diff --git a/bin/gold_d8_pipeline.log b/bin/gold_d8_pipeline.log new file mode 100644 index 00000000..6e1808f8 --- /dev/null +++ b/bin/gold_d8_pipeline.log @@ -0,0 +1,115 @@ +==== +Starting job 4773026 at Tue 18 Jan 18:56:39 GMT 2022 for user dc-wils7. +Running on nodes: m5298 +==== + +Environment: + +Code: /cosma/home/durham/dc-wils7/DESI/ +Gold output dir.: /cosma5/data/durham/dc-wils7/GAMA4/ +Randoms output dir: /cosma5/data/durham/dc-wils7/GAMA4/randoms/ +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Running gen_gold_lf.py; logging to logs/gama_lumfn_d8_G9/12/15.log +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FORCE_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FORCE_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Traceback (most recent call last): + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 130, in + process_cat(ddp_fpath, ddp_opath, field=field) + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 56, in process_cat + result = lumfn(gama_vmax, VV) +NameError: name 'VV' is not defined +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FORCE_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FORCE_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Traceback (most recent call last): + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 130, in + process_cat(ddp_fpath, ddp_opath, field=field) + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 56, in process_cat + result = lumfn(gama_vmax, VV) +NameError: name 'VV' is not defined +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FORCE_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FORCE_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Traceback (most recent call last): + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 130, in + process_cat(ddp_fpath, ddp_opath, field=field) + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 56, in process_cat + result = lumfn(gama_vmax, VV) +NameError: name 'VV' is not defined + +Done. diff --git a/bin/gold_pipeline.log b/bin/gold_pipeline.log index f8a64e88..f1022516 100644 --- a/bin/gold_pipeline.log +++ b/bin/gold_pipeline.log @@ -80,3 +80,162 @@ Running gen_zmax_cat.py; logging to logs/gama_zama.log outputs = ufunc(*inputs) /cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/DESI/cosmo.py:14: RuntimeWarning: invalid value encountered in log10 + return 5. * np.log10(cosmo.luminosity_distance(zs).value) + 25. +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The integral is probably divergent, or slowly convergent. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +Running ddp_limits.py; logging to logs/ddp_limits.log +Running gen_ddp_cat.py; logging to logs/gama_ddp.log +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Running gen_gold_lf.py; logging to logs/gama_lumfn.log +/cosma/home/durham/dc-wils7/.local/lib/python3.9/site-packages/astropy/cosmology/flrw.py:1072: IntegrationWarning: The occurrence of roundoff error is detected, which prevents + the requested tolerance from being achieved. The error may be + underestimated. + return quad(self._inv_efunc_scalar, z1, z2, args=self._inv_efunc_scalar_args)[0] +/cosma/home/durham/dc-wils7/.conda/envs/lumfn/lib/python3.9/site-packages/numpy/lib/function_base.py:2246: RuntimeWarning: invalid value encountered in _integral_comoving_distance_z1z2_scalar (vectorized) + outputs = ufunc(*inputs) +WARNING: VerifyWarning: Keyword name 'FORCE_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FORCE_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Traceback (most recent call last): + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 93, in + process_cat(fpath, opath) + File "/cosma/home/durham/dc-wils7/DESI/gen_gold_lf.py", line 56, in process_cat + result = lumfn(gama_vmax, VV) +NameError: name 'VV' is not defined + +Done. diff --git a/bin/rand_d8_pipeline.log b/bin/rand_d8_pipeline.log new file mode 100644 index 00000000..d9154ed3 --- /dev/null +++ b/bin/rand_d8_pipeline.log @@ -0,0 +1,120 @@ +==== +Starting job 4773023 at Tue 18 Jan 18:55:30 GMT 2022 for user dc-wils7. +Running on nodes: m5298 +==== +FIELD SET TO BE G9 + +Environment: + +Code: /cosma/home/durham/dc-wils7/DESI/ +Gold output dir.: /cosma5/data/durham/dc-wils7/GAMA4/ +Randoms output dir: /cosma5/data/durham/dc-wils7/GAMA4/randoms/ +Running randoms pipeline for field G9 +WARNING: VerifyWarning: Keyword name 'BOUND_PERCENT' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'RAND_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'NRAND8_PERR' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FILLFACTOR_INFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d-99_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d-99_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d0_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d0_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d1_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d1_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d2_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d2_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d3_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d3_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Done. +==== +Starting job 4773024 at Tue 18 Jan 18:55:52 GMT 2022 for user dc-wils7. +Running on nodes: m5298 +==== +FIELD SET TO BE G12 + +Environment: + +Code: /cosma/home/durham/dc-wils7/DESI/ +Gold output dir.: /cosma5/data/durham/dc-wils7/GAMA4/ +Randoms output dir: /cosma5/data/durham/dc-wils7/GAMA4/randoms/ +Running randoms pipeline for field G12 +WARNING: VerifyWarning: Keyword name 'BOUND_PERCENT' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'RAND_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'NRAND8_PERR' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FILLFACTOR_INFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d-99_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d-99_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d0_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d0_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d1_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d1_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d2_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d2_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d3_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d3_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Done. +==== +Starting job 4773025 at Tue 18 Jan 18:56:15 GMT 2022 for user dc-wils7. +Running on nodes: m5298 +==== +FIELD SET TO BE G15 + +Environment: + +Code: /cosma/home/durham/dc-wils7/DESI/ +Gold output dir.: /cosma5/data/durham/dc-wils7/GAMA4/ +Randoms output dir: /cosma5/data/durham/dc-wils7/GAMA4/randoms/ +Running randoms pipeline for field G15 +WARNING: VerifyWarning: Keyword name 'BOUND_PERCENT' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'RAND_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'NRAND8_PERR' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'FILLFACTOR_INFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP2_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMIN' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_ZMAX' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_NGAL' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP3_DENS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'D8_LIMITS' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d-99_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d-99_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d0_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d0_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d1_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d1_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d2_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d2_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d3_VOLFRAC' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +WARNING: VerifyWarning: Keyword name 'DDP1_d3_TIERMEDd8' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card] +Done. diff --git a/logs/bound_dist_G12.log b/logs/bound_dist_G12.log index f33da6e3..66ae46e3 100644 --- a/logs/bound_dist_G12.log +++ b/logs/bound_dist_G12.log @@ -2,11 +2,12 @@ Creating boundary tree Querying boundary tree for split [0...144354] Querying boundary tree for split [144355...288708] Querying boundary tree for split [433063...577416] -Querying boundary tree for split [288709...433062] Querying boundary tree for split [866125...1010478] Querying boundary tree for split [1010479...1154832] +Querying boundary tree for split [288709...433062] Querying boundary tree for split [721771...866124] Querying boundary tree for split [1154833...1299186] +Querying boundary tree for split [577417...721770] Querying boundary tree for split [1587895...1732248] Shuffling. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_G12_0.fits. diff --git a/logs/bound_dist_G15.log b/logs/bound_dist_G15.log index d64975f2..0cce850d 100644 --- a/logs/bound_dist_G15.log +++ b/logs/bound_dist_G15.log @@ -1,7 +1,10 @@ Creating boundary tree -Querying boundary tree for split [0...144354] Querying boundary tree for split [144355...288708] -Querying boundary tree for split [866125...1010478] +Querying boundary tree for split [433063...577416] Querying boundary tree for split [1010479...1154832] +Querying boundary tree for split [866125...1010478] +Querying boundary tree for split [288709...433062] +Querying boundary tree for split [577417...721770] +Querying boundary tree for split [0...144354] Shuffling. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_G15_0.fits. diff --git a/logs/bound_dist_G9.log b/logs/bound_dist_G9.log index be34ea31..5f9a1edf 100644 --- a/logs/bound_dist_G9.log +++ b/logs/bound_dist_G9.log @@ -1,11 +1,14 @@ Creating boundary tree -Querying boundary tree for split [433063...577416] -Querying boundary tree for split [288709...433062] Querying boundary tree for split [0...144354] -Querying boundary tree for split [866125...1010478] -Querying boundary tree for split [144355...288708] Querying boundary tree for split [1010479...1154832] +Querying boundary tree for split [1587895...1732248] +Querying boundary tree for split [288709...433062] +Querying boundary tree for split [144355...288708] Querying boundary tree for split [1154833...1299186] Querying boundary tree for split [721771...866124] +Querying boundary tree for split [577417...721770] +Querying boundary tree for split [433063...577416] +Querying boundary tree for split [866125...1010478] +Querying boundary tree for split [1443541...1587894] Shuffling. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_G9_0.fits. diff --git a/logs/fillfactor_G12.log b/logs/fillfactor_G12.log index 44b35dc7..9029c654 100644 --- a/logs/fillfactor_G12.log +++ b/logs/fillfactor_G12.log @@ -1,37 +1,29 @@ Reading rand. Creating big tree. Counting < 8 Mpc/h pairs for small trees. -Creating split [230050 ... 345074] tree. -Querying split [230050 ... 345074] tree. Creating split [0 ... 115024] tree. Querying split [0 ... 115024] tree. -Creating split [1725363 ... 1840386] tree. -Querying split [1725363 ... 1840386] tree. -Creating split [1380291 ... 1495314] tree. -Querying split [1380291 ... 1495314] tree. -Creating split [460099 ... 575122] tree. -Querying split [460099 ... 575122] tree. Creating split [1495315 ... 1610338] tree. Querying split [1495315 ... 1610338] tree. -Creating split [1610339 ... 1725362] tree. -Querying split [1610339 ... 1725362] tree. -Creating split [805171 ... 920194] tree. -Querying split [805171 ... 920194] tree. -Creating split [1265267 ... 1380290] tree. -Querying split [1265267 ... 1380290] tree. -Creating split [115025 ... 230049] tree. -Querying split [115025 ... 230049] tree. -Creating split [345075 ... 460098] tree. -Querying split [345075 ... 460098] tree. +Creating split [575123 ... 690146] tree. +Querying split [575123 ... 690146] tree. +Creating split [1150243 ... 1265266] tree. +Querying split [1150243 ... 1265266] tree. Creating split [690147 ... 805170] tree. Querying split [690147 ... 805170] tree. Creating split [920195 ... 1035218] tree. Querying split [920195 ... 1035218] tree. -Creating split [1150243 ... 1265266] tree. -Querying split [1150243 ... 1265266] tree. -Creating split [1035219 ... 1150242] tree. -Querying split [1035219 ... 1150242] tree. -Creating split [575123 ... 690146] tree. -Querying split [575123 ... 690146] tree. +Creating split [805171 ... 920194] tree. +Querying split [805171 ... 920194] tree. +Creating split [1380291 ... 1495314] tree. +Querying split [1380291 ... 1495314] tree. +Creating split [115025 ... 230049] tree. +Querying split [115025 ... 230049] tree. +Creating split [460099 ... 575122] tree. +Querying split [460099 ... 575122] tree. +Creating split [1265267 ... 1380290] tree. +Querying split [1265267 ... 1380290] tree. +Creating split [1610339 ... 1725362] tree. +Querying split [1610339 ... 1725362] tree. Flattening. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_N8_G12_0.fits. diff --git a/logs/fillfactor_G15.log b/logs/fillfactor_G15.log index 4f3e59d1..6cd85ddc 100644 --- a/logs/fillfactor_G15.log +++ b/logs/fillfactor_G15.log @@ -1,17 +1,29 @@ Reading rand. Creating big tree. Counting < 8 Mpc/h pairs for small trees. -Creating split [460099 ... 575122] tree. -Querying split [460099 ... 575122] tree. -Creating split [920195 ... 1035218] tree. -Querying split [920195 ... 1035218] tree. -Creating split [1035219 ... 1150242] tree. -Querying split [1035219 ... 1150242] tree. +Creating split [0 ... 115024] tree. +Querying split [0 ... 115024] tree. +Creating split [230050 ... 345074] tree. +Querying split [230050 ... 345074] tree. +Creating split [1725363 ... 1840386] tree. +Querying split [1725363 ... 1840386] tree. +Creating split [1380291 ... 1495314] tree. +Querying split [1380291 ... 1495314] tree. +Creating split [345075 ... 460098] tree. +Querying split [345075 ... 460098] tree. Creating split [690147 ... 805170] tree. Querying split [690147 ... 805170] tree. -Creating split [805171 ... 920194] tree. -Querying split [805171 ... 920194] tree. +Creating split [115025 ... 230049] tree. +Querying split [115025 ... 230049] tree. +Creating split [1495315 ... 1610338] tree. +Querying split [1495315 ... 1610338] tree. +Creating split [1265267 ... 1380290] tree. +Querying split [1265267 ... 1380290] tree. +Creating split [460099 ... 575122] tree. +Querying split [460099 ... 575122] tree. Creating split [575123 ... 690146] tree. Querying split [575123 ... 690146] tree. +Creating split [1150243 ... 1265266] tree. +Querying split [1150243 ... 1265266] tree. Flattening. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_N8_G15_0.fits. diff --git a/logs/fillfactor_G9.log b/logs/fillfactor_G9.log index 5dfad544..065966ae 100644 --- a/logs/fillfactor_G9.log +++ b/logs/fillfactor_G9.log @@ -1,33 +1,23 @@ Reading rand. Creating big tree. Counting < 8 Mpc/h pairs for small trees. -Creating split [1725363 ... 1840386] tree. -Querying split [1725363 ... 1840386] tree. -Creating split [115025 ... 230049] tree. -Querying split [115025 ... 230049] tree. -Creating split [345075 ... 460098] tree. -Querying split [345075 ... 460098] tree. -Creating split [0 ... 115024] tree. -Querying split [0 ... 115024] tree. -Creating split [575123 ... 690146] tree. -Querying split [575123 ... 690146] tree. -Creating split [805171 ... 920194] tree. -Querying split [805171 ... 920194] tree. Creating split [230050 ... 345074] tree. Querying split [230050 ... 345074] tree. -Creating split [460099 ... 575122] tree. -Querying split [460099 ... 575122] tree. -Creating split [1035219 ... 1150242] tree. -Querying split [1035219 ... 1150242] tree. -Creating split [690147 ... 805170] tree. -Querying split [690147 ... 805170] tree. +Creating split [0 ... 115024] tree. +Querying split [0 ... 115024] tree. +Creating split [345075 ... 460098] tree. +Querying split [345075 ... 460098] tree. Creating split [1150243 ... 1265266] tree. Querying split [1150243 ... 1265266] tree. +Creating split [690147 ... 805170] tree. +Querying split [690147 ... 805170] tree. +Creating split [805171 ... 920194] tree. +Querying split [805171 ... 920194] tree. Creating split [1380291 ... 1495314] tree. Querying split [1380291 ... 1495314] tree. Creating split [1265267 ... 1380290] tree. Querying split [1265267 ... 1380290] tree. -Creating split [1610339 ... 1725362] tree. -Querying split [1610339 ... 1725362] tree. +Creating split [1495315 ... 1610338] tree. +Querying split [1495315 ... 1610338] tree. Flattening. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_N8_G9_0.fits. diff --git a/logs/gama_ddp_n8_G12.log b/logs/gama_ddp_n8_G12.log index 8394e61c..fa42fac5 100644 --- a/logs/gama_ddp_n8_G12.log +++ b/logs/gama_ddp_n8_G12.log @@ -8,30 +8,30 @@ Building tree for DDP 2 Querying tree for DDP 2 Building tree for DDP 3 Querying tree for DDP 3 - CATAID OBJID RA DEC ... DDP1_N8 DDP2_N8 DDP3_N8 - deg deg ... -------- ------------------ ------------ ----------- ... ------- ------- ------- - 377217 587727943491322176 136.90329419 1.55608748 ... 42 73 0 - 171040 587725040627351704 176.76489998 -2.36852638 ... 66 95 0 - 219914 587726013994959291 179.46494151 1.59719091 ... 16 26 0 - 560374 588848899375825181 180.05173692 -0.42679837 ... 19 0 0 - 48006 587722982292455656 215.42459482 -0.7208216 ... 40 64 0 - 513338 587729972326498715 223.37132101 -1.1056069 ... 7 11 0 - 418433 587728879258632495 136.12480274 2.6338351 ... 46 0 0 -3863293 588010930296521198 134.99147365 -1.88452248 ... 0 0 0 - 559685 588848899374907541 177.9188338 -0.48488674 ... 44 67 0 - 62434 587722982828212405 212.84279819 -0.25815029 ... 15 27 65 - ... ... ... ... ... ... ... ... - 485439 587729777981653262 215.69845716 -1.9390027 ... 10 8 23 - 39059 587722982274760818 174.96005287 -0.80295032 ... 11 14 20 - 228219 587726014011211823 216.60727009 1.26770483 ... 63 97 204 -3589784 587729150377459957 137.04913203 -1.80209068 ... 10 13 13 - 342957 587726032802087112 218.13327132 2.23230827 ... 33 42 0 - 617712 588848900463984922 212.92127414 0.23622583 ... 18 0 0 - 139038 587724650333143239 185.43928959 -1.8123289 ... 0 0 0 - 32444 587722981742215284 184.92549896 -1.06566937 ... 55 79 0 - 32235 587722981741822033 183.91770711 -1.23679484 ... 46 59 0 -3852926 588010930294161768 129.61311995 -1.78695091 ... 16 0 0 +CATAID OBJID RA DEC ... DDP1_N8 DDP2_N8 DDP3_N8 + deg deg ... +------ ------------------ ------------ ----------- ... ------- ------- ------- +209748 587725074990104938 134.80169161 0.00541943 ... 13 36 0 +537129 588848898840789129 184.21539209 -1.03669489 ... 26 48 83 +382081 587727944027472289 135.23306993 1.95568309 ... 9 0 0 +561801 588848899377922344 184.87290284 -0.54973036 ... 30 0 0 +227206 587726014009442667 212.57882544 1.21256973 ... 0 0 0 +363681 587726033340137638 220.75196667 2.46013928 ... 18 20 0 +209284 587725074989187472 132.63681292 0.13970627 ... 7 0 0 +125782 587724649259532757 185.68473966 -2.62397534 ... 17 20 42 +301084 587726032227533257 131.94779532 1.26155398 ... 10 0 0 +609191 588848900446945574 174.12463152 0.30731137 ... 17 0 0 + ... ... ... ... ... ... ... ... + 55733 587722982815236346 183.25000321 -0.3380416 ... 19 43 0 +342472 587726032801104215 215.89801885 2.25632767 ... 17 35 0 +262094 587726015622283506 217.64833392 2.49517585 ... 15 36 0 +493345 587729778520621500 220.43701801 -1.23362313 ... 24 49 0 +642118 587725084111667592 140.86961231 -1.16816445 ... 4 4 16 +239656 587726014548934790 218.53762784 1.61693878 ... 81 131 0 +417992 587728879257912032 134.45054766 2.5084938 ... 1 0 0 +583923 588848899911516239 177.36780566 -0.07850373 ... 23 39 0 +144007 587724650867064939 178.73870765 -1.35810257 ... 20 21 0 +178118 587725041165271332 179.14071172 -1.89774237 ... 19 31 45 Length = 113687 rows EXTNAME TilingCat TCOMM1 GAMA ID diff --git a/logs/gama_ddp_n8_G15.log b/logs/gama_ddp_n8_G15.log index 5b2c6fef..61423d0c 100644 --- a/logs/gama_ddp_n8_G15.log +++ b/logs/gama_ddp_n8_G15.log @@ -8,30 +8,30 @@ Building tree for DDP 2 Querying tree for DDP 2 Building tree for DDP 3 Querying tree for DDP 3 - CATAID OBJID RA DEC ... DDP1_N8 DDP2_N8 DDP3_N8 - deg deg ... -------- ------------------ ------------ ----------- ... ------- ------- ------- - 377217 587727943491322176 136.90329419 1.55608748 ... 42 73 0 - 171040 587725040627351704 176.76489998 -2.36852638 ... 66 95 0 - 219914 587726013994959291 179.46494151 1.59719091 ... 16 26 0 - 560374 588848899375825181 180.05173692 -0.42679837 ... 19 0 0 - 48006 587722982292455656 215.42459482 -0.7208216 ... 40 64 0 - 513338 587729972326498715 223.37132101 -1.1056069 ... 7 11 0 - 418433 587728879258632495 136.12480274 2.6338351 ... 46 0 0 -3863293 588010930296521198 134.99147365 -1.88452248 ... 0 0 0 - 559685 588848899374907541 177.9188338 -0.48488674 ... 44 67 0 - 62434 587722982828212405 212.84279819 -0.25815029 ... 15 27 65 - ... ... ... ... ... ... ... ... - 485439 587729777981653262 215.69845716 -1.9390027 ... 10 8 23 - 39059 587722982274760818 174.96005287 -0.80295032 ... 11 14 20 - 228219 587726014011211823 216.60727009 1.26770483 ... 63 97 204 -3589784 587729150377459957 137.04913203 -1.80209068 ... 10 13 13 - 342957 587726032802087112 218.13327132 2.23230827 ... 33 42 0 - 617712 588848900463984922 212.92127414 0.23622583 ... 18 0 0 - 139038 587724650333143239 185.43928959 -1.8123289 ... 0 0 0 - 32444 587722981742215284 184.92549896 -1.06566937 ... 55 79 0 - 32235 587722981741822033 183.91770711 -1.23679484 ... 46 59 0 -3852926 588010930294161768 129.61311995 -1.78695091 ... 16 0 0 +CATAID OBJID RA DEC ... DDP1_N8 DDP2_N8 DDP3_N8 + deg deg ... +------ ------------------ ------------ ----------- ... ------- ------- ------- +209748 587725074990104938 134.80169161 0.00541943 ... 13 36 0 +537129 588848898840789129 184.21539209 -1.03669489 ... 26 48 83 +382081 587727944027472289 135.23306993 1.95568309 ... 9 0 0 +561801 588848899377922344 184.87290284 -0.54973036 ... 30 0 0 +227206 587726014009442667 212.57882544 1.21256973 ... 0 0 0 +363681 587726033340137638 220.75196667 2.46013928 ... 18 20 0 +209284 587725074989187472 132.63681292 0.13970627 ... 7 0 0 +125782 587724649259532757 185.68473966 -2.62397534 ... 17 20 42 +301084 587726032227533257 131.94779532 1.26155398 ... 10 0 0 +609191 588848900446945574 174.12463152 0.30731137 ... 17 0 0 + ... ... ... ... ... ... ... ... + 55733 587722982815236346 183.25000321 -0.3380416 ... 19 43 0 +342472 587726032801104215 215.89801885 2.25632767 ... 17 35 0 +262094 587726015622283506 217.64833392 2.49517585 ... 15 36 0 +493345 587729778520621500 220.43701801 -1.23362313 ... 24 49 0 +642118 587725084111667592 140.86961231 -1.16816445 ... 4 4 16 +239656 587726014548934790 218.53762784 1.61693878 ... 81 131 0 +417992 587728879257912032 134.45054766 2.5084938 ... 1 0 0 +583923 588848899911516239 177.36780566 -0.07850373 ... 23 39 0 +144007 587724650867064939 178.73870765 -1.35810257 ... 20 21 0 +178118 587725041165271332 179.14071172 -1.89774237 ... 19 31 45 Length = 113687 rows EXTNAME TilingCat TCOMM1 GAMA ID diff --git a/logs/gama_ddp_n8_G9.log b/logs/gama_ddp_n8_G9.log index 31258e76..d258334c 100644 --- a/logs/gama_ddp_n8_G9.log +++ b/logs/gama_ddp_n8_G9.log @@ -8,30 +8,30 @@ Building tree for DDP 2 Querying tree for DDP 2 Building tree for DDP 3 Querying tree for DDP 3 - CATAID OBJID RA DEC ... DDP1_N8 DDP2_N8 DDP3_N8 - deg deg ... -------- ------------------ ------------ ----------- ... ------- ------- ------- - 377217 587727943491322176 136.90329419 1.55608748 ... 42 73 0 - 171040 587725040627351704 176.76489998 -2.36852638 ... 66 95 0 - 219914 587726013994959291 179.46494151 1.59719091 ... 16 26 0 - 560374 588848899375825181 180.05173692 -0.42679837 ... 19 0 0 - 48006 587722982292455656 215.42459482 -0.7208216 ... 40 64 0 - 513338 587729972326498715 223.37132101 -1.1056069 ... 7 11 0 - 418433 587728879258632495 136.12480274 2.6338351 ... 46 0 0 -3863293 588010930296521198 134.99147365 -1.88452248 ... 0 0 0 - 559685 588848899374907541 177.9188338 -0.48488674 ... 44 67 0 - 62434 587722982828212405 212.84279819 -0.25815029 ... 15 27 65 - ... ... ... ... ... ... ... ... - 485439 587729777981653262 215.69845716 -1.9390027 ... 10 8 23 - 39059 587722982274760818 174.96005287 -0.80295032 ... 11 14 20 - 228219 587726014011211823 216.60727009 1.26770483 ... 63 97 204 -3589784 587729150377459957 137.04913203 -1.80209068 ... 10 13 13 - 342957 587726032802087112 218.13327132 2.23230827 ... 33 42 0 - 617712 588848900463984922 212.92127414 0.23622583 ... 18 0 0 - 139038 587724650333143239 185.43928959 -1.8123289 ... 0 0 0 - 32444 587722981742215284 184.92549896 -1.06566937 ... 55 79 0 - 32235 587722981741822033 183.91770711 -1.23679484 ... 46 59 0 -3852926 588010930294161768 129.61311995 -1.78695091 ... 16 0 0 +CATAID OBJID RA DEC ... DDP1_N8 DDP2_N8 DDP3_N8 + deg deg ... +------ ------------------ ------------ ----------- ... ------- ------- ------- +209748 587725074990104938 134.80169161 0.00541943 ... 13 36 0 +537129 588848898840789129 184.21539209 -1.03669489 ... 26 48 83 +382081 587727944027472289 135.23306993 1.95568309 ... 9 0 0 +561801 588848899377922344 184.87290284 -0.54973036 ... 30 0 0 +227206 587726014009442667 212.57882544 1.21256973 ... 0 0 0 +363681 587726033340137638 220.75196667 2.46013928 ... 18 20 0 +209284 587725074989187472 132.63681292 0.13970627 ... 7 0 0 +125782 587724649259532757 185.68473966 -2.62397534 ... 17 20 42 +301084 587726032227533257 131.94779532 1.26155398 ... 10 0 0 +609191 588848900446945574 174.12463152 0.30731137 ... 17 0 0 + ... ... ... ... ... ... ... ... + 55733 587722982815236346 183.25000321 -0.3380416 ... 19 43 0 +342472 587726032801104215 215.89801885 2.25632767 ... 17 35 0 +262094 587726015622283506 217.64833392 2.49517585 ... 15 36 0 +493345 587729778520621500 220.43701801 -1.23362313 ... 24 49 0 +642118 587725084111667592 140.86961231 -1.16816445 ... 4 4 16 +239656 587726014548934790 218.53762784 1.61693878 ... 81 131 0 +417992 587728879257912032 134.45054766 2.5084938 ... 1 0 0 +583923 588848899911516239 177.36780566 -0.07850373 ... 23 39 0 +144007 587724650867064939 178.73870765 -1.35810257 ... 20 21 0 +178118 587725041165271332 179.14071172 -1.89774237 ... 19 31 45 Length = 113687 rows EXTNAME TilingCat TCOMM1 GAMA ID diff --git a/logs/gama_kE.log b/logs/gama_kE.log index 4a86a8a0..4c0f9cae 100644 --- a/logs/gama_kE.log +++ b/logs/gama_kE.log @@ -1,42 +1,42 @@ - CATAID OBJID ... CARTESIAN_Y CARTESIAN_Z - ... -------- ------------------ ... ------------------- ------------------- - 377217 587727943491322176 ... -324.98490369761384 12.46453978628196 - 171040 587725040627351704 ... -24.63653794054611 -16.101689577872936 - 219914 587726013994959291 ... -9.081648238574225 13.763210826183848 - 560374 588848899375825181 ... -4.807995345364819 -5.420552980617658 - 48006 587722982292455656 ... 210.06118462121867 -4.915638592584356 - 513338 587729972326498715 ... 343.4926081286107 -10.110815212474963 - 418433 587728879258632495 ... -405.10774232473415 26.240297376734404 -3863293 588010930296521198 ... -532.3043222296523 -25.084723868417953 - 559685 588848899374907541 ... -21.08180508600735 -4.463042342434413 - 62434 587722982828212405 ... 129.9941983604812 -1.2999314218993576 - ... ... ... ... ... - 485439 587729777981653262 ... 154.98427627883981 -9.31878554017961 - 39059 587722982274760818 ... -15.041384207305638 -2.3470228339691372 - 228219 587726014011211823 ... 96.72240758299175 3.497603439585624 -3589784 587729150377459957 ... -81.5126817941073 -3.816708118176635 - 342957 587726032802087112 ... 196.26512825667493 12.269133772423201 - 617712 588848900463984922 ... 360.1013580659878 2.199695607335705 - 139038 587724650333143239 ... 62.91557162013081 -23.761429335641168 - 32444 587722981742215284 ... 26.970021079485445 -6.822236414905426 - 32235 587722981741822033 ... 27.429855435755975 -10.33764256436271 -3852926 588010930294161768 ... -420.41837831561435 -17.25208690567442 +CATAID OBJID ... CARTESIAN_Y CARTESIAN_Z + ... +------ ------------------ ... ------------------- -------------------- +209748 587725074990104938 ... -344.77276732721725 -0.29201119712561685 +537129 588848898840789129 ... 13.778240299502608 -4.0400222378383175 +382081 587727944027472289 ... -460.4315484359427 21.680969625684444 +561801 588848899377922344 ... 52.315729708895546 -7.238360697540164 +227206 587726014009442667 ... 389.0924449752832 14.877260726360266 +363681 587726033340137638 ... 231.635870153189 15.121871374437344 +209284 587725074989187472 ... -448.2823166531956 1.0675392832320167 +125782 587724649259532757 ... 18.1948135650104 -9.39455434058648 +301084 587726032227533257 ... -407.9997788373662 11.628860563801618 +609191 588848900446945574 ... -65.78541667183589 2.5948468988305784 + ... ... ... ... ... + 55733 587722982815236346 ... 