Skip to content

Instantly share code, notes, and snippets.

@fjaviersanchez

fjaviersanchez/Run_2.2i_preliminary_validation.ipynb

Last active November 4, 2019 11:56
Show Gist options
  • Save fjaviersanchez/07fceea8015f52b99497e8d0fc455a28 to your computer and use it in GitHub Desktop.
Save fjaviersanchez/07fceea8015f52b99497e8d0fc455a28 to your computer and use it in GitHub Desktop.
Download ZIP
Preliminary validation tests of 2.2i
Display the source blob
Display the rendered blob
Raw
Run_2.2i_preliminary_validation.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from lsst.daf.persistence import Butler"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import fitsio\n",
"import glob\n",
"from sklearn.neighbors import KDTree"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import os"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"theta_dir = '/global/projecta/projectdirs/lsst/production/DC2_ImSim/Run2.2i/sim/tests/00479028_theta'\n",
"cori_dir = '/global/projecta/projectdirs/lsst/production/DC2_ImSim/Run2.2i/sim/tests/00479028_cori'\n",
"grid_dir = '/global/projecta/projectdirs/lsst/production/DC2_ImSim/Run2.2i/sim/tests/00479028_grid'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"fnames_theta = glob.glob(os.path.join(theta_dir,'lsst*fits'))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Theta\n",
"False Cori and Grid\n",
"False Cori and Grid\n",
"False Cori and Theta\n"
]
}
],
"source": [
"for fname in fnames_theta:\n",
" img1 = fitsio.read(fname)\n",
" amp_file = fname.split('/')[-1]\n",
" cori_fname = os.path.join(cori_dir, amp_file)\n",
" grid_fname = os.path.join(grid_dir, amp_file)\n",
" if os.path.isfile(cori_fname):\n",
" img2 = fitsio.read(cori_fname)\n",
" print(np.allclose(img1, img2), 'Cori and Theta')\n",
" if os.path.isfile(grid_fname):\n",
" img2 = fitsio.read(grid_fname)\n",
" print(np.allclose(img1, img2), 'Cori and Grid')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"alcf_repo = '/global/cscratch1/sd/descdm/DC2/Run2.2i/v18.1.0-onevisit/rerun/calexp-v0'\n",
"cori_repo = '/global/cscratch1/sd/descdm/DC2/Run2.2i/v18.1.0-onevisit-cori/rerun/calexp-v0'\n",
"grid_repo = '/global/cscratch1/sd/descdm/DC2/Run2.2i/v18.1.0-onevisit-grid/rerun/calexp-v0'"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"butler = dict()\n",
"datarefs = dict()\n",
"repo_name = ['ALCF', 'CORI', 'GRID']\n",
"repos = [alcf_repo, cori_repo, grid_repo]\n",
"for i in range(len(repos)):\n",
" butler[repo_name[i]] = Butler(repos[i])\n",
" datarefs[repo_name[i]] = butler[repo_name[i]].subset('calexp')"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"sys.path.append('/global/homes/j/jsanch87/DC2_Repo/Validation/py/')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Seaborn missing, using matplotlib backend\n"
]
}
],
"source": [
"from validation_utils import *"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"test = butler['ALCF'].get('src', datarefs['ALCF'].cache[0])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Schema(\n",
" (Field['L'](name=\"id\", doc=\"unique ID\"), Key<L>(offset=0, nElements=1)),\n",
" (Field['Angle'](name=\"coord_ra\", doc=\"position in ra/dec\"), Key<Angle>(offset=8, nElements=1)),\n",
" (Field['Angle'](name=\"coord_dec\", doc=\"position in ra/dec\"), Key<Angle>(offset=16, nElements=1)),\n",
" (Field['L'](name=\"parent\", doc=\"unique ID of parent source\"), Key<L>(offset=24, nElements=1)),\n",
" (Field['Flag'](name=\"calib_detected\", doc=\"Source was detected as an icSource\"), Key['Flag'](offset=32, bit=0)),\n",
" (Field['Flag'](name=\"calib_psf_candidate\", doc=\"Flag set if the source was a candidate for PSF determination, as determined by the star selector.\"), Key['Flag'](offset=32, bit=1)),\n",
" (Field['Flag'](name=\"calib_psf_used\", doc=\"Flag set if the source was actually used for PSF determination, as determined by the\"), Key['Flag'](offset=32, bit=2)),\n",
" (Field['Flag'](name=\"calib_psf_reserved\", doc=\"set if source was reserved from PSF determination\"), Key['Flag'](offset=32, bit=3)),\n",
" (Field['I'](name=\"deblend_nChild\", doc=\"Number of children this object has (defaults to 0)\"), Key<I>(offset=40, nElements=1)),\n",
" (Field['Flag'](name=\"deblend_deblendedAsPsf\", doc=\"Deblender thought this source looked like a PSF\"), Key['Flag'](offset=32, bit=4)),\n",
" (Field['D'](name=\"deblend_psfCenter_x\", doc=\"If deblended-as-psf, the PSF centroid\", units=\"pixel\"), Key<D>(offset=48, nElements=1)),\n",
" (Field['D'](name=\"deblend_psfCenter_y\", doc=\"If deblended-as-psf, the PSF centroid\", units=\"pixel\"), Key<D>(offset=56, nElements=1)),\n",
" (Field['D'](name=\"deblend_psf_instFlux\", doc=\"If deblended-as-psf, the instrumental PSF flux\", units=\"count\"), Key<D>(offset=64, nElements=1)),\n",
" (Field['Flag'](name=\"deblend_tooManyPeaks\", doc=\"Source had too many peaks; only the brightest were included\"), Key['Flag'](offset=32, bit=5)),\n",
" (Field['Flag'](name=\"deblend_parentTooBig\", doc=\"Parent footprint covered too many pixels\"), Key['Flag'](offset=32, bit=6)),\n",
" (Field['Flag'](name=\"deblend_masked\", doc=\"Parent footprint was predominantly masked\"), Key['Flag'](offset=32, bit=7)),\n",
" (Field['Flag'](name=\"deblend_skipped\", doc=\"Deblender skipped this source\"), Key['Flag'](offset=32, bit=8)),\n",
" (Field['Flag'](name=\"deblend_rampedTemplate\", doc=\"This source was near an image edge and the deblender used \"ramp\" edge-handling.\"), Key['Flag'](offset=32, bit=9)),\n",
" (Field['Flag'](name=\"deblend_patchedTemplate\", doc=\"This source was near an image edge and the deblender used \"patched\" edge-handling.\"), Key['Flag'](offset=32, bit=10)),\n",
" (Field['Flag'](name=\"deblend_hasStrayFlux\", doc=\"This source was assigned some stray flux\"), Key['Flag'](offset=32, bit=11)),\n",
" (Field['D'](name=\"base_NaiveCentroid_x\", doc=\"centroid from Naive Centroid algorithm\", units=\"pixel\"), Key<D>(offset=72, nElements=1)),\n",
" (Field['D'](name=\"base_NaiveCentroid_y\", doc=\"centroid from Naive Centroid algorithm\", units=\"pixel\"), Key<D>(offset=80, nElements=1)),\n",
" (Field['Flag'](name=\"base_NaiveCentroid_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=12)),\n",
" (Field['Flag'](name=\"base_NaiveCentroid_flag_noCounts\", doc=\"Object to be centroided has no counts\"), Key['Flag'](offset=32, bit=13)),\n",
" (Field['Flag'](name=\"base_NaiveCentroid_flag_edge\", doc=\"Object too close to edge\"), Key['Flag'](offset=32, bit=14)),\n",
" (Field['Flag'](name=\"base_NaiveCentroid_flag_resetToPeak\", doc=\"set if CentroidChecker reset the centroid\"), Key['Flag'](offset=32, bit=15)),\n",
" (Field['D'](name=\"base_SdssCentroid_x\", doc=\"centroid from Sdss Centroid algorithm\", units=\"pixel\"), Key<D>(offset=88, nElements=1)),\n",
" (Field['D'](name=\"base_SdssCentroid_y\", doc=\"centroid from Sdss Centroid algorithm\", units=\"pixel\"), Key<D>(offset=96, nElements=1)),\n",
" (Field['F'](name=\"base_SdssCentroid_xErr\", doc=\"1-sigma uncertainty on x position\", units=\"pixel\"), Key<F>(offset=104, nElements=1)),\n",
" (Field['F'](name=\"base_SdssCentroid_yErr\", doc=\"1-sigma uncertainty on y position\", units=\"pixel\"), Key<F>(offset=108, nElements=1)),\n",
" (Field['Flag'](name=\"base_SdssCentroid_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=16)),\n",
" (Field['Flag'](name=\"base_SdssCentroid_flag_edge\", doc=\"Object too close to edge\"), Key['Flag'](offset=32, bit=17)),\n",
" (Field['Flag'](name=\"base_SdssCentroid_flag_noSecondDerivative\", doc=\"Vanishing second derivative\"), Key['Flag'](offset=32, bit=18)),\n",
" (Field['Flag'](name=\"base_SdssCentroid_flag_almostNoSecondDerivative\", doc=\"Almost vanishing second derivative\"), Key['Flag'](offset=32, bit=19)),\n",
" (Field['Flag'](name=\"base_SdssCentroid_flag_notAtMaximum\", doc=\"Object is not at a maximum\"), Key['Flag'](offset=32, bit=20)),\n",
" (Field['Flag'](name=\"base_SdssCentroid_flag_resetToPeak\", doc=\"set if CentroidChecker reset the centroid\"), Key['Flag'](offset=32, bit=21)),\n",
" (Field['D'](name=\"base_Blendedness_old\", doc=\"Blendedness from dot products: (child.dot(parent)/child.dot(child) - 1)\"), Key<D>(offset=112, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw\", doc=\"Measure of how much the flux is affected by neighbors: (1 - child_instFlux/parent_instFlux). Operates on the \"raw\" pixel values.\"), Key<D>(offset=120, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_child_instFlux\", doc=\"Instrumental flux of the child, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"count\"), Key<D>(offset=128, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_parent_instFlux\", doc=\"Instrumental flux of the parent, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"count\"), Key<D>(offset=136, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs\", doc=\"Measure of how much the flux is affected by neighbors: (1 - child_instFlux/parent_instFlux). Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\"), Key<D>(offset=144, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_child_instFlux\", doc=\"Instrumental flux of the child, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"count\"), Key<D>(offset=152, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_parent_instFlux\", doc=\"Instrumental flux of the parent, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"count\"), Key<D>(offset=160, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_child_xx\", doc=\"Shape of the child, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"pixel^2\"), Key<D>(offset=168, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_child_yy\", doc=\"Shape of the child, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"pixel^2\"), Key<D>(offset=176, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_child_xy\", doc=\"Shape of the child, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"pixel^2\"), Key<D>(offset=184, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_parent_xx\", doc=\"Shape of the parent, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"pixel^2\"), Key<D>(offset=192, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_parent_yy\", doc=\"Shape of the parent, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"pixel^2\"), Key<D>(offset=200, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_raw_parent_xy\", doc=\"Shape of the parent, measured with a Gaussian weight matched to the child. Operates on the \"raw\" pixel values.\", units=\"pixel^2\"), Key<D>(offset=208, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_child_xx\", doc=\"Shape of the child, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"pixel^2\"), Key<D>(offset=216, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_child_yy\", doc=\"Shape of the child, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"pixel^2\"), Key<D>(offset=224, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_child_xy\", doc=\"Shape of the child, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"pixel^2\"), Key<D>(offset=232, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_parent_xx\", doc=\"Shape of the parent, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"pixel^2\"), Key<D>(offset=240, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_parent_yy\", doc=\"Shape of the parent, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"pixel^2\"), Key<D>(offset=248, nElements=1)),\n",
" (Field['D'](name=\"base_Blendedness_abs_parent_xy\", doc=\"Shape of the parent, measured with a Gaussian weight matched to the child. Operates on the absolute value of the pixels to try to obtain a \"de-noised\" value. See section 4.9.11 of Bosch et al. 2018, PASJ, 70, S5 for details.\", units=\"pixel^2\"), Key<D>(offset=256, nElements=1)),\n",
" (Field['Flag'](name=\"base_Blendedness_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=22)),\n",
" (Field['Flag'](name=\"base_Blendedness_flag_noCentroid\", doc=\"Object has no centroid\"), Key['Flag'](offset=32, bit=23)),\n",
" (Field['Flag'](name=\"base_Blendedness_flag_noShape\", doc=\"Object has no shape\"), Key['Flag'](offset=32, bit=24)),\n",
" (Field['D'](name=\"base_FPPosition_x\", doc=\"Position on the focal plane\", units=\"mm\"), Key<D>(offset=264, nElements=1)),\n",
" (Field['D'](name=\"base_FPPosition_y\", doc=\"Position on the focal plane\", units=\"mm\"), Key<D>(offset=272, nElements=1)),\n",
" (Field['Flag'](name=\"base_FPPosition_flag\", doc=\"Set to True for any fatal failure\"), Key['Flag'](offset=32, bit=25)),\n",
" (Field['Flag'](name=\"base_FPPosition_missingDetector_flag\", doc=\"Set to True if detector object is missing\"), Key['Flag'](offset=32, bit=26)),\n",
" (Field['D'](name=\"base_Jacobian_value\", doc=\"Jacobian correction\"), Key<D>(offset=280, nElements=1)),\n",
" (Field['Flag'](name=\"base_Jacobian_flag\", doc=\"Set to 1 for any fatal failure\"), Key['Flag'](offset=32, bit=27)),\n",
" (Field['D'](name=\"base_SdssShape_xx\", doc=\"elliptical Gaussian adaptive moments\", units=\"pixel^2\"), Key<D>(offset=288, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_yy\", doc=\"elliptical Gaussian adaptive moments\", units=\"pixel^2\"), Key<D>(offset=296, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_xy\", doc=\"elliptical Gaussian adaptive moments\", units=\"pixel^2\"), Key<D>(offset=304, nElements=1)),\n",
" (Field['F'](name=\"base_SdssShape_xxErr\", doc=\"Standard deviation of xx moment\", units=\"pixel^2\"), Key<F>(offset=312, nElements=1)),\n",
" (Field['F'](name=\"base_SdssShape_yyErr\", doc=\"Standard deviation of yy moment\", units=\"pixel^2\"), Key<F>(offset=316, nElements=1)),\n",
" (Field['F'](name=\"base_SdssShape_xyErr\", doc=\"Standard deviation of xy moment\", units=\"pixel^2\"), Key<F>(offset=320, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_x\", doc=\"elliptical Gaussian adaptive moments\", units=\"pixel\"), Key<D>(offset=328, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_y\", doc=\"elliptical Gaussian adaptive moments\", units=\"pixel\"), Key<D>(offset=336, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_instFlux\", doc=\"elliptical Gaussian adaptive moments\", units=\"count\"), Key<D>(offset=344, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=352, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_psf_xx\", doc=\"adaptive moments of the PSF model at the object position\", units=\"pixel^2\"), Key<D>(offset=360, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_psf_yy\", doc=\"adaptive moments of the PSF model at the object position\", units=\"pixel^2\"), Key<D>(offset=368, nElements=1)),\n",
" (Field['D'](name=\"base_SdssShape_psf_xy\", doc=\"adaptive moments of the PSF model at the object position\", units=\"pixel^2\"), Key<D>(offset=376, nElements=1)),\n",
" (Field['F'](name=\"base_SdssShape_instFlux_xx_Cov\", doc=\"uncertainty covariance between base_SdssShape_instFlux and base_SdssShape_xx\", units=\"count*pixel^2\"), Key<F>(offset=384, nElements=1)),\n",
" (Field['F'](name=\"base_SdssShape_instFlux_yy_Cov\", doc=\"uncertainty covariance between base_SdssShape_instFlux and base_SdssShape_yy\", units=\"count*pixel^2\"), Key<F>(offset=388, nElements=1)),\n",
" (Field['F'](name=\"base_SdssShape_instFlux_xy_Cov\", doc=\"uncertainty covariance between base_SdssShape_instFlux and base_SdssShape_xy\", units=\"count*pixel^2\"), Key<F>(offset=392, nElements=1)),\n",
" (Field['Flag'](name=\"base_SdssShape_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=28)),\n",
" (Field['Flag'](name=\"base_SdssShape_flag_unweightedBad\", doc=\"Both weighted and unweighted moments were invalid\"), Key['Flag'](offset=32, bit=29)),\n",
" (Field['Flag'](name=\"base_SdssShape_flag_unweighted\", doc=\"Weighted moments converged to an invalid value; using unweighted moments\"), Key['Flag'](offset=32, bit=30)),\n",
" (Field['Flag'](name=\"base_SdssShape_flag_shift\", doc=\"centroid shifted by more than the maximum allowed amount\"), Key['Flag'](offset=32, bit=31)),\n",
" (Field['Flag'](name=\"base_SdssShape_flag_maxIter\", doc=\"Too many iterations in adaptive moments\"), Key['Flag'](offset=32, bit=32)),\n",
