK75FycjdmN05kk7kpVvHsjmU/OpYcAwYBgwDBgG3pEROyN29qZuGDAMGAYMA4YBw8CKYMCI3Yo0pL2l2JuqYcAwYBgwDBgGDANG7IzY2VuaYcAwYBgwDBgGDAMrggEjdivSkPaWZm9phgHDgGHAMGAYMAwYsTNiZ29phgHDgGHAMGAYMAysCAaM2K1IQ9pbmr2lGQYMA4YBw4BhwDBgxM6Inb2lGQYMA4YBw4BhwDCwIhgwYrciDWlvafaWZhgwDBgGDAOGAcOAETsjdvaWZhgwDBgGDAOGAcPAimDAiN2KNKS9pdlbmmHAMGAYMAwYBgwDYxG7zz77jOp+DGz1wFbXv8hvPq7n46r+evXqFT158oQODw9pb2+Pr/iO9Koymsi3KHb4dVlUu3w75/X9+PiY6n7mZavpnc4YEvOrjfOz9XesHVYtfWxiRzX+jHTUBy98VufPfFzfx6M6c5Ik9Ktf/YoeP35Mf/EXf0FXV1f061//mq/4jnQ8R75RsiZ5vih2+HVYVLt8O+f9HaSuzh/yz9tm09/8eBLyqY3zs/FzyPernDZXYpdsr9OdO3eyz/p2MxNkcrJFa2tbdOJNuHXT59nwTXR4rq/yL/t6fbt00vB95H+fp09mrfubb76hp0+fls7JeI58MdsG3RZ98cUXhU+7Xw/nTdgh9iXJgPrtFnUHzgZ877adjZutNvW9PiPlQtcm7BJ74KPNzRaJb5rwW8jmqmlJ0qf2Zj1/xGQ3SewG3Ta1NjcZT9pfMd2TpDtsdGmQJFTFH5y/5WzTmG+1+9H+AftisvvtzQwPk9Rjkcs2Ms578+idO2u0dVJvjJmWj5LkhLbWJp/jk2Sb1gNzepndMncdH/2Y+cDx+Ve1ZZTJX+RncyN2jnSs03Y6kbjvzQBSGrQqsVvEBmqkw3sElzvHiE7v+87/3oSvkuQlHe326Gc/+xl/Or1dOnopROOUdju7dFqDYIhNTu4RvRyjrMiQK5YXEZGr8od8VZZlk36bMMlhohQ9o65N2jHod6nd2qRNRVgweba6zqZBv02bIyZhsde36/z8nP7sz/6MTk5O+Irv8lfmHxA46GTyMOhSq+WIhOjBdRy/6fLj3CcRW8aR1RSxE5v6Qspho2rLcWwrKwO/Cx70faxMiKBxWit/kQiVlXrpfhGSFSq77GmNjPMgduqF3c2l+dw6Lx8JqVvbOuHxrsr8E7N1nHnIL+N/j+lahfT5ErsSBu7AKUzfgdQ1zDqt8xvAOn2VMnEQOAciRwyL+e5koC9P3yJm9uvrtC5RLt1ZsreiddraWqOmoosxEDXS4T1iB13b63cy2wsR07Suzkd5tNP/frK1lkVYpcPG6hBKT5JT2u31qHd0Rm8ur3nuf/fiG3rU2advvz+n5OUR9Xon9JYu6WMNAgRdyekudXbO6OLqgt7XLOvbij10WG6t8od8yO/L0N/dBDdMWnSe0H1TdjA5QkQO5DIlTy7Ckkel6tio7QKJA3nxP0LuyvwDspkRlUCULGaTTwYQhUS0Lxn0mbxyBBD1TUlQIUrZb1O7O3CTTSS/JjLOhvGjZE0TO02ABv2BI8VMwrrUZeIOX/SzSKxEzGK+CaWzf9PIYKs7IBDwVldeDPLIqsas9pmko32FfIb0IF+onG7fWDnRsczXRsZ5j9jBH6PGefZ7YE4rzpHpvJvly+fSYvliurSHP3cg/eRkm07SaGJ0/vHmYCGIvOK0ls7TazkPQHBIz0tCckU/5vXf+I1/Qf9SIodrW/TvfniH9PzFtqj5XuqwrNe5ETs4DOBzS7HFtwuf2XOjrW8TN5SKOEnDBYndHUdgBBQgYq58JF0AcycFM0K/hfuUNHJ6To6m1fCNdHiP2Gm/at9JW2gf6SXyOykBd/7T/qkfYX15BFL3mq5ubujm4mNGwN5/vKAbuqIPpzvU2fuWbm4u6PvvQPJcBI6jcb0eR/YcOey4aF+nR7uniSOEHZf26OvXlLwEgUzz9HbpNI0IOv1H/Kx39DJKxnBQ4vLysgqv43zIX4YFIR5leULPmrbDTdApqcEybAvLXQPiJVFEzwIRs1F2IVLnkzp8Rzr+4MdR/oEOts2LGMb8xmQrjVYJCTg7P6T2pqsPy9MRJ0S3EBkcIrZ5NElHLLWfcJ8TwZyohPwSSmuK2ImPeAk2jbKKPtiItgORZaIE3+A+jeodRnzj/Bj2mSbDiOxmkVXlV9EvtuklWCHXWPZ3LxFxX/vluGy7ny7Thu3Tupf1vpFxPkDsMGeCuETHeZ7Hhuc0N8bn43q0vDe3aCIpbVFGlkrlFubddL5R+spsdHNcsUy2FKsDQZCX6XHLxdMO1ohfZnGdK7GTCrrGAMkrNsiopVQNjqGIXSoLOgogj6ULsRMSw3sDUuArUEFeCMRSl6aujXR4Bq+QZ3eVt5TC21IaoQwNBAUfewNIXT8IOTt+c003F++DRIiJ18lboquPxPfHbxzJOz+lnc4efXt9TW+Oe7TD5JCI3iHad0DPPpzT6V6PnrwDlXhHT0ACX32gqxuidy8OqXPwjD6+T+h0t0Od3hM6//SJn8Xs2N3drUTqkAkHKnBaNtb2PLl6hCWW109v0g7I9vctuYkfy7MtarfdsqhvQ+i7tgvLryFih/RK/kn3/fnL1GV+09FGJl6I1nmEg8srosrkRO0jRH6fUIAcnZ2fUlctHzqiBHJXbxld/NYksYNMJuHtFrXSPYlDpImjayl5h09Qp8OfZsuqLCNdao6msw9cNLdMvtQRV40tF2VT0eCKvhZ5VdtU8i/rtZFx3huX4YtsztPRtpJxXsZyPd5DTnSeiMjV7VBK7CLltf6hOV3mZm8+ZjsLc11x3g4Su3TvXxbMKFk91HValvuFIHbirAyMgYbLGk81QBEEiLCpBo0RuFj6qhI76QzqDY19GRgMRvrYKyODgbTfqCsibULOLt4P7zPTxO/60ys66vVISKBbZn1KVxLV6zyk/cdnvJ8ueX9B1/SWTno79PTymj6d7WT79/J9fF9TcvGaZYI30k35cm2TkTI94Y3ykf+8STv8CVrrcs8QGRluF51P7rVdk0Ts3DInlvYcERH5uI7ym4soYenVLXGDDGDZUGRooifLqToi6efPyoWWhAfu0AnIlBw8kfyjrk0QuxDJlbRC9JKjsLmNUke5iq3im1i6JsX6HuVD7RLCFnTIMrCvJ7Mj5GtVB7+c2C3ll/06LWInY3OMXOm5Ez7M8ntzb7S8NxeE2sHXofNE5Sr9VYkdy0rn9dCqVIjYwRaxQXiHtm/Z7+dG7HRjsJM1gw6REI94cRlm6SrKVyB2kSXX2BKtJ78AKmWPRBenHbZtpMOrTlLqL+37UBkhh9rfyidVO4EQu2fe/jmQNiyLynNE5T59XySBOpIHfeev39KLw4f0sNOj4+9kb94xvbm+pNdY7mX25gXdrr+l3V8c0ZvrawoRS10PvYfMkzL0tWwPmZ50tfyq903ZAX2+LXrCxgSqD1WMsk/bNe4eOyEDITLp2xqyBwSj1cr3e/GkL/sHsXeOl2XzZUCQR9RT9Pn5JUqn/SJEQva1gUxq8hiyy09rhNgxAWpRNyXA8F0/PXgiNkKv9pv4l5dC08gd6sHRNPFNSbrUsygfy/c5cZS6ap9labA5jZBW8XWhnCyzR+yTvMt+bWSc90gWEyohOjxmpwEPPc6r8VvPaT4Zc7IC5SNydXu4OTTfyyZ6spUhma+1XWr+KczBOl3dQ58QtOxe5Kb5osQu9cHamuMQ2vZlv58bsYPjwJT1Xi5ZJuQGQqPIIQYNUhWxQz68abhNldhMqSJ22ebKfGOnA61suvTTZVOmOzigQcX2oPOwPeu0rg4g4Nk0Po10eK8DZP4SopbVadgXsgzud3TdZuOQ29OdDnUOn9Hr83P228tT7KPbpdMPl3T95jg7OMF77XZchO418oDAvbmm62/3qLN7mkbq3tPT/Yf08JtzjtL1ZNkW+/R4ufV73muHyB9O3WZRvxHROvjJP/U5xOZUQtmpTz0pjoOTpuyA7pAtICqyF0oOGlSx07cL5A6/6YflV1zl4ATcFPMP7PGXQguka8TyNZNRtdQKu7P68DKli96BAGanOxXZiOXXfmJylPoItrba9Q/ANEHsuP0G7vCC+EyWrnVUq2h78SdbQr6J+wB7CXFiWg5OpEu76RKuEF2UZ9tAwALtpaN7If3a3kyWpyNUTvIu+7WRcV6P4zxHuXlQfOOCKOk8qQ4I5On5nOaP95CR58vnibJ00ct5mDzl24EKc7y2O3B4T8/BQgqx31uIWjZHaR3pwQu9xCr5+edO4B/FIXg+Uz7Rti/z/VyJ3TI6ToNtmvY30eGnad+4srHc+nT/UbZUisMRZ68/0c2Nd3ACe+p6HergcMTREe31HtM5IZL3HR3tPczL7x7R60sQvmPqdTr08LH73yBO0zwov3P2mi5ubnhvHkfyrj5WIuMgKFV+xw75xvVHlXKLYodv66La5ds57+9NEbt518P0N/8Svwjj/KzmtEXDzyrX24hdhYhb9raQRhD1W8e0wLoIHX5adUuS9/QRpxrSP5yAxcEG6Es+XvHBCb5PPvIBB8J52YsLukojbSh/ocunP2+S8MlabJ9zBzNyHTd09dGlvb/AadzwwQ2/vv7/rIDTnTgogSuWXxGJArmZ9f88MS87FtU/vl2L9t2IXfOEaNHaeFx75jXOz2NOG9dH0yiXRSFXMFoHf41N7ADIOp9pNM4qy6zjW8m7yv6YZ92w7Ig9ZTgwYP9X7P/f3tfzTHJba/Yf0Y+4eOUG5h9Y4Wb7AgLUiQYQFAi70cUCowvIUAObKNhg4MyaxMn0wMFe2LItW2Np/CVNAw4ceJzckZ05UOP6CtYKMMDFIfmwDtlkd32w366PZ4BGVbFY5DmHD895eFj1znGQHot9romRU30Lsev6O9Ue7x1jcKo2ge/ucpyqrpT77nDbi9hxgO5ugGhr2poYIAaIAWKAGCAG2mKAxK7FVmxbY7IeJx4xQAwQA8QAMUAMXBMDJHYkdhd98f+a4GbfdK7EADFADBADS8MAiR2JHYkdMUAMEAPEADFADMwEAyR2MxnIpa1IqC9X4cQAMUAMEAPEwDEGSOxI7LhKIwaIAWKAGCAGiIGZYIDEbiYDyVXL8aqFNqFNiAFigBggBpaGARI7Ejuu0ogBYoAYIAaIAWJgJhggsZvJQC5tRUJ9uQonBogBYoAYIAaOMUBiR2LHVRoxMGkMPHnyxPAX24DB7jjY0Sa0yVIwQGLHoD7poL6UiUo9y0FJSN2XX37Jn7eB2IN4KeOFtqFt5o4BEjsSOwYBYmDSGCCxi0ktiR2Jy9yJC/U7jXESOwb1SQd1TvDTE3wJ9iGxI7FbAs6pI31dWwyQ2JHYkdgRA5PGAIkdiV3bgMd6JEdLwEAvYndzc2O6/pZgTOpYdhpd8SL1ac+yPWmbxjYkduMjdpzvDT45Vy9rC2Lt2L69iZ3p8I9B+tjwS5vsgoEu/4gZYqbtHCGxGyex43znHG47h4fUY2w5xtnViN1hvzXr1cqs1G+93VfL0hwOO7NZb83+cDC2L38+BEB4ttTe4bA323Wj02Z3qKYP+u5y7GID6PT8q8fBbl36Ole3xuQ77DYRXlartdnuyzbW+p+T79z9Uls5HK82uzDuKSaiezIHElzqfjAmguFz8i35PondvIndbtP4VIkX683O+vVTmNfz7o3HPzLb9Wlfcaot3NNtRnErme+7zVrFtrXZ7Jq45to4lqVUjr7laOtsXEzT5TXPdR9tZMr1bX3YamN2J/zWfit2qePXasQWZ98XZvfum+b+/fv29/CZk+/ZwzcNzqWeXL/57s688PodXuzMu+oadd7dvTjy24dnD0P70o9uN2fLvmUXI3Z/+ctfzHe/+13z0Ucf2W3bVMBLB61Ltp9r202ClQE5deA+nsCpHS55nZPzXH99njnXptxvM/nOYkaInXKi5/qtqUuprbRcj3uKCZHXBimvQ/qs3M+VndNz6fdJ7OZL7FJyIdcyh+BnS9i/xDzKERZb5kljmO+KeB72kmBoSEyuDTvvJRFxhgzZhW0H/1eyzanyGn2cs70Q342Q383GkvRT8rS51ya26Oyx1E/bPRwcqQMZOxyemYdvvmt2Lw7mxe5dE5W/uzO7hw/NM0/s9H1p1xK9hzuze7epE8rfbMpsPd9HKs/Q64sQOwTot99+2/zjH//oROw0KPSktuWbjdkgw6cAbu+hfLUxj7/6osmcrbfm+Rfvh8yIrBSw2oJzONW2rg9SoWXEAOTK9vud2fuMkm7nXL+n5ImyVj1s8KP315FTFLlEHunzO9/5H+Z/IuO43pr/80bsQIdM+nOTrxVmCsTOkiVkZ33W9Dvvyyrdr/QDBjZmY8vcalKPCcbWTsAom3yMJ51By427yCOr0dw97djT+wgMFp9BZuAXssuY7IJuAUs6m6lwAXzm9MKKWtshtKeyiUfzcA1ZEttINkVl3XNYjXRM6mtZu5y3IXYvH92Gee/m/4158PTl2b999/LlU/PgxuHov//vB+bm5oF5+vL8c6W/q/fy6QNzE3yVx+ftoyCH7s/Kqe/Jsy36F3t0sd8l6p6b7zrQynku2Ipc6RxJyxxxwjzfmN3ezzvYeLMz2