16.490515106073875 -2.356076772898859 +342472 587726032801104215 ... 187.88584713723827 12.509164150156877 +262094 587726015622283506 ... 249.31774291887044 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after 0.51 mins. +4.398% complete after 0.57 mins. 4.838% complete after 0.62 mins. -5.278% complete after 0.67 mins. +5.278% complete after 0.68 mins. 5.717% complete after 0.73 mins. 6.157% complete after 0.79 mins. 6.597% complete after 0.84 mins. @@ -44,7 +44,7 @@ Solving for rest gmr. 7.477% complete after 0.96 mins. 7.916% complete after 1.01 mins. 8.356% complete after 1.07 mins. -8.796% complete after 1.13 mins. +8.796% complete after 1.12 mins. 9.236% complete after 1.18 mins. 9.676% complete after 1.24 mins. 10.115% complete after 1.29 mins. @@ -52,229 +52,229 @@ Solving for rest gmr. 10.995% complete after 1.41 mins. 11.435% complete after 1.46 mins. 11.875% complete after 1.52 mins. -12.315% complete after 1.57 mins. +12.315% complete after 1.58 mins. 12.754% complete after 1.63 mins. 13.194% complete after 1.69 mins. 13.634% complete after 1.74 mins. 14.074% complete after 1.80 mins. -14.514% complete after 1.86 mins. -14.953% complete after 1.92 mins. -15.393% complete after 1.98 mins. -15.833% complete after 2.03 mins. -16.273% complete after 2.09 mins. -16.713% complete after 2.14 mins. -17.152% complete after 2.20 mins. -17.592% complete after 2.26 mins. -18.032% complete after 2.32 mins. -18.472% complete after 2.37 mins. -18.912% complete after 2.43 mins. -19.351% complete after 2.49 mins. -19.791% complete after 2.54 mins. -20.231% complete after 2.60 mins. -20.671% complete after 2.66 mins. -21.111% complete after 2.71 mins. -21.550% complete after 2.77 mins. -21.990% complete after 2.82 mins. -22.430% complete after 2.88 mins. -22.870% complete after 2.94 mins. -23.310% complete after 3.00 mins. -23.749% complete after 3.05 mins. -24.189% complete after 3.11 mins. -24.629% complete after 3.17 mins. -25.069% complete after 3.22 mins. -25.509% complete after 3.28 mins. -25.948% complete after 3.34 mins. -26.388% complete after 3.39 mins. -26.828% complete after 3.45 mins. -27.268% complete after 3.51 mins. -27.708% complete after 3.57 mins. -28.147% complete after 3.62 mins. -28.587% complete after 3.68 mins. -29.027% complete after 3.74 mins. -29.467% complete after 3.79 mins. -29.907% complete after 3.85 mins. -30.346% complete after 3.91 mins. -30.786% complete after 3.97 mins. -31.226% complete after 4.02 mins. -31.666% complete after 4.08 mins. -32.106% complete after 4.14 mins. -32.545% complete after 4.20 mins. -32.985% complete after 4.26 mins. -33.425% complete after 4.31 mins. -33.865% complete after 4.37 mins. -34.305% complete after 4.42 mins. -34.745% complete after 4.48 mins. -35.184% complete after 4.54 mins. -35.624% complete after 4.59 mins. -36.064% complete after 4.65 mins. -36.504% complete after 4.71 mins. -36.944% complete after 4.76 mins. -37.383% complete after 4.82 mins. -37.823% complete after 4.88 mins. -38.263% complete after 4.93 mins. -38.703% complete after 4.99 mins. -39.143% complete after 5.05 mins. -39.582% complete after 5.10 mins. -40.022% complete after 5.16 mins. -40.462% complete after 5.22 mins. -40.902% complete after 5.27 mins. -41.342% complete after 5.33 mins. -41.781% complete after 5.39 mins. -42.221% complete after 5.45 mins. -42.661% complete after 5.51 mins. -43.101% complete after 5.56 mins. -43.541% complete after 5.62 mins. -43.980% complete after 5.67 mins. -44.420% complete after 5.73 mins. -44.860% complete after 5.79 mins. -45.300% complete after 5.84 mins. -45.740% complete after 5.90 mins. -46.179% complete after 5.96 mins. -46.619% complete after 6.01 mins. -47.059% complete after 6.07 mins. -47.499% complete after 6.12 mins. -47.939% complete after 6.18 mins. -48.378% complete after 6.24 mins. -48.818% complete after 6.30 mins. -49.258% complete after 6.35 mins. -49.698% complete after 6.41 mins. -50.138% complete after 6.47 mins. -50.577% complete after 6.52 mins. -51.017% complete after 6.58 mins. -51.457% complete after 6.63 mins. -51.897% complete after 6.69 mins. -52.337% complete after 6.75 mins. -52.776% complete after 6.81 mins. -53.216% complete after 6.86 mins. -53.656% complete after 6.92 mins. -54.096% complete after 6.97 mins. -54.536% complete after 7.03 mins. -54.976% complete after 7.09 mins. -55.415% complete after 7.15 mins. -55.855% complete after 7.20 mins. -56.295% complete after 7.26 mins. -56.735% complete after 7.32 mins. -57.175% complete after 7.37 mins. -57.614% complete after 7.43 mins. -58.054% complete after 7.49 mins. -58.494% complete after 7.54 mins. -58.934% complete after 7.60 mins. -59.374% complete after 7.66 mins. -59.813% complete after 7.71 mins. -60.253% complete after 7.77 mins. -60.693% complete after 7.83 mins. -61.133% complete after 7.89 mins. -61.573% complete after 7.94 mins. -62.012% complete after 8.00 mins. -62.452% complete after 8.06 mins. -62.892% complete after 8.11 mins. -63.332% complete after 8.17 mins. -63.772% complete after 8.23 mins. -64.211% complete after 8.28 mins. -64.651% complete after 8.34 mins. -65.091% complete after 8.39 mins. -65.531% complete after 8.45 mins. -65.971% complete after 8.51 mins. -66.410% complete after 8.56 mins. -66.850% complete after 8.62 mins. -67.290% complete after 8.68 mins. -67.730% complete after 8.73 mins. -68.170% complete after 8.79 mins. -68.609% complete after 8.84 mins. -69.049% complete after 8.90 mins. -69.489% complete after 8.96 mins. -69.929% complete after 9.02 mins. -70.369% complete after 9.07 mins. -70.808% complete after 9.13 mins. -71.248% complete after 9.19 mins. -71.688% complete after 9.24 mins. -72.128% complete after 9.30 mins. -72.568% complete after 9.36 mins. -73.007% complete after 9.41 mins. -73.447% complete after 9.47 mins. -73.887% complete after 9.53 mins. -74.327% complete after 9.58 mins. -74.767% complete after 9.64 mins. -75.206% complete after 9.70 mins. -75.646% complete after 9.75 mins. -76.086% complete after 9.81 mins. -76.526% complete after 9.87 mins. -76.966% complete after 9.92 mins. -77.406% complete after 9.98 mins. -77.845% complete after 10.04 mins. -78.285% complete after 10.09 mins. -78.725% complete after 10.15 mins. -79.165% complete after 10.21 mins. -79.605% complete after 10.26 mins. -80.044% complete after 10.32 mins. -80.484% complete after 10.38 mins. -80.924% complete after 10.44 mins. -81.364% complete after 10.49 mins. -81.804% complete after 10.55 mins. -82.243% complete after 10.60 mins. -82.683% complete after 10.66 mins. -83.123% complete after 10.72 mins. -83.563% complete after 10.77 mins. -84.003% complete after 10.83 mins. -84.442% complete after 10.89 mins. -84.882% complete after 10.94 mins. -85.322% complete after 11.00 mins. -85.762% complete after 11.06 mins. -86.202% complete after 11.11 mins. -86.641% complete after 11.17 mins. -87.081% complete after 11.23 mins. -87.521% complete after 11.29 mins. -87.961% complete after 11.34 mins. -88.401% complete after 11.40 mins. -88.840% complete after 11.46 mins. -89.280% complete after 11.51 mins. -89.720% complete after 11.57 mins. -90.160% complete after 11.63 mins. -90.600% complete after 11.68 mins. -91.039% complete after 11.74 mins. -91.479% complete after 11.79 mins. -91.919% complete after 11.85 mins. -92.359% complete after 11.91 mins. -92.799% complete after 11.96 mins. -93.238% complete after 12.02 mins. -93.678% complete after 12.08 mins. -94.118% complete after 12.13 mins. -94.558% complete after 12.19 mins. -94.998% complete after 12.25 mins. -95.437% complete after 12.31 mins. -95.877% complete after 12.36 mins. -96.317% complete after 12.42 mins. -96.757% complete after 12.48 mins. -97.197% complete after 12.53 mins. -97.636% complete after 12.59 mins. -98.076% complete after 12.65 mins. -98.516% complete after 12.71 mins. -98.956% complete after 12.76 mins. -99.396% complete after 12.82 mins. -99.836% complete after 12.88 mins. - CATAID OBJID ... Z_THETA_QALL Z_THETA_QCOLOR - ... -------- ------------------ ... ------------------ ------------------ - 377217 587727943491322176 ... 38.74308803830844 38.77070793662769 - 171040 587725040627351704 ... 38.212804406992014 38.23493500810009 - 219914 587726013994959291 ... 38.8540930940744 38.650554616653594 - 560374 588848899375825181 ... 39.554814656112676 39.59286745343018 - 48006 587722982292455656 ... 38.11378435906318 38.135100663866076 - 513338 587729972326498715 ... 38.8704860018648 38.67000652422083 - 418433 587728879258632495 ... 39.20011316640911 38.96841119630871 -3863293 588010930296521198 ... 39.88180718738771 39.9264950992558 - 559685 588848899374907541 ... 38.675057150765724 38.48823968355305 - 62434 587722982828212405 ... 37.11146510939865 37.016808619609165 - ... ... ... ... ... - 485439 587729777981653262 ... 37.32936834909691 37.22437335916533 - 39059 587722982274760818 ... 36.100144651517006 36.1091002531198 - 228219 587726014011211823 ... 36.21118342870798 36.22058783093419 -3589784 587729150377459957 ... 35.466771533541696 35.473549434744136 - 342957 587726032802087112 ... 37.791828718223954 37.8104556167511 - 617712 588848900463984922 ... 39.64569625638784 39.685620758760585 - 139038 587724650333143239 ... 39.824699286940636 39.86821419430071 - 32444 587722981742215284 ... 37.96159384388471 37.824916370101214 - 32235 587722981741822033 ... 38.665821208131725 38.69259960807603 -3852926 588010930294161768 ... 39.08947696394841 39.12140297002713 +14.514% complete after 1.85 mins. +14.953% complete after 1.91 mins. +15.393% complete after 1.97 mins. +15.833% complete after 2.02 mins. +16.273% complete after 2.08 mins. +16.713% complete after 2.13 mins. +17.152% complete after 2.19 mins. +17.592% complete after 2.24 mins. +18.032% complete after 2.30 mins. +18.472% complete after 2.36 mins. +18.912% complete after 2.41 mins. +19.351% complete after 2.47 mins. +19.791% complete after 2.53 mins. +20.231% complete after 2.58 mins. +20.671% complete after 2.64 mins. +21.111% complete after 2.69 mins. +21.550% complete after 2.75 mins. +21.990% complete after 2.81 mins. +22.430% complete after 2.86 mins. +22.870% complete after 2.92 mins. +23.310% complete after 2.97 mins. +23.749% complete after 3.03 mins. +24.189% complete after 3.08 mins. +24.629% complete after 3.14 mins. +25.069% complete after 3.20 mins. +25.509% complete after 3.25 mins. +25.948% complete after 3.31 mins. +26.388% complete after 3.36 mins. +26.828% complete after 3.42 mins. +27.268% complete after 3.47 mins. +27.708% complete after 3.53 mins. +28.147% complete after 3.59 mins. +28.587% complete after 3.65 mins. +29.027% complete after 3.70 mins. +29.467% complete after 3.76 mins. +29.907% complete after 3.81 mins. +30.346% complete after 3.87 mins. +30.786% complete after 3.93 mins. +31.226% complete after 3.98 mins. +31.666% complete after 4.04 mins. +32.106% complete after 4.09 mins. +32.545% complete after 4.15 mins. +32.985% complete after 4.20 mins. +33.425% complete after 4.26 mins. +33.865% complete after 4.31 mins. +34.305% complete after 4.37 mins. +34.745% complete after 4.43 mins. +35.184% complete after 4.48 mins. +35.624% complete after 4.54 mins. +36.064% complete after 4.60 mins. +36.504% complete after 4.65 mins. +36.944% complete after 4.71 mins. +37.383% complete after 4.76 mins. +37.823% complete after 4.82 mins. +38.263% complete after 4.87 mins. +38.703% complete after 4.93 mins. +39.143% complete after 4.99 mins. +39.582% complete after 5.05 mins. +40.022% complete after 5.11 mins. +40.462% complete after 5.16 mins. +40.902% complete after 5.22 mins. +41.342% complete after 5.28 mins. +41.781% complete after 5.33 mins. +42.221% complete after 5.39 mins. +42.661% complete after 5.44 mins. +43.101% complete after 5.50 mins. +43.541% complete after 5.56 mins. +43.980% complete after 5.61 mins. +44.420% complete after 5.67 mins. +44.860% complete after 5.72 mins. +45.300% complete after 5.78 mins. +45.740% complete after 5.84 mins. +46.179% complete after 5.90 mins. +46.619% complete after 5.95 mins. +47.059% complete after 6.01 mins. +47.499% complete after 6.07 mins. +47.939% complete after 6.12 mins. +48.378% complete after 6.18 mins. +48.818% complete after 6.23 mins. +49.258% complete after 6.29 mins. +49.698% complete after 6.35 mins. +50.138% complete after 6.40 mins. +50.577% complete after 6.46 mins. +51.017% complete after 6.51 mins. +51.457% complete after 6.57 mins. +51.897% complete after 6.63 mins. +52.337% complete after 6.68 mins. +52.776% complete after 6.74 mins. +53.216% complete after 6.80 mins. +53.656% complete after 6.85 mins. +54.096% complete after 6.91 mins. +54.536% complete after 6.97 mins. +54.976% complete after 7.02 mins. +55.415% complete after 7.08 mins. +55.855% complete after 7.13 mins. +56.295% complete after 7.19 mins. +56.735% complete after 7.25 mins. +57.175% complete after 7.30 mins. +57.614% complete after 7.36 mins. +58.054% complete after 7.42 mins. +58.494% complete after 7.47 mins. +58.934% complete after 7.53 mins. +59.374% complete after 7.59 mins. +59.813% complete after 7.64 mins. +60.253% complete after 7.70 mins. +60.693% complete after 7.76 mins. +61.133% complete after 7.81 mins. +61.573% complete after 7.87 mins. +62.012% complete after 7.92 mins. +62.452% complete after 7.98 mins. +62.892% complete after 8.04 mins. +63.332% complete after 8.09 mins. +63.772% complete after 8.15 mins. +64.211% complete after 8.21 mins. +64.651% complete after 8.26 mins. +65.091% complete after 8.32 mins. +65.531% complete after 8.38 mins. +65.971% complete after 8.43 mins. +66.410% complete after 8.49 mins. +66.850% complete after 8.54 mins. +67.290% complete after 8.60 mins. +67.730% complete after 8.66 mins. +68.170% complete after 8.71 mins. +68.609% complete after 8.77 mins. +69.049% complete after 8.82 mins. +69.489% complete after 8.88 mins. +69.929% complete after 8.93 mins. +70.369% complete after 8.99 mins. +70.808% complete after 9.05 mins. +71.248% complete after 9.10 mins. +71.688% complete after 9.16 mins. +72.128% complete after 9.21 mins. +72.568% complete after 9.27 mins. +73.007% complete after 9.33 mins. +73.447% complete after 9.38 mins. +73.887% complete after 9.44 mins. +74.327% complete after 9.50 mins. +74.767% complete after 9.55 mins. +75.206% complete after 9.61 mins. +75.646% complete after 9.66 mins. +76.086% complete after 9.72 mins. +76.526% complete after 9.78 mins. +76.966% complete after 9.84 mins. +77.406% complete after 9.89 mins. +77.845% complete after 9.94 mins. +78.285% complete after 10.00 mins. +78.725% complete after 10.06 mins. +79.165% complete after 10.11 mins. +79.605% complete after 10.17 mins. +80.044% complete after 10.23 mins. +80.484% complete after 10.28 mins. +80.924% complete after 10.34 mins. +81.364% complete after 10.40 mins. +81.804% complete after 10.45 mins. +82.243% complete after 10.51 mins. +82.683% complete after 10.57 mins. +83.123% complete after 10.62 mins. +83.563% complete after 10.68 mins. +84.003% complete after 10.74 mins. +84.442% complete after 10.79 mins. +84.882% complete after 10.85 mins. +85.322% complete after 10.91 mins. +85.762% complete after 10.96 mins. +86.202% complete after 11.02 mins. +86.641% complete after 11.08 mins. +87.081% complete after 11.13 mins. +87.521% complete after 11.19 mins. +87.961% complete after 11.24 mins. +88.401% complete after 11.30 mins. +88.840% complete after 11.36 mins. +89.280% complete after 11.42 mins. +89.720% complete after 11.47 mins. +90.160% complete after 11.53 mins. +90.600% complete after 11.58 mins. +91.039% complete after 11.64 mins. +91.479% complete after 11.70 mins. +91.919% complete after 11.75 mins. +92.359% complete after 11.81 mins. +92.799% complete after 11.86 mins. +93.238% complete after 11.92 mins. +93.678% complete after 11.98 mins. +94.118% complete after 12.03 mins. +94.558% complete after 12.09 mins. +94.998% complete after 12.15 mins. +95.437% complete after 12.20 mins. +95.877% complete after 12.26 mins. +96.317% complete after 12.31 mins. +96.757% complete after 12.37 mins. +97.197% complete after 12.43 mins. +97.636% complete after 12.48 mins. +98.076% complete after 12.54 mins. +98.516% complete after 12.60 mins. +98.956% complete after 12.65 mins. +99.396% complete after 12.71 mins. +99.836% complete after 12.76 mins. +CATAID OBJID RA ... Z_THETA_QALL Z_THETA_QCOLOR + deg ... +------ ------------------ ------------ ... ------------------ ------------------ +209748 587725074990104938 134.80169161 ... 38.80457201120052 38.83281580623779 +537129 588848898840789129 184.21539209 ... 36.79619935366227 36.808364557352796 +382081 587727944027472289 135.23306993 ... 39.50580443953617 39.24528345977409 +561801 588848899377922344 184.87290284 ... 39.6678349582135 39.70850746907585 +227206 587726014009442667 212.57882544 ... 39.90803077564431 39.95180408404065 +363681 587726033340137638 220.75196667 ... 38.05772779612202 38.07856129585166 +209284 587725074989187472 132.63681292 ... 39.083260007789946 38.84125403373561 +125782 587724649259532757 185.68473966 ... 36.66966866480431 36.59161817806086 +301084 587726032227533257 131.94779532 ... 38.97690365308175 38.759956201847885 +609191 588848900446945574 174.12463152 ... 39.272414879110045 39.03481342008371 + ... ... ... ... ... ... + 55733 587722982815236346 183.25000321 ... 37.85797226278877 37.723997278500555 +342472 587726032801104215 215.89801885 ... 37.73769766930872 37.61051918659741 +262094 587726015622283506 217.64833392 ... 38.406751561504905 38.430838871342246 +493345 587729778520621500 220.43701801 ... 38.578661700536124 38.60451701079737 +642118 587725084111667592 140.86961231 ... 36.86241493515926 36.87492013864475 +239656 587726014548934790 218.53762784 ... 38.34949797472922 38.37293417087761 +417992 587728879257912032 134.45054766 ... 39.72232546333452 39.43442297402998 +583923 588848899911516239 177.36780566 ... 38.8690244643277 38.66671649499596 +144007 587724650867064939 178.73870765 ... 38.421075173047434 38.445368185964476 +178118 587725041165271332 179.14071172 ... 37.27053811305004 37.16830312364536 Length = 113687 rows Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_kE.fits. diff --git a/logs/gama_lumfn.log b/logs/gama_lumfn.log index 1f76ed86..006f64cf 100644 --- a/logs/gama_lumfn.log +++ b/logs/gama_lumfn.log @@ -3,8 +3,6 @@ Generating Gold reference LF. IGNORING FIELD ARG., GENERATING ALL OF G9-G15 Found fields: [b'G12' b'G15' b'G9'] Found redshift limits: 0.039 < z < 0.263 -Retrieved area 180.0 [sq. deg.] +Retrieved area 180.0000 [sq. deg.] WARNING: Found 0.075% with zmax < 0.0 Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_lumfn.fits. -Done. diff --git a/logs/gama_lumfn_d8_G12.log b/logs/gama_lumfn_d8_G12.log index 85e5388c..e8a5f597 100644 --- a/logs/gama_lumfn_d8_G12.log +++ b/logs/gama_lumfn_d8_G12.log @@ -5,244 +5,6 @@ Read /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_ddp_n8_G12_0.fits Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_0.fits Found fields: [b'G12'] Found redshift limits: 0.040 < z < 0.248 -Retrieved area 60.0 [sq. deg.] +Retrieved area 60.0000 [sq. deg.] WARNING: Found 0.000% with zmax < 0.0 Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_0_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_0_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... ---- -------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.740951649692917 1.3959422305590999e-05 ... 3.0 0.01711404067596624 --16.659826078008454 3.257198537971233e-05 ... 7.0 0.015012879240296317 --16.561016966744237 4.653140768530333e-05 ... 10.0 0.012429700350083138 - -16.47329403935433 1.3959422305590999e-05 ... 3.0 0.010470633869063644 --16.349817938275983 2.7918844611181998e-05 ... 6.0 0.008138253432840999 --16.231860848664375 9.306281537060667e-06 ... 2.0 0.006280074504121661 --16.139512804674098 9.306281537060667e-06 ... 2.0 0.004865738155288612 - -16.06060559061654 4.653140768530333e-06 ... 1.0 0.003986100337996181 --15.959100249556663 4.653140768530333e-06 ... 1.0 0.002837409274042242 - -- 0.0 ... 0.0 -- --15.759701100596667 4.653140768530333e-06 ... 1.0 0.001052332197901758 -Length = 99 rows -Found d8 renormalisation scale of 0.300 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... ---- -------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.740951649692917 4.6462508012540404e-05 ... 3.0 0.01711404067596624 --16.659826078008454 0.0001084125186959276 ... 7.0 0.015012879240296317 --16.561016966744237 0.000154875026708468 ... 10.0 0.012429700350083138 - -16.47329403935433 4.6462508012540404e-05 ... 3.0 0.010470633869063644 --16.349817938275983 9.292501602508081e-05 ... 6.0 0.008138253432840999 --16.231860848664375 3.09750053416936e-05 ... 2.0 0.006280074504121661 --16.139512804674098 3.09750053416936e-05 ... 2.0 0.004865738155288612 - -16.06060559061654 1.54875026708468e-05 ... 1.0 0.003986100337996181 --15.959100249556663 1.54875026708468e-05 ... 1.0 0.002837409274042242 - -- 0.0 ... 0.0 -- --15.759701100596667 1.54875026708468e-05 ... 1.0 0.001052332197901758 -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_0_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_1.fits -Found fields: [b'G12'] -Found redshift limits: 0.039 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.058% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_1_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_1_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- --------------------- ... ---- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.749798383390832 5.581790706076068e-05 ... 12.0 0.017526295044526786 --16.636688775758195 2.790895353038034e-05 ... 6.0 0.014333657175260698 - -16.57595900591837 2.790895353038034e-05 ... 6.0 0.012779287125229681 - -16.45834523178861 1.860596902025356e-05 ... 4.0 0.01022516017150832 --16.384969299837056 1.395447676519017e-05 ... 3.0 0.008684354016209565 - -16.26855564991519 1.395447676519017e-05 ... 3.0 0.006797678586306946 --16.146461558177364 1.860596902025356e-05 ... 4.0 0.0051454448356892295 --16.059952645794596 1.860596902025356e-05 ... 4.0 0.004104126782888122 --15.946487415059092 4.65149225506339e-06 ... 1.0 0.0028093178511210694 --15.883966293879894 9.30298451012678e-06 ... 2.0 0.0022595563171305165 --15.724478023364936 4.65149225506339e-06 ... 1.0 0.0009319416757073396 -Length = 99 rows -Found d8 renormalisation scale of 0.155 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... ---- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.749798383390832 0.00036072062836619743 ... 12.0 0.017526295044526786 --16.636688775758195 0.00018036031418309871 ... 6.0 0.014333657175260698 - -16.57595900591837 0.00018036031418309871 ... 6.0 0.012779287125229681 - -16.45834523178861 0.00012024020945539915 ... 4.0 0.01022516017150832 --16.384969299837056 9.018015709154936e-05 ... 3.0 0.008684354016209565 - -16.26855564991519 9.018015709154936e-05 ... 3.0 0.006797678586306946 --16.146461558177364 0.00012024020945539915 ... 4.0 0.0051454448356892295 --16.059952645794596 0.00012024020945539915 ... 4.0 0.004104126782888122 --15.946487415059092 3.0060052363849788e-05 ... 1.0 0.0028093178511210694 --15.883966293879894 6.0120104727699576e-05 ... 2.0 0.0022595563171305165 --15.724478023364936 3.0060052363849788e-05 ... 1.0 0.0009319416757073396 -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_1_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_2.fits -Found fields: [b'G12'] -Found redshift limits: 0.042 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.054% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_2_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_2_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.72716766679641 2.327808668983176e-05 ... 5.0 0.015947328819278253 - -16.65606635089379 1.8622469351865406e-05 ... 4.0 0.013912916004290763 - -16.54096769997666 2.327808668983176e-05 ... 5.0 0.01114373937443421 - -16.44783744420218 2.327808668983176e-05 ... 5.0 0.009034487013940686 --16.346886683136404 2.7933704027798108e-05 ... 6.0 0.007350956265230744 --16.268333154532286 9.311234675932703e-06 ... 2.0 0.006036069915045775 - -16.1189057603977 9.311234675932703e-06 ... 2.0 0.0038615933242749545 --16.041177884254317 1.8622469351865406e-05 ... 4.0 0.002999595653967763 - -- 0.0 ... 0.0 -- --15.878800659290333 9.311234675932703e-06 ... 2.0 0.0013060776318467098 - -- 0.0 ... 0.0 -- -Length = 99 rows -Found d8 renormalisation scale of 0.093 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.72716766679641 0.00024965015955888864 ... 5.0 0.015947328819278253 - -16.65606635089379 0.00019972012764711092 ... 4.0 0.013912916004290763 - -16.54096769997666 0.00024965015955888864 ... 5.0 0.01114373937443421 - -16.44783744420218 0.00024965015955888864 ... 5.0 0.009034487013940686 --16.346886683136404 0.00029958019147066634 ... 6.0 0.007350956265230744 --16.268333154532286 9.986006382355546e-05 ... 2.0 0.006036069915045775 - -16.1189057603977 9.986006382355546e-05 ... 2.0 0.0038615933242749545 --16.041177884254317 0.00019972012764711092 ... 4.0 0.002999595653967763 - -- 0.0 ... 0.0 -- --15.878800659290333 9.986006382355546e-05 ... 2.0 0.0013060776318467098 - -- 0.0 ... 0.0 -- -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_2_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_3.fits -Found fields: [b'G12'] -Found redshift limits: 0.045 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.093% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_3_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_3_lumfn.fits. -PROCESS CAT FINISHED. -MEDIAN_M PHI_N PHI_N_ERROR PHI_IVMAX PHI_IVMAX_ERROR N V_ON_VMAX --------- ----- ----------- --------- --------------- --- --------- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - ... ... ... ... ... ... ... - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- -Length = 99 rows -Found d8 renormalisation scale of 0.013 -MEDIAN_M PHI_N PHI_N_ERROR PHI_IVMAX PHI_IVMAX_ERROR N V_ON_VMAX --------- ----- ----------- --------- --------------- --- --------- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - ... ... ... ... ... ... ... - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- - -- 0.0 0.0 0.0 0.0 0.0 -- -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G12_ddp_n8_d0_3_lumfn.fits -Done. diff --git a/logs/gama_lumfn_d8_G15.log b/logs/gama_lumfn_d8_G15.log index feccf9e4..8a484858 100644 --- a/logs/gama_lumfn_d8_G15.log +++ b/logs/gama_lumfn_d8_G15.log @@ -5,244 +5,6 @@ Read /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_ddp_n8_G15_0.fits Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_0.fits Found fields: [b'G15'] Found redshift limits: 0.039 < z < 0.248 -Retrieved area 60.0 [sq. deg.] +Retrieved area 60.0000 [sq. deg.] WARNING: Found 0.000% with zmax < 0.0 Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_0_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_0_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.730496175545333 1.860565005959082e-05 ... 4.0 0.017001733460170056 - -16.64773627009072 3.2559887604283934e-05 ... 7.0 0.014738668792876348 --16.573224386892278 1.3954237544693114e-05 ... 3.0 0.012865201125392604 - -16.4307771508108 2.3257062574488523e-05 ... 5.0 0.009827052614482277 --16.378993603481526 4.651412514897705e-06 ... 1.0 0.008537782481565134 --16.257965319344848 1.3954237544693114e-05 ... 3.0 0.006825007736907174 --16.104241714494194 4.651412514897705e-06 ... 1.0 0.004669571909317657 - -16.03331084244899 1.860565005959082e-05 ... 4.0 0.0037822705547863465 --15.949469150250081 4.651412514897705e-06 ... 1.0 0.0029067378011918246 - -- 0.0 ... 0.0 -- - -15.752584708355 9.30282502979541e-06 ... 2.0 0.001134031516874485 -Length = 99 rows -Found d8 renormalisation scale of 0.301 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.730496175545333 6.185863558452955e-05 ... 4.0 0.017001733460170056 - -16.64773627009072 0.00010825261227292671 ... 7.0 0.014738668792876348 --16.573224386892278 4.639397668839716e-05 ... 3.0 0.012865201125392604 - -16.4307771508108 7.732329448066193e-05 ... 5.0 0.009827052614482277 --16.378993603481526 1.5464658896132387e-05 ... 1.0 0.008537782481565134 --16.257965319344848 4.639397668839716e-05 ... 3.0 0.006825007736907174 --16.104241714494194 1.5464658896132387e-05 ... 1.0 0.004669571909317657 - -16.03331084244899 6.185863558452955e-05 ... 4.0 0.0037822705547863465 --15.949469150250081 1.5464658896132387e-05 ... 1.0 0.0029067378011918246 - -- 0.0 ... 0.0 -- - -15.752584708355 3.0929317792264775e-05 ... 