" (Field['Flag'](name=\"base_SdssShape_flag_psf\", doc=\"Failure in measuring PSF model shape\"), Key['Flag'](offset=32, bit=33)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmPsfMoments_x\", doc=\"HSM Centroid\", units=\"pixel\"), Key<D>(offset=400, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmPsfMoments_y\", doc=\"HSM Centroid\", units=\"pixel\"), Key<D>(offset=408, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmPsfMoments_xx\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=416, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmPsfMoments_yy\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=424, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmPsfMoments_xy\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=432, nElements=1)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmPsfMoments_flag\", doc=\"general failure flag, set if anything went wrong\"), Key['Flag'](offset=32, bit=34)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmPsfMoments_flag_no_pixels\", doc=\"no pixels to measure\"), Key['Flag'](offset=32, bit=35)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmPsfMoments_flag_not_contained\", doc=\"center not contained in footprint bounding box\"), Key['Flag'](offset=32, bit=36)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmPsfMoments_flag_parent_source\", doc=\"parent source, ignored\"), Key['Flag'](offset=32, bit=37)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmShapeRegauss_e1\", doc=\"PSF-corrected shear using Hirata & Seljak (2003) ''regaussianization\"), Key<D>(offset=440, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmShapeRegauss_e2\", doc=\"PSF-corrected shear using Hirata & Seljak (2003) ''regaussianization\"), Key<D>(offset=448, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmShapeRegauss_sigma\", doc=\"PSF-corrected shear using Hirata & Seljak (2003) ''regaussianization\"), Key<D>(offset=456, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmShapeRegauss_resolution\", doc=\"resolution factor (0=unresolved, 1=resolved)\"), Key<D>(offset=464, nElements=1)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmShapeRegauss_flag\", doc=\"general failure flag, set if anything went wrong\"), Key['Flag'](offset=32, bit=38)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmShapeRegauss_flag_no_pixels\", doc=\"no pixels to measure\"), Key['Flag'](offset=32, bit=39)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmShapeRegauss_flag_not_contained\", doc=\"center not contained in footprint bounding box\"), Key['Flag'](offset=32, bit=40)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmShapeRegauss_flag_parent_source\", doc=\"parent source, ignored\"), Key['Flag'](offset=32, bit=41)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmShapeRegauss_flag_galsim\", doc=\"GalSim failure\"), Key['Flag'](offset=32, bit=42)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMoments_x\", doc=\"HSM Centroid\", units=\"pixel\"), Key<D>(offset=472, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMoments_y\", doc=\"HSM Centroid\", units=\"pixel\"), Key<D>(offset=480, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMoments_xx\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=488, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMoments_yy\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=496, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMoments_xy\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=504, nElements=1)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMoments_flag\", doc=\"general failure flag, set if anything went wrong\"), Key['Flag'](offset=32, bit=43)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMoments_flag_no_pixels\", doc=\"no pixels to measure\"), Key['Flag'](offset=32, bit=44)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMoments_flag_not_contained\", doc=\"center not contained in footprint bounding box\"), Key['Flag'](offset=32, bit=45)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMoments_flag_parent_source\", doc=\"parent source, ignored\"), Key['Flag'](offset=32, bit=46)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMomentsRound_x\", doc=\"HSM Centroid\", units=\"pixel\"), Key<D>(offset=512, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMomentsRound_y\", doc=\"HSM Centroid\", units=\"pixel\"), Key<D>(offset=520, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMomentsRound_xx\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=528, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMomentsRound_yy\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=536, nElements=1)),\n",
" (Field['D'](name=\"ext_shapeHSM_HsmSourceMomentsRound_xy\", doc=\"HSM moments\", units=\"pixel^2\"), Key<D>(offset=544, nElements=1)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMomentsRound_flag\", doc=\"general failure flag, set if anything went wrong\"), Key['Flag'](offset=32, bit=47)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMomentsRound_flag_no_pixels\", doc=\"no pixels to measure\"), Key['Flag'](offset=32, bit=48)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMomentsRound_flag_not_contained\", doc=\"center not contained in footprint bounding box\"), Key['Flag'](offset=32, bit=49)),\n",
" (Field['Flag'](name=\"ext_shapeHSM_HsmSourceMomentsRound_flag_parent_source\", doc=\"parent source, ignored\"), Key['Flag'](offset=32, bit=50)),\n",
" (Field['F'](name=\"ext_shapeHSM_HsmSourceMomentsRound_Flux\", doc=\"HSM flux\"), Key<F>(offset=552, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_3_0_instFlux\", doc=\"instFlux within 3.000000-pixel aperture\", units=\"count\"), Key<D>(offset=560, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_3_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=568, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_3_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=51)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_3_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=32, bit=52)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_3_0_flag_sincCoeffsTruncated\", doc=\"full sinc coefficient image did not fit within measurement image\"), Key['Flag'](offset=32, bit=53)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_4_5_instFlux\", doc=\"instFlux within 4.500000-pixel aperture\", units=\"count\"), Key<D>(offset=576, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_4_5_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=584, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_4_5_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=54)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_4_5_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=32, bit=55)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_4_5_flag_sincCoeffsTruncated\", doc=\"full sinc coefficient image did not fit within measurement image\"), Key['Flag'](offset=32, bit=56)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_6_0_instFlux\", doc=\"instFlux within 6.000000-pixel aperture\", units=\"count\"), Key<D>(offset=592, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_6_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=600, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_6_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=57)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_6_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=32, bit=58)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_6_0_flag_sincCoeffsTruncated\", doc=\"full sinc coefficient image did not fit within measurement image\"), Key['Flag'](offset=32, bit=59)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_9_0_instFlux\", doc=\"instFlux within 9.000000-pixel aperture\", units=\"count\"), Key<D>(offset=608, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_9_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=616, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_9_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=60)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_9_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=32, bit=61)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_9_0_flag_sincCoeffsTruncated\", doc=\"full sinc coefficient image did not fit within measurement image\"), Key['Flag'](offset=32, bit=62)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_12_0_instFlux\", doc=\"instFlux within 12.000000-pixel aperture\", units=\"count\"), Key<D>(offset=624, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_12_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=632, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_12_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=32, bit=63)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_12_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=640, bit=0)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_12_0_flag_sincCoeffsTruncated\", doc=\"full sinc coefficient image did not fit within measurement image\"), Key['Flag'](offset=640, bit=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_17_0_instFlux\", doc=\"instFlux within 17.000000-pixel aperture\", units=\"count\"), Key<D>(offset=648, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_17_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=656, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_17_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=2)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_17_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=640, bit=3)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_25_0_instFlux\", doc=\"instFlux within 25.000000-pixel aperture\", units=\"count\"), Key<D>(offset=664, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_25_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=672, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_25_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=4)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_25_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=640, bit=5)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_35_0_instFlux\", doc=\"instFlux within 35.000000-pixel aperture\", units=\"count\"), Key<D>(offset=680, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_35_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=688, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_35_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=6)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_35_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=640, bit=7)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_50_0_instFlux\", doc=\"instFlux within 50.000000-pixel aperture\", units=\"count\"), Key<D>(offset=696, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_50_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=704, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_50_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=8)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_50_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=640, bit=9)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_70_0_instFlux\", doc=\"instFlux within 70.000000-pixel aperture\", units=\"count\"), Key<D>(offset=712, nElements=1)),\n",
" (Field['D'](name=\"base_CircularApertureFlux_70_0_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=720, nElements=1)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_70_0_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=10)),\n",
" (Field['Flag'](name=\"base_CircularApertureFlux_70_0_flag_apertureTruncated\", doc=\"aperture did not fit within measurement image\"), Key['Flag'](offset=640, bit=11)),\n",
" (Field['D'](name=\"base_GaussianFlux_instFlux\", doc=\"instFlux from Gaussian Flux algorithm\", units=\"count\"), Key<D>(offset=728, nElements=1)),\n",
" (Field['D'](name=\"base_GaussianFlux_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=736, nElements=1)),\n",
" (Field['Flag'](name=\"base_GaussianFlux_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=12)),\n",
" (Field['D'](name=\"base_LocalBackground_instFlux\", doc=\"background in annulus around source\", units=\"count\"), Key<D>(offset=744, nElements=1)),\n",
" (Field['D'](name=\"base_LocalBackground_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=752, nElements=1)),\n",
" (Field['Flag'](name=\"base_LocalBackground_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=13)),\n",
" (Field['Flag'](name=\"base_LocalBackground_flag_noGoodPixels\", doc=\"no good pixels in the annulus\"), Key['Flag'](offset=640, bit=14)),\n",
" (Field['Flag'](name=\"base_LocalBackground_flag_noPsf\", doc=\"no PSF provided\"), Key['Flag'](offset=640, bit=15)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag\", doc=\"General failure flag, set if anything went wrong\"), Key['Flag'](offset=640, bit=16)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_offimage\", doc=\"Source center is off image\"), Key['Flag'](offset=640, bit=17)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_edge\", doc=\"Source is outside usable exposure region (masked EDGE or NO_DATA)\"), Key['Flag'](offset=640, bit=18)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_interpolated\", doc=\"Interpolated pixel in the Source footprint\"), Key['Flag'](offset=640, bit=19)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_saturated\", doc=\"Saturated pixel in the Source footprint\"), Key['Flag'](offset=640, bit=20)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_cr\", doc=\"Cosmic ray in the Source footprint\"), Key['Flag'](offset=640, bit=21)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_bad\", doc=\"Bad pixel in the Source footprint\"), Key['Flag'](offset=640, bit=22)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_suspect\", doc=\"Source''s footprint includes suspect pixels\"), Key['Flag'](offset=640, bit=23)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_interpolatedCenter\", doc=\"Interpolated pixel in the Source center\"), Key['Flag'](offset=640, bit=24)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_saturatedCenter\", doc=\"Saturated pixel in the Source center\"), Key['Flag'](offset=640, bit=25)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_crCenter\", doc=\"Cosmic ray in the Source center\"), Key['Flag'](offset=640, bit=26)),\n",
" (Field['Flag'](name=\"base_PixelFlags_flag_suspectCenter\", doc=\"Source''s center is close to suspect pixels\"), Key['Flag'](offset=640, bit=27)),\n",
" (Field['D'](name=\"base_PsfFlux_instFlux\", doc=\"instFlux derived from linear least-squares fit of PSF model\", units=\"count\"), Key<D>(offset=760, nElements=1)),\n",
" (Field['D'](name=\"base_PsfFlux_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=768, nElements=1)),\n",
" (Field['F'](name=\"base_PsfFlux_area\", doc=\"effective area of PSF\", units=\"pixel\"), Key<F>(offset=776, nElements=1)),\n",
" (Field['Flag'](name=\"base_PsfFlux_flag\", doc=\"General Failure Flag\"), Key['Flag'](offset=640, bit=28)),\n",
" (Field['Flag'](name=\"base_PsfFlux_flag_noGoodPixels\", doc=\"not enough non-rejected pixels in data to attempt the fit\"), Key['Flag'](offset=640, bit=29)),\n",
" (Field['Flag'](name=\"base_PsfFlux_flag_edge\", doc=\"object was too close to the edge of the image to use the full PSF model\"), Key['Flag'](offset=640, bit=30)),\n",
" (Field['Flag'](name=\"base_Variance_flag\", doc=\"Set for any fatal failure\"), Key['Flag'](offset=640, bit=31)),\n",
" (Field['D'](name=\"base_Variance_value\", doc=\"Variance at object position\"), Key<D>(offset=784, nElements=1)),\n",
" (Field['Flag'](name=\"base_Variance_flag_emptyFootprint\", doc=\"Set to True when the footprint has no usable pixels\"), Key['Flag'](offset=640, bit=32)),\n",
" (Field['D'](name=\"ext_photometryKron_KronFlux_instFlux\", doc=\"flux from Kron Flux algorithm\", units=\"count\"), Key<D>(offset=792, nElements=1)),\n",
" (Field['D'](name=\"ext_photometryKron_KronFlux_instFluxErr\", doc=\"1-sigma instFlux uncertainty\", units=\"count\"), Key<D>(offset=800, nElements=1)),\n",
" (Field['F'](name=\"ext_photometryKron_KronFlux_radius\", doc=\"Kron radius (sqrt(a*b))\"), Key<F>(offset=808, nElements=1)),\n",
" (Field['F'](name=\"ext_photometryKron_KronFlux_radius_for_radius\", doc=\"radius used to estimate <radius> (sqrt(a*b))\"), Key<F>(offset=812, nElements=1)),\n",