m+5860RciH2BV5z7aR20e3g3n4nO0/Kn2TmntXBl+f0OdLJ+rlYRvuc10lkLsnr/PnW+jlbz+5cNfbBDoedh94GsvOx8TEAu2j2We9vU5ktMbP+TUhr07bY3uqC59SumZSHWIOdrWS3AjbteqyBtVzW7cWLZ+bFi4Mnas+cbi925uHuhSV7yLY9e+gIIORGhk8IH+rIvVwfeKb2sTqxSwN0adJqoCKQpdumRwHFT6AoONqVTpMZs0FKJrMOTP7cEryoDfeck8VNzqht3YZaUem2MSC5SR/uSTtd+43qe9mUPNJ2IBBdbRCRIGUDRSbCWAQ53DZz3/T5qcnXGjOavIiTU44Bq3hL8jJO1I1xgxM9htGYt7AlxlWOuh17rZ7PYeII00qHtD207XCrxslvQUf3VTvARSSnkkvKo3kSxliyBqqfEk7UFrjWMbJjCave6Te2ctjWsnY9b03sUpK0ujWPzpA0S8RakKkSkUvL0/ZevnxkbleOZILU3Tx4Gojeo9uVWXm502fTtnE9K2Kn8AJcWJyJr7IL+GZO71VdPQdAKOR5i/v1VhFALE7y7aDP8CwII47rjX0dRM9r/YycY56KT9Wy6Hq6PCejLMKEUAkxS/tK9Y79YrMVvN+6HQ/3fEJqvQ9AH9A3kEP4CD+vT9keurh+8nFViKTU6xtPtO1OxZZ0AVHkI88emjcfOvKm25Zzl71zmTaQNdlSlSyevpfWzRE5IX2yBfumytyl/dW47k3sZItVtlolKONfLkAXDZk4fiijJ4EGcJtytCHHqD7A+PiNaCsPkz+qa1cTzSS39zCJM0EPfeoAhzIc03vn+i3JY9sJsriVklu9Hb+rVbKBOBdMXttPQoJ0dhMOoJR9gn5tjjL5BmNGOe60T8iqnVpkxwze2o5takvdd9xGMyb2mYy8JUyjzZzM0ZgoPVD3ueA6gwu0aWVRz0XliYxdsBnaRd8qW3ESq5n6Wqau532InZAgIU23j1z2LcrogUhZ0uUzEqtb8+EnLmP2iRxvb80t9NCEUWcGVTlIV46cQY7cPUf8HAHN3Ue7+jgnYgc8akxY3CMThzHAMUP40IaeewG7Uj8zf7QfQd9oxz0r2apmUaIXNaiPo/b/ug3clyPKizJaEutJksxZ6ItjRm9pV3aNtrLTJduePkMJvyGxQMvg+m50imVy5SBjufktNksJH2INyJ7ur9b5pYmdyOmycrJd6wieJXTyXp28X6cIYboti+xdqqsjhG9ejOD1JnayxSpbrSB3JVI3jNi1zCCobAUMqMGLczuBVfAJwFVBT08sB14/mVTGA+3piZErC7IMCJ5H8ij5Q/tKfpTJUcsUnXt5oL+uq0mELfd1h05MmXyDMZPY8UhX6+QSUo6sU2KjLmOr7aPHPC13zj3fP2TVAUCPSbiv5MR9PSYoEzlwnuIabekj6h7Jn9gUmND1tV66/Kh9H2TsQiBpV9eVc9uOqp/e73Ldl9g9fXBjJDuWEiYQLSFL+h7OLbHz2b5TxEu3A+KFNrCdG2XshBQmZNBl8XxGb2Fbsdr3aTwIWRCMlXxSNMfUQl2XS3t4HkfdR3qek0V8iHzIIXVz99FGmFNKFtxLny3JqOddSV77rIqFVj7JKO7klSB5N9HZzfq+M3Ek1ccRtOaDxJMy+Oye6Cb1Nrvz7w9qe3Q9r0LsMh9AaDlcpu6Zeeg/knDv5D00z3zmTuqCrElGTv/0hxa6TTlPiWB6v+91b2InhE0HaiF4eKcOGTwcxfCpgBqo+p5z+J5MSZDLZMk06NxEUMFUAoqsHNR7dejLliGlXCBqUdsqODki4PpBezpIuudUetu2764jndr0q4O7cgauHS+DLffvcqk2xZZW1oINLCGQ+vY9qWZ1Bp203Wxbvu21Wp3q8Wp7jsk3CDNqPHS/sH0gFBkyB/0wZtq5RWPbwpZR32qspDwea7d9LVlVPCNOHu/zpTKF5xP59ZjoZ3DucH2MC/Rp2z2lV2lOoLwwD6VdcdzQR65Fv5BFxtxVWC3V17J2PR9M7HSWzZNNbIdqIoZzS+z89mxEvE60ExE73weyLqEvErswTwQDwDfmrJTJtiO+JIefsz5NMlP4iEHNSd1GNOcVJkvtaBzqdlDuiJTyoTb2uPf8nPx7s7UfCYD8NcQIbdh61h/7v+CgfFzq1+BHSvJq/aRdS75APAtzWPrQhC/0oWwobdl5rT8Csbrir07kbW91s+MVv9ct5TV/iC3gG+eOWT6S/XjizeajCXm37t3mIwqRX0jZm+rjB9meTbdzHQF07+DZ+2oLFh9s6PfwatllELETAyJQl0id1MkaMgGOVsgGP3F+lnwckykHeFcuz9lJF5ylzrC597B0YLSBxdcVIhCeRzDVRMoGQ78V4z/csOShILsjmdi6aUie9NGpX9X+ka4yoaCrWnV1sYHIowmGtoH9cyfW9s1n9Wkwlvpdf3ry9caM1t3b4I3H/kMZZQvoFsYjIblW38LYBlvAxiA3qK9WxKFuUmb7j/DUYEKToGKw8PYHbnF0AazZdtfPW6cOmZUt9DjlMCL3c9iU8nPzEG2Hel5uBOKSTKX6aK/rsS+xQ0bNbsMmmbKIiIHE+YzZSWJXaCfbnnq/Tu6DOCKbZ8tsnWVuxUb4sdiWLynjP3UipMT5Q8kMuQWUPBcIiiJKgvNQbudzQ8py7WgcWlky80qwjDgi9S3xxDy0HyU08pba0OUlGQ/2I40mpuTk1c+KLI54et+jYqnci573C0/dh5bJ6iULuCM/l7f9kY/zPlTaucRPx5ZzpK7ER0SuNOOGL2H1PU3CNFELGbxke9s+qwifkEGdzdN91LTNYGI3xJA1FWFbl5k0KbHsa+dak69v/3zuMvgYg137EDtLorCdar9UjT9gCO/eqe1PEK8isTvRTo7YBTIHOfwXuMjgyX0hn9ieRf+a+KFdfRR7XHtcON/nO9+6YCslm12ebVuXWDvGGondhVYRbUE55np21Sarz8xKtavcnHzHk6+rDVk/b8PWxC5kUiSLEf+5k9zHE4F4tczY2fp6OzaTvcuRM0ve0If68yo2E6XayD2rCR3OSezyOOH8uTu76N0SZPAvZX/GluNx7U3sxJhdfpcaVLZ7PKhjtEkXrKDuGPWgTOPDWxtiB9KzhONYiB3mcdsj59b45tYUxqQtvnS9Keg1RMZexG5Ih3yWk5cYIAZqYoDEbnz/80TN8WVb9BfEQDcMkNhxK/bq7+Nw0nabtLRXbC8SOxI7zol4TtAey7YHiR2JHYkdMTBpDJDYkdiRyCybyHD84/EnsWNQn3RQ54SOJ/QS7UFiR2K3RNxTZ/q+EgZI7EjsSOyIgUljgMSOxK4U4FhO8rNEDJDYMahPOqgvcdJS5zhYkdiR2HFOxHOC9li2PUjsSOxI7IiBSWOAxI7EjkRm2USG4x+PP4kdg/qkgzondDyhl2gPEjsSuyXinjrT95UwQGJHYkdiRwxMGgNC7PiLbVBy+CwnGSAG5o8BEjsG9UkHdTqp+TspjjHHmBggBoiB9hggsSOxI7EjBogBYoAYIAaIgZlggMRuJgPJ1Uz71QxtRVsRA8QAMUAMzBUDJHYkdlylEQPEADFADBADxMBMMEBiN5OBnOvKg3pxVU0MEAPEADFADLTHAIkdiR1XacQAMUAMEAPEADEwEwz0InY3Nzem649suz3bpq1oq6lhgP4gj9mudpH6Uxt7ypsf+5p2IY4ub+Oa43XttnoTO9PhH50VQXltoLP/y2Kwgzuwi8KljIf4vi7/6Csvi9Op4o44Ii66YPdqxO6w35r1am22+4NdoR4Oe7NdN9ddlOha1/a93prnX7xv1uut2R+cDF3bkfqHw85sOrZx2G3MarUKv82uf/99ZMYzp2SHjc7Zxo1jo0ujV/2xRvr2QwAAIABJREFUPCfTKX2g85CjONeuvyH9TenZIeTFzf2VWW/3R9mq/XZtVpirq5XRc8XeW23M7nAwKTaOrq1/aXCq27mknWsE5MP+G7Ne/VP5yr+b7bq5vqT8tu/1N+b5F/8w6/U3w3zl7luzWhn1664D5Dnnl1KbHA5fm42Xv28baZt3eV0DRyLvIRmDS82DrvZO5VopvLe1c99x7SprW3muWe/KxG5lVpvd1YhdV+eQG6g0gOTq6DJb3wcjKXfX9UmQ7rN03lX2Ujsol0CbC864P/R4Tt5z94f2X8u5DpVjjM8PIXaij13sJAskED4JPm5s12ad+Iv1+jyxQzvApl0AqEXlJe1ZAzM2YAkh2nztfeXdE7sqvlJIhdfBjrklrN9aYn7JMQh9DSSml5bxVPv1cNTY2+GqO7k+JSfuaZKlz3E/PVpiR2wcLWxTO7W9vi6xW2/NduNITZqxc6txt8IODlmyfOuN2aylfGMe24wbrmXFvzNbe69Z/et2Aom07TQZu+dfPTYblUGTrFPoU2fXfFCBcREwbJbKByXdH9pAfTmeIh+7TdOvrSt9b3b+mbKers3y/dAWdJQ2dQYDGZEj27pspm0fzypSqvWS8xyxi7KTCMrROB6PW6pPOm4SZLSdrY0SfaROru9U5i7XNZyr9BfJlWShushzrq7OYJ7C3bl22twfTOwyGXstM863W49JyZRvtmbbhtj5+a7JyX6/M3u/W9BGv751amAGgXG7cUH4cIiJ3X77z5AFW2//7sifkKb1t2azlgzZt+axzbjh2pj19muztffk3D2j2wEBQ9/I2D3/6muzibJuzfNR1kUFadguDd5SvtuYkIXNPe/6h9zQ4xvzo/f/GeSWdkT2kh7OXj5TqLKPp9rIymLt3mQc0R/0u+SxJo70PIDMsZ3P40PrrnEj5Xl7YwybBQr6liOxUXer+erEbi9ONxANT/KkDFss4sD96to6d7XS1tdH54GsqECANr2jz23FngqGQrzS1DUCjiUSBbk1gOVc2nFbli7bgPtOB5+B8EQlZCsyNkDfVo9z91U2BHrg+Ub2JnOIe470NuWWUCUEF/KnxA5twJFE/Z6TF/dTO7QY16BPRmfI2udYx7k22BYZrI28rn1kOvWMtr8+P/VM33tDiZ30m2JL8ILFEeTfbTd2S1LIsVvIqYxdWHz4+eXH3xLpAmb76tv2uTqYEZL2jdkLWdt87QOnJ3kq62W3lPwWlg3UajtLXx+dK7Jj545sW65cZscF/PxW7KktLE3YYKtc8AYhQz+Nr3CET8sq7aAeiKaTtyG6uF/Sw5Zb0hvrpMmybkP6hC5afmfrJvsFHS91rIEj6OK2w2PZtZ2PzoEPYMLiowX+9NY3cKmwpW2lbYtyYqM/2bs+sTsczM5m7Zp37FJHHBECFazh7N1klWyeyjDp8+DwFXFMCIKAyW3RNGQrzazoTB7AF8ngM2y4B7lxnR5dfy77aN8TypCYs7olekTygMA+fiO8z+cIpQuYubrSn8iJeznym+qB6yNip7OdfgwkUKPtkm5pn2j36LnCuNp2C31D1j7HGs5V65DK4O6dzrxa8qNsiTbS8tMZ2eYVCDw/9FiD2On5p89FtmC33cYurvaW4InPUMSu5BuSeTlU1y7P18GMJ3bWV0pAVUQm2d4MJMSTl2Y+N21o4nJ0HrJxKnAjsKutzJTY2MAcnnVZLZ3VsWOYyCplIXgn734J+bDZnxN67JDBlDoqQ+iICTJrsR7O5zS2yLVR0iVqV/XXBQ9969bAke7bjZ/YKCbwqX2Aj+eP4230gLNkTEO5Gje0YdtOss2Q6SSxIzY6b9GOgthZp223VTzxShwxCFJw7gn5cGA8JnbPLaFBBizJ/KWEKLcVlMgBEOqjlqlESHX93DmIi9xDG1GZJ2hFPdVHIJE8mthlMha5utKHlQPPqrZzsusyLbPWRdex5R30kfpoF/KeG1drpxZjl8p17rqWcxU8lzO2avGBrKUeC2SdjzLZZZwH3KA9+2yzgDmnd5v7NYid9IO5LmOOLXgpx9jvoy3YlsRO4a2NLjXr1MBMFBgtifkmfDyRBsRcYHX2a8jMUXtC3CRwI8inGZmE2OnsFmyVyoFyfczVCfImBAHPaVmlTF+jPbRh71sS4MlKRg83F5QtfL9HbZwgblYGT2LTHRzIXftYA0c5mQKxLhExX34NYocxwTin8mssyD19jWfQhr0/U2ykdpHrURA7EcQFOx3UTgcqO1DKYTeOHy9ab40lAHivSwI9ApsOlH6Vj4CijWTbxDMqm3ZUJ8oOHssd1bdyNEEVmRU4CJepWNt3CSWL10pPRb6ydpD7GT1ydY+InX3/0I2LlUXkV5kRrRsIGMpK9iv1i/Joa1nZPdwXwn5iXI+JjBCA4210yNn2WNu5HmVsO+BZZAZmsRiAHqG81F5mEYNn+x5rETs3xpK1bDAnMmHs9yL7xn1E4eaOn29K17j+IbxPGrZ1LbFttnn76tzmuRqY0QFL+pRgha8GHck4TWScPRSZyQRxHbhtUMTWGQK7+ipWB0vYwMnhs2P+XTT4tFAnIW+R7NIP+lTPp7rra7cVLO9uNduKCOhWZxvIT2fssm0UZBEShHcPpX2xQ5qVhK61j1VwpIiNtU/BzpGN9fiXiH+pXG/F4rxlxo7Y6L8NK2M7GmJnHbcnHyKYXbH7LSc4iMa5tyQ8+qOIzcZ+ICFtoR1s+bkMELIo7hiCgCVi/l4u6+WDBMhOTu50kus6ue1de1/1BXkDYdFEMs08qgAXPZfRIxCLpA076dN2wrZnQ0pzesFuuBdtZ4OMpW1n9Wm2JAOJ889FH7vocU3GItc35OpzrOFcc/3KeLfaolaEVtoJBE7GVuEllJfsPGZi54k85hPspbEc7GXrnid20kbAemYbG31c4lgDMzrQWl0U8ZBrSziSDFL2GQRXH6x19ir6KGLzrf1AwvlKRwjxTpvL7GGb0x1Bbhwh9PcyGa/ovpXXkS7YPbrvnz+lhzxnSa7qq9lilJf0lR42e2fMKsk+5tqQspwsoS62nNXWtNy75K8GjkQ+jRVsd0u5tnPpXD+LmJy2ifIwDom9c9le278lnRpXxIbYpe/vasSur8Bzf85lIeJsxdx1TvXTQTy9d83rGs7Vkc2GHOuMrdY7d+4ymZ7IWBLbPsMdtTdiYnfN8b1E3zUwcwm52Gb/oHkN2xFH0xqva2BE90liN4AVa0PWOA8ZJpV9qdHu1NrQJGRMstdyrqWMrda7dK6fxepYbJQrD1mqJCN7icVDra3YMY13DVlqYaaGLGxjuuSAOJru2F1j3vUmdgK0Lr9rKMc+ORlqYoDOtYynLr5A6tYclzG31dUuS7LNmMdtbLIRR2XfM7axGoM8vYjdGASnDAT6XWNAnGuXfwzSxOhdY5T9EXPEADFAYjeirVhOyHFPSK6axz0+nD8cH2KAGCAGen4VS8Nx8hADxAAxQAwQA8QAMTA+DDBjx4zdYt53ogManwPimHBMiAFigBioiwESOxI7EjtigBggBogBYoAYmAkGSOxmMpBc8dRd8dCetCcxQAwQA8TAFDFAYkdix1UaMUAMEAPEADFADMwEAyR2MxnIKa4qKDNXw8QAMUAMEAPEQF0MkNiR2HGVRgwQA8QAMUAMEAMzwQCJ3UwGkiueuise2pP2JAaIAWKAGJgiBkjsSOy4SiMGiAFigBggBoiBmWCAxG4mAznFVQVl5mqYGCAGiAFigBioiwESOxI7rtKIAWKAGCAGiAFiYCYYILGbyUByxVN3xUN70p7EADFADBADU8QAiR2JHVdpxMBiMPD4yf811/5NMVBQ5ukQnGvje4z9Lw2/JHYM6osJ6kub3NT3OBhL0LnmP+mf43I8LrRJPZtcG+PXnF+5vpc450jsSOwuFmhkQl37x4BRL2DMwZbXDnpLDDJzwM2UdLg2xnPk6pplS5xzJHYkdhcldpzQJFZjCorXDnpLDDJjGv8lyHJtjF/T5+f6XuKcI7EjsSOxIwYuhoGxBdJrB70lBpmxYWDu8lwb4zlydc2yvnPus8/+a7J+kcSOQf1i4L22g+k7oefu+JesHzHJDPLc8X9tjF+TxOX67hMH/v3fvzarlTH/9m/fXCw+XhKHJHYkdhcD7rUdTJ8JfcnJxravTyqIyeuPAefBZcfg2hjPkatrlvWJA19++Z/mX//1/5nPP//7xeLjJecBiR2J3cWAe20H02dCX3Kyse3LBrQ29h2GyR+b+6v75scDohQxeX0MtMHJlOsMw7gH958/MPdWK7NSv3sf/Lk78qWdex+YHk9276vwxBLnHIkdiR2JHTFwMQyMLUD2D3pC6iTQkdiNbUwpT0yW+2NcMaNahKxWO0q0rqckdgxwiwlwd+EMezuYH98PK8X7A9IjS5zQdzGuU+6jHyb/bD64J4SOGbspj/1SZO+H8YQulQhZVC7z4p6xiTwpv3/fL35WZgXH7eu/sMf75v49lwW898GPzQfh3Ofzgt+/bz744J5BE4lknS+XGAdml7E77LdmrdLHq9XabPeHwYTNtrvemudfvG/W663ZH/Jtop6+v9uszGbX1JfrlWoj98wpJ9S1/qm2SvcOh53ZrDZmdziYVP7SM2l5PwcjwVM5iwEZkloT2to7wtTKrLf7wZiCvaytPR5qj22pvcNuE8izbLdofEKuIcdSv0Pa1M/2xWc/TCKWTJvYlcZc40/b+NS5fqbGWKeyab9do33RRct8Sreu96x8Ks4cDnuzXdeJO11lkfrDMO6xLkRM+zxsp3qi5qhYQuyCr1bzRBO7yK8rH3/vA/PCLpp8mT1fkdgNSLTNk9hp0iQBTF33mSjyDJxLH2K3364DEYBz2W4caZK29f028kEWTR7bPNelTtOHOKlG1i5t9HIwJceB2NrhWJXYVcBQyXaNrRvyX6rbtTzXti3zpF3ac9fXC0RddQoy2zHphs9emAyYUwErlHU7qYXJrjY7NeY5jJxrv88zp9q0xG6zC4ulVN5Tz7a9V1tm9OtkXZmVl382xA5kTkO85J/PlLuMnX/XTtf159F9Y8yP75PYAV99jvMndpLB80FZCFR4GRST0N7fmM1aUsSOwJTrxRm7aJUZtRdn9OzEV/c3270lc8iS7DZNUNV9IyvkHFIj42OVNbT10bbOwqAs0e/xV1+YrdXVpcTRB8BjiadeqeFcspVfPQ5ZPNQ/dewVRCUdr3LwQyZ4rSBaCgi6XDtzN94bs4Ht/FiIrew9lK82JhqPJCNcxMIm37auH4KMwj/GSsuNMn3M4tpmIRxmZA4BN07vTLnqV8sVnpP7GT1K7UG+ofjshckQ2CZO7DKLk8jerf3kf/P+0u08YLFrj5kxlbFrMLUx2+36KEOcEjt5BjsFwKvrp/GDspvQtNsQK9uf4OvEPJNFcRGX66aP//VGg/Wgh5rPoa/11my9H9e+QO7rfuJ5iX6kj13wy2GO5Py52kmRtnO/YRj3YNfkK+DfGBOVy3yIM2/ZTJ5k5PRzmfPoPolddlxzY10qmz+x8xk7OB+Z0C44OBLnAm1DrOBEsvVU4NXtiXFTJ6Szabo/meRC6MQhyQTW95wsXi47gZ1cRRl9G9K/lvtIHr1NIPYA6TvhJEROK5+qXwJRqbyXgxkrsQtBotlG1zbXzvx4HI/HVGxmHf5mF40d2rT48gsNhxGNBd2ewrEPzEeYygR0+zqA1ck9jzFE/8BvwLXCQdR+qdwTu856FNqDfDj2xWcvTIbANl1iJ3ZrM+Z6/KNxtkSp4CeLY61x6vFrfc7x1n+O2IUxjtrPywD9rG9VvlPKi/OsOL+SPkI9yQ5nZPfy7eUo81ltxbaxp63jfTTql+IL8H/qOAzjLYgdtlyFoNUidtyKHUzmNCbmSex0ENakRiZeuOcdDSalemfOTTRkIeJ6mHDPH7/RZP98m5YIZdoTg7usXLNtZJ2mBFzvDKRO6txCUE3abORrgnK0cj0hT/NsvMLVoNCOCc5V32973svB6NWcUe9whODa/kT6byvrqXpwtiA7qKvLtc3alKMNOUb1/VhbfKnMQA4Lus/QTgt8R337QIts9UkcoW0ll5W9VC4LIZknqv45PUrtxTLLPHLzsis+e2EyQG7axA42dIRN/NvxoqAtjrKYVTsJGpu6rrQPDEAe26ci9CjH2OJ5+F7Mw5NYzSxm0I4839rX+ky1JYyJH4acut3Gz6fkMB9PrCyqXbRVii/o89RxGMbPEDufTbM7X/fkY4g6GTub6VMfT9znVuyg2DVPYpeb1OI44MjUig4TKXYWmZUmAq53XmnAwkRL20O5OKnNbmc2Xjbn+DZmp7NuiXODA0zbxPVOv7uXPIt+URf6ReU+IGNLWO41Th+OyB8zNkVbpWM/B5Ok97E6DMG1/cndEjv52CReBFinXVi9a5vpMcJ5iq8cFqLg2RLful99HoJoAUeoa+XL4Ubmhyrvq8fZfgIR7YfPfphsj7lzNWthEnYacgxjrolFSxxhfDUx0cQrwqZqX+QFlrXsKdHS9dCXbl/u556x5Ul/6AftWJkTnEMmXSc85+vCXijHUT9jzzfbsPBw5LMcT7T99Hk6/9FXm+O1MX5uDpy/P2xBn7Y/pjnXZvxq1FkWscMWpHVex0FYDKqdhZuUcT04F3tEIG+5qtusm48opC9xFEdff7Uhn8FxJWSihTy2zySDgnc6AKjGUTVfxuJel2NvBxNWbsNeoK01oRt7xB832HKMl4wJ7B/GR7b9m+ySI81qJS84VNv7kWOXBQTaLixEorZVoMrhVtrG2OlgI2WuHbfF5HTymFe4LuGmVA6buXlyJrApG5Xag+xW3mDf7vjsjck0WvS8roVJbY8252fHHAvOljjC+B5hFu2oMdW4x8JRLybtmKp+wxgD/3684XuB5RJWdX+h7dw8Q/uF+QW7or114SMybQt5Rkgi/Lq1+5m4o5/HeSm+QKZTx2tjvN/UkAV9s1jr9ceQCx1fa86dGqNL31sOsdMrff+Cby69DsdjU82Zetq5OGfpwYjJG4JOE0hlENGudmips5V6NrCpzId9NmkTk986VU8Owjkmxwl5nOPxcmcycSJXblvZ6eCCdBtgXtvB1JrQ2t6p3sGW9oXreBFgx0QFuDCWGKMosMQvosuz57AQEbuW+Ib8um39MYSVUTAFGZNFQChXuAk2kGcQ2BVmdV/Av7ap1kP6z7UHuSFfX3zOBZPaHm3P9TjoMYdvsosM+4EUfJr7SOekn1SEKfKNKe4DpjZmk/z5J4xpwJbFnloAFYjd0XMKqxZfwHBmnrWZX9qu1naqfX1PY9nKJPJikddiXurno/Ngs+a1mTY++NoYL/CrqxXXigN6zMd+PjtiN3aDL0m+azuYJU7oJeGrj67EZP5Lyj627PNMSuL7tHHXz0xN5mtj/GoMrtDxEuMAiV3hk/G7dh5z7O/aDmaJE3qOOKqpEzF598QuZAR9Bi199aPm+NZuK+zKFLJ1tfur0d61MV7gV1crXmIcILEjsQvvXtVwKrqNazuYJU5obX+eH5MYYvLYJsTJvGxybYxfjcEVOl5iHCCxI7EjsSMGLoaBsZGGawe9JQaZsWFg7vJcG+MFfnW14iXOORI7BvWLBfVrO5glTui5B62h+gkmrv0bqgOfn1eGrfZ4XhvfY+y/to3H3h6JHYkdiR0xcDEMjN0BUj6SJGKAGJgbBkjsGNQvFtTHsHKb24SlPgxCxAAxQAwQA6cwQGJHYncxYncKeLxHx0QMEAPEADFADNTHAIkdiR2JHTFADBADxAAxQAzMBAMkdjMZSK566q96aFPalBggBogBYmBqGCCxI7HjKo0YIAaIAWKAGCAGZoIBEruZDOTUVhSUl6tgYoAYIAaIAWKgPgZI7EjsuEojBogBYoAYIAaIgZlggMRuJgPJVU/9VQ9tSpsSA8QAMUAMTA0DJHYkdlylEQPEADFADBADxMBMMEBiN5OBnNqKgvJyFUwMEAPAwNX+I1F23MkCb731FsnfBDgDid0EBgnOj0cGQmKAGJgjBoRd/PWvf+VvxDb48MMPDYndNPwPiR2JHVdgxAAxQAxcFQMgdma1MvyN0wYkdtMgdbLwe/vtt83HH39sPvvsM7Oa40rwLnV68uSJmepviJ2mpvMQXfWz1HsaeNdjVuN8auMOeWvofqk2SOzGSeY0ySaxI7G76urvUs7nXLviQL/88svJ/UTuc7qduj8lvYfqqu1AvceP9ZrjjbGf0rjDH13CDrBHjSOJHYldDRyxDUc+mbGruAUzRYcvjn+o05+S3kN11Y6DepPYgTiN/VgT93oO1DonsSOxq4UltsOt2EGZqhRAUwr0OhANdfpT0nuornrMqTeJnZ5HYz6viXs9B2qdk9iR2NXCEtshsSOxY8auNwZI7EjsxkzmtGwkduMnTvp9tjGe8x07vmPXO1hOmW1PKdDXdPpT0rtmgKPeJHZ6Ho35vCbuL+GjmbEbP/EksSOxI7Gb0EcUQ50+Cc6yCM5SxxuEZkr6g2wOnePQ/VJHEjsSu0tha4nt8uMJfjzBjyd6YmBKAb5mYF+q3ggQU9KfxG4IYXrVPHnvPfO9730v+3vvnXfMk1dfWczf3WPGjhk7ZuyYsRvln30hwRnunKZEbGqON4ndcOzAhulxnBm708QOhO/Jq0PI43SeJbG7HP7T+TD0mhm7ntmanOH7BLyXTx+Ym5sH5unLl5YIpddYcetjmzq6/rnzocGvi94vH92a1WoVfrePnN7nZKx1f6iuetzb6l17vMQWL18+NQ9uVqat/e5C71RPff3y5SNz63GO8k8+cdgPx//48KgO5kXf8a+pN8a+7biXZH502+B/dfvo7AIo2EvZp9R2qfwSdoA9ahzHTuyOydsr5tN3XDbvvXdeM39bwP+YQWJHYseMXcuMHZw2Alh6nXPUberkniuVDXX6bQOdlXt1ax5pEru6MQ+e3h25G6qrDmKd9FbkvTQOXconR+ySBYzomuI4ve5ij1LdmuONsW877jmZLKlTZC69zj2DsiH2uYQdYI8ax+kRu5Uxr75ut2gbYtdk+CIiiHrvvW7+ZAmgrveK+fT1d8JW7/dfHy9JJLEjsSOxq0TsogyXDwhw8C7TcWtub3wGQAUMBIM2x6FOv22gg9wgsalsTx/chEweMhlSdvPgachq6OucbdI20+uhuuogVkNvrXOqZ8hsqnEN9W/cuE8hY/fJf3xis4tWn5sHJmToVMbuX/7lbfM2cKzqCFZy4wxiCxtp2+kxrzneGPu2467lkHObtVQLm7RMzw+nn1v0SHlqn9IcSvvE9SXsAHvUOE6P2KmM3euv+vfsNGFTW6wniB22c/XxvdCeamMEGUESOxI7ErsuxE5tTSL42