2.0 0.001134031516874485 -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_0_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_1.fits -Found fields: [b'G15'] -Found redshift limits: 0.039 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.000% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_1_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_1_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.78240138655025 9.301249704840612e-06 ... 2.0 0.016989309435522872 - -16.64367414015333 1.8602499409681225e-05 ... 4.0 0.014507997379673636 --16.568445025015194 1.8602499409681225e-05 ... 4.0 0.012505038420551472 - -16.45148413490669 2.325312426210153e-05 ... 5.0 0.009530535894777009 - -16.38273104137842 1.8602499409681225e-05 ... 4.0 0.008909475135399181 - -16.23965885231288 1.3951874557260918e-05 ... 3.0 0.006376720420415395 - -16.16852648703361 9.301249704840612e-06 ... 2.0 0.0055442810448458404 --16.005495811168814 4.650624852420306e-06 ... 1.0 0.0035264513345085223 --15.980592987817111 9.301249704840612e-06 ... 2.0 0.003229953430606198 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Found d8 renormalisation scale of 0.155 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.78240138655025 6.012009610915636e-05 ... 2.0 0.016989309435522872 - -16.64367414015333 0.00012024019221831272 ... 4.0 0.014507997379673636 --16.568445025015194 0.00012024019221831272 ... 4.0 0.012505038420551472 - -16.45148413490669 0.0001503002402728909 ... 5.0 0.009530535894777009 - -16.38273104137842 0.00012024019221831272 ... 4.0 0.008909475135399181 - -16.23965885231288 9.018014416373453e-05 ... 3.0 0.006376720420415395 - -16.16852648703361 6.012009610915636e-05 ... 2.0 0.0055442810448458404 --16.005495811168814 3.006004805457818e-05 ... 1.0 0.0035264513345085223 --15.980592987817111 6.012009610915636e-05 ... 2.0 0.003229953430606198 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_1_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_2.fits -Found fields: [b'G15'] -Found redshift limits: 0.040 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.048% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_2_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_2_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- -------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.72682914593935 1.3961344661634786e-05 ... 3.0 0.01659949976911146 - -16.62295928131076 1.3961344661634786e-05 ... 3.0 0.013911390614858188 --16.528178967831813 2.3268907769391308e-05 ... 5.0 0.011474482075181583 --16.447969913530688 2.3268907769391308e-05 ... 5.0 0.009894790628060122 - -16.31300356989683 9.307563107756524e-06 ... 2.0 0.007258436644083143 - -16.27461579635706 1.8615126215513048e-05 ... 4.0 0.006783196087707653 --16.174963513721586 4.653781553878262e-06 ... 1.0 0.005170895205740605 - -16.03945267955754 9.307563107756524e-06 ... 2.0 0.003541071120284103 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Found d8 renormalisation scale of 0.093 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- -------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.72682914593935 0.00014983266425934422 ... 3.0 0.01659949976911146 - -16.62295928131076 0.00014983266425934422 ... 3.0 0.013911390614858188 --16.528178967831813 0.000249721107098907 ... 5.0 0.011474482075181583 --16.447969913530688 0.000249721107098907 ... 5.0 0.009894790628060122 - -16.31300356989683 9.988844283956282e-05 ... 2.0 0.007258436644083143 - -16.27461579635706 0.00019977688567912564 ... 4.0 0.006783196087707653 --16.174963513721586 4.994422141978141e-05 ... 1.0 0.005170895205740605 - -16.03945267955754 9.988844283956282e-05 ... 2.0 0.003541071120284103 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_2_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_3.fits -Found fields: [b'G15'] -Found redshift limits: 0.041 < z < 0.246 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.044% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_3_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_3_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... ---- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.765493312056343 0.000214594086542654 ... 45.0 0.01751206888405877 - -16.65713566913222 0.00018121278419157448 ... 38.0 0.014285373227107377 --16.550078632156833 0.00024320663141500786 ... 51.0 0.011672886256267185 - -16.4548449496194 0.00023366911645755659 ... 49.0 0.009111652498541286 --16.368201667144547 0.00022890035897883093 ... 48.0 0.007953749328284573 - -16.27101051348568 6.199384722343338e-05 ... 13.0 0.006332521785004211 - -16.17242433919671 1.4306272436176933e-05 ... 3.0 0.004941810115297417 - -16.03645377362567 1.4306272436176933e-05 ... 3.0 0.003149130892600848 --15.947351778938028 3.338130235107951e-05 ... 7.0 0.0022843398819084792 - -15.81915174837022 1.4306272436176933e-05 ... 3.0 0.0010191612882905394 --15.774172226965995 4.768757478725644e-06 ... 1.0 0.0006302898890691272 -Length = 99 rows -Found d8 renormalisation scale of 0.013 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... ---- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.765493312056343 0.016181685482633084 ... 45.0 0.01751206888405877 - -16.65713566913222 0.013664534407556824 ... 38.0 0.014285373227107377 --16.550078632156833 0.01833924354698416 ... 51.0 0.011672886256267185 - -16.4548449496194 0.017620057525533802 ... 49.0 0.009111652498541286 --16.368201667144547 0.017260464514808622 ... 48.0 0.007953749328284573 - -16.27101051348568 0.004674709139427335 ... 13.0 0.006332521785004211 - -16.17242433919671 0.001078779032175539 ... 3.0 0.004941810115297417 - -16.03645377362567 0.001078779032175539 ... 3.0 0.003149130892600848 --15.947351778938028 0.002517151075076257 ... 7.0 0.0022843398819084792 - -15.81915174837022 0.001078779032175539 ... 3.0 0.0010191612882905394 --15.774172226965995 0.00035959301072517954 ... 1.0 0.0006302898890691272 -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G15_ddp_n8_d0_3_lumfn.fits -Done. diff --git a/logs/gama_lumfn_d8_G9.log b/logs/gama_lumfn_d8_G9.log index 14622015..2609e614 100644 --- a/logs/gama_lumfn_d8_G9.log +++ b/logs/gama_lumfn_d8_G9.log @@ -5,244 +5,6 @@ Read /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_ddp_n8_G9_0.fits Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_0.fits Found fields: [b'G9'] Found redshift limits: 0.043 < z < 0.248 -Retrieved area 60.0 [sq. deg.] +Retrieved area 60.0000 [sq. deg.] WARNING: Found 0.000% with zmax < 0.0 Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_0_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_0_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.757530035162436 2.3336539326931244e-05 ... 5.0 0.01631836015638575 --16.631379546591454 1.4001923596158748e-05 ... 3.0 0.012822800568102252 - -16.52807614224665 4.667307865386249e-06 ... 1.0 0.010210696092201984 --16.417128789933166 1.4001923596158748e-05 ... 3.0 0.007607699242488683 --16.300399356494676 4.667307865386249e-06 ... 1.0 0.005902233950808325 --16.252453820268638 4.667307865386249e-06 ... 1.0 0.005178948636583736 - -- 0.0 ... 0.0 -- - -16.05538488090431 4.667307865386249e-06 ... 1.0 0.0017669671728029594 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Found d8 renormalisation scale of 0.301 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- --------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.757530035162436 7.758753267986754e-05 ... 5.0 0.01631836015638575 --16.631379546591454 4.655251960792053e-05 ... 3.0 0.012822800568102252 - -16.52807614224665 1.551750653597351e-05 ... 1.0 0.010210696092201984 --16.417128789933166 4.655251960792053e-05 ... 3.0 0.007607699242488683 --16.300399356494676 1.551750653597351e-05 ... 1.0 0.005902233950808325 --16.252453820268638 1.551750653597351e-05 ... 1.0 0.005178948636583736 - -- 0.0 ... 0.0 -- - -16.05538488090431 1.551750653597351e-05 ... 1.0 0.0017669671728029594 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_0_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_1.fits -Found fields: [b'G9'] -Found redshift limits: 0.039 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.160% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_1_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_1_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.769238354145056 4.653279074321804e-06 ... 1.0 0.01817428089201988 - -16.69397717036171 1.3959837222965412e-05 ... 3.0 0.01593443343570443 --16.562882007537468 4.653279074321804e-06 ... 1.0 0.012725980562386057 --16.458402460416913 9.306558148643608e-06 ... 2.0 0.010462018462594154 - -16.39486591203184 4.653279074321804e-06 ... 1.0 0.009192218863322043 - -16.21355277376218 4.653279074321804e-06 ... 1.0 0.006066828227062017 --16.157693863414032 4.653279074321804e-06 ... 1.0 0.005327476934110926 --16.067487161907557 4.653279074321804e-06 ... 1.0 0.0042649396729809354 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Found d8 renormalisation scale of 0.155 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- -------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... --16.769238354145056 3.00772040369329e-05 ... 1.0 0.01817428089201988 - -16.69397717036171 9.02316121107987e-05 ... 3.0 0.01593443343570443 --16.562882007537468 3.00772040369329e-05 ... 1.0 0.012725980562386057 --16.458402460416913 6.01544080738658e-05 ... 2.0 0.010462018462594154 - -16.39486591203184 3.00772040369329e-05 ... 1.0 0.009192218863322043 - -16.21355277376218 3.00772040369329e-05 ... 1.0 0.006066828227062017 --16.157693863414032 3.00772040369329e-05 ... 1.0 0.005327476934110926 --16.067487161907557 3.00772040369329e-05 ... 1.0 0.0042649396729809354 - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_1_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_2.fits -Found fields: [b'G9'] -Found redshift limits: 0.039 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.056% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_2_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_2_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.74440852995106 1.3951874557260918e-05 ... 3.0 0.01757321265286468 - -16.65933113704299 1.8602499409681225e-05 ... 4.0 0.015058953483199607 - -16.52443036950733 1.8602499409681225e-05 ... 4.0 0.011576659630882672 - -16.47012166970818 2.325312426210153e-05 ... 5.0 0.01062266391979281 - -16.35732955076115 1.3951874557260918e-05 ... 3.0 0.008465191812360285 --16.261091627218327 9.301249704840612e-06 ... 2.0 0.006279696963337101 --16.135172685292325 1.8602499409681225e-05 ... 4.0 0.005076216295062213 --16.036449159684274 4.650624852420306e-06 ... 1.0 0.0038713716255760824 --15.948274125651977 1.8602499409681225e-05 ... 4.0 0.0027615766564690436 - -- 0.0 ... 0.0 -- --15.714032676721347 4.650624852420306e-06 ... 1.0 0.0009354002067586114 -Length = 99 rows -Found d8 renormalisation scale of 0.093 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... --- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.74440852995106 0.00014973103142930245 ... 3.0 0.01757321265286468 - -16.65933113704299 0.00019964137523906993 ... 4.0 0.015058953483199607 - -16.52443036950733 0.00019964137523906993 ... 4.0 0.011576659630882672 - -16.47012166970818 0.0002495517190488374 ... 5.0 0.01062266391979281 - -16.35732955076115 0.00014973103142930245 ... 3.0 0.008465191812360285 --16.261091627218327 9.982068761953496e-05 ... 2.0 0.006279696963337101 --16.135172685292325 0.00019964137523906993 ... 4.0 0.005076216295062213 --16.036449159684274 4.991034380976748e-05 ... 1.0 0.0038713716255760824 --15.948274125651977 0.00019964137523906993 ... 4.0 0.0027615766564690436 - -- 0.0 ... 0.0 -- --15.714032676721347 4.991034380976748e-05 ... 1.0 0.0009354002067586114 -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_2_lumfn.fits - -Reading: /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_3.fits -Found fields: [b'G9'] -Found redshift limits: 0.040 < z < 0.248 -Retrieved area 60.0 [sq. deg.] -WARNING: Found 0.117% with zmax < 0.0 -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_3_vmax.fits. -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_3_lumfn.fits. -PROCESS CAT FINISHED. - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- ---------------------- ... ---- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.73814624237567 0.00012561827536222467 ... 27.0 0.016440356987521974 - -16.64898133689124 0.00015353344766494127 ... 33.0 0.014233359651233603 --16.557272790775766 0.00015353344766494127 ... 33.0 0.011748184024985437 --16.457533287555453 0.000172143562533419 ... 37.0 0.009856827436396022 - -16.35542173060181 0.00015353344766494127 ... 33.0 0.00787997781426617 --16.258053943921098 0.00012096574664510523 ... 26.0 0.006359474861188578 - -16.1736565311367 3.256770101983602e-05 ... 7.0 0.005164046188948062 - -16.04352617198227 1.3957586151358296e-05 ... 3.0 0.0035466618054241653 - -- 0.0 ... 0.0 -- --15.894236113006684 4.6525287171194314e-06 ... 1.0 0.002015023201173478 --15.771159111866156 1.3957586151358296e-05 ... 3.0 0.0008969211010103589 -Length = 99 rows -Found d8 renormalisation scale of 0.013 - MEDIAN_M PHI_N ... N V_ON_VMAX -------------------- --------------------- ... ---- --------------------- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - -- 0.0 ... 0.0 -- - ... ... ... ... ... - -16.73814624237567 0.009472373892177506 ... 27.0 0.016440356987521974 - -16.64898133689124 0.011577345868216952 ... 33.0 0.014233359651233603 --16.557272790775766 0.011577345868216952 ... 33.0 0.011748184024985437 --16.457533287555453 0.012980660518909915 ... 37.0 0.009856827436396022 - -16.35542173060181 0.011577345868216952 ... 33.0 0.00787997781426617 --16.258053943921098 0.009121545229504265 ... 26.0 0.006359474861188578 - -16.1736565311367 0.002455800638712686 ... 7.0 0.005164046188948062 - -16.04352617198227 0.0010524859880197228 ... 3.0 0.0035466618054241653 - -- 0.0 ... 0.0 -- --15.894236113006684 0.0003508286626732409 ... 1.0 0.002015023201173478 --15.771159111866156 0.0010524859880197228 ... 3.0 0.0008969211010103589 -Length = 99 rows -Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_G9_ddp_n8_d0_3_lumfn.fits -Done. diff --git a/logs/gama_zmax.log b/logs/gama_zmax.log index 7bdf32de..7aa85a40 100644 --- a/logs/gama_zmax.log +++ b/logs/gama_zmax.log @@ -1,489 +1,489 @@ Assuming 12.0000 < r < 19.8000 Assuming Q ALL = False Reading /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_kE.fits. - CATAID OBJID ... Z_THETA_QALL Z_THETA_QCOLOR - ... -------- ------------------ ... ------------------ ------------------ - 377217 587727943491322176 ... 38.74308803830844 38.77070793662769 - 171040 587725040627351704 ... 38.212804406992014 38.23493500810009 - 219914 587726013994959291 ... 38.8540930940744 38.650554616653594 - 560374 588848899375825181 ... 39.554814656112676 39.59286745343018 - 48006 587722982292455656 ... 38.11378435906318 38.135100663866076 - 513338 587729972326498715 ... 38.8704860018648 38.67000652422083 - 418433 587728879258632495 ... 39.20011316640911 38.96841119630871 -3863293 588010930296521198 ... 39.88180718738771 39.9264950992558 - 559685 588848899374907541 ... 38.675057150765724 38.48823968355305 - 62434 587722982828212405 ... 37.11146510939865 37.016808619609165 - ... ... ... ... ... - 485439 587729777981653262 ... 37.32936834909691 37.22437335916533 - 39059 587722982274760818 ... 36.100144651517006 36.1091002531198 - 228219 587726014011211823 ... 36.21118342870798 36.22058783093419 -3589784 587729150377459957 ... 35.466771533541696 35.473549434744136 - 342957 587726032802087112 ... 37.791828718223954 37.8104556167511 - 617712 588848900463984922 ... 39.64569625638784 39.685620758760585 - 139038 587724650333143239 ... 39.824699286940636 39.86821419430071 - 32444 587722981742215284 ... 37.96159384388471 37.824916370101214 - 32235 587722981741822033 ... 38.665821208131725 38.69259960807603 -3852926 588010930294161768 ... 39.08947696394841 39.12140297002713 +CATAID OBJID RA ... Z_THETA_QALL Z_THETA_QCOLOR + deg ... +------ ------------------ ------------ ... ------------------ ------------------ +209748 587725074990104938 134.80169161 ... 38.80457201120052 38.83281580623779 +537129 588848898840789129 184.21539209 ... 36.79619935366227 36.808364557352796 +382081 587727944027472289 135.23306993 ... 39.50580443953617 39.24528345977409 +561801 588848899377922344 184.87290284 ... 39.6678349582135 39.70850746907585 +227206 587726014009442667 212.57882544 ... 39.90803077564431 39.95180408404065 +363681 587726033340137638 220.75196667 ... 38.05772779612202 38.07856129585166 +209284 587725074989187472 132.63681292 ... 39.083260007789946 38.84125403373561 +125782 587724649259532757 185.68473966 ... 36.66966866480431 36.59161817806086 +301084 587726032227533257 131.94779532 ... 38.97690365308175 38.759956201847885 +609191 588848900446945574 174.12463152 ... 39.272414879110045 39.03481342008371 + ... ... ... ... ... ... + 55733 587722982815236346 183.25000321 ... 37.85797226278877 37.723997278500555 +342472 587726032801104215 215.89801885 ... 37.73769766930872 37.61051918659741 +262094 587726015622283506 217.64833392 ... 38.406751561504905 38.430838871342246 +493345 587729778520621500 220.43701801 ... 38.578661700536124 38.60451701079737 +642118 587725084111667592 140.86961231 ... 36.86241493515926 36.87492013864475 +239656 587726014548934790 218.53762784 ... 38.34949797472922 38.37293417087761 +417992 587728879257912032 134.45054766 ... 39.72232546333452 39.43442297402998 +583923 588848899911516239 177.36780566 ... 38.8690244643277 38.66671649499596 +144007 587724650867064939 178.73870765 ... 38.421075173047434 38.445368185964476 +178118 587725041165271332 179.14071172 ... 37.27053811305004 37.16830312364536 Length = 113687 rows Solving for 19.8 bounding curve Solving for zlimit. 0.000% complete after 0.00 mins. 0.440% complete after 0.11 mins. -0.880% complete after 0.22 mins. -1.319% complete after 0.33 mins. -1.759% complete after 0.44 mins. -2.199% complete after 0.55 mins. -2.639% complete after 0.66 mins. -3.079% complete after 0.77 mins. -3.518% complete after 0.88 mins. -3.958% complete after 0.98 mins. -4.398% complete after 1.10 mins. -4.838% complete after 1.21 mins. -5.278% complete after 1.32 mins. -5.717% complete after 1.43 mins. -6.157% complete after 1.54 mins. -6.597% complete after 1.65 mins. -7.037% complete after 1.76 mins. -7.477% complete after 1.86 mins. -7.916% complete after 1.97 mins. -8.356% complete after 2.09 mins. -8.796% complete after 2.20 mins. -9.236% complete after 2.31 mins. -9.676% complete after 2.42 mins. -10.115% complete after 2.53 mins. -10.555% complete after 2.64 mins. -10.995% complete after 2.75 mins. -11.435% complete after 2.87 mins. -11.875% complete after 2.98 mins. -12.315% complete after 3.09 mins. -12.754% complete after 3.20 mins. -13.194% complete after 3.31 mins. -13.634% complete after 3.42 mins. -14.074% complete after 3.53 mins. -14.514% complete after 3.64 mins. -14.953% complete after 3.75 mins. -15.393% complete after 3.86 mins. -15.833% complete after 3.97 mins. -16.273% complete after 4.08 mins. -16.713% complete after 4.19 mins. -17.152% complete after 4.30 mins. -17.592% complete after 4.41 mins. -18.032% complete after 4.52 mins. -18.472% complete after 4.63 mins. -18.912% complete after 4.74 mins. -19.351% complete after 4.85 mins. -19.791% complete after 4.96 mins. -20.231% complete after 5.07 mins. -20.671% complete after 5.18 mins. -21.111% complete after 5.28 mins. -21.550% complete after 5.39 mins. -21.990% complete after 5.50 mins. -22.430% complete after 5.61 mins. -22.870% complete after 5.72 mins. -23.310% complete after 5.83 mins. -23.749% complete after 5.94 mins. -24.189% complete after 6.05 mins. -24.629% complete after 6.16 mins. -25.069% complete after 6.27 mins. -25.509% complete after 6.37 mins. -25.948% complete after 6.48 mins. -26.388% complete after 6.60 mins. -26.828% complete after 6.71 mins. -27.268% complete after 6.82 mins. -27.708% complete after 6.93 mins. -28.147% complete after 7.04 mins. -28.587% complete after 7.15 mins. -29.027% complete after 7.26 mins. -29.467% complete after 7.37 mins. -29.907% complete after 7.48 mins. -30.346% complete after 7.59 mins. -30.786% complete after 7.70 mins. -31.226% complete after 7.81 mins. -31.666% complete after 7.92 mins. -32.106% complete after 8.03 mins. -32.545% complete after 8.14 mins. -32.985% complete after 8.25 mins. -33.425% complete after 8.37 mins. -33.865% complete after 8.47 mins. -34.305% complete after 8.59 mins. -34.745% complete after 8.70 mins. -35.184% complete after 8.81 mins. -35.624% complete after 8.92 mins. -36.064% complete after 9.03 mins. -36.504% complete after 9.14 mins. -36.944% complete after 9.26 mins. -37.383% complete after 9.37 mins. -37.823% complete after 9.48 mins. -38.263% complete after 9.59 mins. -38.703% complete after 9.70 mins. -39.143% complete after 9.81 mins. -39.582% complete after 9.92 mins. -40.022% complete after 10.03 mins. -40.462% complete after 10.14 mins. -40.902% complete after 10.25 mins. -41.342% complete after 10.36 mins. -41.781% complete after 10.47 mins. -42.221% complete after 10.58 mins. -42.661% complete after 10.69 mins. -43.101% complete after 10.80 mins. -43.541% complete after 10.91 mins. -43.980% complete after 11.02 mins. -44.420% complete after 11.13 mins. -44.860% complete after 11.24 mins. -45.300% complete after 11.35 mins. -45.740% complete after 11.46 mins. -46.179% complete after 11.57 mins. -46.619% complete after 11.68 mins. -47.059% complete after 11.79 mins. -47.499% complete after 11.90 mins. -47.939% complete after 12.01 mins. -48.378% complete after 12.12 mins. -48.818% complete after 12.23 mins. -49.258% complete after 12.33 mins. -49.698% complete after 12.45 mins. -50.138% complete after 12.56 mins. -50.577% complete after 12.67 mins. -51.017% complete after 12.78 mins. -51.457% complete after 12.88 mins. -51.897% complete after 13.00 mins. -52.337% complete after 13.11 mins. -52.776% complete after 13.22 mins. -53.216% complete after 13.33 mins. -53.656% complete after 13.44 mins. -54.096% complete after 13.55 mins. -54.536% complete after 13.66 mins. -54.976% complete after 13.77 mins. -55.415% complete after 13.88 mins. -55.855% complete after 13.99 mins. -56.295% complete after 14.10 mins. -56.735% complete after 14.22 mins. -57.175% complete after 14.32 mins. -57.614% complete after 14.43 mins. -58.054% complete after 14.54 mins. -58.494% complete after 14.65 mins. -58.934% complete after 14.76 mins. -59.374% complete after 14.87 mins. -59.813% complete after 14.98 mins. -60.253% complete after 15.09 mins. -60.693% complete after 15.20 mins. -61.133% complete after 15.31 mins. -61.573% complete after 15.41 mins. -62.012% complete after 15.52 mins. -62.452% complete after 15.64 mins. -62.892% complete after 15.75 mins. -63.332% complete after 15.85 mins. -63.772% complete after 15.96 mins. -64.211% complete after 16.07 mins. -64.651% complete after 16.18 mins. -65.091% complete after 16.29 mins. -65.531% complete after 16.40 mins. -65.971% complete after 16.51 mins. -66.410% complete after 16.62 mins. -66.850% complete after 16.73 mins. -67.290% complete after 16.84 mins. -67.730% complete after 16.95 mins. -68.170% complete after 17.06 mins. -68.609% complete after 17.18 mins. -69.049% complete after 17.29 mins. -69.489% complete after 17.40 mins. -69.929% complete after 17.51 mins. -70.369% complete after 17.62 mins. -70.808% complete after 17.73 mins. -71.248% complete after 17.84 mins. -71.688% complete after 17.95 mins. -72.128% complete after 18.06 mins. -72.568% complete after 18.17 mins. -73.007% complete after 18.28 mins. -73.447% complete after 18.39 mins. -73.887% complete after 18.49 mins. -74.327% complete after 18.61 mins. -74.767% complete after 18.72 mins. -75.206% complete after 18.83 mins. -75.646% complete after 18.94 mins. -76.086% complete after 19.05 mins. 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Writing /cosma5/data/durham/dc-wils7/GAMA4//gama_gold_zmax.fits. diff --git a/logs/rand_ddp_N8_G12.log b/logs/rand_ddp_N8_G12.log index b12e027a..3ceee1d2 100644 --- a/logs/rand_ddp_N8_G12.log +++ b/logs/rand_ddp_N8_G12.log @@ -14,3 +14,4 @@ DDP1_d2_TIERMEDd8 OF 1.0658 ADDED. DDP1_d3_VOLFRAC OF 0.0133 ADDED. DDP1_d3_TIERMEDd8 OF 4.8859 ADDED. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_ddp_n8_G12_0.fits +Finished in 0.29467637538909913 mins. diff --git a/logs/rand_ddp_N8_G15.log b/logs/rand_ddp_N8_G15.log index f1fb4cf4..1b4bd1aa 100644 --- a/logs/rand_ddp_N8_G15.log +++ b/logs/rand_ddp_N8_G15.log @@ -14,3 +14,4 @@ DDP1_d2_TIERMEDd8 OF 1.0659 ADDED. DDP1_d3_VOLFRAC OF 0.0133 ADDED. DDP1_d3_TIERMEDd8 OF 4.8871 ADDED. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_ddp_n8_G15_0.fits +Finished in 0.3002873420715332 mins. diff --git a/logs/rand_ddp_N8_G9.log b/logs/rand_ddp_N8_G9.log index a56166aa..bc50329d 100644 --- a/logs/rand_ddp_N8_G9.log +++ b/logs/rand_ddp_N8_G9.log @@ -14,3 +14,4 @@ DDP1_d2_TIERMEDd8 OF 1.0659 ADDED. DDP1_d3_VOLFRAC OF 0.0133 ADDED. DDP1_d3_TIERMEDd8 OF 4.8871 ADDED. Writing /cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_ddp_n8_G9_0.fits +Finished in 0.2887855013211568 mins. diff --git a/test/pm_randoms_qa_G9.ipynb b/test/pm_randoms_qa_G9.ipynb index 4a8e6218..3e0c41cd 100644 --- a/test/pm_randoms_qa_G9.ipynb +++ b/test/pm_randoms_qa_G9.ipynb @@ -2,20 +2,14 @@ "cells": [ { "cell_type": "code", - "execution_count": 10, - "id": "00b69307", + "execution_count": null, + "id": "5f5dd399-051f-49b3-bfd8-cec720823102", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:47.001679Z", - "iopub.status.busy": "2022-01-13T11:24:47.001110Z", - "iopub.status.idle": "2022-01-13T11:24:47.589257Z", - "shell.execute_reply": "2022-01-13T11:24:47.590036Z" - }, "papermill": { - "duration": 0.612045, - "end_time": "2022-01-13T11:24:47.590422", - "exception": false, - "start_time": "2022-01-13T11:24:46.978377", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] @@ -34,48 +28,56 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "6930fa83", + "execution_count": null, + "id": "9b81a7ed-fd42-4406-86a1-b1bdbfed7a69", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:47.672550Z", - "iopub.status.busy": "2022-01-13T11:24:47.671518Z", - "iopub.status.idle": "2022-01-13T11:24:47.673609Z", - "shell.execute_reply": "2022-01-13T11:24:47.674424Z" + "papermill": { + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, + "status": "completed" }, + "tags": [] + }, + "outputs": [], + "source": [ + "os.environ['CODE_DIR']=os.environ['HOME'] + '/desi/BGS/Sam/DESI/'\n", + "os.environ['GOLD_DIR']=os.environ['CSCRATCH'] + '/norberg/GAMA4/'\n", + "os.environ['RANDOMS_DIR']=os.environ['GOLD_DIR'] + '/randoms/'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a9632234-f2f3-449d-97c6-15265450abc6", + "metadata": { "papermill": { - "duration": 0.0466, - "end_time": "2022-01-13T11:24:47.674700", - "exception": false, - "start_time": "2022-01-13T11:24:47.628100", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [], "source": [ - "#repo_root = '/global/homes/m/{}/desi/BGS/Sam/DESI/'.format(os.environ['USER'])\n", + "repo_root = os.environ['CODE_DIR']\n", "\n", - "repo_root = '/cosma/home/durham/{}/DESI'.format(os.environ['USER'])\n", "sys.path.append(repo_root)" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "afe0349f", + "execution_count": null, + "id": "08d1787b-0d25-46af-bb4a-f57d83e20f0a", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:47.720913Z", - "iopub.status.busy": "2022-01-13T11:24:47.720371Z", - "iopub.status.idle": "2022-01-13T11:24:47.998034Z", - "shell.execute_reply": "2022-01-13T11:24:47.998472Z" - }, "papermill": { - "duration": 0.299435, - "end_time": "2022-01-13T11:24:47.998640", - "exception": false, - "start_time": "2022-01-13T11:24:47.699205", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] @@ -88,20 +90,14 @@ }, { "cell_type": "code", - "execution_count": 13, - "id": "ba5b6406", + "execution_count": null, + "id": "bbfe24ff-0b25-4a75-aebf-145e6bad2ddd", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:48.037729Z", - "iopub.status.busy": "2022-01-13T11:24:48.037093Z", - "iopub.status.idle": "2022-01-13T11:24:48.039596Z", - "shell.execute_reply": "2022-01-13T11:24:48.038960Z" - }, "papermill": { - "duration": 0.023022, - "end_time": "2022-01-13T11:24:48.039766", - "exception": false, - "start_time": "2022-01-13T11:24:48.016744", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [ @@ -110,27 +106,21 @@ }, "outputs": [], "source": [ - "user = os.environ['USER']\n", - "field = 'G9'\n", - "realz = 0" + "field = 'G12'\n", + "dryrun = True\n", + "realz = 0" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "8a0e82f0", + "execution_count": null, + "id": "f882dc4a", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:48.078795Z", - "iopub.status.busy": "2022-01-13T11:24:48.078183Z", - "iopub.status.idle": "2022-01-13T11:24:48.080674Z", - 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..........................................