" (Field['F'](name=\"ext_photometryKron_KronFlux_psf_radius\", doc=\"Radius of PSF\"), Key<F>(offset=816, nElements=1)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag\", doc=\"general failure flag, set if anything went wrong\"), Key['Flag'](offset=640, bit=33)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_edge\", doc=\"bad measurement due to image edge\"), Key['Flag'](offset=640, bit=34)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_bad_shape_no_psf\", doc=\"bad shape and no PSF\"), Key['Flag'](offset=640, bit=35)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_no_minimum_radius\", doc=\"minimum radius could not enforced: no minimum value or PSF\"), Key['Flag'](offset=640, bit=36)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_no_fallback_radius\", doc=\"no minimum radius and no PSF provided\"), Key['Flag'](offset=640, bit=37)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_bad_radius\", doc=\"bad Kron radius\"), Key['Flag'](offset=640, bit=38)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_used_minimum_radius\", doc=\"used the minimum radius for the Kron aperture\"), Key['Flag'](offset=640, bit=39)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_used_psf_radius\", doc=\"used the PSF Kron radius for the Kron aperture\"), Key['Flag'](offset=640, bit=40)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_small_radius\", doc=\"measured Kron radius was smaller than that of the PSF\"), Key['Flag'](offset=640, bit=41)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_bad_shape\", doc=\"shape for measuring Kron radius is bad; used PSF shape\"), Key['Flag'](offset=640, bit=42)),\n",
" (Field['D'](name=\"base_GaussianFlux_apCorr\", doc=\"aperture correction applied to base_GaussianFlux\"), Key<D>(offset=824, nElements=1)),\n",
" (Field['D'](name=\"base_GaussianFlux_apCorrErr\", doc=\"standard deviation of aperture correction applied to base_GaussianFlux\"), Key<D>(offset=832, nElements=1)),\n",
" (Field['Flag'](name=\"base_GaussianFlux_flag_apCorr\", doc=\"set if unable to aperture correct base_GaussianFlux\"), Key['Flag'](offset=640, bit=43)),\n",
" (Field['D'](name=\"base_PsfFlux_apCorr\", doc=\"aperture correction applied to base_PsfFlux\"), Key<D>(offset=840, nElements=1)),\n",
" (Field['D'](name=\"base_PsfFlux_apCorrErr\", doc=\"standard deviation of aperture correction applied to base_PsfFlux\"), Key<D>(offset=848, nElements=1)),\n",
" (Field['Flag'](name=\"base_PsfFlux_flag_apCorr\", doc=\"set if unable to aperture correct base_PsfFlux\"), Key['Flag'](offset=640, bit=44)),\n",
" (Field['D'](name=\"ext_photometryKron_KronFlux_apCorr\", doc=\"aperture correction applied to ext_photometryKron_KronFlux\"), Key<D>(offset=856, nElements=1)),\n",
" (Field['D'](name=\"ext_photometryKron_KronFlux_apCorrErr\", doc=\"standard deviation of aperture correction applied to ext_photometryKron_KronFlux\"), Key<D>(offset=864, nElements=1)),\n",
" (Field['Flag'](name=\"ext_photometryKron_KronFlux_flag_apCorr\", doc=\"set if unable to aperture correct ext_photometryKron_KronFlux\"), Key['Flag'](offset=640, bit=45)),\n",
" (Field['D'](name=\"base_ClassificationExtendedness_value\", doc=\"Set to 1 for extended sources, 0 for point sources.\"), Key<D>(offset=872, nElements=1)),\n",
" (Field['Flag'](name=\"base_ClassificationExtendedness_flag\", doc=\"Set to 1 for any fatal failure.\"), Key['Flag'](offset=640, bit=46)),\n",
" (Field['I'](name=\"base_FootprintArea_value\", doc=\"Number of pixels in the source''s detection footprint.\", units=\"pixel\"), Key<I>(offset=880, nElements=1)),\n",
" (Field['Flag'](name=\"calib_astrometry_used\", doc=\"set if source was used in astrometric calibration\"), Key['Flag'](offset=640, bit=47)),\n",
" (Field['Flag'](name=\"calib_photometry_used\", doc=\"set if source was used in photometric calibration\"), Key['Flag'](offset=640, bit=48)),\n",
" (Field['Flag'](name=\"calib_photometry_reserved\", doc=\"set if source was reserved from photometric calibration\"), Key['Flag'](offset=640, bit=49)),\n",
" 'base_CircularApertureFlux_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'base_GaussianFlux_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'base_GaussianFlux_flag_badShape'->'ext_shapeHSM_HsmSourceMoments_flag'\n",
" 'base_LocalBackground_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'base_NaiveCentroid_flag_badInitialCentroid'->'base_SdssCentroid_flag'\n",
" 'base_PsfFlux_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'base_SdssShape_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'base_Variance_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'ext_photometryKron_KronFlux_flag_badInitialCentroid'->'base_SdssCentroid_flag'\n",
" 'ext_shapeHSM_HsmPsfMoments_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'ext_shapeHSM_HsmShapeRegauss_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'ext_shapeHSM_HsmSourceMoments_flag_badCentroid'->'base_SdssCentroid_flag'\n",
" 'slot_ApFlux'->'base_CircularApertureFlux_12_0'\n",
" 'slot_CalibFlux'->'base_CircularApertureFlux_12_0'\n",
" 'slot_Centroid'->'base_SdssCentroid'\n",
" 'slot_GaussianFlux'->'base_GaussianFlux'\n",
" 'slot_ModelFlux'->'base_GaussianFlux'\n",
" 'slot_PsfFlux'->'base_PsfFlux'\n",
" 'slot_PsfShape'->'ext_shapeHSM_HsmPsfMoments'\n",
" 'slot_Shape'->'ext_shapeHSM_HsmSourceMoments'\n",
")"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test.schema"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n",
"/opt/lsst/software/stack/python/miniconda3-4.5.12/envs/lsst-scipipe-1172c30/lib/python3.7/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEUCAYAAAB+uqLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XmYXVWZ7/HvL5WBQAgQGcIMAkoQkEmRSUBMt41XbS96kcYhOCDiBdRWbMRucVbACI0ixpkWhRbtbhAZpNt2gosS5GIEFGSUkEAgMmVO3v5j7cKTU2fvM+1TtU+d3+d56kmdvdfe511VxXlZe02KCMzMzKpmwlgHYGZm1ogTlJmZVZITlJmZVZITlJmZVZITlJmZVZITlJmZVZITlJmZVVLfJShJJ0u6V9IKSfMlHVZQdmtJ35F0p6S1kr6ZU+4YSbdLWpn9+9qeVcDMzFrSVwlK0rHA+cCngH2BG4CrJe2Qc8kUYAnwGeCmnHseBFwGXALsk/37PUkHlhu9mZm1Q/20koSkm4DbIuIdNcfuAi6PiDOaXPtDYElEzKk7fhkwIyJm1xy7Hng0Io4rM34zM2td37SgJE0G9geuqzt1HXBwF7c+qME9r+3ynmZm1qWJYx1AGzYHhoDFdccXAy/v4r4zc+45s1FhSScCJwIMMbT/hkzv4q3N+p8mqOHxWNc/T2dsdD3F0iURsUWzcv2UoIbV/9WrwbGe3TMi5gHzAKZrRhyoo7p8a7P+NmGDqQ2Pr1u+fJQjsX5xfVx+fyvl+uYRH2mww1pGtmy2ZGQLqB2LenBPMzPrUt8kqIhYBcwHZtedmk0azdepG3twTzMz61K/PeKbC/yLpF8BvwROArYBLgKQdDFARLx5+AJJ+2TfTgfWZa9XRcTt2fHzgZ9JOgP4N+C1wJHAob2vjpmZ5emrBBURl0l6DvBhYGtgAXB0RAw/z2w0H+o3da9fBdwP7JTd8wZJbwA+AXwU+CNwbEQ0nDdlZuvrpK9pwtTG/Vad3s/Gp75KUAARcSFwYc65IxocazzEaP0ylwOXdx2cmZmVpm/6oMzMbLA4QZmZWSU5QZmZWSX1XR+UmfXGaA5cKLpfXhwePDF43IIyM7NKcoIyM7NKcoIyM7NKch+UmQHV6eOpShw29tyCMjOzSnKCMjOzSnKCMjOzSnIflJn1xNCMzXLPrX186ShGYv3KLSgzM6skJygzM6skJygzM6skJygzM6skD5IwM6D8xWI7HQjhxWJtmFtQZmZWSU5QZmZWSU5QZmZWSe6DMjOg8z6eTvqMPInXWuEWlJmZVZITlJmZVZITlJmZVZL7oMysK6M1R6rseVpWfW5BmZlZJTlBmZlZJTlBmZlZJTlBmZlZJXmQhJlViheLtWFuQZmZWSU5QZmZWSW1/YhP0hRgG2Aq8GhEPFp6VGZmNvBaSlCSNgbeCBwHvBiYBAgISQuBa4B5EfHrXgVqZr1VNBG2E532GbmvyYY1fcQn6b3AfcBbgR8DrwH2AZ4HHAR8hJTofizpGkm79SxaMzMbGK20oA4GDo+IBTnnfwV8XdJJwNuAw4G7SorPzMwGVNMEFRGvb+VGEbESuLDriMzMzPA8KBsAXmS0NUU/i7J/hv6dWCs6GcU3kTRQYgdgcu25iLi4pLjMzGzAtZWgJO0OXAnsTBrFtza7x2pgJeAEZWZmpWh3ou55wHxgE2AZMAs4ALgVOKbc0MzMbJC1+4jvRaQRfc9IWgdMjIhbJJ0OXADsXXqEZmY2kNpNUCK1nAAeBbYFfg/8Cdi1xLjMSuNO9+518jMcmrFZ7rlYvqKbcGxAtJugFgAvBO4hzX/6oKS1wDuAu0uOzczMBli7fVCfJLWiAD4MbA/8BPgr4NQS48ol6WRJ90paIWm+pMOalD88K7dC0j3ZhOLa82dJirqvRb2thZmZNdNugroD+HeAiLgnIvYANge2IrWqekrSscD5wKeAfYEbgKsl7ZBTfmfgR1m5fYFPAxdIqh/Q8Xtg65qvvXpSATMza1m7j/juJX2APzJ8ICIel/Sc7NxQibE18j7gmxHxlez1KZJeAbwLOKNB+ZOAhRFxSvb6DkkHAu8Hvl9Tbk1EuNVkA62oz2jt40vbvl/RNZ0sTNvpYrbug+xf7bagBESD49OAnvZ6SpoM7A9cV3fqOtJ6gY0c1KD8tcABkibVHHuupIeyR4eXSnpuKUGbmVnHWt1u45+zbwP4tKRlNaeHSCtL3FpybPU2z95rcd3xxcDLc66ZCVzfoPzE7H4PAzcBc4A7gS1JfWs3SHpBRDxWf0NJJwInAmzAhp3Uw8zMWtDqI77hPhmRJueuqjm3CrgFOLfEuIrUt+DyWnVF5Z89HhFXr3dS+n+k/rS3AHNH3CxiHjAPYLpmFL2vmZl1oaUEFRFHAkj6BnBaRDzZ06gaW0JaWmlm3fEtGdmqGrYop/waYETrCCAinpb0O8D7WtlAKbvPqKjvp+hcXl9Y0dwp9zONT231QUXECWOUnIiIVaRllmbXnZpNGqXXyI2MfPw3G7g5IlY3ukDSBsDupMd/ZmY2RtodJIGkv5F0laQ7JG2fHXu7pKPKD2+EucCc7P1mSTof2Aa4KIvjYkm1C9ZeBGwn6bys/NtJ/U3PPo6UdG42V2rnbITf5cBGwLdGoT5mZpajrQQl6XjgX4E/ADsBwyPhhoDTS42sgYi4DHgPaSDDrcChwNERcX9WZIfsa7j8vcDRwEuz8mcCp0ZE7RDz7YDvkuZC/YC0KvtLau5pZmZjQBGt9/NL+v/ApyPiUklPAS+MiHskvRC4LiK26lWgVTRdM+LAUWk4mo2tsvugirgPavy7Pi6fHxEHNCvX7kTd3Uj9OvWeBqa3eS8zG2VFiUZTN8g9V/birmVPCvYOveNTu31QC4HnNTj+UuCP3YdjZmaWtJug5gH/LOmQ7PX2kt4CnA18qdTIzMxsoLX1iC8izpa0CfBjYAPSSuYrgXMj4os9iM/MzAZUu31QRMSZkj4J7EFqgd0eEU+XHpmZFeqk36WwP6bg3MRtt8l/r5w+o6J+pk6U3W9l1dd2ggKIiGXAzSXHYmZm9qy2E1S2J9NRpCWD1uvDiohXlxSXmZkNuLYSlKRzSBNlf0Ia0efFUs3MrCfabUG9GTguIi7vRTBm1rpO5vd0Ol8or5+pSNlzp8q+n1Vfu8PMJ9D7fZ/MzMw6mgf1xl4EYmZmVqvpI76a3XQhJbTjJc0GbgPW27IiIk4tNzwzMxtUrfRB7VX3evgR3+51xz1gwszMStM0QQ3vpmtmvZM3CbXTXW47mahbNBm3SN4AigkFE2s7GXRhg6elPihJX5e0ca+DMTMzG9bqIIm3AO1vCGNmZtahVhOUehqFmZlZnXYm6noQhFkXqrDYaSeLvkLxZoZ5fU1rHlrYWRwPeYNBS9pJUIuk4oZURAx1F46ZmVnSToI6EfhzrwIxMzOr1U6CujIiHulZJGZmZjVaTVDuf7K+1ekCqWUru5+pKPa8OnfaL1QkcuKYuMvOHd2v6Pdlg8Wj+MzMrJJaakFFRLuLypqZmXXFicfMzCrJCcrMzCqp3R11zfrOaA6EKFvR5F4VDCbIHbiwzcyO4li3cFH+uX2f3/i97s8f9JsXH+RPCh6tycxWHR23oCQdImlKmcGYmZkN6+YR39XAtmUFYmZmVqubBOWh52Zm1jPugzLrQN5k0k77u/LuV7xh4Yq230f5XVrF1+2yQ34cK9c0PN7ppoR57zWxoM+taAKy9a9uWlDvBBaXFYiZmVmtjltQEfGdMgMxMzOr5XlQZmZWSU5QZmZWSR4kYS0re2BAmTEUxdHpauadrKo9mrvmFg1c0NKnGh6Ppflbuq3dfceO4lg7tfE+pVMKfhbrZs7IPadFjzc8XjQQoior1lu53IIyM7NKatqCknQF8MaIeDL7PldEvLq0yMzMbKC18ojvMf6yYeHjePNCMzMbBU0TVEScUPP9nJ5GM06M1+fhVYh9NGMoeq+8vqZYnj95tmiH2bzFWIf2bLwQa6di5/zVyfL6kgDWTs7vDXjiuZMaHp82ffvca4ZWrMs9N3Xlxo2v2Sz/ZxF/fCD3nPWvlvugJE2SdJOkcv+LMTMza6DlBBURq4Gd8SM+MzMbBe2O4vsW8I5eBGJmZlar3XlQGwHHS5oNzAeeqT0ZEaeWFVgeSScDHwC2Bn4HvCcifl5Q/nBgLvACYCFwdkRc1M09n71uymQmbt+gX2HFyvyLGk/xyN2kDUCbbZp7rmgjuRVH7Nnw+OQnVudeM/RkwUZyOXNrnnpxfl/DtLvy593ElMZ9Fyu2zO/Dy+vvANjiN8san8hZzBTg/r+dnntux6tz7gc8eNiGDY9Pejr3Ep7cLb/fZe1Gmzc8PnFa/u8qFuf/zazbbFrD40OT1+ZeM3ly/t/tphsV9P2tbvw7eXBR474kgK1+nv/R89R2z2l4fItv/yb3mgkFc67y/purQp+qFWu3BTULuAVYCjwX2Kvmq/GnYYkkHQucD3wK2Be4AbhaUsMZi5J2Bn6UldsX+DRwgaRjOr2nmZmNjrZaUBFxZK8CadH7gG9GxFey16dIegXwLuCMBuVPAhZGxCnZ6zskHQi8H/h+h/c0M7NR0DcrSUiaDOwPXFd36jrg4JzLDmpQ/lrggGxUYif3NDOzUdD2WnyStgLeDexBGtF3O3BhRPR6b6jNgSFG7kG1GHh5zjUzgesblJ+Y3U/t3lPSicCJABtMzO+/MDOz7rSVoCQdAlxD+gC/MTt8PPBeSX8dETfmXlye+mHuanCsWfnh4yoo0/CeETEPmAcwXTNizR/vbRbvevImeBYtJJo/fbJ4cMWGtz3U8HjRopv5Xej5pt2V3xm+aqvGnfUAk/7cuFN++Rb5f5bTFuZHuHyrKQ2Pr52S/zPa8pb8+z29Q/51m9/WePBC0SCOCSuVe26nKxsPoLjnzfm//aGtCnbUfbzxz4IZ+fX93UGX5J7bb/6xueeW3dp44depq3IvYfJT+XFMfbTxz2LCNjPzb1gwMMmDIfpXuy2oc4HvAidFxDoASROAi4DP0dvHYktIn5/1f6Vbkr+z76Kc8mtISzipg3uamdkoaLcPah/gc8PJCSD7fi5pBFzPRMQq0tD22XWnZpNG3jVyIyMf1c0Gbo6I1R3e08zMRkG7CeoJ0moS9XYG8ie8lGcuMEfS2yXNknQ+sA2pBYekiyVdXFP+ImA7Sedl5d8OzCG1BFu6p5mZjY12H/FdCnxN0umkFkYAhwKfIT3666mIuEzSc4APkybVLgCOjoj7syI71JW/V9LRwOdJw8YXAqdGxPfbuGepOtm0rvON7srdIC/P2gW/zz03tCD/OuX0x20yf3Tihs42JYT8iaEbPJK/Ed/M7zbuEwRgmy0bHt7ty/nxTVz8RO65dZtu1PD4hD8/0/A4wNFLj8g9t8Xu+f1xE1Y+2fD46k1z+sGAoeX5fVB59SqalG7jU7sJ6nRSv83Xa65dDXwJ+IcS48oVERcCF+acO6LBsZ8C+3V6TzMzGxvtTtRdBZwm6QxgF1Kyujsi8teEMTMz60BLfVCS/kbSfZI2AYiIZRHx24i4DZiUnfurnkZqZmYDpdUW1P8FzomIEQ+HI+IJSZ8FTmPkigxmuTrvW2usk/6kTufIrHuo8XUTCupUNFlvQs5CvEMLH8m/qGARYa3MWWS2YL7Q2t13zD9XtJlhzrkpdz6ce83K3bfOPTcxJ8ZOf1ej+Xdh5Wp1FN/ejFyRodZ/AS/sPhwzM7Ok1QS1BZC/V0D6n8PGa+SbmZl1oNUE9SdSKyrP3kDBGFozM7P2tJqgrgI+LmnEw1xJGwIfy8qYmZmVotVBEp8EXgfcJekC4M7s+CzSAAqRNvwzGzNld2wXda7nLdIbywsWcC2wLmdwRVGdChcRXpET+wYFk2fvzJ+bPrFgQEZMnVwQSWNT7svZ5rYHPOChf7WUoCLiEUkHkybkfor1VwG/Fjh5FLbbMDOzAdLyRN1s6Z+jJW0G7EpKUndFxOitS2NmZgOj7Q0Ls4T06x7EYmZm9qymCUrSzhHR0q58kgRsFxEPdh2Z2Rgr7LvIOdfp4rN58ja4BFDJ71Xcf5a/WUFsum3D4yro7yra6LOTn2HRNe6D6l+tjOK7UdLXJB2UV0DSZpLeRdr+/TWlRWdmZgOrlUd8uwNnAldJWkva4O9hYAWwGbAHaTTfr4D3RMS1PYrVzMwGSNMWVET8OSI+AGxL2lPpTmBT0iaFa4BvAftGxCFOTmZmVpZ2RvEtBy7Pvsx6pp/7E8pe0LRoQd2h/L0Rc0XB/SZsM7P9GwLkLExb9gaDRf1xZS88bNXQ7pbvZmZmo8IJyszMKskJyszMKskJyszMKqntlSTMeq3qAyF6oew65026nVAw0KD0ybNFgy46GEBRNJG4nwfWWL62EpSkr+ecCtK8qLuByyJiYbeBmZnZYGu3BbUFcBhpd90F2bE9SQvHzgf+N/AxSYdFxK2lRWlmZgOn3T6oXwJXk9bbe2lEvBTYDvgRcB2wI2njws+VGqWZmQ2cdltQpwEvi4hlwwciYpmkTwL/GRFnS/oscH2ZQZoNqrInp2p5440WASZuu03+hQULv8bSxgvJ5h2H4v6pvOuK6lv2Ir1WDe22oKYBWzc4PjM7B/AkHnxhZmZdajdB/RvwNUmvl7STpB0lvR74GvCDrMyLgT+UGaSZmQ2edls6JwFzgW/XXLsG+Drw/uz1HcA7SonOzMwGVlsJKut7OknS3wO7kEbv3R0Rz9SU8eg964rntPxFp4ug5v0Mi+YSFb1XUf9U3saJax7Kn20yoWhOU17/VEF8RX8XeT+LQftb6kcd9RVlCem2kmMxMzN7VtsJStJEUj/TDsDk2nMRcXFJcZmZ2YBrdyWJ3YErSZsVClib3WM1sBJwgjIzs1K0O4rvPNKKEZsAy0hbvR8A3AocU25oZmY2yNp9xPci4PCIeEbSOmBiRNwi6XTgAmDv0iO0gePO697R1PyJukMF54oGPORNJu508mzRorV5PLBmfGq3BSVSywngUWDb7Ps/AbuWFZSZmVm7LagFwAuBe4BfAR+UtJY07+nukmMzM7MB1m6C+iSwUfb9h4EfAj8BlgD/p8S4zMxswLU7Uffamu/vAfaQNANYGhFRdnBm1pm8fpeiZ/pFfTUTd9k591zRorCd6KTvyv1M41Mn86BmAgcDW1Lz9y6JiLiwxNjMzGyAtTsP6o3AV0mDJZaSdtIdFoATlJmZlaKTPqizgY9FxJoexGNmZga0n6CmA990cjIbe53M/elkUVUonpuUNw+q6L3K3ojRxqd250FdAryyF4GYmZnVajdBvQ/4G0n/Lunjkv6p9qsXAQ6TNEXSBZKWSHpG0hWStmvhupMl3StphaT5kg6rO//fkqLu69Le1cTMzFrR7iO+dwKvIM172pWRgyQ+VlJcjZwHvAY4DniMtHHiDyXtHxFrG10g6VjgfOBk4BfZv1dL2iMiHqgp+g3gQzWvPWbVzGyMtZug/hH4+4j4fC+CySNpE+BtwAkR8ePs2JuA+4GXA9fmXPo+Up/ZV7LXp0h6BfAu4IyacssiYlFPgjczs460m6CGgCt6EUgT+wOTgOuGD0TEg5LuIM3JGpGgJE3Orju37tR12TW13iDpDcBi4GrgoxHxVHnhm5Wv7MmpnQ5qyFM06KJoIIQn6tqwdvugvgEc34tAmphJ2ntqSd3xxdm5RjYnJdTFTa75DqlORwIfJ20b8oO8QCSdKOlmSTevZmXLFTAzs/a024LaEHi7pL8mbfm+uvZkRJzazs0kfQI4s0mxI4tuwfr9YI3Un1/vmoiYV3Put5LuAW6StF9E3DLiZqn8PIDpmuHlnczMeqTdBDUL+E32/e515zr5sD4P+HaTMg8ALyG1hjYnbfMxbEvgZznXLSG1uupbWFsyslVV6+bsut2AEQnKzMxGR7uLxRa1ZtoWEUsY+dhuBEnzSa212aRHcmRDzGcBN+Tce1V23WzgezWnZgPfL3i7vUjJ8OEWqmA2EKowedb9TIOn7cVix0JEPCHpa8A5kh7hL8PMbwOuHy4n6U7gCxHxhezQXOBfJP0K+CVwErANcFFWfhdS/9OPSIlyD+BzpFbiL0ehamZmlqMvElTmvcAa4DJgKvCfwJvr5kA9n/QYEICIuEzSc0h7V21N2nDx6Ii4PyuyCjgKOA2YBjwIXEUaxddwbpWZmY0OeRunzk3XjDhQR411GGbjSt4wcz/iGz+uj8vnR8QBzcr1UwvKzPpIJ4vZFp3rZH5Us/eyamt3HlQuSS8v615mZmZdtaAkbQucALwV2KHb+5mZmQ1ruwUlaUjSayVdBdwHvB34OWkCrJmZWSlaTlCSni/pbOAh0rbvfwJeFhE7Aef0JjwzMxtULT2Sk/Rz0sKrV5HmEl0VEbXLHHkooFmfK3uX20537+1kUIMHQoxPrfYZHQJcCnwxIjyB1czMeq7VR3z7AUtJGwTeI+kTkmb1MC4zMxtwLSWoiLg1It5NWo3hI8ChwO8k3SLpvaTlg8zMzErT7mKxK4B/Ia1vtytpBN8HSCuGux/KrI9VZRNBryRhwzqeqBsRd0fEPwDbA68FflhaVGZmNvC6nlibLar6H9mXmZlZKUpb6sjMzKxMTlBmZlZJXjvPzJrqZIBCp6uPd6Lsib9WDW5BmZlZJTlBmZlZJTlBmZlZJbkPysx6YjT7ftzPND65BWVmZpXkBGVmZpXkBGVmZpXkBGVmZpXkBGVmZpXkBGVmZpXkBGVmZpXkBGVmZpXkibpm41AVdqXtdLFYT7q1YW5BmZlZJTlBmZlZJTlBmZlZJbkPymwcqkI/ThVisP7mFpSZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVWSE5SZmVVS3yQoSVMkXSBpiaRnJF0habsm17w0K/eQpJA0p0EZSTpL0kJJyyX9t6QX9KwiZgNiwtSpuV9mreibBAWcBxwDHAccBkwHfihpqOCaacAC4DQgb2nl04G/B04BXgQ8AvxY0sYlxW1mZh3oiwQlaRPgbcAHIuLHEXEL8CZgb+DleddFxI8i4kMRcTmwrsF9BbwH+ExEfD8iFgBvATYG/q4HVTEzsxb1RYIC9gcmAdcNH4iIB4E7gIO7uO/OwMy6+y4Hftblfc3MrEv9smHhTGAtsKTu+OLsXDf3Hb5P/X23bXSBpBOBE7OXK6+Pyxd08f79aHNG/h7Gu0Grczn1XdZ9IKNo0H7HMLZ13rGVQmOaoCR9AjizSbEji24BRAmh1N8j974RMQ+YByDp5og4oIT37xuu8/g3aPUF17mqxroFdR7w7SZlHgBeAgyRMv6jNee2JD2O69Si7N+ZwIN1961vVZmZ2Sga0wQVEUtooYkpaT6wGpgNfCc7th0wC7ihixDuJSWp2cCvs/tuQBol+IEu7mtmZl0a6xZUSyLiCUlfA86R9AjwGDAXuA24fricpDuBL0TEF7LX04Bds9MTgB0k7QM8HhEPRERIOg84M7v2D8CHgafJEmET88qpYV9xnce/QasvuM6VpIgyunB6L2vZnEMa/j0V+E/g5Gw033CZAD4aEWdlr48AftLgdt+KiDlZGQEfAd4JbAbcBLw7G3JuZmZjpG8SlJmZDZZ+mQdlZmYDxgmqiRbX83uepB9I+rOkZZJukTRrDMLtWrP6SpqWrYn4p2ztwt9Leu8YhVsKSWdI+rWkJyU9KulKSXvWlRlXazY2q7OkSZI+K+m2bO3LhyV9R9IOYxl3p1r5HdeVn5f9/b9/NOMsU6t1rvLnlxNUc4Xr+UnaGfglaUTgy4A9+ctAi37UbP3CucArSUtNzQI+CXxG0ptGLcLyHQFcSFo95GXAGuB6STNqyoy3NRuPoLjOGwL7kX6/+wGvAbYHrpHUF4Or6hxB898xAJJeR/odLxzNAHvgCJrUufKfXxHhrxa/SL+0OXXHvgNcMtaxjWJ9F5AGotQe+ylp9OSYx1xSvaeRVi55VfZawMPAmTVlpgJPAe8c63h7UeecMnuQJrDvNdbx9qq+pBUOHiL9z9d9wPvHOtZe1rnqn19uQXVB0gTgVcDtkq7JmtG/lnTsWMfWQ78AXiVpewBJBwP7ANeMaVTl2pj0dGFp9noQ1mysr3Mj07N/i8r0ixH1zVqG3wU+ERF3jFVgPbRenfvh88sJqjtbkv6v5EOkD6/ZpD/wSyT9r7EMrIdOBW4FHpC0mtR6+mBE/HBswyrV+aQ63pi9LlqzsZu1IKukvs7rkTQZ+BxwZUT8aTQD65FG9f0o8FhEfGlsQuq5+jpX/vOrH58lV8lwgv+PiJibfX+rpAOAdwPj6UN72CnAIcCrgfuBlwLnSrovIvq+FSVpLnAocGhErK073fKajf2kSZ2HWxbfBjYl/d77WqP6SjocmEN6GjDu5PyOK//55RZUd5aQOh5vrzt+B9CXo52KSJoKfBo4PSKujIjbIq3acSnQt6Odhkn6PGlDzJdFxD01p2rXbKzV92s2FtR5+PzwY6+9gaMi4rFRDrFUBfU9EtgaeFjSGklrSP1Rn5XU1y3GgjpX/vPLCaoLEbGKtIbf8+tOPY/UuhhvJmVf9f+XvZY+/1uSdD5plZKXRcSddadr12wcLj+8ZmM3a0GOqSZ1RtIk4DJScjoyIhbVl+knTep7Iame+9R8LQQ+Dxw1mnGWqajO/fD55Ud8TajJen7A2cC/Svo58F+k/xN7A/C3YxFvt5rVV9JPScPKnyb9ER8OvJk0DLsvSfoiadj83wJLJQ23lJ6OiKcjul6zsXKa1TlrOX2PNNz6VUDUlHkiGyTSN1r4HT9CmjpQe81qYFFE/H50oy1Hszpn31f782ushxFW/Ys0lyAafH2zpswc0ofWctICtseNddy9qi/pMdc3SENxlwN3kh7vaaxj76LOjeobwFk1ZQScRRpuvoI0OGTPsY69V3UGdiooM2es4+/F77jBNffRx8PMW61zlT+/vBafmZlVUl/3G5iZ2fjlBGVmZpXkBGVmZpXkBGVmZpXkBGVmZpXkBGVmZpXkBGU2TkmaI+m/RvH9zpK0oOb1uZIzKmzgAAAECklEQVT+ebTe38Yfz4MyG4ey1cfvAY6PiJ/WHN+YtOrHMaRtRJ4krb32ZeCyiFjXxXtOA6ZEtl6fpC2APwL7RIN1/syacQvKbHx6HbCiLjltStpq4a3AOcABpBWuvwX8Ix0uECppgqShSEsGPbuYbEQ8StrG4V0d18IGmhOUWQkk/bekL0n6nKTHs83fTpM0RdIXJf1Z0gOS3lR33Wck/V7Sckn3STo7W4i2tswZkhZLelrSxZI+Ium+JiH9HXBF3bFPkVpNB0bENyLidxFxV0R8g7St+6Ls/TaT9C1JS7O4rpf0gpp45mSxHJ090lsFzKp/xJe5grSStlnbnKDMynM8aRv4A4HPAOcB/05a5+wAUkvlq5K2qbnmGVKLZhZwMmmhzjOHT0p6A/CR7Nh+pMdx72shlkOBm2vuMyG79yXRYMPBiFgRESuyl9/M6vAa4MXAMuCabLuVYRuQFsx9J2kr+LzVr38FbCtplxZiNluPE5RZeX4XEWdFxF3AXNJ+O6sj4vyIuBv4GGnR2We3iY+Ij0fELyPivoj4EamVU9viOI20UO9XI+IPEfFp4KaiILJHeZuQFrYdtjmwGSnBFV27G2lTwhMj4mcR8VvSitjTSQl42BBwShb7HyLiqZxbLsz+3anofc0acYIyK89tw99EGn30CPDbmmOrgaWkjQ4BkPQ6Sb+QtCjbwuTzrN8XtDupFVKrMEEBwy2dFTXH1GIdZgHrqNkKPSKeyOqxR025NaTtw5sZ3pZjamEpswacoMzKs7rudeQcmwAg6SWk3YivJe25tC/psdmkBte047Hsms1qjj1KSo6zmlxblMhq41gZDbaHb2BGzfubtcUJymzsHAI8lD3m+3X2aHDHujJ3kvqBatW/Xk+knVJvp6bFkw0fvww4XtJ29ddI2iAbnHE76XPhoJpz04G9GLk1eCv2JCXp3zYraFbPCcps7PyBNIDgeEnPlfQuRo54Ox+YI+mtknaTdDppAEOzVtW1pIEStT4EPADcJOkESS+QtGs2snA+MDNLkv8BfFnSYZL2Ar5Nmi/Vye7BhwE/j4hlHVxrA84JymyMRMSVpPlI55H6r2YD/1RX5lLg46RRgb8htUguYv3+pUa+ArxC0vAjNiJiKfAS0ii9D5KS0g3A27L3eCAregKp3+uK7N8NgVdEZ9u8H5fFYtY2ryRh1mck/RswMSJe1aTcpaSRhR8fnchGvP8rSQl474hYMxYxWH+bONYBmFk+SRuSVmK4hjRy7hjS/KRjWrj8dOC1vYuuqY2AE5ycrFNuQZlVWDY59krSCL+pwF3A2RFxyZgGZjYKnKDMzKySPEjCzMwqyQnKzMwqyQnKzMwqyQnKzMwqyQnKzMwqyQnKzMwq6X8A9Vb9o+016AkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEUCAYAAAB+uqLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xm4ZeOZ9/HvTxUKpSqKSFGIEkSZ2tQRRBAqnU636LySN7QMJYMgr4gM0iLdEZmRQiSiK4OQoenI0IYY0zI02hgXgpjHUihKUSg1uN8/1jqya5/9rD2tfc7aZ/8+13WuOns9z1r7Xs6x7/OsZ1JEYGZmVjUrjXYAZmZmjThBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJfVdgpJ0uKT7JS2WdKOk3QvqrifpZ5LulLRc0o8S9faXdLukl/J/39mzGzAzs5b0VYKS9B7gVOCrwPbA1cDFkjZKnLIqMB/4OnBt4pq7AOcCPwW2y//9uaSdy43ezMzaoX5aSULStcAtEfGRmmN3A+dFxDFNzr0QmB8Rs+qOnwtMiYiZNceuAJ6MiAPLjN/MzFrXNy0oSasAOwKX1RVdBuzaxaV3aXDNS7u8ppmZdWn8aAfQhnWAccDjdccfB/bp4rpTE9ec2qiypEOAQwDGMW7H1ZnUxVubVYfGj0uWxbLlIxiJjXXPsWB+RLy6Wb1+SlBD6p9JqsGxnl0zIuYAcwAmaUrsrL27fGuzahj/qrWTZcueemoEI7Gx7oo478FW6vXNIz6ywQ7LGd6yWZfhLaB2zOvBNc3MrEt9k6AiYglwIzCzrmgm2Wi+Tl3Tg2uamVmX+u0R32zgx5KuA64CDgXWB84AkHQ2QES8f+gESdvl304CXs5fL4mI2/PjpwJ/kHQM8CvgncBewJt6fztmZpbSVwkqIs6VtDbweWA94Dbg7REx9Dyz0XyoP9W93hd4ENg4v+bVkg4Avgx8EbgXeE9ENJw3ZTZWld3PNH7TTdLvdc99pb6XjU19laAAIuJ04PRE2Z4NjqmFa54HnNd1cGZmVpq+6YMyM7PB4gRlZmaV5ARlZmaV1Hd9UGbWufFrj9xk3LIHQnjQxeBxC8rMzCrJCcrMzCrJCcrMzCrJfVBmY1BRX1PfWrBwtCOwEeYWlJmZVZITlJmZVZITlJmZVZL7oMzGoLG4weBYvCcr5haUmZlVkhOUmZlVkhOUmZlVkhOUmZlVkgdJmBlQ/uTekRzUMJKL4NrIcQvKzMwqyQnKzMwqyQnKzMwqyX1QZgZUp88opSg+9zONTW5BmZlZJTlBmZlZJTlBmZlZJbkPysx6wnOTrFtuQZmZWSU5QZmZWSU5QZmZWSU5QZmZWSV5kISZNVX2gIdOrudBF4PHLSgzM6skJygzM6ukth/xSVoVWB9YDXgyIp4sPSozMxt4LSUoSWsC7wUOBN4ArAwICElzgUuAORFxfa8CNbPWpfprOu2rKTpv/KabNC5YsLCj9+okBhubmj7ik3QU8ADwQeByYD9gO2BzYBfgC2SJ7nJJl0jarGfRmpnZwGilBbUrsEdE3JYovw74oaRDgQ8BewB3lxSfmZkNqKYJKiLe3cqFIuIl4PSuIzIzM8PzoMzGpLLnJhW+1z33dXReMo5En1bZ72PV18kovvFkAyU2AlapLYuIs0uKy8zMBlxbCUrSFsAFwHSyUXzL82ssBV4CnKDMzKwU7U7UPQW4EZgMvADMAHYCbgb2Lzc0MzMbZO0+4vtbshF9z0t6GRgfETdJOho4Ddi29AjNzGwgtZugRNZyAngSmAb8BXgE2LTEuKyCyp78adXS6c+xk0ENnQzISE4IbvJe1r/aTVC3AX8D3Ec2/+mzkpYDHwHuKTk2MzMbYO32QX2FrBUF8HlgQ+BK4K3Ax0uMK0nS4ZLul7RY0o2Sdm9Sf4+83mJJ9+UTimvLj5MUdV/zensXZmbWTLsJ6g7g1wARcV9EbAmsA7yGrFXVU5LeA5wKfBXYHrgauFjSRon604Hf5PW2B74GnCapfkDHX4D1ar626ckNmJlZy9p9xHc/2Qf4E0MHIuJpSWvnZeNKjK2RTwI/iojv5a+PkPQ24DDgmAb1DwXmRsQR+es7JO0MfBr4RU29ZRHhVlMT7mvqH2X3F3Y6iTdl+evWT5aNu3duqe9l/avdFpSAaHB8IrC4+3AK3lhaBdgRuKyu6DKy9QIb2aVB/UuBnSStXHNsE0mP5o8Oz5GU7o01M7MR0ep2G9/Kvw3ga5JeqCkeR7ayxM0lx1Zvnfy9Hq87/jiwT+KcqcAVDeqPz6/3GHAtMAu4E1iXrG/taklbRcSwPzclHQIcAjCB1Tu5DzMza0Grj/iG+mRENjl3SU3ZEuAm4KQS4ypS34JLteqK6r9yPCIuXqFQ+l+y/rQPALOHXSxiDjAHYJKmFL2vmZl1oaUEFRF7AUg6EzgyIp7taVSNzSdbWmlq3fF1Gd6qGjIvUX8Z0PBhfEQskvRnwPta2ZjTcV/SWpNLfa9l192aPrHk/i7rX231QUXEwaOUnIiIJWTLLM2sK5pJNkqvkWsY/vhvJnBDRCxtdIKkCcAWZI//zMxslLQ7SAJJfy/pIkl3SNowP/ZhSXuXH94ws4FZ+fvNkHQqsD5wRh7H2ZJqF6w9A9hA0il5/Q+T9Te98jhS0kn5XKnp+Qi/84A1gLNG4H7MzCyhrQQl6SDgP4G7gI2BoZFw44CjS42sgYg4F/gE2UCGm4E3AW+PiAfzKhvlX0P17wfeDrw5r38s8PGIqB1ivgHwH2RzoX5Jtir7G2uuaWZmo6DdeVBHAx+JiHPy1siQ/wWOLy+stIg4ncTOvRGxZ4Njvwd2KLjeAaUFZ2ZmpWk3QW1G1q9TbxEwqftwbLQVdmx7ou6IK/3nUTTYYcHC9q8HLJ+yRsPjUbCAq95QsFjL0883POwFYQdPu31Qc4HNGxx/M3Bv9+GYmZll2k1Qc4BvSdotf72hpA8AJwDfLTUyMzMbaG094ouIEyRNBi4HJpCtZP4ScFJEfKcH8ZmZ2YBqtw+KiDhW0leALclaYLdHxKLSI7NR4X6m0TFim0EW9DMVLeAaBRNrkxsJFmwwuHjyqsmytt8HCu/Lv9P9q+0EBRARLwA3lByLmZnZK9pOUPmeTHuTLRm0Qh9WRLyjpLjMzGzAtZWgJJ1INlH2SrIRfV4s1czMeqLdFtT7gQMj4rxeBGNmKypc3LVgTlNqbtLSgr6fCTfdn75ewbylVH/S/f+U3r90xr/dkyxLxlC0yWFBH1Qn/XueD1gN7Q4zX4ne7/tkZmbW0Tyo9/YiEDMzs1pNH/HV7KYLWUI7SNJM4BZghS0rIuLj5YZnZmaDqpU+qPqHz0OP+LaoO+4BE2ZmVpqmCWpoN10z651Ux3vR5NTUQAiAcYkFV4sm3BZNrF20Ufq9Jl95d8Pjmy9MD2roZIBHUezL0u/UEQ+EqIaW+qAk/VDSmr0OxszMbEirgyQ+AKzWy0DMzMxqtZqg1NMozMzM6rQzUdeDIAbciC1o2geSEzkL+laKNtxLbeC3rKDfpXDTvw7OKVrAdeJDjfu0ID2BtmhScKqPrOi8jhYOtb7Wzs98nlTckIqI9NRxMzOzNrSToA4BnulVIGZmZrXaSVAXRMQTPYvEzMysRqsJyv1PNpB9TSnJ/xYdLkDKvXMbHi5apHXerumZH9N+3Ph6Dx8wNXnOhpc9lywbl4gP4NH3vb5xDBfOS56zePqUZNn4y73VnGU8is/MzCqppRZURLS7qKyZmVlXnHjMzKySnKDMzKySPPfNxrzCwQkFOtpxtWCibpHUAqlFgxOmPd3+exUNhHj4relBF2vM3TxZNvGRlxseL1rMtsiymTs1PF40eMI74I5NHbegJO0mKT1V3MzMrAvdPOK7GJhWViBmZma1uklQHnpuZmY94z4oG2xFfUYd9F10sokgwNNbT2x4/NX3pt/r0X9MT7pdOrFx2YvrLU+eM/3XS5JlL01Of1SsurDxdoFFE4mnXp3uC0spXC2g5J+jVUM3LaiPAo+XFYiZmVmtjltQEfGzMgMxMzOr5XlQZmZWSU5QZmZWSR4kYSsYv+kmybKiHWGroJMJuZ3scgtAYsBD0cTaJ/dLT3Zd8+GlDY+nVgqH9ARZgCWTGg+yXevOzgbfLtog/bfsog1WaXh87T+nB10s2ig9mCQ16GJC0WTciv9uWmfcgjIzs0pq2oKSdD7w3oh4Nv8+KSLeUVpkZmY20Fp5xPcUf52C8DTevNDMzEZA0wQVEQfXfD+rp9HYqCv7WX5RnxYLFjaOoWBiZSf9QkX3VNRvtXhyeqnJ1MKqG16W7luZv2O6z2iVZxv/r1i0K23RpOD79m888Xf1x9JP9Rds0bgvCWDqten+pKe2anzeygtfSp4z4f6nk2Upi3eYniwbf7kn445FLfdBSVpZ0rWS0r22ZmZmJWk5QUXEUmA6fsRnZmYjoN1RfGcBH+lFIGZmZrXanQe1BnCQpJnAjcAKD/0j4uNlBZYi6XDgM8B6wJ+BT0TEHwvq7wHMBrYC5gInRMQZ3VyzG6k+j043VSvqQ1m412YNj0++8u70BTvYcK+oL+SBgk3woPGCpkWb6hUtuPrgCas1PL76hbskz3lqz3Q/STw3LlkGjRddXevk9DyoST9PPx3f8Ki/NDx+3b2vTZ6z5k0TkmXffdechscPuer9yXPu3efMZNm/7P83ybIL79+q4fG13p3uPyvy8MmJ39ubn0ifVIENC71pYvnabUHNAG4CFgCbANvUfG1dbmjDSXoPcCrwVWB74GrgYkkbJepPB36T19se+BpwmqT9O72mmZmNjLZaUBGxV68CadEngR9FxPfy10dIehtwGHBMg/qHAnMj4oj89R2SdgY+Dfyiw2uamdkI6JuVJCStAuwIXFZXdBmwa+K0XRrUvxTYKR+V2Mk1zcxsBLS9Fp+k1wAfA7YkG9F3O3B6RPR6b6h1gHEM34PqcWCfxDlTgSsa1B+fX0/tXlPSIcAhABNYvcXQzcysXW0lKEm7AZeQfYBfkx8+CDhK0t9FxDXJk8tTP8xdDY41qz90XAV1Gl4zIuYAcwAmTZwW2nr4xNGlBRM8x990f8Pjz7/rjclzUotnAizYcOVk2TPJPvnGndCdSi1MCrDG3PSPJhVf0UKiiwp2aV39wsbvVRTfeuenJ6c+9o705NQJdyUGKGyXPIUZ7248EAJgjymNyx57IX2/D232mmTZ9+ft0fD4b/f8VvKcTX71qWTZztvdkyyLmxoPrNnjoN8nz5l9/r7JsmV7NZ7QvMZ5BROuCyaEpz7kyh644IEQ5Wu3BXUS8B/AoRHxMoCklYAzgG/S28di88mGTtUP/VqX9M6+8xL1l5Et4aQOrmlmZiOg3T6o7YBvDiUngPz72WQj4HomIpaQDW2fWVc0k2zkXSPXMPxR3UzghohY2uE1zcxsBLSboBaSrSZRbzrwTPfhNDUbmCXpw5JmSDoVWJ+sBYeksyWdXVP/DGADSafk9T8MzCJrCbZ0TTMzGx2KaH3lIkmnAO8GjiZrYQTwJuDrwH9GxCd7EWRdDIfn778ecBtwVET8IS/7HUBE7FlTfw/gZP46UfcbiYm6Da9ZZJKmxM7au/ubGsM6mbxY1J+wcLt1k2UTH2p/E8EinSxaO6+gj+zZzRpP7gWY/uvGZc8V9DG++g/pp9CP/mPjSdBFVnk2/Vkw5bZFybJUn2FR32kn91X0s1/jvP9Nlln1XBHn3RgROzWr124f1NFk/TY/rDl3KfBd4F/avFZHIuJ04PRE2Z4Njv0e2KHTa5qZ2ehod6LuEuBISccAryNLVvdExAu9CM7MzAZXS31Qkv5e0gOSJgNExAsRcWtE3AKsnJe9taeRmpnZQGm1BfX/gBMjYtgOcxGxUNI3gCMZviKDDbiifpyi/qmUor6GcYm+q8IYCvq7nk8stgvpBXfXnpzeVG/ajxvPgQMKFumdkjzlgQPS/Uyp+WfPr5+eE7Z0Yrrsmdc33gARYN3rG79XUT/Tmg8vTZalFC0Wu7xgI8u47ta238uqodVRfNsyfEWGWv8NpJc7NjMza1OrCerVQHq/6mw0X/t/DpuZmSW0mqAeIWtFpWwLPNp9OGZmZplWE9RFwJckDdsRTtLqwPF5HTMzs1K0NFFX0rrAn8ge5Z0G3JkXzSAbQCFghxFY0bxSPFF3cKUGVxTtLly0iPBTWzVetHbahZ3tSrt4euPBFS9NTo+LWrRB+u/VaT9OL3T76Psar/pbdE5qt2dIT/CdkFhoGbxQa78pdaJuRDwhaVeyCblfZcVVwC8FDh+05GRmZr3V8kTdiHgQeLuktYBNyZLU3RGxoFfBmZnZ4Gp7w8I8IV3fg1jMzMxe0TRBSZoeEQUzDFeoK2CDiHi468hsTOhksdiqKJxIvGDYnHUAxiWOA/C69ZNF0y58uuHxogVSizZiTC3uOm/n9AaNK6fXg+XJ/TZPlqX6yRbvkJ60nFrYF2Dc043Lqv77YuVrZRTfNZJ+IGmXVAVJa0k6jGz79/1Ki87MzAZWK4/4tgCOBS6StJxsg7/HgMXAWsCWZKP5rgM+ERGX9ihWMzMbIE1bUBHxTER8BpgGHEY2xPxVZJsULgPOAraPiN2cnMzMrCztjOJ7ETgv/zJrST/3G3QSe1G/VdGipY9+YteGx4vmEhVJzU2aeu2S5DlF84zuOH7Tgnd7TcOjRQvTbvzd9hfO7ef+TOtMu1u+m5mZjQgnKDMzqyQnKDMzqyQnKDMzq6S2V5Iws3SHfae793Y0GCK5Cy9Mvfq5ti+3vGAi8eZnvZAsSy2Cu8qz6Y+XovdKTdS1wdNWgpL0w0RRkM2Lugc4NyLmdhuYmZkNtnZbUK8GdifbXfe2/NjWZAvH3gj8H+B4SbtHxM2lRWlmZgOn3T6oq4CLydbbe3NEvBnYAPgNcBnwWrKNC79ZapRmZjZw2m1BHQm8JSJeeSAdES9I+grw24g4QdI3gCvKDNKsajqaGFqwkGzqekX9VsvuuS9ZljyvaDHbgj6tIos2Sm/SmFLUz5S6r6L/FkUfZJ7E27/abUFNBNZrcHxqXgbwLB58YWZmXWo3Qf0K+IGkd0vaWNJrJb0b+AHwy7zOG4C7ygzSzMwGT7stnUOB2cBPas5dBvwQ+HT++g7gI6VEZ2ZmA6utBJX3PR0q6VPA68hG790TEc/X1PHoPbNGCvp4xifKivqZiqQ2Opz4ULq/aNy96dkhC/faLFlWtPlgyvIp6Tj0hm0aFxT1W7mfaUzqqK8oT0i3lByLmZnZK9pOUJLGk/UzbQSssH90RJxdUlxmZjbg2l1JYgvgArLNCgUsz6+xFHgJcIIyM7NStDuK7xSyFSMmAy+QbfW+E3AzsH+5oZmZ2SBr9xHf3wJ7RMTzkl4GxkfETZKOBk4Dti09QrMxoqOJtQWKdpidfOXdjQsKBmoUDTSYfGU6jtTCr0WTcRdPn5IsG3/5DQ2PL0uH4N12x6h2W1AiazkBPAlMy79/BCjaE9rMzKwt7bagbgP+BrgPuA74rKTlZPOe7ik5NjMzG2DtJqivAEMTGD4PXAhcCcwH/m+JcZmZ2YBrd6LupTXf3wdsKWkKsCAiouzgzAZGYhHXor6VIsnFZ4smCxf0gxVNrE0qWJh2fAf9cUV9eO5nGps6mQc1FdgVWJeaPixJRMTpJcZmZmYDrN15UO8Fvk82WGIB2U66QwJwgjIzs1J00gd1AnB8RBSN+jQzM+tKuwlqEvAjJyfrJ/0wR6aTODrtn0oq6DNaWjBvacL9Tzc8XnRPy2bulCwbf9P9jY+X3B9n1dfuPKifAv/Qi0DMzMxqtZugPgn8vaRfS/qSpH+r/epFgEMkrSrpNEnzJT0v6XxJG7Rw3uGS7pe0WNKNknavK/+dpKj7Oqd3d2JmZq1o9xHfR4G3kc172pThgySOLymuRk4B9gMOBJ4i2zjxQkk7RsTyRidIeg9wKnA48D/5vxdL2jIiHqqpeibwuZrXL/YgfjMza0O7CepfgU9FxMm9CCZF0mTgQ8DBEXF5fux9wIPAPsCliVM/SdZn9r389RGS3gYcBhxTU++FiJjXk+DNzKwj7SaoccD5vQikiR2BlYHLhg5ExMOS7iCbkzUsQUlaJT/vpLqiy/Jzah0g6QDgceBi4IsR8Vx54dto6odO8rIHPKSu1+mCtamBEM2umbxeYiBEkX74OVq52u2DOhM4qBeBNDGVbO+p+XXHH8/LGlmHLKE+3uScn5Hd017Al8i2DfllKhBJh0i6QdINS3mp5RswM7P2tNuCWh34sKS/I9vyfWltYUR8vJ2LSfoycGyTansVXYIV+8EaqS9f4ZyImFNTdquk+4BrJe0QETcNu1hWfw7AJE3x8k5mZj3SboKaAfwp/36LurJOPqxPAX7SpM5DwBvJWkPrkG3zMWRd4A+J8+aTtbrqW1jrMrxVVeuG/LzNgGEJyszMRka7i8UWtWbaFhHzGf7YbhhJN5K11maSPZIjH2I+A7g6ce0l+XkzgZ/XFM0EflHwdtuQJcPHWrgFG1DJPp4O+0mq0L9S2D/VQR9Z4WTckvu0bGxqe7HY0RARCyX9ADhR0hP8dZj5LcAVQ/Uk3Ql8OyK+nR+aDfxY0nXAVcChwPrAGXn915H1P/2GLFFuCXyTrJV41QjcmpmZJfRFgsodRbbr87nAasBvgffXzYF6PdljQAAi4lxJa5PtXbUe2YaLb4+IB/MqS4C9gSOBicDDwEVko/gazq0yM7OR0TcJKiIWA0fkX6k6anDsdBKrrEfEw8AeZcVoZmbl6ZsEZVYlVegzKlthP1PRRoepgstvSJ7TyWrT/bDor5Wr3XlQSZL2KetaZmZmXbWgJE0DDgY+CGzU7fXMzMyGtN2CkjRO0jslXQQ8AHwY+CPZBFgzM7NStJygJL1e0gnAo2Tbvj8CvCUiNgZO7E14ZmY2qFp6JCfpj2QLr15ENpfoooioXebIS/6Y9bnCgQYFZZ1M4i1amDbFE3gHT6t9RrsB5wDfiQhPYDUzs55r9RHfDsACsg0C75P0ZUkzehiXmZkNuJYSVETcHBEfI1uN4QvAm4A/S7pJ0lFkyweZmZmVpt3FYhcDPyZb325TshF8nyFbMdz9UNZznqzZnU7/+5X+333BwvbPsYHT8UTdiLgnIv4F2BB4J3BhaVGZmdnA63pibb6o6n/lX2ZmZqUobakjMzOzMjlBmZlZJXntPOsrHgjRnV7s+JuadFs0sbaT6xV9WPn3YmxyC8rMzCrJCcrMzCrJCcrMzCrJfVBm1lThgrCJSbedTu71orA2xC0oMzOrJCcoMzOrJCcoMzOrJPdBmVlTnmdko8EtKDMzqyQnKDMzqyQnKDMzqyQnKDMzqyQPkjDrU1XZXbhwEm9CJ7v3eqDG4HELyszMKskJyszMKskJyszMKsl9UGZ9qip9Mp3EkdqUELxYrP2VW1BmZlZJTlBmZlZJTlBmZlZJ7oMys6Y6mXNVeE4H/UxVmfdlI8ctKDMzqyQnKDMzqyQnKDMzqyQnKDMzqyQPkjCzpjoZhFD2wAUPhBg8bkGZmVklOUGZmVklOUGZmVkl9U2CkrSqpNMkzZf0vKTzJW3Q5Jw35/UelRSSZjWoI0nHSZor6UVJv5O0Vc9uxMzMWtI3CQo4BdgfOBDYHZgEXChpXME5E4HbgCOBFxN1jgY+BRwB/C3wBHC5pDVLitvMzDrQFwlK0mTgQ8BnIuLyiLgJeB+wLbBP6ryI+E1EfC4izgNebnBdAZ8Avh4Rv4iI24APAGsC/9yDWzEzsxb1RYICdgRWBi4bOhARDwN3ALt2cd3pwNS6674I/KHL65qZWZf6ZR7UVGA5ML/u+ON5WTfXHbpO/XWnNTpB0iHAIfnLl66I827r4v370ToM/zmMdYN2z4N2v+B7HmmvbaXSqCYoSV8Gjm1Sba+iSwBRQij110heNyLmAHMAJN0QETuV8P59w/c89g3a/YLvuapGuwV1CvCTJnUeAt4IjCPL+E/WlK1L9jiuU/Pyf6cCD9ddt75VZWZmI2hUE1REzKeFJqakG4GlwEzgZ/mxDYAZwNVdhHA/WZKaCVyfX3cC2SjBz3RxXTMz69Jot6BaEhELJf0AOFHSE8BTwGzgFuCKoXqS7gS+HRHfzl9PBDbNi1cCNpK0HfB0RDwUESHpFODY/Ny7gM8Di8gTYRNzyrnDvuJ7HvsG7X7B91xJiiijC6f38pbNiWTDv1cDfgscno/mG6oTwBcj4rj89Z7AlQ0ud1ZEzMrrCPgC8FFgLeBa4GP5kHMzMxslfZOgzMxssPTLPCgzMxswTlBNtLie3+aSfinpGUkvSLpJ0oxRCLdrze5X0sR8TcRH8rUL/yLpqFEKtxSSjpF0vaRnJT0p6QJJW9fVGVNrNja7Z0krS/qGpFvytS8fk/QzSRuNZtydauVnXFd/Tv77/+mRjLNMrd5zlT+/nKCaK1zPT9J04CqyEYFvAbbmrwMt+lGz9QtnA/9AttTUDOArwNclvW/EIizfnsDpZKuHvAVYBlwhaUpNnbG2ZuOeFN/z6sAOZD/fHYD9gA2BSyT1xeCqOnvS/GcMgKR3kf2M545kgD2wJ03uufKfXxHhrxa/yH5os+qO/Qz46WjHNoL3exvZQJTaY78nGz056jGXdN8TyVYu2Td/LeAx4NiaOqsBzwEfHe14e3HPiTpbkk1g32a04+3V/ZKtcPAo2R9fDwCfHu1Ye3nPVf/8cguqC5JWAvYFbpd0Sd6Mvl7Se0Y7th76H2BfSRsCSNoV2A64ZFSjKteaZE8XFuSvB2HNxvp7bmRS/m9RnX4x7H7zluF/AF+OiDtGK7AeWuGe++HzywmqO+uS/VXyObIPr5lkv+A/lfSPoxlYD30cuBl4SNJSstbTZyPiwtENq1Snkt3jNfnrojUbu1kLskrq73kFklYBvglcEBGPjGRgPdLofr8IPBUR3x2dkHqu/p4r//nVj8+Sq2Qowf9XRMzOv79Z0k7Ax4Cx9KE95AhgN+AdwIPAm4GTJD0QEX3fipI0G3gT8KaIWF5X3PKajf2kyT0PtSx+AryK7Ofe1xrdr6Q9gFlkTwPGnMTPuPKfX25BdWfSqaQZAAAF8UlEQVQ+Wcfj7XXH7wD6crRTEUmrAV8Djo6ICyLilshW7TgH6NvRTkMknUy2IeZbIuK+mqLaNRtr9f2ajQX3PFQ+9NhrW2DviHhqhEMsVcH97gWsBzwmaZmkZWT9Ud+Q1NctxoJ7rvznlxNUFyJiCdkafq+vK9qcrHUx1qycf9X/lb2cPv9dknQq2Solb4mIO+uKa9dsHKo/tGZjN2tBjqom94yklYFzyZLTXhExr75OP2lyv6eT3ed2NV9zgZOBvUcyzjIV3XM/fH75EV8TarKeH3AC8J+S/gj8N9lfYgcA/zQa8Xar2f1K+j3ZsPJFZL/EewDvJxuG3ZckfYds2Pw/AQskDbWUFkXEooiu12ysnGb3nLecfk423HpfIGrqLMwHifSNFn7GT5BNHag9ZykwLyL+MrLRlqPZPeffV/vza7SHEVb9i2wuQTT4+lFNnVlkH1ovki1ge+Box92r+yV7zHUm2VDcF4E7yR7vabRj7+KeG91vAMfV1BFwHNlw88Vkg0O2Hu3Ye3XPwMYFdWaNdvy9+Bk3OOcB+niYeav3XOXPL6/FZ2ZmldTX/QZmZjZ2OUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZjVGSZkn67xF8v+Mk3Vbz+iRJ3xqp97exx/OgzMagfPXx+4CDIuL3NcfXJFv1Y3+ybUSeJVt77d+BcyPi5S7ecyKwauTr9Ul6NXAvsF00WOfPrBm3oMzGpncBi+uS06vItlr4IHAisBPZCtdnAf9KhwuESlpJ0rjIlgx6ZTHZiHiSbBuHwzq+CxtoTlBmJZD0O0nflfRNSU/nm78dKWlVSd+R9IykhyS9r+68r0v6i6QXJT0g6YR8IdraOsdIelzSIklnS/qCpAeahPTPwPl1x75K1mraOSLOjIg/R8TdEXEm2bbu8/L3W0vSWZIW5HFdIWmrmnhm5bG8PX+ktwSYUf+IL3c+2UraZm1zgjIrz0Fk28DvDHwdOAX4Ndk6ZzuRtVS+L2n9mnOeJ2vRzAAOJ1uo89ihQkkHAF/Ij+1A9jjuky3E8ibghprrrJRf+6fRYMPBiFgcEYvzlz/K72E/4A3AC8Al+XYrQyaQLZj7UbKt4FOrX18HTJP0uhZiNluBE5RZef4cEcdFxN3AbLL9dpZGxKkRcQ9wPNmis69sEx8RX4qIqyLigYj4DVkrp7bFcSTZQr3fj4i7IuJrwLVFQeSP8iaTLWw7ZB1gLbIEV3TuZmSbEh4SEX+IiFvJVsSeRJaAh4wDjshjvysinktccm7+78ZF72vWiBOUWXluGfomstFHTwC31hxbCiwg2+gQAEnvkvQ/kublW5iczIp9QVuQtUJqFSYoYKils7jmmFq8hxnAy9RshR4RC/P72LKm3jKy7cObGdqWY7XCWmYNOEGZlWdp3etIHFsJQNIbyXYjvpRsz6XtyR6brdzgnHY8lZ+zVs2xJ8mS44wm5xYlsto4XooG28M3MKXm/c3a4gRlNnp2Ax7NH/Ndnz8afG1dnTvJ+oFq1b9eQWQ7pd5OTYsnHz5+LnCQpA3qz5E0IR+ccTvZ58IuNWWTgG0YvjV4K7YmS9K3NqtoVs8Jymz03EU2gOAgSZtIOozhI95OBWZJ+qCkzSQdTTaAoVmr6lKygRK1Pgc8BFwr6WBJW0naNB9ZeCMwNU+S/wX8u6TdJW0D/IRsvlQnuwfvDvwxIl7o4FwbcE5QZqMkIi4gm490Cln/1Uzg3+rqnAN8iWxU4J/IWiRnsGL/UiPfA94maegRGxGxAHgj2Si9z5IlpauBD+Xv8VBe9WCyfq/z839XB94WnW3zfmAei1nbvJKEWZ+R9CtgfETs26TeOWQjC780MpENe/9/IEvA20bEstGIwfrb+NEOwMzSJK1OthLDJWQj5/Ynm5+0fwunHw28s3fRNbUGcLCTk3XKLSizCssnx15ANsJvNeBu4ISI+OmoBmY2ApygzMyskjxIwszMKskJyszMKskJyszMKskJyszMKskJyszMKskJyszMKun/A8/LcLeSfEpsAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEUCAYAAAB+uqLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xm8XVV99/HPlxBCGMIUaMKYKFMQKEMq8ySmxYFaiz5CcQgOyPAgahWL2EcURyahCNI4ARULLdqWebKKVpAhyAsic5khAQIBJSSQhN/zx95XD+futc987z73fN+v133lnr322mft3Jvzy9q/NSgiMDMzq5qVRrsBZmZmRRygzMyskhygzMyskhygzMyskhygzMyskhygzMyskhygzMyskvouQEk6StLDkpZKmitpr5Jzp0r6saR7Ja2QdF7ivIMk3S3plfzPd/fsBszMrCl9FaAkvQ84E/gasCNwI3CVpE0TVSYAC4FvADcnrrkbcDFwIbBD/ue/S9qlu603M7NWqJ9WkpB0M3BnRHys5tgDwCURcXyDupcDCyNidt3xi4F1I2JWzbHrgWcj4pButt/MzJrXNz0oSasAOwPX1hVdC+zewaV3K7jmNR1e08zMOrTyaDegBZOBccDTdcefBt7awXWnJK45pehkSYcDhwOMY9zOqzGpg7c2qw6NH58si2XLWq7XTp1G9Wxs+AOLFkbE+o3O66cANaT+maQKjvXsmhExB5gDMEnrxi7av8O3NquGlf9sw2TZ8iefarleO3Ua1bOx4fq45NFmzuubR3xkgx1WMLxnswHDe0CtWNCDa5qZWYf6JkBFxKvAXGBWXdEsstF87bqpB9c0M7MO9dsjvtOBf5F0C/Br4AhgQ+BcAEkXAETEB4cqSNoh/3YS8Fr++tWIuDs/fibwS0nHA/8BvBvYD9iz97djZmYpfRWgIuJiSesBXwCmAvOAt0fE0PPMovlQv617fSDwKDAtv+aNkg4GvgJ8Cfhf4H0RUThvymysajf345yR9UpfBSiAiDgHOCdRtm/BMTVxzUuASzpunJmZdU3f5KDMzGywOECZmVklOUCZmVkl9V0OysyqZeWNWp+oWzqJN3G9Mh6oMTa5B2VmZpXkAGVmZpXkAGVmZpXkHJSZAe3lfiCd/9HM7ZJ14ra7uvY+jbSTI7NqcA/KzMwqyQHKzMwqyQHKzMwqyTkoM2uonXzNuPnPpQtL8l3dzg0519S/3IMyM7NKcoAyM7NKcoAyM7NKcoAyM7NK8iAJM+uJssEJZZN48aAGy7kHZWZmleQAZWZmleQAZWZmleQclJkB3Z/Q2u5isV7c1Ya4B2VmZpXkAGVmZpXkAGVmZpXkHJSNeWUb8Tmv0bnk32/JYrHLe9QWG1vcgzIzs0pygDIzs0pygDIzs0pygDIzs0ryIAnrqZEcoOAJnp1p92eVKiubqKup66WvVzKJ1waLe1BmZlZJDlBmZlZJLT/ikzQB2BCYCDwbEc92vVVmZjbwmgpQktYE3g8cArwZGA8ICElPAVcDcyLi1l411KqrKhNhnWvqzIqSvFBZzmhcakJuyUTdUs4lWq7hIz5JnwIeAT4MXAe8C9gB2BLYDfgiWaC7TtLVkrboWWvNzGxgNNOD2h3YJyLmJcpvAX4g6QjgI8A+wANdap+ZmQ2ohgEqIt7bzIUi4hXgnI5bZGZmhudBWRc4N1A97cwJS+aSeqCsHcn5U/49GzjtjOJbmWygxKbAKrVlEXFBl9plZmYDrqUAJWlr4DJgOtkovhX5NZYBrwAOUGZm1hWtTtQ9A5gLrAW8DMwAZgJ3AAd1t2lmZjbIWn3E9xdkI/oWS3oNWDkibpd0HHAWsH3XW2hmZgOp1QAlsp4TwLPARsB9wBPA5l1sl5l1oJ2BK20NXCA9uKLd6y2dMrHw+IRkDRurWg1Q84A/Bx4im//0OUkrgI8BD3a5bWZmNsBazUF9lawXBfAFYBPg58BfAp/oYruSJB0l6WFJSyXNlbRXg/P3yc9bKumhfEJxbfmJkqLua0Fv78LMzBppNUDdA/wnQEQ8FBHbAJOBPyPrVfWUpPcBZwJfA3YEbgSukrRp4vzpwJX5eTsCXwfOklQ/oOM+YGrNV/r5g5mZjYhWH/E9TPYB/szQgYh4XtJ6edm4LratyKeB8yLiu/nrYyQdABwJHF9w/hHAUxFxTP76Hkm7AJ8BflJz3vKIcK/J+ko7i/SW1Vm848bJslUXLEmWLZy1WeHxydclq5QuJDvhNk/ItUyrPSgBUXB8DWBp580peWNpFWBn4Nq6omvJ1gssslvB+dcAMyWNrzn2BklP5o8OL5L0hq402szM2tbsdhv/lH8bwNclvVxTPI5sZYk7uty2epPz93q67vjTwFsTdaYA1xecv3J+vfnAzcBs4F5gA7Lc2o2S3hQRw/6bJ+lw4HCAVVmtnfswM7MmNPuIbygnI7LJua/WlL0K3A6c2sV2lanvwaV6dWXn//F4RFz1ukLpN2T5tA8Bpw+7WMQcYA7AJK1b9r5mZtaBpgJUROwHIOmHwLER8fuetqrYQrKllabUHd+A4b2qIQsS5y8HCh+CR8RLkn4HeF+rJlVlw8Kq63bOqK15RmW5n8tvSZaV/k9s290KD5fltJZMTqerU7kr/y4NnpZyUBFx2CgFJyLiVbJllmbVFc0iG6VX5CaGP/6bBdwWEcuKKkhaFdia7PGfmZmNklYHSSDpbZKukHSPpE3yYx+VtH/3mzfM6cDs/P1mSDoT2BA4N2/HBZJqF6w9F9hY0hn5+R8lyzf98XGkpFPzuVLT8xF+lwCrA+ePwP2YmVlCSwFK0qHAvwH3A9OAoZFw44DjutqyAhFxMfBJsoEMdwB7Am+PiEfzUzbNv4bOfxh4O7B3fv4JwCcionaI+cbAv5LNhfop2arsu9Zc08zMRkGr86