YCWZDlkdS+BHAHABkif8UKgaxvo4fDlONTpdwl0zTZUk7kTGaCT1Vu27XwAjMtl+7EJdnoLG7bReuXOh+qqg1hbvbUOWiZbDj2tzse6aTIQ1RdsrCa0FauwDHvkCB7GNK0DIoNxtmQPCx2FF21fOa853hj7tuOeygKdoIvcTwlc0N9utcd4gL3082kfpetL2AH2qHEcO7HTxEufv/feO+bTV0DAuhM7yfb9yT7/ivnT635rN2T20O44jiR2JHYkdl2Indqm084/ylR48ieZCdRJHb3OZpUcfK58qNPvE+gcYZFMY0PwrF6B5LqgJvI+ulUBDsE8eVdPCHEpa6N1HqqrDmJt9cZ4pQFZkxOnZ0PUcrZIxxckR+tXOr8LvVM99XXuHPhNj2In1P/kw/idTIyzvQ+sqIxmqn9NvTH2bcc9lQU6aRyQ2LlgOTViJ4TuyWuvJu/WdSd2p7dsx0Ho8MeSSexI7EjsahG7TNBCgEBARKBIA38aWErXQ4Nf30An8kBmR2IdyXOkryF2IECayKCspFOpfKiuCO5ybKs3xgvjBNlSHaBfyRawFZ5HfVyfOt6F3qme+jp3DvymxyNil5kD0NW26wleLltdU2+Mfdtxh4w4RtnXl0/No0dPo+3ZyEaZDC7slOII7Z86XsIOsEeN49iJHQjY3/y2qmTtvv86iV2NsWcb9Qkjv4od8VexLmj5bJX6ChIBwDr6CW3FasIiQUhvH2uS4+opYidBzr5Tlmb3jm1zKrjJvZoBrm2Ax3ilAdmN7zGZLdniuH6T4RuD3ikhFyKKdyW1DXAOopIeI2In7+FlMK7bFt2F5OYytjXHGwGo7bjnxkTkhE3suco0R+Nrt9o9vv02NuyU4ijXT1p2CTvAHjWOUyF2kr3622vqY4fX9N+xY8auBhbYxnCi98Ybb5gf/OAH5oc//KFZ0aDDDNrH4SPIwVkfXestR2xDRo5+Oh9PSLCxARlbaDqo2QwFPgK5NbfJ+2M6ICJoOQKIZ87/2Qh5rmaAazveLmB7OaG7H0ttD2Scmm1qIQGxLZr6N+ZmZH/uROwbjYl+xQDjqz6MAFEJR/lzHmIfVceSvMwckL5AjPR7qcAGjjXHG/6x7bhDhvSo5b594N6VBCkN9+xCJiF2yj7wF2nbpetL2AH2qHGcErEzK/XhRPSOnSpHNu+VV5s/ixLenWtLALkVWwNbS2yDGbsrZ+xKjrhNeUoC2zyTqzPU6Q8NdDmZLlU2VFftJKj3sv4rNYz9lMYd86gm7mGHmsdpEbuVMa+8Zr7v/1eK5s+drMIHEPoDC5y/R2K3yFe0as6Ttm2R2JHYDc5iTSnQ1Qxw1JvEDsRp7MeauG8bXLrUmxyxkz8/ot+3C1uyyd+lk69eX/N/747EjsSuIt84Nb9I7CoaekqBXgeioU5/SnoP1VVPJupNYqfn0ZjPa+Jez4Fa5+MkduPaCsXXqdc68qvYYa9q1ZorbdohsSOxY8auJwZI7EjsxkzmtGwkdiRpQwkhiR2J3SJTrlMK9DWd/pT0rhngqDeJnZ5HYz6vifs2GYOudZixGz/xJLEjsSO+mpFXAAADFElEQVSxa/l37MYQDIY6fRKcZRGcpY43yMqU9Id/GTrHofuljiR2JHaXwtYS2+VWbM9tuBxYpujwxfEPdfpT0nuornrcqfeyCC3GfkrjTmI3fsI0dIv0rp5nxo4ZO2bsmLEzCCpjOpLYDXdOUyI2NcebxG44dmDD9MiM3fgJKInd5fCfzoeh18zYMWPHjF1PDCyV4CxVbzjbKemPRdUlCC7sUeNIYkdiVwNHbMORTxK7nkE9ByBxnlP95fRpWzY1ndvqda4e9Z4G3s+NY9f7Uxt3yNtVz7usT2JHYneXeJt7XyR2FYnd3MFC/aaTiudYcaymhAESOxK7KeF17LKS2JHYLfJ9yLFPTMpHYrYkDJDYkdgtCe+X1lWI3c9//nPz6aefmtWlO2P7DFbEADFADBADKQaE2MnL+fyN2wZvvfUWEwETSAaR2E1gkFInyGsGRmKAGJgTBoQw8DcNG8wJd3PVhcSOxI4rMGKAGCAGiAFigBiYCQZI7GYykHNdeVAvZqaIAWKAGCAGiIH2GCCxI7HjKo0YIAaIAWKAGCAGZoIBIXYff/yx+eyzz/jxBFcE7VcEtBVtRQwQA8QAMUAMjA8DQux+8YtfmGfPnpHYEaDjAyjHhGNCDBADxAAxQAy0xwCJ3UxSrwR9e9DTVrQVMUAMEAPEwFwxIMTuk08+Mb/5zW+YsZvrIFMvOjBigBggBogBYmAZGBBi9/TpU/Pb3/6WxI6gXwboOc4cZ2KAGCAGiIG5YkCInfyvE7///e9J7OY6yNSLDowYIAaIAWKAGFgGBoTY/frXvzZffPGFWckFf7QBMUAMEAPEADFADBAD08XA7373O7Pf781KXrSTz2MlhSf7s/Ly3S9/+Uv791B+9rOfmZ/+9Kfmo48+4o82IAaIAWKAGCAGiAFi4A4w8JOf/MTgBw4mfEx4mfy9OuFpwtd+9atfWQ4HUveHP/zBrITdff7553ZfVl66A9GTP3InD8gPhE8a4Y82IAaIAWKAGCAGiAFi4O4wIDwMnEz4mSTkhK8JoRMOJ1xOSN0f//hH8/8BUFSSchV05zYAAAAASUVORK5CYII=)
Do not add subfolders for
Do not add subfolders for REST and BrainNet Viewer.
Reorient这个过程完成之后会报错
严老师您好,我叫黄浦江
最近在使用dpabi 预处理T1的数据 Reorient这个过程完成之后会报错,想请问下您该如何解决,问题如下:
尝试在数据处理界面填入TR信息?
尝试在数据处理界面填入TR信息?
严老师您好:
严老师您好:
我在使用如下的afni指令进行图像的3D重构时,总是会遇到问题。
脚本指令:
uniq_images IMG*.dcm > uniq_image_list.txt
DPARSF预处理
老师您好:
我使用DPARSF进行任务态数据的预处理,发现一开始在FunRaw同样数量,同样大小的dcm文件,跑完预处理之后文件的大小在不同的run里不一样,大约差2mb,想请问一下发生这种情况的原因以及这样的数据会对后期的数据分析有影响吗?谢谢老师!
不影响。
不影响。
Dear, Prof. Yan
Dear, Prof. Yan
After re-run thefmriprep failed subjects, how should I choice the options?
'''
'''
best,
Hui Zheng
Seems these subjects failed
Seems these subjects failed fmriprep, please check.