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" - ], - "text/plain": [ - "\n", - "RANDOM_RA RANDOM_DEC Z V RANDID FIELD CARTESIAN_X CARTESIAN_Y CARTESIAN_Z IS_BOUNDARY N8 FILLFACTOR BOUND_DIST BOUND_ID\n", - " float32 float32 float32 float32 int64 bytes2 float32 float32 float32 int64 int32 float64 float64 int64 \n", - "--------- ----------- ----------- --------- ------- ------ ----------- ----------- ----------- ----------- ----- ------------------- ------------------ --------\n", - " 134.1185 -0.808964 0.16447665 662216.5 541755 G9 477.0616 -7.3086348 -10.883285 0 1090 1.016477859200191 9.774657518542892 673717\n", - "138.95676 2.6404722 0.24579756 2098134.0 1104169 G9 698.7809 48.364056 26.22122 0 970 0.9045720398387022 4.346966069687991 337314\n", - " 130.0458 -0.3668098 0.24854927 2165501.2 1081817 G9 705.64355 -61.12442 -10.666243 0 1065 0.9931641468332142 11.795548078978328 424942\n", - "133.66829 0.29416147 0.23967364 1952958.9 827053 G9 684.2005 -15.8584385 -2.4309745 0 1102 1.02766844113634 26.83388185444483 1111677\n", - 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0.29574084 3536238.2 327255 G9 832.88025 -39.05185 -24.85066 0 1122 1.0463194110299214 8.758971243012246 131328\n", - "140.32349 0.18291417 0.22972178 1730783.0 440858 G9 654.5348 61.035774 -3.588301 0 1071 0.9987594378012886 6.886263252732602 128403\n", - " 134.1087 1.6039363 0.2313871 1766791.0 1517314 G9 661.7091 -10.246899 12.778438 0 1086 1.0127476652214746 15.762103957063424 733501\n", - "129.92409 -1.4552088 0.25887063 2430169.2 750039 G9 732.81445 -65.057556 -25.062084 0 1091 1.01741040769487 6.903613305774649 1209507\n", - " 138.4361 -1.5180924 0.122164436 278546.25 1448881 G9 356.71265 21.448433 -12.572896 0 803 0.7488364412272966 3.4296305560822598 458530\n", - "136.32803 -0.70231545 0.2782673 2980082.8 209898 G9 787.5326 18.31389 -16.500824 0 1050 0.9791759194130281 17.334764096823434 583782\n", - "131.05151 -1.5848706 0.049768776 19666.61 608181 G9 147.34338 -10.162839 -5.36793 1 557 0.5194295115362444 0.0 0\n", - "138.59767 2.411619 0.24593917 2101568.8 611497 G9 699.5504 44.017124 23.4335 0 1099 1.0248707956523027 7.000764620277871 233614\n", - " 140.5259 -0.56877154 0.2934116 3458697.5 108526 G9 824.0268 79.78753 -15.379619 0 1083 1.0099500197374376 5.20012732906235 556792\n", - "138.01611 -0.33003342 0.27769208 2962766.5 966869 G9 785.215 41.430367 -11.352366 0 1045 0.9745131769396327 22.37837670247753 476178\n", - " 134.531 -0.20420909 0.21290883 1392915.0 1664694 G9 611.4107 -4.9632716 -7.491809 0 1067 0.9950292438225723 18.730850186684204 62530\n", - "140.57492 2.7773197 0.09959532 153014.45 1405099 G9 291.2355 28.436356 11.660081 0 473 0.44109543798320217 1.3938775323537667 183216\n", - "135.44148 -1.9440484 0.28426534 3164386.0 1395810 G9 803.08325 6.2453012 -34.247772 0 591 0.551136160355333 1.1339015600798168 1136657" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "rand" ] }, { "cell_type": "code", - "execution_count": 20, - "id": "94f7e7ac", + "execution_count": null, + "id": "9a1cedbe-7b79-4bd7-8ac2-dbecd1e55a5a", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:49.019651Z", - "iopub.status.busy": "2022-01-13T11:24:49.019053Z", - "iopub.status.idle": "2022-01-13T11:24:49.443902Z", - "shell.execute_reply": "2022-01-13T11:24:49.444348Z" - }, "papermill": { - "duration": 0.448536, - "end_time": "2022-01-13T11:24:49.444516", - "exception": false, - "start_time": "2022-01-13T11:24:48.995980", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "OrderedDict([('ZMIN', 0.0),\n", - " ('ZMAX', 0.3),\n", - " ('DZ', 0.0001),\n", - " ('NRAND', 1840387),\n", - " ('FIELD', 'G9'),\n", - " ('AREA', 180.0),\n", - " ('BOUND_PERCENT', 1.0),\n", - " ('VOL', 3680772.57902396),\n", - " ('RAND_DENS', 0.5),\n", - " ('VOL8', 2144.660584850632),\n", - " ('NRAND8', 1072.330292425316),\n", - " ('NRAND8_PERR', 32.74645465428763),\n", - " ('RSPHERE', 8.0),\n", - " ('FILLFACTOR_INFRAC', 0.7994894552069755),\n", - " ('EXTNAME', 'TilingCat'),\n", - " ('TCOMM1', 'GAMA ID'),\n", - " ('TUCD1', 'meta.id;meta.main'),\n", - " ('TCOMM2', 'SDSS objid'),\n", - " ('TUCD2', 'meta.id'),\n", - " ('TCOMM3', 'J2000 coordinate'),\n", - " ('TUCD3', 'pos.eq.ra'),\n", - " ('TCOMM4', 'J2000 coordinate'),\n", - " ('TUCD4', 'pos.eq.dec'),\n", - " ('TCOMM5', '3-arcsec fiber magnitude'),\n", - " ('TUCD5', 'phot.mag;em.opt.R'),\n", - " ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n", - " ('TUCD6', 'phot.mag;em.opt.R'),\n", - " ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD7', 'phot.mag;em.opt.U'),\n", - " ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD8', 'phot.mag;em.opt.B'),\n", - " ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD9', 'phot.mag;em.opt.R'),\n", - " ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD10', 'phot.mag;em.opt.I'),\n", - " ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD11', 'phot.mag;em.opt.I'),\n", - " ('TCOMM12', 'Survey code for redshift source, see notes'),\n", - " ('TUCD12', 'meta.code;meta.dataset'),\n", - " ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n", - " ('TUCD13', 'src.redshift'),\n", - " ('TCOMM14', 'Quality of redshift'),\n", - " ('TUCD14', 'meta.code.qual;src.redshift'),\n", - " ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n", - " ('TUCD15', 'meta.code.qual;src.redshift'),\n", - " ('TCOMM16', 'ID of spectrum from SpecAll table'),\n", - " ('TUCD16', 'meta.id.cross;spect'),\n", - " ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n", - " ('TUCD17', 'src.redshift;stat.error'),\n", - " ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n", - " ('TUCD18', 'meta.number;spect'),\n", - " ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n", - " ('TUCD19', 'phot.mag.sb;em.opt.R'),\n", - " ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n", - " ('TUCD20', 'src.class.starGalaxy'),\n", - " ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n", - " ('TUCD21', 'src.class.starGalaxy'),\n", - " ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n", - " ('TUCD22', 'phot.mag;em.IR.K'),\n", - " ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n", - " ('TUCD23', 'phot.flux.density;em.radio'),\n", - " ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n", - " ('TUCD24', 'meta.code'),\n", - " ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n", - " ('TUCD25', 'meta.code'),\n", - " ('TCOMM26', 'Bitwise target criteria, see notes'),\n", - " ('TUCD26', 'meta.code'),\n", - " ('TCOMM27', 'Useful for selecting samples, see notes'),\n", - " ('TUCD27', 'meta.code.class'),\n", - " ('TCOMM28', 'Useful for selecting samples, see notes'),\n", - " ('TUCD28', 'meta.code.class'),\n", - " ('TCOMM29', 'Priorities for targeting, see notes'),\n", - " ('TUCD29', 'meta.code.class'),\n", - " ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n", - " ('TUCD30', 'meta.code.class'),\n", - " ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n", - " ('TUCD31', 'meta.code.cross'),\n", - " ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n", - " ('TUCD32', 'meta.code'),\n", - " ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n", - " ('TUCD33', 'meta.code'),\n", - " ('TCOMM34', 'Visual classification, see notes'),\n", - " ('TUCD34', 'mata.code.qual'),\n", - " ('TCOMM35', 'Initials of classifiers, xxx for none'),\n", - " ('TUCD35', 'meta.id'),\n", - " ('DATE-HDU', '2015-09-04T13:22:37'),\n", - " ('STILVERS', '3.0-8'),\n", - " ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n", - " ('DMU', 'EqInputCat'),\n", - " ('NAME', 'TilingCat'),\n", - " ('VERSION', 'v46'),\n", - " ('DATE', '2015-05-22'),\n", - " ('CONTACT', 'Ivan Baldry '),\n", - " ('DDP1_ZMIN', 0.0390699990093708),\n", - " ('DDP1_ZMAX', 0.2483299970626831),\n", - " ('DDP1_VZ', 6451530.309761721),\n", - " ('DDP1_NGAL', 34732),\n", - " ('DDP1_DENS', 0.005383528919866887),\n", - " ('DDP2_ZMIN', 0.03914999961853027),\n", - " ('DDP2_ZMAX', 0.1830800026655197),\n", - " ('DDP2_VZ', 2679079.755786839),\n", - " ('DDP2_NGAL', 26598),\n", - " ('DDP2_DENS', 0.009928035902084681),\n", - " ('DDP3_ZMIN', 0.03903000056743622),\n", - " ('DDP3_ZMAX', 0.09973999857902527),\n", - " ('DDP3_VZ', 432372.2344703938),\n", - " ('DDP3_NGAL', 7954),\n", - " ('DDP3_DENS', 0.01839618589233126),\n", - " ('D8_LIMITS',\n", - " '[[-1.0, -0.75], [-0.4, 0.0], [0.7, 1.6], [4.0, 10000.0]]'),\n", - " ('DDP1_d-99_VOLFRAC', 0.4380707982874772),\n", - " ('DDP1_d-99_TIERMEDd8', 0.001602655619880045),\n", - " ('DDP1_d0_VOLFRAC', 0.3007769227978894),\n", - " ('DDP1_d0_TIERMEDd8', -0.9154905526733165),\n", - " ('DDP1_d1_VOLFRAC', 0.1547111582781389),\n", - " ('DDP1_d1_TIERMEDd8', -0.224187138085708),\n", - " ('DDP1_d2_VOLFRAC', 0.09317957957064156),\n", - " ('DDP1_d2_TIERMEDd8', 1.065904545528608),\n", - " ('DDP1_d3_VOLFRAC', 0.01326154106585288),\n", - " ('DDP1_d3_TIERMEDd8', 4.887118386949566),\n", - " ('comments',\n", - " ['Science targets and information for tiling and spectroscopic',\n", - " 'observation.'])])" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "try:\n", - " fpath = os.environ['CSCRATCH'] + '/desi/BGS/Sam/randoms_bd_ddp_n8_{}_{}.fits'.format(field, realz)\n", - "except:\n", - " fpath = '/cosma/home/durham/{}/data/GAMA4/randoms/randoms_bd_ddp_n8_{}_{}.fits'.format(user, field, realz) \n", + "fpath = os.environ['RANDOMS_DIR'] + '/randoms_bd_ddp_n8_{}_{}.fits'.format(field, realz)\n", + "\n", + "if dryrun:\n", + " fpath = fpath.replace('.fits', '_dryrun.fits')\n", "\n", "rand = Table.read(fpath)\n", "rand.meta" @@ -592,48 +225,19 @@ }, { "cell_type": "code", - "execution_count": 21, - "id": "2ab3f122", + "execution_count": null, + "id": "bf7beb63-090b-4f90-aedf-87a5c20fcb04", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:49.496364Z", - "iopub.status.busy": "2022-01-13T11:24:49.495786Z", - "iopub.status.idle": "2022-01-13T11:24:49.957230Z", - "shell.execute_reply": "2022-01-13T11:24:49.956755Z" - }, "papermill": { - "duration": 0.492274, - "end_time": "2022-01-13T11:24:49.957365", - "exception": false, - "start_time": "2022-01-13T11:24:49.465091", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "(-3.0, 4.0)" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pl.plot(rand['RANDOM_RA'][::10], rand['RANDOM_DEC'][::10], marker=',', lw=0.0, c='k')\n", "pl.plot(rand['RANDOM_RA'][rand['IS_BOUNDARY'].astype(bool)], rand['RANDOM_DEC'][rand['IS_BOUNDARY'].astype(bool)], marker=',', lw=0.0, c='cyan')\n", @@ -644,38 +248,19 @@ }, { "cell_type": "code", - "execution_count": 22, - "id": "eeb7360d", + "execution_count": null, + "id": "fd0a1613-bc52-445b-be07-43d3f1475247", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:50.008845Z", - "iopub.status.busy": "2022-01-13T11:24:50.006418Z", - "iopub.status.idle": "2022-01-13T11:24:50.345386Z", - "shell.execute_reply": "2022-01-13T11:24:50.345800Z" - }, "papermill": { - "duration": 0.367497, - "end_time": "2022-01-13T11:24:50.346010", - "exception": false, - "start_time": "2022-01-13T11:24:49.978513", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_ = pl.hist(rand['V'], bins=100, histtype='step', color='k')\n", "_ = pl.hist(rand['V'][rand['IS_BOUNDARY'].astype(bool)], bins=100, histtype='step', color='c')" @@ -683,48 +268,19 @@ }, { "cell_type": "code", - "execution_count": 23, - "id": "b392edd2", + "execution_count": null, + "id": "8ada38ff-7e9e-433f-adc5-b73b08d6043b", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:50.432611Z", - "iopub.status.busy": "2022-01-13T11:24:50.432071Z", - "iopub.status.idle": "2022-01-13T11:24:51.138435Z", - "shell.execute_reply": "2022-01-13T11:24:51.138874Z" - }, "papermill": { - "duration": 0.756243, - "end_time": "2022-01-13T11:24:51.139041", - "exception": false, - "start_time": "2022-01-13T11:24:50.382798", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 0.6)" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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8GRutoUvPec4FD+DnJn+Jvga8f3Lst9moEAFeAvwpcBz4B+BVQ/9H73l8P87GX+b/ZOP/ZI4NHXOPY/sr4F+BL06+Dg8dc8/j+0Pg2GRsn98ucS7j1/nGt+m1o0r8HT+/D00+vy9NPr8fGjrmnscXNtp1XwW+Aty83fncskGSGuPkriQ1xsQvSY0x8UtSY0z8ktQYE78kNcbEL20hyVumdnI8+/XtJNcPHZs0K5dzSh0kuRV4B/DGqhrbJnvSC5j4pfNI8mrgb4CfrKp/GToeaVa2eqRtJPke4NPAe036WhVW/NI2kvwuG/u8/MrQsUh9uXDoAKRlleQNwFuB1w0bidQvK35pC0leDnwB+KWqemToeKQ+WfFLW7sNeAXwR5vu/vmhqvrMMCFJ/bDil6TGuKpHkhpj4pekxpj4JakxJn5JaoyJX5IaY+KXpMaY+CWpMf8PFlEbNe4CEiwAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_ = pl.hist(rand['Z'], bins=100, histtype='step', color='k')\n", "pl.axvline(300. / 2.9979e5, lw=0.5, c='k')\n", @@ -736,96 +292,38 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "732afd4c", + "execution_count": null, + "id": "20d61af9-646a-4131-87c3-529168dcee0b", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:51.189818Z", - "iopub.status.busy": "2022-01-13T11:24:51.189271Z", - "iopub.status.idle": "2022-01-13T11:24:51.420485Z", - "shell.execute_reply": "2022-01-13T11:24:51.420887Z" - }, "papermill": { - "duration": 0.259725, - "end_time": "2022-01-13T11:24:51.421055", - "exception": false, - "start_time": "2022-01-13T11:24:51.161330", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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xygbW7whKgOdkXyrjZbCgo5aVigtJJgiAfiinn9s+7OqcWgvOom4f5WXLRmxs2Vz0YsPqK/v8ed+Wt21ETNi1Y1nE9D3KfJRdyoYoI4rOs7ExG9h1mhO5R8Lr741M0JYUiBKHYlVUpBtF195xquhqNBL37Sin5st7kVAZR/99ZGlCOWMlRJHgKGHIlieUI1f2zlnmUZmN+q5EUl2v6Hpnzle1H9moMlcmtkpYVdveZmXPPqg9h2Jxokg2iyL7nyPRZ+TYp+/eyTMbR4Wq7zdahhjNCtQyiScbT99uNE/KCbMlDjY2X57VZe37dlS9LGvr28sEkMHmOhq7gmWP7Nwc25ZmtczBzB5hZr9tZu8zs/ea2fM2x3/KzO4ys3dv/j15LRuL3cEyhIlo7VqtEUcOzUdwvq9ovVg5NP85c8J95OiXXfpMIFpy8H1nyxPRZ5YJsOUdf3zUefVjiuxh+HrsumZZlzoXZTTMPnaPZu2qtqN7Y0QsI5YQlTUzh3sA/Hhr7ffM7CsA3GJmb9mce2lr7cUr2lbsgEgImCBEUXJ/TglHFlGO9u3782VU1KccDrMpikx9mWhsXiQzx8PaVzaoSJ7Zw+ZwNPJXTjSzdUSAWJk5c6TGErWVzeu2fW9j92lYTRxaa3cDuHvz+U/N7DYAD1vLnuL0ZFGdilJVXfZAjkRl0fHIzqhP9XBGgqLazIicatYOm1eV5WTZV9SHvw4sQ4kEZU6fc7MY1v/o2KKMgrWv5i8KIEbno+87Es59cRAb0mZ2HYBvBvCOzaHnmtl7zOwVZnaNqHOTmV0xsytHR0dLmVo4pgcge7D7B0AtZ7DvannGl93GyfVtevv6z5FzZXb05Vik78c1ffcZAHPwfX9qmcTb4ctkUehoFD6aafR11XVisKUmX9fP43RsTj++3hwRZvYyG1k/fdns+VF97pPVxcHMvhzAawD8WGvtswBeBuBRAG7EcWbxElavtXZza+1ya+3ypUuXljK3gBYE78jZw6aWavq2fV+sD/9ZoR54FVEym/pzvU2qXeXUlFPIHElfV7WfieDIvKq6/ryycSQSHhXLaCxKlJm9UXvsGs+BBT4Z7DmI7Iwyk32zqjiY2ZfhWBh+qbX2WgBorX2itfaF1toXAbwcwOPWtLH4EpEjzCIc5TCnY3MeavWgeMfZ/2S2qggzijyZk2S2smO9c4/EciobCYf/zDIRX24k81EOM1vaiJxdlPH0x9V94etHQucDkcjuyFGPCBXrv29DnVeZIKur7q0lsog131YyAL8A4LbW2s92x6/tij0NwK1L21Yc0zsodfNGjl49NH00Px1j7fu2+odKPSAjDjBbloiyFWWft2GuM/VjU2Poy/t58P36ee6PMXvmiNzIMXXOO3N2TmUj/efoWJRVZVmSyoyjcSlRjfry90h0X3v7lmDNt5W+DcAzAfy+mb17c+wnATzDzG4E0AB8GMCPrGHcRSVaCmBRrneUPipWSzSqj6m8dyAjEa0/xuqxKDYTtCwTYn2oB9iPL+svs0sJKbMlEobIXmU7O+7tyeaO2eF/KgFhIsPEhd1P2Vj3TRRYAGNLgftmzbeV/gcANto3L23LRWdEEJTTjwRirvP1fXhblI1RBDcy5iyS7McWtcHazB5yP5fMztFMSZWNRCPrP+vPH9/GCWdjm2vviBj4LIHNmT+eiRo7Fs1plDVl99YSQrH6hnSxDj517pdXsiUP5vTZwzahnH5/nrXTt+fLsjZHHiI/Xn8smiNltyrj57ev15dRmQSL2v14/VxkUfZIlsWuBxsbmw+FGn9ka9afaj+7XlOZOVlNVGfOPRXZrexfK4OoP59xgcgirWh5RKXpzLn09VmZ0XR6JGLrjytn6m0YzV4Yo1H2SHSrjo06h1EnkY3Ntzca2bN2VHbFRC/KCJkdkY0j10/1FQUAI6LEbIrGwOqyc6zNpYQBqMzh3JNFv1OZkVQcOLnxx4RBOZdoWcbb0vfR2+/Ho7KUyE4WIXubIqH07aqsJ2pHzVEmsuy4OqaE2B9X5aY+Vb8su/DXRtWZzqt5HRVVlaGq82x8/vucaD8bI8vylK2RXerYPqnM4Rwy9yZiDyw7589nD3p/PIoo/XnflhIglWH0x1h/2TxEzkqJqBq7JyrD5j2KHLP2/dxG16gniujZvI8EF1nfWQSvmDsfGUpg5rQzN4NQNqhrv1QGUZnDOWEkQ8hgUfDUdl+GRe4skh5J1VVa7h0+c9IqEuyjNBXlskidiVE/VpWVRPM3HVMZjpoblkUo4Y7s6O8LlcGxeWHMjXS9PVFUn923WTSflVf1VdDCjkVB09wM6DRZg8pud02JwxlmF4LA2lFRUu9ksmWI6KHoHbdyWnMcx1Re2e/PRdnQCCyz8bbOjer7caj++nmK5o6NSc2PGpMnEqD+fCba/thcRq+VylyycnPsmIgy5hEi0VHlvA37oMThDNE73l3eGMxZ+/PeKfXnJtt8Wz567ctPx1XEmomGby9yeGws2TnWZvTAq2hOXSuVuUSZis8qWP++XGQfu079OdX+3Kg4EqWMvq+s3wx1HaKfUf1M2KP5nI6x+z6qEx3fNSUOB84+xCDqayTqG1l68GLhy2SRqrJHZTIM74B9tM/aUjAnFT3c2YPNMoC+jI/0lZip9rNjfbuZ44+u33ReXU+VYWS29X31nyPnrcjmhNkfZbLs+mR9sEwxu+fUM5TdY7uixOEAWVIQetTD3TPq/KaybBzs4errqj6Zc1APsMok+s/9Q8cyHtUHy+B8dhXNi2/Hz0GUabD6c8etbFNCxa6Psqc/P/XHxsacrbJLfY/q9kTiFz1nat5U5pY9r34uPOqYanvf/qHE4UBYSxCmvtXxLGtQD4p3JKrsVEbZwyJUn3n4h1854lF71DxEfSh7onEqOzP7+/4i5+2PsT6ntvxP5bzZGNn1Z2NkdUayl36czNYsuPC2K6JsibUXfc7aU/ejLx/Nc2UO55g1BYEROQVfRqW8UVvTz5GHkJVXjpO1M5L29/YrQWLjisQiqsfa8TawjCCKYP14o6yL1fHZUt+WH28U+UYBAiO77p6sPWaDPz76nDERYU7cX/PsvlH9RNdN2ZeV2QUlDgtzaILQ4yPqKMpnD1B/o48uE4ymzF6U1HHlBFlkr6JRFp33bTFHGvXPyvVO2ddX2Q/rvx8Xy6x8XT93bOwj4q3mxtdRDlOJTH/Of1d1Mseq5i6aU18mEx7GiJhFWYNqcynfUeKwAIcsCAB/2JSDZ/SOwj9kPtL1D4SPyJRTU5GxPx5F8N5Olt0om/vvvU19X5nDU/OTZV/RnPb9svnsf3qY3VlZNb7+nBJsVl85xUgA/HXLsgqfBfV2RjawcUXt+8+qHV9XZW1ZX/umxGFPHLogMJTTyeqMOAIVJWWRK4uE+3JZu94Wf118HSWUbNzeKTP7mfhFbaklCn9+xFnPiUCV+Cp7e7vV+EayR9UXuxeVqChGg5sRxx/NgxKy0QyE3fssWx0dz64ocdghZ1EQAC0KUcofOSt/s/cC0kftfRmWTaiHK4vumLP2Wcg2D5vKECJhYI7fj7O3iwlhJKZs/KyeamckyxjNFHxfbJ6UgETO09sQ3ZfRsWxOo/4VTFhYv5EtfRkV6Pj5XEIoShx2wFkUhJ6Rh43d3D4Sz6Lf6Zh6COZGXExEpuMsqvfXKXLaLDpmohNFy/5h7gWBCSQbcyTUvh/1vbdhF05lbgSvAgpfRtnnRSXr0wtuZGskOiPn2D0+Msd+vNnY/DiW8DclDlvAHOJZJnpo/EOpHK9vT0XvLF2ObFIOtJ9/5TzYQ8ui/yzT8PZEjn4kglVz58eiMhI/FpXRMBuiax1dCybofvwsE2Jtq2cmEtpRoiyOfY6e39HMI6s3Ol7fR39sDT9T4jCAjyLPK8zZsCiMPXiZk2eOsO+jd0DMsWRRNvupsgDv6EYjv9E6TABVJjJij59DJVjRfPTlWPbTt6fwtjEn6NtibSsH6L+rutHc+6CNzZFyyCrYUeP1dqoxjQZE6rnK7NoXJQ4J51kMJiJnpKIg5aDYzR9F9Cqr8PXVg+IFmznKvm82bpWBqHpsTH3ffv6i6JBF236MKhPIhDCKnpU96pgXOT8+Jc6sXeao2X2lRFZlbZkDjUSBoYKTqE3WbnY/qLbmCPc+OFhxMLMnmdntZnaHmT1/hf6HnMR5oR+vv4lHHjoWoU512QPFHjgVbXpHoyJpNhZlv4pGo2hNiZu32Ts4L5pqnqPPTAjUWCLnE0X3o1kBK6NsygSfwYQo6z/qUwUeLCiJxqTq+L5GnT+rO8oSmcRBioOZXQXg5wF8L4DHAHiGmT1mj/2deCjXSOPWhjkv9VBFEXr24IxG9v5cVFcJUhSp+fp9XyrFj+4L5pSUqI069L5ddW+qsY60OXLtsmchExVVh52LBIvhnXUm7MyGOYHE9D3KJLbxHVGmFQUj+yQVBzP7x2Z2zd4tuS+PA3BHa+2DrbX/B+BXATx1351epEwhgt2AvWPKHKSK+PqMwc9v9JCxqJs90D4j6euqJQrfvqqfiUwkiL29WbTMHIGvf9p7UznSyGGPRMojdjGhV2X85yjCVzaw69nXy5z7SGAxciwjEpsoqNgnI5nDQwG808xeZcdLPUt4zYcB+Gj3/WObY/diZjeZ2RUzu3J0dLSzjjPndx5hkRFzyL58FGl6MWHOnjkBVWeqx/qK+mdRXpQZeYHJRMH3odpQguvb8WNQdZjoqozCzyHrJ5tvFqH7sXmya+fvCVVO3YfRcxplCv57JhBL+oORAKwvu09ScWit/TMANwD4BQA/DOADZvavzexRe7Ust+vm1trl1trlS5cunbat4QjxPKKEwDt4tRShxMW34cuz6J1Fr95Jenuz9lQ572BVP2x+okykn4Moshx1bszpRw4kEopIkHq7vZ1RxhId9yLCnG4UESsH7u1jdSPbmPiOZAxRX5HAqToM/9xlNu2LoT2Hdmzhxzf/7gFwDYBXm9mL9mTXXQAe0X1/+ObY3lE38EXBi4ASAu84lUOfyiqHyJx3Vj96qH19Jm5ZdOYDBS9wzF4/HtUPO+/HmUXiyql7oYuyHz8vSmD78t7mESfI5i1y4Fn2xOYyqp+VizIVJpJKPFnf0X3p+2OByEj5fTKy5/A8M7sFwIsA/E8Af6W19o8APBbA39mTXe8EcIOZXW9m9wPwdABv3FNflP6hOe8C4Z1gf1yVj9rx4qKcoG+POSbmLLLrkkVYkUPuRUHZnN0T0cMdZRLKAassJBqnd3DKUUWizfrt54f16a85c/BRhubti5wgu0bss7c1E0UlSMr5z7kuahxMyFU2xZ7VfXD1QJkHA/j+1tpH+oOttS+a2fftw6jW2j1m9lwAvwHgKgCvaK29dx99Ddhyn59AvGRwllFRPaBTbxXJKQfunYaK3Jh4qHZHnLaP+EajXjV+1p5yNr4t30903N9r7L5jES2bMza26DoxojFFzlSNMyvjBUI5TC9mI8GDFx5lTzbOqA/VrhL7Q/IrqTi01v5FcO623Zpzn7bfDODN+2r/NJy3TIJFg5EIqIfDP8gq0leOMoqYsoyB1fcixBxi9uArm1V0zJyNEhaVIfj+RudL2RhFtpGDYlmDr5PNYeTomL1R+8qRZ9mNamPUgY84bFV/6mckWGDHvdgtKRwH+XsOZwWVDp9FImfIos2ekciTZRhKPHykGGUM3jn3fTAxUM5BOUlGVi9yEpEA+zIjmQW7/5R4qraUMI2Mjc1r1L96XljEzxyqd7jezpE2lGB729W1YudVxqHmMoLZHonPvihx2BFnWSiiNFxFYD0qOld1/MPb//T2sEyEPez9d9+HGs/U5kgmwrIQ76gigfTOkTkpJbrsOBMTZX903Xz5TETYeKIomM0bG7NytNGcjGQlmVNWQjISAEWiyO5rj7+3I9uXzBgmShz2QO/UzoJYqGh8OpdFcH0bc6JW5uSyCG1qz4uHt1dFgH0Zf24kalROSYkUG2fUn5/HEafA5sHPpb+OSsgiO5jYRNeGzUsk9Gxe2DjV+LaFBTYjIqSu+Zz7KLsvpu/+/vZ19sHIhnRxSpa6mPuC3bhMLJhzV1G6erij5QLWX19XoWxS1yUaSyQs0Xdli29L3SNKjH12M5LFRMdGyvi+mJNjcxFlB9H19XWi+8PbpcicPrNxlKxdVkYJLrsXR8a3CypzWJBDzSaiaDZbavB1VDl/8yunwm56FTl5O9W4fNTb98P6UmMaFXn2QGfLBnP7yMbL+vVjZ2V8W34+lJixDE7ZyiJolZ2NZJKsXn9MCbJqXwUt2zjj6NnI5ogJxlLCAFTmsBrRjbEGPuJiD5SK5LLIJov6Rx525oz6cp5oqUDZzD6zMqxddm4kGvblsn6jDMU7MuUs1XXMyqmy0fGs3f46zBGCvr2pXBR0+DaVQG0jAlkWkt1DCpVBVOZwgeijrjWyCnbDKYHwP5Wz9XV8eVYvWiYY6W96sNU5b7dykizCVg+1bzeKkv3DngmuEh0/3v68irhHnYm6hlG7Krtg5Znw9mNVztk/G0wU+vazZ8nPs7fNj5uNZzQDYeOKMqNMbJit+6DE4QBZQyh6gfAPfCQYUQSuvqsH2NvAHiiWCTCn3vetxEc93CxCU06R1VOiyuZFXWflaJnA+LFN35kDYs4uszeLdv39Ec0zG4sKIJQNWfajMoAseGF9qvuz71MJmnLgI8+1KrOkbyhxOHCWuBEiJ+ptUY54qsccPnPWI1Gab4NFqCrz8Lb1Nvo6/bEokldOVn1m/alsRzlLbyuzYcS5MqL5URmTEsS+DLOVCTezVWV+mcD5NlS90bLsPIva5wiOClJYn1HmEJ3fJSUOZ4TeQe5aLFhEyuidmHcgIxGfb2f63DsEFc2zNtk4mIOKHrRR8WJj8dFs5Ayzcfi+o3NsrCpb8v2o/jNUlBw5QpU1eHtZe2wc0/HIwSu71TWLyo5cQ293dr9l9dlx1ea+g8bakD6j+AjsNJEEi0iVo1MPvIrmsoizP5/97Nub4wRZGRXhRu0wogxIjYXZltme2TknK/PfIwGPMrMRG1gmFWVJLHDIxqcYuTcYKkNTZfs60c/erigY8GWYwO1bGIDKHM48vdPc9Q2jHKnPHLyQqIiLZRzM8UfOtG9XLT0wh9OPw5dTUSob20jknAk3EzrmgJkTZxlDFlWyOe7PeZsjG1QfUXkVGPT9Rc5yJCpXAYu6VtE1VA47QwmiKheVZW2xZ2eflDicM6YHcRuhUA5HOQHmXKPIXAnHiACoqFVFXD5bUcLQz9dIdM4yKvbdC4TKgBSRqPR2Z85F2c7azUSECaW/3+YIpzoXjSWa/+nYyL0zcjwLFlSfUXDA7FfPa3S+MofiVIwKhXKM3tlnEXsUObFodK6I9VGmfwhV32yJwP/z4+g/M4fIjvtok0Xkvn82PyoCVvb3ZNdHfY/s8VG+cnzZNVfllLAwW72d2efROZ6TpWRBSnRdpvPqnlCixs7vO2sAShwuDJFQqKhSOQjmoJiz7I8zoVFOnbXt/zGRYP33x/znSJyYwxhx4CziVnM02m+U2TD72Dlvi2+fjUONzWctmaPy1ynqz1/zaDz++2jQEV1HX0aVi4RYBS5R2yPzOTrfu6LE4QLiHS1w0umzMlNd/5M9ABPKYflIKHJ+vh2WDbDyLJrLRJA9yMxhjbTN5piNX8H6yDId5WzZMSb+3j41XyP2s7H0ZA50NHJXmZCyT82Nui6RHb6NKGtQtk4/RwVxKUocCnpT+ujdl+9/qmN9W9O5LEX2jjiLukccrnLQ3sbIufe2ZyIWOT0Gi6pHxcOX92Kt5tn3z65B9FnZGH1Xke9oBN+XVXPs+/MBCDvu24mu2ch93n+OghImyFHmtjQlDsW9sEwB0A9O9DAwJ8qi2qnMiGBETqVvJ+pHtemdSJQRRQ8ys1NFl95mPw8jUXLfjuqLzRu7zv4Yy5iisSoBGo2e2fmoX2avmnt/rp/vvi/fn5qTyOmz8bB6mfAqlsokShwKCnMg2YPho/2prH/QvGMdjZL7n8xe7zCUILB+mfPoxxg5g2isqgzLjJRQRs6cOTk2BjbHXqTYHPljkdNS1zFy2HOuu4r2mYCMONBsTjzqmkb9sevZtz9iZyam+2IVcTCzf2dm7zez95jZ68zsQZvj15nZ/zGzd2/+/ac17CvuC3NQ04PJHnwVabIoXZ3r2/L4flXGoRxt5FRYltGXUZmJd0zKRmW/d/LeISunrRyjmhPftrLXo6J7Nm52PPuclWPj8I42EzkmuCNBiso+RvDX01+zkQwhyqz2yVqZw1sAfGNr7a8C+AMAL+jO3dlau3Hz7znrmFdEqEg2cpIq6/APp3LOfZ2+v8jGOeeZs+v7YcsPTOy2fZDVeNUyhLetnzf/2bfpjyuRYfX6Or6uioZVRtbb6Z2zEsdobJEN3mYv8ipjUO0pxz2CehYifGC2BKuIQ2vtN1tr92y+vh3Aw9ewozg9oxmFEhTmWFgkzaJK1Z56eFjGEC0jjBxnAuhtU+OI+mbZjh+DGnvmREZtYWP09XydTJyYnRF+nFG24dtn42BE8x+V6cupa8LaU21H87FN1nJaDmHP4R8A+O/d9+vN7F1m9jtm9h2qkpndZGZXzOzK0dHR/q0sUphQTGRLG/6cesD7vlgkyKIy/+CyVN/3EzkMH+3251gfmaPyDtWPydvgnTWzXQmHao/BsowsI1NjHREiJkKq70hcmKPOMkVlYyYocwU0EsY5z8gS7O0P75nZWwF8NTn1wtbaGzZlXgjgHgC/tDl3N4Cvba19ysweC+D1ZvYNrbXP+kZaazcDuBkALl++vMwiXDHMaIQ8tw3WTrasMdK+qq/66r9nD/VoFDqd8/0zJ9q3Gwknq+cdLHOaLBPq63ph7Ntimd/ItffzH4m4HxNrS13HyM6eOcI46tjZWDLBZeVG65yGvYlDa+2J0Xkz+2EA3wfgCW1zFVtrnwPwuc3nW8zsTgBfD+DKvuws9s+Ik1fZhq8bLdGwNtQyRBSdKvsie1UkyeyLzqnono2fZTDe7h7mfCOnxpz7iFOK5oS1pWxgfUUOMltOUoI1Igy+3Kgwq3syC3Yi4VU275q13lZ6EoCfAPCU1tr/7o5fMrOrNp8fCeAGAB9cw8ZiP/ilpwmVkk/H/QPen4se8v7BUg+tisR7O0cEx//sbWBtjGY4mWNWtqk++jmNlpQiW5hzY9eP9cvsHuk7E6YRUWTX1vfBrq+6X9X97MspezJ7+2NKTPfFWv+fw38EcH8Ab9kM9O3t+M2k7wTw02b2eQBfBPCc1tofr2RjsWfmZBT9dxZBqSiSZRrqYWXHvbNl5Vj/o9F7NOYsuuxtnButRudH5jIiKxtlBCwzmj5H9kdt92W9g2WBiKrL+ojurWy5ao7oj7a9S1YRh9ba14njrwHwmoXNKQ6AEaGYvveOhC3veAHpH0a/DKPERj2IUXbix5M525GyrM0RIfLzEDnsUWHwdVhf/twIqq05SyiRw42uX+T4FaMCotqN7umI7D7cNYfwtlJR3IeRVF1FmGpph0WgzMn2/XpRiTKaaCzMfm/TyDITG6/vox+fcvLRckqU8fi5Un1lItGfj7IkJWRRm6wPdt3UPIw6XV9fLT1l7aprwWAivU9KHIqDRglFlq5HjkUtFak1Xe9QWDQdRaSRw/XflQOInIIXRz9fvl1lq1pq6dtltmTf/XEv1Ezcp89ZpO/bV/cJywznir0SYR9ERHYy+/y1i+xaUiBKHIozg3J800+11OTLTm31x7LlEy86UfmsTN9ubxuzaWQs/njk+JQjVv37MUV9Mzv6cajMJ2rDky1vReNWsCWxkYDEj4u1o9ry7aqgZonlI0WJQ3EmiTKKaPljOjb9HFlOiVAO0NdlTifKZFjbLDuIhIcJSy9YKvsZiX69cGRCFmVakYh6mHBmZb3tI3XmCmDUdz/+bJwjWdlSglHiUJx5MmfZl5k+R1GgSu99FuHrKXvmiBVzor4/X4/ZyM6ryFplMWwppv/phca3xZaI1Hk1fj8+Xzbrl9WLMgI/h3OWcLJlKhaUeDvZ9WfXYo5d21LiUJw7mFD0jmR0+SmL8KaH2TvIkTaZY+jtUULHlmZ6O6KlFd+OcrB9e6qNkSWQ0eWpKENR7StBi+xQ3/v2mHBnWQoTk5GshdkVZXTZGHZNiUNxrhldfpqORd9VfR85+0xA1WfHIufChKE/PhpNqiWubZc+2BiiLIYJJIuWmR1RBD2aAWSZAct41Hnfb0QUPPj259yL+6LEobgwRE6LLROpaNI7N182cziMkewji6SZY44cfSSQTOzU96xdL2pqrNF1YagxZ/WY7cyWOcKuxpH1PxK0MHuXoMShuJCMZBRZeq8cua8XOSHVnq/n8c5T/VRLHtFSSTbmfu6yJRp1jEX5o8thrC22DKYEbiSzY2UzRpy3F+6RMXtblqLEobjwKKEA8k3G/jhbolGOki2XREsf0fJGtkzCHBxzjNGSjT/vRZT1F4nMHEeYjVPN5/Qza4vViwQ0Ei5vuy8f3QdKaLPruy9KHIqiY1QoprLTcbVOPP1jTkA5BxbpsuUK5fT7tvt6/djYurpaPooyATYf2TjVXClYVpRlYJlwZX2xfnyZUXGO+lLXh9mQZWq7psShKATKmUZLN6qN/vtUlzkxtibPHH3Uh2+7b7fvyx/Plr+iTIgdUxmPd4gjopPN8UjUrWyIyDKNqS32WR1T39l16+1Q87Sv5aYSh6IYJMoomHPPHONUvv+pMgQmGKx/b2vUrnKqvv2on+m4simL4Ecjey9Q0TJS1J4SJdVGtOcQLT35Nk9LNE+VORTFgaAyCoAvfSiByKJBtQSkbOo/j9jh6yvh8t9VdJ9FsNGSXeTwe5hAjY6xPx9lPkzsogxELZ+xfkbG6M9tu2x1WkociuKUZNEjwJ292ovov0f7EH7pJhIcdi5bAlGixtbcVRTuv6uluD47UpnV6FIKW+aKyqnv3r6RaxwJC9tjiGzsxUplovtkrf/spyjOHZnzihxotMnJRMEfZ8eUmET7EZH9qk0vGn48PiJXa+oj7UY2Mxu9mCn7mV2ROEbt+roj7YwKxZJU5lAUeyBaeppQSyT+exY1z1l2iJZAVJsj7alsZfoZrZFnApItdfVjUctrqvyI083Kz3HcagnrEClxKIoFyISiZxKNPqJUS1AjS0XsHMtUsj0F9pmNz/ejlpK8/ZHjVWv5bK4Uvo4fT7QUFokbqzMqrtFS4NqUOBTFwowIhVomUpHvnAjYOz0WtXunrJazettYHV+GjYmN24uNF0e1pp+hbJ+7tOb3DqLxKFFXmc1pMsNdsoo4mNlPmdldZvbuzb8nd+deYGZ3mNntZvY9a9hXFEuhhEI5iMiZsmPeMbGMIbKt/zwSbTMbfZujdb29TMimz3PmkNnkz6s5ZI7eC5e3YfRa+mNz53bXrLkh/dLW2ov7A2b2GABPB/ANAL4GwFvN7Otba19Yw8CiWJIoAlV7Eep8BFuqiSLq/jPrlwnHSDTO6jAbo3LM1h62bNUfy9qfk02w7yMZicq4VFaYLZ/tikNbVnoqgF9trX2utfYhAHcAeNzKNhXF4kRLT2rtXJ1nbXkHqWwY2dtQ0X42NmZzZEfkFL2tatlG2b6LZTq1zDS6FDS6t7FU9rCmODzXzN5jZq8ws2s2xx4G4KNdmY9tjp3AzG4ysytmduXo6GjfthbFaozsUfRl/Xe/twDo12N9vWjvg/XXo5ah5mY5kcP29qnxMjInni1D+X58dsVsm7NnMCIU+2Rv4mBmbzWzW8m/pwJ4GYBHAbgRwN0AXjK3/dbaza21y621y5cuXdqt8UVxoGRCMeJQmOMaWS7q62eRvLchWio5rfD5NqJIvsdnVSqL8G1EexlRVjciWMreJfcaJva259Bae+JIOTN7OYA3bb7eBeAR3emHb44VReEY2TOYyqk9i5H1dbWBmq2FR9999K3Gt83afV8+E7BRe0dEMGorO65sWpO13la6tvv6NAC3bj6/EcDTzez+ZnY9gBsA/O7S9hXFWWNkj6L/7vcffFv9z2hvggnUSCTOvnv7I+FS4832DuYsh406aZUlqL2VbPlqxMYlWOttpReZ2Y0AGoAPA/gRAGitvdfMXgXgfQDuAfCjrd5UKopZjGz2jkbk/Rq+2n9Qbfff+7psP2PuXsSIHT2nmRPl4Fn5kWwjE8ns+FKsIg6ttWcG534GwM8saE5RnGui5adsaShymJGTZP1Hfc9dthld/vHnomg8EqhoyUhlJ9GY1Eb6NiK5Lw7tVdaiKPbInA3tqfx0PNs49mVG9hWUjXOIlsnYRvjoZr5fHpuOZwLoMy02ppE9IFV3KUociuKCMiIUvcPPnLxfgmIOUu1bqOxG2eZFSGU7aly+LXZe7SUwW5iwZGSb9V6Yl6b+ZHdRFLOWnti5yMH2x5hojLS/zZJUtiE+nZuzXzDnrSm1WZ/t06i5y+zYNZU5FEVxH7KMAoidp//MIvxo+aT/OfpmT1ZvzqbvnCi9n6ttovttM4Il9iVKHIqikIw6PraskmUIKrJn2Ua0qc3eelJvV/U2qjGM7Eswm6O9iRH7mX3bis4uqGWloiiGyJaC1DEV7Wd7GCNvIPV9+PZY36NvBGXlsmWtUSGM+lfllnqjqTKHoihmM2cppXfSavN2TnSs3oryn30d5nCjDe8sqvf2RxvuUV+jjArLrqjMoSiKUzGyvs9eKc3q+ExFZRyjUXjf7mhkrpaG2JtZGVEWMprNMBv3RWUORVHslLlZxegbT9EylI+qVZTNXhn1nyMnnr3NpOoxW1mZkQxkbv/bUuJQFMXemLNklK3ds7eZVF9qSUi9UqoEKiJz4JFtyv5JgNTrsEtuTpc4FEWxd077yicwtjSV/T4ByyiiiDyyd270rrKaSDRGlt/2RYlDURSLs41IRBmD/842rdWSUiYiSkh8m1P5ORkLY0kBiChxKIpiNeZkFCOb2X4zOft9h6yvqc3++OiruD0qO8gynOzYPilxKIriYNjV0lN2TPXd/1T154hM9Mtvqq2RDGcJoShxKIriINlGKEb3B7JXVKO2/FIV6zvb24iWxqLXdJf8XYcSh6IoDp5MKHwkPkdQtnlrqX+ziNmQRf5+b8L/ouAhUOJQFMWZYiSj2MUSTBSdj0TuI29MMfGIBKreViqKohhgrlD4uup49DsFo8Iz+rqsamuu3bumxKEoinPB3D2KaDN4dInHvzI7p6/oeCZcS7DK31Yys1cCePTm64MA/Elr7UYzuw7AbQBu35x7e2vtOctbWBTFWWbun5pgewijnOZvHvlXb0fKLCUQq4hDa+3vTp/N7CUAPtOdvrO1duPiRhVFcS4ZEYpdva6aOXj/NpT620992bV+S3rVv8pqx6P8QQDftaYdRVFcDEbX9aP63rlHmQNz9hHRa6xLs/aew3cA+ERr7QPdsevN7F1m9jtm9h2qopndZGZXzOzK0dHR/i0tiuLccZp9iugX7tTvI5xmM3npV133ljmY2VsBfDU59cLW2hs2n58B4Fe6c3cD+NrW2qfM7LEAXm9m39Ba+6xvpLV2M4CbAeDy5cuH8WJwURRnlrn7FFOd0bJRxjGn/plfVmqtPTE6b2ZXA/h+AI/t6nwOwOc2n28xszsBfD2AK/uysyiKwjMqFGr/QO0lsGUn1ceSbyYx1lxWeiKA97fWPjYdMLNLZnbV5vMjAdwA4IMr2VcURXGq36XIzo/+ot0avzW95ob003HfJSUA+E4AP21mnwfwRQDPaa398eKWFUVRELZ5RXYqqzKB7LeofZlz/SorALTWfpgcew2A1yxvTVEUxTzmviKr/lxGVq/vb9vfxdiGVV9lLYqiOA9s6/Tn/JXVKMPYByUORVEUO2TO0lO2XLTkn+j2rP17DkVRFOeWOb9HMbI0teTGdGUORVEUC7DNb2f7jez6k91FURTnnNNmFPumMoeiKIoVOe3fe9oXJQ5FURQHxDZ/xmMflDgURVEcKGsKRYlDURTFGWBpoShxKIqiOGMs8Uprva1UFEVRnKDEoSiKojhBiUNRFEVxghKHoiiK4gQlDkVRFMUJShyKoiiKE5Q4FEVRFCcocSiKoihOUOJQFEVRnMCW/M8j9oWZHQH4yMxqDwHwR3sw57xQ85NTc5RTcxSz9vz8pdbaJXbiXIjDNpjZldba5bXtOFRqfnJqjnJqjmIOeX5qWakoiqI4QYlDURRFcYKLLA43r23AgVPzk1NzlFNzFHOw83Nh9xyKoigKzUXOHIqiKApBiUNRFEVxggsnDmb2JDO73czuMLPnr23PWpjZI8zst83sfWb2XjN73ub4g83sLWb2gc3PazbHzcz+w2be3mNm37LuCJbBzK4ys3eZ2Zs23683s3ds5uGVZna/zfH7b77fsTl/3aqGL4SZPcjMXm1m7zez28zsW+seui9m9k83z9itZvYrZvaAs3AfXShxMLOrAPw8gO8F8BgAzzCzx6xr1WrcA+DHW2uPAfB4AD+6mYvnA3hba+0GAG/bfAeO5+yGzb+bALxseZNX4XkAbuu+/1sAL22tfR2ATwN49ub4swF8enP8pZtyF4GfA/DrrbW/DOCbcDxXdQ9tMLOHAfgnAC631r4RwFUAno6zcB+11i7MPwDfCuA3uu8vAPCCte06hH8A3gDguwHcDuDazbFrAdy++fyfATyjK39vufP6D8DDcezcvgvAmwAYjn+b9Wp/PwH4DQDfuvl89aacrT2GPc/PVwL4kB9n3UP3mYuHAfgogAdv7os3Afies3AfXajMAV+6UBMf2xy70GxS128G8A4AD22t3b059XEAD918vohz9+8B/ASAL26+fxWAP2mt3bP53s/BvfOzOf+ZTfnzzPUAjgD8183S238xswei7qF7aa3dBeDFAP4QwN04vi9uwRm4jy6aOBQOM/tyAK8B8GOttc/259px+HIh33U2s+8D8MnW2i1r23LAXA3gWwC8rLX2zQD+DF9aQgJwse8hANjstzwVx0L6NQAeCOBJqxo1yEUTh7sAPKL7/vDNsQuJmX0ZjoXhl1prr90c/oSZXbs5fy2AT26OX7S5+zYATzGzDwP4VRwvLf0cgAeZ2dWbMv0c3Ds/m/NfCeBTSxq8Ah8D8LHW2js231+NY7Goe+hLPBHAh1prR621zwN4LY7vrYO/jy6aOLwTwA2bNwXuh+ONoTeubNMqmJkB+AUAt7XWfrY79UYAz9p8fhaO9yKm4z+0eePk8QA+0y0dnDtaay9orT28tXYdju+T32qt/T0Avw3gBzbF/PxM8/YDm/LnOmJurX0cwEfN7NGbQ08A8D7UPdTzhwAeb2Z/YfPMTXN0+PfR2hs2K2wQPRnAHwC4E8AL17ZnxXn4dhyn++8B8O7NvyfjeH3zbQA+AOCtAB68KW84ftPrTgC/j+O3L1Yfx0Jz9TcAvGnz+ZEAfhfAHQB+DcD9N8cfsPl+x+b8I9e2e6G5uRHAlc199HoA19Q9dGKO/iWA9wO4FcB/A3D/s3Af1Z/PKIqiKE5w0ZaViqIoigFKHIqiKIoTlDgURVEUJyhxKIqiKE5Q4lAURVGcoMShKIqiOEGJQ1EURXGCEoei2ANm9tc2/2fBA8zsgZu/5/+Na9tVFKPUL8EVxZ4ws3+F4994/fM4/htE/2Zlk4pimBKHotgTm7/f9U4A/xfAX2+tfWFlk4pimFpWKor98VUAvhzAV+A4gyiKM0NlDkWxJ8zsjTj+c9/X4/h/PHvuyiYVxTBX50WKopiLmf0QgM+31n5583+X/y8z+67W2m+tbVtRjFCZQ1EURXGC2nMoiqIoTlDiUBRFUZygxKEoiqI4QYlDURRFcYISh6IoiuIEJQ5FURTFCUociqIoihP8f+bSNMmA+iLcAAAAAElFTkSuQmCC\n", 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"outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 1000.0)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(figsize=(10,10))\n", "ax = fig.add_subplot(projection='3d')\n", @@ -891,48 +360,19 @@ }, { "cell_type": "code", - "execution_count": 18, - "id": "6d8ac589", + "execution_count": null, + "id": "35c59754-d9a2-4e9e-b59b-0f84960dc770", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:53.036310Z", - "iopub.status.busy": "2022-01-13T11:24:53.032861Z", - "iopub.status.idle": "2022-01-13T11:24:53.384125Z", - "shell.execute_reply": "2022-01-13T11:24:53.384569Z" - }, "papermill": { - "duration": 0.386642, - "end_time": "2022-01-13T11:24:53.384749", - "exception": false, - "start_time": "2022-01-13T11:24:52.998107", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 1000.0)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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"execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "np.mean(rand['V'] < np.percentile(rand['V'], 1.))" ] }, { "cell_type": "code", - "execution_count": 20, - "id": "917c8a56", + "execution_count": null, + "id": "1af9e8fd-efd5-4474-a90e-a556c55e4084", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:53.579988Z", - "iopub.status.busy": "2022-01-13T11:24:53.579285Z", - "iopub.status.idle": "2022-01-13T11:24:53.611340Z", - "shell.execute_reply": "2022-01-13T11:24:53.611795Z" - }, "papermill": { - "duration": 0.062928, - "end_time": "2022-01-13T11:24:53.611966", - "exception": false, - "start_time": "2022-01-13T11:24:53.549038", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.058758293771907756" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "_ = pl.hist(rand['N8'], bins=np.arange(0, 1500, 1), histtype='step')\n", "pl.axvline(rand.meta['NRAND8'], c='k', lw=0.5)\n", @@ -1107,20 +467,14 @@ }, { "cell_type": "code", - "execution_count": 23, - "id": "230f2f57", + "execution_count": null, + "id": "2bf082c8-3741-4edd-8a9c-f02ac3921edf", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:54.164650Z", - "iopub.status.busy": "2022-01-13T11:24:54.164087Z", - "iopub.status.idle": "2022-01-13T11:24:54.166135Z", - "shell.execute_reply": "2022-01-13T11:24:54.166616Z" - }, "papermill": { - "duration": 0.035545, - "end_time": "2022-01-13T11:24:54.166766", - "exception": false, - "start_time": "2022-01-13T11:24:54.131221", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] @@ -1132,48 +486,19 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "6bce52f5", + "execution_count": null, + "id": "96fd2a78-bf89-4582-a8b8-1d6e326b519c", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:54.253449Z", - "iopub.status.busy": "2022-01-13T11:24:54.252906Z", - "iopub.status.idle": "2022-01-13T11:24:54.918796Z", - "shell.execute_reply": "2022-01-13T11:24:54.919241Z" - }, "papermill": { - "duration": 0.7041, - "end_time": "2022-01-13T11:24:54.919414", - "exception": false, - "start_time": "2022-01-13T11:24:54.215314", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "isin = rand['IS_BOUNDARY'].astype(bool)\n", "\n", @@ -1185,48 +510,19 @@ }, { "cell_type": "code", - "execution_count": 25, - "id": "c9635702", + "execution_count": null, + "id": "4793765d-3bdd-4876-a952-a9e444033fc6", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:24:54.988004Z", - "iopub.status.busy": "2022-01-13T11:24:54.987415Z", - "iopub.status.idle": "2022-01-13T11:25:01.856563Z", - "shell.execute_reply": "2022-01-13T11:25:01.856970Z" - }, "papermill": { - "duration": 6.906377, - "end_time": "2022-01-13T11:25:01.857129", - "exception": false, - "start_time": "2022-01-13T11:24:54.950752", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "isin = ~rand['IS_BOUNDARY'].astype(bool)\n", "\n", @@ -1238,48 +534,19 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "20417cef", + "execution_count": null, + "id": "2c6cf838-44ea-405d-baf3-c045ce224dce", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:01.954883Z", - "iopub.status.busy": "2022-01-13T11:25:01.953813Z", - "iopub.status.idle": "2022-01-13T11:25:08.713133Z", - "shell.execute_reply": "2022-01-13T11:25:08.713569Z" - }, "papermill": { - "duration": 6.82441, - "end_time": "2022-01-13T11:25:08.713744", - "exception": false, - "start_time": "2022-01-13T11:25:01.889334", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "isin = ~rand['IS_BOUNDARY'].astype(bool)\n", "\n", @@ -1291,48 +558,19 @@ }, { "cell_type": "code", - "execution_count": 27, - "id": "c8329d93", + "execution_count": null, + "id": "5fb69915-ebcd-4d8d-8d58-3f0f0525e96f", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:08.813317Z", - "iopub.status.busy": "2022-01-13T11:25:08.812508Z", - "iopub.status.idle": "2022-01-13T11:25:09.559810Z", - "shell.execute_reply": "2022-01-13T11:25:09.560323Z" - }, "papermill": { - "duration": 0.79172, - "end_time": "2022-01-13T11:25:09.560510", - "exception": false, - "start_time": "2022-01-13T11:25:08.768790", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "isin = rand['IS_BOUNDARY'].astype(bool)\n", "\n", @@ -1344,48 +582,19 @@ }, { "cell_type": "code", - "execution_count": 28, - "id": "60246a1b", + "execution_count": null, + "id": "e751595a-e868-4498-a4c1-c431e36b3b40", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:09.632913Z", - "iopub.status.busy": "2022-01-13T11:25:09.632357Z", - "iopub.status.idle": "2022-01-13T11:25:10.577280Z", - "shell.execute_reply": "2022-01-13T11:25:10.577670Z" - }, "papermill": { - "duration": 0.984135, - "end_time": "2022-01-13T11:25:10.577836", - "exception": false, - "start_time": "2022-01-13T11:25:09.593701", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.2, 1.2)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "isin = ~rand['IS_BOUNDARY'].astype(bool)\n", "\n", @@ -1402,48 +611,19 @@ }, { "cell_type": "code", - "execution_count": 29, - "id": "677d1b76", + "execution_count": null, + "id": "dca92e11-d173-42ef-905c-e3446778f48e", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:10.652247Z", - "iopub.status.busy": "2022-01-13T11:25:10.651654Z", - "iopub.status.idle": "2022-01-13T11:25:11.014058Z", - "shell.execute_reply": "2022-01-13T11:25:11.013574Z" - }, "papermill": { - "duration": 0.401276, - "end_time": "2022-01-13T11:25:11.014194", - "exception": false, - "start_time": "2022-01-13T11:25:10.612918", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'BOUND_DIST [Mpc/h]')" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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"completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "OrderedDict([('EXTNAME', 'TilingCat'),\n", - " ('TCOMM1', 'GAMA ID'),\n", - " ('TUCD1', 'meta.id;meta.main'),\n", - " ('TCOMM2', 'SDSS objid'),\n", - " ('TUCD2', 'meta.id'),\n", - " ('TCOMM3', 'J2000 coordinate'),\n", - " ('TUCD3', 'pos.eq.ra'),\n", - " ('TCOMM4', 'J2000 coordinate'),\n", - " ('TUCD4', 'pos.eq.dec'),\n", - " ('TCOMM5', '3-arcsec fiber magnitude'),\n", - " ('TUCD5', 'phot.mag;em.opt.R'),\n", - " ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n", - " ('TUCD6', 'phot.mag;em.opt.R'),\n", - " ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD7', 'phot.mag;em.opt.U'),\n", - " ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD8', 'phot.mag;em.opt.B'),\n", - " ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD9', 'phot.mag;em.opt.R'),\n", - " ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD10', 'phot.mag;em.opt.I'),\n", - " ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n", - " ('TUCD11', 'phot.mag;em.opt.I'),\n", - " ('TCOMM12', 'Survey code for redshift source, see notes'),\n", - " ('TUCD12', 'meta.code;meta.dataset'),\n", - " ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n", - " ('TUCD13', 'src.redshift'),\n", - " ('TCOMM14', 'Quality of redshift'),\n", - " ('TUCD14', 'meta.code.qual;src.redshift'),\n", - " ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n", - " ('TUCD15', 'meta.code.qual;src.redshift'),\n", - " ('TCOMM16', 'ID of spectrum from SpecAll table'),\n", - " ('TUCD16', 'meta.id.cross;spect'),\n", - " ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n", - " ('TUCD17', 'src.redshift;stat.error'),\n", - " ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n", - " ('TUCD18', 'meta.number;spect'),\n", - " ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n", - " ('TUCD19', 'phot.mag.sb;em.opt.R'),\n", - " ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n", - " ('TUCD20', 'src.class.starGalaxy'),\n", - " ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n", - " ('TUCD21', 'src.class.starGalaxy'),\n", - " ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n", - " ('TUCD22', 'phot.mag;em.IR.K'),\n", - " ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n", - " ('TUCD23', 'phot.flux.density;em.radio'),\n", - " ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n", - " ('TUCD24', 'meta.code'),\n", - " ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n", - " ('TUCD25', 'meta.code'),\n", - " ('TCOMM26', 'Bitwise target criteria, see notes'),\n", - " ('TUCD26', 'meta.code'),\n", - " ('TCOMM27', 'Useful for selecting samples, see notes'),\n", - " ('TUCD27', 'meta.code.class'),\n", - " ('TCOMM28', 'Useful for selecting samples, see notes'),\n", - " ('TUCD28', 'meta.code.class'),\n", - " ('TCOMM29', 'Priorities for targeting, see notes'),\n", - " ('TUCD29', 'meta.code.class'),\n", - " ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n", - " ('TUCD30', 'meta.code.class'),\n", - " ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n", - " ('TUCD31', 'meta.code.cross'),\n", - " ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n", - " ('TUCD32', 'meta.code'),\n", - " ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n", - " ('TUCD33', 'meta.code'),\n", - " ('TCOMM34', 'Visual classification, see notes'),\n", - " ('TUCD34', 'mata.code.qual'),\n", - " ('TCOMM35', 'Initials of classifiers, xxx for none'),\n", - " ('TUCD35', 'meta.id'),\n", - " ('DATE-HDU', '2015-09-04T13:22:37'),\n", - " ('STILVERS', '3.0-8'),\n", - " ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n", - " ('DMU', 'EqInputCat'),\n", - " ('NAME', 'TilingCat'),\n", - " ('VERSION', 'v46'),\n", - " ('DATE', '2015-05-22'),\n", - " ('CONTACT', 'Ivan Baldry '),\n", - " ('AREA', 180.0),\n", - " ('DDP1_ZMIN', 0.0390699990093708),\n", - " ('DDP1_ZMAX', 0.2483299970626831),\n", - " ('DDP1_VZ', 6451530.309761721),\n", - " ('DDP1_NGAL', 34732),\n", - " ('DDP1_DENS', 0.005383528919866887),\n", - " ('DDP2_ZMIN', 0.03914999961853027),\n", - " ('DDP2_ZMAX', 0.1830800026655197),\n", - " ('DDP2_VZ', 2679079.755786839),\n", - " ('DDP2_NGAL', 26598),\n", - " ('DDP2_DENS', 0.009928035902084681),\n", - " ('DDP3_ZMIN', 0.03903000056743622),\n", - " ('DDP3_ZMAX', 0.09973999857902527),\n", - " ('DDP3_VZ', 432372.2344703938),\n", - " ('DDP3_NGAL', 7954),\n", - " ('DDP3_DENS', 0.01839618589233126),\n", - " ('VOL8', 2144.660584850632),\n", - " ('comments',\n", - " ['Science targets and information for tiling and spectroscopic',\n", - " 'observation.'])])" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "try:\n", - " gold = Table.read(os.environ['CSCRATCH'] + '/norberg/GAMA4/gama_gold_ddp_n8.fits')\n", - "except:\n", - " gold = Table.read('/cosma/home/durham/{}/data/GAMA4/gama_gold_ddp_n8.fits'.format(user)) \n", - "\n", + "gold = Table.read(os.environ['GOLD_DIR'] + '/gama_gold_ddp_n8.fits')\n", "gold.meta" ] }, { "cell_type": "code", - "execution_count": 33, - "id": "2d61b578", + "execution_count": null, + "id": "b6ebfa24-5cc4-415e-a32d-eaff4ec891ab", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:11.586037Z", - "iopub.status.busy": "2022-01-13T11:25:11.585423Z", - "iopub.status.idle": "2022-01-13T11:25:13.036251Z", - "shell.execute_reply": "2022-01-13T11:25:13.036672Z" - }, "papermill": { - "duration": 1.493083, - "end_time": "2022-01-13T11:25:13.036833", - "exception": false, - "start_time": "2022-01-13T11:25:11.543750", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "randoms_slice_nolimits = rand[np.abs(rand['CARTESIAN_Z']) < 5.]\n", "\n", @@ -1932,20 +748,14 @@ }, { "cell_type": "code", - "execution_count": 35, - "id": "9ba99b35", + "execution_count": null, + "id": "9b70284d-739c-4778-aadb-58a6bfb8b707", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:15.949011Z", - "iopub.status.busy": "2022-01-13T11:25:15.948187Z", - "iopub.status.idle": "2022-01-13T11:25:15.950928Z", - "shell.execute_reply": "2022-01-13T11:25:15.949996Z" - }, "papermill": { - "duration": 0.05986, - "end_time": "2022-01-13T11:25:15.951151", - "exception": false, - "start_time": "2022-01-13T11:25:15.891291", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] @@ -1968,38 +778,19 @@ }, { "cell_type": "code", - "execution_count": 36, - "id": "78f0f366", + "execution_count": null, + "id": "857db19f-9277-4347-af78-44f106218dff", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:16.069166Z", - "iopub.status.busy": "2022-01-13T11:25:16.068569Z", - "iopub.status.idle": "2022-01-13T11:25:17.493056Z", - "shell.execute_reply": "2022-01-13T11:25:17.493493Z" - }, "papermill": { - "duration": 1.474059, - "end_time": "2022-01-13T11:25:17.493658", - "exception": false, - "start_time": "2022-01-13T11:25:16.019599", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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r3gt8ZhfCy+W+Y/X9iF/+7Dn+zZ+cY6npcmyqxFhRI0olz1/rUi0aICRBnDGMM7rGFBeDGv0wJYgT3jgSYamCYRCjKCmTleJWvxhFB6cKWonzcg+OAX4MYQyGBn4CE1WDvQ2LVIKlghBwcc2lZOokCVzYGLLRi5ip6iwOYKyoYCoZXpZwrZUyWrWJigYdtUjY7HGlnXFnwaPd6zEYBnzp3Npu796b2m5/d/onwB9u99C5DvwMW/+EPiGE+DlgAfixXYwvl/uOsN4P+MqlJifnWpxY6FEyVYQiUGTGn51dJ8rg3mmHc8seV1aHzNQt/CSmZsCEEZH4EZZZQZUxl9sZPzZ2miXjNhRV4e9qz5OkCS1tghG3yW2WxsO1Dp90a0xXdRpFCz9KqRV05ppDZqs2rWGIlFsXWHVV4IcZaQYCMAyF0ZLNMBGcCca4T7vGXqfHF0ZuQ00yND/Ds2I8R6BZRaTSQyomZcfknXeM7/auvqntasKXUr4EPPAtnnrn6x1LLvedqO9H/NRHXmRvw2EYRHQGQ5JQ4pGxf6zEej+k7kiCJKXtplQKCl6Y4QYRE7UC4eYyj0yvU66NcM1NOGoPaJghL7t17LBFZI8yaadEqaRAF6kLgjjjEWeJS1WblzpwcKTAjeaQ+abHHdMlNt2YIJK89XCNZ692KNvgJSmWvtX0M4wyziz1kYDrxvS1Mke1EjN+QiwETUfD8nXsQCPoekzP6JT1iPZQQUq59bUhtyPyoRVyue8wcZpxdWPAB5+6xi/+/ik6w5Br6y7zHZ+ZqoMtQsrC58pan54bULA1ENAPY5Iko1E0GCmZbPR8rPooF+Jxmm7CwRGHhuhxOa6zSp1RM+b+co85ZYqWUuHpXgNP6mgy5tdXbkc6dSqmSpBAmGRUHJ1zKwO6foCpK7ww16VkaQzCrZmuqgUDXYWGs9Vfv1bQedexBvtLYJYFfVunryj0MliybMZmy0jf4GzbJBU6F1dcfvuZ67u9+29qu92kk8vltnW8iMdOLHFhtc+JhQ6WriHTFF0VrLsxtgZeptIomtxV7LAxHHKmX8L1VKQUVB2dsZLF9c2tdnRTF7R9BbegMal3ib0uBU2ihRG3p1eZrquo8QpS1PmTwR3cWwsw0w3WUh0ZuZxb1ijaKqcWuigKeGFM3VHwYjgw4rDUGZIkKUEsSSX4asZo2cBUFLw4ZRjFfOGq5KeriyyHDoICdzga/Sijj2Akitg3A38e6pxaaqGpo3zP4dHd/hhuannCz+V2USYlLTfiZ3/3BCVLZbMfgoQslSj4NIwQNUtpl+v0goS5TZeyLul7CfeVB8SKwY3Ypmpo+GHM+X6IbqiUbIGla5TSLlYy4IjZZHZSMNT28YlzNtWyxFCHGKrCSt+nlVTR4g0u+hoFAxpGytAyWWiH3DNT4OLqkKIlaHsZpiq4su6iq4JMQslWaQ5Tjow51IoWJ+baCCF4+OAoF1a7fK0/wT6jDV7K+WmHfsfnDlUgopCnh5K7KwuEBYfI0fJ++Dssb9LJ5XZB34v40NNX+cHf/Co/899OUDEVmv0QTREULY07J0tIzcDV6jw0ltKLMgqZz7tqC/yb6ZP46HQjnbtLfUYsWO2FDMIMKQS2prC3XmQwjLA1hbIJX4/HudzTKA3neNfYOgKFhZ7Kl5ZGKAxD/n7lPB0v4ZQ3TqQ4BKmKrWaoQNuNOTJWZMOVzNQs/EgyVtRRNYUwlvS8lIatsDaIubjaJ80SBJIr6y5uKDGVEMdQ0B0NZalHGEk2wpRFV6VcTLHQUFSdhW5ClKa7/dHc1PIz/FzudfT8tSa/9vgVhkGCG8WkKYyXLYI4482HGjx+fgMvySjbOpauoyQR590iHziyxnW/zvMrdd450seLEk5lo7SaGR4+UaajSRgraaiKwqX1AZM1mzuNdeIgYdqMcSOdS6FCJyhwZmhxfxketRaRdQcZBTybPcBkeplq2uaOEYVPLMTsGzFpOCabw4iiKRgECYYGy/2tJqYMGCkbGAr0vYBBJElScIyEOJUkWcahMYcFt4Dd9VBVjUMzJdYWegQi4s3JJs8N69x+1wRTqaBq67v9Ed3U8oSfy+0wKSXXTj/DF84ssRnbuB2dXmrTKJnEaUrPj6k7Bk9c2EBKqBoaNVvj6obLg6UOYWzwxGKB5Uilkxb4/HqR6YbDsxsF9hmbHJzUOTOw6fkx/TBGZFCydDr9gJPlWb5PO8NCUuXeeoZpjHBtGSacIeN6l6mawyfXK1y1ajwwqzI+yHg+Ocbxbol7SgPMWo1nrnQwFDB00MVWJ5qpqkkQZxRMiRCCtV5I1dEoGwlJJhivWLSHIW4gWeimRMooxTHwWkOW1wfYmmAl1nnGneHQRJc3e1/hKfd2wuToX79Dc39recLP5XbI2cUuF+cWubPzFMuu5O22S7s8gmnt4VovxKrVubjSQ9cVOl6MocBIxaQzCFntq9TUEEVVGFcjhkO4TY3pxRFPD/cwkggSmYFRoN8doBp1Nvo+CVC1BH4cMwzhofg6kyMWZ5plXmwGJInKPY0ButdESWK+vL6fB0cSrnQyDrinOeVWaPspBZHSSzRGpUATMG6nVJUhPVkmjLdmtpJZSsmxWOx4TFYtgjhB1XTiMEFoClGSoSogCzWSXh9RG+flIKFkQhwL7so8Dt5zhLmFPjfSBu86WsQ28jP8nZQn/Fzu20hKydeut/n48XleWuwCgg8d6HNRvIGvtCWTVov7iuvE7OH4aodeAFaSkcmtoYajBIIMjhQDAhnwQtvicNlgRGtiK7N0sh5pKDg6a7I3ipjSIY41vrriM1HZunjqxRJNbA2BcJVZrH4H4Us2PYVBoJOlIW8bMTneqjK3oVMwOpzszPKWxjpi9DYurmtMyVWe6JVYWmwzUTVo9UPeOtLhbGSj2TFepKFpOiNlE1WF+ZbHVNVCV1VaWcZqy8dQFfw4I/H6jI+NsXCtxUQEPdPCTDKCyOa50yssKxZvrm9QiBaI02/1s5zct0ue8HO5b4OVrs9vPnGVE3NtvDDl7pkyhq7wkLnCJ5v7CXWbzY0hi1OHeFR5lv+6UqaiW4yM13AsndWOT5imZFKiqQqXBgarvQr/8/Qytqrixgm9ToL0Fao1lbi3gZKlXE8SLgZj7G9YnF8bcsdUicurA2xDZU8xZULv80h5g0+7x2gVBXffVePrV64yPTS4y1kmHJ3B9g0mVZfLPZ2vrmywJmvcc8dB7lIGbHgpfpwRZ4KT6UEcQzJuGSz5ChtuiExjgmTr4u5qP0AmMEzhtlGLa5sBMXBlYDHZaTJi6pQMExdoWCr9UOBpMK4LyrbgPy+N8pOtIXdMlXf507x55b10crnX6LMvrfDTH3mRL1/aZG/dJpVbY8+MWHB3ecBKy+HsmiQbKJQzhZeDMd7e6LBf3+DR28fRVQVFUZBS4d49FWqOhhsmGDLi2U6NxY2UtieRwYCyhNqGR5gpzI5YXMlmKCgRUeAyWdHZ7IdUCjpVR6cTCy72Tc52LTYSiWgOieZ7FOpTnO8aHB/OcrbtsxkUmZ0YpZc5HFHW6PspL13foOfHdNyItpsw4yTUw1X0xONKM6QbpOgKBAkgtsbciUKol3SmyjrznQChwt1TDkcrISIySDSXOTIm3YjhhotnGzykrUOicj0osFft8ND+2m5/nDe1/Aw/l/sbSrKM3/nTc9xY79PylwkynSStULG3hhJ+cF+VM0tdRBpyUoyihxaqJVBrNlk/4CtekakSrFDm/ItzFIs2KTCIEp6/1qLlZdRNSKRCMzK4ElbZVx4lCLu0vYij90zy4uoCVwY6jtrHCyUbviCVMF53OOT4ZCLmihfyjv2CUT/AViRexWI1iVnfaKMoDg/LZaYKk6hGh2DDp+MUeDnYw8Exh6V+gKZINFVl1IByyYDIQ5c+t49VuT4QbA5hdsSiN0wpGCkrvYQgyhgtGmz0Y1Jgtl7kLfIqfzYMGPgWgRKjOhZ2mtLzYoqVlERTOL+WMS/qfPVqix+8d3q3P+KbVp7wc7lXSfpdnnn8FJ85nrBS1rG7AePjJpPjGcsrCghY7QUoCihCcH/Fw5IJpWqNpqJxoGDQdUP6aRGSDvvFKiv2NJfaPn4M+0Yt0jTD1CQyjhkra7y1tMK8PMS1XgyRRKnY9C+3cOtViqZJGrk4esQetc/5eJR3HXY41nuRJ1dNhnqV44smB6wSSZCSppJ+mFKs2jw8m+Ftpkg0VDVgYOzljTMhz31dECQZlqbgRylxKokTcDKXTJHE0uByGwrm1jj4QgpSmdIZJowUVdbdlCjxqTsqjqnylcubNGtTzPk+t+kJ96gDpLSZHC0y58c8Pygj9RiqglRqJGm82x/zTS1v0snl/hqfPrHEz/3Ocf7ws0/w0nXJeUWiJZIZTcXSauy3PPZZA1Rgomyw2glQFIWHrHneXBpwcdXDSBN6Xsi1KGUtNjndL3O0MMC0TYYxVByFME5Y7kbEmWTMAZkEXPErLF7qEvVjyo7OXiHpyIxDTsQRMUemmfhSQ6oKB60OM50XMKVHquosp1XurXhkiUFJD/BMlUpFJ9R1eus9GjZM6yG9oM5syWckXuaBqsto0SRKJdM1B4kgzWDJt0nNCmqpwv6Cj64Kyo7OWs+n3U8wFAjijJotGCnZxFLSHERkmWQzhENpRCIUOoHJwXEVwzQo+RkP7c04Nm2j6UW+t7ZBmOf7HZUn/FzuW8iiIS9cWeP9HzvFbz5xlUGY8bvXqnypGRPZOr2CznUp6W2GrLcSDtgeFSPGjzMURZBJye01hT/dmGKlYqLVC8z7CXqcokUpnnBAShrCZboQEycZfiJxTAVHhXYAhdRF9VNMJImQlIoaK2GGDsz3TU71q4TeAEtVecP+CUqWRcFQWDX2kVlVfnrsBs1Y5fvutDgyJXFMjfOBZK2bEDDkeL/OaHGITCPONRP+bKXIy22bhbbPIEiZb3lUbI2RskEG+LHkwXEFxzIJU4mpq8RphlC3RslUFYGmqPjR9o+uUhCKwEp9jKrFoUJAUCywMfC4vNwjNtqc7xporSVSu875ZJYJO9rtj/6mljfp5HKvcHGuQ3fd5fEXnuNkUmeQGQyjjOl0ib2GylJUZJhIhmHCSNVCDRI6Xpl5p0IQSNrDBNOAGSNkpiypKkPAQiiCUsViPYhppBmZknImHOeOER/KhzixNKBkaARxhj90ub0WowUO112biVGVsOXTDgXFIMEQkjvKLq0EloICJSPCap7hYVsljEJGDt/DnsEi143buNc8x5kzJusYTFYqWDImVi2G1iz/qPwSfzrXQC1paFHA0JpCDRQ0ARMlk3U3JIgSTF2lYEIQJ/zZxQFCMxCpxA1ConRrDPySJbB1hZ6fEAJTVYv5dkCWSexCAUtX0Lsb3GsMeHllgmS8xFSvwzQbxIUys91lkkaBg3EIHNndg+Amlif83C2v50d85eQ5LixscEclYW2zytc9gwerazwf7cVUdSK9yAGZYGoOmalSK5hkZ1c5PJmS2C1qQiNWUiy9zFjJYrEv6fU6WLV7mSlYfH1lwIgpKEcSaeu0BxlZucBBbYn/95qKWRhDAMMooV4p8ULL54gTEboRQaojgThIiUyVBnAmrdAeBpTwUZKAGgMeD+/nXjnHxukF9qd99DCkmxao1E3K0uCKuwYIGlqPt+nXedmtc/u0wvPRHg4Zff50EWSW4SfZVvdQRWG2YaMgOLvsMlXT2W8NODJd4r9fS+iFEkVKCraGpQo6fkzVMfCjlA03IkxBV+BqK6OthxxUEk5tjqKokoNJj5NihNkGrHZNfGGyuih49L58fuqdlDfp5G5ZgyDm/X90inf+x2f50zMbTGdrXFzzOLO4jqtWGKkUcP0UU1d4Z2mVxVjjYpwwCCNWukMWqhZrA4vzcg+VpEXFEGQCSpbKew74XB0WEOs9qlFKGWh7kvkE+nHCG5WY7y9eR/hNUlTCMOLChkdrmLDUC7iv6hJKhQlNYV1V8AyVoqWiCoFE4VC4ytsqG0jdoix81NpenKTDiOJTFTYnV8poXkQnLnCpk5G4XcwkQO3pIBwWxBgP2cv0vSFvNG4QVPaiKgIp2Tor1wVFU+Hy+hAhoO4oNNSAAxM1nlxWtoZLSP9htYQAACAASURBVDJ0Q8PUVBBya5pEJCVLpe9vjXqZZVBwdBLV4Mvafo7YIXvHE2LP58HCKk9tVFmNK2T1aQ6Ue8Td9i4eETe/POHnbjl/8Pwc7//jl/ih33iGxa6PqUGYKazGJjfSKQwn5ray4FpPYayss9IJ+Uq0n8Tt0wpi2m7KWi8myGAxSPE9j8WoxHpWIoyg78ecWR5wf7HJGkWudwKCFAxLJSWDKMMzTJ7tjiClwu3FIVGmoLA1ZIGJ5CdG5olThYpQqDYsgpJFbdwBS6dY1jk9tBk3A47WBEfGC1zzHY53i8TYvNQycZUCMyWBGkgOlmNMGZKGOhN7J5kpBByuQsXIeKI7zW8vzvCp0xvEqURRIctS1vsJXpQxUbFYbHuUbI0NUWPJt9D9JhVbRQpQyOh7IaZubF3c7cXcMVXGUmFvVeeN+8qMFgwK0mOqqLCmSWQzpalXgCnwBUZryJUbHc6s1vBaeRv+TsoTfu6WcG3d5XeevcH/8blzfPzEMueWOkQJ7G9YFA2FUtymFjapRU1CZZKFLtxrb+AYBrWCxtu0K8waNjoqoyWDsiXQFIHhxQhF8hNjczw8kaEpsOnFnI/GOT0cRUofraiTqKCRoukKfkFjJZBc8stoTpmluIAfJTgGTFctwiTl8e403zNt4kUxvhvRHCYsbgaMy4wrXsL3ja3w5XYdLXGpSJd2u80jswZfbo/RTyHMBJfSo/hCsDZUiNQS9brG82sD+k2X0+uSy9EY2FUkCmUDDE0lSaEXwiOHKyAyZJZRdQzW+hGu5+O3F9hIinhRylTZZLJqoWoKwzBmmGxNbH56oYdQQdc0lgcRzWHMomdTr5rEEoyxlPuqfV4KfKSS0skkfpCwYdso04d2+1C5qe16whdCqEKI00KIz20v14UQXxJCXNm+z396l/tbW+15/OM/OMXPf/QEH/vaPMevdzg06tD3JbYOl9c8pmsF2qJKwRJYBRvV0Dg0onHXmM5as4OSJZzoV1jSyxzWYRilqKpGoACWxrimUa42OLPUZ6JqQiZQBJSUiPtHSjT9rclB3jBVQE0ltU7ErA7HJkp8brnEjNIjTqFsqhRNhf/pgb1Mqh3OXY2Yd0yWgwxLg5auEaOwaWlsMEpsNTjTNVkdZgztMTZdyVLX5qCpo6kKS5dbXNi08V3J/GCSC3MK9X6fSpKgVye4aN7NfCcGkfHA/gbKdpOOrcOz13pYqkYqoeXG1Asme+0QIVSqeoqqwHI3pGhqjBcten5MSYepiokfxUyULASSZj+g2YsQKpxcS0kMnf3pBkuyjhYZlD3JeMNhNEwZVwUnV4a7fci87oQQlhDiBSHEy0KIc0KIf7tTde16wgfeD1x4xfIHgCeklIeBJ7aXc7lXbRjE/N7z8/zoB5/jxz/0NS6sdAFJ0TJQhOS5ax3GKzr1goUfJeiKwJEeil7gejvh2OEGc5t9zm7EVEyFMFN4aVCi7cV0VAXHUDB1hemKyYHZCnalhJ253FMasNoNga0p/54Y7uPsasTds1UymTLf8TlS1rFKBu4wRl1Z4++MdpkyhmQS3DAlSFI+eXKJbPQ2iv0QWxcgoOIYaMC6qVKqCiwl5a3VLo9MwYascKMd018aMNlw0IYh1w0V9pRpRAIGFfaUEtSyTlkoXKruQfTXuL7pUrJUwgheuNYiihNMY6tpKU5hT93m4EgBBIyWdM71Tfr2FFGqoAoV21C5uOYSpRlhDJahsulGDEJYagcMooS7pkscnnLIJKz1I1Z8BauccaUb0wcCVaNcNPEKOlVTY6bq7Oqxs0tC4B1SynuAe4EfEEK8aScq2tWEL4SYAf4e8JFXrH438NHtxx8Ffvj1jiv33anlhnzwqav8+H/5Gp98YYnldoAABhGMFnWSNKPtxkyUNPw4ZbbhMFV1mG97LCYVCmmPINL4/KkrdBKLx9tjdIOMA/aA24shshcghGCsoHC4rhPFCZfmOnTcDk9sVvmz5jQFQyClRNcExBEi7nF9vc9+XfIjd1Ywaw5JktJzdEbqGufiKeblKHvqJlM1hyBMKRqCz1+IacUpXVUwWTHoexEFU1Bc6XM06XL/pMZGYjDpXWQ0WqWTFBkbURisubzkx0RS8vVOyORkAV+XHJmBeqajxnB0ssZGVua6Z9NwdCZqJlLAZMXEjzO8GDQBm8OQ43Md9o849L2Umq3T8iStRKViqzRKOl6Y4ccpCRAlKX4sOThqMlLSSVPJS0sD/CBFUwX9CB5sRDzdnWAphn11m9lxh/VuiF8wqIwWiYXc7cPodSe3uNuL+vZtR3bEbnfL/DXgXwKlV6wbl1KuAkgpV4UQY99qQyHE+4D3AezZk3flupW1rp7kN86ZnJzr0B3GlG2VI2MmodtlkNgUTcFSN6Jqbw1q1vMTLEPn3EqPjK3x3pUs44vuXTSiFGplLg8TfKXMP79f8nsXBW/RW3zOmaRoaFiqwo12iB9nmCnEqkUadyiqAV1R5s4Jh6trA0LNYbIacW4Q4Rwp8+wll3NrAaEQjCgxxXiRAyMOm65Nz0+oOQq9MKGiZ2SxRDNVDFWhaGpsEOHFkm7F4qf33eATc0V6momwCny1M8odTpswSKlNjNDxY5IkY19ZR3RDAsXmU5dVOknEzKzOuYstEkOnG8OkI4hcD8c0ePtto3z0+SVGSypCUYlTiSa25q9NMomlKfTClIKpMd+NmCjq1B0NYzuLSGCkqLHSDTF1lUGQMlY2GCmaaBqYvZDjvQYPjw55oNHADCXh+oCGIRgvGoggJmz5u3osvVrNjYCP/MbFV1t8RAhx4hXLH5ZSfviVBYQQKnASOAT8Zynl8W9PpH/Rrp3hCyHeBWxIKU/+bbaXUn5YSvmAlPKB0dF8pvtbzUbf5w+fn+f3P/Vp3PNPcHqhixeleCl0vZQzKz5jYyNEEpCSoqXRD6BetDCykCyT3D1TRZVbs0MhBA9aF3AdHTI4rAhW3ZgzN5YpVOq0UoXQ1mknKUkmKdk6EYKxIzWq0SYXxV4WA4dBmHByro9lqpiaoG3NUjdgfsFjdqxMqCocszxs06AlR/jIjTrzyjQlS2cQxvgRPFjY4IBoklYs7t9f5/yqtzU+j6ZwYFIgBk1cUeA2s0mgFakYEEQqs9WEtUxSLFpMVW18IRgmGZqaMep1KEiBGngEpTJeGBLGUI6a6IaCGg358vklogR6fspmL6Ltxji6YLZmsb/hkGQZtYLBHqPLPcUetgFhmhLEMFbUqdgmaSaQGWQyo+KozNYc+kFCFGcEEkaVAd9fusF6u8+1lsv+sSK9SLLuR7irfYqG2O1Dayc0v5Grtm8f/uYCUspUSnkvMAM8JIQ4thOB7GaTzluAHxJCzAF/DLxDCPEHwLoQYhJg+35j90LMfafp+RG/8smz/MOPnODPXzzHseg8v7txkNYgQmQZpgojBY3pssIj4gyTJRU/Aj9KCBJI/SGP7NEJkoSXF7oUbY32MKIXghvB7cUNrsWSSEjKBZukMsMD1gaH982gajBdU7l3ymbEEtw5anBqySXUS7TaA0IJ42Wdsq0yUy0wYSbcJi5QjzOMmsnXV10cTbCe6BRDsBzJrBnQdmOszOWhAw0mqwajRowVFrghJafmO1gaSAm1os6FXsgz7gQq0Ek01voRqBpqXOHqksWoo7HYGrI5CJBpzKaAa8OMrj2CrSW84Dp4rS6ZVeWtxSWuBQXcWOWeisddowYlc6uu0aLGwVGHlpfR9VKubngIIVhoBSwMFCaUPpuDGMfQUYXEixIqjkqcJpiGwFBVmm7KxbUB15setqFSNHWOFPrcxgo/WruOOYy4cXkTI8vwpUKxajOvqrt9iO0qKWUXeBr4gZ14/V1L+FLKX5JSzkgp9wHvAZ6UUv4U8FngvdvF3gt8ZpdCzH2H2OwHvP+PTvBbn36SD/7xV1h6eYmpLGDMitlTkvz80YCiKbbO3hWIpGTgx1Qn97MxSKjYCsMYLB16qcpTqxpJAv0wRWaSYZRSUhNKasJ1fwRNEai9kKLXpd9c53PLFuH6eYZBxv7RCnuKCiO2QsPWOaQrXHZtJoqCUUfBVDVmag4vL/V4aVjj5aCBVla5erGNMHQcS6WmmLQdQZIERJrDhBkSCIuvXNykO4zYZ7oklTqZopBkGWkGKtD3E95idXhh0ODFXhlVqBRHp1nwNNzYJ2wUmbvWJYpSun7G8jDj4ESRnq6T6QoHNbhdwqFyE5kE1IsWcQrDMCWMYi63I0xV4JgKYZKx0PHY3zDRVMHhhkBXYG/D5t2TPdrFfTSKBt1hRGuYUDQ1gkiiKwppBm6QMFrQ8PyUKINL6wFxmuIrZeZCgxuuQmCBUbO4Z6zAgdUB/XWX8tot2UtnVAhR3X5sA98LvOr2or+J74ReOt/sV4HvE0JcAb5vezl3C+q02/zC773ID/3mc6wuLuJ2N9HW4Y66huJLEr2GlfQ5P7dGksFiN8A2NcbMmPfcYfFSz6KsJ1i6RsUUFAwF0oxyNmSPMWDMTvGihL11i0MTFkVLQZUx9xUMvDSjmdhoQuBHkjM9m7GSStoesDaUXGhFTJYNCkWd2bLg5V6RQZRRtjX6foChwUJfEmcG+/R1phoZzd6QzAuIdJixLTZSh1U34XpUIYgFjqEyakuWwwJpkm5NHK4pOAaYmsJo0eRiaKJYJQqmwt2HZrnuGmimw7463FOzSDNJtbD1Z60JQFN4c8kgThNuBD4FQ6Ejx/iB0SaaIri3ErNP71AWAaEfg6ISRBnDOEMguG2yRMeLmVL6TBseQ7fPWnfI7fEFgn6bIN3q0dNwNMbLJvWCRiahbGuYusZIxUQCDUfghhmjVYcpK6OuDJBCp9UOWFrqEQlBRQguBrfkD68mgaeEEGeAF4EvSSk/txMVfUckfCnl01LKd20/bkkp3ymlPLx9n//W+hYipeTE5Q0++Sefxvjyr+C3VrB1eHS0z+VmmeVgSMNxSYXCeLyIYRb4L0v7iSKJroCuCUSScPxGG103OFQGW4NBKJktqUw3irhKkZ5W5R+MzPMTe106fsKNVsq6p5KlOrYKJgrHygPurQ6ZdiKGapUgEjzXjDi7EfAjd9bRhcJLfsr3l27gGFuTyPb8BEVVCWPQSXm4scqlbA+xrnCkrjFOxqHNNoE/wK0cZmBNc4/dZKRs0BrElEVIMzKYCxIe3l/kUFVH13W0KKXdGmKOj1Ou1tFVlccuBzyoXWOqonP49v1Uwnn2jhg0Sg7jJQ0EvDzfw2hIHClQhMVGrBB58PGlEZSgQ1So8e7KDX68cZVprUMcJygC7pkpoSB56lILRWYMIsmk7vOGekCilTlW9GhUikjA1ODSus+NTZej5ZCCpbKv4bA5CHCDmIIOtaKFqsCppkZfOqTYHC50OVSy6A8jpscKZEWdwqa324fg605KeUZK+QYp5d1SymNSyn+3U3V9RyT8XK7jRXzwj17gF3/li3z0i88T+D7/vXOAu8x1Zo0Ba2KUd0xFlCerPDWvUxQwVi2gBAN+Yf8S5aJKJreaJ0q2Qex16S1dYnGQEGWSyZKGO+iTeG3eNjLggGgyo/YZbs6RRAkPTqmczfYyjFOeWexRMFQ0z+R8T6dkZFhaRtlQuLMgsWVG3/NZ3HSp9AMeWxojFRp1R2Oz57PSCbB0WJdlRosWRtzlRlvjxFJIzdKYvH+SutbjRitlrhUyF9VYaQ3ZN2bzsD3HZs8kFJKqpfDuY2Uajs5dkyUOGQn3aIvcWOsAkkyx+Fxzkv+PvTePsSy77/s+5+7b29+relXVXdV79/Rs3bNwn5FIkaJEUbQWQ1ASB7KURAqgP+wkMBDHRpAEiGMbtmUpCYxIkSBKoQ1GpixSHEkUORrOwtHsS/dMT3dXL9Vd66u3v3f37eSPGgGGEomjyFKPxP4AB+/ed+/71a2qc34473d+5/vLZ32+9sZNnDig56fMBiFJLrEUCHQIJwXH0h1szydXM2ZlzhHbYCIdNrb2eWKyzDPRCT7ZGdPWU6IMLu/5tComWS7JJKRmjbejJoMIXBOu5ovcv9rCVKFmKZj6wf/x4shAiX0u3B6yUjcoyhIBXNk/KPKihEMqjHnA2Wc7VjG7HlbdZrA5Ix9GnH9s7U52w7/23Om0zLt8B5OXJReubfHLT2xwJcu5L5hxvzPiy+MVyFPSySp2JcBxDkIseyOVjSLFS0rsBZ0rvs1+zSFsnCXeLBEC8qLkxijmZ7oDChSYGNBY5MVbMzBttDLjI60JqRtxtOzxwILKK+EirdBHsRcJtQhPuryW5nR0hY9bCl25Sz/R2AwGzIw2Dy87jFPJlY0AvaqTKQXLDYv+LKEooe4aWKpC34/5324f5pEyoFGNuFw4LK7V6W31mQiThqdCIfhUe4Ci2/zN7ga//U7Ean2Zm70IR4OOq3OkJnj+ps9ny5D1cYHIUwpFY3sSc77rcm2v4ISboamChizYUQwsXUFTFJRJQnPNY/1WjbVsyO2KxXIJQhuxX1Q5V4tYUmec7db50jUTl4iKZqApCkUpKSUoiiCPE7pKRLccUtVcbhUtXrk6RVMPspxGUcJay6Xi32CxGXC5XOX1/ZQSqBhQ1aHjwA8szkkwOOYmfKw54t9uuZztRyQq5BJe3Q/4gTvdMf8ac3eGf5e/dEp/n6dfeI3v/adP8uRvP8WD7QEfEz5BDNf9NsetlCipc6QVcr87ZtlT2BoVzMISU6jMKxbbfk6Uwk6s89xGgGfpZCUEKXz32WUKKdlNPSxd5cYwpG5rRBmc0Yd8a2BzXzVjxQabkP28QkeZU6YBk1SjJlPONW1+qL1PlBTs+pLPdnp0KhaRoTNJBc9vzMkkjOOSs1YfP8rozTPQIMtyJAcZQ0fNOYdaAVXFZbXq8tYLu2RRzGP2BieclL0Qro3hdPI2F24P6CcWb14fs1jVCXPJPMzo1hxkJnnRrLGhHGY3NQjinHFUcKMXsGaGvDStkkiFLJJYhkbVVBkGGY6n8629iF3D4+VwgZ0w44KfcTNtM0gEY+cwP9baoOJvcL/rc7otEAIcW8PWBC1PQVEkXbfkclTjxfQYkzDj3gZ0nIK6Y5IXAkcXXNya0lBjTugDzGRIDniGIM5B1QRJKZBJSKFW6CghH+zkCCTbNQuWPPoLDnuzyZ3unn8lEUK47+W+uw7/Ln9p7E0iyktPED39C9S3n2StbvF22uWVoMuFwORkY8JHmtuIah2jVImGglsDjwftAUsi4pZZQTN1ljSFhp/gVVxOOjHEc3rTFNdQMBXwBzs8kTxEu2Yjy5yGY/DJs4ucbcOWeoipqJHNboJVQVJypC74d/69nFB7nDy6wEot5PBChW/Omsg8oeGayCLn+lRQDXImsxglLnF0hY8vFDTrNXYmCboKpqKSlTCLc8IcAhw28ais1Hgk2uPxU23qx9a4VizSmyX8yKEJP9V6kxV1zCtBh6+Oz2CpCsO0RFU0khIUWeKmOUop2JkfbMCUQtB2NXxMbiUeJ9yIwKzzofNV6tOYW4MYM4P6MOKHlma08Ll31SJMoW5rTAuYFC7ntJtsF1WOOhENPWYUqagiYzRPeGc/YeiX5DGMY8knWz2Wqyo92WBja5tpmKMiOdxyOL5QQSejX3jcSuus523arkaQSpISklzy/adrvF4cBkVlr3Q4wxZ//9GAUpUMgZYc8enl78hF2/eMEGJFCPGIEMJ493xBCPGPgPX38vm7IZ27/IVztTfnyjNfIsngR2rriPoxvn5Jox8VnPCgGEVYusrNfIElNyTci1mIMrYVj0bF4A/2CnzgtJTYUcSNqKCmCsgTUlRCdxk9Fri6IMpgFKT8+H029f0dXtePEqSSF2+M0HKoMaarCta0CKSDoZk0tILLmcHFoEFd7nKlb9EY99j1XNY0E6XIeTo+xhlrxCy18HsZj5yocqmXM8gFs1EfQ20S5qCpEj89UM18ZK1B3L/Jspzy1Ss6p4aCsu4z2eyRtiogTNJI0FmKeM74OF/d9OhQENgqEdBxBEku2Zxm5JbOMSYsdA9xbRTj2RoVU+DHJXuDgM+dNLC3fDC3CawFVrIczVJxXIML/RorXZNeb8zRukE/lgTZgSBbkKuMvRW+OZxyxtzlZuzhKW0M3aQsS9baDqtuzuv7KrcDi7yIuLcbMQ0MPv3AKl96bYdob0aWl7imQZmNuZK4yMQn11w6rsooKlhtujx/Y8yamjDwE1yrwoVhwbOBz/c94HJle8DhtosZD+50d33fIoT4u8A/AK4BphDi54F/Afwa8PB7sXF3hn+XvxBKKfm1L3+D7/+5Z/hXT13jmekKzxZnKFY/yM72TR52+vxo/Tp+OGU3iAhnKTNT8IZfYsxiMlUwcQyCwOFeL2OQODgEdLoNxGKFuIRvbQmuOue5NAQFSVpC29MZlxbXrl6mffQsUaEzmkfszRKkgDgriHPJVLQhHEGe8F32VSxDY1td5pm+wRSNoO7iKjEPV0esGSGPVfZZdgL2w5x5VNKMc6J5jF/OGZQekxSQECSSRc+g4xm8dGPMJNdw8YlRkTWX3JRojmA3dZlnCjgNUqvDYnSNuig41bKRusq0LNgPCoK04COrNsddDaGn7M8ChkHGNEzZGERM4pxzXY2X9lRmnUVujBLUtEDRFbJJgnXIQUYjxkrG9TLD1VNWPEFewmnX55y+ye1RzG5R4VbW4LAYcsKYMA5LDF2h6Rq8te1zUh0wSwWKZrCVWJyrBbx8bQ9FVRiHOUUpWWxVKXSHlcVFOp5DXsK5tTrdmsnOOOKMuouHz2/NT/HcqIImBMO8wsYo5xO1bYwiIqss3+mu+37mp4HTUsoPc6Ax9kvAD0gp/6s/kqP5dtx1+Hf5D4osc37lqUt87ue/SRIFdPSYl26Oeblf8JH0JW5u3GJJnzPOTEpVQzUWeLCW45gqq90Ok5GNUkj6ms7aoss8L7gxzLi/q5B3W1y9NqCSpESuyVFTkPWuYikH2ut5