COAz4WERflvZEhvwG+3L1mpUXEOSR27o2IfQuO3QDsVHK9g7vWODMz65pWA9QWZHmdei8BkzpvjvUjJ6+b0+0FXMu0s4DrC7OLBzsATFy4ouWy57dKf7xMfC497CI18Xft8/x7NmhazUE9BWxZcHxv4H87b46ZmVmm1QA1B/gnSXvkrzeR9CHgZOA7XW2ZmZkNtJYe8UXEyZLWAq4DViVbyfwV4NSIOLsH7TMzswHVag6KiDhB0leBbch6YHdHxEtdb5nZACmbkNuOVK6pLM+0zrz0P+PUJoKQnnS7/tueSNYZ/w9rtfVeNlhaDlAAEfEycFuX22JmZvZHLQeofE+m/cmWDHpdDisi/rpL7TIzswHXUoCSdArZRNmfk43o82KpZmbWE632oD4IHBIRl/SiMdafvFhs57q9WGwq11SWZ1q07RrJsrJ5UJOvK150ZcW89ZJ1UvO0AFZPrIK5PFnDxqpWh5mvRO/3fTIzM2trHtT7e9EQMzOzWg0f8dXspgtZQDtU0izgTuB1W1ZExCe62zwzMxtUzeSg6nc+G3rEt3XdcQ+YMDOzrmkYoIZ20zVL8UCIPykb1LBianrQQNx2V+Hxdv9ul6yn4oKSgRDtDqCYf/S0wuNr35/+P+s6yZL034UH4wyepnJQkn4gac1eN8bMzGxIs4MkPgR4/REzMxsxzQaoxPMCMzOz3mhloq4HQZg1UJoLKSlL5VfK8lZli6qmNgRc4/1PJutQsoDri+9YnCyb8Jvi/FQyD0Z5DspsSCsBaoFU3pGKiOJljc3MzFrUSoA6HHihVw0xMzOr1UqAuiwinulZS8zMzGo0G6CcfzKr0c4Gg2X5pNRSrO0u4Jqa07ToRxulrzclfb21rkg/vX9hy+LjZfOgyu5rnWFrA2QWl+TcJnge1JjkUXxmZlZJTfWgIqLVRWXNzMw64sBjZmaV5ABlZmaV1OqOumbDtDNgALq/wGe77Ugpa1/ZgIeUsl1kF++4ceHxsoEQSyanBy4cesrPCo+f9b2/SdZ58R1Lk2XxQHpQQ2owxAtbtpe6Xmde8fEJl9/S1vWsf7Xdg5K0h6QJ3WyMmZnZkE4e8V0FpMesmpmZdaCTAOWh52Zm1jPOQVnHRnKzuG7nmcpySWojz1QmlWeCdD6pbMHVMhc9ObPw+J4H397W9e5bZ4Nk2bPPFd/X5mc/kqzTzuaN7W5YmKrnTQ6rr5Me1MeBp7vVEDMzs1pt96Ai4sfdbIiZmVktz4MyM7NKcoAyM7NK8iAJ61i7yet2lF1PM4tXwS6bIFtW1s5k3LJdbssm1j67a/GE3PHPp/+JLlt3ebJsYmrV8qPTO+acs9HNybL9XzwwWZby+MHTWq4DwD67Fx7e8IY/JKuUfZB5MET/cg/KzMwqqWEPStKlwPsj4vf590kR8ddda5mZmQ20Zh7xPcefNix8Hm9eaGZmI0ARjjftmqR1Yxft31KdkZw0+Mo731x4fNUFS5J12snJpCZWNtJOzmjhrM1afp/U7rKN3qvsZ5L6u31+q/T/+V5pY95vWZ5p08vT9RZ8qHjh11efWzVZpyzfNSH918RLW6Tb2M57Tf9pca6p7PdsJPOg1rnr45K5EVE8m7xG0zkoSeMl3Sxpq86aZmZm1ljTASoilgHT8SM+MzMbAa2O4jsf+FgvGmJmZlar1XlQqwOHSpoFzAUW1xZGxCe61bAUSUcBnwWmAr8DPhkRvyo5fx/gdOBNwFPAyRFxbifXHBJrrcYrew/PRbSzsVrZM/SyvMvk6x5Nlr2SOF72LL8sm/BCoh0TpxTnY6A8JzPxueLO+DolbSiTyjUt2ja92V7Zez3wj+nFXbf8XiKPt9WayTpl+aTpmy8oPP5Saj4TsOBDi5NlqQ0GD5iVXiz2Z9ftlCwryzMdsPOdhcd3XOOxZJ3T5r01WfbUPsV/hxtSnLMEWN5mHtSqrdUe1AzgdmAR8AZgu5qvbbvbtOEkvQ84E/gasCNwI3CVpE0T508HrszP2xH4OnCWpIPavaaZmY2MlnpQEbFfrxrSpE8D50XEd/PXx0g6ADgSOL7g/COApyLimPz1PZJ2AT4D/KTNa5qZ2Qjom5UkJK0C7AxcW1d0LVC8NgrsVnD+NcDMfFRiO9c0M7MR0PJafJL+DDga2IZsRN/dwDkR0eu9oSYD4xi+B9XTQOqB9hTg+oLzV86vp1avKelw4HCACRPXbrLpZmbWqpYClKQ9gKvJPsBvyg8fCnxK0l9FxE3Jyt1Tn1lXwbFG5w8dV8k5hdeMiDnAHIBJq28URZNex3V519eJC4sXEm1XapIpwOq/fSJZtvZ5xT/eF2bvlqyz7n3p5HpqAEXZwIWyQSFJJYMkygZQbHp5+u/9Dd95oPD4wyUDDVKDCQDmnr1j4fGdj/5tss7dX9o+WXbGt79VePzgW9ODcMsm4+4/K932q+cWt+Nq0u0rMyXxO1M2qRpP1B2TWu1BnQr8K3BERLwGIGkl4FzgNHr7WGwhsIKsV1RrA9I7+y5InL+cbAkntXFNMzMbAa3moHYAThsKTgD596eTjYDrmYh4lWxo+6y6ollkI++K3MTwR3WzgNsiYlmb1zQzsxHQaoB6kWw1iXrTgRc6b05DpwOzJX1U0gxJZwIbkvXgkHSBpAtqzj8X2FjSGfn5HwVmk/UEm7qmmZmNjpYWi5V0BvBe4DiyHkYAewLfAP4tIj7di0bWteGo/P2nAvOAT0XEL/OyXwBExL415+8DfIs/TdT9ZmKibuE1y7SzWOxISi3GWqadBTnLNvYrzRsktLNRIKQ3C0wtnAqwym/SOahXd00vMjvl/OJFV8smJreTjyurs80X03mh+17coPD4wRvdlqxz4WffmSybv/vI7W269v2JCdwli/62u2CxjY5mF4tt9bfuOLK8zQ9q6i4DvgP8Q4vXaktEnAOckyjbt+DYDUA6c93gmmZmNjpanaj7KnCspOOBN5IFqwcj4uVeNM7MzAZXUzkoSW+T9IiktQAi4uWIuCsi7gTG52V/2dOWmpnZQGkqByXpCuDKiDg7UX4k8M6IeEeX21dpVc9BjdTmiGUL3ZZJtaMsd9bOhoplynIXZfPF2lGWn0otxrr+b8Yl6yxZT8my9d9WPJ/tyUXpyeXtbmY49cbitpflrVJ5JkjnmtrJZ4LnQVVRtzcs3J7hKzLU+m/gz5u8lpmZWUPNBqj1gddKygNob+iVmZlZgWYD1BNQum7J9sCTnTfHzMws02yAugI4SdKwiSaSVgO+nJ9jZmbWFc0OM/8q8B7gAUlnAffmx2cA/5dsuPnXut8868RIJYe7/T5lyfDS92qjHaUDPEp2Rk4N5EjtBtvIjJOKBzU8fvC0ZJ2ySbxPrFe8G/D+JTvq3n1++iHJ81sli5IThueXLJxbNuk2tYDv5DYHSVj/aipARcQzknYnm5D7NV6/Cvg1wFEjsN2GmZkNkKYn6kbEo8DbJa0DbE4WpB6IiEW9apyZmQ2ulhfYygPSrT1oi5mZ2R81DFCSpkfEw81cTJKAjSPi8Y5bZgNrJCdWlr1XWX4qtZVhWV6obDPIxTsW54w2vOEPyTplmy2mpDYXBNi05atlUhsnTl+QbnuZ1KaUnnA7eJoZxXeTpO9LSm6bKmmdfDWJu4F3da11ZmY2sJp5xLc1cAJwhaQVZBv8zQeWku3OvQ3ZaL5bgE9GxDU9aquZmQ2Qhj2oiHghIj4LbAQcSTbEfG2yTQqXA+cDO0bEHg5OZmbWLa2M4lsCXJJ/mY157cy5mlByvRUli+CuumBJ4fHUJoyNTEhMGdIW6c0bl0xePVlWlltLbQg57ZvJKjz8t+n5YtN/mihoM1/o3FX/anXLdzMzsxHhAGVmZpXkAGVmZpXkAGVmZpXU8koSZt0yUjv+tqudnYLL2l42sXbt824qPL56WRsSk3sBlqxX/E972jfTO9kunZKaflw+yXityZsVHl+0bbIK0z5/Y7Js0eziKZeT53sgxKBpKUBJ+kGiKMjmRT0IXBwR/m0xM7OOtNqDWh/Yi2x33Xn5sW3JFo6dC/wt8GVJe0XEHV1rpZmZDZxWc1C/Bq4iW29v74jYG9gYuBK4FtiMbOPC07raSjMzGzit9qCOBd4SES8PHYiIlyV9FfhZRJws6ZvA9d1spI1NVc8btLuQbEoqz1R2vbI2pKfVwvNbTSs83u7E3xVT10uWvbClCo+vfX8631X29zdxYToXZoOl1R7UGsDUguNT8jKA3+PBF2Zm1qFWA9R/AN+X9F5J0yRtJum9wPeBoQVK3gzc381GmpnZ4Gm1p3MEcDrwo5q6y4EfAJ/JX98DfKwrrTMzs4GliPRz4mQlaXXgjWSj9x6MiMXdblg/mKR1YxftP9rNMBsmleNZOKt4zhKU536e3yr9f9nUpopl+a7U4rgA4+YnVrot0U6+sOo50LHs+rhkbkTMbHReW7miPCDd2U5dMzOzZrQcoCStTJZn2hRYpbYsIi7oUrvMzGzAtbqSxNbAZWSbFQpYkV9jGfAK4ABlZmZd0eoovjPIVoxYC3iZbKv3mcAdwEHdbZqZmQ2yVh/x/QWwT0QslvQasHJE3C7pOOAsYPuut9BsgHV7p9iyycLz/373ZFnZjrpP7ZPeHTdlwwUtV2mbB0P0r1Z7UCLrOQE8C2yUf/8EsHm3GmVmZtZqD2oe8OfAQ8AtwOckrSCb9/Rgl9tmZmYDrNUA9VX+tATYF4DLgZ8DC4H/08V2mZnZgGspQEXENTXfPwRsI2ldYFG0M+PXzID2JpO2s2BtWZ1NLnokWVa2WOzUy+8qPP5CYuNBs2a1Mw9qCrA7sAE1OSxJRMQ5XWybmZkNsFbnQb0f+B7ZYIlFZDvpDgnAAcrMzLqinRzUycCXIyI97tTMzKxDrQaoScB5Dk5m1dbO3J+ynNE6815KlmnmdoXHJ1/3aLJOWftWJK7XziKy1t9anQd1IfCOXjTEzMysVqsB6tPA2yT9p6STJP2/2q9eNHCIpAmSzpK0UNJiSZdK2riJekdJeljSUklzJe1VV/4LSVH3dVHv7sTMzJrR6iO+jwMHkM172pzhgyS+3KV2FTkDeBdwCPAc2caJl0vaOSIKN7KR9D7gTOAo4H/yP6+StE1EPFZz6g+Bz9e8Tm9WY2ZmI6LVAPWPwN9HxLd60ZgUSWsBHwEOi4jr8mMfAB4F3gpck6j6abKc2Xfz18dIOgA4Eji+5ryXI2IEVwczM7NGWg1Q44BLe9GQBnYGxgPXDh2IiMcl3UM2J2tYgJK0Sl7v1Lqia/M6tQ6WdDDwNHAV8KWIKN4m1KxN3V74tduLoJYNaiibqJuyeMf0E/hVS66XGgzhRV8HT6s5qB8Ch/aiIQ1MIdt7amHd8afzsiKTyQLq0w3q/JjsnvYDTiLbNuSnqYZIOlzSbZJuW8YrTd+AmZm1ptUe1GrARyX9FdmW78tqCyPiE61cTNJXgBManLZf2SV4fR6sSH356+pExJyasrskPQTcLGmniLh92MWy8+cATNK6Xt7JzKxHWg1QM4Df5t9vXVfWzof1GcCPGpzzGLArWW9oMtk2H0M2AH6ZqLeQrNdV38PagOG9qlq35fW2AIYFKDMzGxmtLhZb1ptpWUQsZPhju2EkzSXrrc0ieyRHPsR8BnBj4tqv5vVmAf9eUzQL+EnJ221HFgznN3ELZk1rJ4fS7bxVmbKc0YTLb2n5equXtL0sp1X1vycbOS0vFjsaIuJFSd8HTpH0DH8aZn4ncP3QeZLuBb4dEd/OD50O/IukW4BfA0cAGwLn5ue/kSz/dCVZoNwGOI2sl/jrEbg1MzNL6IsAlfsUsBy4GJgI/Az4YN0cqK3IHgMCEBEXS1qPbO+qqWQbLr49IoaGK70K7A8cC6wBPA5cQTaKr3BulZmZjYy+CVARsRQ4Jv9KnaOCY+eQWGU9Ih4H9ulWG83MrHv6JkCZjWXtbFjY7euV5Zna2RyxdB7UgvRiLanFZ+O24o0RwXmmsarVeVBJkt7arWuZmZl11IOStBFwGPBhYNNOr2dmZjak5R6UpHGS3i3pCuAR4KPAr8gmwJqZmXVF0wFK0laSTgaeJNv2/QngLRExDTilN80zM7NB1dQjOUm/Ilt49QqyuURXRETtMkde8sesA1VI8r/yzjenC9sYQFE6uTcxEALKB0PYYGk2Z7QHcBFwdkR4AquZmfVcs4/4dgIWkW0Q+JCkr0ia0cN2mZnZgGsqQEXEHRFxNNlqDF8E9gR+J+l2SZ8iWz7IzMysa1pdLHYp8C9k69ttTjaC77NkK4Y7D2VWEamcVumE2zYn6rbzXstL8kzdnrRs/avtiboR8WBE/AOwCfBu4PKutcrMzAZexxNr80VV/yv/MjMz64quLXVkZmbWTQ5QZmZWSV47z8yA7u9KW7ZrLh7wYE1wD8rMzCrJAcrMzCrJAcrMzCrJOSgzqxRPyLUh7kGZmVklOUCZmVklOUCZmVklOQdlVmHtzk2qwoKr7W48WIW2WzW4B2VmZpXkAGVmZpXkAGVmZpXkAGVmZpXkQRJmFdbOQIhG9dq5XpmRGrzQ7fu16nMPyszMKskByszMKskByszMKsk5KLM+VZW8Syo3VLZh4bj5zyXLqnJfNvrcgzIzs0pygDIzs0pygDIzs0pyDsrMgB7kfsqu1+acq3Z48dn+5R6UmZlVkgOUmZlVkgOUmZlVkgOUmZlVkgdJmFlH2hmEMJK7AXswRP9yD8rMzCrJAcrMzCrJAcrMzCqpb3JQkiYApwKHABOBnwFHRcQTJXX2Bj4D7AxsCBwWEefVnSPgi8DhwDrAzcDREfG7HtyGWV8ayc0CnTOyIf3UgzoDOIgsQO0FTAIulzSupM4awDzgWGBJ4pzjgL8HjgH+AngGuE7Sml1qt5mZtaEvApSktYCPAJ+NiOsi4nbgA8D2wFtT9SLiyoj4fERcArxWcF0BnwS+ERE/iYh5wIeANYG/68GtmJlZk/oiQJE9ohsPXDt0ICIeB+4Bdu/gutOBKXXXXQL8ssPrmplZh/olBzUFWAEsrDv+dF7WyXWHrlN/3Y2KKkg6nCxfBfDK9XHJvA7evx9NZvjPYawbtHsefr/JTO+YMWg/Yxjde96smZNGNUBJ+gpwQoPT9iu7BBBdaEr9NZLXjYg5wBwASbdFxMwuvH/f8D2PfYN2v+B7rqrR7kGdAfyowTmPAbsC48gi/rM1ZRuQPY5r14L8zynA43XXre9VmZnZCBrVABURC2miiylpLrAMmAX8OD+2MTADuLGDJjxMFqRmAbfm112VbJTgZzu4rpmZdWi0e1BNiYgXJX0fOEXSM8BzwOnAncD1Q+dJuhf4dkR8O3+9BrB5XrwSsKmkHYDnI+KxiAhJZwAn5HXvB74AvEQeCBuY05077Cu+57Fv0O4XfM+VpIhupHB6L+/ZnEI2/Lt2ou7jNecE8KWIODF/vS/w84LLnR8Rs/NzhibqfpzXT9QdtMEPZmaV0jcByszMBku/zIMyM7MB4wDVgKS9JV0q6UlJIWl2wTlbSvqppBckvSzpdkkzRqG5HWt0v5LWkHSWpCckLZF0n6RPjVJzu0LS8ZJulfR7Sc9KukzStnXnSNKJkp7K7/sXkt40Wm3uVKN7ljRe0jcl3SlpsaT5kn4sadPRbHe7mvkZ150/J//9/8xItrObmr3nKn9+OUA1Vrqen6TpwK/JRgS+BdiWPw206EeN1i88HXgH2VJTM4CvAt+Q9IERa2H37QucQ7Z6yFuA5cD1ktatOWesrdm4L+X3vBqwE9nPdyfgXcAmwNWS+mJwVZ19afwzBkDSe8h+xv2+au2+NLjnyn9+RYS/mvwi+6HNrjv2Y+DC0W7bCN7vPLKBKLXHbiAbPTnqbe7Sfa9BtnLJgflrAfOBE2rOmQj8Afj4aLe3F/ecOGcbsgns2412e3t1v2QrHDxJ9p+vR4DPjHZbe3nPVf/8cg+qA5JWAg4E7pZ0dd6NvlXS+0a7bT30P8CBkjYBkLQ7sANw9ai2qrvWJHu6sCh/PQhrNtbfc5FJ+Z9l5/SLYfeb9wz/FfhKRNwzWg3rodfdcz98fjlAdWYDsv+VfJ7sw2sW2S/4hZLeOZoN66FPAHcAj0laRtZ7+lxEXD66zeqqM8nu8ab8ddmajZ2sBVkl9ff8OpJWAU4DLouSPdj6SNH9fgl4LiK+MzpN6rn6e67851c8rOihAAAGUUlEQVQ/PkuukqEA/18RcXr+/R2SZgJHA2PpQ3vIMcAewF8DjwJ7A6dKeiQi+r4XJel0YE9gz4hYUVfc9JqN/aTBPQ/1LH4ErE32c+9rRfcraR9gNtnTgDEn8TOu/OeXe1CdWUiWeLy77vg9QF+OdiojaSLwdeC4iLgsIu6MbNWOi8h2Lu5rkr5FtiHmWyLioZqi2jUba/X9mo0l9zxUPvTYa3tg/4h4boSb2FUl97sfMBWYL2m5pOVk+ahvSurrHmPJPVf+88sBqgMR8SrZGn5b1RVtSda7GGvG51/1/8teQZ//Lkk6k2yVkrdExL11xbVrNg6dP7RmYydrQY6qBveMpPHAxWTBab+IWFB/Tj9pcL/nkN3nDjVfTwHfAvYfyXZ2U9k998Pnlx/xNaAG6/kBJwP/JulXwH+T/U/sYOBvRqO9nWp0v5JuIBtW/hLZL/E+wAfJhmH3JUlnkw2b/xtgkaShntJLEfFSRMdrNlZOo3vOe07/Tjbc+kAgas55MR8k0jea+Bk/QzZ1oLbOMmBBRNw3sq3tjkb3nH9f7c+v0R5GWPUvsrkEUfB1Xs05s8k+tJaQLWB7yGi3u1f3S/aY64dkQ3GXAPeSPd7TaLe9g3suut8ATqw5R8CJZMPNl5INDtl2tNveq3sGppWcM3u029+Ln3FBnUfo42Hmzd5zlT+/vBafmZlVUl/nDczMbOxygDIzs0pygDIzs0pygDIzs0pygDIzs0pygDIzs0pygDIboyTNlvTfI/h+J0qaV/P6VEn/NFLvb2OP50GZjUH56uMPAYdGxA01x9ckW/XjILJtRH5PtvbaPwMXR8RrHbznGsCEyNfrk7Q+8L/ADlGwzp9ZI+5BmY1N7wGW1gWntcm2WvgwcAowk2yF6/OBf6TNBUIlrSRpXGRLBv1xMdmIeJZsG4cj274LG2gOUGZdIOkXkr4j6TRJz+ebvx0raYKksyW9IOkxSR+oq/cNSfdJWiLpEUkn5wvR1p5zvKSnJb0k6QJJX5T0SIMm/R1wad2xr5H1mnaJiB9GxO8i4oGI+CHZtu4L8vdbR9L5khbl7bpe0ptq2jM7b8vb80d6rwIz6h/x5S4lW0nbrGUOUGbdcyjZNvC7AN8AzgD+k2yds5lkPZXvSdqwps5ish7NDOAosoU6TxgqlHQw8MX82E5kj+M+3URb9gRuq7nOSvm1L4yCDQcjYmlELM1fnpffw7uANwMvA1fn260MWZVswdyPk20Fn1r9+hZgI0lvbKLNZq/jAGXWPb+LiBMj4gHgdLL9dpZFxJkR8SDwZbJFZ/+4TXxEnBQRv46IRyLiSrJeTm2P41iyhXq/FxH3R8TXgZvLGpE/yluLbGHbIZOBdcgCXFndLcg2JTw8In4ZEXeRrYg9iSwADxkHHJO3/f6I+EPikk/lf04re1+zIg5QZt1z59A3kY0+ega4q+bYMmAR2UaHAEh6j6T/kbQg38LkW7w+F7Q1WS+kVmmAAoZ6OktrjqnJe5gBvEbNVugR8WJ+H9vUnLecbPvwRoa25ZhYepZZAQcos+5ZVvc6EsdWApC0K9luxNeQ7bm0I9ljs/EFdVrxXF5nnZpjz5IFxxkN6pYFstp2vBIF28MXWLfm/c1a4gBlNnr2AJ7MH/Pdmj8a3KzunHvJ8kC16l+/TmQ7pd5NTY8nHz5+MXCopI3r60haNR+ccTfZ58JuNWWTgO0YvjV4M7YlC9J3NTrRrJ4DlNnouZ9sAMGhkt4g6UiGj3g7E5gt6cOStpB0HNkAhka9qmvIBkrU+jzwGHCzpMMkvUnS5vnIwrnAlDxI/hfwz5L2krQd8COy+VLt7B68F/CriHi5jbo24BygzEZJRFxGNh/pDLL81Szg/9WdcxFwEtmowN+S9UjO5fX5pSLfBQ6QNPSIjYhYBOxKNkrvc2RB6UbgI/l7PJafehhZ3uvS/M/VgAOivW3eD8nbYtYyryRh1mck/QewckQc2OC8i8hGFp40Mi0b9v7vIAvA20fE8tFog/W3lUe7AWaWJmk1spUYriYbOXcQ2fykg5qofhzw7t61rqHVgcMcnKxd7kGZVVg+OfYyshF+E4EHgJMj4sJRbZjZCHCAMjOzSvIgCTMzqyQHKDMzqyQHKDMzqyQHKDMzqyQHKDMzqyQHKDMzq6T/D+bd2uPYAkvFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEUCAYAAAB+uqLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XmcX1V9//HX2xCSEAwkBJoAsiigYStbkVXWtBZBq7QlFqHBBVkKiIqK6E8UFVwIUDUioCIuhV9RWxZZa4sKCATwAZG97CSBJASUkIQkfPrHvQPffHPPne86c78z7+fjMY/M95577vfcmcl85txzzucoIjAzM6uaNwx2A8zMzIo4QJmZWSU5QJmZWSU5QJmZWSU5QJmZWSU5QJmZWSU5QJmZWSX1XICSdJykxyQtlXSnpL1Lzp0s6WeSHpC0UtLFifMOlXSfpGX5v+/t2g2YmVlDeipASToMOA/4KrAjcAtwjaRNElVGAQuAs4DbEtfcHbgM+CmwQ/7vv0t6e2dbb2ZmzVAvZZKQdBtwT0R8pObYw8DlEXFqP3WvAhZExPS645cBEyJias2xG4H5EfH+TrbfzMwa1zM9KElrAjsD19cVXQ/s0caldy+45nVtXtPMzNq0xmA3oAkTgRHAs3XHnwUObOO6kxLXnFR0sqSjgaMBRjBi57UY18Zbm1WHRo5MlsXy5QPXkLXGFB9/eUlLl0vd14Dek63izyxaEBHr93deLwWoPvXPJFVwrGvXjIgLgAsAxmlCvF0HtPnWZtWwxl9smCxb8cycAWuHttmu8HjMurel66XuayDvyVZ1Y1z+RCPn9cwjPrLJDitZvWezAav3gJoxrwvXNDOzNvVMgIqIV4A7gal1RVPJZvO16tYuXNPMzNrUa4/4ZgA/lnQ7cDNwDLAhcD6ApEsAIuLIvgqSdsg/HQe8mr9+JSLuy4+fB/xG0qnAL4H3AvsBe3X/dszMLKWnAlREXCZpPeBzwGRgNnBQRPQ9zyxaD3V33etDgCeAzfJr3iJpGvBl4IvA/wKHRUThuimzoaoqYzIj5i4sPL6ixetV5b6seT0VoAAiYiYwM1G2b8ExNXDNy4HL226cmZl1TM+MQZmZ2fDiAGVmZpXkAGVmZpXUc2NQZta6NTaqxmLcMlVphw0+96DMzKySHKDMzKySHKDMzKySPAZlNgSlxpqqMr6jXYoTwkI6KWwvjJ9ZZ7kHZWZmleQAZWZmleQAZWZmleQxKLMhqJUxmYEc41k6KbFrLjC2hfEzj08NTe5BmZlZJTlAmZlZJTlAmZlZJTlAmZlZJXmShNkw0upkglbqldVZ4+6nW2pHJ+tY9bkHZWZmleQAZWZmleQAZWZmleQxKLNhpNWxmlbqrZy8XkvvhceTLOcelJmZVZIDlJmZVZIDlJmZVZLHoMysX61sMDhi7sJknbLxqWUH71p4fNRVtyfrOFns0OQelJmZVZIDlJmZVZIDlJmZVZIDlJmZVZInSdiQ5wH0xpR+nRITIfqrl5KaWAEwqumr+fs4VLkHZWZmleQAZWZmleQAZWZmleQxKGtb1cd4qtCGqmhlvKhVZYtxy37xpOqVjVvZ0OQelJmZVZIDlJmZVZIDlJmZVZLHoKxtHuOpntRYU9n3qmx8qpWxq6WTxiTLRs0qaUfi+IqmW2C9rukAJWkUsCEwBpgfEfM73iozMxv2GnrEJ+mNko6V9BvgReARYDYwT9JTki6U9FfdbKiZmQ0v/QYoSScDjwMfBG4A3gPsAGwF7A58gawndoOkayVt2bXWmpnZsNHII749gH0iYnai/HbgB5KOAT4E7AM83KH2mZnZMNVvgIqIf2jkQhGxDJjZdovMrG2pyRCtLtRdMHXTZNn42S8VHi/bAdesEZ5mbmZmldRvD0rSDxq9WER8sL3m9E/SccApwGTgj8DHIuK3JefvA8wAtgHmAF+PiPNryk8nG0er9WxETOpw083MrAmNjEGtX/f6HcCrQF9irG3JemK/6WC7Ckk6DDgPOA74Xf7vNZK2jognC87fHPgV8APgA8BewExJ8yPi5zWnPgjsW/N6ZXfuwMzMGtXIGNQhfZ9LOhVYAhwVEYvzY2OB7/N6wOqmjwMXR8SF+esTJL0TOBY4teD8Y4A5EXFC/vp+SW8HPgnUBqgVETGvW402g2ok1S1L4FomNc4EMGLuwsLjC6bv3tL1kn8dekH4sNPsGNSJwOl9wQkg//wM4IRkrQ6QtCawM3B9XdH1ZDMNi+xecP51wC6SRtYce7OkZyQ9JulSSW/uSKPNzKxlzQaotcmySNSbDKzVfnNKTQRGAM/WHX8WSI0XTUqcv0Z+PYDbgOnA3wIfyevcIqnwT01JR0uaJWnWcpY1ew9mZtagZlMd/Rz4oaRTgN/nx3YDvgb8opMNKxF1r1VwrL/zXzseEdesUij9HngU+GeyyRWrXiziAuACgHGaUPa+ZmbWhmYD1LHA2cDFQN8jshVkY1Cf7FyzCi0gezxd31vagNV7SX3mJc5fARQ+OI+IlyT9EXBGjAZVYWylF1Tha5EaL+qGMQtam2uUaqOTxQ4/TT3ii4glEXEcsB6wI7ATMCEijouIl7vRwJr3fgW4E5haVzQVuCVR7VbgwILzZ0XE8qIKkkYDbwPmtt5aMzNrV0vbbeQTI+7pcFsaMQP4saTbgZvJZultCJwPIOmSvH1H5uefD/yLpHOB7wF7ko03vb/vgpK+CVwJPEnWu/o8MBb4Ufdvx8zMUhpZqHsF8IGI+FP+eVJEvLtjLSu+/mX55IXPkU3MmA0cFBFP5KdsUnf+Y5IOAs4hezw5Bzixbg3UxsC/kU2amE82trZbzTXNzGwQNNKDWsjrEw2ep3xCQtdFxEwSOf8iYt+CYzeRPYpMXW9axxpnZmYd08hC3aNqPp/e1dZYT6rC4L+tSrtsV3h8xaz0evpWE8k+cvxmhcfXfSj9t+ySiWsny8anCvxzNuw0PElC0khJt0l6azcbZGZmBk0EqHzW2+YM8iM+MzMbHprNJPEjsmwLZmZmXdXsNPOxwOGSppKtSVpcWxgRJ3aqYWZWPi5Ulvh16aQxhcfHtni9Ofu8MVlWNtaU0kryWbwgfNhpNkBNAe7KP69PqOpHf2Zm1jFNBaiI2K9bDTEzM6vlLd/NzKySGupB5ZsSHhIRl+avZwKja05ZSbb1+uKi+ma9qApJcMvGhUoTv07auOnrlXnTpY8ny56atlnT10uudSrhcabhp9Ee1FHAP9a8PgLYlGw7+PWBvwGO72zTzMxsOGs0QE0DLqk79pGIOCTfEv7TwKEdbZmZmQ1rjQaoLYGHal6/QPZYr88sshl+ZmZmHdHoLL5xwKt9LyLiTQXXGYmZmVmHNBqgngK2Ax5IlP9lfo6ZtSCV3DVKkruuTNQBGD1vSdNtKJt0sWDqpsmyl7Ys3ut2k6vS77Vo23Sy2DGJRcajSyZ4lH2drHc1+ojvauD0fLfZVeQz/L6Qn2NmZtYRjfagziSbxfegpG/z+njU24B/IQt0Z3a+eWZmNlw1FKAi4jlJe5BtoX4WoL4i4HrguIh4rjtNNDOz4ajhVEf5Fuh/K2k82aw+gEci4vmutMxsALS6GLfVzf2S75UYQyltX8m4S2pMq0zZONOYBSuTZev/fkTh8SUT0+9Vdr0UjzMNP80miyUiFgG3d6EtZmZmr3EuPjMzqyQHKDMzq6SmH/GZDSWtJiBtpV7ZuFDqP2LZuND42el1QY+9r3iDwVY2FwR48uB02VYXFW8+uPysF5N1Rn5mnabb4A3nhp+We1CS9pQ0qpONMTMz69POI75rgI061RAzM7Na7QQo9X+KmZlZazxJwszMKqmdSRIfBZ7tVENsaKrCrrStamWxa5mliSSoAKMpnvAwf7f0gtaJN6STux4w9eHC4w/uukGyztO3F+/CCzDy+fSvilTi1/mPpO93K9LJbFPXW3dWsooNUS0HqIj4WScbYmZmVsuP+MzMrJIcoMzMrJK8UNe6aiDHmVLjXa22oSw5aSvjU+WLXYuPTznj6WSdR47fLFm24DvFC3y/d/q5yTqH3X5ysqzMi+9aXHh85MPpTQnn7FO8kBhgzEIvybWMe1BmZlZJ/fagJF0BfCAi/pR/nhQR7+5Yy8zMbFhr5BHfQl5Pg/U8TollZmYDoN8AFRFH1Xw+vautMTMzyzU8SULSSOB3wJER8WD3mmS9ZiAX4y47eNdkmeYVL/7sykygucWLZFdOTmcY3+qi9OLUVPbxUQvTkwmWT1iRLJu/W/HxaXd8JFln8i3p65WZt2XxcW1ZnOUcYBnpCRSTz761uE7J937s3enJJFVfEG5pDU+SiIjlwOb4EZ+ZmQ2AZmfx/QhI/wlmZmbWIc0+/RgLHC5pKnAnsMoCiIg4sVMNMzOz4a3ZADUFuCv//M11ZX7014BOLyYtk3pmPzoxVgMwIjG2AunxlRUlC1rLxqcW75hOTtqKVJLRFxLjOwCb/+LPybLS5K6Jr2GqDf0ZlfiyT3iwbFwo/d/3ld2Kx382Gv9C+nIfSxfNvyb9vUpds6zOsvRQXfJn5oWJI5J1xqYvZz2sqQAVEft1qyFmZma1nEnCzMwqqekZuJL+Ajge2Jrssd59wMyI8N5QZmbWMU0FKEl7AteSbVTYt1jhcOBkSX8TEcULGDpI0nHAKcBk4I/AxyLityXn7wPMALYB5gBfj4jz27lmn1hnLZa9Y/VxnlFX3d7w/fQpG6tZMLU48SfAxBueSJYtSxwvS4JaNuLxQqId8z+cXp+y9sPpH7HU+ErZGFnZuFDqazFmQWtjXc+/teS/x1uLx7Ve2jL9FVxzvaXJsuQ4Dq21ff/NHio8PnOj25J1LnxxcrLs7mnPJcuuvXP7wuO/OOGcZJ33XXtCsiz18172s25DU7OP+L4J/BuwVUQcERFHAFsBlwJnd7px9SQdBpwHfBXYEbgFuEbSJonzNwd+lZ+3I3Am8C1Jh7Z6TTMzGxjNBqgdgLMj4tW+A/nnM8h+uXfbx4GLI+LCiLg/Ik4A5gLHJs4/BpgTESfk519Itpbrk21c08zMBkCzAepFsmwS9TYHSuavtk/SmsDOwPV1RdcDeySq7V5w/nXALpJGtnhNMzMbAM0GqEuB70s6XNLmkjaT9AHgQrJHf900ERhBNv5V61lgUqLOpMT5a+TXa/qako6WNEvSrOWvFG/UZmZm7Wt2Ft+nAAE/qKm7HPgu8JkOtqtM/YJgFRzr7/y+4yo5p/CaEXEBcAHAuLEbRdGA/oiSCQ+tGLNgZUev98L03ZNlZQPR615cPAdmzIL0JInyaRfNK0sKmlpIXDbZ4ZV/VrJsnavTP1ZL1iuuN/L59Hvtv3PxxAWA/7php8Ljy0smXWy+xbxk2YMvblB4/A/rpydqfPOXf5csK0sku35iAe1nLvpwss4mqT8pgdHzihcZl00WSv1sWm9rdqHuK8BJkk4F3kL2i/yRiHi5G42rswBYyeo9mw1YvQfUZ17i/BVk+1yphWuamdkAaOgRn6S/lfS4pHUAIuLliLg3Iu4BRuZlf93NhubB8U5gal3RVLKZd0VuBQ4sOH9WRCxv8ZpmZjYAGh2D+hfgGxHxYn1BfuxrwEmdbFjCDGC6pA9LmiLpPGBD4HwASZdIuqTm/POBjSWdm5//YWA62XT5hq5pZmaDo9FHfNuTTcdO+TVwWvvNKRcRl0laD/gc2aLa2cBBEdE3cLJJ3fmPSToIOIds2vgc4MSI+HkT10x7eUnhotfOjrrAqJJEsmXvNToxJjP27nRC2LKktanFxKkFwdl7pceMUsliS5O0UpJlNKEsMenmX0uPMy3aNl1vzMJUvfSY1qPHJnb2AzY+q/jrVJZwdf7D6bK9pt1VePzIb52crKNEglmAw997Y7LszJsOLjy+ZL10kt6yJLiphMXrliwwt6Gp0QC1PvBqSXlAC785WhARM4GZibJ9C47dBBSPQDdwTTMzGxyNPuJ7mqwXlbI98Ez7zTEzM8s0GqCuBs6QtNqzF0lrAV/KzzEzM+sIRfS/z6CkDYC7yR7lfQt4IC+aQjaBQsBOwy2j+ThNiLfrgMFuRtJAbo44UMqS6qbWQZVtwlj2tUht+AiwpGTzvGSdxNopSI+TrftQ+v/ni+9KLxSPh4s3Trzsn9IJXKfd8ZFkWSr5LMCvH9+q8Piav29t88bU+FQrSZitmm6My++MiF36O6+hMaiIeE7SHmQLcr/KqgtcrwOOG27ByczMuqvhhbr5rLaDJI0HtiALUg9HxKJuNc7MzIavpjcszAPSHV1oi5mZ2Wv6nSSR76nUEGXe1F6