严老师,dpabisurf分析时,在fmriprep的被试文件夹里面出现了log文件,没找到出现的问题,还请严老师帮我解决的一下
[environment]
cpu_count = 4
exec_env = "docker"
free_mem = 2.7
overcommit_policy = "heuristic"
overcommit_limit = "50%"
nipype_version = "1.5.1"
templateflow_version = "0.6.3"
version = "20.2.1"
[execution]
bids_dir = "/data/BIDS"
bids_database_dir = "/data/fmriprepwork/sub-sub0983/20210414-115444_7e921fc7-a77e-450c-8825-95139b8682d7/bids_db"
bids_description_hash = "ceb55f9ef8d5658e7418760e3be9884a4199d08a3fe8d1097cc0ad9faf5ae0a2"
boilerplate_only = false
sloppy = false
debug = []
fmriprep_dir = "/data/fmriprep"
fs_license_file = "/opt/freesurfer/license.txt"
fs_subjects_dir = "/data/freesurfer"
layout = "BIDS Layout: .../data/BIDS | Subjects: 1 | Sessions: 0 | Runs: 0"
log_dir = "/data/fmriprep/logs"
log_level = 25
low_mem = true
md_only_boilerplate = false
notrack = false
output_dir = "/data"
output_layout = "legacy"
output_spaces = "fsaverage:den-10k MNI152NLin2009cAsym:res-native"
reports_only = false
run_uuid = "20210414-115444_7e921fc7-a77e-450c-8825-95139b8682d7"
participant_label = [ "sub0983",]
templateflow_home = "/home/fmriprep/.cache/templateflow"
work_dir = "/data/fmriprepwork/sub-sub0983"
write_graph = false
[workflow]
anat_only = false
aroma_err_on_warn = false
aroma_melodic_dim = -200
bold2t1w_dof = 6
bold2t1w_init = "register"
cifti_output = false
fmap_bspline = false
force_syn = false
hires = true
ignore = []
longitudinal = false
medial_surface_nan = false
regressors_all_comps = false
regressors_dvars_th = 1.5
regressors_fd_th = 0.5
run_reconall = true
skull_strip_fixed_seed = false
skull_strip_template = "OASIS30ANTs"
skull_strip_t1w = "force"
spaces = "fsaverage:den-10k MNI152NLin2009cAsym:res-native"
use_aroma = false
use_syn_sdc = false
[nipype]
crashfile_format = "txt"
get_linked_libs = false
nprocs = 4
omp_nthreads = 3
plugin = "MultiProc"
resource_monitor = true
stop_on_first_crash = false
[seeds]
master = 536
ants = 25065
[nipype.plugin_args]
maxtasksperchild = 1
raise_insufficient = false
这个log文件不是报错文件
这个log文件不是报错文件。DPABISurf应该能继续跑下去。
Troubleshooting
Hello,
I am new to DPABI Surf and wanted to use its ICA-AROMA noise remove method for my own analysis. I have installed the Docker as it described in the website and got the varification for it as well. However I still get error which I hope someone here can help me fixing it. I got the following lines of errors:
ERROR: could not determine type of /data/freesurfer/sub-NV163V1/surf/rh.area
ERROR: could not determine type of /data/freesurfer/sub-NV163V1/surf/ lh.curv
ERROR: could not determine type of /data/freesurfer/sub-NV163V1/surf/ rh.curv
ERROR: could not determine type of /data/freesurfer/sub-NV163V1/surf/ lh.sulc
ERROR: could not determine type of /data/freesurfer/sub-NV163V1/surf/ rh.sulc
ERROR: could not determine type of /data/freesurfer/sub-NV163V1/surf/ lh.volume
ERROR: could not determine type of /data/freesurfer/sub-NV163V1/surf/ rh.volume
Error using y_Organize_fmriprep>(parfor body) (line 118)
cp: cannot stat
'/mnt/MXMVPGroupShare/JXH108/NV_Sanders/Original_Data/NoDelyn/NoDelyn_12_16_2020/fmriprep/sub-NV004V1/anat/*_space-MNI152NLin2009cAsym_*':
No such file or directory
Error in y_Organize_fmriprep (line 116)
parfor i=1:Cfg.SubjectNum
Error in DPABISurf_run (line 479)
y_Organize_fmriprep(Cfg);
Error in DPABISurf_Pipeline>pushbuttonDPABISurfRun_Callback (line 1693)
[Error, Cfg]=DPABISurf_run(handles.Cfg);
Error in gui_mainfcn (line 95)
feval(varargin{:});
Error in DPABISurf_Pipeline (line 42)
gui_mainfcn(gui_State, varargin{:});
Error in
@(hObject,eventdata)DPABISurf_Pipeline('pushbuttonDPABISurfRun_Callback',hObject,eventdata,guidata(hObject))
Error while evaluating UIControl Callback
Thanks in advance for your helps!
The running of fmriprep
The running of fmriprep failed. Please check.
预处理时候遇到的错误
老师好!
我在预处理的时候点完reorient的图像后,便会出现以下报错,请问该怎么解决呢?谢谢老师!
通常是数据整理的问题。具体原因从目前信息无法判断。
通常是数据整理的问题。具体原因从目前信息无法判断。
严老师您好,我在网上下载了其他的数据想进行数据处理
严老师您好,我在网上下载了其他的数据想进行数据处理,但是跑了很多次都在同一个地方报错,我自己不太可能解决这个问题,希望得到老师的帮助!以下是报错的内容
看起来是这个数据有问题。你可以先试试别的数据。
看起来是这个数据有问题。你可以先试试别的数据。
DPABISurf报错
严老师您好,我最近跑DPABISurf会出现报错,有几个地方我觉得很疑惑
(1)fmriprep这一步被报告没跑成功的被试在其对应的网页上却显示:
你试试demo数据也这样吗?
你试试demo数据也这样吗?
老师您好!
老师您好!
请参阅:http://www.rfmri.org
请参阅:http://www.rfmri.org/SliceTiming
Siemens 3.0T:Field map correction
严老师您好:
用西门子3.0T核磁采集的fmri序列,同时采集了bold_filed_maping序列,如果想做Field map correction,原始数据该怎么设置?
您的示范数据—FieldMap中放了3个文件夹,谢谢!
请参阅:
请参阅:
https://github.com/Puyunfashi/Suzhou_rumination/blob/master/sort_data/Organize_FieldMap.m
和
https://github.com/Puyunfashi/Suzhou_rumination/blob/master/sort_data/c_DivideFieldMapMagnitudeFiles.m
修改了标准的ICBM/MNI脑模板后再做new segment+dartel得不到正确的分割和标准化结果
严老师:
您好!
我目前在做一组儿童的静息态fMRI预处理,因此在https://www.nitrc.org/projects/chn-pd这里下载了贺永老师团队创建的一个中国儿童标准脑模板,利用其TPM先验模板来做segment和normalize,但得到的灰质、白质分割结果是一个这样的图,因此我想请问老师为什么会出现这样的结果,有什么方法可以解决吗?如果我做更换模板这样的操作,需要注意哪些问题呢?
很明显分割有问题。
很明显分割有问题。
要替换DPABI/Templates/SPMTemplates/tpm/TPM.nii
严老师,您好!
严老师,您好!
以上这个结果是我做了替换后得到的分割结果,而且同时也用spm尝试了一下,发现也是这样的,目前没有找到问题出在哪,麻烦老师帮忙解答一下,谢谢!
DPABIsurf
严老师您好,我有个问题想请教您,您在DPABISurf输出文件夹与计算结果概述 的课程里提到-----存在Data>fmriprep>sub-Sub001>log文件夹的话,一般是跑fmriprep可能出问题了。老师我想问您,我还要继续运行DPABIsurf吗?
最新的fmriprep更改了逻辑
最新的fmriprep更改了逻辑,有log文件夹不一定代表出错。DPABISurf会自己判断,如果不报错就是正常。