WVI3dc64EaZW8nMvhFwLLVxb5fzhGvMw4WRN8vH6HsJxOfiCq7EVmJxpQlf1eaCdExoKG/OUqq3zTtBgs2gxnPkcaSiMFNjPJa/3QtR5BuOAx1cOBNVqjopraexMU6ZRRqeiMcwcbqZNNFNjqIIbh5yqjeloEVVLozCqFAW8UN5HninsXRszMDTWahbnVzyOtSxuDBIuzlLyuKBd9qkZkgcaKX4sabkGb81MZqXOZm/Iml6gWRpaVtJtWextzdBti2hrlzOegqoqPKK8Q8uI2CoazIwuuuWyFQomseB61iQTB7n0lir41o0JdTWmr3dpu2Cq0Ms9bkU600KjaeucWnQppSSNfMKk4GFxCc9RaDs6T18dMg4SZmnJQGlQJ+a0OWSrqPOb/j3cShzeHAlq+Hz5tsOze8ad7sLvZ+I/SlOXUt4GrkopX/izGLjr8O/y50ZKyW+/ucP/9JVLfP6rz+JN1zmkh6zPVbamBWkOJ2sqDyyZhIqDpdnU9JSv3WrR9wP2chVVgWynz+MnNep1m6qnsjFPmWoK6xymt6+xPw3Y0DViTZDmOfNU0jOWKYoUVREEiaQ39rk0LLnXGPOP1l7GFFB3TC5sjjlkpbw11XlzYqHJDEwbKPlsd4/NaUZdl1zaL1CVjDM1Sa7XuP/kGkIW5FLw1HCZEJWKoTJKYW21ykTUeGtnzjwpMVVBkuZ88GiVR9Ya6KrCSWvKQ94+7arDIIeXYwPXyLG1kjgrmA120DKfH9SepeYqHFnyAEk/TMjzjP2w5MXdGE2WmJnKemCRCcGbQx3HhB85v8zpTgU9D9lNXU4se8gkZTUpULd9jushYZZzz1GPEoUkjbj/xCE+fc8CP7F0m2/uO7wwcbmVNTjjRXTNmJmoU7VUBkFByxJkehUv2uMjtQEtT+PeasSFZJkozbgxirnZD4gzOL7g8WB1zrp6gov7kiiXJDnomkrHhvvlNR6t9MiLkjfGFkJozHKVRLF4O2phuza96K+lls5/KA4JIX7hjxqw8MfOvy13Y/h3+f+FlJLfvbjD//HNG+iayvY4pm4L1prX+ML0JL15yXlnn5OuyYa0OaQNWU9bfIIX8aWCrqqcq0+4Pa2QSdDVCCs1KGa7DPQjRKpCGqScLSTracG8qmIHIXmiUZoqIso5S87zowb3di1uzgXLSx5pmvCxmsbvTw7zjmKw1G0ebPfPJeMkY57BS5M6P9zexbEsSAK+ODlL0yjpzSNmZYWPHq3xdj+nGPt8WQi8WOOhpkmwO2fVsAjTgigtaS2o1Myci/ECuiqYhjmLNYvLPZ9SgqoIGkLgquCZKp85v8Rvv9Pjo40hT40a1Ds6K0bCW3OH0lmho8L2IEB2PH7ovhrdms3mOObxUy1eHCdMDZ040FA00HWVPJX8k9+7xmJVR1NcTDKGg+u06vfAxCI3S0ShsGIY3LhSsOXmGF6Np4eSKNjlkDnje1tzBqLF18cLvJUuEOQFMyxKQNdglko+0E7AnzErm3jJCKsccr+aMxdn8QyVjXHG8ZbOk+tT/l63z8/fOsRDazWu7QdoAtKk4JP1TbAb9IqSY/qIk06N22UNVRUIKfnXkzPUbB3X+M7W0vk2/L0/dv5nFp68O8O/y5+Z1y/f5J98+VV+/hs3aLgqN4YxjqnQrVlcixt8ylnnkJ2SaTYrTkiSltzjjKmFtwikQo6K3j3DdmRgmwUPNkqqqsPM87garTLIJb1ZBq7K0FBp6yp9v6CXWkQC9oOU1DNwbYv/cmWd13olmiYI0xxLgVV1wM+ubbGmjVGG61zamWFbOppTx65UWHEKDMsC3SN0u9yeqdyeCkJs7uuY3OiHVIoRn2vc4kF1E1lkjGSVz7Q2GQQZjbTgVNuBSYyVKawaEzQFFusW87Sg6eiAwFRVFjptBpnNVm/AH2yNyXPJa1OXRSNiZxKiyZKocpw/HNi8Pc9JlAOhtwXXpEwTLA2++NIO1ixBKJcxYAAAIABJREFUV1SqVZejLQ/P0lA1hXZFxzY0unWH3G5xUz3GbbWCW5F0ZEGZp8hihF032UhdFHL82Qw9GfN0fhYrm7AeuNi6YFGO+FDLR6ga59ca3LNUoSihkffZNY/z1tTELQL6mck3opMkuSTMJJ4OUXYguvZb0XnaFZuLW3POdqvUHZ0f++AKaangVKrsZC4TtU3VkKyqfQSCQ02XtmMwDlNuj/5qyCPfCaSUn/+TGvCF92LjrsO/y3siyQv+zYu3+clfep7/4bevkPtDdBWu92JcDaq2gZ6MadmCjp5wzhvi6jrfmizwtw7tcS3rcF8lxJERl5MOl67foqULpr7ChbHOVNU5noWMohyZpLSaFkuuztnDFZaXKziyZEKJqFpoVZs4TNju+VzYN0Eo1B2DwSxmPJvxOzseT086PD+qsylWAJgGCUIIdscx/bDAS/rIaIoabPFx7wbbEVQdF19YaKZKx8wZS4cwLUgVk3+73WRTW+RcHYy1BlNTJVHg3u6QtmNQShgH2UHpv1FCxdKwdUkezfmYd5sPLBT05yl7wH21gq4jsDSF5/ZN3GyLb/Q9TlYdTrZcqrZK05SYhoofp3zu3CKKltNWYtpqyK2Rz2Ce0nJ0XFNjZxJxfW9GkCSoMuM/X7yMrs9oNTLKigqqZDKc0HFVro0VbuUNPlIbMBkN6WcWL49tWkkPVVFYF8fxg4Rbgzk39n0atkKvqJD7I1YdwXriInSLjzXGCEVhFuY0PZ0gzpDAOwPoz1KW6jZX9iYUZUFWCnSnxs1xxooe0NFTthOXHTokWcn2OKBdM+g4Bkfa35EVr94TQojn/r3jX/9jl196LzbuhnTu8qfya89v8O9e2+GIE7OiTehN6yjA1lzSn2fYukAKQZKVDBWLB5SLbBUtKDLqVokbpDw/qvIft66T5iWvJsexypAzzQrTcUJ7WeXVsUuS5EytGfettHlzVHIjSFmqOMyUkvWtGfed6LC165PKnK5tUmYFUZqzo7U5XFUZzBJMQ+d7Fn3G44RaNmRNT3glWSIpJBujgpabY+iCnUhnHMaMaqdYT9Z4cW5z/5LDXpoR+3NUy+GxpZRbg4inZosc8nIeWirZH+eUlkLv9ozV4w1mQ5/fmjRoORFtxyCVkmmYEZfQnyfYukoqVN7oPEimWOxlJZoQhJnkzbHLRpKyosEkc8h1i/GeT6TCj39sgbpzsHgZJSW/89oeR3OV/cxmwZrgS5PS6dD3M4QssA0Fx9CI0oJ5UhCLnLPNCUOxwkK0zyDLGQVNamFBWJQoyQhpVPiu9px+0aZrp6x6GTPhYsw3CcoGRZAxSSSeLvELjR88NKMXp8xTk6ajc3lqMpynSGA4z4jzgwIotgZRVrDeCzBUOLHg8HsX9rjHVjgihtxQFpHJgNKqU4YhhXRwLZ2rexFZUaBqd+egfwr//uaqe//Ytfe0+HH3r3uX/xdZUfK1t/f42S+8xv/+5A2SPOeV7Ywnduqgqjzi9nhUuYKmwPGOjSZAUrCq9Hm4HrAbK3y8vk+WJbiex4eO1lkPLBxCHnWnPFSLyZMZmxi8FDdJVYWjhxsMhi4zmbJdlNQ9k2mc4ToqbkPj1RtDamVOWcBWUqJ0PbSqxQdOdDGiAY6pUZYF6WQbWy3IhEKrUcVRSw41HFabJkKCIgSfbE/YKFt0o3WuzQVvhk1uDUOSwOdcp0CkM/5wVKPTbNDqNFn1oKoVfGTp4PfEVbm1NeXMQoUTyzZBaXGy64IUFFJiKAejbxIV3A518vEmaTjjaNvmswt7xKrFo60QjYOiJrpSctLWeOzBRXpIxolkHOUEacF2UBCVUGtIGmKCrulkWo1xVHDPokvLswjTEs/S0FXBLesUrWaTjVTje81nmGc+QgpWyzm1KOFBP+GqX+Xr+1UuBwYdz+S8ucsiY844ExQhUMuUeXqggYM42DQV+RN6Ex9dxlSiPQy1RFehXTVoV0wajuBYS8ezVBQFqpbgdNdl38+YJzn7mY7tVrk0d3k2PMK5VkEoKjiGwNU16o5KXsCJznvaMPqdyp9W9vA9lUS86/DvAkBRSp57/S1+6pdf4tP//Gl+8Zs3mIQpQkCalyx5ElXAijrhHnvGSsNksaIxjUtqjs7QL9jTDvMvd+/ju5ZKvjI5zk7eoFMMeP3GiJ2iyvWiTU34fG1+DFXR+YA75eElla6l0t+fEnspKAK1kORxxpmqzk4vZlGVpAjqay2OlCWGkLyx62PrCv/suZgfWxkxDmKsPOCBakQvt5ikJp+/tYAfRWwMQhZrFk1PxzNV/nDa5MrcY641KMscUxQUEgyvygW/yoIW8bOfPMXOcEp/FLC4dIhc6PzBjsGnl0bkQUA9DhnevkariBhkNt+4NKLvJ6hCoCoHo89QwBQCYVZJkoR5EBAmGffaM9Qy4ljbwDZN3giajCcx31wfEisqL27F3BhnlFLQqjjYgD2TzKwKiijI8piGo/P2zgxdVfAMhSQribOSVzZ8/vn6Ml27oHTbtFt11qeLbOYW9iRDzQoWVKh7DjW9wI57HNNHJELn1VmborrM0aqg7eroKniGzrXE45vBGrezBt9dG/JjCxvoQpIWB+GbYZDip5JhePANw9YFhRS8sxvQdgxcU+XaTGesdagZBd/vXOadsUIqBWsti1mUMAlSWq7K2zvTOz0U3s/UhRA/LIT40XePf+Td9qNA7b0YuOvwv8ORUvL7F3f54uf/b774/AY9P+ITjT5pUXB7GFJIqKUTxomkLaY09ZhXgjbzMGfVClhtWQz8BEcHUxOs6XOuDxM+s5ZxjzdlbHQZ49BlwjeHbSa5xkao8zvzo3w9W+LNfsYoDpghyKoNXt3JOR5nrFUt+llBu2Wh2iaZlCz626SGzrVxzLyA9V2fz51eYSuxyUrBIXXMC+EK313tsdSp8z2NXWqWimdpXN+fc60fU5SStpGyoRzmH/c+yCvTBpPCwH3XaZ5ZqnIza/Ivv3aNN8IWVdtAOi1q0mdPNnlr5nLucI6FykKryWdaV/m++i0Amp6BZ2iEOSxXDExNkEn4cnCSeaGTxCWZu0zTyBkmOnt+xn4gUdIIq5AUYY5dNThcU9EEXBzkeFrJuUNVLloaibDxYzjZrSMBRdPQVTA0jc1RjKYJDjUM7l1t0nZMfnO7yfqWoC10jEJSmhwoXyYpz+8KrgcOI7XBo5UhH6sNOeGGjMYjhkHK/jRDFrBU0VGBYQCWW+GoG/HE7DgntD5/+6OHObPk8dBqg5qlEecltqGSFVCWJd2awfYk4mTH5Yg5w58O2FUX+OLwKJauEGclvWlKzy/QNQizkk+dXbyj4+F9ztPA54DPvnv8g++2zwLPvBcDd2P436Gkac4vfeUZrk9B2YnoyIyyo9HREm7EDseckHm1ycXNOdtlBUMRnK0M+VSrz/P+ApejOtcTj8IPEECrajFPJZfdoxyqSD7/tuAHVwMMf0KRxVyjjkrJt4IutsgZTUPO1ODNwMR0Far9mL1YZ03TaVsKF0cha22LqiKZTnNMReHF/YQEi5/80DJPXOxz8nCVwdU+jeWMLC1Iqm1SERFIg61+zBEz4Kp3hKs7OboCxxcc9mcxW0aTIpixIyWYLYqooCxLBn7Jld05Vdemsthh68YtHmhJ/vVzV/jx5pgf7oTcKhZ5zLzK1+vnWXngBL9/I0Vp6jRiDVlK/Cyj42icWPQYb85Y8xSu9Ob8yHENbZRRlTnTRMVzLGZjyeG6RfPMR2mGewyjDMdQqRvQsEDXFRAq4WyKnksetUe49pBfH7SIhUbd0bjZD6l7JoWEICoY+QVJPuWydoTzTp9HFob84VshMlcpKyb5POFsmlJtj7AtnaNWyKthl1B4lELhhbHHHBfHEti6zrVBiKMW9HMHI8j4Df0cnzVfI3CP87VXrjOVJhdin+NNA9AY+DlrLY1xKNmZpnQrKhe3ZnQNhc8cyvhnV2Y8Vtvj9dAhL238BBq2QpqXpIXklY274ml/ElLKn/zz2rjr8L/D+JWn1tl+YxtTV7mZDGnLnBEuO3GVhlD5meWLvB50+L39RaxKxlLDZHeckBWwTwvTnCPn0M80ducZCw7kJZiKYOhnBErCzdmM769MuDQ6TJyXVJSUxxciXhnb1EyFX95ucLKas6KPaLljfqt/nAIF3dWx1Jy9foqua/QR5LsJVsukHhTcnFs81Cx49fYQxVC4ujlBRbI6a/J4a0KqWKiyoK+t0FT2mSkV+gEoAjQFoijn3OE6r94coWgGuqWw72c8frzBM9fGCA6Kcu/NEkbTCDSHb+0pnGoZvByusCBzdMei3llhe+4xe3mdBxs+83HAorGKoSpcCmGhofHW3pyqobI1Sni8C7PJlDdnK5y096h7KsfDiIalYuU+L18J2ZI6Xi7p9yPue3SB9b059y7AMzenbEnwXJNRKJh7bZbMCBR4a+pgGRpSSharOqc6Lq9uTsjKEiUv6KcmX4lXQC/oWgYD12TZNbg5jThnxfxefJidWz2abpUwLehUTfxS57sqO7xZHmFzlB4oXlomcZyzZJgspLc5sqCyWG6inHiQr97SmMcp07hksWbS9Exu9gIKYLVpMQ5THBM+2ZpwbRjyw90Bs6LFxR2TrARTB89WSXMFkRQkRXGHR8j7FyHEf/2nXZdS/otvZ+NuSOc7hK99a4Of+Ydf48tPbXB1lnBxMmE5SFjSUj5Yn3HuZMZulBFjsjlXaChjasUYQxYIcVCyrq0GvDkxWVbGJDgs1TT6ISQ57E5iHEPQVnzWKiVp+zQdMSdMS7Yzh/LQh1BlwUtDnU8sRVTqDa4GHl/srRIUKYdrAbpl0NdK1pbrnFn0MGXJWFPYHqW0pgkVqXI9VtkJYHuW4ixWqDQdWt3DaCSo0YCPGFcJ/RELakAv1KjoAk0B09AYxxkv3xzRqBjoXoN9PyEv4Kn1MWeWXCwNjrZcPFMQFTCJYTjP2UsM3Fqdt4Ma4aTHdLCDlY94pDHl6X6FUNhkGJgyQilTRn4C8mDhteKqvD01cTVBWUBQ6Lw6rnJ1WPLo0QZ1Ez7nrbMqIK+ZnD1awVBBKILDbY+PHq+TDEPsccA+Bi9NapyvzjHiGWkB9y5XSHLJLMyI8pKOZzIOCsIMbkwFbjpl2crpxzlpmNIbhzxS3+Zr0yX6oSARGg9qt0m0Gk9seRxxY17wl9mbpjQdhbMLNqs1jUfcMaaZUhYaTmsZRVE4YkfM0+LdGrgFfpiyP0sAaFU0diYxLVdHF4K2Mud7OnM+417FKQNQNXQdHE1lGuaEaUmcStK8vMMj5X1N5du0b8sdc/hCiMNCiKeEEO8IId4WQvydd99vCiG+LoRYf/e1caee8a86cZrx3//Ct/jd33yK33z2Jr6t0jAVAlROm/uUtkVHJvR3BKMtwao5J8lyPtHYQ1cEW9MCNRiwYGY80Mop3A43ApOd2Oa+aoiBZKmiUrcEaSlZ0WYITQXdwhldZXGhw1pF8kgHfv35a6i6SWLUGYSC37mW0FAj1jzJp9ojVAFlMqbrKlychIzCnL1JQtNVGeUlR481qSMxxMHPsjVIyoKpgJ2L+/RTi82iyV5qoeQlQ6oc8qDLgOWGyyTMOdKyqNgaAz9FCImmCjxLYOkHC4y2ofHq7Sm6Aq6p4OnQqaiUSEYRhFikWpVR6XHGnXIhrKPrKm0j5x8cW+fNsYVjWVTzGaMwp+Ua3LtUo2nBw/UxP7QyIlRd1tjGNO0DQTfdZktfJZ7FTOYZs1nGm1sBx1o2T14ZoysKaBpDzyKYJSx5gi0fWgsLHKpbXO35TKOMmqVxeXdGUZS4JtimznJd44MdwauJTV9RmRoqSV6SVw/zUCeFIiZHY9HT+JT1NoYK/cTEsjRsHfy05EY/QovH3CzqPFbJOdHx+FtPt3l1qHF89CxVU6VqKEgp2Q8z8rKg5enszw7y83emCaecOc3OMq+PdGpKyn6s8OBKBUNV8SyVrJScr0w41YLjC3ezdP4UhlLK//FPau/FwJ2c4efAfyOlvAf4EPCzQoizwH8LPCmlPAk8+e75Xd4jAz/hhTe3+V+/fpUf+qff4IoseOItH3sSIOIMv4BWlGK3TmB26mxENQ43YvqaRrPS5ryxw4fqcxbNDOwqmV1nFhe8vgeXNuc4pc+JBqwnVfK8oOcXLNRdpIRmMaQ/y/CjjJ1QY2PgY2ZTZrmG0B1eH2o00wGWqfDBdkZWW8VXHWSRI1WLv7E44HvbQ84ZM/IoZcHSIQE5Sni2NyUxM1pJhFFKCgSeJhgNI8ZJTrUw+b7WHqbrkQoNs9phKCvsJxamLrA1uLoXcX61ga4oVEydIJa4hk63alGUMItybA16gcS1VJYbNqeWajy61mB9DGttl7Yyoy1mzJOCN0age00+1ehxfZTgknC/N8NXK9QtlVmY0nJ1mnKEXUYkueC7qn1Uw+DlqUfFVCELOX/yBJ1S5dTROmmcsDsJuNybA5LeLCKWJZ6EXWORNcOnKiIu7oaMw4TFikHL1ZgnOYZ24NBVRSBLmOQmN+Y2eik5vexQdw3qCxWu9RQujXWOWVNmqeBK3uVmsUjN1pFWhWGQ06k6VC2VWIJRRHywNuf6tM9bI4VmIbiSr6AbCqauomgHcghVQ8VQIJMSV4eiKLB1jdxZ4FB0iY8f0hGyoGoIBmFGmpf05imKhE1fJVMtrve+82ra/hn4qT+vgTvm8KWUu1LK1949ngPvACvA3wA+/+5tn+dABvQu34bdacx/8auv8A+/9Aa/8dwbPP3CLdRSYzTLSHDIMoGXA7Lkww8u8fJuxu5uiE1CUJpYicorN2O+MV3k/xzcy8cqu+wGJeeaCcK0mKUlJ2oJseqxNS/ZjzViqVJzVK7s+cQF3F/PWGw1eNVvMChdKsWEh9sZaRrzgU5Ohs5KRcHI58h0ziPqOn+7eoGJs8rt2OSK7/DswKUwqyxZGm9NU0IJVVODUuUezedGDIauUrE11hoGrqURWirKzKeXuQyKOpeKFZSwTyXaoRerXN32QXCwsJkUeJbGes/nZNfB1AQDP6UoYaFioqoKLVugKAq7k4hrvTlfubBPUcLlvRm/Oz6ELQoebWV8/J4lOhWDfpBxmB6f7k4Zagu0bUiSAsvU2JtHXAk8UjQsAj6sXqBazDleKdjan3DYmPOrT16m0VERAhJNp47Cgq3xQMfg7csjzlHQ9RTWKhZf3zG5lnYwKw0sXeWd3YDTiy7zDPyoIMpKklTipzlxKTDLgoeONRHjmNEwIJqETGSKokgeOtpBOh2atmCtafODrW0yFOYZbE9CDjccDtc1bhVNtooGpbNEU1dYFjEv7bsYlBR5QVkWOKbGLClICsHIz0kKQCjM4pxkPqQjpmiTd7gSWnQ8nWmYUndNdFWQFTAsPdJCEuV3Y/h/kbwvYvhCiCPAeeBFYPGPtJ3ffV34Ez7z00KIV4QQr/T7/b+sR31fUZSSl28M+Lnfv8p/96ULXNqdcXk3YGcuSTSVBUtlqWMw1Uuank5XlBwr4fk3d2k4BpnikeZ1NvwqfSSG5fDF8T3sz0MiTCpqznAWU7NMTlRK1mOPquPQ1lJOan0cW+do20UF7l9yeXK8wK1ZwaP2LlVT8KCxzWvRAqFaRfN3+YFjMMHjjajL7djltDHlq7PD7O8PqKopj3ubbIwTLk0DJkHGEUdj4mcMpOQeY0w2Ab3Mud0PWG24vHzLp+LqCKGwldU5InbRVckHjJuo/j66UhBKlZqn0/JMziw5rPfm2LpKxdJI0oIwK/DjAkMDhKBbtUAIikIepBfKA51911LRVIVTixUCzWMrsXjl8j57w4hf2L2fZ5JTdMWQI/E6eQmLDZvFisFbmzPOeHNuxFV+fGWCIgt2tS5/s3WbRTNluWqCqDOPFDb3p/zw/TUePVLjzfU5T1+dcXVW4B1polkufpnQMXI6+pxJJKlYOoYmeGt7jqGArguEIlmomzRsg//kjMIbvkU0j3mjkFBKIlXlxOEWDRHz1K7BwE/5jesaYTDl0kiyM0lZqOqUJazvz5mFObbjoBcp/fGQsQ87UxC6QpqVLKkTwjhnHue0PIMkK2m5CnVbZRrlHNGnpEVJVQOJhS8sPtfZ46G1Jv15TCElnapOnEnCKGOxat7pYfV+5gEhxOz/o82FELP3YuCOZ+kIITzgS8DflVLOhHhv8qhSyl8EfhHgkUceeU+7zP66cH1/zhdevM0fXhuhqwrdms7Vno+tKTzWmnKlb6Ckc3TF5JAyJkShiAwUKanXdW7nOf4kwa1pLJcFq52AvNekF+acVOG5wSE62jWqBlwIG6zVJI08Yq+soKdjvuyv0aw4TEYZk3lMw9NIs5LN2OMn7tX4rasmRjLm5JLgN3YNjDzkkDcCXJ6Lj/AD7WsEYYKT9XDLZR7rhnxhz2U3sVi2UhBz5onHPCvQSzikKWhSoae6VKomIhUMZiEVS2XkJ8QlxCU8GxxlKZtx3ptz2W8zUdtI3aZMc6aBIMkKOhWLi9s+x1oWt8YxLU9HCHhgtcrWMCZME+aRxE8OSu0pQqFhqVRthd4k43rf58jJhEuzhDqQb4xQO1VuZgqbSh1bjzihDHh60KZZMUgKSK0OHaPPzjxhM+9SpIJ36h9mis8L+xmTDPZLSa2cszP2qLcFR5dM5pHk/GGHq+tT7q30aNkmSVXhye06ql0Q+yVJJlFVFdsoyXKJlIJ5XNCtmvzKxYTTQUpd93gwzIkUiFQF2b9OUTFYsVNuTRQ2iyZPz1zmiolu6ijyoCC8a2rUHZPJLOCoq/KBrmDnZs5tcbCrd1NdI0oFcQauJcjyAkXAastjYxCQ5lBbWqJd9PCVKvvxHEV3ePZ2wvO9LYrcoFRhf57hGgJd12nY+h0dW+9zLkopz/95DNzRGb4QQufA2X9BSvmb777dE0IsvXt9Cdi/U8/3fqIoJS/c6POz/9dr/J1/8wZPXeqhKLA3TXj9tk9ZwrGWQWlUCHSbE06N0HBozgt2UgO9YmAYOtthio+C5qpEQck+FfZ9D18R6EHKeLdkTVeIVZv/aGXAvU2IkpQXJhUWGjW+Pl+jo6VEUUwpC04tV6GE3XnMg+6U19c3SdGZKU32EpNRqDKNc/Zki391vY0/n/FBbYMfW9imp6zgipQXgy7SqvLF6T20tIhNWed+K6ZrG6hFxHF28aYqh0VOPikIJGxNU6qWwumug1XXaXUcRrsmpb7EvKywn2qUwT5ZlhPnEklJkEu2xzGeKdiaxKjiQAcGAdvDkN1pSt+XdCoaFCBLqDkGNUfD1nUMXSUvJS9Oq7xenGbBT0i7LsM4ZzKG73evYpJwrFLwo+fa7E1SZAnnuYKmwR+UD3Mh7jAqK1ze82nUPD7cSmnFGXaQ0dVilHmPN7cjrFzSrOq8uBMT6zmzWHA1qWA5FR5oF3zgaJskP5A/METJNIaqpeOYKkVREKcFJ7sVHj+n8FacEeY5tgJ2nDEtG4iyZDqboytgGxo3Y5NAWghK0rzEM1QMTUVTBQi4NYev3qoyKmckAsIk54V5k15hY2owjyRBXNCt6iR5iWNoWDroRco40fF0wYA6Mk84UgNPU3EsQcNWERKaFRM/ydidJnd6qP215k5m6Qjgl4F3/lj+6FeAn3j3+CeAL/9lP9v7CSklT1zY4ad/9WWevNRnfd/HMRRKCX50oM7YsAWKgOlwyI3eBFEUXPFTjpRDXvQ92mZG4CdkAlqWhlc3OVJzUGyNri7Z9Q3sJKOSF7RbNk5ZIEswlJw1pc9j9QEfXnN4e2vAKBK8E9YIFJeVhs1gv0/DM7i/EhBFEWnrDCcMhaNJRpkJTrs6j7cC+oVH2yyYZoKXplWUMiOOZhQoHLEDRFnS8mySUmMuqvxeZLDsJzzSFOwVTVRUdhWXdkWnYoAiYS/IeXU7RJSCMEpxFJXnxxb9VGOpWWdsLFKxTXRNwTUNPE3heMdhteFQdzRECU1PQxUHTs3VoeUpRNnBDFdR4NzhKjVLY3scoSqStmci8pQ1IyMTCvEsZwmIA415bmGpChf8Ki9eH+CZUACLTkndULHnm7w8qfDKUKGW7RPMJnzhZoNcCk5W4P4jDq7tos4zLo4zTCFBV6hWJTeKFo/ZN1jJb3M7UHn55pAoO9Cs74cldQOysqRTOQhxzZICP874xnaFW2FGZ7XBWMJM19iv2cxziV0eOFeFgqMLdRYqJrOkIMokD63V8ZMCPyn5UBc8S+OU7NHwuhw91aYiBUeqJYcaBie6VWxLcGzB5f5DTeqOwSTOiTLYmYTsZhah4rJjHiEUDoPCwbBMdE3DNDSEArMoI8lKHPOOBx3ez/zGe7lJCPH3/6Rrd3KG/1HgPwU+IYR44932GeAfA58SQqwDn3r3/DuO3WnE//zVS/xnv/oy/8sTl+lNI37/7R66Irg1SBACwgwONy0WajZLNZOhcCmNCot5xAkSNAzu1XMi1eOKrrFfNZglBVtxzv7mFDPOuJkpXBE6ie2S6gq2CmkBT/Xa2KTc9DXe9OsM5hlnVxc4uuAQlQq9WcHmMKJbNbmvlnPa6HO/02cwT8hvTTFKwddH93BxlvFOVOHeeopUVCa5xU5RYyMyeMlfYNnK+dqgw8PmFkvanOWmR4TCB5Z9eoZKWeZoicL1WUpTFdTDnNNVD8/WWWt53LdkU3cU8gJOVy3cYchMamxOYvQ8ZhwVVEyFYZARFZLLvTnb05j9eY6mCYSE012PeXyQ+TMLSwxdRQpYqhq8dGPEej9AEZI4K5lGKaedKTc2puxLAdr/w96bx9qWZ/V9n99vz9OZ7jn33Pm+9+rN9WqurqpuqicwDQ3qQLcDJsTBESaDiJUgnCiTIzkhMbKdRFEQSowIMRHBOGFIGtPQ0N30QHVXV9f4ql69+b47z2c+ex5++eMWCEdU8bqxA6HqI23p7HP3/p11tu7+7XV+a63vEkxNSSbhxcMmo8rcNjKOAAAgAElEQVRi3hP0Mo35hoMGvDZtsp2abGQBheHzsHXAS8MA26thaJCnBeuh4LXjJrWFJQ5kgRKwPSn5UDNhwZB0XMHzwzksXfJDH7hAzTOZr5uYmmTO18mUoFuzmKYKQ5MoFIeTDMuuWCgLqmFMLS0pdIkZH3DaihlZHfIS9qaKOwdThnFGUYKrC17aHFFWFWVZ8LltOGumCG2ehphy99Y+mVmwezxiPl3n7lFIlismacnV3TG3DsZcmnOZCwyemEn4/u4hB8fHvC9/DVMKfv+wxrI4YhTmHE5SXFMjL2A2MCmr9/Lw3w6l1N+7z0N/4O3+8LaPUyHE4/cxcK6Uev0+jfjnUEr9AW8v6fkd38qY/38nLUp+8bl7/PLzm1i6jq4ppmnJ+a7HqzshOhBlOTVHo+0ZDJKCg3GCFBLXkmgSPtw45GuZSVub4SCM6PiSWdtlNpzSH6bIwGJxmnBpucH+IGY8TDnddehnJV0pKdIKsyhZcCqeT1e4FurU9QxLRqQY7A0jsgJWug4gaGgDmtEmH2wOEFXF7+4UeLrGRlLwqbkdDpMuh5WPKkYs6BMq3cIPAnraLE/UxvzOYIkfm9/gZ9aX+OTsOrePXWZ8iz84bHJqsc71jSlPNPsciCZpVpLqkihMCUyND51v879+ZR3Pkgigali0RymeyEl0gy8MZzF1ha6ZtDxBlBbUbIMwLfHMk+WaaZyz3Y9I85Ju3aSoIIwzNAmBbVIohVAnD9eapVHzdDK9zVzgMMkFiYDdouJMw+KvLW5ypHWQVs61/Zi8WiQwwdIkQTZgpBYoi4LQbvMBD17dP0RLDRp5yWHNZj+KeOnr93jifI1v3MvJrBgjDlkK5inTNZ6ciRkXFv/LlzeIc2g4koZnMI5LJIpJUjKKMtJCkVfwQ4vHXND3+Yp7nm6nRpYOyS2N2cYMaTXmKX2HNW2JunHSmnGvLPnY5Q4398eEccY4Vrh6yVLTQ5N7bE41HgwGeF6TndJAIWj6LvmwPMl2miRMMuj6Gtd2J0wyuGXP8NxA8dEH1kmEgx+NaWgGm2mDpqcBgppjsn4UcartMEmKP9+b8C8HbxsIfaffT18CvvFOJwOngVPfmk3v8YfsDRNuH4z5x8+tc+dwipSCcVIwW7eJJyVxXtBwNGqWxs4ww5SKzUHCQt1iHBUUVYWkYpJC/YEajbEGIaik4ljYHMYx80JgWAb9+GQp4rmjiEcqRaJBNUjw44Kpb9F2DfRYYHo2Z9jgtO5R6y7hVFPWI8VDS3VuH0xRSpAUFR9s7PGscQPcJj/6xoOUowSSFNM1WZ6doVXYPGJtcy1sYJPxsYeWeeV2zJ6s84ibkWQJX+zXWZ0xeDFeJYknmE2Ja0uubgyYMwRrkYXTMBmMcy5WFb8b5zSF4vfePCYtodfPMCX8/v6UGak4iDVuRh4rdszNic1c7UT2QSgIk5wKga5JhmGKlIJUAQoOhhlSQmALLB3e2Jvy2HKAZ2usNl1e353gWZJB7Qw3EsVZx+DNpGLOEBwPU67mPlnXxK4qhlqTvaMIW+SsaMccW4v0U41LbY21KKB0JOetA+7ms5x+cpGFacY4GhA4Jq/d2WfZt1jfLlg97/DVjRwVdmhZ2xyJgJZjgA9hUhDnJUVZsDrjMUlydF1SViVFBTfjgCPNQrcNNu/1CfOSqaUxG/UYWTV+c6fFQ/Mun3xyhde3h9w7nvLyxgCpwXJwck3KZMqgyNmSGo8+vMj2mwM+2u3zyyOP7+32+MmtB3lgzuTe0UmQ1tNBVRWVgotdh5YRc07rsV50eNa4xafVeR6ZU5TM8dq1BE0DS5cICRtHU2qe/ed9O/5l4G2TWN5pwv+GUurb32lUIcQXvmWT3oPeNOHnvrjGZ68fEFg63ZpN3dHRNA3f0tk4DgG4dZjSsAVlpXG67XAwjmk6Opv9FNcEW0qWmi4bg5jNQc7+vk5mVVg1yapMyCtJoyi5WjqUhsCJcpZzwbojsTWTRlkynA84O80ID8YkqWKaQdnR2RZtFsKYhhlSlDbX9sZkueLsnM4oLCjKlB3l8pO3Huas2Sc2HCpdZ7lmc227x1Hh4Wk+j9s7GNqE39zocHNSx+q4rKcJf629xYvTKc9NJS0z4bY9TzEKueBBVVZsK5uHmwZ3p7AuNbK8YG6cEkUGQymxjRPvWwg4NRfwtJI8l8CHa3f5THSRlquzNUg51/G5tjelaemUqiLOSnRdYEhJUZYYusC1NGxDZxRlCBRPn6rx5t4EKSXrx/FbueWC/Og2P3La4xcPTkNRMUxLWqXieHGVfjjizWGHmuvQi+KTXrlal9v7AtPU2DkeoKuSXPis+EvUNId0c8jEt2jPOqwuNxD9Ght3+vh2H6OX0JGzLK/EOKJiGo0YpgGWFCw0HBxdMg5Tbh2EaBI8U9KumYyiHMu0+Kh3h/9t5yyGJmgUApWXPDST8aT8Gi/2P0Jcwhdu7PP1tSGBrdELS3TgKWOXlW6Da2OXaDphthnw2zcO+bieY+RjHvEDvtF3ebJT8IWtnDRXLDVtQLHWS3F06E1TzpnbvJa10TXBs82Mjzf3uJrMcmtzF09vYdsmgaNTc3SqsqKfvLek8y+Ab97D/9Mm+/s95j3+eeKs4Of/4B7TOOPmfsTWIKSqoOlarPdiOq5B4OoMwhQpoG4LKqVQSiFQ7AxidClougZFVdCLACoCR8caK3YHEfVaALkkEzqFZbOcwaTK+OCiz/V+QqgkUc0gSEp82+CoEOS6ZF8DK1IYBhS6xvawwNQkh1FFRzeJi5IoVbQcjYNRxmm/5DtmxmxEAafsKXeTGc4l5UlAdRiTlR2sKOLy+RFrYYDVvMxyFDNxwNVK+rnP57VnuTqO6VgxplDUCoGMMoJScGWuzryrk/beQNcDhGixumTQezPj9FKNm3nJNCnQBBQlDAcRX6qgDBxU4xThVMOQgnOzDq9tTWj7GrahYZkGh6OEKK9wXUlWKmq2YJyUTJICpaBu69w6DLE0SMuKfqZ432rAzjAF0yUdn2ImKyhaNlmcU5Qxjtrl8U6LjSONuaDkYAqPPrBEGO5gyQm61KlVFW7Q5Lm9MamV4sUFR5pOO9AxGgFFPMEax/zbVw64PvI4OizRo5DVmWPm9SHPl09QljBMFUkZcdqcotCxTZuub3N5scbL6wNm6zYkO7xUzjArTrJm0iRHDwwuNgTTsU3LEQymCduDCN/USbOC87MOOoq9ss53BTH7sYlRq7HgKa4dmLwad3nW9zlMdMZWwG/dLZmvG2ymBXGWsTupWG6YKCVoOBpryRyrNYWnYpAGRdTnVrhAjEslBXFRkI5KkqJkrmYzDLM/71v0LwNvG9y9r5C4EGIRWP3jxyul7kt/+T1OuHc44tVXX+JXbkm2JhUSyEuwDUFRKK7vTZkNNCZZwSTLMaQgK2GhabPdjxEKDtKcHHClYm8UUymYNVPCQvL6zogkV0y7Z1CDHm3LYah7WGnJ1nRMtzQ4nBa0ogLdMfjoxS6f/sYuVgPyUKIbGlvjlHMCSl0yb5YcmItMhzl5CVtujcCq0IXBUZhTIojSLb5QKDS/TmK1iDKdvsyZEyVOzWKQQeJ4/O4R/EDrDpMsY0lXlO4M+4nPs86Ijf2C7XiB/dJgxY4RexNWDcneoMLULbb3cl7SlllqmJwTIelQoJopz2+NaQTGSQ64CaMcdgvF7CjHMRyi4y1MztGflkySHEOX7E1KFuqCnaOCsoQKqNRJkHKcVESZ4vyswyirUFWFKkssU8ezNZpOxY39CQsNh1dHTZIwpYoF8x2dI6U4ShyGqUu1O+CsnfJE3ebLGw1u3L7Dj69s8NPjyzy+kDPDkEwIvr0W4TsW13OfIMnZ2BzTj0se6zhcXFD85t4so/2IsyLnkxc13kiaXEvm2Ys0lps2YV4RJTmBUeGIEst3GCQFn339kLPzHisNi1c2Z6hESOYL0C22ctCSjFcGNouFyemmxv7hkDOu4kZcp1AQ5SVz5RFrkclrumIv1nBdhxf3Dskzm8I1qIKKT80MSAtouZLDccHDzYIoSahbPuO44GzXY6sf0iBHyyL8GY8JNkPhciOu8anlMf/noM1r21McHTxbMkxybPP+6nDejQghWsDfAnY5yXD8z4D3c6JS8PeUUgN45+Dun5qlI4T4+8BzwN8B/qO3tv/wz2r8u4mf/e1X+bnPvsbc8FUOJym+ZXBqxqFmSxbqFroEQ4NxWpKVimFU0ItyXEMwTktmPJOwBFOHMzM2ZQma1FioO3hk1LQCpRQPLQXMqkMsIlJHx9QEhZR0uw5WYBPEGVGcsFyVvHg0ZcaS3B3l2P0INBibGpZ3EhCO6w67o5i6Y7LQtImykvVBxtE0Z7XlkBclS3WXV5Il/ru7p7h2rOHrknaU4OgaVaoYZAWTCpaNIc12F19F/NLBMvdih/P2gI80Dkg1iZWWeInOVtJA+Db7pk6qazTSipWs4KJdsGKO2E8NLs4OeWRR54m2ZDlwCBTkFTQcjWkGsa8hJiEPOj3yt+J/DddACsVczUATkqZrEjiSmg1t3yTOS2YDA8eEm4cx0zil6RhkuWIY5tTjHY7GIQ+0XS7ZA3pJgfAthg2b4TRlPEkRSUkjiRlXPk97Pb544ODoIE2XXwsf4wMLiu3emG9M2twYaLyQLdHve8yOU44rha5L/taFmLV+zK+uCZbi2wi7IHJNYr3kGWsb4gGJkuyOEpRS2JaB3VlluVNjo58gAF2HnX7Cc3f7DEJFWLnMOw5nnJIVBc90DdxiSMPWuZDeZMXN+J7GOp/s7BGYQFXi6oJnvV3eTNtoRYKW9LibeoxFxUApjmSLh+Vdbo0NRFHw753v8YngBg8EBY5poqi4ujlhGFXkZpMXww531TyqTHhlYKCKgjf7gvOzHjVbw5DQrTm871QDeZ+Fl+9SfomTvrZPAL8PzAF/H4iBf3w/A9yPh//9wAWl1HsVEd8CcVZgbn2V7+1oLMiMT3T7fG7igoJKCCxDo1uzOdXxWTueMk1OGkIHtqCoFGVZcjgt8Q3o1h3CrORM22Wc5ownY97vHbNrrrIRG0RJSep26Ks+H/NC1iYu95IRy3pA0ImJNnXOtnxumZKNcYwUCt8UzLYchkiWpYapC7Kiosgz5syckWOyfhyRFhWBIUhyxTAu0IVirtji1XyOj60kfGb7RJt97FqIrGSaJghd8lDrgIae8dKxj1HWeGRG8PKxzv605AVrgetxgws1g7wfc5TmBEJgA6JUUDfRw5jZLOLOyMIWMb1JxigPeGw+5vd2LE7XTQZRxkApuoGG0c8Zaxq5sJhmFVI7WaNX8JbSJnz0YpuN44jDSUJSKBCCw2nOUusk8FmUJRuDiNNewo8s7CLHu9RtxT84eoa7ps0pO2R7ryKzFKZrYSuBOUmJ6j62qmPpRxwfjHh/oAhzxVP6iBeHNRZkxctFi5ph8Kjc4+W4w8NViis1rlfwT98MKYXFxa7HP7t9jg/P7LAeNzkX97kdz3IkWxRCJ81P5JAtTXBju88TrZhFz6WXFdQcg/PdgLXjKYd5RqbgOFHIdMooEuxv65w/u8gf7E6ZnVvilb2CvmxxiXvYZUSYm+zokm3meaR+xItpg5mizzSzmZUKrwi5E3Z4Uz/NZweLtO2Cs/ltFubqcHTE10ZNzrY94kKR5AVRluObOluHA+xLDShaNDWHW72cggkfPj/D77xxyL2jkHuHIae77p/3LfsXmQWl1Pe8VcO0rZT6yFvvf0UI8er9DHA/E/4aYADvTfjfAromseod/ovrHp9swZfTLpoUOJaOFubsDBPavsXV7QG9sKQCXB3STGEaguPpSRDNswy2+zGn2i5xUXBhrsZCesSP1Db53LjgnDD59PEKthIEusurQ4NxFJFXBlfjnAczIMpI4gxhmJiqYmJoDJRGZEs+tNLg9u4I05SM4pIboceHuhHfOJjimhpRColQzPgmYVqSZjmPrMzwlbUZfn+vpFBwOE6po0gNDVFWXGy7XPAmmKbkVuGSJoJbhckggw/NjfjioEukBTTSgn5UcLphIeKcSVIx9XUOioqH5mr4lcKoG5ydtbm9GdM2Rlzft3i0ldMfmgzTklMzFjcnKZlp8DFV8o1kAVOCLmAUVdiGIOckDvLlm0foUlL3NG7sRmQKbO2k9iFMKgJbsNRweSjI+VLP42/PTtCBi/aAqdbklJ0TZTkt3+VWBVpa4lkaThVyULq8Nrb54bldbscurlWRaD5BrcFyvkEZzPJAdpOma9K2NN4oW8iiws8KsjgmIuPLmxXfvzrlYOLz2sTmerJMolmU5UmTEQ3JjaOINFcsOCnTacigrDFNC4oq54Wwj6nB0+2Yo0HFspczHNp4FjzW8uklKcOyyc31MTXd4MxcgFud4ZyMeNq6ybNLOltyjt/aabES91FZgSsVaIqJ7uNND/m58RJX6hEVGk+2cm5MQzxlctk44KXdWVZmLA5HGSWgVInm23z2IOCNqc4HlxLeHDrcPozIOcnQyUv48Y+c4pdf2DmJV73n6f9JyLfk4gPAF0KcUkqtCyFmAPN+BninPPyf4SS9JwJeFUJ8nj826Sul/v0/k+nvEjQpWIsMHNPmgDZtW3FnVCCBpChpuQYH45TFusUojlis6RxMCpZnXJIsIy8Lao6OpgkCRyctK850ary+M6JtD6kaLu+zd3hDzeDJhPWphycVZ1RExzboFyOemZ3hd3YFc27BQlZCnjOrCVLHpOREQfKzL+6iNI2ua0CZMudUHIk6LU8xTipM4+S7RFnBA7WKD1obfGanw90R+KaJKWE2zvFOzWAcTnBsyTAt+d/3zvBvnt7ktNanEjE3pvMEekWUlVSqIEgL0knKXMdmNMpwPJ2RIxl4Ot7ehJcqhedanOm0ePnOGqtBRiGbDKIQp3eMOWmyMs3ZBi6carC9MSYaxnhdH6qcRFq0PI2DaUlZ5hQKTA0MCXvDk3/wmgGFAirFjKsxyUp2BxEfn0n5YG2TL4RnKIqCcw0NI7rNbx8sMGNqvDDKsFwNV8BICK73F/iA2yNYneHqvsHLUZe/XnuFK7OK/3F/CadIOS0OaXbmGGUVR3dN5lRF5JtEeQKiZBSGfK8f8eUNB7fu020otiYCJRRVBTvDhJZj4Ggntm/FNk4Vk8sS09AQ1UnQvOaabIcVDwbHuMEpcqsg3E843J/Qk4quJRk2fBwNru+GpHHED89v8rh9zEu7de5Gh7TZZ6Vh88bE4cNdnePjHoU3x+FYoIqY17MaPzF3lfXYZtFMuD42iZ1ZnPTk4R+4BvuTnKYl0KRg1HmK3mibiTA41zJpdXxGmeTp1QY3j6b80xd3WW2/5+G/Az8N3Hjr9Y8CPy+EUMBl4L+6nwHeaQ3/ReAlTqQOfgr46lv7f7i9x30gheDBjsOFhRpWOeGSWqfMK6QQSCDNSoSEnVFCw9VAaniOzqm2i6WfNIQO0wJVVdRtnbSo2BuGREnOuSb83dvLqLLke+tbXPbHeIbOrBzSaczQm5Y0Cp3rkxhlCZpNh1GhSF0DzdRp1x3SAqxCoZcluoC1UUKYl0QFMDlgGBZYGpztOOjyJMi5xCGvRC0eaeW0NIGa5LQ9A6Vr9PoRuiEJpwVxVnK2XXIvqfNXg9ucsVMeVHeoyZDKrqEHHZr9GMPSyDJYXm2Q6RpFVWKPUuZ9G0erIEp48eYxfdniuV6NN2If17HJiVjTILQkPUNjFOUYumBkatwZCFzXpRMYpMVJoVXL02h4BrN1G8PUcUw4O+twetYnKSArFTkVqjpp9v21Y4t/Nljh69ESnxstU6iKhgXPNodUnsUlqWh5JllRsVJ3eKQt6ecF0dE2N+MaV5xjOlbGp3cDhpWP05pF1zWGgzErcsR1t0YpBfo0RfNdfL+LW5p8vedSaoqPeHcR2QTP0TGlYrZm0nJNDqc5GuCbgq6vcUCdumPQcA3yHCzjpHH7g+2cc1aCnVfkh0dsxwVlzWJlrqJmFMwfR1jxhFPhmHFi8oXBElejFpZtMfDOEOgZ9aKPXWbcGlTcSVuIMuU4NxiKGt26TWg0+HRvkX+4fY5pqWPnI87PBSy1HKK0wBCQFoq2WXFw5zVElXI0jpBxj439IQfjjPXjIb3pST3J7ih+z7t/G5RS/wRYABaVUr8GfDfwnwJPKqX+0f2M8U4T/rcBY+DXlVK/+P/e/qzGv5sI4l10VXDBi3jIG+K7kmGUUeSKqiypKpimFXM1hygvyfKKL986Zn+ac2bWpeXpTJOCo2mGJgR3j2KUgjMBnHdDRrJGVkk+0Ohh6JJEGVw7DqlaOtqMycfP+vwHF/oclmOMUw38uk1m6QyTnFZRUJUVkaFRSUli6hS5Ymk65mP+JrqEKK3YG+fEmaJRDrgZ2vyrc0fc2ulR900aloYTZ0zSnCIpWS8qqo5HHqZsHxg8VeuhVMGpWkV9boVKwdWxT4zF02dn2EsKhKlx/d6Q+DimzCq6HQ+/KDAqiZSCOV0i8hBfg2Tc49ZY4rgVRjBCFwLL1RlEOWbNAk3nu+qbdHzjRBs+BVNKFlseYZSzN0hIswJD0ziOMvLipCdsy9NpWZL3+/vUDUVQ9HlpVOO4sMisJrd6JZaKeLHnMpnEnLUNtHHMqZrD7iDmJjVeEau0ZhY5b2s4hc5eEfCkvs4T6RrjacIpc4CuEvphwjnXpOtp5G2XraJkb6D4vg+dYW62AGXz8zunuRvXqFSJJiVRWtLyDQJX48pSncdOzWAYgprnUAK7g4TZmoEuIMsqvnJg86Zoczia0PE0zlqCxkLA0VHFgn3AqSCia2pMyPjw2YC6jNmVi/wfO7Ok42NaRkHbzCmsOoeJxHcdqizmE4/M4Zg6nXKfy8Yhui7Yj3XGlcVTwTF3j0KSrELTBE+faYKE0vIREh7zR7w88Plsr8W8PsaQFQcTsHTIy5KjcUb1nrzC26KUKpVSxVuvC2AA/E0hxBv3c/47Tfi/ADwCfEYI8XkhxH8shHjkz2zxu5DPpA/yym7Kc9kDXHCG9KYVSa6QGpTiRN3QM6E/TRmHBZ6hnXjSDRtTwP6wIHlLKGtvmNLydVwJbx5GvFEscKta4JZYZTd1cA3BvdjlymxMfTyhY1f8o6sRvUnEv7O8zn6ZspYVNHXJYFqQWTrfeWWGmZpFAHQ0uDTjMLTrVKri/Z0Ky+CP8tPff3GZT83t8ZhzwH5Wxz6IeXqlxmScYQqY6ziYSUXl6qwu1nGbDselT6q5tBlzgU2mhaQrBhyPSw72xmRlxZ6j8+STC0hXJ/ct4lFCPElpzLgUns0wznHrsyzYEYlwWJr1eH7S5rIfMclPPG3b0DBNjb/y9DLPl+c51zaYrztUCuKi4sb+lBIwBOQ5jJOSxbpNt26hS8EgLBgkgpeiOS76EVeMfZ442+VOaLITQmh1+dXeaWzHgLBgtz9lueWCJdFNyeHehCLOef0wx/QBoyDUa7wxWiaJMpbtiH5us5G4rFoh25Oc4UHMbj/l4rzPohexfzSlkgEzdQFKISVUlUaaV0R5yd3DEFeXIODz148J04pxXJIWJxlcWaGIsopxmqNXipcPHTrFkN1hyroQbG2M8F2fm4Mug0pxFKe4jsVX70y5dVRnJzEIhUdWW0Q3HY60OWZnO9iiouGZ7FdNfvv1A/JSIVTFXhnw8rjBWHjUPYt+IjlvDzmapsx4JpPhgDMdl53jEc9Fq3x12ODm1OCDnYJBaTNNCoQ6ibU8ae/w04/2kfIvRJuOv7AIIeaFED8hhHgBuAZowL92P+e+7ZVVSj2vlPq7SqkPAj8IbAJ/WwjxihDiF4QQP/gvwvh3Axv9BFWW1NJ9Pj0+i66BY0mUOmmwUfdMVp2cKM4xDMmSPuCDjSNklbF2HGHpJ6qOhgDLgDyvaNRtNLvJnanD1UnA53tNPlW7TVooAkejaaRM2k2uFgGBlvBofcwlP+THOtcolEI5Om1P55QlWA9zOr7JUIdeVHCnHyMGIVvGMna6x5xv4pmSpq8zPtxglSPWJjrHxRxJnLF5o8eTzpQHGw5unFGPM3Z2J4S2RqIphqLGr40u8PV0CcupYxs6kdkmjGL2csW2ZxBmBZ+/2+OBB2ZYcDROeRbduYCNQcJxWXHJT2m7gutJmzAt2Y81nm4nzJgpRs1ic39CFGZMtye88tV1HlZ3GfUOOZjGODq0PAPP0inKE+183ZS0A4N7xxHrhyMu6Ps0XI3HawNOz+gsa31eqc7w5bUxjgauKdFUSqAmdOSYkW8SKsnazphRLyZKCpRn4UQVewcz7N+2eP3uDL98Y5VhaXInM/jyepdc2izMdTk0l9BNQd60WCkKbt8ZMkl0du7sscIuHSvHMRWWLikqRaXgTNuj7hqc6fi8ujnCN2G+4SGAoizpRTnTpMAyNZbqDh/oxpxzxriyz77TwMxLpC1P4gdCZ5Ta2EZKVy+oaRXfdw7OVWucksecZh9X5gR6iTPeQmk6cZJTVIpLcz6qKplYsxxMT7qf9QuXiajz+EzC084unqmzqvXomDHJsMe5oOTJ+oBJ5dIwBa+OTLYSmzCreKwxYUGb8r2NLabpu6q1xTeFEOLfekvd4EtAG/gxYO+tnrb3pWl2X49SpVRPKfVPlFI/8pYA/88C575Vw99tvM895MmZmLae8IS1iyZhPjjJv3cMyUpN432NKaYhCNMKWV/kOxdLKE4SyV1T0o8KigqEEHz/E0usFhtcm7ooARfFFj+0OsI3Jf1hwjgs+cymyYre56w44NFayK9uNfkbV6/whHdM20oYbE04p0tabZdLbYcwKXGlhukZJGVBx1a8Nm5wO66xMUgQKI7GBV/ve7QdRYSFOcroOCYjTXJgBhwGFsNRxraqOF2zKYcZz6426ImA5+Nl/q+dOtf2hjxQLymylKbjoauKlbbHKMxpTXPWbhyz1Y9ZH8Rs9yLmypLHmg7rWp3DzSrZLtUAACAASURBVAM+Yq9xed5Gy0K+Pm4zJQAt5QEkS6ak27SYTAu+Om2jmw5FUZEVcDzK6Y8zGq5OVsET9ZBTXsZpbchDYo3VGQ+vGHE7CvBkgW4YDGQDoWCUVAyjHIeMiy2dB1uKC0t1Jr5BLCUPPzKHaUoy32B/tcYraFgPtKmfnWGsS14xTjNTWAyEQZqXXD+M+cX9FWaaJjKpCE3JeS9hOZ8wti32Qo+L+iFpKSkqCCzo+CZrhyG6lLy+NSCvIM7gxu4ETQOhKgZRSdPVGEYF9wYxR6rJGJ/n4nmaUUFuWUw8A+omShPIFGZKxWHfI4kVfdPja8kKm1nA7x418dSUnXFBu+ZgaXA0TelFJbcOQ9IS9HRMJGyyNCctKu5kDX5u8wy30haGVIwrj6sDh5ZZ4hLR1kJ8R+c7LnV4Zl7jQkOyWNOYW+jywKlF+qrG+/3tP+e79S80P8uJN//DSqm/o5S6yjvo5vxJ3E/h1d8TQjT+2H4T+KRS6r/5Zq19t7LY9OiUuzzTHBO5C+garPdi8graLjxY3CBB53Rd0A0Ea3s9euMpF4KIK4s+Qmg0XZ0orfAtjV9/aZsPrNhI/cRjvZZ02Z5I1kMNW0SkCnYzm+2poGuMuRHXuJk2yaXDz+xd5Jw3Jes4TB2JKypGccz6cYRLhRMX3Ko5VKnOXLHHsj7E1ATz6hgp4WF/SJOQz5WPYNQMxnGOp2k86OSU/RAdReBb7CkIJym/e/OIT69Jtkc5bSPlUecIvxyyk9pMjkMy12Crn2B7BntSsHS2hSM1UlWhGZKHLs1ynBVMsoIz9RET4XPzOOeMOcQ3Cj5z1OLDnR3qusCIKwZhRqFD29D44laOpUtMHTTzZEms27BPUjATyYrs4wc+vlby0rHGcsPkWW8Hsim7xiprvYS4gIanc6oTsME8xeJjPDJT8FJ/QlJVBEhefm2fmqbhaIJxmOPUDL62N2VrmjInYDcs2LM0losedhJx0ezha4rquM8Hrjh0mjqvZwYvVw1mjAOO7Aa3nMsoqZGXFcOo5GB6IjmgSYGhG9RtQd2XPHW6RlUpkkLhmrDc8jnbtrjY1tEnW6yoBITLmqaxKit2s4LNUcqFShEGJrozx0upwPQqiMekeUmmwBcRn55c5kH7iM7odSxR4NkmKw2DNK+wJPxA+x5LbsIQF0uH41hnLTJ4zN4jjEo2hhnP1Hs8XR/yyeBNpBnQTwTX1rb57KbGrFMio0Oevz3k8fJ1Hl0IaEZbVNV7iplvwyLwK8B/L4S4KYT4KU5S5u+b+/HwP66UGv7hzlvlu9/zTZn5LufeFL6YnOdO1mRtrJNl1R+VkM+nm9xQy9wb5py2J3TUhHNBQlJpHKUGW/sD+tOcJCuwLI2aLdFUxb20ztBe4kzH5dV0jkVjiG071G2BIaBmglaV+JbgijcmEScZOd+I5/k2fweXiOwo5jBX9MYlDVeykSh6TZuzRYUrJTfDNttynofcIRcfWEFUkKJRWg3MdEiQV1RNm7Wy5G6vBBHRtUq6WcUPnmqiNyyaKmLOq8iTikPR4o1khu9s7ONWOWmpiJRgJi2Zb9hMahYvrg8wdEnoW2SmzpcOp2wlBWMkX+t3OOeFXK4lbKQ+P352xMdmhzzZmTAuFLO6YDavqNctEtvl0TmbLC+xDMlyYDHJYbsXowvYGSl+62CGzWFJ5s1xUW5xOl/j5kgnilPOGn0ueCFtT8PRJVWW88SKx6t395hPN3jEH2JqOokj6S4EuECvH3Nl1uLJBZvHTvuUukQ5GgElU6vB0A+4qxa4ETewxz0W/AlvbgzYOsj4dhkylZBbc3xkVlEN9nnGPcR8KzOq4RhkFUilUJzUaFTlSXvDpDj5jlkBa8chSinW90d8X3sHy0qpmwpP6hwhaEudQAo2LZ2zSZ9oOuBvXIRuXvJyz+d2MkPuzBJoiutTl8Ao+Lb6Hqe1A/KyZBTltAKD951uYTsuW2qRObvg6dUW93opZ9yYRSfhu2c2eWy5xr6YYa2vcWvQ4hlrjQVP8kLfYz6o2AlL9rMaz8wLHtfXCSa3+HJ1BSHeW8N/GwZKqf9JKfUhTiTkR8ChEOK6EOK+tPLv58pqQog/6iwshHCA9zoNfxO8OPSpuyZPNafopGi6ZJooVKko0RglJb6KWKn2WGpafGJmh9OL89wcQb8wsEywDJPVlkN/WmBWCV0rYWd7F11ITrcs/uHR+1jwNOaN6ER0zYSjwuOVvsVXBzUoK4QG3bqHrEqMmRYXz7Uwyop/5UrAB8/N8NTpOg1L50iThJbBqYagW+6zYIVEh+u0XfjrMzf5+oHkVk+RjnPGKDxLcguTxzsRo4ZiX1R89cVttLigF9ukpeRRz0Av4Hf6C7wUtemFDpfTjAc6LpOGxVDXeNzUmLV1MksyKhWFLplOCz56eZZMFzxWP+ba1GOcKi45A9p1l/3U4npfR5QJa8MYRxfItGAa6yTSpkSgFIyiHEeDNC+JC0CzuehPiJXGq2GLuUbA040BD9cjbM/n67s5GopxVLLdS6kLeOVqj4+fMYmVRZbHSFHRKUumNw4JdElqGjy86PLkisdTXYN/42GfqFLUdZ2mNMCyUcOEB4OMi23Bxl6A6AY8YOa8UHosmBnPzk/IskM+aq6xERu4lqDuGvi2jiFhueXx+GqTKFOMYsWb2yMsKYiyCl2Cb0lMMj6xHJFYs7xx1GQj1/EFbFeCBIXIKySCyzMFpq9z7W6Fa2acb5fkQvBhf5uLbQ2v3mRozqFpLmPZwjE1CnXSbjNOM77a90mnfR4PJtxbH3K5bnB2aZaqgigXPL+TcHu/pESy0k6ZliaPBT2uNDOuBAl3JwZn6yXbkeDndk/xn68/xJtj670J/+154Q9fKKW2lVL/rVLqCU7UEO6rMPZ+ruwvAZ8XQvxNIcSPAr8HvJeW+U2w0vDYHSUEJDzYlFxZrKMUzDgF6BanjBFX03leyFYQouQBO+Q37lT82IWUhqPRCWx0DW4fhsSl4sF6zIX4GmGWc+twyq2jkCJJToKRtQ5VBStuArbHq9kynlYRBB51W2cQZvzW8BzDo5DjLOG7Lvpc3Usps5SbeyP2xwkiMNhXisHQZo8ur0/rPNvOOErglw/Pc6wCbiZNhKZYzhTdusOsbpCVCcOiIG97oEsOLZ1E03ENA6M3wigmVFbA5w46hKlOw7O4cxzx+Okmk17E0c4IDXAqyABRN1FS8cLdHqJQXHF6/GB3k0u1BKkb3NvZ5ftXEnaNBUbCQlg6g7jAt3QeCXpkeUGYVPiWZLHl4mollganGvBYfcxDbp+PnKtRq4Z89qDGr6TvZ2p3ecre5VH3iMt2zrmOTUdTHGcly9WA25tbZPGAf3f2BrP+hIf1Y7wyJhknTKOMjidp2Sda8O3AZLGms5fkXO1FpHhkvo82kRyODDw9585+wRSdS4GGJz3+7/0Zbg8tLtb6rLgRnmURpjl7g5i5hs21vSFfunlEJzjptZsrRWAbrLRc6rYB0YDdUYGXHPDSXsr7Fj0ak4xpUaJZkizMWHJNrGnO13ZqdPWIPBAcTSUbe0f4ls71sc694xiGG3xmp8bYnMOTJeO4OhGcqxTtwGJVH9J1Ne4d1WgKxf4wZfOgz1reoi2n6JrGR9u7fGS54NP7p5hVPWbzXebFBGE42IbB+6xNnmlnfPvZBZ6qSu6O3/Ml34E/sUBBKXVTKfVf3s8Af+qEr5T6B8B/DVzipKLrp9567z3uE98WXHIm6PE+v7LT4KX1Ea4tyfKSH1qdEhstPtHdZycUbPdjfqF3iVmroFI6vqWdpCQakm7NwjUkw7jkWNk8FJzIHqQFJHlO5nY5mKSc6bqEZgfb1CmUxnbZYHMQg9SZpCUzTsmlhTrPLPvc2MlAg6W6hlKSlqPTqtkMpcAwBMvagEKahEnCXN3k0WbIs60xV4wCPS3p6ZKjgwnjsODudJk0L6nZBbtLHj2paDdtvu9Sm5ZnINUcz9ZdglhyJs5RecVlAa/sTjgqYKlmEcc5hQqZMQqqccIjDRctyjHLjIeCIWsjjWFmcEXf4Thz+Y29Jm4VkRQFdU2jXjM5nmbcDg0MIdA12BsVXN+bUkoNV4cfPRUxnw+4sDxHeniPGS3nw80ef0W+Qjw85hZLLM8tsTTbROYVNU1iHkUUUqA3Vmi1Otwq2hyngrvTJr7vM9A1Hl8NmHV0Go6BADqezk98+xwPOBoKQZ6MGcUOW3qNc42cKy2T065OaLtcLy16ueAyfTSny2/0TxOlisNxQs3WURVs9xMmSYVraoRpySQq8CydpKzYGcSMkoIJHq4sqGsJ14+7THam1Loes3M+GYoakiMpyC2Nh+YH3NvTWc13iFsdtosWj85p/OvLh1TSQkqLCzOCfLxDUgkEisDSeWTOJRr1+OJolnG/4py5h5oWWFlJXsA0l9iGhlYVPNKRvLEmuDtw+B/6H0J5TU75Cbcin27d5uVilcE04Yt3LYZSodImSr2XqfM2dIQQP/l22/0McL+/nV4FvsJJOtBr36q13wxCiO9+KzBxRwjxn/x/8Zn/sviO+h6f6mxRX7zMnbyNqcE4qfir3X2MpM8bQ51rPYO8EMx7EEYJ77e3+fxmxWkrQheK3WGCbxvoUjI/U+egqCF1E8s8qbEfaW3+5xseWjTACg+plMLXSi40cgxNUpSKwTTh8rxPLC32RiPuHcREnkPLNdgPT5ZmWrZJXFSsTlLsUcaNsktbzwilyyTKaNU9vtILGGY2py/NsanDxDGQjkFmwmV/QjgdUaUhZZHjTo/59Rd3kDKiIzXSe33OBwa9smJSlKwfhpSTjIYJ4TglTUqyCTTV6P9h7z2DLcuu+77fPjndfO/L7/XrPNPT0z0RE5BBQIyAAimaVImSVUXTLsk2VVaRrrI/yfriKsmSJZXkEmVJlmXaJanAVARIAiACScwAk0PPdO5+Od18T47bH96AAuHBoEESBsnBv2pX7X3PPmfte97b6+691tr/BUGG1EpiDU7pBV8oLtMxCx619zGViqcWSuaUGTeyDvd5Oo0gIZokKJaGreto4jg9ZM0S6Bqc6NR4uJnzb27pbMlFXr62TV1NOYwkkyhlkipsFA1GkWSxuMWnbxYc9mNcW0XUDBoG7O7vMfQTHneHPN2LmG9KlALitxJwK8p/4oHxc7h6GLO+ZJAJwYO9BK1eEgQVtzdhYybJJiXL5zuMs5JISK6XbQ4HIe939yjbp1lsWOxNj3PcrrQsTndt4qxESFAEJFlOkpXULJUHupJlw+dnV26yZ1+glmk8n+X0pwlHRyGOgG0gmcQUecnBVGe5KQjVJaxizA/UN/i4+jxFFNBgyt28zstDjZ4pqMuQsirJihKjmPCguMuamBIoLcKghZpkdFRBlBk85e3zuckCJxoqV4eCfQwC1UATKbZuElQGWRIhihQUk6C0yIMpmdJhzp29607aCiFWhRBfeMsW/4YQ4me/SVcV8Djm0vnG4t2LrHuJ0vlpjm1HfxH4MeArb5l2vmMQQqgchyD9IMe7ip8UQlz4Tsr8TuIjxZfJgglysoV8a6Ke7ZgEhcL/sTePURV0XRWnmrHAmJ+ee5Mvpyd4eK3GQW5TodBxDW4e+hga9MOCDzl3uZt6qAJcW2UU5swZMU90QjzH5GAa8cp+ypVDQZJXIKBuqexMYlYYIwuFniZZtiU6YGqSUVTw2igi9lP8BY9EEXiKZJiZvDHWqdkmrxzk3NfWKPOU/u0B97k6jp+iKpLxrEAUBf/ViX0+uip4qB6x1DUxXYsrU4earlLlFa9mkqFnYgDtukEnLXh8qUHkWaTzOYutgEa9wZwyRqT7OJMcp1Gn7k/xlBzNtJG1OX5nO8Ml48PeJpRjYl2lKCX7qmAS5KjhgN1pykOrTaIM6qM7hFHCh9ZctsKSR7oxjiE42RKsNTSseoun3AMe6eWsexWPuAOcnoEWlkg/57VQ54I1IdRbvJ7N8epU43VpMC4qSluj66p4hvr7CsvW4WTH4uHlGj983uFTO00Gk5SLc016rkS4Ov0w5rmXDzjZ0nmyZ+MaGmUimaWwKIYMwvz43IYuCNOCvWmCY2rsB8cH4aIMskwy9AtuTRRsKn7loMWs6HDoGhiLHruuRlbTiZMKr6pwhKQhoeOYbCcKRdXHyGN8o8WcOkOnYM6IeO8Jj0+sZqAanNSOjnPYGhI72GJSalyw+oQjBcMy2fVMrLZDLnKajsZHWyO2ZhVnrJTNsoXX0NiIPb58AFfHBlvTinLWZ8/PUY9CpB5yNTOxxT1xgP1ZQwH8HSnl/cCTwN/6JvpuX0r5P70Vd/8HCscHsL4l7mWF/3PAw1LK/1xK+dc55mL+7+/xi/xh8R7glpTyjpQy4zgU6c9/h2V+x6BbLk8tCPQiIopj5hoWJ+c8pkqdi9aIjhFg2Q6PtkP2UpN/ePgwD7tDbo9K3uzneKbGKMo5N19jEhXUtJy2ceyEdE2d9aZNXlVcCZs8Oq+Shj6z6Nh2nSKQHJ8uXe+4ZFlGPR1huBbP7qTMMlhumZiqzkLdwtAUFEOjrggalSSMS57uTnmsNkRLRnQdhSSOsGsluqnhjzKWug4P9Uz0MuKsF+KkhySDLc40SrbGOeuGSmDpvHBnQmjpVIqgr2mM2jZhUmBGKVev7XFTSKLc4LDo4o01PLfOODKZO9VgGgU04jGvZauMC53PbjcItBN8arDKpw577CoWUw1WHlzEdgys1OBkr86TJ9vcOApZqKncpEc0rfj1Nyfc34TXq5MkueR+Njlfy/m4cw1j7gzP7sFsMmSsW/SCkrtlhaMJ7q/16RgxjWLKVqigy5wsD6k8Ay0qcJQSIaAsy+O/uxC8fhBSqZIsEHimQtOtMysMtgyYhipnVqBWlyxaJu6Cy15UUAoF6a7TFSG2prDUsDBNlaws6dZMykpiabDUNrB0QSnANqFjVujk2EKQpAGiqvDjkiKFw6Ckp0oE0EGiZgX+NKBrCMYzg0U3YT+q+FcHp6l0m4fcMf3JjHayyWvVCT5Q2yPNJQuiz91qgSSJeaNcxFESZmHKI57J99/X45IzoaUWPOfX0DOf29UqpaIy9Avm0ognnBE1o6IpQiwlY1HMWDphsR8aiCQjWF7/bk7V7wqklPtSypfeqvscJzRZfpuu77T1+Uf3IuteFP4O4H9d2+d4Z/idxPI3yNjhG16AEOJnhBAvCCFe6Pf73+Hh/BEhKxrVDKlZ/MBKwiTO2RqFTDPBr83OcZjXCHKFq4FHnINSZnx2T4c85r6uRpzlOIbgoxfmaVgaC3rK3711lnNuRDQdkGQVtqFyyT5iqz/l43NHzNcN/KTi8pLL/QsengHTtCBKJVezHn6c8cQpl6LI2RvHFGXC5iihKI/j328nBXlREZQCJz5g2Yg444R8edxkUR3RK010TUEkOVk/YmsnoqXkLKtjHK3kqfmCR/QttKpk5CeYRcmFEw1uAqGusNazGecVYyFY1DVOrLnIhsNffu8ZHEPB0MFs+lTNJgdhyUP1Q0qzIp5WlBXIJOTFLVhSVbbLNn/losWuYfDiKEJt2dRygZcdcH1vyjTK+L41OFlXeGjRYrWhI4MZH7EPWFZnnO5anNIHfHayyLn8Gj/evEG/8hiGCftZwZqjkbsGlaYS2iuUuk291mKi9WhaJa08QXgquvYH5+PmOKVuGRgIGlbFtq/jj8fMiTd4XIxQrZLUFpSWRaGUXD2MOOsKolLy8kHK82GPKC+oWRqDSUFWSFQBmlLRcXS2RxmWrtCrmzQtk46j8f3dA4LUZDNWKWo606QiEcc/+HdLwaqpkQUV3moDt+6iqzqhplG3LTYSm1P1ki8Ou1zz6/yAfoW7gUGZhfjWPD/0QIdKHB960zWNsXKShx4/w8kVhZEoefm1A458hX5hYisVpzoCM9ykVQSIrCTL4W51gWtJg6ZnUmu0OOcJtoc69sIc2yVsbU7efg796Ub3a7rqrfIz36yjEGIdeBj46ttc/r53kHFPdrB74cPfBb4qhPhVjk91/Xngua85CaSU//BeBH2beLvB/wFPjpTyF4BfAHjsscf+ZHt5yhKqkjuxzWuHklFUkuYli9qUvajBhbxgI9JgYQXXVWlVKYMg5z5zwguHx+Rqhi54/s4AFJVMGtzX8FlUNrmtn2TW3yfSmjzeinlAO+Qnrz9Fo2UQZiUbowRkSZRDLmOaTHnE20UpV9FMhfd2DcJS4QsbMV1HYa1tE6QVeVwyDQuWTzTIaiuMqkMst8Z0YPKGb1PpE8KRzUlVYyJB11QUVyW1epxRttgr4PVslUNq9BQwqpLDo4C6rSNMDX+SUJgqc7Ua25MEtjPmu1P+z2sCBYVxWdEc13nAucN19QSpsYpGjhoXPJOcIpmEGBbESsYJoTDeTzE0k5qtg65wCESTGmtzFfsz+J2dkno45aplshdLLp/t8bmkxovjgrNajQ1f8GPN6wRxSGT2KKI96nqJZ2u0mwa5yLk26dALJwxlxd44RJR1Ks1gVKgM/IxB+NbKXtfJ85zFhsH2OKXuGpycr9HY7LNUa/HsoY7uCa5HghuJzQ8/XqOuCfZC2BwnzFwNzXUpJwFJUWPop/SaBn6cc+0ooWtDu2GgKIIjP2O5bRCnBYNZxG9kp6iZY66Ncp4+02KvUXLkJwRphR0W1Hs2UZIR+znX9QbjQiHTNCoM3t/b598frvDhXsTFixfxdp7hX+yssZaOuM/x+czOkA/NK6y7Aj3O0BPJr79wyKn75lhOJLf3ZjRrDXb8nNuRzSKwk7RpGD496TGqLObTq1TleY4Sjd1AUpo6SQqbsxxLKDyy1viuTtV7xUp9xv/8fZ+5p75//58xkFI+9q36CSE84JPA35ZSzr7xupRy9A6335MOvJcV/m3gV77ugb8K7POfnAXfCewAq1/XXuE4j+OfStxd+zhUJaedmHbNxBDHh2nezLssWpILiy5VJknSjIvqNqs18GdjBkFKVcHJOY8ir8hLqJkKkdTRKfhng4exa022aeBoJWQTiiLi4+sS19B475kOCw2TvBJYGscUwGaD+twaa3M24xhe6xfcHuV88HQdqQjOLTbZ9xPaOuSG4MYkxYsPaJVDfnPbRCjwuvMEq0ttnJaHqCq0tCC2FRwl5lHlJnFekeUFMhqxZITMe5IPnnRINJWiZRGmBYO8QoYleVZyv6Gx6Rg8Yh0iJaw0HELHRCgar+7PEShwvr7D/ljhqGhRlgVOVvLoaouLDYty3+f1PZVZWJDlOVcPA4aOgVZEKJNdtCJHUwUNEdErSs7q8FsbJWWiIxDcp25zThsSBCpnnJC9SGVHLHOpI1lr+ryw5/PGsOJHVgN21GWuRE3OtQTL6ojHvUPuGAoNS6eQCoqikOc5AEVRcapt4xqCrX7AiZZBER2QU7CTCkBB5JJXbwVcWrR5+qRLz9WgkDhhn1kmqJsKfprz4FIdVYGOoxBlcLcfkuYllqbQn8QoCoRxxro6YDqpUSG4Ooo4nCSAgqwkdk1l1o+wg4yAikU3pe1B05Z08gPG7knOzjd4Y6LzC1+6xStjjcutkh9p77KdOZyoSQ4iwdEk5HbexZ8kNBQNa/eIG3szqGI+UJ/xatjj5x+RLCoTRqnDobHIrChJdYUvFUto5Cy4glUz4QONu1xsxLTqBkOh8qUD/x3n0p9VCCF0jpX9L0opf+mb9HldCPHa25TXgfl7kfMtV/j3Gt/5x4zngbNCiJMc7zB+Avgr34Vx/LFgWZ3wovsUj9qHOIc5l1fbHPkpXR2GWxm3YslckjHRTD4zmkNS0O4t8tWjiF7NZHsYoWoqV3YnaKrCJxb3EUWOrcEFfUDW9liYX8CqQEPlfjb511smumEQZZK2rRBkEtfU6Fop/UHA9cGUD7xvmUmSY5oGLUtgqLC/0UeJK5qaSr9lY+oKF90JX05PsWYFVGaX64HG09p1fPMUa2stNg58bkclnlkRYRNicl7b4+n5nDA5y+/eTTFiBXfOpR9knJ+vsTmOyLMKqSuUSy69yRTHNtHijJfCjFKC1BIebCXU5YRPbnd4yDkkDnSKVEHruERZwVdHEac0wV1Dp2WrLNcNaqbGdBgzS5sENYOWMaMqdLquQNM7qP2Y+9ebZINd/lx9hrLwILPXt3n0kSV+b7DOVhKwYvh82LnLbiDxvDUmYcoXNyuENmBlreJMR0Ul5fOjLjVXJaogL0qSsuJrebhtXWFvmrK5E6JLeHWg86M1nVePJMacwVxS4LUtzswbfP72jB++r8EwzOg2DBZ6XWJf49Jqk6/cGvHc3RFJIZn3DMIkJS/g8mqN13enNGwDP8mJSo9bqcPIjlnSFVxDZWHeZGOSE6QZy66DOhpzKGHf1HjCuMHd6DyPNkLyQvDiTojnWnTLPmdqCQ+7Az4beNwpasz0DieVAL2MCQqbV/oep0wFqaqURsS5Th0Z79GyYM4OGR7c4Vp+gR8/MeE3xzqh2qSuq4xo0RQjvLLAaVgIIbnYPGKsnSGfHCFGMVUlUZR3T6TOWykL/xVw9VtYTH7kjyrrm67whRC/9k7ljyr4nfAWz/N/DfwWxw6M/yClvCcv9J9E/HdfkvSmrxHlFW9MHG4c+SAEJ0wf29MZCAh7HuN+TpIXyLREFxJFglBgkpRUVUVRgKkpzJQWP1jfYskpuRq6BNJGHrxOS8RgN7gdqDRdEyEEtiGYphWmppDkBWGcMZyVvJFINKXg8pLJgiO4fujjx8chkLECZlpgImnrFSt6QLfo0617tCyFaZpRWk1cTWF3a8xelBGmFR9v77Ilu3wyfpDr4hxfGPVoBbdZdCwmecGVMKcsJZrMKIoKTVewZylv3hgwr8xIVZeC493PeS+hp8Xcihp80e+QJwrXkxPsBzoyKZkrSp49iqmrCsI2oShpWYL75k2eXDFwWzZaqlDmKZtpHaqcLNExJwNG0wRxFBBlcSTMIgAAIABJREFUNW4VBlfvbGJ06mxsbiLCXVAkNR1uymU+0Bnx/nqfj8zNyIwmU71LW/h8ZlejZ8NpN+ShImZOKFxactHf0lOqqqLrOrtBQVAqzPcc1p2ElXofvaVjqDqxofKqn9E2VS7OOXzuVsjDyy6TuGA7bvPB7pRhWLDedckrWGjYTOOc5ZbFQsPgtZ0pZSmBCluD896MwbSklmTEueTpkzZRmtH3YxqOxSjKjjO7tD1Q4c81tvloa5+PtA85LDzS6jgRT4RFKRWeDRexZcyJuspXR01knmMbBteLeS6fXGBmmzRPtblpL5GEPtNQZ0dboyl9DFWy6uVUQqeZV1xarSFUQUeOaagZqq6zXB7w2rTD/757jmfvDBkJlV7b/vbYwP5s4L3ATwEfEUK88lZ5O/oaW0q5KaXcBA6+Vn+rvXgvgt7JpPMUx6aU3wX+AfC/fEP5jkJK+Wkp5Tkp5ek/7URtt0Kda/p5PtuvMYgkAoXBLGEvFBRRQSPJqUlJr2Hi6sdzcjgeI4FplGEJKApJKeHAL9hNDG4kTS7ZhwR6GykrfnJxl3mrQpUl76sdkpeCOK1AChxdkJcVhio4Z/lYa5d5QIdfeWPG3VFFluVsjHLef66DPy2YV6C94NE53eUDnREjd51pZbLnp4zChNGs4MpU58Zwil9VmIaK2VBZVCf4hY7TXubmKOcz0Vk6SkjTK2hJQc1UQIFtH3q2iqkILt0/R0NXeaAW8JUDmEQlH1wsSPKK0punMe/xdGvKA92Cta6JtdpivhTspSVuUTABclPF9Uxqlk7TVHEMgyzPWDnX4Yw2YN4DqWj03ClXDAfHM3AslZ0SrqU9wlLh2kByWNU4GlUcZS7XohpH0iUrJY6M+enTYyaVgVP6fO6owRltgJvu86h2l/es3EI2bYbR8cGjHJhFOXf6IZahUOiQCVhuW/z73XX8mcLOIKYvwVYFZ+ZNbo8T6rZKUir0koJZFLBmRmwNA0ZhSsNWGUcZuqawOUxIihLXUKnbKhWCWZSzpCcUtkEhPLp1nd1xzuNrLud6DtMoJc8L2nWdw7zkvQsVY+mQCItf3GiQ5xmGrrHadhmrbVSrxm8OujzRTdnOLOq24LQx4saRxmnlgP7OlMFBwO++sk8x3uR6ACutHnv7ki/m53n64jniDKYyYqYZvLLto1USq5yyVq/YjUyeqPXRREU1y6kbGsJQGBxGyOrdpfKllL8npRRSyktSyofeKp9+m67/99fVn/2Ga//8XmS9k8JfAP4H4CLwj4GPAQMp5ZeklF+6l4d/D8d4YLHGv71d486owtQFti4ICsGwcqkKScfVMcKMvX7MY52ExW6TUK2z2DCZRRWVgLf8gaw1VX6ouc2qlfD95mvcZ01ZY5+GUpAWJeOkIHPmWet6KAqcmXfQdA0JJHnFG1GdzWvbjIqSpoCr+wHjuGR7kvPS5oyOq2GVFXf3A57bmWGWU7oWvBR2MQybWQyVAp/o7JPXFIgqkNARY26FDv/b1jJfueMz1Tu85tf5d/6jhJXBRstiM63QFZWLizbbfs7WNOe37g7ZkCCyKaFSw5ApVw5TRimE0zGTacpWoHJY2UwLMEVM7Gq0K4hqOnkuCbOCmiY43zPpGJIH5k2+/1yDVyYx9+kz3qfdwpYplaYzDlPqKsTTjImQ/ETnGg+oO/yoeYMXRh2ej+awWz0Ocovz7NORPh9ZLhlOZmiKwtpci79xvqSpZdwsF1ixcxQpMfanDMYJs7wiyyp0TSGuNNRMYCY5G9fHXOmrzLkViJT7WxomMNe0+XfPj/AMqFsapxqQ1UzOLVhcS5u0XIMoK5gEOVJKsrJCUY7TBs6SAkNX2ZvlLHkaO3md5XzKQ8sepy34wLrD9cMEV1dZbdjMV5DVDC7VxnxQvMJLYZffGs6zoa5wqHRQlWOfQa6YrNsZM1z+3u1z/NONVQaxwlzNZK1V8omuxI4L5hdqCEtjq+qyGVs8txehOBktNeVXb0QcJCqR1UNXU9bdmKiq+JnVbaaFzYl6yW8edXi8pzKvCey0YFVUrDv3EkfyroX4JvW3a78t3ikBSiml/M23Yu+fBG4BXxRC/Dff9jDf5Ti/UAezxvLp+7kwp7HoHKeY/5H2Hg+f7aDnFZ26yVxd41N34M7RjKGfceCnuJaKrcN/9vACc02DTxivsuvnXA8sUFXqwQ1+buUKtlpRWg1SdH6tv8Qbe1NUBQZ+jgYk+bHXXaoW3mIXUanMipJCKOQSKqmgKZKDUcoYhV1d5WPdPg0l5+Yg4y+3bpEWkoZncKJl82/2T3I3Myg9jfp6E2k1sSybgWxwkCu8PKuz1nFoyAknig0eMVUqJKO4pKkf54ZVAE0IzmkKl4wDpmlFrDs49TaXF0wsTWGkKWxaC8wChaubCTKasF4U9LOCQSwRqmSzrPjIg3UuLVh4tkFNh1lS0JYlR2qbj7QPqRQNLYogFARZySDKqVsKb4w0biUtTp7qsmYNMFSV8XBIv7AIcsmnZycYTAPuhjZVMqM5fZNxGFGrAh60hlwvFtgXHQq94M3tEEUITEPBMjUoSyy9xNVVwpaFh+ScuUHdEQh1imJq1LOCjz+8gF9qaJREuaTtKlyJFN6MW/RnGbMUpACNilMdmyfWmyw2bAxVYRoVmAr4UqNnxLyW13l9OOXWpOAzdyJKBGFe8NS5HkJKbs5iuvaUmdriVe0hapbK6c5xPoIkr3hly+eJecl5o89fm7vNSXPKo+2URQac1ba5LA74l9db9LKC0cGMYS4xDMljJwzua0Cg60wSyS/uLbKy0IHwiI91RpiNHo6hkmNwolZi6DpuzUWqFoFjIV2TooAT98+jad8jT/smkN+k/nbtt8U7vlkhhCmE+EscE6j9LeCfAG/rQf4evjmevztkYwr/1+sJ08mYw1hgGPAbo2WCKEbGOaNpilIEUOQMo4q5uo6p63RcFcfU+MLNIUlecYNVztUy7qvnhJXHsKrxRtxlVkp0UWDLkLQ41u6aItgbp+zNclQNmo6OJiom8Yy859FpelRlwcv7MaO0QBEKDyx5rDsaKwh+tLPDOX3ANKt4ifNURYKTj7jTjwnDkGUlw7B1Dvd8LvcUnp00GSWQpJJZobE9ThgkOh/sDHktKFEluPqxT+J8z8PSoB5X5I5GzbX5sdMVT7QC3t/xmcYZg0zDqhIKWSLNgtNzgpEvuRIGqLrABma5oCnh2kZICbiGghDg6oIDv6A/1rga1/nJ9lV+Oz7HQttB1zU8UxCGMWctnw91BvzapsaKNmPZyxmmcFofcSPr8WRjhqmq+MJh3S3YCC2MbMhCzaYpfbxqwlJ1xBPeGMvR0RXJxjjnlW2fSgjuHkSsLHsEQcYwK0nNFvO1KdejGmfmXTarilFesl5TUVWF7YOCwZHPY7UZcRwjpcRQYa5uEufw5l7IG/szHlisoSjimBzO0kizgithi7oNW5VgKGHBUxASTjY0PvXiDq2GybqVElgL7CQGXjUhySsOZwmmoTCKShquxpWh5BePVrkVGDxmbxPnJT9Yu8OXh136eo/2NGNiqJxu2NQBP1fopWOyWOX2ICSKU+bLPrf3Z/SUkP2ixShIeNrZxrRtfuOgzq1hxmN2/5hjCWhbKhND4Qsb7xR5+K7HihDinwgh/unX1b/WfruDWv8fvJPT9t8CzwCPAH9XSvm4lPLvSSl3/1iG/i5CnFXUCVjRxsy7KpYosHSNs17GZDfCWqyxLSWdpsO8lfHQWp1xlFPFPmWaMYsLJnHOxYUGz08bFKpLq17nlJcxli5P1iY4mkme5RyYp6jyjKSElmuQA4YKhji245uFj5LmlEcBnZrOR067vHEQE6QlhBkvjSJ8P2POhs/F51itwX79MtejJvN1m8Ts8p5TLYalS2nbbNQNrmsatwcR/cKhaUHT00hLCRJUTfCq36RNTtPVsXXBSl2nVBQats6JJOOun3InqXO9n3Hgl2wPJjx0osMUl6G0EH7JzcDktbFCN3MQpYpi6Og62FQorskzw5jfu+MziY9DIluORqbAgd/gLmsceg9wqeGzP8uYpjlaUqEakol0iOxVunrK3azF7UjjQ7V9BrHKXmpQIbmTt3CyI14cmyw6Fbss80u7JlmRsV92KLwliqCiP0n5/E2f64cpHVOhLHNSxeDuTsJuP0O1NR5zEh71pjzWiul5OkFSsjtJee0wQdFM0jyl5jrs+BW9doemq1NVcDBJSQpYbpvEWcWXbgwI0hIB1C2FOINlr8KRAZ5a0WtYvDkoeXDBQjV0EiT+ng9JxPs7EZesQw7C4x3WMEpBHudQmEYFe5OcrcjAEHAzafGEuYHn1VGdGu1yH0/ArQpuRwVnHZU4Kvn8gcssmRBUBgurZ6A+j+s5DNQ52mLE49od/kbnBtI/4qI3oWtJ1CIk6b+BEaQEYUZZSeT3VvfvhJ8DXgRe+Lr619o/fy8PeCeD2U8BIXAO+G+/jtBIAFJKWf/Djfndh1JKHM/D04Ysa1PKIqMf1uhUQw6MLtO44PxKE9fYYZQIbh/MWK5r7E0M0qyiLBVOdi36UcIP1W8ylQ4bR9usmzk/vbTFJw87vOi3+PHOLXIx5ov+BTRKDiYpSzUFRTWoqoKiqBiWHiesmJpn8IU3R5SyTVVJljydIivJyoonz7l46QbRKOILgcVvj/oEisu6mzGrTN7cn+JZ8Fdbr/MPdi6QAkYVkUuJEAphVqIIeOx0ixc3JpyoVdy5U6FrOcKAZU/lP74+pkglEwV0KvYLl8PSwzNiXpnWmBwc7wg0Fc50dO7MMpY8hVW9j5h18VMoSomjShaaBqdswZk1j+X68b90nIEwVUoFHtM3iSYKb5YP0vAkrUJhz1BZ7ki6Wskv35W8x84YlgYn9ISvzHpcnlf5WP0az/k9Cgk3g0Uq1eKjqzn/8tYyH/Y2eDZZZ74m+Be3NXKzx1+4UOPXb0b8zafmmQY513dCCsPk2s6EQghasuSZkcug1Hl//YhPHzYRleSVHZ/vO1enylMK18CNB/zytovq5YziAs8W1E2drJDEueQnnljhmZsjllomSVoxDGI6DZ2jDJJSYUHJWHMF51dr7E1TPndzRppUzCsKW2WNhfh5cs1luWGxsZ+z2rG5eRSz0NBxComShTxojziiyfZMZap3eLCacM6ZcaPvEJol602DStfYVRVqaslfWBgcM4ri85XRGruziKqEtW7MM8kl/urJa5AphIrHfmqhKQWaJtgTc2xWFZWf8/2PLHDrah8p5buOQO1eIKX8I9PSv5MNX5FS1t4q9a8rte8p+28P9y14LMkBPS1mt2pSSIW2UXBUetS7HssCtmYJgzDhY90xD661OQpLPtzq0xAzLJFz+yjh1lEIKNzoh1xXL/Ab4RmuJzUud+BiM+WZ9CwDc4WGo6MoUFRw4FdEaYafFARZhSNyWtYxncKsKPj11/qMEokR5ehpRUet2O37mFWGo6q0tZTSqhOXKi+MXKKi5GTXpWZb3I11lmqCS+6UsqzIKgVdFeSZpGHpvLw1xVIlejrCdyV1T6dXs6gUhUqCEDDn6DzQDQgqk6d7ETuBilFrcHtSsNytsaT5RPGEk/aE9ZrBc5M2Wb0OmkZTVizMuTiGQmPN5cjPuDbKUBSFlqPS9UzMSUZWljzciFlCoiqwOUk5yCXD0uIz4Wms2gJfnM1zLZ1jU7Rw6i228jpf8tf4rfA0K+qE69UacQG35BpnagnXjfvZkXP8h+EZumrCmZbCtTdvY2k6//pLBzy7HfKluxHq9oxxXOFME6w4JysD7rNCmlpGLwqxDUHN1HlgzubFnQh7liNUgwdbKaomKEvJKJIEWUHD1XBMjd+5PqCoJDcPQvanMZahkQQhIp7R0TNWnJzDYUqYZGSVwDJUHtJBtXX8dpOJdxZLRgyGQyQQJCWOoRBlFeO4QBoWB4WNUsYsWRGDSOMrszl+e7rGilWQqgU3ZxkbQYZVSc56KrfHNi8GPVY9wZX9MSoCKSv8JGX/4JDfGzp0XZPngzk+fGGFT/T2yDF50DrikYaNrwk+8+Ie6x3ne8r+HSCE+OtCiJeEEOFb5QUhxF+71/u/t3/6/wFXt/scFialVLDzGbrm8tH7TyD9kjxMOdoOKNICw27yjD9HGQ3Qy5yvBj3qXp31jskDyzVOuiVKVfCTqz4bA59b1Rw35SqeSJilGgoZn+636Xo6J3sOni043bVQhURXFDquyqA0OGscsFhJup6Fnx7H++/nElmW6HKGUkZcruf0C5Wlho7tNXFNHVVVGYYFr+/49GcJfmFTFBKj0aFhayw2TA6DkqSCg2lOXlb06jYj0aFZNzlIj0nIyqLgfM9lVgkmheRQ2nz+sMGv3DW4eGKOcZgTZSW3Bz7XghqK6jKTCyzEY+YNgTPr06mrjFSFZgm5KZhlkkIqrNQMqqpiwVOYxDkTTeUwb/KPjy4zqHRyVcXoOtTqBv/FmQlrVsm1/ZSOlTCWsD+VzHkqSTCmrlWYSG7nDUpF0Lbhq1sRzx+0qU/7nGs22JrknG7AwWTKBXOEFRxwGJdMdkLe17B4WdFYmatTNzVMmRNLjaGos12e5LZw8XKYJSVvHOaoKMSqwlRXyIuCgZ+jCujaCmd7DlcPYvw4ZXuY4Cc5soSaqTEMCwzb4YF2xWGiUKk1ZCXxhzmmlFQF7CsqnUvzOJGPG93hRb/NvH1M9nboZ7iGgq0JGpZCWAiCysCk4FIrxqy38KOY9yjX2PXWCahjAieXayRCcHWYcCszON1zuDrKabguw7BkySnxygkPN3w+2tgnigJ2Epu7d27z/MjhvLbPrWKeflrykK1hKSo3NyaUZfXdnrJ/IvGWYv/bwN8Blji22/888LP3qvTfyYb/0j0M4Fv2+R5A1wwe7qo8WPPpLcxjVjO++sYtalZIX+bQMdBtFaUqydC4bAxoOxordspCQ2VnEJJN9hhGJaWi8sVRk9WFeTYTD01m/MpRl64DUnEYVw43930mUUbXtRgEGXXXpJSSaVTSM0uK5jpRlDOeJseROwI6wMxQeaqXsNZQ+e14hQPR5j8GlwnSCkybWX5M7bzcsjjVdXiyNmCloYLu4qttFs2CtqUw56k0HJUogzuD+DiB+rhEjXNEVRKUCrtBwYU5m3EFnlFy0e2TlCq/uxGClDywVGOhbrPWhDKGSZSzb83T0jMa3Tk8dYRuqLTqGqqqsOyqXFxtUBZv8dkoCh3XwqsKwsplMEt5SD/ACrJjpkg/45WtAL2YcLFTMCs01DzlbC2lKFL8uMQoAx7W7oLRxBSSU02dVCo8XD/CtlU29o8wc9grW0ijiS90OmSoluAoLHhznMAo4ur2hGkhaaoO55bn6Y8tXtqOeVgf8T5rk41JyqdfPmI8TvnyfoynjSikimtq1GyVIK14eTvg8rKLn1aoCrRcnZW2RSXA0RWCpCAQFg+4Ef0so3QMbs1SJkFGWZU4UcYXXt7nA909npt02NBOE5bwwcUcWxcczQqitCLJISsqDlKbl/I1PjVaZTLsU6/VuKuscMrsY5sFqqpyZ+AznCS0PIskgNFhguuYzJISx4RpUvHF8RzXAov/8c4F/v7RYzjVjN1QoVuzmc09ypLqc7usGM4yVCTLioKqfm8d+k3wN4G/KKX8gpRyKqWcSCk/D/zoW9e+Jd7pzd7/TXgbvp6/ofvH8CX+TKOSknFaURYpQ6UNoy00Mg4zk7uzOqrrMbMNpBDcSEzCMOJ3Bh5LTs6CFlNN9/lI54jboUuhm+zKLlfyRS7L1/mp7k2OAslYW2TZDHk97bHnHyvwIC7YnSRkpWQW5izULda6HjuBxquzNqWikKQSBbBUiBT48HydIG9wqtghH/mIJOLloc7+JKJraTxQj3FMFUMRnOx5RFLjzYOIq7tTNAXu7xo8dKLFatOh6Ro8Vh9zqQ1Xwjq3y2OH0HtP1XnzMCFNc/K44IQy4ElxHanZSM0gL0HXFG73I6I049BPkeSoDZMXdwbcimyWs9e4tSdolDmjw5COIbg+yDDLBNdW0bRjvvi+HzPVVUaZimNr3InbzGuCE8t1LjRjtmclryc9cs3iAwsJhu2QVDqbByM6LZftvIZb7zDIFH6ie4db/ZzzRp+TacyOss7ugcKpRsBOYLE+3md7Ms+bYZMntTGYKid1hfVS0s4zvLIirwQ3N/t019qc6oY0kgkfWvBZNiVkJa9vBTTIWbIy3oxqTMKcvIBLq3UWGzpFHNJz+P04/LmGxePrbXo1g6KE/Ujl0Deol4ITC3Xm5zxkXJHMchaKijlCvhqe4JeDi8dJcRSXa0NJkBxH9GmqSlJU1AwVt1ZnrdzGJCOSJrZtMa8FmPEupurQMQS5VNAk+KOY9XkXjxKPFFer6Hk2j3dzcmExp6ecqsEP1+9wuZWhO3UC6fC/vlCyEwoWlIqapZJYGp0557s6X/+Eoy6l3PjGD9/67J7M7O/ktL3vHu4v70XIuxkCsHWNaS5paym3Yo+GWufpOlxTm0x2fS7VDG4OIuYXLFaW2+RVztmOzSdv6FTJjJbl8bHVnP4s4On6kL1Q8CW5yrOzJjcCgwfrEUe1eR40D7gmVqjZBv1ZRsvTGPk5GLA5jJGAqRb8iHeFXzKXyD2VIirQpUIxSxHndZJbCbXFGiNf5W5Zo9kwOG9n5NEYz/NgAlvjmCDLeWzOptRMsqRE+kfkBxs8t9+kkhWPr7dYEx5XhjmX6gk3Rg7TquLF3ZhHll2euRvQqiomI4ffcE9wtpbw6Dz0C5uNYUxWHO8mPnKuSxHEPNBSeEFp0i0qnj1cRWnkpGHJmQs9ro9iVtsmmqpy/TDkgQWHq4cxEkmjYfFqrPOQN+RWomJlCodbU+jYfNg9ZGcicZIJn5w0QJE4Wsytoka7LFG9Ho+oVygLj/9nb5lzXoBZJWw25lEjhZfKFmcmKsstm6rqEqQZQ1Xn94Ye53WY+ikdWeElFW1DcluYLLsOV/YzzjVc/Kig4SuQ5SSuzSjIma95KN4yVqZiaRp1S2Mwy5hGOfvF8e5qtQ2LTZtXtiYIRWCqCrYBORqJanJfo0a+c4dnj2y+71SNhbxi6FQ8VBsxU3z+Um9G09b55LSFNDvkQYoAmq7GYZiz5pjcHUSIap5O3SCQJXuHR9z2VESzx6woKBXBXMNGeBLtIOBgZ0oHBU8tCArw85jnI5X3dSVnxJTnsibPhotMS4Mbkc1pc4d1J+Okl3JpTWf7Vo6uaWz695SL+92K+A957ffxTk7bzXsoO9/2kN9lmCUFXUcwX7Mw6ovYusFzQ4U7oUrhp9imSmjqvPe+HgoFl41NJonCK/2KHzRf48FGjp9VbI4zGiJF6C592WBFnfDeZkDL0jHdOq8fFSiaiSEkHUdHKBBEx9t1BUCAZynMOSqfPaoRGQrt4FirOlnByNTYeGkHwxuTTWMCvcV7Gj7jMOe1IwgUj9eOKlTlmOLBy0aEccySlXOibVK3VI6sVXTl2DF6dxDxxT0dKXTOaANqmk/XMRnEJZ+9OSOvgKDA6+Wcq6XkQuNmoBOlJVLCWkvH1OCZOz47BxNeuD0j81N2hzNCTSFIdPxK4blBytMnahRxRj9IONEweG47olJVgqQimSUYZck4cSgUg0xVaJYl54wRSSVZXJpnuWvRMzPaek6/dDnn+FiqyvVBxigTnDu1zk+fTykUjcRs80bS4dJ6gwebCifrQ/bvBlzxBXuai6YJam0d05gydXNmcYlbgF+AIiqUPEXX4dm+zaHQsWp1TukZWlYx7yqYe302jgZkVYWjK1w7CDmKjhPUX+gIjCpjFOVc2ZsRJtXxoaskxzMN0jTnkZqCVoW4jspTSxmzcc56LeIJex+n1+KN2OMfbZ3ldlrjMNH4L+vPoQOrDZ39aczTJ+ucXzg+pe1aCvN1i6KQZHoDoQgmeQ1RStwcKmBnlrGNIFFV2qtt9jMbIUAieLgecVrts6bPWC13WeOAQhj/L3tvHmRZdhZ2/s7dl/fu23PPrMpaurqqq3rfpRbdElJrR4ANjFkNYwWEPcaeGWJMmJiJ+cNEjM1fYzxD4BlsR5jBBozFDgIJJCF1S713V9e+ZGbl8jLf/t7dtzN/ZONQMLTUbO4eqX4R54+X5+b3zo1433fP/c638LS3yZH5Jo91Iv5V9yylf8CCrXGyplOx9bdVX9/hvJnX5TXe2gb9LdXDv81fgZqt83/+0KO8eOUWz7z8OmllgTPJLsN9Bd8WtALJTpzRkyFPFZu8otzDVpJR649x1x/imetjgkLjpDPjStFkYbzFvOvw7+J30dFj9jMJM0jTNgouFQc2BgFxfpjMUrEVplGBCvhRyYfbN7jD9nlZyXkpbVOxTbISClkyV4vI9QUc+wZr2ZTf79ZwLahosDeJWWmY+EmBZ0m+td7j08NVbhUmhiaZOTqtYp/19ilUTeXS9pQTro/MFS6MNHKvTqmobA5iTjQN2q4K44iB7vCd7kWG9lGe3y7YHpc8uFbhy1s+hgIPtBL2ZyrtSICWYdY1mmKfzcymbzhYQcwzO9DUVK4PUrJCcH2Y0p2lrDYs9M0ETJWXYpuFmoECKNGUSZhykyZpGaNrkqNGwMv5IrYakKkV0iTluJ1xRBuz132Z63GHY602cZxyh7/NuNenJjP+ZDrPkRNVvDhnYxJSzRNamkq1rrG/Z7LQVghmCVFSkpgGx60xzw/b1G2LgZ/zqzsqD1SGDJIGc1rOqJQ45EQ5qFFKy9VZrFkMpj6DsKBeMcnCjKarkiSHB76eqzGX7RNU27w8LfDH0HBtzhDTVA+wqzp3HV3lyvYWf3tF5Re7HkkwBa3Oi8qdGCLjYAZH2hbP3Zyia1M0BWYJXNjz0QQcqalcntZ4XNkjUBuUacmypXNzEFGxdZplyQt7MWc7AdvKPEs1iy/cKrh/9YBMq/KRuT6DWDAnLvLa1OPSjknH8hiTKnwvAAAgAElEQVQnOdexYZSw7ugE+e0D26/B6b+qgNunI/8VUITgwVNr/Hff/SH+8UfOce/D59huevQ1F2mbaI5Jrrl8ujjOze1d1sQ+ebNNN7U4XhMs2yl7yjxJXBIWKp/a9TijbHH+oKTMwVAAwyZMcvw4R1M1WrbCOC5wdR1VOWyaOa/HNCzBjanFc7LBHBJPFezqCm1P41Sr4OHqHpORwnqxy7sqB2SZRLc06raG5LDuu60JFq0IzBaLjs676xbXfAPDrhKMD7AUhXZVRy9CjPo8H1mOmE0l3XHK6TmLBA2mKaUoSRyXHTlPp1ZB03Q8W2F/ljFvw1zVREHy1BGNj85dwspT0lLhStxhP6tRiVOMpkt/kvPKXkQQK3xlOyBMc3ZmOYsFqA2LWNU45WmM/BRnHLOulJywJ3hVj76fcnGksEcNkUYkik03EGz7Ko9YWwQ47GUWM3uJTnCZlsg4qw+QYcJBqOKOE4JLfTbSjG6QE2o2U8PiuDWhsVjgS0lZChaONbjjiEeq1Zim8IEjEGKSqDZjq0Y6HfN+5zo9RUdTC+JMEhewP8u4sjdjmkhiDF7rxnSqGkkpySXctexxYs7jZuZhRH2MLMOm5Iib0zBGPHYkYdEp+NJLu1zNHH63W2PJFTi2jWYanPc9dFOnZivsTxIqJocPG0VQMQVVU6NhK4zClB+Zu8xzsyZammMpkt0o5V0n2+Rlid0PUcoZuVbDzENuDiI6VsEXuI9fOlhmKioMhccXwqPotQVIpvhxxpLq09BUSg32boxortbfbnV9x/L1PC5/ep0Q4s8WVvsvvJUm5v9ACNH461r0Nzv1hs13PHacT/2PT/LfPLCCZeqkhkLdKXhKucEoVGm15jlWEXRHEcfmXeZbVf7WKYXHGge8uz7gyJzHp/Y7FGlORSQMMx0/KRmFJWlRIsuc6I2d0sCPyEuJBpyrB1wJTM5HR0HTiaQgykoWNVDDnGnk82+Hp7guGwRGk4HS4FgdHF3lYJozClP6fsq8UzKnRhwMEx6IU17fGHO3FhKlIYt6wpX9MUmcsZnX8Ac9xknBMEppqZKrg5TTi1VUQ6e6WGfJnvCgN+IGSwRxQcMxGM9mnKsnfKCxy6WpwUtdnU+lZ6DZxPAs5s0IVxEshjmvXRtTouKnJb93bcIdrQqpX+IkJXYQo+gKDgVV7bBDRAjsqQ5NXVLBZ9VOMGREUqg0lAikIMzAc3TunVOZb3iYqsbj6hU2shbXE4tgsY3WmMOqpngdmFgqgZ+hVA3u9maQljx3YJAGPjthThIXfGWWsN+fsOgWWBq82BMcaVus6yP6fUnHS/k0p3j/qQxDZOQFZIWkakCrZlGUMAxy3nWsRlYIxpOMsoCrBz4Hwynf17rEGXfCQysZXtVgtSb4nL/I7222ubSnUsy1UISCQsHfqrzKqwOFwTiAcAAIovzwIHit4WKqoAmFvBTUHZ3dWUme5dSUhH909DqFlaDXLXqzhD+63CfJAUXhTL2gSKa8dyEkTjOONnQeMrd4urnHbqRxXNtnuSIYxhmx2cEkY1SYbOQ6j82nZE2DgG/IFof/tbHebOKt7PAXgOeEEL8shPiguJ0V8dfGJz9wB//7T76Xn/3ko/zDD97LjbmT5NLkcq/g2saQdSPlxQPJy/slv34pwSXjS8VZbu5P6IiAxYbG956MqckQRVFYrBt4lkp62FERS4NWxWSp7tBwVFbKLrYsabsqa80KHKkzAeJ+DErMtdkyzSLkQK/wQuChVDsI0+VglpABs6BAUQQOkn5hU62aVE2NVU3Q1gKKOGalpjJLJOMCXF3hPnOb3cDmnJTIAh5Ztbm8O6ZSFhRRQllGbIg1wt1LfPKUz+4k5g6v4PVBCQjqWsZiuUlrMGFvkhBPetQSn7FhYM55iFIyGoe4WUnLNfjczRFbo4SGelhPRtdVKoVgOwPD1ZDTlH6mMBM6R7Uh01TSrFWZlgYzvUWSF9g6DIKSW3mD7YMxC8oARdO4s54ik4LnNxUuzRRM6eB3UzRLpyMEnmtxcWbS0AVjpc6JSoRoWJhtm0EhMbIxrw5UXEPhyl7A9iTlSmrTaTr4ZptrN0JuHCTc4YFrcFhnRgimYUqjYmDq8OyNCeM4IxewUoUH3TE9PydUazztbeIHghVjRneYYiqSStViV4Pj+jZxltPPLH5tr8Xpasw97ZK6AVUZkuclhq4wiPPD6q36YcTOjX6EY0AobLYzh4OgZN6q4ObysGSIKVA1qC5XKb0651YaPLOdY4uc0bDPfeoGvVjFMF1eDZpcGkpenrrcDFRirca4cGilBc9PLLIUxpM3tVW3eeu8aSG1r2vwpZQ/BZzksCPLDwFXhRA/LYQ4/te2vG9ylus251Zq/NTffpx/8N5l3uuMWDALlLDELhW+pd6nF2R8JVzm/EFOvZxS6C7vbow5mbwGThVHV9gZpaw0bCxDxdQPjf7ONGEUJCRSMpAur8VNytxkK825MgjoIcmNklo1p+r2WLdUkAZTUcfRIRrtk+cllgq6AUFSYOdDLodV1FnMq9dHBELhNfU4G0WD+yoHPLYg6bgap6o57290GabL+LpKbCm8tpcgFAURF1xV4VucTf5oB7Zihy9uJtzhpWRpyrFqQdWrc8464CBaIEgM2tWMIja4YByhaeoYccYx77BekFczmYwiihKOdxyWVzxkmPGan1HrGKwZcKsfMbAUZARr6ojngjnawufqGAoJ9yxVqFg6nmPwYDOg1+ty3B4zZ+RoyZgFZULHidnOO5S5QKmozJsa0lLRljwmfowooMwiCplwzuqyneQIU8Vru9gio5uaIEuEYXPc8lkzI748TAmnEYtrKr7UucoqNcckzkqkPAy/jNIMTYBjQJYVzHk696jXMAyF4+aYXb9go2iQxRlhUmEc2Viqzhd3Eu7zJL1E4X1rKt/VucWcU/IH/jrPDKvkSYCrC1RVUBYluiqwdIU4K+hUDe5ccJASJCWLRswz/jJjfLp5jqEKSilRBNwcRAz8Eic9wDJUmvUGNTXlFw9W2czr1PJ9TpkTYqnR0TPm9ZBnJ3VUBdqOzro3wQwzHnb23251/IbmLfnwpZQS6L4xcqAB/KoQ4p//Da7tm46Ga/C+R87yQz/8Cf7edz7O+99/lt0wZ3OmseJAImHFzkiNGgoZV6eC/zQ5RTibEqY5nqVyrRdSFKBrgrm6iVJKwjTnmBVSqk1OGAbTQUoJJDkYYYGhG0xjh52gzqYfk6QFZjqi39vnVlbl3rVD46+rCnctenx//SIvxcdxohxbE+iOQpGpmKrgFfNRfMVl3sy5+9g8t/IGg1QhU0BISEuJqqg06jZ3V6f80ug0z0cLpEYDF5+TosvjR2zGscKfXFXZHxnctd7hWKPEmoZ8bDFC6SfEQUKaFIwLiSdBaipRUnBXJebKNOGlrTHza3XOdByyskTVFeyaTo4gNA3+ML6ToszZVeYRUlJKeGZjjKGp6IpAyWI8tcASBRXLIHAWyXWPSjHFaRvciGIGE50oFehZiTsMsbOce+ZUdgMFRYUVJyXX4YUoR0lzUr2OWl8mysFzNHS3QVoqhKWBUTW5T9thHFV4Zidja5zgqofrOhiHLNUdxgkEKSx6NnOew+nVDo7X4lsaQ/7u6gEdMSM0Su6bK2l3DBrRBJucL04cXFOjjAOylYe4qRzjPa0xyhv7wKzIOdZ2qVoqQkgMTUUCNVPlwE9YaToc+JJcc3m6uskTxhZKeVjsbLlhc2K+yql5l9lMRURjllo1WmLMTlJhXktYNwN+e79FWqoclHXOOmPWahpBBo8tqtxdTWhaCo6bsT2uvJ0q+I3Cm3ph3ooP/x8KIV4A/jnwReCclPLHgAc4zPC6zd8Adxxt8oFzC/zff+8R7ppb5cRKhzutMZPEZMVJedLZpB8KlnUfRQiS/DBk8s55F0tXSFJJlCRYhoZr6hiKhhn36GU6YcVEikOXT80zsPQCW4Z0pEN7qUJUZCS5YJxZuIrk2sGMcQyTqOThRcGluEYQFbgSvKqFMctZ13rMmTGf3/SZDPapqTGTncu4Jvh6jJsflvgFyZV9n0GQoAubTs3CUiQbwxDLcDhT9Xl+K8IpQsI8oNY2+P1bPruFw1ZZ43dnbSKlZB6wTZWma5JHOcN+SCcrGGyX3JVlWFWDS7dmRGmCrenoiuCMZeJVDTpRxtXQ5nRDIcslhq7h6CqGplJ3DLKiJDBb9EqXa5WH+I3pcYwiohZukoYmdzBEnamEQiGum2yaKq9kOdWKyX7hMl+XvPtki4vZEicqMc68xVSWFP4B5Bm6EEyijIqIwarQUSBIVX5xbw3H07mrltI0YG+SA4dvHzd7ASuehqFBdxaxP/L5f64otPxLPO5uopHy6f4q605Bqfhc7hXMrS+zasW02xov5Uc5JreYdG8hZz0+s2cQ5jBnCVbtjGlSYOoqu4MEUxc0bI3tSUycFHRHIRVL5VO3atxIKwz0Kgexyrm1GmkuydOUhbqNbfgcBAaLZZcgyXjQ2WUnNpjGOctWzNXI4ZS+T0PPaRZD2nrBhV7MH92SfHa3ykh1yNvNt1XvvkH4/jebeCs7/DbwHVLKp6WUvyKlzACklCV/yaa6Qoh/IYS49EYM6X8WQtS/au4nhRDXhBCXhRBP/2XkfyOx3HD5Jz/4EP/bd9/PT//Yd7GytICmOXhKjqlB3r4TLI+ma6AK2J0ktCsmhqYQp3DfWp1ZlNGWB8xSk24B+1mOo6toqsCxNcIEwkwlN3Ja2T6lkpAaDmvqAZapU7ENHAPuW6ny7HZM05SgKlQMFatukScZ6UwwK0x+vPIFnqpsM8l1FFlSqh77Byaao9EdHmb+nph30eKM48otZB5zYwqzwsSxNG6EDqlUiGcOYSbYzass6OC1K1TihDyGhqkxbxvgp+wFMY6h0JiEiKzkdLsgNxVaFQvPEuQFjMcxe70Yp2lz1DSQmsqPtF5n15c4hsosyBm90QLwwt6YtbaLngwp3EUOhn2Wyy5ePuJ0Pef7HioR6RRHZnhWwnLHYV5C07MoJglzkxg/MHjh5pCvBAs82phQhDNMRfKeeo9dv+TInEtF1/AzmEYFjxw9rOzpVVW245JlZUipCEoFZhlYqiAvwdQOm+FEKUyTkv/2+ICdSGdsHmEz9vixxdf4hHeZdrSJnU+Jy4SW0NBmXbx4F9w5zhldFlbWQLWx1JIzRztcTpr0phGGpuJYCpe7AUGSY6oKhq4iFIiyktzwqK6cQTaOsd5xudX18d/w+f/xjRErRYBvNfDTkpWawWfjk2BW6aY2A6XFKTdkQRlxh9jGLGacbCmsL7VZlQFnOjrHGwLvdljmX4o3YvEBkFKef7Pr3ooP/3/+6pCfPzN38S+3PP4AOCulvBu4AvwkgBDiDPA9wF3AB4H/Qwih/iW/4xsOIQQ/9V338eMfuZeVO87yrXNTet1thpOIoiyJihI/zhgGCXFecnqpwvNbE1Yq8PHqZVzDpSpKHlyvUTEU7l/xmE4S7l9OKE2V10eSX9qbw3Ic7pxzWDISClQmUYoiFPYmEfp0i8thlWlSkBaSYJagWhrvPuuyndbo6otMFI+FosdnBk3S2T53r3skukqtatJ0dS7vBZSWzlUWkG6btbpJ0zPZm2XsqUuYSkFR11huQD8zGcuMVAtY8jKOzsXspgUbBz6WrjDvWFiF5N67FqiYCvcfCVlWttGCBDUuWE4zQlUwNTSu3xgzjFOqYYYrA2JhkOQlCw0dVYBr6diawkYvoGOWnHVGTKXHxWKVWK+SJBkvXJ6ytqATViQN2+LmLGauZbE7TigcjdcEqI5kP1a5HLjUDMG3Vjd4pDqkVAx2pinXuj5xmnHxICeKAy4PIByOCWcFp6wJn/GP8lRrTNVUqBsQpRIhoDtJSLJDn2ohJa8NLe70Dt9WZu4yvrNKmQlOGBNSRae/ccCnI4eNtM6GusKliUbbSHnp2g5zxT6mofPzr+Ss1lROLVbpTxPudENMFWZhQVaUuKZKkoGtC16J5xjv3cALNynzkiAtmSY5l3oRhSbY9qs8UG6C7nB5apHlJVM/4sPtfX6kc5WT8xXaVkGzYnHcidgZTJlNZxhHW+ypFpemBdPo1tutZu9YhBDf8SbjOzkMrvm6vC1x+FLKT0sp8zc+Psths3SAbwP+g5QykVLe5LCt4sNvxxrfyZxc8nj6qffw7d/1/Xzvex/iE+sxYVbix4clkV1TxzI0tkYJZVmixWN+bv9Oqk3BquuwNw1xbY0jTY0x8MyewTwx1Y6DqijcTGrcOPAZNu9hFueYmoJtCEZhzsOtgrY2wy5KKlIyTgoKofKlrX16kUpbDfiAt8VcRfA9jSvc5Q652u1Tm4bMZjGWIjnSNNCmCfPqmDYhFeuwc9OebBJMZ+ShRisu2UgqWKrCtq8yHQnONXfZmxZ0tJSzix5FlNMWJSLL2HytS1FmdGchJ4663N2A06fnuGzoLJaSD901h+lovBQX3DA1/u3gLP1I4Kc5B7OMuJDsThJsXQVZ8tKsxuWDgL3U4SFrk/ucIYZdo5yVfP68RbUsKcZT/FHGK7s+K46Gnko+tKqzoo2ZlDZxLtntD7mvo/CQtU1DS1n1NDxLpWrpaJbNmhUzDqYYhoFbE+SqSV36vBw2mSUSVVMpFWjYBopyaHjbFrRck7tOrrOVNdibFvz0603+3c4iQ3sRy2vi5wJqGuv1nAfsXczwgI+vhBSKiShzfCz8tKClZ7yyl2PpKjXX4P6zd/Kukx1CCUt1CyEEWQH9oOT4QpXfGq3xyq0aspjheTpVXeBHBZWsIDJSDqYNktmASZxyyvF50N3nwUbAdRZ5cerxSGXAlWFMN4KbaYMCwZW9CGewhwhKVo6uvd3q9U7mPwIfBz72Z8ZH+RqhmF/NOyHT9oc5vBE4LPf57FfNbfMmrbuEEJ8EPgmwtvbN+SMRQuHcqWOcO3WMH/ATfu6Pr/Py1pjNQchizSIrChxHR0sNHqplfPayyePrEt01+Nhph35Y4roaSgm7aFBGJAlUTYc4jfnCtRFLNQPP0tkeh9iGQtdP8VQTRxO0j3j4vYj1Y02uD2Cp6dMxc2p5woU9uK7M82vDNearFfxZyIdOVZhJlfN7IUrNRhUZX+5m5IrKg42E872SGiWZViFSNM4dqXH9Rp9PnFQ5fzngt+UaH3Vv8ivFXezdHGHNVZj1YlQEx4636HgRH2mc5wu9CZeGktn+DHXe5XwG3jQhMjWsIuGoLlhb0Cj8DV5Sz7I3O9x7TKKCUZghgCeWNb4Yn6GcTOmr87y7nfGlA4UNZ4GHV3q8EnpcKjzMpSp2VpIWkpEq+INLAUq1zalFh/M7PidWdT4XH2GVA44aI5qOyjAuSXJ52KKwNEhKjXPVMZ5mo8gx725P+de9CkUBs7igZmvkZUmSQZhJ1pomNVvh/OWr6Irg98bLWBrkRpWTxYs8X56mLCWl7tAoRlwr5pnZbfam1/i/NleYUOGDnTFlZPDuRsJvbqtsD0Mqhs6/f2YLXRXUTYFtqPhxgaHDWtXk0u6UObdNLwlR4oRGx+HMXMbLewmBIVDDCr4V89hcRGW8zWao4FY9fnPWYiXbZEc7yo14iY94G0QUPJj7bKceK24PW6uhTiRZcLs819fgVeBn/jyXjRDiW9+KgL+xHb4Q4g+FEOf/nPFtX3XNP+XwDfUX//RPf46oPzemVEr581LKB6WUD3Y6nb/+G/j/Ga2KyT/96Bn+5ffezwNHaygC9qcZtwYxZZHR6nTwVI0bheDMskfDNvCTkrscDTf0WRAhpgZrnRpxXrIV6sx7GmdXarznVJtCSqqmxve0b3BDPc40KtjY8Wk2bH7l6oBZnPG4epk7lD22syrv60w4Yc1oeS5l1aTmWLzYzylKyYmmQRXJyLewhIZRJKyqI46qY8aRyigocEyfpVmXUjfwZylGIjmLz365xgN6TMszEGGKNQ1xC8nr44h704tcn+lYpk2qmliKIJimtKKUV3YnWJZG21TZB3anPgNjkc1Rih8XLDcdarZGmkOcgx7uk0iVE2sr/MCRIQejMXoZoLsmW9kCpqLRTSzGYYqhwSDMeOJYk2Nqwn3FFqN+l1zCfqTywk5MxakipeDRhZKKqWPqKoYCR7QRJjlr83V6Rc6lsMJmWkMB3nOySc3WsHUFkKgatCqCaZyjhBNW7YwgV4gLwSyGMk+5FnnM+gdUKw4OCf1YYb1hsCR6jFPBrmxRq9jMlAauVvLC1MPTCvrTlBu9AEMXBGlBxdKRKGiqxDI0tscJhZQM4pwPtQZMhcXrtya8uJeS5CXhNCd3Tb4Yt9iOPaJSYnWO0TAk6w2TX58e55l9yaKTczlpcqE4gkLJU50Zk6KN2p8RCcnLN8O3WZPe0fwjYPomc9/+VgT8je3wpZRf84kjhPhBDl9F3vdG2Ccc7uhXv+qyFWD3b2aF35gs1Cx+9nsfAOD3Xtvn2Rs9BhsHbG3fwFk5w/EFhzLPmKQqti7oRxlbVFhXoKFFXJzEWNrhc7eUgi9dG/Li5oiKoRFnJS8V62z5JUfbDvGVMf1pQqVi8OTcPn/kr4BVxyenJabktSXK0QavFWeILHhoweYgzugGBcO04ISTcUKmhKrNQSS5SZua6aMrEtNQeKmb4CsaO9FhJcW5ms6lEBbqKRc2M1wERiaJWhY30hhppmwq6+zHYCgCt2Zys4C1ThXd1nnt5hhDFbizlKDS4YRnEsYJVVuw1ZvR8mw6FZPz3YDf2V/ANGAniPjY0pC5qsHvBh2UuE9pLjNLajzZ6fLZ/QXCOIWi4PX9KfOqwaoDAxmxr1UZpAYfnQt5vmvyZF1lbxQxiWAcZRyrKZR6BzWR7M9KXhqafHRxxsWxRYMZX7gKli6wdEHPP8zQdQ2dooSVSskT6y6tGxtsyAUOMoOtvM6rUYeT1pgnKz6vxU128pD0IGXRUeipCzxW3edz/jL3uT0OpjYXgxqDCFzzMORTSElaQt9PaVd0/FRyar7C+e0xaVYSJCWBHdIxBfO2ie2qLFR0nrs84WCcsDinUCn2KI1VNDL2xgE/c3ONx5wdbhUtXhomXEyP8ah9i42kxqw/IwsC1jsxi60AXTPfTvV5RyOl/AKAEKItpez/mbnn34qMt8WHL4T4IPA/AR+XUn71I/03gO8RQphCiHUOE76+8nas8RuBD56b53/5+F38zN99L8dP3MsgTKmY0LQENQPu7Jh84I4Kx3Sf6SAliGKEAkkhcXQASVoUNCsmZSlZqBn8ws4KVaVAujaOIahXDJaqBj2txVeCRZ6beBxxC+paxj4NOnZJPhiwn0le7fqcbNlUDIWjnmTeqvCwcZ1HrU1SxaJlluS1Re6o5VyNXRw1I05SskghFYLf7bponRX6YYfFBY/5U20OKhrpOOacm/Osv8TnehZu3ucgKLkU5Fi2illKzs1pKDpEEmxXp6ql7Pd6FAIQgjA/TCrb91McHZpVDdtQKbOcpp6DovFIbcwFscKLM4crE4VJZLMsJEUmMXQVP8gxHZPCsunGDlkqMW2HL40cxmHJCXWfV/djmnLEHXMuy6KPoOSYJ3hxbHGuKfnD/RqXowpDUUVTwTYUFCGoWgo1R2epYXOk7bAVqPzhtkYv1rk1EwgEe7OSPdnmdyYrdIcT9mYJaQ6DzGAg63xp6LAnOszZ4ImEupqiGybtqkarYjLvaXzHg6vULIWKqbA/PSzxsDsOObvkUbE05m3Yjj3iScZMlvSjkuvDBK2QnLUVgklCWqqcUnZww20G1jKmrvPlaAXFrqEYNl2/pG0rHBW7FEVJ3XMIowI1LVkzd95mrXnnIoT4mBCiB7wmhNgWQjz+F5XxdvnwfxYwgT94o1LDs1LKH5VSvi6E+GXgAoeunr8vpbzt1PsrIITA9Ob48PvmePopSZIVPPvaVQAyqXB5krNsK7hOyrrp82q3ga0cNjqIk4KapXC1G+CaCoNZyklP4kmFC7sTHCS5Jri3VfKfb2kohDwjamxMJRW9SU7Iw3OShx84ie0XXC9ibk5ywqzkVqHzHmXKKXNKV6qUtuBa0mA92MFSI9bUGUtLdcTA51ZkExoGawpcu9wntDXuNjTaxpDP1Wwe0fdpuDE35SLTOOOq9LjLSriYuJzVR3xhVGVmKNimijXOcMOUI8sRS+UuGUexnAobvoqCJE4zHA0qpkYvSFlUQ2xDQjxhzp6nnI1JApV5W2e52KPYUxktu0xK6OgKdVR2hIlmuziqwpPeLqoPN7TjZLrFu6p9fnN6lHqQs+LavDbIGUiPqsgZKRUW7AmYFa6PQcrDejppkVNK8NOcS7szBlHJvC559KzKLJ/RjiK6iYIQcG0qebIV8Mf+KtOooJCHcsZhwqPOVf7DUEPTFG4Np5yqqvx+LyEtYbEu0JF86qU9NEUlyjOaNhzMcqRUSfOIUZDjaCUrVshVtULfz6iaOY+caPKFMKftVdjyVTwi/uPkTlpyyos7NqqesmSDn6Z83m+QC8kLQ4M9dY44UWiUIy5pC8zJiEuDkkffXpV5J/PPgCeklJeEEI9wmBv1LX8RAW+LwZdSnvgac/+Mwxu7zV8zqiJwTI33PniaNE3Z2dnBUsCUEzaCGi8oR+m4EmQJUqFZNehNEwwNZFkS5ZJemLA0Z3Kir4CEim3weq6ybhxwtVhkXe/y0dpNzit3sjFM+NKkyWh6QBCaPO8nvP+Ey4qnc8x18LWYWdpFqiWfC1Z52NphhMN+4tAyS77SM9EkyCLBKA3qnknqSOb8nK5REEwrNK2EmWbQ1FNe6kpc0+XGxOWciHCWPW7uQKHETH2ThmOSpCUjYdAMZ2xZ84SFiicKLFXnYJZhaRwmJGkqcVZieDZx5GO4dbR4zCePwoZhEo8CzFJybQuOjmLChSqjJCOQKUqe0VB8xkoFJxtgqm2mQcRlzcBRC1yR4ZoOJ80RV0Gj7K8AACAASURBVIw5PmRc5/V4BaP0mUmDaQh3V6ZciGvomsqCZ7E58CkKyfpClTtNBT/ImAQD9rMKB6lLw9FRFYUTasjvjVbAqPDIsQrnb404PlchHPdwGwu4gWBaGCRqhX4gqLkakyhnHB5280pKjZE6hyIENwcpBZAWBVlc4tkqwwCCus6iqhDqKh3P5PevjKmPIl4+8AlqFvbpU8gLGVtFFbeEE4bOThCxpO8zM+vcUx9xU1lltB+i2TUq1SbtJGW17rEf2m+3mryTyaWUlwCklF8WQlT/ogJul0f+JsUwDNbX1/m+957l/rvPUK+plEXBIDjsa3oY5lmgqQJTU6hYKlkhWXcK8nGfRc8kLqAbpcSpT6o5FKnEN5e5UX+MRTOiUDSGmU53HJGlCS1XZ2tyGALYCEIu+w6vBC0y1WGaq2xmHtt4JJRsBA1SoSKziB85us9qtSQJcnaDnCs6zHeqDKKcSaHRLyt8PjmJopn86OJlltWCOxp7nNKmrLRUPjo/4ZSpoUUZZUXnNHDXgkGS5xz14Alnm1mUoSqgKgqeqXGpG2BpCsJ0MTWNKM35pYNFfu7WChd2Qz7bbfESR5g0XfKsYC/JSdOcslGh66vcSCrMEriZtvlKdpxvd24yKxs09JR77B5bg5CKZXKuHnNPBx6s7CAsm2UzJSoUbpUtEIIoLfCTlCNNl4plcGsUsNELGUwDesMRpeEwTUqmUU5VV/AzBx+bwSzmuRtD6hWdC12fD9Vu8NuDJRZaDUJhcyt2eHHsECU5CpClcLNYIDYaWKZKUYJlChY8nTIHS1MopUBT4IVRnTwrSYuCvVFCU4NCV2nYkuMdl+duDvgfls4jTJfTUmBqEYsyZUUrmOUaVS0nCjUaeoKWZVzbixBOSp4H3NG+7cP/GswJIf77Px1/zuevy22D/03OYsvlW5+8j3/1Yx/iR957mgVPZ7XhMO+ZeLZOzTE53raJC9AUhZszlatykc29GavrddRMcn5iMOc5LNd0ujdDRjOf06ZP3Vao2xquIZmVKsdaOqfaBhe2A3b8lAv9nLWGjiJz/vHqFe4/2iYMZ7RrbWaKzlOdEY+uuvxJdISlhkMYp2S5pJpJnr05JSLl2zrbeCJgECR0qiafm87RLwWrWYRysMNOL+NWusLlWUqvH5EOIpK85He7FtuxzYWZza/3F1FUqFsKSV6SFJI7FxyKsqSBjyklfaXJclVlQ6zwbLQKnRbTTOPsyQaehMVcougqyqhLVU8YhlAxVTqM+HB9nz8ernIprdOcX+Va2uCDtS2e6Wlcnlb4l6+ucj5a44l8m92xwR3zLk7SBwRN1yBMJaksaFUOD2yTrOCEGzDILe5U9zjhRkRpgWnqRLbBoh5QSIXlhklvmqEI8PU5zs9srgYuj7ZSzlanTEsD29Rouga2JXB0QSx1pmFGWUiCRB6Gj+qHoXKaIjnS1Bn7giAvONmp4Nkqu7MCXRXktQrF3oA/Tk+yH6vgxzh5yfa+YLewcXSVo8aUF0Y17tG3MNwFXGB9TuWlfZDRDvva7Z62X4N/DVS/avzZz1+X2wb/Nv+FD9y1yG/9+BP8xEfu5MN3L5LkEsfQuHwQsFA1yIuSnqzQrnlEVYPuMKKXZni2wuZMw5CgKIJJIPhy2ODi1KIjJiiFT7tpszmW+KlkuW2xnUlkImkEBzSKHmQpnfgG49xgfnaNeU9y0Bty+eYYIxlzfic9zIStaJSeSYrkzHzJb+7UeNgbs1DV6Y19FBzctORGVmfRmbBS73Ilyol0OL1SJYgLIk1w0prxVHWHUQTC8chKiNLDt5t2xeDWMKJdMVlu2NBeZ1X0KdGxgpwjnoszvMywH/DqNKZs2tgCnlyp8MiyZCPvoKuwbOfMLSyA02BaeiwXU37jeslKy6PmKNyldxklgiMNi4uBwq8FLdaqM9K8RNMVXFVQyhI/SUkSyTBM8JMCWcLrY4OLM4upOQe6jW0oDIKUo1bCybZJ1dUwDY0wlZSFZJgqnFT28EMfvQzZDg1+eHWPaZQTZgU1yyDKJf0gO+yfoCk4KgRhTtXUWGm6BGmBR8RJ12fBVXh118cxNb5l0UWzNe6r7HExVejIMQEu7liy46d0qgrHKXgxXuFqOscTdZ+bos18ssNGKLmwBfd3Ajb0Y8j4dj38N0NK+b9+rfFWZNw2+Lf5/3DPSp0ffuIYP/+D9/OJ+5eZr1lsDKLDapnVCLt/CdKSqGVj2Tp5CTXXoCNU2kmOvBXQ7804o89YYIigTc9PWa8LLhykhFlJ3TXJ1ZzL1ilemdVZya6jzXY40rC5bC2zHxR01aMUy6tcjysYBWiOziwpUFXBgpvTTrY4VUnYLmuMI4nQDK7nFSjg9XKZ69kCWl7yhJfhGipX93zuMnVkUjCUVa5pJylKiEY9FCE4547Jga1+RKticmuYkM16zKYDLokVruVLyDCn252R6EvcvxBzZT8i0hWWdcHrLx/w7ACivMTSBAM/JuhtsTMLeWg5o/QthqHCa3shq/SoeB7vUwXtacL7C4lSuMxoUJ9dw1YKOjWT/izFNTTuXq1xol2hLCHKC2zT5D5vxnQWEOVQMXVOGgf0ZjP6sYJW5OyPIwrAtlROyA0W9YAwkQQ5nKyXXIvrmPphNJJEMAwLqoaCqgrarkFYHB7ee6bKJEwRQuGWr2GXKRWvQstR0BVBe8EDQ+Wz/Rar1YQPu5eZSBtFqKiaQjZK2YklN8KS729doJcZdByFa5nD2Tmbdy3GOKrg6iRgVZ+9zb/+dzZCiKeEEP9JCPH6G+NXhRBPvtX/v23wb/OmNF2Tb7t3iV/+0cf5F999N0+fafF35rd5Oa5hpxlWklHJJIqi8sDRBYYbQ1qmwJo/Qsgy9eo8nw+W0YIDmMTcHKZsjVO2pxm705hlxWBB2edsEwqzxlbssqj0mXMkT58wqBom27sD3r8YsLhqc8v3WahZmJpKmJes2ilLls+8JZlFGYs1m56foTQ0hknGi3RYbmvc4YwogpSTjkZ1FtLXBa8ewIvdnCVjRsur8r5THV5P2rQdQSohLzJ0FZ4bVcnihCKY8OK2gV1IwjDnYKpy0a+yak44n0suppKWq9C2c+bqLnNVG4wKPer8wMIeB2oDbINT6pAfal1EFQoqsDuMUcqSLM5ZyEoCVLYTh5tJnSv7AVIe1tL5zKUDXrw1xtThaNthsVnhs+ERejQ4Mt+gmg15pSsxTYu9cUyq6tRcnUVPZxoW/EF4gkCpsOBKeomBGvToBwmzOGccpKRFjqVCxzns+1uzDQwFTA02hwk1R8dQIZew0tBJ+wGuorA5itndm7BuZCy1qtySHtf14/TVdfRcomYldgGNxQoPNiJenHXo+wqzYYqe6iwXEWPfYsM8hmaYpNGb5RXdRgjxEeAXgN8C/g7wvcDvAL8ghPjwW5Fx2+Df5i3x2LE2P/GRc5x7+gf4+x9/mPbJOe5dalDxLBxV8KlnbrBcMRigYi9UMQKbz+8kXI5btKoFfVNlf5ZzpK7TtlTKHBodm8/s15lqNXLh8F2dLU7aMy5NFK4NMtpyi4/VDviT4Ty94ZjOSoeskBgq1NWYxXabFWXMrrZCWsDVg5Cj1YykEOiGRCk1np3N089TZkEKWUlumWSGweOdkFMVn6niMQtjdrsHVMuAJJcsVAXDoKAooMGYbmbym5OjEBXYWcF75hyaAu6vTbi/5mPpklMVjUlDZVJa5FlJzTX4wJk55pQZz3YLsvE+s0aTUGtxQT1JRVe5NtEoRilTU2E3zWhkEiUqOVcZE+agCGi6GnFeECWSsoRO1eR6N+TqQcDT7g1c22ZrEFLYLRTD4pzexXMtBn7GZj8hz0tMDW4kDRK1ihPvo5cRuVDZKJcxVFhr2zRdg7KEy/0YPym4OZyRlYfuLddUGAUpmqKwqk3Yz0z6pYQgQ5fQzUrEOGY26eMqklj1eP7AQBYFpqnSWasQxQU3pha9VGDbCfP6FpY+4zOBSuZZXN/PeO/pRepLt/sqfQ1+AviElPLfSClfkVK+LKX8BeATHOY1fV1uG/zb/IUwLJv3n57nn/zgAzzy6BpKRUfMUubFYYOWtWWPV75yixujkMSymCU5qlenomvUHY2lmkarqjFUBJuDlFKz/l/27jvIsus+8Pv33BxeDv06zvT05MEM0oAAERgAUowKVCZFleKuvFpJlmyv7JXD+o8tltPWrndrrbXlsmxvlSjJq2SlokiJOSERmMFgBsDkzv1yuDkd/9HQlkpFU1hJ4EBgf6peVb/7Xp97693Tv3f73HN+P57eE9yc5QRSp5/Z3GUP0WZjZGmBF7w6dW/I6ZbOaOcmkyAmGu3yPfcvcjS5wtPhMmGSsFy3aJVU9kKDcJYwR85hIen7CceqBVmhcFERlJo2Rw9XOds2eKzSpWYbnHd7HBZdPrQ0YL5io6k6UQaaBrFa4ibz9AKNZi5pKYKdKCfLc5TBmHk9Yq2jc8mEtOKQ6fvTM6dBwu9e2OMTgw5SalzyS8TrW2SWw4VJiZuyzbOzKodWy1iGylbJJkty6tmIk+WEsqnRrpiMo4wsB+vVySvd6f7KYKTkC7MlLvUEbTNGzeBDnT5KFlBTQgwBq839BGlZDoaS4+ZTWraKphvMqz6+1DE12BombE9iSraCAO5ZqVG1DJquhh9nLFZt3nfXHH0v40ZcRpGSSpiS+glHmjbWnodWL0gTi6oFR+MXWDVU1AyiMGd7lFAkCcJS8LQWusjYyTuYVoty7rE5Kkh8j+HmVR7KX/iG/e9b3LyU8sJf3iilvMh+yea/0kHAP/DXdvR4i//6P36Mf/Pzj3Lm5Dy1TolXpikbusp8JeNux+fejuTqVLLhpSAl06jgc9c9jpuCIsm4x+mx7OZ0yip1JeY7Kte4XcyRqwU3xhmJbbKtVfAHO0SFga6CLHeINi8TJzF3GTvcmmpMoxRbg6Mti7OH6wxym26a82ALXhgUmFUVoQieSzM+fWvCswPJr0/OosQzZmoNL075328tMPJjcuDYnI1QBFMcVvWAJ6obrNsam1LijwKklKwbR6ky5Yy6jZ30OVnc4oZvcP9Kja4Xk2QFliIp8gw/LLjl12jbMQLJ1ZlJJwvZ2vN4KRcUporiakTOPKph4MUZQZLTdC0WqhpV20RTQFFgmkhcU6MmJ4yw2Z6BokVUky3GkeTyVOfcSondaUSQQdVUOFKCW8ZR7nW6nDR6jHKVlWKLE50aCgVJllO3dFxT8MLmmO4kBiFplE3GQcxvPrWJBB7sKESixP13d3hwqcyioVDPC45rm4yUnCSDsagzHSeU5mxCDfQ45VxnRruIcPIh3URnI1a4OfFYUHXOu12kpbJEl+eUE3e6W7+R+X/N1/69g4B/4G9soWbzj77vbv7xzzzCP/3he3n8vkVuzQyeX1dYqwjOqAoPt03Gfo5rG9QdlWgQoyUZ47TO1iRhM6+TSAVfq/GocZMzTsSNEfQpk1Ag1IT75gocGbGW3+ThuZhqa5GZ3mR7GqEKiZbMiJKcjV4PXfE5X8k5Ye/yhck8y2XBg6faFIbGqTmbZT3CFhmqKNgJVISm8WCpS1qAravkucTSFPxUciOpcik5QkPCvK0SAfksY83tsTjX4vJI4YHKlI6ZEMQJz62PkDKnKOCassaCXfBjy9coN1I+eVvlrbUB40xFw+bQUo2pLLCLgl4sWdMKdj1JXsDEy3BNjSiVxEnMo0dbFFKh7mjYhkKCwmNzEfer69xjDHhLI8BWc6Ri8eK2x/nDdQ7XDHpBweUh9Mc+n+i1uR6WSLUGSanDha0xk1hiaYKuHzONJUEKZ5YqVC0dV1cp2waqKlis6jTtjGa6waWrA/pRwc61IVlF5alBmaM1hZaWsR1Av2JRpDktVWGvZLK4eoy0XqXeWWJLP8woLHNCF4S2TlQ6hKoKfm1wnMksvNPd+Y3sqBDi97/O4w+AtdfSwBshPfKBN5H5hQq/+KG72HxohU9d2mNnvIXMPC4GMbMc1CxjGuXcU7fIRZ96vEvsrtKTOZm4iueuYo9v8WzUpmlAZxTyvm87ytZNjw+3rvPzozXuLU+Jpz3GtTZPBssEScERa4ZpGSThkIVcMlFcwmCPuLXKXqIQeyrXRwNcS2c6G/Idh17i5eABptKmisckUdhJLXSlwAsTZlGOooCpaRzVh2huygtqDSMpEHlB63CVC+s+h8t91lyFk+aQz+sPE6QRiP1atK4u2JklhNU2UaTjVuZZ1gqei0qc1dcZFBpbYUYsBeSSJUXw9Cjkp0/GtEMdieBEx+XWwCfN4amNMTVHI4wLZlHGyQWLpeQSh+Y0QqXCzbjGF/xDeNF+uudnb49ouCanOhbr45i7GxmDuIUm97gROowjSZHBWktjZ5JhaCpVU2IbGiMvZhDEzGKNOJOcXqjy/PqYkRhQVgW9KGdNSrSWg+7tEFZzno4N/KTg4Q5cnypkJYuamTMaBnzlc7d4+NiUSjpjz7B4tjqPEB4rSULVTzhbKxOnCVrzYAz/G/iub/DaP3stDRwE/AN/64QQrCxW+YnFKr3pCl96eotXXumiRjEVR8dUQtZVhR91NphYDs/fgAdWBrxSbnBSe4EdpcIgr6FmElvAn3zhNoWjknl1jrUdiuoRnGgTa3abWtHBteoYJAyKJovqlOaCjT0TNIyIi4MZbdNiQc+5OBMYusJDhxtU1ZiONiNVUxxdY7XVYm9XwSh0igIajkIh4afOu/zaleMk/YA0z/EsHWuSsHl7QtCosxNPOVUKWKm63L6yRZA1cDVBxVII4gLFgOt7IRuxgj7ss6WWqeommczZ9AWtJMEpm8RBTqUo8BSNZ/o6S2KEb83zR5f2ONWxubwdMvEyYh0UIfATyUQ6dDSfrNDpJhZNNSTWK7i2Rp5Lklwii5zNCaSZZJakEIbIWo1bYcJ9q3PcvtAlTgVCghfmOCaoZGyMiv0FW1GGY8DeaELJ0pgzIq4MS7QsjenWFEwV4/AcShkOK2Wu7nl8zavTH4bINKdbs9C0hJu6ye5OwnvWDK4ma+ThgAvjFksaTC2dDzsbfHa6wK3ZQYG7/z9Sys/9+c9CiPar23r/IW0cDOkceF21KzYfetcx/u1PP8J/8b4TOKaKZem4Zsxzk+PMshL31LpYRYmLQYOXJxp/Mj3KdQ8MKYlnCe35EicbKq4hKEuPZHCDz04XqWiSntomLwpyoTEbjXGVlNF0yglrm56sovoRNTVlQdmhUlYopOSlbkyQ5OhZwHcuzVgqSXpFie9b6GJqClGW4xgqXpLxR89e52QlQXdUGnFIHCckqk6vZlEqFZwz+vzG1jx/7+IJIneJmiGom5JjpQJFVRikNkHnHi5Eiyws5by16hN6HvfNW6yGGckkIQ0L2lUTxdAQhcQXFjdmBtuTgI6r8tJ2iKVB3dH2C9sUksWahW8vcEk5i7BqNF2LIBWgakzDjJycqq3S8zPyIifMIVctylrBizOXC16NP7nUZaGiEyQ5x9oOJUtgqpAnIWVLYKjQcBXWWi73KTdwDIWqKWmWdKZhil/S8XQV3RyzPgy4tDWl72WsaUPm7RlxXuCNAnKZs2inPHJI5fpY4HtT9FKDZSMhrViUZIbvLvCYc4tpEN/pLvuGJfb9t0KIPvAS8IoQoieE+CevtY2DgH/gm+Ydp5f4xe+4j//7J9/C43etUnR0mkXCYdvktHmTRdGlrUz4QPU2j1VsyraB5eq8vDEjnuziJfBoZY+3V0Z4RovLMwMlnrBSd9iODFaXmuR5wSFN4hqgqjrrWpXvPxLxQraEmsPAy3lQvEzJ1HmgPOAz4zmccJvVbJ3n9iTbk4hHj9fRNYWqrXEtrDCa+dTsAsvVmEY54XwJMsm5cszH1u/iRlIhSPZzyC9YKUUSsB0bxGlBUBhc39tjLkp5ZmiBYXOPvcfOzjYzEVOWEkOHPS8hsFSCRPJDq1NWGgZRXOwvhrLANRXKtsI0yVip2+yMIy7f3GMzq3PICjmtbNGVFbxUoWLCNNyvZ1AyVcqWRstI+aB7lTyLGc1iJCoSGHgpcVZwcScgyiRlEXGyLijkfurrTCoURU63qHKXvMERY0hHnWDUHFqdCnUZsGZMEJpJEBe0LegYAduxRV8VVAyVoaKSORk3p4LPDptcnyisFjuslKYccUxsmdPd2uBTeyUQX68G0oFX/QLwGPAWKWVTSlkHHgIeFUL8J6+lgYOAf+CbrlWy+Mjjx/mlH38v7bvu4/SZFuvREuPUYkPM88f9BeKRz5E0w1VV7tYlF6IOfWOeL/dsbsYWNVPyq94jbAYat3oBx0oJnbID9SN4VJhPBlREwQ92tri8NeYd9k1mQciq7TFRXMqGxiV5jHarwyDWuLCXkNQOs1I3+fSVPlf3AkZhykpF4cR8Bc02cZ0Sed3CmCWYuWQY+HhpQVqAoYOrFfz9Qxs0Gg32ZgmagPsbHlcDm7FWICJJrzflq9Eyiqry+MoIy9ZY1FWO6So1U6NlFHytrzFIDRD7+X0KFJK0IM2hyAXrgxBbg0FmwHSL5ycGReLTrJRJC0k3AMdQKGTBsbkyXphiKfD5XZ2yEjIpdCZhTphB5dUcOgUwV9ZQZEak2riGhoLAVCRbk4SjepdGSaMvWrykrSL8hP4o4EmzxJeHLnGW0y5rTFLItCqqoRPoOqFrMNR1SvmM+bJBkMJC3eRZr8rNUOfycEq1pSPyEFMTBPFBNvRv4EeAj7xa7xsAKeUN4Idffe2vdBDwD9xRjzx2L/e8872893s/xDvuO0Gm2hSKw2w3YHPXwwe2xwkNxef91evsJCazFJaMiL/fvsTxUsiRKlyf6XzqxR7Xxyk5ks+Fi2yOLZQwZ5pZjAqXB5cUgsKhJTy2vJiz4hrv5Qs09YQchersBpujmJqtIxSQScohucVd4jrnyzOmpo6pKyyWNRQVyo0WQoKhQZaBq8EXtxWiJOX4XAk/g6K6wuNtA6swuHtpQqtW43zN4/E1l8K0UaKcLMzwZzF7w5CTZUm7XkVVIclg2ys41LTwU5iGKYqQtEo6QlUYRoK8dQqjc4oX8kM8Naqgy4yGCUlWIITgZs9HKAq2oXDy6BqetFAVwULDwlRh4EtyqVIyIMtydrMSN3sRGZJMFrjm/n8H7ZJBo7Sfn8vScgY6qBWT48tVTphjAmGR55KyrSGykLuqCXcvlVis2uimwqod8uvXTWwDzNTDKCIyo45SwGg4ZUeZwyTH0A6u8L8B/S9XuoJ/P46vv5YGDgL+gTeE+bkSKw9+B499109wfnWZMyebuFULfeRzvBPy+JzPlqfxY8u7lF2XI/IGXpDyQ4u7JJHPLLdoOiCzAt+3MA+f4e7aOl+8VQYpebg540HjNm+rbPPYWpuX9DNc9Or87vAI62mJpq2wrq+S5dApG9i6QtspUBRBPzZ5uq8zjBM0Cd1oP8FYNJ5wdt5AfXXR2d3ukPN3neD95escsiLKhmDc30MaMalbkJTnaKm7bPuCPx7M8+iywnrJwFRVZJxiCsneLOZLeypbo4SSqXD3Yolb3YCqLWgrU6I0Q1EVVmo2T8xNaVsJF7vQUn0ib8yWJ/ESmCvtJ7sTCpyYd+m0Goz9iAtBm6IAIaFe0qm6Gl6coQpBIVUUAWtNnYoM8MOMa4OYQ/Q4aY+4Pk7QlYKNRMGsu+z5KWK0QyoV2mWTIC1I84JdfYnIH7Ex8tkaBpzUc0q2RqtkYOsqt3yVZsnEFClaxSFSdO6pxjhqjh8md7orvpF9ow/nNX1wB7N0DryhuKbGP/zQXQBsbY75xB9eZjjYYDNdZByOaVmSl2c6Q1HjS/Fh3jHfYm3QY+a5hDloeYhTyRl7EV+eLfH2uZtU6wZqnnA5nOPh1pQXhyZnjT4vWgsMUocFZcBnx20qZkjZ1nhh20cRUNJStJLJV5I1zpR3aZtb/NnkEAvbMyoLZa5PJhSZiaIolNWU+WyXtdkulhFze7JFx+5wI7C47RmU85x4NyTV57HFiNz3eGl9l2W9zixImS8b6IOQlyoqnbxGp6wx9lN6s5hG2SDwfJYqBUNfYRam7E1imst1vrg+4weOKswmVTy1xIOHq8SpZBhEzGJJluckmSTt3eZao0puGGR+ih/nBGlOy9XQFB0vzqi5OsZ4hu5NuLek8KnhHCUdjjsj+mkJS8Zc9yx6fkGpyFGSAtXJUCrz3Njy8BNQFUnPz3lbtcdzu/MUimTRnLE9yVCEpDfLqTgKz+4WPNHsM5++QldUOGqlDEwNab+mC9VvVfcIIb5esiEBWK+lgYOAf+ANa2m5xk/+g0cIw5Tff+Y6zqbPBJsgTrhUVDld9VgO9hilKxyp749PX97TubgrMGpTdscGbzvRZLMwuNhXyLKcLa2gtNDkZrdLL5A01V0u+WXCAh539vjsZAFVgXZZ54yecsSakfl9eorJi77KrVGMVjOINajZJnk+xdIavKM+IMigbsOXuiUW2jVG/YCGKphlKjXVYDtWuRHAR+a7vORVqFUN4raNOZRgqyzmAedWM/50ktDzJAC6KtAUhV9e+xIjdY5/1W2wGwhOL7oIOeWMM6HX83g+WGWh5fDpXR9dVenOEgpgsWYx9GOixOGQd4u2foSZAj0vpVPWGIUp82WLharBc5s+7+woPKrvMFp8Jy2/T1krOFsOOGJ41M6d5StX1kkkJIZg0YhxiJFaE9fU8KMEVcBm5DCQazRMKMsZj9dvcV1bJeuCaYChSlQNdosmszhhyU7pewEvhkcYxq9pwei3JCnl33jO6h0d0hFC/CMhhBRCtP7Ctl8SQlwTQrwshHjvnTy+A28Mtq3zg287xU98/3eydO5x1o4eA6fNV/wlrg1S1kON272UerBO00x4+1JGPstRTIVXsgWe3dD44FEdSyTclm0OTZ5joVSwaIRM3COUHZeakrCpHUYKgS5AULBXlPlMr0Y3dTB1yaqbUDdB7NmS0wAAIABJREFU+Dmql+DGPo6qMPRSLnlldFXh6VmN5U6bvaHPoh6hOy7HOw5LK20iLee7ah7TWHAzb9EPJEI1qZg65q5Hqy34g67FODe4a7HKB8/Nc28jwc5mXM06FPGEPM85Ws6IpgOOaX1yt8lWbPKiV+aZrqBk64yDmLmyjqPtf2GULB3Nsom1Gno6Ii/2b9DO10wUoRCkkgJJ09GIQo9PjpbYSSzmyzqGjBknGlemBke2fg+32sJWBUcX6iRmDGrM59djZmFCo6RCnmIZCu+p72Eb4Oca15Mq16cqWZYRZ1CyLBbKNtMoZyQ6zFkKW2KFV0KXhcq3XsUrIcSvCiG6QohLr/e+7ljAF0KsAN8GrP+FbWeADwN3Ae8DflkIcbAS4wAAhqbx0OnDfM97n+DDH3gn37Oa8khlD0fXKYuIHWUON0q5OXIpLJVcCramPg8tTfidlxMMVbA9zehlBqfEBieOH6dtSbIkQxc5PS+hYmm4toYfFwwyk2POjCjNUeMZTcZUTEnqapTNCdvOMr7UqToqy3bEg82YHbFAM7qJr5T5k26dUWJyeaTz/NV1Wk7OZuxzvBwS5ApOpY463MXz+7SrkoHe5EQlZ+BLruxM+PTLA4bdHe6pjHnMusld1ZxRWHB9AqfmS1yXi2yMEp4fOxx3Z6DZaIogK2BvmuLF4I9HbAwDul5OnkYEWKyUFfw4Q5GCLC/YnURsDSNyJIu6zwcXZ7xwc4/nurDhaYxFmfvKYwrF4nT+EhLJ7vY6Z+0+37+WkRQ6kwT8pKBTMZnOfF6aarzTuc2pSsRMbxLYC1RdEwoYBQmWIRCi4J2NPlmRc8MTaELhrcfad7qb3Qn/F/vx7nV3J6/w/wXwn7NfPe3PfRfwG1LK+NWpR9eAB+/EwR14YzsxX+aD73sfy9/7Mf6nH3qQ8y3BeSdnca7ETiGomjpzhiDE5rCpUDEVbopFKCSJWiZ0VpDDW1zZGNIvLDRd5UxNEqY5Qz8jLwRnKz5BJlDdClZziWPllEGhMkwKTqsTvKlPbjVoFQNuTiTPzOp0ZleYFSUqxZDlhgUyoyxC9lQbI/MJynN8YdxmTozZ9mGpU7BYFSw29nCjS1ybZNRK+zUFZZExV6vyM5Vned6vY5Hw4foVVEVlHBdMco3j6i7vbo65ONC5PswYhAmPHGsxVzUo2yqGbXFmocpCReGFZIG0gO1pjpfAy10fL5bUXQUvKsgLiSctPtcrcchJsGTOf3pih3PuhNjucDms8z/cOMQ0gb5V5zPBKjuTDEVT6JR07l6ukBcFm5HNRuxQxBGPN4aoikJ/4jGLMsqOQhjnXNsLGCUmp80e72oOKRsFtiboe996N22llJ8Hht+Mfd2RgC+E+E5g6+uk+lwCNv7C881Xt329Nn5KCPGMEOKZXu8/aHXxgTeZtU6ZX/zJ9/POD7yHizOTtoCWLmlVdaJM8H/uzZHaDeI4RpEpiT8mziQy9nns+BypFPRjg5d9nRzJ953v0HIUMq1CudaiacK1rs+5jsV7awPqekxsmWAavOuQZFM2qZcdxnFBuVwhimc0lRlRGDP0U4bTkEo240xL4z3G82ymZX58bYwpEqxsxi1VIZjpbCglDlU0ojTj7pUqFUtlzojxpcKNqEKul3hbeQ8/zonjjFEAn+y3+Oywyt1Wl5q1n4742t6ULIesKDAoSIMJ4yCmrYVoUnKsnnG8Y2NpKvculzA0lZKlYKiSilHw7c1NijTk8eWUl0Y6/8fsIfaCnJPlmEdLfU63DY5rPdYqOZ8a1VgrFxia4NnbEyZ+yrLpcWShxcTq8JlRi0/3ykgJJUslSAs0FZZqGopQiNQSz5n3c21qomsKe9PoTnen10Prz2PVq4+fulMH8rrdtBVC/Ckw/3Ve+q+A/xJ4z9f7ta+zTX6dbUgpfwX4FYAHHnjg677nwLeWQ22X3/yFtyOl5NKFLb68NSKVCdOtW4wKQSwsZnoTsdDhtwczdL/H817GveaEC1mZyTSkUnb5wwtdCilpEHIlUHhH1WPRybnanfBBZ5us/QRfGrocLvn0pmBpKn0/552rZW7PPErmIi8MNNTCI01L6KaNLgK2RJtmOYOh4N+uN1koG1TUKZcmJv/0vm0+3jvMy15GUcCtfkCaF7zbucbAWOaT8RnuH30BG4WfXbxM25D8j5snOWLrDJR5Xglishz8TJJMEzIJDx6qcqvbJ8zhqBVSlBaI/JCOFvFkPyTJAREw9Au0Vy/9fC2lXFP5xyd2+bW9Q3y8d5hz5SGJkfLVsIUEgtAnKtXYGAa8uzTkC/IQRzsuy/Wc9aHHMgNe3NX4trkIac9zzCljeTtc9EBVIM1hFBacWqxzQz3GifFFjuptnkpKlPW/G/PwL4d1Hrj0Pa/x3f9LX0r5wOt6QK/R63aFL6V8t5Ty7F9+ADeAI8AFIcQtYBn4mhBinv0r+pW/0MwysP16HeOBNychBOfuXeY/+uA5zh+bZ903KeIZ83Wbw07Cw96f0dChvXCYo4lHL9AJhYIndU4tVKhZKrqA3dzl4VbEjbTBZ0cthl7GXujSzl9kOR1x3tjmqT1B09ZZdCQPiZcYJwZ5HHLm6DJX/RKuLvFylSgXzJcFk6mPXcREZouZF9DJd/nQ3A7/bm+eipLykl+jauvoKkRpwc2iyXjmoShwZepS0SV/NFjgFd/go+0bXA9L7MwSNFUjTKFq7GcnSAu4PgxY0afMWynLnSZ1NUQvIlzboMjBViDMJCfnHWqORqts8JHFXV6OSjw7dtCCGe2SxtPDEs/kJ9CUgqQQTGP4dut5vm81ZDOxud3zuLoz41bfp6LBpDA5Vgr4XNfmqe2MjWHArtoiLoAcFEWhYulsDGa8myf51GSZsqvStCGTfzcC/t9V3/RpmVLKF4C5P3/+atB/QErZF0L8PvBxIcQ/BxaB48BT3+xjPPDm8fCpJR4+tcT2OOBnP/48b50b8XvJWzH9PjvbHtvt06zN5UzWfcZS48mbIxQkppIhQo+rqsNco0LoTfhn3fPITHC6pHKy5fP56Aj3attYlg7RjKdmDYo84ne3y0z3ZqzWXcwi4HDepSiVub6+R9WqI4XgvdrX+O3wHHocM00VXo6aLMw1qJdyNschrqGy3HBYlVt4qk5NTbiqrrESXUEUGYZh8Gi9xx/NUrrJfmWxVkUnijNUFUpC0nINBlOXOREQRAazMGPdA0tLcUyDKJa0LI3tcUz8asK43/LOct7pk+SCp2aLVO2crKaxO81xtJi3NHJqcxkjOsxlPd42J7mEiZcWqIrKKEg4Yiqs+yofqK3z29OThIqGF+c4ukqY5ARJganmHHM9JmnB2fIMJ9jlD0d1fvTtzTvdZd7U3lArbaWULwL/D3AZ+ATwM1LKg+QaB/7GFmsOv/MPH+Hx7/xhSvU5Gs1zHK2k9HpdvnpjQhzGpGmOqQqipGCSaPhKhUR12OxOAFDtMhom0WzGer/EONM5XUvpKFO+bW7KO8obZBgs2SknqyCRdDMTw3bphwo3fZX5dIPz7i6qLHj/Ssa6eQxz7hiHzTFL2hRLVymbCqoCUZojipRLfo0invHlns2/669x2Mp4clTliufySysv0bA1kgwmfooXS+bKJkt1h/4sJtcsrsQtGtEGKzWTFSdHN12yTKJpIIXg5544QsnQOd6ysJIJtq7y8e0VZv2AnUEGwZiSHPGW6pinxw4d2WcoamxFCrenCqOwQMYBi3WDGAUUlZWqzjPhPJ7UidKE7mS/bGO9ZFK3NbwoY9M36Spt7qqmDHKbiiG40Q/ucE/55hNC/DrwFeCkEGJTCPGTr9e+7vjCKynl6l96/jHgY3fmaA682TmGxo++/xGKouCLl5q87UaX9u6z/K+j08w7MIkzqq7O3eWYaniLvqwzrS6w6aWkWc4oh0ytstZSCMY5n+mVWazZVJNtVksTXBGzZhX86aTGjAyEICwk3dxBV0o8GQs+Un+J/7e/yIvjgl4acVhOeC6scqurEGY+FUshTAV+nNFUQ5aUMRdmp1A1gS5Uvtit42oqW/MqejFgFiY0XZUoLTAUiRclSKGgCFiwUlbUES0jZat/jTBbQoQJQQ4VA6SE//lT1/iBu1yOe8/gmS6kAWps0VArrKsKiShjKIKB1uF8ecSCCif1KR1zyKcGLTo1myJIWR+E3NcoWJ+5FGOPmd6g7FhMZgHnlktc3vFwDIX5isWNJEMRUFMS9MTHVRX8TKM7+dareCWl/Mg3a19vqCv8Awe+WRRF4e13H+NnP/QIH/ixn+Z7H1pFEWAYGsfbJW4MA54tjtJyVcpawqG6ThwlnKtCwxZYmstbFm1Ol3wOF7cZ+hGf6tW5pxZwyp0wb4QoQpAVBQNljiwvkHnGI/Owrc7jOBYmGfNVg+NGn9OHGiQFNEoa07DgWNum6agUwOnSlENNiyiV3Bg2aOgqLV0hn+1RLkbkuWS+YpEX+2P3s6gAKenPMi4OdK4kLX53epzNtMxDJ+aZa9YAmCbQKumsmj5PXu/yZW+e39ko8W+2jqMadXIkrqmiKIKrcZ0tX+FMOUIISd8P+MxsCVukTMOUEJNpkHPTgw+Ur7KbujyQ7FL4Y85VPK52PZqOhhcVKDJHFHB/O+elYc68kSLsKlEBByHp9XXw6R74lle2NH72iWP8xs89zr/66P189/2LeHqd9xzWealrcnUvpNvtkUlJv9BRTRs1h4XgRb7Yc7k4NLi/NMZySsyrM0ynxNWZS7NsUTJNJmGKFAIvhRfVo5RKNWQBe0WZOIz5g26b0WhEmu/fqD25VOLmwMcyDC7FLRwFkgLKpkI1SOgqKrmq8Ju9Y/ze8ARRlrI5CTHU/Ru2ZUuhpGv7f9yqwFIkVUtnpa5ze3Ob/ixmuaLTdgRXtn0KTWPJCOmoHm9d0HnA6VKYNoWuseHlZHnBONHYVFf4z24+wCQW3IoqHLd9LmSrTMOcKNuvkJXkKl1tiXkl5uVMoZaHWEWEzGEW50hg18swdFizJrxjLkRqBjeSOiVD5fbQu8O94c3tIOAfOPAqRQiOtku841SH/+1HznMjLJG4FeoVm5lWo+TaTOOUqvQZ+R6X9xY4XxnRaVT4vclRatkeL4ZltqYSX5iMg4RpEGMZGncvVRDA2fgiv7Pu4jtLOKbO4bpGQ4/ppg5SQpJLtochJVOnO/WpmDq93GVrHGFKiZ7mdMYho1mCpcGPVp5GFQpHnIIolXzg7g4Vy2BnGrPaMlClpGoUDLyY7bRG18vZnYbsTlMkKiVLJYoSanpKVQmIEp/Dyh4ruY8XZ5TYn0b5xBGDdLLHNJHkmsO3l66TC4UnZw3qjsaZkkenqmMYKqPcoeoYnHR0Hp2P+bHWy8S55IN3d1hrmTQcDVnABh0+uePywq5PkcWkUcSJudKd7gZvand8DP/AgTei5brDf/eD9+LHGb/6xZs8fXNEPOliJho7qcogyjlRjukVDvfKbULN5HrW5mFnmz9Oj/KuIyrXJgampjLyEwZewkJN57d2WjxWHfGFsc3Aixl4IGgiZUbV1lBVhayQbI5iDA02iwaVZMiSoTDxM8aWzpFFh41I0lpwSc0mP/+Axq9e0SnbkoubHlvjCFWBIJPMUrALn46psVbs8tZ2yK/uHSNDI0wyLF3hnD3grBvzieEc13wLQ+ugxoJSmCDnHHYmKfn4No7bxh+ZfMlf4HNRGd+YI81yyCV9pcT2KKVqpFwcCOZqMUf1ACXPGRlLdKoGX7g2YHucYmlgKfC1rYj/ftUjSC30wuLEcp2Bn97pU/+mdhDwDxz4BlxT4+fedRwpJZ98cY8vXt7DUuDi9gArs3j3SkF/oHNfoyDOEj7Vn8OXGZ/bK7C0iFwKFuoWfpQyiyHHJJaSQZRx/0qd5zcnHJ8r8cqej6YqZEVOkkraFY2+l9EbeXwyXEKbhiwpGm6a4G1JTp6Z4+nNAZ+oVKjpGo6ush2EjMMUIcE2VaIkx1ThytjihOuhmC5RnvHRE4LfuQWKqhCnBaKywJz5MrFWhyKi4wocw8OfaMTTlG+f2+EHVxP++aaDa6i8knWoux1uTwsoElo1g51pgm2Aaxuc0rYouQa3kgqP5TdQmudo3RjTz8ss1QyWqhYLypQzRpcXpjY1QxLkgjj2ePz8yl95Tg789R0E/AMHXgMhBO89O897z+4vHv/tZzd48YXnubIz5LG25ONbbR6bC2nUNfxQpxJrzFVMZlFKXsAkTEkzqLk5flLw0KE6T214mLrG3iwmk1B3DIZ+BGI/kVhJhyviGCvWmGkucWyB7qtMFMFse0qQKJw/XOVU9Gf8VvQE8xVjPy2yhKWGzaUtD0eD+2oB312/yX2Ngt3RiF8ZL2KbFVxDY3sU8vJEI8lPUDYKfubQbX5lcJaiZ1LWCnIVjCLmxb2IT24aKGrOzWGOV7bw4gw/ha6XMY6hVVLQUp+n4kXEXk7TzFhQqpzufpXD9jHyQAOzxkt7Pn0Dno5brDoljphTXhhpdEo+NecgH/7r6WAM/8CBv4bvPb/CP/mx7+D8mROMSkdZ1QbsKPNM45zf325SVlI2BgHDWUx/GlEUcKhp0/V1LkyrROMt2kZKkGR0pxmrTZvNccjQz1BkzthPmMUggy5PVG/Taqlog5i8bjNnqXgCagJudKf8y/5b6HsZNwYJaQ7tsoGpChqOghTwhWGZVwIHNdxl2ck5qfcxhMTQVJquRrVS4qwz4V36i1xW1njE6HLSzGkIQRWF68oqfzJe4mglx9QFSIjiFE3Zz3uS5wVPnGzg6hoLms8DR0vYWsYRw+cDiznd8l0cMQNqlmQY5aR5jlN2OeRmHC4XvOA3iLUyQZJyq3eQD//1dBDwDxz4G3jro+/kne9+H9//kR/nvgWDe9wJy4ZHSfjUbY0oB8tQkXK/Ju2DlS4/M3eBw/k6Ipph6Qq2LgijlGmYYxkqYSap2Bq6BitLK+zldbrTCFydbpxzLS4oTRPWFMFcWUNPJ0j2Z+cs1S1sXePmwEdVBK6pcqLtcKiqYbh11NzjkB0yS3I0IQmCkCX/Ekbm8dXsONcHKQYRV12ToaWj1w2M3GfJCHAtGyH2b7ju+TmuriLYnxn05I0hPT8hqR3hqds+KyWHhTzni+sCa3ydWZKzkZWRRYEmYG8ScbySsTUOGBUub1mtcsmvEeXFnT6lb2oHAf/Agb8FzbLFAw8/zlu+5+f4bz54At1t0A8ykgyaZRPX1Kg5OrLIOFOXDEWFqhbQYcJizcSxDVQV1loOmgp11wDgwo5Hp1VhWzjMXIMjukrbVcnClPpSTlEISkrM6Y5LUUjGQYplqChCQdcUZAFxXhCnKbHfZZbrfLVv40eSa32fQaqzWnf4SnqUa8OcXmjRnZm8pzLFcnXCMOawm/JotcszXciKjFPzJe7q2HippGQppAXkOZRtHTvt0xYT7nY9vjgsg67TlRV8ewlNVRl4GbapoAhBV+uwUncJC7jcz3j/uQ4nOpU7fCbf3A4C/oEDf8tOnTrNL//4o/zrj97Hd983T9s1GEcZu6OQ9cjms7MOTzRnvL3aIxYmgTdmdxJSt1Su93zqrkWQ5KQZVBvzTIddHu141JQeW8EE388oXIPPbWoEYcjnhg02hgFlU2W+YnK96zP2M6JUcqjpsNZyeDFqEuPQMFQeWchZNYakOZxsQjzZY9G7QiI07m8EbAqb0UCwVgkh8ugqba7od4OErJDMkpQoh2bJ4FinRJ6DpsP33bfMcWPMOFW4MIloVgq+WixxROwRpRlRWqCqcHyuzKGmy4Vtn+e6kiUr4mhT5/Mvd9kYHgzpvJ4ObtoeOPA6ObNY5cxiFSklH//qLX772W1+ur3Bfe6Im2mVuuvwo+U+nwmPcmkvJZUSPypwzYJBkKAI+OptHyoLVFEwfZXMMKnoOlJKyrmkl5c41LAQtsPWOGF7EjOLC9aaBkJRMTWFl3ZnfFtTpaZBrjmUwpiabdA2DbwMnsyXGCY6pZJBahq0bEEWJ5QGE2pOmWbR59ntkIIarZLByEtQdY3T8yV2xxErFY2oUPi95zb5kXbIx+5PmQymvDAsc7gUsyfaXJxY7M4SNAFfuj7hRNvm3krAwCtwLckzt2fIQmKoB9egr6eDgH/gwOtMCMFHHz7CRx8+gkzuRV7/HGc3L3BzPONGnPDs5gKKEOiagmsK5ssmXpyiFZJGWSerrMJwSMvuIbQy/jBjZqkgC6Sqc8PT8fs+yw2TIMmwDRiFGSUDNkYRspDcHiT05ubY7E4psUldqbCVV1hulamMYk5WMgwj5cleC0f4DGMFJbdYzGcMZMaDlS5/zAL9WcJ81WR3HHNlZ0rPy7E00BWBl0hu1+p88qrGsFfjB5qbjFOH9YmOrWm4OuQSbG2/zu5ndys8tFrj6Vsj0jxnoWbywGrjTp+uN7WDr9MDB76JhOGinP4A4p2/wJFHvouHTh/iwVIfL92vCUsh2ZiExIkkyGHqxUwDH61mo880kmBG8/QclE0O6RqhN6FtCRoVg41hTAGYCpiaxizJOb+6n475sDYgy3JeietM7AXQHSoGWLNb9EOVWLHZEQsMhUavMOgYEagZlh1QVX1+vb9GU5coCsRZQQY0HIOyCUUG9ZKJAnxqx6Ff1Cgch5fFGheDJqutMoWioavq/vqAVDKNMu6tzigmu/y9MzmHWw5bo5ju9Fsvedo300HAP3DgDhC6jbJ0L5X7P8TqybMcazukOUhFsFAyaZR06rZA1RTULOB2GOIcXmZH1vjqKz1Gg4BIkdws2nhBwNG2i6JClEocQyeIUw43Xf708h5VW6NWdrg6kFRMhbJTZjOrsheqXI/qPD4fMghyntwIcfMZLT1hbJaInBpPyVVOuj6xWqZm5cw7CjvjFMdQOdR0qdomJUdnsWowXzG4e8mlbQsUTZBMfC6PVVbsiHEqiPOcNM0RQG8WcdUrcYQt/uyax2AWkUvw4oNs6K+ng4B/4MAd9nPvuYvf/Adv5V98+By/8iMP4No6miaoFDOeODNPP3M4XtGIspCeJljSBE/MlelScI/Zo6YXbI0D5qsmQoCX5GSF5OrelAJJnOa8FDZY1kbcV5sR+FNKIuLB6oi7ajHzRsCerPG21gTVcLi7keGYFkmWcsz2yOwWqiLoBgqDcH/aZJ4XfPpKn71ZjKXDle0p4yBhZ+gRT6csqim3zBKLRsQz61OyNKFTtTi1WCUrYBoVrGgTLopjeEqVSVigK1C1DxZevZ4OxvAPHHiDeNvxNgAf++5z7M0ifu0rtwhufY1zpkEjTPj9rTl0t6BZUrieF8R5QVdpsVe4jAYx7ZJClIGrQ6NikeYFkyAhSgu6acF6a4X74+v82WCFt+lXuJ53GAeSm+YypqpwbapT4HF7WtC2prTciP+vvbsPlquu7zj+/u45+7x7n5/vzaMkgYRggBBBwBawCGgbZ7SKnU61DzK1ttW21JGxZWprOy21Tp+doRbHaivVlhZGLCAiSgsKARLyAElunm/u496H3bvPD+fbP/akXjShUbJ3b3K/r5mde/acs2c/2bv57rm/Ped70l6ENbEi8yUlEAgQj7isDKfRRC+RUIDdIxli5Tm6gx7v6T/CRN7jWKCbyfk4fX1djM2VuSIyxq6W1RzOVZnNlgi7EAo5ZMO9DIYrrOpuZ2L/LC0hh9a4FfxGsoJvzBLTGgvSGgvyyXduZjbVx7ePzHPl6NcpFkMcLfQwNVVE8zmuWpVmuDhETSERgdmcR9yF/rYIIddleHyeUgW6k0HirWtYF9yPVOHa5CT/leqjFGphZWiSp086BFvbcCOClJTNkWm+nFrL5tYANyWPkyhlSYTWki56VAt5xiTM/PwsN2/sZTpSJqstrO70OBK5mM3hl0mXolRqWeLlea7oqaHJAd5ceJk95U044pCICHP5Kh3VGfZlIqxOz1CptJLRGu2xcLNf/guaFXxjlrD2rm7e2dWNVj9Iz3eOMrJ/hklVOvuCrI8fYe9MK53xzvrQSsjhhvWdPHtsjlhQ6WkJcWy6REVrTIyd4JnYpfzHwTJrEyUOSz/rnCybBjvInaywPvACjwav4qroCUKux/rBNoI1h2FvkBfmlbbWOF2tUEpPka0FedfaMmt1L/GOGC+n5nl2pJNae4WZ9i1kC2nEDTFWcChSY7BdmCRKsQxXrI5zPJWnLeqyvsVl92yIWryV9lqZjliYZMRKUiM1bQxfRH5DRPaLyF4RuWfB/LtEZNhf9rZm5TNmKRE3zLtv3MCffOga7rhykJ9KHIbWFbRFXCYzJfIlUK3xzKEUU9ky2VKVUNAlEoJ8scrm5DyXlZ5jshbj6XQXY/NKqgiZyRE2uJOcrLSx2RumtzbOA5NDvLG0iw16mHKlzJCOsiU4ggSE48UYOQmSS89yLB/je7NJ0sEu1iUyHEwLB8az7M21EO4cJFtu4fKOMrsnKzw2001nMsjOExlS2SoRF16YibC5o8TwdIly2eNIqsDYrB2l00hN+TgVkRuA7cBlqloSkR5//kbgdmATMAA8LiLr7ULmxnzfO25aD6ynWswy88R+jr2SJ+jUmC54VGoe0aCQLlQIiLC6K87+8RztfRH+aPRa2stCuyPMRTwmKnGybgc3X9zNp57OoeLSElHKnjCiHRRLwlAww0/2efzlkQBdXWFaoweYCA3ws30pPjMcpBztZV0r7DjRggZgbazIQGWMgaJHSl1Ss3PkvAQ1dSiWaoTdAIk4jMxVCTkOl25az1PfPko8IkhZafNbSpjGaNYe/oeAP1XVEoCqTvrztwP3q2pJVY8Aw8C2JmU0ZklzIwl+7bYreeS3r+cD163hssEkbgDSRaVShYt6E1Q9cAPKyzPKugSsrnqsioTYUglwNVPMZubYt28nt3bPsrI9yFi1gyJh5jTGGyOTuAL5bJrruufZO5ahkBhkJl9hXyZI1K2Qzc5yJK30JqArBLtnHN7TcUsLAAAQAElEQVQ2UKGvNUw4EcSNtpPWKBpwaIs6CEK2CK4DNeBb+1Nc1BOjXFHiEZd42IZ0GqlZBX89cL2IfE9Evi0iV/nzB4ETC9Yb8ecZY17Dz129is//0lXc94tXsak3RtAVaqpMzhfYHE9zW+IgJ46UmXQcXpkv4OXLzFRDHM2/gY39LfS68/zPiQqKR3+kzKWJLC9kWpnL5ulyMsSCLteuTrA9uZ93tI9SLFcYipS5ssNjZVLRQIBgPMblnVV2pgLk0ikuSpYJRKJMB3oY6ojQGguhWqPmeTjUG64dmpznyFSOXLFG0IFsya541UgNK/gi8riI7DnNbTv1oaR24Grgd4GviIgAcppN6Rm2f4eI7BCRHVNTU436ZxhzXlnbk+SLd1zNf991A++5cpBgwOFIqYXniquIVITO9hCzwRDPBB0oxZiVEBRmGZ8vcnEsTW8ySMKp8eRYhCRZ9lR62ZHt5UAuwr7xPEMJ4e2d4/SFSry9Y4zpGeVYqszEvMfm+BzRcJTxopAMFAk7yg0bB5nOlxmZzjGRKXH5qg5WdESoKQQC0BYNkyl6uC5UKh41G7xtqIb9/aSqbz3TMhH5EPCAqirwrIh4QBf1PfqF1zgbAkbPsP17gXsBtm7detoPBWOWs+vW9/D19T2MTk7xzHeep5iN4sTDBLVCwnPY0JekJx7iUK2TOQcC8Q6K1Rq3dY/z18MDxN1OUgXheCJBd1uMRGqEydQ0hWiAwSQ4BLkoNsNTOZeQEyE1kyYX7GSFU+bb6X4ub8/xxIvDaK2DigdBauwZmSVXVhRoibhMZQvEghAJudx8aT+tdsWrhmrWkM5/AjcCiMh6IASkgIeA20UkLCJrgHXAs03KaMwFYaCnm3e9+xb+5M638I43r2K2VOV4qcaDh2fY+dIY8XKe7S2H+UjLU7wymeN7kxFWtcBLc3FwWuiLCcdOHOeWgTL52ADdrS2EyrOMZD1SyZWsbY/Sl3QZ0xbaSye4um2ed63M8fBEF/HyFOI6BN0AhapyquS4DuTKVfLl+gVU5vJVdp6Yo+bZBVAaqVkF/z5grYjsAe4H3q91e4GvAPuAR4AP2xE6xpwbIsLVm/r5xp1v4fe3X8Kala20lWqMl4KAkPccYq3dkHc4WogiGqAt7JDSVmrBBLunhf5IlVy+wHEZ4KTXxxZ3igAVusojdCQirGgJ8YWZS0hJGy1hoSvucEVoFPWgPR5m81ALAuQrgAexcIBo0GGwNYjrCE7Aur00UlO+ElfVMvDzZ1j2x8AfL24iY5aPsOtw86Z+bt7UT6FQ5u5/jbPGy/BYdiWR6jSVzh50AloqVQYygheqcnl7kV2zEWqVDPlcmodr19FLiqta5ilmXZ6P9nFd8DAvzEVYlyji1PJsDc0xknPYxRuoejUmMyUSYaGvLcLYXJGQK1RqHp0tMTQg7B3NNPulueDZx6kxy1g0GuLPP3A9l2y/k1+9ppOC28q+tLAiU2SzK4R6ogzEQoQkwN5KN1r12FEeIqlZBoIF5jNwXdsBguUMT00naIu4HJ+rsGfSw8HDDUU5OVcjX4ZkRJjJVXCEegO1ktIadRjJ5MkUikSDDp7a13GNZAe9GmMIuEGim27hM5tgx55jPP/MBGPjGTodYaQaZ67QQ2dHktFShG2JaQ7kS8TdGHtTMZ4OXETeSTAQ9yh4Jd7Uq1wcLVPNFdmXCxGPCBd3JTmamqdQqZEMO6AwkAziCYQDHp4GSIQdAnK6A/XMuWIF3xjzKlsvXcXWS1cB8IV/3cXECQ8vnCLtQFdfkAdSG7hITiIaYr8mOVmI44ZdNrTH6C5OkIh0USzXSDoB+lsjxKtBDo5nmS8p4QCkCxVqwIaBBIcmsqjrUqxU/+/C7aZxbEjHGHNG73/vG/nd3/lp6NvAJSt7+er0arRaIe46HMoGqcwJbtGjXK2wdyzHXDnAg4ciSCBAb1cH6aIyN58D8WgNgwp0xsP0xF2OTBWYLVSpKURCQRvOWQS2h2+MeU0iwl0/exkAhyeHePw7/834XJFZ6SATCzGQLyMSYX+tg/ZiB2uS0zx5NIiuKvJMdiVdbS2cnC1wSX+SnSfmKdVqFCs1UrkqK9tcJrMV8lXoilk5ajR7hY0xZ21tTwt3vPs2AO5/9gQ9L45wJFdivFhl20UdTB9MMRFIsCaa57niKjoiHgemC7gOvHhinp6kS6kCPS1RqnN5Kjgko1CYr9rlDReBFXxjzI/l9m0r8LYOUSxWePDJYY4cmiXUleC5qQwHGOKOnhyPjMXxVAg5wrbVSXLlCqPpEuPpPImIw8hciVAAPKDi2ZBOo1nBN8b82AIBIRYL8b7bNlIqVXjqhVHmvlthU2CcuaLLph6XMjEm54vsHU1T82BVT5zD47l6uwWBzoRLpeJxSX+y2f+cC559aWuMOSfC4SBvvWYVf/Gbb2Zo6GKmAj1cNNDLsekcYUdAwHEDHE/lSUYc8qUavS0hokGXsqccm7GLnzSa7eEbY86poOPw0XdtBmAqU+TgxDx7R7O4Tr3It8VdEmGHGuCpksqW6IiFKJVtDL/RrOAbYxqmuyXCZ39hK57n8dUdIzy8e5yJdJ6KVz/JajRTYUUC3nnFIPvHs82Oe8Gzgm+MabhAIMB7t63kvdtWMpkp8unHDrLr+CxBYL7q8M2XJ+lK2olXjWYF3xizqHpaItzz7s3kShX+7olhXhnPsntknrU9kWZHu+BZwTfGNEU8HORjt15CqVLjb544iGdD+A1nBd8Y01ThoMOdb7u42TGWBTss0xhjlgkr+MYYs0xYwTfGmGXCCr4xxiwTTSn4IrJFRL4rIjtFZIeIbFuw7C4RGRaR/SLytmbkM8aYxSIit/j1blhEPt7I52rWHv49wCdVdQtwt38fEdkI3A5sAm4B/l5EnCZlNMaYhvLr298BtwIbgff5dbAhmlXwFWjxp1uBUX96O3C/qpZU9QgwDGw7zeONMeZCsA0YVtXDqloG7qdeBxuiWcfhfxR4VEQ+Tf1D583+/EHguwvWG/Hn/RARuQO4w79bEpE9Dcr6o+oCUs0OwdLJAUsni+X4YUsly2LmWPV6N1AYPfDoi3ff1HWWq0dEZMeC+/eq6r3+9CBwYsGyEeBNrzffmTSs4IvI40DfaRZ9ArgJ+C1V/XcReQ/wj8BbgdNdsv60V0XwX7B7/efaoapbz0nw12mpZFkqOWDpZLEcP2ypZFkqOc6Wqt5yjjZ11jXvXGhYwVfVt55pmYj8E/AR/+5Xgc/50yPAigWrDvH94R5jjLnQLGrNa9YY/ijwE/70jcBBf/oh4HYRCYvIGmAd8GwT8hljzGJ4DlgnImtEJET9oJWHGvVkzRrD/yDwVyLiAkX8sXhV3SsiXwH2AVXgw6p6Ni2V7v3/V1k0SyXLUskBSyeL5fhhSyXLUsmxqFS1KiK/DjwKOMB9qrq3Uc8nqnbhYGOMWQ7sTFtjjFkmrOAbY8wycd4X/MU8LVlE7hORyYXH/ItIh4h8Q0QO+j/bFyxrSJsIEVkhIt8SkZdFZK+IfKSJWSIi8qyI7PKzfLJZWfxtOyLyooh8rck5jorI7lPtQ5qVRUTaROTfROQV//1yzWLnEJEN/utw6pYRkY8263ezrKnqeXuj/iXHIWAtEAJ2ARsb+HxvAa4A9iyYdw/wcX/648Cf+dMb/TxhYI2f0zlHOfqBK/zpJHDAf75mZBEg4U8Hge8BVzcji7/93wb+Bfhas34//vaPAl0/MK8Zv58vAL/iT4eAtma9Jv5zOMA49ZOfmpZjud6aHuB1hYdrgEcX3L8LuKvBz7maVxf8/UC/P90P7D9dFurfwl/ToEwPAj/V7CxADHiB+pmCi56F+jHM36R+qO+pgt+U1+QMBX9Rs1BvX3IE/+CMpfCeBW4G/qfZOZbr7Xwf0jndacmnbcXQQL2qOgbg/+xZzGwishq4nPqedVOy+MMoO4FJ4Buq2qwsfwl8DPAWzGvW70eBx0Tkeb8NSDOyrAWmgM/7w1yfE5F4E3IsdDvwZX+6qf93lqPzveAv6mnJP6KGZxORBPDvwEdVNdOsLKpa03rn0yFgm4hcuthZROQdwKSqPn+2D2lEjgWuVdUrqHdB/LCIvKUJWVzqQ5CfVdXLgRz1oZPFzlHfeP3Eop+hfnb9a67ayBzL2fle8JdCK4YJEekH8H9OLkY2EQlSL/b/rKoPNDPLKao6BzxJvbX1Yme5FvgZETlKvePgjSLypSbkAEBVR/2fk8B/UO+KuNhZRoAR/y8ugH+j/gHQrPfJrcALqjrh32/q+3U5Ot8L/qKelnwGDwHv96ffT308/dT8hrSJEBGh3nDuZVX9TJOzdItImz8dpd4E75XFzqKqd6nqkKqupv4+eEJVf36xcwCISFxEkqemqY9b71nsLKo6DpwQkQ3+rJuon8W+6K+J7318fzjn1PM1I8fy1ewvEV7vDbiN+lEqh4BPNPi5vgyMARXqeyG/DHRS/6LwoP+zY8H6n/Bz7QduPYc5rqP+J+5LwE7/dluTslwGvOhn2QPc7c9f9CwLtv+TfP9L22a8JmupH2WyC9h76n3ZpCxbgB3+7+c/gfYm5YgB00DrgnlNe48s15u1VjDGmGXifB/SMcYYc5as4BtjzDJhBd8YY5YJK/jGGLNMWME3xphlwgq+WfJEZLWIFPz2DafmqYh8ccF9V0SmTnXJ/DGf5xoR+QcR+YCI/O0Z1vmWiGRF5Ly54LYxp1jBN+eLQ1pv33BKDrjUP9kL6s3jTr7O57gFeOS1VlDVG6gf127MeccKvmkqEblKRF6Sel/9uNR76r9WL56F/gt4uz/9qrM4ReQPROSLIvKE32/9gwuWfczvVb9LRP50wfZuAh73pwdE5BH/sfe8jn+iMUtGsy5ibgwAqvqciDwEfAqIAl9S1T3/z8NOuR+42x/GuQy4D7h+wfLLqPfmjwMvisjDwBuBdwJvUtW8iHQAiEgXUFHVdL1zBVuodyEtAftF5G9UdWEHR2POO1bwzVLwh9T7IhWB3zzbB6nqS3576PcBXz/NKg+qagEoiMi3qDcwux74vKrm/W3M+OveDDy24LHfVNU0gIjso37BDiv45rxmQzpmKegAEtSv3hX5ER/7EPBpXt2U65Qf7Bui1Fvvnq6fyK28evy+tGC6hu0cmQuAFXyzFNwL/D7wz8Cf/YiPvQ/4Q1XdfZpl2/3vBjqpN1R7jvpe/C+JSAz+7zqzQn34Z+dptmHMBcP2WkxTicgvAFVV/RcRcYCnReRGVX3ibB6vqiPAX51h8bPAw8BK4I+03qN+VES2ADtEpEx9KOgB4EW1ToLmAmfdMs2S54/Tf01Vz/boHUTkD4Csqn76LNb9PWBYVe8/y20/CdypqnZ4pjmv2B6+OR/UgFYR2fkDx+KfE6r6qbNd1//ydy31ayIYc16xPXxjjFkm7EtbY4xZJqzgG2PMMmEF3xhjlgkr+MYYs0xYwTfGmGXifwGgo6ScWr6m3QAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "randoms_slice_nolimits = rand[np.abs(rand['CARTESIAN_Z']) < 5.]\n", "\n", @@ -2037,48 +828,19 @@ }, { "cell_type": "code", - "execution_count": 37, - "id": "417a851c", + "execution_count": null, + "id": "aeedde93-1fda-4981-a93d-c82494f4ca0a", "metadata": { - "execution": { - "iopub.execute_input": "2022-01-13T11:25:17.590314Z", - "iopub.status.busy": "2022-01-13T11:25:17.589745Z", - "iopub.status.idle": "2022-01-13T11:25:17.968017Z", - "shell.execute_reply": "2022-01-13T11:25:17.968427Z" - }, "papermill": { - "duration": 0.425935, - "end_time": "2022-01-13T11:25:17.968599", - "exception": false, - "start_time": "2022-01-13T11:25:17.542664", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'DDP2_DELTA8')" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Larger minimum redshift. \n", "ddp1_zmin = gold.meta['DDP1_ZMIN']\n", @@ -2096,13 +858,13 @@ }, { "cell_type": "markdown", - "id": "d0377fc1", + "id": "af670857-9228-40f1-b871-e9b4cacaf657", "metadata": { "papermill": { - "duration": 0.044116, - "end_time": "2022-01-13T11:25:18.057928", - "exception": false, - "start_time": "2022-01-13T11:25:18.013812", + "duration": null, + "end_time": null, + "exception": null, + "start_time": null, "status": "completed" }, "tags": [] @@ -2114,9 +876,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Lumfn", + "display_name": "DESI master", "language": "python", - "name": "lumfn" + "name": "desi-master" }, "language_info": { "codemirror_mode": { @@ -2128,11 +890,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.8.3" }, "papermill": { - "duration": 32.753266, - "end_time": "2022-01-13T11:25:18.508883", + "default_parameters": {}, + "duration": 0.073777, + "end_time": "2022-01-18T18:59:34.333837", "environment_variables": {}, "exception": null, "input_path": "docs/nb/randoms_qa.ipynb", @@ -2140,10 +903,10 @@ "parameters": { "field": "G9" }, - "start_time": "2022-01-13T11:24:45.755617", - "version": "2.1.2" + "start_time": "2022-01-18T18:59:34.260060", + "version": "2.3.3" } }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/test_allnb.py b/test_allnb.py index 35e31271..82657f90 100644 --- a/test_allnb.py +++ b/test_allnb.py @@ -6,7 +6,7 @@ def test_allnbs(): run_randomqa() - # run_delta8qa() + run_delta8qa() print('Done.')