TzMzMGutB3SrpauCi1I65+WO/acCJwHeAb3euidaqKkyGKJvU0Er7ShcSN321cmWLjEksMm4lmW2ZRdumJxqkduEFWHnL6MLj75uQ3sm2bMff312aXkq4f2JR8K8pnjwBsFnJAunkpJYO/yxZ9TXyf/ptZFkirpa0kix33VxgKTAe2JpsNt/tZFulX9eltpqZ2TDS7yO+iHghIk4BNiJLF/QAsC7ZJoUryHao3TEi9nRwMjOzTmlmFt8S4PL8w8zMrKsaWqhrxaq+UNf6VzZGViY1nlSW6LZM0caX7Xjow823Y+2H03+vliXcHZVeB93S9bb4zuOFx1sdZxqKC9Z7XaMLdZvd8t3MzGxAOECZmVklOUCZmVkldXrpiNmgaWWsoeVxjcTxVjZULNPqmNbmW8wrPP7STzZK1hk/+8/Jsjn7pDcffGnL4uSuU85IrwlbMHXTpssm3pCs0pXvsQ2+pgKUpB8kioJsXdQjwGUR4Z8IMzNrS7M9qPWBvcl2152dH9uWLHHsncD7gC9J2jsi/tCxVpqZ2bDT7BjUzcA1wMYR8Y6IeAewMfAr4HpgU7KNC8/uaCvNzGzYaTZAnQR8KSJe7juQf/4V4OSIeAX4GrBD55poZmbDUbOP+NYGJgP31x2flJcB/KmF65q1rdOD4a0s4o1Z9ybLtMt2ybLUZIhWk8/OuaY4me2bbng8WeepaZslyza8KT2BYtHC4oS293++uA0AU854Ilm2OJGI14afZntQvwS+L+kfJG0maVNJ/wB8H/hFfs6uQHp/aDMzswY029M5BpgB/KSm7grgB8An89f3Ax/pSOvMzGzYaipA5eNNx0j6BPAWstl7j0TE4ppzPHvPzMza1tJYUR6Q7ulwW8wqpXRzxA6PT41KHF988K7pOlfdniwbs+3uhcfLxpkmPFi84BbKN04cP/ulwuMTb0hnkS0bZ0reV4uJfa13NR2gJK1BNs60CbBmbVlEXNKhdpmZ2TDXbCaJtwFXkm1WKGBlfo3lwDLAAcrMzDqi2Vl855JljFgHeJlsq/ddgD8Ah3a2aWZmNpw1+4jvr4B9ImKxpFeBNSLiLkmfAr4FbN/xFppVUCtrrsrWQZWNT3XSmIXpDUrLNk2cu0c6Wez42cXHS79GJWNQqa/TigH6Gll1NNuDElnPCWA+0Jca+Wlgi041yszMrNke1GzgL4FHgduBT0taSbbu6ZEOt83MzIaxZgPUV4Cx+eefA64C/htYAPxjB9tlZmbDXLMLda+r+fxRYGtJE4BFEZF+uG1mZtakVtZBTQL2ADagZgxLEhExs4NtsyGulR1we1nZRIjkwt+SxbhlxixY2VK9lMm3pBfxpsz9xB7p6519S7JsaWJx8tiShbpD9WdmuGt2HdQHgIvIJkssIttJt08ADlBmZtYRrYxBfZ1sT6jm/6QyMzNrULPTzMcBFzs4mZlZtzXbg/op8C6yRblmbRlu4wZlCWZTX4tW6kB60e2IuekErmUbIJZtnJhqRyphLZQvWk61fbj9vFjzAerjwH9IOgC4lywH32si4kudapiZmQ1vzQaojwLvJFv3tAWrT5JwgDIzs45oNkB9HvhERJzTjcaYmZn1aTZAjQCu6EZDzIa6VsZQWh13Sa25KpvdVPbLoJXNG1MbGUJrY2GtbBIJHrvqZc3O4vshcHg3GmJmZlar2QC1FvBxSTdL+q6kf6396EYD+0gaJelbkhZIWizpCknpnP2v1ztO0mOSlkq6U9LedeX/IynqPi7t3p2YmVkjmn3ENwW4O//8bXVl3c7Fdy7wHuD9wEJgBnCVpJ0jojCvi6TDgPOA44Df5f9eI2nriHiy5tQfAp+teZ3eGMfMzAZEs8li9+tWQ8pIWgf4EHBURNyQHzsCeAI4ELguUfXjZAuLL8xfnyDpncCxwKk1570cEfO60ngzM2tJ08liB8nOwEjg+r4DEfGUpPvJEteuFqAkrZnX+2Zd0fV5nVrTJE0DngWuAb4YEX/uXPPNOq/VRbwpC6ZumiybeEO63uLE7rhlO/Sm6gCMSiXIbXGShPWuXglQk4CVZOuvaj2blxWZSDbr8NmCOgfWvP4ZWU9sDrANcCbZpoxTiy4q6WjgaIDRrNXwDZiZWXMGNUBJ+jJwWj+nlT1WFP2PfdWXr1InIi6oKbtX0qPAbZJ2ioi7VrtYdv4FAOM0wXtgmZl1yWD3oM4FftLPOU8Cu5H1hiYC82vKNgB+k6i3gKzXVd/D2oDVe1W1ZuX1tgRWC1BmZjYwOhagJB0YETc2UyciFrD6Y7uia99JlvdvKtkjOfIp5lOAwp3PIuKVvN5U4N9riqYCPy95u+3IguHcBm7BbNB0egHquhffmixbWZLctSyRbNKk9BhUKwtyvRh3aGorQEnaCDgK+CCwSbvXS4mIFyV9H/iGpOd4fZr5PcBrQVHSA8C3I+Lb+aEZwI8l3Q7cDBwDbAicn5//FrKFx78iC5RbA2eTTaW/uRv3YmZmjWlly/cRwLuBDwN/DTwD3AR8oLNNW83JZJlaLgPGAP8FHFm3BuqtZI8BAYiIyyStB3wOmAzMBg6KiCfyU14BDgBOAtYGngKuJpvF19k9s83MrCkNByhJbyVbi3Qk2ZTvy4H9I+K3kralywEqIpYCJ+QfqXNUcGwmia3oI+IpYJ9OtdHMzDqnoQAl6bdka4quJntMdnVE1O4F5dlsZl3Q6lqnVL1W6gBQktw1pey9RpWUpRLalrWv02vCrBoa7UHtCVwKfCciPDZjZmZd12iy2J2ARWS57x6V9GVJU7rYLjMzG+YaClAR8YeIOJ5sosEXgL2AP0q6S9LJZDPjzMzMOqap7TYiYmlE/Dgi9gW2IstrdwrpZK1mZmYtaXndUkQ8AnxG0mnAwWRrocyGtYGc1FAmVa/V9qlkoW5q995lB++arJNMCEvnvxbWu9peWJuvF/rP/MPMzKwjmt1R18zMbEA4QJmZWSUNdjZzsyGlKmNGrdRpdcwopSyJbGoxLgzc18Kqzz0oMzOrJAcoMzOrJAcoMzOrJAcoMzOrJE+SMKuwTg/+l2Ysb2EiRNk1F++Y3jW3LJt5iidCDD/uQZmZWSU5QJmZWSU5QJmZWSV5DMpsGGl1R91Wxn9aXaibSkybSkprQ5d7UGZmVkkOUGZmVkkOUGZmVkkegzKztqTGp8o2OSz9xTN3YfH7NNEmGxrcgzIzs0pygDIzs0pygDIzs0pygDIzs0ryJAmzCmt18WyqXjcSribfq2RhrSc8WCPcgzIzs0pygDIzs0pygDIzs0ryGJRZhbU6ZtRKvVYTya6cvF5xwQAmprWhyT0oMzOrJAcoMzOrJAcoMzOrJI9BmRnQxrhQh8e7vGGh9XEPyszMKskByszMKskByszMKskByszMKsmTJMwMqM4CWU+GsD7uQZmZWSU5QJmZWSU5QJmZWSX1TICSNErStyQtkLRY0hWSNu6nzjvy856RFJKmF5wjSadLmiNpiaT/kbRN127ErAetsdGGyQ+zbumZAAWcCxwKvB/YGxgHXCVpREmdtYHZwEnAksQ5nwI+AZwA/BXwHHCDpDd2qN1mZtaCnghQktYBPgScEhE3RMRdwBHA9sCBqXoR8auI+GxEXA68WnBdAR8DzoqIn0fEbOCfgTcC/9SFWzEzswb1RIACdgZGAtf3HYiIp4D7gT3auO7mwKS66y4BftPmdc3MrE29sg5qErASWFB3/Nm8rJ3r9l2n/robFVWQdDRwdP5y2Y1x+ew23r8XTWT178NQN9zuefX7fXpwGjKAhtv3GAb3njdt5KRBDVCSvgyc1s9p+5VdAogONKX+GsnrRsQFwAUAkmZFxC4deP+e4Xse+obb/YLvuaoGuwd1LvCTfs55EtgNGEEW8efXlG1A9jiuVfPyfycBT9Vdt75XZWZmA2hQA1RELKCBLqakO4HlwFTgZ/mxjYEpwC1tNOExsiA1Fbgjv+5oslmCp7RxXTMza9Ng96AaEhEvSvo+8A1JzwELgRnAPcCNfedJegD4dkR8O3+9NrBFXvwGYBNJOwDPR8STERGSzgVOy+s+BHwOeIk8EPbjgs7cYU/xPQ99w+1+wfdcSYroxBBO9+U9m2+QTf8eA/wXcFw+m6/vnAC+GBGn56/3Bf674HI/iojp+TkCvgB8FBgP3AYcn085NzOzQdIzAcrMzIaXXlkHZWZmw4wDVD8azOe3laRfSHpB0suS7pI0ZRCa27b+7lfS2nlOxKfz3IUPSjp5kJrbEZJOlXSHpD9Jmi/pSknb1p0zpHI29nfPkkZK+pqke/Lcl3Ml/UzSJoPZ7lY18j2uO/+C/Of/kwPZzk5q9J6r/PvLAap/pfn8JG0O3Ew2I3B/YFten2jRi/rLXzgDeBdZqqkpwFeAsyQdMWAt7Lx9gZlk2UP2B1YAN0qaUHPOUMvZuC/l97wWsBPZ93cn4D3Am4BrJfXE5Ko6+9L/9xgASX9P9j2uxg6OrduXfu658r+/IsIfDX6QfdOm1x37GfDTwW7bAN7vbLKJKLXHbiKbPTnobe7Qfa9NlrnkkPy1gLnAaTXnjAH+DHx0sNvbjXtOnLM12QL27Qa7vd26X7IMB8+Q/fH1OPDJwW5rN++56r+/3INqg6Q3AIcA90m6Nu9G3yHpsMFuWxf9DjhE0psAJO0B7ABcO6it6qw3kj1dWJS/Hg45G+vvuci4/N+yc3rFaveb9wz/DfhyRNw/WA3rolXuuRd+fzlAtWcDsr9KPkv2y2sq2Q/4TyUdPJgN66ITgT8AT0paTtZ7+nREXDW4zeqo88ju8db8dVnOxnZUlTHWAAAGdklEQVRyQVZJ/T2vQtKawNnAlRExFDLzFd3vF4GFEfHdwWlS19Xfc+V/f/Xis+Qq6Qvw/xkRM/LP/yBpF+B4YCj90u5zArAn8G7gCeAdwDclPR4RPd+LkjQD2AvYKyJW1hU3nLOxl/Rzz309i58A65J933ta0f1K2geYTvY0YMhJfI8r//vLPaj2LCAbeLyv7vj9QE/OdiojaQxwJvCpiLgyIu6JLGvHpUDPznbqI+kcsg0x94+IR2uKanM21ur5nI0l99xX3vfYa3vggIhYOMBN7KiS+90PmAzMlbRC0gqy8aivSerpHmPJPVf+95cDVBsi4hWyHH5vrSvaiqx3MdSMzD/q/8peSY//LEk6jyxLyf4R8UBdcW3Oxr7z+3I2tpMLclD1c89IGglcRhac9ouIefXn9JJ+7ncm2X3uUPMxBzgHOGAg29lJZffcC7+//IivH+onnx/wdeD/S/ot8Guyv8SmAX83GO1tV3/3K+kmsmnlL5H9EO8DHEk2DbsnSfoO2bT5vwMWSerrKb0UES9FtJ2zsXL6u+e85/TvZNOtDwGi5pwX80kiPaOB7/FzZEsHaussB+ZFxIMD29rO6O+e88+r/ftrsKcRVv2DbC1BFHxcXHPOdLJfWkvIEti+f7Db3a37JXvM9UOyqbhLgAfIHu9psNvexj0X3W8Ap9ecI+B0sunmS8kmh2w72G3v1j0Dm5WcM32w29+N73FBncfp4Wnmjd5zlX9/ORefmZlVUk+PG5iZ2dDlAGVmZpXkAGVmZpXkAGVmZpXkAGVmZpXkAGVmZpXkAGU2REmaLunXA/h+p0uaXfP6m5L+daDe34Yer4MyG4Ly7OOPAodHxE01x99IlvXjULJtRP5Elnvte8BlEfFqG++5NjAq8nx9ktYH/hfYIQry/Jn1xz0os6Hp74GldcFpXbKtFj4IfAPYhSzD9Y+Az9NiglBJb5A0IrKUQa8lk42I+WTbOBzb8l3YsOYAZdYBkv5H0nclnS3p+Xzzt5MkjZL0HUkvSHpS0hF19c6S9KCkJZIel/T1PBFt7TmnSnpW0kuSLpH0BUmP99OkfwKuqDv2VbJe09sj4ocR8ceIeDgifki2rfu8/P3GS/qRpEV5u26UtE1Ne6bnbTkof6T3CjCl/hFf7gqyTNpmTXOAMuucw8m2gX87cBZwLvAfZHnOdiHrqVwkacOaOovJejRTgOPIEnWe1lcoaRrwhfzYTmSP4z7eQFv2AmbVXOcN+bV/GgUbDkbE0ohYmr+8OL+H9wC7Ai8D1+bbrfQZTZYw96NkW8Gnsl/fDmwk6S0NtNlsFQ5QZp3zx4g4PSIeBmaQ7bezPCLOi4hHgC+RJZ19bZv4iDgjIm6OiMcj4ldkvZzaHsdJZIl6L4qIhyLiTOC2skbkj/LWIUts22ciMJ4swJXV3ZJsU8KjI+I3EXEvWUbscWQBuM8I4IS87Q9FxJ8Tl5yT/7tZ2fuaFXGAMuuce/o+iWz20XPAvTXHlgOLyDY6BEDS30v6naR5+RYm57DqWNDbyHohtUoDFNDX01lac0wN3sMU4FVqtkKPiBfz+9i65rwVZNuH96dvW44xpWeZFXCAMuuc5XWvI3HsDQCSdiPbjfg6sj2XdiR7bDayoE4zFuZ1xtccm08WHKf0U7cskNW2Y1kUbA9fYELN+5s1xQHKbPDsCTyTP+a7I380uGndOQ+QjQPVqn+9ish2Sr2Pmh5PPn38MuBwSRvX15E0Op+ccR/Z74Xda8rGAdux+tbgjdiWLEjf29+JZvUcoMwGz0NkEwgOl/RmScey+oy384Dpkj4oaUtJnyKbwNBfr+o6sokStT4LPAncJukoSdtI2iKfWXgnMCkPkv8JfE/S3pK2A35Ctl6qld2D9wZ+GxEvt1DXhjkHKLNBEhFXkq1HOpds/Goq8P/qzrkUOINsVuDdZD2S81l1fKnIhcA7JfU9YiMiFgG7kc3S+zRZULoF+FD+Hk/mpx5FNu51Rf7vWsA7o7Vt3t+ft8Wsac4kYdZjJP0SWCMiDunnvEvJZhaeMTAtW+3930UWgLePiBWD0QbrbWsMdgPMLE3SWmSZGK4lmzl3KNn6pEMbqP4p4L3da12/xgJHOThZq9yDMquwfHHslWQz/MYADwNfj4ifDmrDzAaAA5SZmVWSJ0mYmVklOUCZmVklOUCZmVklOUCZmVklOUCZmVklOUCZmVkl/R8DsfTX1rzUgAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEUCAYAAAB+uqLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XucXGV9x/HPVxIgASIQCFcR5CJBbgItyB0hrWDRWtoKRWzQchdQClrEVryLSoQiiKByUSy0qBXUAGJb5KIgQYVwFZGLBHIjIJKEJPDrH89ZmEzmOTszO7N7Zuf7fr32lZ3zPOfM7+xu9rfPeW6KCMzMzKrmNSMdgJmZWSNOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVkk9l6AkHS/p95IWS5ohaa+SuhtI+o6kByS9JOnSTL1DJN0n6cXi33d17QbMzKwpPZWgJL0bOBf4LPBm4DZguqRNMqesAswDPg/cnrnmW4CrgCuAHYt//0vSrp2N3szMWqFeWklC0u3A3RFxVM2x3wJXR8Tpg5z7Q2BeREytO34VsHZETKk5diMwNyIO62T8ZmbWvJ5pQUlaGdgZuKGu6AZg9yFc+i0Nrnn9EK9pZmZDNGakA2jBOsBKwOy647OBA4Zw3fUz11y/UWVJRwNHA6zESjuPZ8IQ3tpGmlYemy2LJUuHMRKz/vE8C+ZFxLqD1eulBDWg/pmkGhzr2jUj4iLgIoAJWjt21f5DfGsbSWM22DhbtuzxPwxjJGb948a4+rFm6vXMIz7SYIeXWLFlM4kVW0CteLoL1zQzsyHqmQQVEUuAGcCUuqIppNF87fp5F65pZmZD1GuP+KYB35J0B3ArcCywIXAhgKTLASLivQMnSNqx+HQC8HLxeklE3FccPxf4maTTge8D7wL2A/bs/u2YmVlOTyWoiLhK0kTgY8AGwEzgoIgYeJ7ZaD7Ur+peHww8BmxaXPM2SYcCnwY+AfwOeHdENJw3ZaOL+5nMqqun5kFVjQdJmJm17sa4ekZE7DJYvZ7pgzIzs/7iBGVmZpXkBGVmZpXUU4MkzKx6xmzSeLJzuwNQOn09611uQZmZWSU5QZmZWSU5QZmZWSW5D8psFBrOfhz3DVm3uAVlZmaV5ARlZmaV5ARlZmaV5D4os1Eo1y+U65sqO2ew89pR9l7u07IBbkGZmVklOUGZmVklOUGZmVklOUGZmVkleZCEWR9pdwBCOwMoSt9rtx1aD+IXv2n9HOtpbkGZmVklOUGZmVklOUGZmVkluQ/KzAZX0me0rI2+oTGz5uev54m6VnALyszMKskJyszMKskJyszMKsl9UGY2qEUbrJotG5c53u7CtGYD3IIyM7NKcoIyM7NKcoIyM7NKcoIyM7NK8iAJM0tKJuOOe2pxy5cbzoEQHpAxOrkFZWZmleQEZWZmleQEZWZmleQ+KLMKaGvTv04rWfS1tI+nw2G087VwP9Po5BaUmZlVkhOUmZlVkhOUmZlVkvugbMg8B2Xoqv51WrbhxGxZ7pdI2T219TNTMk+rrP/MelfLCUrSKsCGpEWM50bE3I5HZWZmfa+pR3yS1pB0nKSfAc8BDwMzgaclPSHpYkl/1s1AzcysvwyaoCR9CHgUeB/wE+CdwI7AVsBbgI+TWmI/kXSdpC27Fq2ZmfWNZh7x7Q7sExEzM+V3AN+UdCzwfmAf4Lcdis/MzPrUoAkqIv6umQtFxIvABUOOyHpO1Tv4rUklgxDGzJqfLWtrUEPJ9XLnlcaQv5r1MA8zNzOzShq0BSXpm81eLCLeN7RwBifpeOA0YAPgXuCDEXFzSf19gGnAm4BZwBci4sKa8jNJ/Wi1ZkfE+h0O3czMWtBMH9S6da/3Bl4G7ileb0tqif2sg3E1JOndwLnA8cAtxb/TJW0TEY83qL8Z8GPgm8B7gD2BCyTNjYjv1lR9ENi35vVL3bkDMzNrVjN9UAcPfC7pdGARcGREvFAcWw34Bq8mrG46Bbg0Ii4uXp8o6W3AccDpDeofC8yKiBOL1/dL2hU4FahNUMsi4uluBW3WFW32GeUsK5vsWjKxtrSvKfdeJRN/s5Nuy2KwUanVPqiTgDMHkhNA8fmngBOzZ3WApJWBnYEb6opuII00bOQtDepfD+wiaWzNsTdIelLS7yVdKekNHQnazMza1mqCWp20ikS9DYDxQw+n1DrASsDsuuOzgVx/0fqZ+mOK6wHcDkwFDgSOKs65TVLDP/EkHS3pTkl3LuXFVu/BzMya1OpSR98FLpF0GvCL4thuwFnA9zoZWImoe60Gxwar/8rxiJi+XKH0C+AR4B9JgyuWv1jERcBFABO0dtn7mpnZELSaoI4DzgYuBQYekS0j9UGd2rmwGppHGrxQ31qaxIqtpAFPZ+ovAxo+pI+IP0m6F/CKGFZtbfQZtTtnbfaBm7R1Xs5601cY0/SqKmzeaJXQ0iO+iFgUEccDE4E3AzsBa0fE8RGxsBsB1rz3EmAGMKWuaApwW+a0nwMHNKh/Z0QsbXSCpFWBrYGn2o/WzMyGqq3tNoqBEXd3OJZmTAO+JekO4FbSKL0NgQsBJF1exPfeov6FwAcknQN8DdiD1N902MAFJX0JuBZ4nNS6+ldgNeCy7t+OmZnlNDNR9xrgPRHxx+LzrIh4R8cia3z9q4rBCx8jDcyYCRwUEY8VVTapq/97SQcBXyY9npwFnFQ3B2pj4D9IgybmkvrWdqu5ppmZjYBmWlDzeXWgwTOUD0jouoi4gMyafxGxb4NjN5EeReaud2jHgjMzs45pZqLukTWfT+1qNDbqeLfdoSn7+pVpawHXEhN/80K2bNEGqzY8vsaMJ7PnlA26yA2g8M9S/2l6kISksZJul/TGbgZkZmYGLSSoYtTbZozwIz4zM+sPra4kcRlptQUzM7OuanWY+WrA4ZKmkOYkLfdgOiJO6lRgNjq4b6A5uf6Vsq9fO/1TpZv+lSzgmutnApi/zUqZko2y55T1aWXjKJuYbKNSqwlqMnBX8Xn9gqp+9GdmZh3TUoKKiP26FYiZmVktb/luZmaV1FQLqtiU8OCIuLJ4fQFQ+1D6JdLW6/kHy2Z9rtPzeMrOWfSuXVu+Xtm8pXHk+6c2bmPVynb7wqy/NNuCOhL4+5rXRwCvJ20Hvy7wl8AJnQ3NzMz6WbMJ6lDg8rpjR0XEwcWW8B8BDuloZGZm1teaTVBbAg/VvH6W9FhvwJ2kEX5mZmYd0ewovgnAywMvIuJ1Da4zFjMzsw5pNkE9AWwHPJAp36GoY9bX2l3cNTeoYdz3b2/rernzyuIrW8B1/JyXsmULJzWeqPvs5JcbHgfY/MrODoTwQrKjU7OP+H4EnFnsNrucYoTfx4s6ZmZmHdFsC+pzpFF8D0r6Cq/2R20NfICU6D7X+fDMzKxfNZWgImKOpN1JW6h/HtBAEXADcHxEzOlOiGZm1o+aXuqo2AL9QElrkUb1ATwcEc90JTKzPpLrMyqbcDvuqcXZstzirrn+IoDtjpyZLfvdWflBuovWaXw8Ji7JnvOH/VfLlo2b1/j4erPcz9RvWl0slohYANzRhVjMzMxe4bX4zMyskpygzMysklp+xGdWbzjnoFR9vku7MfzhjN1bP2mbfD/O4q0b90+tO7G9LuP8poT591r1gfwmh2VymxlW4ftrw6vtFpSkPSSt0slgzMzMBgzlEd90yvZ0NjMzG4KhJCgNXsXMzKw9HiRhZmaVNJRBEscAszsViPWu4ey8rvqgi3avt/FPGw8MyE24hfKJug9v3XhQw/O3rps95w7yZWXWnfh8w+Mr35ff4KBswnBO6aTlNhfVtWprO0FFxHc6GYiZmVktP+IzM7NKcoIyM7NK8kRdG/Xa7RdqZ6HW58v6jDbs7CZ9z/3bwmzZRhev3fD4/G3ae697T/hqtmyL/zym4fG9PnJf9pxZH9wsW5brdyvrc7PRyS0oMzOrpEFbUJKuAd4TEX8sPs+KiHd0LDIzM+trzTzim0/amBDgmZrPzczMumbQBBURR9Z8PrWr0ZiZmRWaHiQhaSxwC/DeiHiweyFZp+QGB1RlsmvZeVVQOvlztx0aHn7yb5ZmT1nrlvzq4zm53WoBXnwoP+ji5M9Mb3j83BsOzJ6z1275QQ3nPbtJtmzN+xt3Zd9MfkTGmjvku7/Hz3mp4fExs+Znz6Hiq9xbe5oeJBERS4HN8CM+MzMbBq2O4rsMOKobgZiZmdVqdR7UasDhkqYAM4DlFhCLiJM6FZiZmfW3VhPUZOCu4vM31JX50V8TOt0v1Ol+nHYW5Gw39tkHNu7XyO2oCuX9EM/v3Hh7srK+pPnH5HeyXW/64/n3ykwm3eL8kgVcT2h9omm7u9KeuGbj2O8q6We6/5n1smX3XLJttuzZyS83PL7hTflfCWUThsfPaXw89/0FLxY7WrWUoCJiv24FYmZmVssrSZiZWSW1vBafpPWAE4BtSI/17gMuiAjvDWVmZh3TUoKStAdwHWmjwp8Xhw8HPiTpLyPi59mTO0TS8cBpwAbAvcAHI+Lmkvr7ANOANwGzgC9ExIVDueYrVhsH2684H6adfpI1Bn2zxnL9OFDSl9PmoqVl/VM5ZRvT5eIrne/ShrJ+pjIPfGZStmytWxrf15Kj8gu4lm0HuOwHjUvL5kGtMjf/AGTznx7Z8PjeWz7ccgwA2x05M1u204THGh4/l/ycqw1vajzXCWCNGU82PF7WB2WjU6uP+L4E/AewVUQcERFHAFsBVwJndzq4epLeDZwLfBZ4M3AbMF1Sw9/SkjYDflzUezPwOeA8SYe0e00zMxserSaoHYGzI+KVYTvF59NIv9y77RTg0oi4OCLuj4gTgaeA4zL1jwVmRcSJRf2LSXO5Th3CNc3MbBi0mqCeI60mUW8z4Nmhh5MnaWVgZ+CGuqIbgNwznLc0qH89sIuksW1e08zMhkGrCepK4BuSDpe0maRNJb0HuJj06K+b1gFWIvV/1ZoNrJ85Z/1M/THF9Vq+pqSjJd0p6c6lS/PzdczMbGhaHcX3YUDAN2vOXQp8FfiXDsZVpn72nxocG6z+wHGV1Gl4zYi4CLgIYMLqGzWsUzZxdWFmUEPZIIllJYMaSieTtjFxdVxmEdQy83fIL4K6YM/85NRnJ49rePyN0/Lv9egR+a7BcfMaHy/7GpVdr2yS7Jh3zm14fF7JAq7rbJUf/JGb7Fp2znmT838THvaDDzQ8Puv8/E62zx7aOAbID4QAuPCKtzc8vmbm+5HkB0lkJ3B/7bayC9oo1OpE3SXAyZJOBzYn/SJ/OCLyQ5c6Zx7pp7q+ZTOJFVtAA57O1F9G2udKbVzTzMyGQVOP+CQdKOlRSa8FiIiFEXFPRNwNjC3K/qKbgRbJcQYwpa5oCmnkXSM/Bw5oUP/OiFja5jXNzGwYNNsH9QHgixHxXH1Bcews4OROBpYxDZgq6Z8kTZZ0LrAhcCGApMslXV5T/0JgY0nnFPX/CZhKGi7f1DXNzGxkNPuIb3vScOyc/wHOGHo45SLiKkkTgY+RJtXOBA6KiIEH5JvU1f+9pIOAL5OGjc8CToqI77ZwzbwXFsEvftPSPeSeoy8rO6lsMdaSxWLbWkCz5H5yC9OWTftdb3rrk5bLJmRu/JmShm2m/6zsehPva33CKMDz9zW+5pqT8n/zzSv5SuUWVl14f37y7C823TxblvPcv5U8jX+ocZ8gwF1/fH22bPHWjfsZy5bGnXh+/usOmb6/sv7RFv8fWm9oNkGtC+R7UNOAgvaWJ2hRRFwAXJAp27fBsZuAndq9ppmZjYxmH/H9gdSKytkeyP+5aWZm1qJmE9SPgE9JWuEZgKTxwCeLOmZmZh2hiMH3GZQ0CfgV6VHeecADRdFk0gAKATv124rmE7R27Kr9RzqMEVe2aWLZHK7corClGyCW9EO0s8hsuwuQ5hbBHT+nvT6tB09p/DVc8/7835BlC8kee3jjvxd3G/e77Dm5uVMAe7Wx0WHZnLCy+8rNW2t3Y0yrnhvj6hkRsctg9Zrqg4qIOZJ2J03I/SzLT3C9Hji+35KTmZl1V9MTdYtRbQdJWgvYgpSkfhsRC7oVnJmZ9a+WNywsEtIvuxCLmZnZKwYdJFHsqdQUJa8bWkhmZmZNDJKQ9DRphN7XczvmFo/9DgVOAs6PiK90OtAq8iCJaikbrNGOdgZ4lO1wXDaAYslRzzQ8/vyt+Ym6ucVxIb8D7u/OmtxyDABz5+eXM9b8lRsej4lLsuds9L2x2bJ2tDUp3UZMJwdJbE1aJeJHkl4irV33FGmi+FrANqTRfHeQtkq/vu2ozczMCoM+4ouIZyPiNGAj0nJBDwBrkjYpXEbaofbNEbGHk5OZmXVKK6P4FgFXFx9mZmZd1fIoPrN6pRN1h3FyZe692o2v7D9H7rz1ppecVOJ5Gk8Y3nRGfrPFsv6uey7ZtuHxiU/ld4F+sqSfae8tH86W3Tx/m4bHyzZ8zJwC5BfwdT9T/2l1y3czM7Nh4QRlZmaV5ARlZmaV5D4oG7KqL+LZbnyl/VOZfq1232tcZs5Vu/Oqcn53aH5TQpWstbvTzvn9O3f6i8Zll5379qbjakZV+jpt+LSUoCR9M1MUpHlRDwNXRcSsoQZmZmb9rdUW1LrAXqTddQemqm9LWjh2BvA3wCcl7RURv+5YlGZm1nda7YO6FZgObBwRe0fE3sDGwI+BG4DXk5ZFOrujUZqZWd9pNUGdDHwyIhYOHCg+/wzwoYhYApwF7Ni5EM3MrB+1+ohvdWAD4P664+sXZQB/bOO6Zj2lnUnBpTKLz65Xskvwo0fkB1Bs/NPGE3LXvH+17DkL9lycLSsb8PDs5JcbHn9jZmdcKN/JOLfzcDuDVgY7z6qt1RbU94FvSPo7SZtKer2kvwO+AXyvqPPnwEOdDNLMzPpPqy2dY4FpwLdrzl0GfBM4tXh9P3BUR6IzM7O+1VKCKvqbjpX0z8DmpNF7D0fECzV1PHrPzMyGrK2+oiIh3d3hWMx6Xsf7O3bbIVuUW1S1zMTf5BeLHT8nv7gr5N9r/JzGx8v6mRZOWilbNi73NSz5WuT68Ky3tZygJI0h9TNtAiy3lWZEXN6huMzMrM+1upLE1sC1pM0KRfqzagywFHgRcIIyM7OOaHUU3zmkFSNeCywkbfW+C/Br4JDOhmZmZv2s1Ud8fwbsExEvSHoZGBMRd0n6MHAesH3HIzTrB7n+lV/8JnvKuJI+mfk7NJ7vNPFrt+VjeNeu2aIn/2Zptiy3MWFZH1npQrdtfC2W5a9mPazVFpRILSeAufDKNqB/ALboVFBmZmattqBmAjsAjwB3AB+R9BJp3lN+T2gzM7MWtZqgPgMMPDv4GPBD4H+BecDfdzAuMzPrc61O1L2+5vNHgG0krQ0siIjodHBmZta/2pkHtT6wOzCJmj4sSUTEBR2MzazntLto6ZjMRNOyzv/cOQCN9+eFRSUDIXKLtAKsNSm/MG1u8m9uoAaUD5Jo52tho1Or86DeA3ydNFhiAWkn3QEBOEGZmVlHtNMH9QXSnlD+g8bMzLqm1WHmE4BLnZzMzKzbWm1BXQG8nTQp18zqtLtYbDvnlfZp5Qo2yC/gumzDXM8VrFey+eDsAxv3T5WdUyYXR9kvK29KODq1mqBOAf5b0v7APaQ1+F4REZ/sVGBmZtbfWk1QxwBvI8172oIVB0k4QZmZWUe0mqD+FfjniPhyN4IxMzMb0GqCWgm4phuBmNmKyuZVtWPc929v673K+ngmfi1T1mbs2XlQ7mfqO62O4rsEOLwbgZiZmdVqNUGNB06RdKukr0r699qPbgQ4QNIqks6TNE/SC5KukTTon2iSjpf0e0mLJc2QtFdd+f9JirqPK7t3J2Zm1oxWH/FNBn5VfL51XVm31+I7B3gncBgwH5gG/FDSzhHRcN0USe8GzgWOB24p/p0uaZuIqB0Dewnw0ZrXi7oQv5mZtaDVxWL361YgZSS9Fng/cGRE/KQ4dgTwGHAAcH3m1FNIE4svLl6fKOltwHHA6TX1FkbE010J3szM2tLyYrEjZGdgLHDDwIGIeELS/aSFa1dIUJJWLs77Ul3RDcU5tQ6VdCgwG5gOfCIinu9c+NYv2h1o0MlzSuMo2YV3WcmOtWXn5Xa6zU3ghfwCs1C+CK71l15JUOsDL5HmX9WaXZQ1sg5p1OHsBuccUPP6O6SW2CzgTcDnSJsyTml0UUlHA0cDrMr4pm/AzMxaM6IJStKngTMGqVb2WFEM3vdVX77cORFxUU3ZPZIeAW6XtFNE3LXCxVL9iwAmaG3vgWVm1iUj3YI6B/j2IHUeB3YjtYbWAebWlE0CfpY5bx6p1VXfwprEiq2qWncW520JrJCgzMxseHQsQUk6ICJubOWciJjHio/tGl17BmndvymkR3IUQ8wnA7dlrr2kOG8K8F81RVOA75a83XakZPhUE7fQV3L9Gp5A+apOfy3a7dPKlS3aOb9Y7Bpl75UtycdYtlhs2cK02TL/nPWdISUoSRsBRwLvAzYZ6vVyIuI5Sd8AvihpDq8OM78beCUpSnoA+EpEfKU4NA34lqQ7gFuBY4ENgQuL+puTJh7/mJQotwHOJg2lv7Ub92JmZs1pZ8v3lYB3AP8E/AXwJHAT8J7OhraCD5H+kLsKGAf8FHhv3RyoN5IeAwIQEVdJmgh8DNgAmAkcFBGPFVWWAPsDJwOrA08APyKN4svvSW1mZl3XdIKS9EbSXKT3koZ8Xw28NSJulrQtXU5QEbEYOLH4yNVRg2MXkNmKPiKeAPbpVIxmZtY5TSUoSTeT5hT9iPSY7EcRUbsXlEez9QH3NQ2/Ts+DWmPGk229V+lmgbkNBkvmM7Uz18nbePefZltQewBXAudHhPtmzMys65pdLHYnYAFp7btHJH1a0uQuxmVmZn2uqQQVEb+OiBNIAw0+DuwJ3CvpLkkfIo2MMzMz65iWttuIiMUR8a2I2BfYirSu3WnkF2s1MzNrS9vzliLiYeBfJJ0B/BVpLpSZDZNOL0xbdr3nSyb45owjPxk3t8AswKJ37dr4eh6k03eGPLG2mC/0g+LDzMysI1rdUdfMzGxYOEGZmVkljfRq5mbWpk5PnC673hodfSegpL9r3Pdvb1xQsmli2cRfTzDvXW5BmZlZJTlBmZlZJTlBmZlZJTlBmZlZJXmQhJkB5RN1ywzXIAQPhOg/bkGZmVklOUGZmVklOUGZmVkluQ/KzIAu9OOUTKwtWyw2x/1M/cctKDMzqyQnKDMzqyQnKDMzqyT3QZmNQrk5Te3247QzR2pZG/1MZrXcgjIzs0pygjIzs0pygjIzs0pygjIzs0ryIAmzUaidwRBlAyHKrpc7r93rtfo+7V7Pqs8tKDMzqyQnKDMzqyQnKDMzqyT3QZkZ0H4/znD1/7ifqf+4BWVmZpXkBGVmZpXkBGVmZpXkPigz646SDQvHzJqfLVu24cTGBSWLz3qO1OjkFpSZmVWSE5SZmVWSE5SZmVWSE5SZmVWSB0mYWVeUDoQoG7jQxqAGD4QYndyCMjOzSnKCMjOzSnKCMjOzSuqZPihJqwBfAg4DxgE/BY6PiOzDZ0l7A6cCOwMbAkdGxKV1dQR8HDgaWAu4HTghIu7twm2MSp4kaa3yz4w1o5daUOcAh5AS1F7ABOCHklYqOWd1YCZwMrAoU+fDwD8DJwJ/BswBfiJpjQ7FbWZmbeiJBCXptcD7gdMi4icRcRdwBLA9cEDuvIj4cUR8NCKuBl5ucF0BHwQ+HxHfjYiZwD8CawD/0IVbMTOzJvVEgiI9ohsL3DBwICKeAO4Hdh/CdTcD1q+77iLgZ0O8rpmZDVGv9EGtD7wEzKs7PrsoG8p1B65Tf92NGp0g6WhSfxXAizfG1TOH8P69aB3qvw+PjUwgw2jFex7dOnO/vfVz0W/fYxjZe359M5VGNEFJ+jRwxiDV9iu7BBAdCKX+GtnrRsRFwEUAku6MiF068P49w/c8+vXb/YLvuapGugV1DvDtQeo8DuwGrETK+HNryiaRHse16+ni3/WBJ+quW9+qMjOzYTSiCSoi5tFEE1PSDGApMAX4TnFsY2AycNsQQvg9KUlNAX5ZXHdV0ijB04ZwXTMzG6KRbkE1JSKek/QN4IuS5gDzgWnA3cCNA/UkPQB8JSK+UrxeHdiiKH4NsImkHYFnIuLxiAhJ5wBnFOc+BHwM+BNFIhzERZ25w57iex79+u1+wfdcSYroRBdO9xUtmy+Shn/XTtR9oqZOAJ+IiDOL1/sC/9vgcpdFxNSizsBE3WNYfqJuvw1+MDOrlJ5JUGZm1l96ZR6UmZn1GSeoQUjaW9I1kp6UFJKmNqizlaTvSXpW0kJJd0maPALhDtlg9ytpdUnnSfqDpEWSHpT0oREKtyMknS7pl5L+KGmupGslbVtXR5LOlDSruO//k/SmkYp5qAa7Z0ljJZ0l6W5JL0h6StJ3JG0yknG3q5nvcV39i4qf/1OHM85Oavaeq/z7ywlqcKXr+UnaDLiVNCLwrcC2vDrQohcNtn7hNODtpKWmJgOfAT4v6Yhhi7Dz9gUuIK0e8lZgGXCjpLVr6oy2NRv3pfyexwM7kb6/OwHvBF4HXCepJwZX1dmXwb/HAEj6W9L3eNZwBtgF+zLIPVf+91dE+KPJD9I3bWrdse8AV4x0bMN4vzNJA1Fqj91EGj054jF36L5XJ61ccnDxWsBTwBk1dcYBzwPHjHS83bjnTJ1tSBPYtxvpeLt1v6QVDp4k/fH1KHDqSMfazXuu+u8vt6CGQNJrgIOB+yRdVzSjfynp3SMdWxfdAhws6XUAknYHdgSuG9GoOmsN0tOFBcXrflizsf6eG5lQ/FtWp1escL9Fy/A/gE9HxP0jFVgXLXfPvfD7ywlqaCaR/ir5KOmX1xTSD/gVkv5qJAPropOAXwOPS1pKaj19JCJ+OLJhddS5pHv8efG6bM3GoawFWSX197wcSSsDZwPXRskebD2k0f1+ApgfEV8dmZC6rv6eK//7qxefJVfJQIL/QURMKz7/taRdgBOA0fRLe8CJwB7AO0jLge4NfEnSoxHR860oSdOAPYE9I+KluuKm12zsJYPc80DL4tvAmqTve09rdL+S9gGmkp4GjDqZ73Hlf3+5BTU080gdj/c1xtnHAAAF50lEQVTVHb8f6MnRTmUkjQM+B3w4Iq6NiLsjrdpxJWnn4p4m6cukDTHfGhGP1BTVrtlYq+fXbCy554Hygcde2wP7R8T8YQ6xo0rudz9gA+ApScskLSP1R50lqadbjCX3XPnfX05QQxARS0hr+L2xrmgrem2zgeaMLT7q/8p+iR7/WZJ0LmmVkrdGxAN1xbVrNg7UH1izcShrQY6oQe4ZSWOBq0jJab+IeLq+Ti8Z5H4vIN3njjUfs4AvA/sPZ5ydVHbPvfD7y4/4BqFB1vMDvgD8p6Sbgf8h/SV2KPDXIxHvUA12v5JuIg0r/xPph3gf4L2kYdg9SdL5pGHzfw0skDTQUvpTRPwpYshrNlbOYPdctJz+izTc+mAgauo8VwwS6RlNfI/nkKYO1J6zFHg6Ih4c3mg7Y7B7Lj6v9u+vkR5GWPUP0lyCaPBxaU2dqaRfWotIC9geNtJxd+t+SY+5LiENxV0EPEB6vKeRjn0I99zofgM4s6aOgDNJw80XkwaHbDvSsXfrnoFNS+pMHen4u/E9bnDOo/TwMPNm77nKv7+8Fp+ZmVVST/cbmJnZ6OUEZWZmleQEZWZmleQEZWZmleQEZWZmleQEZWZmleQEZTZKSZoq6X+G8f3OlDSz5vWXJP37cL2/jT6eB2U2ChWrjz8CHB4RN9UcX4O06schpG1E/khae+1rwFUR8fIQ3nN1YJUo1uuTtC7wO2DHaLDOn9lg3IIyG53+Flhcl5zWJG218D7gi8AupBWuLwP+lTYXCJX0GkkrRVoy6JXFZCNiLmkbh+Pavgvra05QZh0g6f8kfVXS2ZKeKTZ/O1nSKpLOl/SspMclHVF33uclPShpkaRHJX2hWIi2ts7pkmZL+pOkyyV9XNKjg4T0D8A1dcc+S2o17RoRl0TEvRHx24i4hLSt+9PF+60l6TJJC4q4bpT0ppp4phaxHFQ80lsCTK5/xFe4hrSStlnLnKDMOudw0jbwuwKfB84B/pu0ztkupJbK1yVtWHPOC6QWzWTgeNJCnWcMFEo6FPh4cWwn0uO4U5qIZU/gzprrvKa49hXRYMPBiFgcEYuLl5cW9/BO4M+BhcB1xXYrA1YlLZh7DGkr+Nzq13cAG0navImYzZbjBGXWOfdGxJkR8VtgGmm/naURcW5EPAx8krTo7CvbxEfEpyLi1oh4NCJ+TGrl1LY4TiYt1Pv1iHgoIj4H3F4WRPEo77WkhW0HrAOsRUpwZeduSdqU8OiI+FlE3ENaEXsCKQEPWAk4sYj9oYh4PnPJWcW/m5a9r1kjTlBmnXP3wCeRRh/NAe6pObYUWEDa6BAASX8r6RZJTxdbmHyZ5fuCtia1QmqVJihgoKWzuOaYmryHycDL1GyFHhHPFfexTU29ZaTtwwczsC3HuNJaZg04QZl1ztK615E59hoASbuRdiO+nrTn0ptJj83GNjinFfOLc9aqOTaXlBwnD3JuWSKrjePFaLA9fANr17y/WUucoMxGzh7Ak8Vjvl8WjwZfX1fnAVI/UK3618uJtFPqfdS0eIrh41cBh0vauP4cSasWgzPuI/1eeEtN2QRgO1bcGrwZ25KS9D2DVTSr5wRlNnIeIg0gOFzSGyQdx4oj3s4Fpkp6n6QtJX2YNIBhsFbV9aSBErU+CjwO3C7pSElvkrRFMbJwBrB+kSR/AHxN0l6StgO+TZov1c7uwXsBN0fEwjbOtT7nBGU2QiLiWtJ8pHNI/VdTgH+rq3Ml8CnSqMBfkVokF7J8/1IjFwNvkzTwiI2IWADsRhql9xFSUroNeH/xHo8XVY8k9XtdU/w7HnhbtLfN+2FFLGYt80oSZj1G0veBMRFx8CD1riSNLPzU8ES2wvu/nZSAt4+IZSMRg/W2MSMdgJnlSRpPWonhOtLIuUNI85MOaeL0DwPv6l50g1oNONLJydrlFpRZhRWTY68ljfAbB/wW+EJEXDGigZkNAycoMzOrJA+SMDOzSnKCMjOzSnKCMjOzSnKCMjOzSnKCMjOzSnKCMjOzSvp/DOXP04k0IvEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEUCAYAAAB+uqLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xm8XHV9//HXOxt7IBEhrIIsEgTK1rJvYlqKReWHrVJcggsC/gC1ikVsRXEFjFAUaayK1AVa1JZFVquIgChBHhgWAQmLhACBBJKwZPv0j++5dDKZ77kzc2fuPXPn/Xw87iN3zvd7znzOvXnM537Pd1NEYGZmVjVjRjoAMzOzRpygzMyskpygzMyskpygzMyskpygzMyskpygzMyskpygzMysknouQUk6UdIcSS9JmiXpgJK6m0j6gaT7JK2QdFGm3lGS7pH0cvHvkV27ATMza0pPJShJbwfOA74A7AbcAlwtacvMKWsA84EvAbdlrrkPcCnwfWDX4t//lLRXZ6M3M7NWqJdWkpB0G3BXRHyg5tgDwGURcdog514JzI+I6XXHLwUmR8S0mmM3AE9HxNGdjN/MzJrXMy0oSROAPYDr6oquA/YdwqX3aXDNa4d4TTMzG6JxIx1ACzYExgJP1h1/EnjjEK47JXPNKY0qSzoOOA5gLGP3WJuJQ3hrM6unsWMbHo8VK4Y5EuuWRSyYHxGvHqxeLyWoAfXPJNXgWNeuGREzgZkAEzU59tKhQ3xrM6s1doNJDY+veHbBMEdi3XJDXPZIM/V65hEfabDDClZv2WzE6i2gVszrwjXNzGyIeiZBRcRSYBYwra5oGmk0X7tu7cI1zcxsiHrtEd8M4N8l/Qa4GTge2BS4EEDSxQAR8e6BEyTtWnw7EVhZvF4aEfcUx88DfinpNOAnwJHAIcD+3b8dMzPL6akEFRGXSnoV8ClgE2A2cHhEDDzPbDQf6nd1r48AHgG2Kq55i6R3AJ8DPgP8EXh7RDScN2Vm3eW+JhvQU/OgqsaDJMzMWndDXDYrIvYcrF7P9EGZmVl/cYIyM7NKcoIyM7NK6qlBEmZWPeO22brh8eV/nNPW9cZO9kRdS9yCMjOzSnKCMjOzSnKCMjOzSnIflFlGri8E3B9SKxYsbPmcsp+t2QC3oMzMrJKcoMzMrJKcoMzMrJLcB2WW4X6m7vHP1prhFpSZmVWSE5SZmVWSE5SZmVWSE5SZmVWSB0mY2aA6PWm5nYm6HljRf9yCMjOzSnKCMjOzSnKCMjOzSnIflNko1OlN/9o5b8weO2XLtHBJtqzdjQ5t9HELyszMKskJyszMKskJyszMKsl9UGajUKfnDLW1weCcx/NlkzZo+b08D6r/uAVlZmaV5ARlZmaV5ARlZmaV5ARlZmaV5EESZhXQzsCATi/gWkYlgxpiwcKWzynjwRA2wC0oMzOrJCcoMzOrpJYf8UlaA9gUWAt4OiKe7nhUZmbW95pKUJLWA94JHA38BTAeEBCS5gLXADMj4rfdCtR603D2k/Sydn4WlZiMWxZHm/1n47bZuuFxLyLbfwZ9xCfpI8DDwHuB64G3ALsC2wP7AJ8mJbrrJV0jabuuRWtmZn2jmRbUvsBBETE7U/4b4NuSjgfeBxwEPNCh+MzMrE8NmqAi4m+buVBEvAxcMOSIzMzM8Dwo6zL3M1VLu32CY9t4r1xfEuTnTkG+r8n9mf2nnVF840gDJbYEJtSWRcTFHYrLzMz6XEsJStIOwBXA1qRRfCuKaywDXgacoMzMrCNanah7LjALWB94AZgK7AncCRzV2dDMzKyftfqI789JI/qWSFoJjIuIOySdCpwP7NLxCM3MrC+1mqBEajkBPA1sBvwB+BOwbQfjMrMu6MZggnYm1rYzKdgDIfpPqwlqNvBnwEOk+U+fkLQC+ADwYIdjMzOzPtZqH9TnSa0ogE8BWwA/B/4SOLmDcWVJOlHSHEkvSZol6YBB6h9U1HtJ0kPFhOLa8jMkRd3XvO7ehZmZDabVBHUv8F8AEfFQROwIbAhsTGpVdZWktwPnAV8AdgNuAa6WtGWm/tbAT4t6uwFfBM6XVD+g4w/AJjVfO3flBszMrGmtPuKbQ/oAf2rgQEQ8K+lVRVk78/la8VHgooj4ZvH6JEmHAScApzWofzwwNyJOKl7fK2kv4GPAj2rqLY8It5qsr5X1C7WzYWGZdjZidB9U/2m1BSUgGhxfF3hp6OGUvLE0AdgDuK6u6DrSeoGN7NOg/rXAnpLG1xx7raTHi0eHl0h6bUeCNjOztjW73ca/FN8G8EVJL9QUjyWtLHFnh2Ort2HxXk/WHX8SeGPmnCnADQ3qjyuu9wRwGzAduA/YiNS3douk10fEM/UXlHQccBzAmqzdzn2YmVkTmn3EN9AnI9Lk3KU1ZUuBO4BzOhhXmfoWXK5VV1b/leMRcfUqhdKvSf1p7wFmrHaxiJnATICJmlz2vmZmNgRNJaiIOARA0neAUyLi+a5G1dh80tJKU+qOb8TqraoB8zL1lwOrtY4AImKxpLsB72tlI67TmwiWLeDarlz/1JitN8ufM+fxlt/Hi8X2n5b6oCLi2BFKTkTEUtIyS9PqiqaRRuk1ciurP/6bBtweEcsanSBpTWAH0uM/MzMbIa0OkkDSX0u6StK9krYojr1f0qGdD281M4DpxftNlXQesClwYRHHxZJqF6y9ENhc0rlF/feT+pteeRwp6ZxirtTWxQi/y4B1gO8Ow/2YmVlGSwlK0jHAfwD3A1sBAyPhxgKndjSyBiLiUuDDpIEMdwL7A4dHxCNFlS2Lr4H6c4DDgQOL+qcDJ0dE7RDzzYEfkuZC/Zi0KvveNdc0M7MR0Oo8qFOBD0TEJUVrZMCvgc92Lqy8iLiAzM69EXFwg2M3AruXXO8dHQvOzMw6ptUEtR2pX6feYmDi0MMx621lgxDKFk9tRzuTXduZVAvlE3Vz91W6o25bUVi/abUPai6wfYPjBwJ/HHo4ZmZmSasJaibwL5L2K15vIek9wFnANzoamZmZ9bWWHvFFxFmS1geuB9YkrWT+MnBORHy9C/GZmVmfarUPiog4XdLngR1JLbB7ImJxxyMz60FV6GeCfJ9RWXwrDt0jW7bGw89my148cq+Gxyc8vzx7zoSSvrC2Jhl7ou6o1HKCAoiIF4DbOxyLmZnZK1pOUMWeTIeSlgxapQ8rIt7cobjMzKzPtZSgJJ1Nmij7c9KIPo8WNTOzrmi1BfVu4OiIuKwbwZiNZu0sdtrpxV3H7LFTPoaS88rmT63z6Dotx1E2r6qdXU+9kOzo1Oow8zF0f98nMzOztuZBvbMbgZiZmdUa9BFfzW66kBLaMZKmAXcBq2xZEREndzY8MzPrV830Qe1c93rgEd8Odcc9YMLMzDpm0AQ1sJuumQ1NWWd9bjBE2eCEsoEG7Zjwu4faeq/cX6bLNlgj/2ZlZVtNbnh47M9mZU9pd+dhq7am+qAkfVvSet0OxszMbECzgyTeA6zVzUDMzMxqNZug1NUozMzM6rQyUdeDIKyvdHryZ9kk2eWzZjc8XjZRd+UG+Qmypf0/GRNKysreqx1t9XeVbYDY5kaMVm2tJKh5UnlDKiLamQRuZma2mlYS1HGA/0wxM7Nh0UqCuiIinupaJGZmZjWaTVDufzJrQul8nDmPt3xe2QaDZe+1+G/q59EnExatzJ6z9KDts2VlFm/a+Mn+hEX5j40JE/Pvte6N97ccgxeEHZ08is/MzCqpqRZURLS6qKyZmdmQOPGYmVklOUGZmVkltbqjrlnPKZvsWjYIoZ1dX8s668sm6mbP2XqzbNniLfOTZ5eu17jbeMkm+amKk+7P76mbGwgB8Px2jQdebHhHvut6wvPLs2VLd3tt43NKJvfa6NR2C0rSfpJan65uZmbWhKE84rsayP95Z2ZmNgRDSVAeem5mZl3jPigbMbm+obJ+oTK5iavtLiRadl6ur6l0cdeS92pncdf17sov7LLOo437p57ce2L2nLJ+psn3vZwtm7Co8TKzSzYp6YNalP/oyU3UjZL+uLJFQD2Jt3cNpQX1QeDJTgViZmZWq+0WVET8oJOBmJmZ1fI8KDMzqyQnKDMzqyQPkrAR0+5giJxcZ3jpCuMl2pmoW2bMwiX5wswgifEL84MTntlvSssxLNh1WbZs45vyHwfP7pAfxLHu3MYTfBdul/8pLV0v/7dxbqLu2J/Nyp5T9jvOlXnwRPW5BWVmZpU0aAtK0uXAOyPi+eL7rIh4c8ciMzOzvtbMI75n+L8NC5/FmxeamdkwGDRBRcSxNd9P72o0NuLKFjRdOWt2y9drp/+nrG+g7Hq5PqOXt5qcPadsAdKVG+QXY12Q6f951c3zsueUWePhZxse/8NJG2fP2fCO/PVyk2Qn3Tm+5Jz89coWkl2wfeO+pg0eyP8tu+7jS/Nv1mHua+pdTfdBSRov6TZJr+tmQGZmZtBCgoqIZcDW+BGfmZkNg1ZH8X0X+EA3AjEzM6vV6jyodYBjJE0DZgGrTOyIiJM7FViOpBOBjwObAHcDH46Im0rqHwTMAF4PzAXOiogLh3LNKllx6B7ZsrJ5Izll/Uy592rnfcq0O28pt7jr0l02yp6z9KDt82Ulc3Um3b2o4fGyPqOJD+Svl5uftMa8/DnHffLH2bIzbzqi4fGxS/Jzk44++OZs2Q9/sV+27IC9G/+f+dWcxvOZAOY/uWa2bK0nGt/z5gtLNnyc83i2yPOgelerLaipwB3AAuC1wM41X61vF9oiSW8HzgO+AOwG3AJcLWnLTP2tgZ8W9XYDvgicL+modq9pZmbDo6UWVEQc0q1AmvRR4KKI+Gbx+iRJhwEnAKc1qH88MDciTipe3ytpL+BjwI/avKaZmQ2DnllJQtIEYA/gurqi64B9M6ft06D+tcCexajEdq5pZmbDoOW1+CRtDHwI2JE0ou8e4IKI6PbeUBuSlkCrf58ngTdmzpkC3NCg/rjiemr1mpKOA44DWJO1mwzdzMxa1VKCkrQfcA3pA/zW4vAxwEck/VVE3Jo9uXPqh7mrwbHB6g8cV0mdhteMiJnATID115wS47ZYfQfVsomhSyc2/pGX7Y5adr3FmzXezRRgwpF7NTy+zqP5RUvLFjR9LvNeSz6Rb2y+uEl+H9ncoIFl62ZPKbV428YDDcYuye/sOm5R/iHC+MX591q4XeOdaVesk1+MdcKifByTpjQedPH8kvyCtV+45q3Zsjl/968Nj//VfW/KnnPoxLuzZdffsX+2bO4ujX8WYx/M/wG3YtsXsmXjH2h83oLXr5c9ZxL53XbbmWBu1dBqC+oc4IfA8RGxEkDSGOBC4Ct097HYfGAFqVVUayPyO/vOy9RfTlrCSW1c08zMhkGrfVC7Al8ZSE4AxfczSCPguiYilpKGtk+rK5pGGnnXyK2s/qhuGnB7RCxr85pmZjYMWk1Qz5FWk6i3NdB4EkpnzQCmS3q/pKmSzgM2JbXgkHSxpItr6l8IbC7p3KL++4HppJZgU9c0M7OR0eojvkuAb0k6ldTCCGB/4EukR39dFRGXSnoV8CnSpNrZwOER8UhRZcu6+nMkHQ58lTRsfC5wckT8qIVr5uN5eWnDTffGlmzEt1bm+PKS9ym73vol5+Xke4XKy16Vi6EkvrLFZ7MxlPQZlE3i7fTEy3HbNPpbLMlOCs5stgcwfmHjfiaAZY83Xph2wmb5fqsyOyw6oeHxl6fk+8hOuvb4bNniA/LncdEWDQ9vc/MT2VOeOCy/Mu3k+xpv0li2eaNKJupa72o1QZ1K6rf5ds25y4BvAP/YwbiyIuIC4IJM2cENjt0I7N7uNc3MbGS0OlF3KXCKpNOAbUjJ6sGIyA/JMTMza0NTfVCS/lrSw5LWB4iIFyLi9xFxFzC+KPvLrkZqZmZ9pdkW1P8Hzo6I5+oLIuI5SV8GTmH1FRlsFGnU3zaYsnlV7VwvtykhAG30QZX1aZVtWJj7y66sn2TZBms0G9YryjZALOvHWTtz2kZ35P8mnfB8PvZ1niiZb7eocc/lM5lNHQE2uSbfP5WT6/ez0avZUXy7sPqKDLX+B/izoYdjZmaWNJugXk35AK8gP8jLzMysZc0mqD+RWlE5uwAe52lmZh3TbIK6CjhT0mrTeCStDXy2qGNmZtYRzQ6S+DzwNuABSecD9xXHp5IGUIi04Z/ZKtoZCFE2cKHsep3eObV08mfZYI025HYlXpRZ8Bdg418/ny3LLay6YPv8jrrrZHayBZi/e3495g1LBl7ktLOg8lo/af3/kvW2phJURDwlaV/ShNwvsOoq4NcCJw7DdhtmZtZHmp6oWyz9c7ikScC2pCT1QER0dn0ZMzMz2tiwsEhIv+1CLGZmZq8YNEFJ2joimnr4K0nA5hHx2JAjs77Vbp9RO+e1vcBsG+etUbL4LJmyCc/nlxEumwS9ZJPGmwhOun9F9pyl6+X7knKbS6b3anx8nSfy/Va5fqYyZYv3ttPXadXXTO/mrZK+JWmfXAVJkySdQNr+/S0di87MzPpWM3/G7ACcDlwlaQVpg78ngJeAScCOpNF8vwE+HBHXdilWMzPrI4O2oCJiYUR8HNiMtKfSfcAGpE0KlwPfBXaLiP2cnMzMrFNaGcX3InBZ8WXW13L9IWV9Ie0sdrq4ZMHVpRM3ypbl+prWeTTfb8WW+cVxy/6W3fjXjTdiXFJyvfXueqrkvRprd7HYTs+Ps+HT+gw7MzOzYeAEZWZmleQEZWZmleQEZWZmldT6bDkzy3bYly10247JV96XLVu622tbvl7Zrr5lk4In5NelzQ6GKBsIUbZY7ITfPdTw+HBO4LZqaClBSfp2pihI86IeBC6NiLlDDczMzPpbqy2oVwMHkHbXnV0c24m0cOws4P8Bn5V0QETc2bEozcys77TaB3UzcDVpvb0DI+JAYHPgp8B1wGtIGxd+paNRmplZ32m1BXUK8IaIeGHgQES8IOnzwM8i4ixJXwZu6GSQZlXTTr9GWf9U7nplC6Tm+mog3z/VzjkA4xe+nC1b4+FnGx4v62dqR9nPTyUbSHoh2d7VagtqXaDR2sVTijKA5/HgCzMzG6JWE9RPgG9J+ltJW0l6jaS/Bb4F/Lio8xfA/Z0M0szM+k+rLZ3jgRnA92rOXQ58G/hY8fpe4AMdic7MzPqWIvKbimVPktYBtiGN3nswIkpWoBy9Jmpy7KVDRzoM6xHt9EF1+nrtztOad/TUls/Z+Nf5yVOa83i2bPFB2zc8vu6N+QcznuvUW26Iy2ZFxJ6D1Wurr6hISHe1c66ZmVkzWk5QksaR+pm2BCbUlkXExR2Ky8zM+lyrK0nsAFxB2qxQwIriGsuAlwEnKDMz64hWR/GdS1oxYn3gBdJW73sCdwJHdTY0MzPrZ60+4vtz4KCIWCJpJTAuIu6QdCpwPrBLxyM0GyXKOvJzgxfanYCam+Bbtitt2Xttcs0T2bKcJw5rNGUy2bjkvLV+clvD4433CLbRrNUWlEgtJ4Cngc2K7/8EbNupoMzMzFptQc0G/gx4CPgN8AlJK0jznh7scGxmZtbHWk1QnwcGNn/5FHAl8HNgPvB3HYzLzMz6XEsJKiKurfn+IWBHSZOBBdHOjF8zA0om1pacU7aQ7MoNGm8iuGSXjbLnlG0wWNbf9fSH9m14fMKi/EdC2UTd3H150df+0848qCnAvsBG1PRhSSIiLuhgbGZm1sdanQf1TuDfSIMlFpB20h0QgBOUmZl1RDt9UGcBn42I5V2Ix8zMDGg9QU0ELnJysirKzSUarQuJttMns9asfNnKPXbKlpX1d5UtCptTtjli2aaK1l9anQf1feBN3QjEzMysVqsJ6qPAX0v6L0lnSvrn2q9uBDhA0hqSzpc0X9ISSZdL2ryJ806UNEfSS5JmSTqgrvwXkqLu65Lu3YmZmTWj1Ud8HwQOI8172pbVB0l8tkNxNXIu8BbgaOAZ0saJV0raIyIaroIi6e3AecCJwK+Kf6+WtGNEPFpT9TvAJ2tev9iF+M3MrAWtJqh/Av4hIr7ajWByJK0PvA84NiKuL469C3gEeCNwbebUj5L6zL5ZvD5J0mHACcBpNfVeiIh5XQnezMza0mqCGgtc3o1ABrEHMB64buBARDwm6V7SnKzVEpSkCcV559QVXVecU+sdkt4BPAlcDXwmIhZ1LnwbDsO1K+1wajeGdgaMrJw1O19W8l5jMoMryq43oc2dfa2/tNoH9R3gmG4EMogppMWM59cdf7Ioa2RDUkJ9cpBzfkC6p0OAM0nbhvw4F4ik4yTdLun2Zbzc9A2YmVlrWm1BrQ28X9JfkbZ8X1ZbGBEnt3IxSZ8DTh+k2iFll2DVfrBG6stXOSciZtaU/V7SQ8BtknaPiDtWu1iqPxNgoiZ7eSczsy5pNUFNBX5XfL9DXVk7H9bnAt8bpM6jwN6k1tCGpG0+BmwE/DJz3nxSq6u+hbURq7eqat1enLcdsFqCMjOz4dHqYrFlrZmWRcR8Vn9stxpJs0ittWmkR3IUQ8ynArdkrr20OG8a8J81RdOAH5W83c6kZNj6Dm3Wc6rQz9QNufsqm3BbNvG3rK9OC5c0PF7Wb1UFVe9/tDYWix0JEfGcpG8BZ0t6iv8bZn4XcMNAPUn3AV+LiK8Vh2YA/y7pN8DNwPHApsCFRf1tSP1PPyUlyh2Br5BaiTcPw62ZmVlGTySowkeA5cClwFrAz4B3182Beh3pMSAAEXGppFeR9q7ahLTh4uER8UhRZSlwKHAKsC7wGHAVaRSfd5g2MxtBPZOgIuIl4KTiK1dHDY5dQGaV9Yh4DDioUzGamVnn9EyCMrNqigULGx5vt48n20/W4X4h9zNVX6vzoLIkvbFT1zIzMxtSC0rSZsCxwHuBLYd6PTMzswEtt6AkjZV0pKSrgIeB9wM3kSbAmpmZdUTTCUrS6ySdBTxO2vb9T8AbImIr4OzuhGdmZv2qqUdykm4iLbx6FWku0VURUbvMkZf8MesBuQEN0P6ghrLzstc7dI9s2ZiFjde49MTa/tNsn9F+wCXA1yPCE1jNzKzrmn3EtzuwgLRB4EOSPidpahfjMjOzPtdUgoqIOyPiQ6TVGD4N7A/cLekOSR8hLR9kZmbWMa0uFvsS8O+k9e22JY3g+zhpxXD3Q5lVXDf6ajRpg4bHy/q7JvzuoY7HYaNP2xN1I+LBiPhHYAvgSODKjkVlZmZ9b8gTa4tFVf+7+DIzM+uIji11ZGZm1klOUGZmVkleO88so+oTQ6sSX9lgiJwq/Pys+tyCMjOzSnKCMjOzSnKCMjOzSnIflFmPqko/TjtxtNN/VpU+Nxs+bkGZmVklOUGZmVklOUGZmVkluQ/KLMP9Gt3Tzs/Wv4/+4xaUmZlVkhOUmZlVkhOUmZlVkhOUmZlVkgdJmBlQPhE2t2suwPI/zhmWODxIov+4BWVmZpXkBGVmZpXkBGVmZpXkPiizChvOBVLLrje25LxO9xm5r8kGuAVlZmaV5ARlZmaV5ARlZmaV5D4oswprtz/G/UI2GrgFZWZmleQEZWZmleQEZWZmleQEZWZmleRBEmajUC8PamhngMdwTmi24eMWlJmZVZITlJmZVZITlJmZVVLP9EFJWgM4BzgaWAv4GXBiRPyp5JwDgY8BewCbAsdGxEV1dQR8GjgOmATcBnwoIu7uwm2YVVan+3HavV4779VO/5T7pqqvl1pQ5wJHkRLUAcBE4EpJZQstrwvMBk4BXszUORX4B+Ak4M+Bp4DrJa3XobjNzKwNPZGgJK0PvA/4eERcHxF3AO8CdgHemDsvIn4aEZ+MiMuAlQ2uK+DDwJci4kcRMRt4D7Ae8PdduBUzM2tSTyQo0iO68cB1Awci4jHgXmDfIVx3a2BK3XVfBH45xOuamdkQ9Uof1BRgBTC/7viTRdlQrjtwnfrrbtboBEnHkfqrAF6+IS6bPYT370UbsvrvYbTrj3t+5pXvOnO/zwxeZVg0F0d//I5XNZL3/JpmKo1ogpL0OeD0QaodUnYJIDoQSv01steNiJnATABJt0fEnh14/57hex79+u1+wfdcVSPdgjoX+N4gdR4F9ibtOr0h8HRN2Uakx3Htmlf8OwV4rO669a0qMzMbRiOaoCJiPk00MSXNApYB04AfFMc2B6YCtwwhhDmkJDUN+G1x3TVJowQ/PoTrmpnZEI10C6opEfGcpG8BZ0t6ivRUeQZwF3DDQD1J9wFfi4ivFa/XBbYtiscAW0raFXg2Ih6NiJB0LnB6ce79wKeAxRSJcBAzO3OHPcX3PPr12/2C77mSFNGJLpzuK1o2Z5OGf9dO1H2spk4An4mIM4rXBwM/b3C570bE9KLOwETdD7LqRN1+G/xgZlYpPZOgzMysv/TKPCgzM+szTlCDkHSgpMslPS4pJE1vUGd7ST+WtFDSC5LukDR1BMIdssHuV9K6ks6X9CdJL0r6g6SPjFC4HSHpNEm/lfS8pKclXSFpp7o6knSGpLnFff9C0utHKuahGuyeJY2X9GVJd0laIukJST+QtOVIxt2uZn7HdfVnFv//PzaccXZSs/dc5c8vJ6jBla7nJ2lr4GbSiMA3ADvxfwMtetFg6xfOAN5EWmpqKvB54EuS3jVsEXbewcAFpNVD3gAsB26QNLmmzmhbs/Fgyu95bWB30u93d+AtwBbANZJ6YnBVnYMZ/HcMgKS3kX7Hc4czwC44mEHuufKfXxHhrya/SL+06XXHfgB8f6RjG8b7nU0aiFJ77EbS6MkRj7lD970uaeWSI4rXAp4ATq+psxawCPjgSMfbjXvO1NmRNIF955GOt1v3S1rh4HHSH18PAx8b6Vi7ec9V//xyC2oIJI0BjgDukXRN0Yz+raS3j3RsXfQr4AhJWwBI2hfYFbhmRKPqrPVITxcG9mPohzUb6++5kYnFv6Nhn4rV7rdoGf4Q+FxE3DtSgXXRKvfcC59fTlBDsxHpr5JPkj68ppH+g39f0t+MZGBddDJwJ/CopGWk1tMnIuLKkQ2ro84j3eOtxeuyNRuHshZkldTf8yokTQC+AlwRJXuw9ZBG9/sZ4JmI+MbIhNR19fdc+c+vXnyWXCUDCf6/I2JG8f2dkvYEPgSMpg/tAScB+wFvBh4BDgTOkfRwRPR8K0rSDGDMu0LlAAAGGUlEQVR/YP+IWFFX3PSajb1kkHseaFl8D9iA9HvvaY3uV9JBwHTS04BRJ/M7rvznl1tQQzOf1PF4T93xe4GeHO1URtJawBeBUyPiioi4K9KqHZeQdi7uaZK+StoQ8w0R8VBNUe2ajbV6fs3GknseKB947LULcGhEVGWN8raU3O8hwCbAE5KWS1pO6o/6sqSebjGW3HPlP7+coIYgIpaS1vB7XV3R9qTWxWgzvviq/yt7BT3+f0nSeaRVSt4QEffVFdeu2ThQf2DNxqGsBTmiBrlnJI0HLiUlp0MiYl59nV4yyP1eQLrPXWu+5gJfBQ4dzjg7qeyee+Hzy4/4BqFB1vMDzgL+Q9JNwP+Q/hJ7B/DWkYh3qAa7X0k3koaVLyb9Jz4IeDdpGHZPkvR10rD5twILJA20lBZHxOKIIa/ZWDmD3XPRcvpP0nDrI4CoqfNcMUikZzTxO36KNHWg9pxlwLyI+MPwRtsZg91z8X21P79Gehhh1b9IcwmiwddFNXWmkz60XiQtYHv0SMfdrfslPeb6Dmko7ovAfaTHexrp2Idwz43uN4AzauoIOIM03Pwl0uCQnUY69m7dM7BVSZ3pIx1/N37HDc55mB4eZt7sPVf588tr8ZmZWSX1dL+BmZmNXk5QZmZWSU5QZmZWSU5QZmZWSU5QZmZWSU5QZmZWSU5QZqOUpOmS/mcY3+8MSbNrXp8j6V+G6/1t9PE8KLNRqFh9/CHgmIi4seb4eqRVP44ibSPyPGnttX8FLo2IlUN4z3WBNaJYr0/Sq4E/ArtGg3X+zAbjFpTZ6PQ24KW65LQBaauF9wJnA3uSVrj+LvBPtLlAqKQxksZGWjLolcVkI+Jp0jYOJ7R9F9bXnKDMOkDSLyR9Q9JXJD1bbP52iqQ1JH1d0kJJj0p6V915X5L0B0kvSnpY0lnFQrS1dU6T9KSkxZIulvRpSQ8PEtLfA5fXHfsCqdW0V0R8JyLujogHIuI7pG3d5xXvN0nSdyUtKOK6QdLra+KZXsRyePFIbykwtf4RX+Fy0kraZi1zgjLrnGNI28DvBXwJOBf4L9I6Z3uSWir/JmnTmnOWkFo0U4ETSQt1nj5QKOkdwKeLY7uTHsd9tIlY9gdur7nOmOLa348GGw5GxEsR8VLx8qLiHt4C/AXwAnBNsd3KgDVJC+Z+kLQVfG71698Am0napomYzVbhBGXWOXdHxBkR8QAwg7TfzrKIOC8iHgQ+S1p09pVt4iPizIi4OSIejoifklo5tS2OU0gL9f5bRNwfEV8EbisLoniUtz5pYdsBGwKTSAmu7NztSJsSHhcRv4yI35NWxJ5ISsADxgInFbHfHxGLMpecW/y7Vdn7mjXiBGXWOXcNfBNp9NFTwO9rji0DFpA2OgRA0tsk/UrSvGILk6+yal/QDqRWSK3SBAUMtHReqjmmJu9hKrCSmq3QI+K54j52rKm3nLR9+GAGtuVYq7SWWQNOUGads6zudWSOjQGQtDdpN+JrSXsu7UZ6bDa+wTmteKY4Z1LNsadJyXHqIOeWJbLaOF6OBtvDNzC55v3NWuIEZTZy9gMeLx7z/bZ4NPiaujr3kfqBatW/XkWknVLvoabFUwwfvxQ4RtLm9edIWrMYnHEP6XNhn5qyicDOrL41eDN2IiXp3w9W0ayeE5TZyLmfNIDgGEmvlXQCq494Ow+YLum9kraTdCppAMNgraprSQMlan0SeBS4TdKxkl4vadtiZOEsYEqRJP8b+FdJB0jaGfgeab5UO7sHHwDcFBEvtHGu9TknKLMREhFXkOYjnUvqv5oG/HNdnUuAM0mjAn9HapFcyKr9S418EzhM0sAjNiJiAbA3aZTeJ0hJ6RbgfcV7PFpUPZbU73V58e/awGHR3jbvRxexmLXMK0mY9RhJPwHGRcQRg9S7hDSy8MzhiWy1938TKQHvEhHLRyIG623jRjoAM8uTtDZpJYZrSCPnjiLNTzqqidNPBY7sXnSDWgc41snJ2uUWlFmFFZNjryCN8FsLeAA4KyK+P6KBmQ0DJygzM6skD5IwM7NKcoIyM7NKcoIyM7NKcoIyM7NKcoIyM7NKcoIyM7NK+l8c/oDS25LMrAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEUCAYAAAB+uqLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xm4nVV59/HvLyFAEBKIgGGKICgkAmWyzDOxFkutL1qlOARFRHwBtYpFfCuioiJGKIo0TkCFQgvaMhOo1glFCHBhDCDzYExISASBBBJyv3+s58jOzl7Pns/Z++zf57rOlbOfaa/nnJNzn/Xca91LEYGZmVmvGTPSDTAzM6vFAcrMzHqSA5SZmfUkBygzM+tJDlBmZtaTHKDMzKwnOUCZmVlP6rsAJekESQ9LWi5pjqT9S47dTNKlku6V9JKkCzPHHSlpnqQXin/f2rUbMDOzhvRVgJL0DuBc4ExgV+AW4HpJUzKnrAMsBr4E3Jq55t7A5cAlwC7Fv/8pac/Ott7MzJqhfqokIelW4O6I+EDFtvuBKyLi1DrnXgMsjogZVdsvByZFxPSKbTcDiyLiqE6238zMGtc3PShJawO7A7Ords0G9mnj0nvXuOaNbV7TzMzatNZIN6AJGwNjgYVV2xcCh7Vx3cmZa06udbCk44DjAMYydvf1mNDGW5v1B40bl90XK1Z07BwbDH9i6eKI2KTecf0UoIZUP5NUjW1du2ZEzAJmAUzQpNhTh7b51ma9b61NN8vuWzn/Dx07xwbDzXHFo40c1zeP+EiDHV5izZ7NpqzZA2rGgi5c08zM2tQ3ASoiXgTmANOrdk0njeZr1S+7cE0zM2tTvz3imwn8m6RfA78Ajgc2By4AkHQxQES8Z+gESbsUn04AVhWvX4yIecX2c4GfSjoV+CHwVuBgYL/u346ZmeX0VYCKiMslvRL4NLAZMBc4PCKGnmfWmg91Z9XrI4BHga2La94i6Z3A54HPAg8C74iImvOmzAZRWc5orc3zuabhUtYG57v6V18FKICIOB84P7PvoBrb1MA1rwCuaLtxZmbWMX2TgzIzs8HiAGVmZj3JAcrMzHpS3+WgzKx13RhM0Mp5nR5Y4YEQo5N7UGZm1pMcoMzMrCc5QJmZWU9yDspsgAxnrqbVfNeYXafV3L7qznk1t9vo5R6UmZn1JAcoMzPrSQ5QZmbWk5yDMrO25HJNq161Uf6ckuutdK7JCu5BmZlZT3KAMjOznuQAZWZmPckByszMepIHSZi1IDcwYBCLlmbvueRrsarkev7a2hD3oMzMrCc5QJmZWU9ygDIzs57kHJRZC/o1H9KNBQtzckVf61q4tOlThvO+bPi4B2VmZj3JAcrMzHqSA5SZmfUk56Bs1PD8mfrKvhat5nGy57WQS4KSIrMlbfD3eHRyD8rMzHqSA5SZmfUkBygzM+tJDlBmZtaTPEjCRo1BS5SXDWpoRacHULTavjGZwRVjPBl34LgHZWZmPckByszMelLTj/gkrQNsDowHFkXEoo63yszMBl5DAUrSBsC7gKOAvwTGAQJC0nzgBmBWRNzWrYaa2epayRm1mqvJTp6F7ATasnNyeSbIt7G0+KxzUKNS3Ud8kj4KPAK8D7gJeAuwC/A6YG/gM6RAd5OkGyS9tmutNTOzgdFID2of4MCImJvZ/2vgu5KOB94PHAjc36H2mZnZgKoboCLi7Y1cKCJeAM5vu0VmZmZ4HpRZ3xrORfpW3Tmv6XYsmTYxe86kkhxUNn9W0gYbnVoZxbcWaaDEFGDtyn0RcXGH2mVmZgOuqQAlaQfgamAb0ii+l4prrABeABygzMysI5qdqHsOMAeYCDwPTAX2AO4Cjuxs08zMbJA1+4jvDaQRfc9JWgWsFRF3SDoFOA/YueMtNDOzgdRsgBKp5wSwCNgCuA94Atiug+0yszpaGQjRagHXsvfKTcid9ONHsufMP3Kb7L7Nr3y44XZ1y3AOQLG8ZgPUXOAvgIdI858+Kekl4APAAx1um5mZDbBmc1BfIPWiAD4NbAX8GHgjcFIH25Ul6QRJD0taLmmOpP3rHH9gcdxySQ8VE4or958uKao+FnT3LszMrJ5mA9Q9wH8BRMRDETEN2Bh4FalX1VWS3gGcC5wJ7ArcAlwvaUrm+G2A64rjdgW+CJwnqXpAx33AZhUfO3XlBszMrGHNPuJ7mPQL/MmhDRGxRNIri31jO9i2Wj4GXBgR3ypenyjpTcCHgFNrHH88MD8iTixe3yNpT+DjwJUVx62MCPearOd0I2eUU1rctaxYbAs2Pe+W7L5lb9yj5vbxJdfrdF7Ieabe0GwPSkDU2L4+sLz95pS8sbQ2sDswu2rXbFK9wFr2rnH8jcAeksZVbHuNpN8Xjw4vk/SajjTazMxa1uhyG/9SfBrAFyU9X7F7LKmyxF0dblu1jYv3Wli1fSFwWOacycDNNY5fq7jeH4BbgRnAvcCmpNzaLZJeHxFPVV9Q0nHAcQDrsl4r92FmZg1o9BHfUE5GpMm5L1bsexG4Azi7g+0qU92Dy/Xqyo7/8/aIuH61ndKvSPm09wIz17hYxCxgFsAETSp7XzMza0NDASoiDgaQ9D3g5Ih4pqutqm0xqbTS5Krtm7Jmr2rIgszxK4E1ekcAEfGspN8CXtfKhk0rCwx2egG/VhYRBFiRyxm1UBAW4JlNxtXcXpaDstGpqRxURBwzQsGJiHiRVGZpetWu6aRRerX8kjUf/00Hbo+IFbVOkLQusAPp8Z+ZmY2QZgdJIOmvJV0r6R5JWxXbjpV0aOebt4aZwIzi/aZKOhfYHLigaMfFkioL1l4AbCnpnOL4Y0n5pj8/jpR0djFXaptihN8VwCuAi4bhfszMLKOpACXpaOA/gN8BWwNDffGxwCkdbVkNEXE58BHSQIa7gP2AwyPi0eKQKcXH0PEPA4cDBxTHnwacFBGVQ8y3BP6dNBfqB6Sq7HtVXNPMzEZAs/OgTgE+EBGXFb2RIb8Czuhcs/Ii4nwyK/dGxEE1tv0E2K3keu/sWOPMzKxjmg1QryXldao9C0xovzlm1qhWVrktnYxbMqjhwXP2yu6bct3KmtvLCsKuuyQ/AHbCJbV+xaSRTTZYms1BzQdeV2P7AcCD7TfHzMwsaTZAzQL+RdK+xeutJL0XOAv4ZkdbZmZmA62pR3wRcZakicBNwLqkSuYvAGdHxDe60D4zMxtQzeagiIjTJH0BmEbqgc2LiGc73jIzK52MW5YzauWcsvzUJrcpu2/c7Ntrbp+8KN/2FzbJlwl75ui9a24vWwCxjAu/9q+mAxRARDwP1P6pNDMz64CmA1SxJtOhpJJBq+WwIuJvO9QuMzMbcE0FKElfIU2U/TFpRJ+LpZqZWVc024N6D3BURFzRjcaYDapcnqSlZ/AlyvJMZTac93R236P/XHs5tsm/erHmdoB1Fj2f3Tdudu35XZ4HNXiaHWY+hu6v+2RmZtbSPKh3daMhZmZmleo+QahYTRdSQDta0nTgbmC1JSsi4qTONs/MzAZVI4+4d6p6PfSIb4eq7R4wYWZmHVM3QA2tpmtmL2tlBdyyVWSX7bhF7R2ZSbCteubgrbP7yibClhV+nfhg83+blk4yLlspOKOscK71r4ZyUJK+K2mDbjfGzMxsSKODJN4LjO9mQ8zMzCo1GqDyhbjMzMy6oJl5gB4E0YPK8houkpl042vUynllk2THz/19ze1LMoVT61n0htr/Xadct6Lm9m4om4xbJldINvc1AljV0jtZr2smQC2QyjtSETG2veaYmZklzQSo44A/dqshZmZmlZoJUFdHxJNda4mZmVmFRgOU8089ynmm+lr9GpXlrpYcvHXN7WVFVcvm/uSu16q1l9Qe/7Rgr7Wz57x6UT5H9kJpjdnaj/4X7Ldh9ox1l0zM7hu/qHaezD/rg8ej+MzMrCc11IOKiGaLypqZmbXFgcfMzHqSA5SZmfWkTi/YadawVgqudvJ92nmvssKqOa2uZpuzfFI+NZxbzfaxw/P/5df6Wn4QxzpX5gc8/Gnb5qfJbnRffn3ccR0ukGv9q+UelKR9Ja3TycaYmZkNaecR3/VAZo0AMzOz9rQToDz03MzMusY5qFFsuHI8reqFdpTlp8pyRrmCpmUFUssmruasuyQ/R36j+2rnmSBfWHX7ufn3uueUV2f3rV2SPlu1Ye2JtVtfmv8btrTwa2bBwrJFCV00eXRqpwf1QWBhpxpiZmZWqeUeVERc2smGmJmZVfI8KDMz60kOUGZm1pM8SGIU64XkcFnyOqdscEIrifJlO+ZnQyzbZFzjDauQq7hdppUJrS9slP8bcvmkfGXydTKVye87eXz2nIlz8u9VXs28trLK6RM32Tq7b8Ilv6y5fUxm8ATAypKfC+tf7kGZmVlPqtuDknQV8K6IeKb4PCsi/rZjLTMzs4HWyCO+p3h5wcIlePFCMzMbBnUDVEQcU/H5jK62xjpquCbqPnniPtl9ZZNJc0VBHz92m+w56+yXf6/JP/9jze1lk0IpyU8t3T6fQxm/KH/JnKm7PJrfN7H2lMKbvrtX9pyyvNAfp9VesXbdh/KTZ+OwfLFY5uTfbN2HapfkXKfkcmUrD+cydWX5RxudGs5BSRon6VZJ23ezQWZmZtBEgIqIFcA2+BGfmZkNg2ZH8V0EfKAbDTEzM6vU7DyoVwBHS5oOzAGeq9wZESd1qmE5kk4APgFsBvwW+EhE/Kzk+AOBmcDrgfnAWRFxQTvXrOfBc/J5g+3Pqp2HaDUvVDY3hIW1kwBlOaPNr3y4pXbktFIUtCx3ceep38zuO2TG+2tuX5bJx9STy2kBPHpE7cKvEx/Mz6t6+kf5YrHP/ap2Lmwj8jm8ssUHly9tfgbJZqfn81P3v7f5OVytzmIp/ZnOcH5qdGr2J2gqcAewFHgNsFPFx46dbdqaJL0DOBc4E9gVuAW4XtKUzPHbANcVx+0KfBE4T9KRrV7TzMyGR1M9qIg4uFsNadDHgAsj4lvF6xMlvQn4EHBqjeOPB+ZHxInF63sk7Ql8HLiyxWuamdkw6JtKEpLWBnYHZlftmg3knlntXeP4G4E9ilGJrVzTzMyGQdO1+CS9CvgwMI00om8ecH5EdHttqI2Bsay5BtVC4LDMOZOBm2scv1ZxPTV7TUnHAccBrEvtRevMzKx9TQUoSfsCN5B+gQ9VdDwa+Kikv4qI2lUeO6t6mLtqbKt3/NB2lRxT85oRMQuYBTBBk2oeM+W6ldnG5Aqhln0jWh1AseTgrWtuL0v+zz8yP0k2d17Zqq/3lazSmvs6lU3uzQ2EKLPs7/P3O/4/8gMXcpNdASY+WPuel0/KDzR4cVJ+oEFuUnBZgdn1t8lPdl33ttr3tfmVj2TPebhkgvTaS7K7sve1/DUvZM/JrUgM+VWJx2QG/QCM8Yq6o1KzPaizgX8Hjo+IVQCSxgAXAF+lu4/FFgMvkXpFlTYlv7LvgszxK0klnNTCNc3MbBg0m4PaBfjqUHACKD6fSRoB1zUR8SJpaPv0ql3TSSPvavklaz6qmw7cHhErWrymmZkNg2YD1NOkahLVtgHyz1E6ZyYwQ9KxkqZKOhfYnNSDQ9LFki6uOP4CYEtJ5xTHHwvMIPUEG7qmmZmNjGYf8V0GfEfSKaQeRgD7AV8iPfrrqoi4XNIrgU+TJtXOBQ6PiKHZr1Oqjn9Y0uHA10jDxucDJ0XElU1cs2m5IqhQ/qy8FWUTFCctrP1eZQsCbnpevuOYy4aM32SP/Dkb5vNT4+fOr31OSfvK8hC5hQl1c/56i96Qz/Fs8GDzg1y3PDI/0fmJK/M5npy1l+TbMD6TZwJ4etvaubBFb8jnBB/4++YnQQMs+fBzNbf/4w7V45NeNnPO27P7ct+tcZ6MO3CaDVCnkPI23604dwXwTeCfOtiurIg4Hzg/s++gGtt+AuzW6jXNzGxkNDtR90XgZEmnAtuSgtUDEVF72I2ZmVmLGnqGIemvJT0iaSJARDwfEb+JiLuBccW+N3a1pWZmNlAUUX/1DEnXAtdFxDcy+z8E/E1EvLnD7etpEzQp9tShI92MYdPKAoi5c8rkcklQnt9r5b3KlOXC7n/vhJrbX3vRMy2914L9aueTyuaYjV+0In+9vWrPq9r2kHyO7PGn8zmtSd94RXZfK3O4tv3Ir7L7csqKyJblJj0PqvfcHFfMiYh88rrQaBZ4Z9asyFDpR8BfNHgtMzOzuhoNUJuQH8QFaTTfK9tvjpmZWdJogHqC1IvK2RnIL/xjZmbWpEYD1LXA5ySNr94haT3gjOIYMzOzjmh0mPkXgLcB90s6D7i32D4V+L+k4eZndr551ks6nWzOXW+dksEJZc+Zc9db8ca6udja7cgULYV8oduyArNlhWRfyNzy5J/nC8LmBmoArNqwdqHWxd/aOnvOM9PzRXonZfeUDeTI//37zNF759/rx4/U3uGBEAOnoQAVEU9K2oc0IfdMVq8CfiNwwjAst2FmZgOk4Ym6RemfwyVtBGxHClL3R0T+zxozM7MWNb1gYRGQbutCW8zMzP6sboCStE1E5Gf3rX6sgC0j4vG2W2ajQiu5gbICuK3oxuTeXOHScSXnTGrhvcoWkJxyXT5n9PJT+NXt8eVbs2dc88O9svuWbZKfMLzhvHyeLKdswcIc55kGTyOj+H4p6TuSsllNSRsV1STmAW/pWOvMzGxgNfKIbwfgNOBaSS+RFvj7A7CcVBl/Gmk036+Bj0TEjV1qq5mZDZC6PaiI+GNEfALYgrSm0r3AhqRFClcCFwG7RsS+Dk5mZtYpzYziWwZcUXyYdU1ZXmi45mLVa0enC9MuOXjrmtvLFpAsa8M9Z25ee8cn80ujTSzJM5UVps3Nx8rNFQNYtkk+W7dGNYDCcP5cWG9ofslQMzOzYeAAZWZmPckByszMepIDlJmZ9aSmK0mYVet08rofEt65NrY6eCJXIHVZSaHbJzMr2QJM/VTtufVlqwQv2Cu/ou74Rdld2cEQ4+fmV+ApKwicW1G57Ho2OjUVoCR9N7MrSPOiHgAuj4j57TbMzMwGW7M9qE2A/UmrHswttu1IqqsyB/g/wBmS9o+IuzrWSjMzGzjN5qB+AVxPqrd3QEQcAGwJXAfMBl5NWrjwqx1tpZmZDZxme1AnA4dExJ9XcouI5yV9AfifiDhL0peBmzvZSGtNLh/SDzmeXtDp/FkrubrcpFWAcbPz75WbIvtkSfHZyb/KF58tW7xxTGYhwdzkYygvMFv2XjZYmu1BrQ/U+l82udgH8AwefGFmZm1qNkD9EPiOpLdL2lrSqyW9HfgO8IPimL8EftfJRpqZ2eBptqdzPDAT+H7FuSuB7wIfL17fA3ygI60zM7OBpYh8gcjsSdIrgG1Jo/ceiIjnOt2wfjBBk2JPHTrSzbABVZbTyuV/yoq+luV+yhYYzBV+bWUhQ8jntJw7HT1ujivmRER+kl+hpVxREZDubuVcMzOzRjQdoCStRcozTQFWm8oeERd3qF1mZjbgmq0ksQNwNWmxQgEvFddYAbwAOECZmVlHNDuK7xxSxYiJwPOkpd73AO4Cjuxs08zMbJA1+4jvDcCBEfGcpFXAWhFxh6RTgPOAnTveQrMB1moh3g3n5YuxDpdHj8gXny2bFExmQEbZpGUPoBidmu1BidRzAlgEDJUdfgLYrlONMjMza7YHNRf4C+Ah4NfAJyW9RJr39ECH22ZmZgOs2QD1BeAVxeefBq4BfgwsBv6+g+0yM7MB11SAiogbKz5/CJgmaRKwNFqZ8WtmpVrNreQm1rY6GXdpyeKIm553S83t40sWW+znxQddhHn4tDIPajKwD7ApFTksSUTE+R1sm5mZDbBm50G9C/g2abDEUtJKukMCcIAyM7OOaCUHdRZwRkTklpwxMzNrW7MBagJwoYOT2cgrmyPF7Ntrb991WvaUsrzQ+LklDcm0Y0xJvmvZjltk9+Xa0Ss5nl5pxyBodh7UJcCbu9EQMzOzSs0GqI8Bfy3pvyR9TtI/V350o4FDJK0j6TxJiyU9J+kqSVs2cN4Jkh6WtFzSHEn7V+3/X0lR9XFZ9+7EzMwa0ewjvg8CbyLNe9qONQdJnNGhdtVyDvAW4CjgKdLCiddI2j0iXqp1gqR3AOcCJwA/L/69XtK0iHis4tDvAZ+qeL2sC+03M7MmNBug/h/wjxHxtW40JkfSROD9wDERcVOx7d3Ao8BhwI2ZUz9Gypl9q3h9oqQ3AR8CTq047vmIWNCVxpuZWUuaDVBjgau60ZA6dgfGAbOHNkTE45LuIc3JWiNASVq7OO/sql2zi3MqvVPSO4GFwPXAZyPiT51rvlnntZKsX3XnvPzOkgEUuVVuAVa9qnZh2rJisdt8++Hsvtx9tVo41xNr+1ezOajvAUd3oyF1TCatPbW4avvCYl8tG5MC6sI651xKuqeDgc+Rlg35Qa4hko6TdLuk21fwQsM3YGZmzWm2B7UecKykvyIt+b6icmdEnNTMxSR9HjitzmEHl12C1fNgtVTvX+2ciJhVse83kh4CbpW0W0TcscbF0vGzACZokss7mZl1SbMBaipwZ/H5DlX7WvllfQ7w/TrHPAbsReoNbUxa5mPIpsBPM+ctJvW6qntYm7Jmr6rS7cV5rwXWCFBmZjY8mi0WW9abaVpELGbNx3ZrkDSH1FubTnokRzHEfCpQs1JlRLxYnDcd+M+KXdOBK0vebidSMBy1D6hbfZZvw6/T36uy6y2ZNjG7b0JJ7ir3S2SrM0ryXSXt6HTOqNM5LRs+TReLHQkR8bSk7wBfkfQkLw8zvxu4eeg4SfcCX4+IrxebZgL/JunXwC+A44HNgQuK47cl5Z+uIwXKacBXSb3EXwzDrZmZWUZfBKjCR4GVwOWk1Z//B3hP1Ryo7UmPAQGIiMslvZK0dtVmpAUXD4+IR4tDXgQOBU4G1gceB64ljeKrObfKzMyGR98EqIhYDpxYfOSOUY1t55Opsh4RjwMHdqqNZmbWOX0ToKxz/Hy9f3T6e1V2vQmXtPZe2cKvJQVh1yopTJubV8Uwfi2sNzQ7DypL0mGdupaZmVlbPShJWwDHAO8DprR7PTMzsyFN96AkjZX0VknXAo8AxwI/I02ANTMz64iGA5Sk7SWdBfyetOz7E8AhEbE18JXuNM/MzAZVQ4/kJP2MVHj1WtJcomsjorLMkUv+mA2ocZnVe1e8cY/sOWUDFMbkBknYwGk0Z7QvcBnwjYjwBFYzM+u6Rh/x7QYsJS0Q+JCkz0ua2sV2mZnZgGsoQEXEXRHxYVI1hs8A+wG/lXSHpI+SygeZmZl1TLPFYpcD/0aqb7cdaQTfJ0gVw52HMhulxrSymGEmN1VPblFFF3cdPC1P1I2IByLin4CtgLcC13SsVWZmNvDanlhbFFX97+LDzMysIzpW6sjMzKyTHKDMzKwnuXaeDTQn3huTG7gAMCbzNWz1a5sdkJEbjGGjlntQZmbWkxygzMysJzlAmZlZT3IOygaa80yNKZuouyp3Tos5o1y+K/c+Nnq5B2VmZj3JAcrMzHqSA5SZmfUk56DMrK6yfNKqzAKDue0AtDIPqkTZPC3rX+5BmZlZT3KAMjOznuQAZWZmPckByszMepIHSZhZXaUTmjs82dkDHmyIe1BmZtaTHKDMzKwnOUCZmVlPcg7KzNqSW5iwpUUJcQ7KXuYelJmZ9SQHKDMz60kOUGZm1pOcgzKztrSy6GNp8dl2GmOjintQZmbWkxygzMysJzlAmZlZT3KAMjOznuRBEmbWFbkJvGaNcg/KzMx6kgOUmZn1JAcoMzPrSX2Tg5K0DnA2cBQwHvgf4ISIeKLknAOAjwO7A5sDx0TEhVXHCPgMcBywEXAr8OGI+G0XbsNsYLQygdesUj/1oM4BjiQFqP2BCcA1ksaWnLM+MBc4GViWOeYU4B+BE4E3AE8CN0naoEPtNjOzFvRFgJI0EXg/8ImIuCki7gDeDewMHJY7LyKui4hPRcQV1KigUvSePgJ8KSKujIi5wHuBDYB/6MKtmJlZg/oiQJEe0Y0DZg9tiIjHgXuAfdq47jbA5KrrLgN+2uZ1zcysTf2Sg5oMvAQsrtq+sNjXznWHrlN93S1qnSDpOFK+CuCFm+OKuW28fz/amDW/D6PdoN3zoN0v+J6H26sbOWhEA5SkzwOn1Tns4LJLANGBplRfI3vdiJgFzAKQdHtE7NGB9+8bvufRb9DuF3zPvWqke1DnAN+vc8xjwF7AWFLEX1Sxb1PS47hWLSj+nQw8XnXd6l6VmZkNoxENUBGxmAa6mJLmACuA6cClxbYtganALW004WFSkJoO3FZcd13SKMFPtHFdMzNr00j3oBoSEU9L+g7wFUlPAk8BM4G7gZuHjpN0L/D1iPh68Xp9YLti9xhgiqRdgCUR8VhEhKRzgNOKc38HfBp4liIQ1jGrM3fYV3zPo9+g3S/4nnuSIjqRwum+omfzFdLw78qJuo9XHBPAZyPi9OL1QcCPa1zuooiYURwzNFH3g6w+UXfQBj+YmfWUvglQZmY2WPplHpSZmQ0YB6g6JB0g6SpJv5cUkmbUOOZ1kn4g6Y+Snpd0h6SpI9DcttW7X0nrSzpP0hOSlkm6T9JHR6i5HSHpVEm3SXpG0iJJV0vaseoYSTpd0vzivv9X0utHqs3tqnfPksZJ+rKkuyU9J+kPki6VNGUk292qRr7HVcfPKn7+Pz6c7eykRu+5l39/OUDVV1rPT9I2wC9IIwIPAXbk5YEW/ahe/cKZwJtJpaamAl8AviTp3cPWws47CDifVD3kEGAlcLOkSRXHjLaajQdRfs/rAbuRvr+7AW8BtgJukNQXg6uqHET97zEAkt5G+h7PH84GdsFB1Lnnnv/9FRH+aPCD9E2bUbXtUuCSkW7bMN7vXNJAlMptPyGNnhzxNnfovtcnVS45ongt4A/AaRXHjAf+BHxwpNvbjXvOHDONNIF9p5Fub7ful1Th4PekP74eAT4+0m3t5j33+u8v96DaIGkMcAQwT9INRTf6NknvGOm2ddHPgSMkbQUgaR9gF+CGEW1VZ21AerqwtHg9CDUbq++5lgnFv2XH9Is17rfoGf478PmIuGekGtZFq91zP/z+coBqz6akv0o+RfrlNZ30A36JpL905ISwAAAGlUlEQVQZyYZ10UnAXcBjklaQek+fjIhrRrZZHXUu6R5/Wbwuq9nYTi3IXlJ9z6uRtDbwVeDqKFmDrY/Uut/PAk9FxDdHpkldV33PPf/7qx+fJfeSoQD/3xExs/j8Lkl7AB8GRtMv7SEnAvsCfws8ChwAnC3pkYjo+16UpJnAfsB+EfFS1e6Gazb2kzr3PNSz+D6wIen73tdq3a+kA4EZpKcBo07me9zzv7/cg2rPYlLicV7V9nuAvhztVEbSeOCLwCkRcXVE3B2pasdlpJWL+5qkr5EWxDwkIh6q2FVZs7FS39dsLLnnof1Dj712Bg6NiKeGuYkdVXK/BwObAX+QtFLSSlI+6suS+rrHWHLPPf/7ywGqDRHxIqmG3/ZVu15H6l2MNuOKj+q/sl+iz3+WJJ1LqlJySETcW7W7smbj0PFDNRvbqQU5ourcM5LGAZeTgtPBEbGg+ph+Uud+zyfd5y4VH/OBrwGHDmc7O6nsnvvh95cf8dWhOvX8gLOA/5D0M+BHpL/E3gn83Ui0t1317lfST0jDyp8l/RAfCLyHNAy7L0n6BmnY/N8BSyUN9ZSejYhnI9qu2dhz6t1z0XP6T9Jw6yOAqDjm6WKQSN9o4Hv8JGnqQOU5K4AFEXHf8La2M+rdc/F5b//+GulhhL3+QZpLEDU+Lqw4Zgbpl9YyUgHbo0a63d26X9Jjru+RhuIuA+4lPd7TSLe9jXuudb8BnF5xjIDTScPNl5MGh+w40m3v1j0DW5ccM2Ok29+N73GNcx6hj4eZN3rPvfz7y7X4zMysJ/V13sDMzEYvBygzM+tJDlBmZtaTHKDMzKwnOUCZmVlPcoAyM7Oe5ABlNkpJmiHpR8P4fqdLmlvx+mxJ/zJc72+jj+dBmY1CRfXxh4CjI+InFds3IFX9OJK0jMgzpNpr/wpcHhGr2njP9YF1oqjXJ2kT4EFgl6hR58+sHvegzEantwHLq4LThqSlFt4HfAXYg1Th+iLg/9FigVBJYySNjVQy6M/FZCNiEWkZhw+1fBc20BygzDpA0v9K+qakr0paUiz+drKkdSR9Q9IfJT0m6d1V531J0n2Slkl6RNJZRSHaymNOlbRQ0rOSLpb0GUmP1GnSPwBXVW07k9Rr2jMivhcRv42I+yPie6Rl3RcU77eRpIskLS3adbOk11e0Z0bRlsOLR3ovAlOrH/EVriJV0jZrmgOUWeccTVoGfk/gS8A5wH+R6pztQeqpfFvS5hXnPEfq0UwFTiAV6jxtaKekdwKfKbbtRnoc97EG2rIfcHvFdcYU174kaiw4GBHLI2J58fLC4h7eAvwl8DxwQ7HcypB1SQVzP0haCj5X/frXwBaStm2gzWarcYAy65zfRsTpEXE/MJO03s6KiDg3Ih4AziAVnf3zMvER8bmI+EVEPBIR15F6OZU9jpNJhXq/HRG/i4gvAreWNaJ4lDeRVNh2yMbARqQAV3bua0mLEh4XET+NiN+QKmJPIAXgIWOBE4u2/y4i/pS55Pzi363L3tesFgcos865e+iTSKOPngR+U7FtBbCUtNAhAJLeJunnkhYUS5h8jdVzQTuQeiGVSgMUMNTTWV6xTQ3ew1RgFRVLoUfE08V9TKs4biVp+fB6hpblGF96lFkNDlBmnbOi6nVkto0BkLQXaTXiG0lrLu1Kemw2rsY5zXiqOGejim2LSMFxap1zywJZZTteiBrLw9cwqeL9zZriAGU2cvYFfl885ruteDT46qpj7iXlgSpVv15NpJVS51HR4ymGj18OHC1py+pzJK1bDM6YR/q9sHfFvgnATqy5NHgjdiQF6d/UO9CsmgOU2cj5HWkAwdGSXiPpQ6w54u1cYIak90l6raRTSAMY6vWqbiQNlKj0KeAx4FZJx0h6vaTtipGFc4DJRZD8b+BfJe0vaSfg+6T5Uq2sHrw/8LOIeL6Fc23AOUCZjZCIuJo0H+kcUv5qOvDPVcdcBnyONCrwTlKP5AJWzy/V8i3gTZKGHrEREUuBvUij9D5JCkq3AO8v3uOx4tBjSHmvq4p/1wPeFK0t835U0RazprmShFmfkfRDYK2IOKLOcZeRRhZ+bnhatsb7v5kUgHeOiJUj0Qbrb2uNdAPMLE/SeqRKDDeQRs4dSZqfdGQDp58CvLV7ravrFcAxDk7WKvegzHpYMTn2atIIv/HA/cBZEXHJiDbMbBg4QJmZWU/yIAkzM+tJDlBmZtaTHKDMzKwnOUCZmVlPcoAyM7Oe5ABlZmY96f8Dj6q3SgOW84AAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,2)\n",
"for i, visit in enumerate(datarefs['ALCF'].cache):\n",
" #print('###')\n",
" #print(visit)\n",
" src = butler['ALCF'].get('src', visit)\n",
" #print(len(src['coord_ra']), np.count_nonzero(src['deblend_nChild']==0), 'THETA')\n",
" photoCalib = butler['ALCF'].get(\"calexp_photoCalib\", visit)\n",
" mag = photoCalib.instFluxToMagnitude(src, 'base_SdssShape')[:, 0]\n",
" try:\n",
" src2 = butler['CORI'].get('src', visit)\n",
" photoCalib2 = butler['CORI'].get(\"calexp_photoCalib\", visit)\n",
" #print(len(src2['coord_ra']), np.count_nonzero(src2['deblend_nChild']==0), 'CORI')\n",
" mag2 = photoCalib2.instFluxToMagnitude(src2, 'base_SdssShape')[:,0]\n",
" dist, ids, matched = spatial_closest_mag_1band(np.degrees(src['coord_ra']), np.degrees(src['coord_dec']), mag,\n",
" np.degrees(src2['coord_ra']), np.degrees(src2['coord_dec']), \n",
" mag2, np.arange(len(src2['coord_ra'])))\n",
" plt.figure()\n",
" plt.hist2d(mag[matched], mag[matched]-mag2[ids][matched], range=[(16,27),(-0.1,0.1)], bins=50)\n",
" plt.xlabel('mag (Cori)')\n",
" plt.ylabel(r'$\\Delta$ mag (Cori - Theta)')\n",
" if i==0:\n",
" ax[0].scatter(mag[matched], mag[matched]-mag2[ids][matched], s=0.01, label='Cori - Theta')\n",
" ax[0].set_xlabel('mag (Cori)')\n",
" ax[0].set_ylabel(r'$\\Delta$ mag' )\n",
" ax[1].hist(np.degrees(src['coord_dec'][matched]-src2['coord_dec'][ids][matched])*3600000, range=(-100, 100), bins=50, histtype='step')\n",
" ax[1].set_xlabel(r'$\\Delta$ Dec [mas]')\n",
" except:\n",
" continue\n",
" try:\n",
" src3 = butler['GRID'].get('src', visit)\n",
" #print(len(src3['coord_ra']), np.count_nonzero(src3['deblend_nChild']==0), 'GRID')\n",
" photoCalib2 = butler['GRID'].get(\"calexp_photoCalib\", visit)\n",
" #print(len(src2['coord_ra']), np.count_nonzero(src2['deblend_nChild']==0), 'CORI')\n",
" mag2 = photoCalib2.instFluxToMagnitude(src3, 'base_SdssShape')[:,0]\n",
" dist, ids, matched = spatial_closest_mag_1band(np.degrees(src['coord_ra']), np.degrees(src['coord_dec']), mag,\n",
" np.degrees(src3['coord_ra']), np.degrees(src3['coord_dec']), \n",
" mag2, np.arange(len(src3['coord_ra'])))\n",
" plt.figure()\n",
" plt.hist2d(mag[matched], mag[matched]-mag2[ids][matched], range=[(16,27),(-0.1,0.1)], bins=50)\n",
" plt.xlabel('mag (Cori)')\n",
" plt.ylabel(r'$\\Delta$ mag (Cori - Grid)')\n",
" if i==0:\n",
" ax[0].scatter(mag[matched], mag[matched]-mag2[ids][matched], s=0.01, label='Cori - Grid')\n",
" ax[1].hist(np.degrees(src['coord_dec'][matched]-src3['coord_dec'][ids][matched])*3600000, range=(-100, 100), bins=50, histtype='step')\n",
"\n",
" except:\n",
" continue\n",
"\n",
"#ax.legend()\n",
" #print(len(src['coord_ra']), 'ALCF')\n",
" #print(len(src3['coord_ra']), 'GRID')\n",
" # print(len(src['ra']), len(src2['ra']), 'ALCF v Cori')\n",
" #except:\n",
" # print('Visit not in Cori')\n",
" #try:\n",
" ## src2 = butler['GRID'].get('src', visit)\n",
" # print(len(src['ra']), len(src2['ra']), 'ALCF v Grid')\n",
" #except:\n",
" # print('Visit not in Grid')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "desc-stack",
"language": "python",
"name": "desc-stack"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment