{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"toc": "true"
},
"source": [
"# Table of Contents\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introduction\n",
"Date: Nov 25, 2019\n",
"\n",
"**Usual Filtering** \n",
"```python\n",
"df = df.query('calib_psfCandidate == 0.0')\n",
"df = df.query('deblend_nChild == 0.0')\n",
"df['ellip'] = np.hypot( df['ext_shapeHSM_HsmShapeRegauss_e1'] ,\n",
" df['ext_shapeHSM_HsmShapeRegauss_e2'] )\n",
"df = df.query('ellip < 2.0') # it was 1.5 before\n",
"\n",
"#select only few columns after filtering:\n",
"cols_select = ['base_SdssCentroid_x', 'base_SdssCentroid_y',\n",
" 'base_SdssCentroid_xSigma','base_SdssCentroid_ySigma',\n",
" 'ext_shapeHSM_HsmShapeRegauss_e1','ext_shapeHSM_HsmShapeRegauss_e2',\n",
" 'base_SdssShape_flux']\n",
"df = df[cols_select] \n",
"\n",
"# drop all nans\n",
"df = df.dropna()\n",
"\n",
"# additional columns\n",
"df['radius'] = df.eval(\"\"\" ( (ext_shapeHSM_HsmSourceMoments_xx * ext_shapeHSM_HsmSourceMoments_yy) \\\n",
" - (ext_shapeHSM_HsmSourceMoments_xy**2 ) )**0.25 \"\"\")\n",
"```\n",
"\n",
"**Shape filtering** \n",
"https://github.com/LSSTDESC/DC2-analysis/blob/master/tutorials/object_gcr_2_lensing_cuts.ipynb\n",
"```python\n",
"df = df.query('ext_shapeHSM_HsmShapeRegauss_resolution >= 0.3')\n",
"df = df.query('ext_shapeHSM_HsmShapeRegauss_sigma <= 0.4')\n",
"df = df.query('ext_shapeHSM_HsmShapeRegauss_flag== 0.0')\n",
"```\n",
"\n",
"**Filter strongly lensed objects** \n",
"- Take the objects with centroids >154 pixels (remove strong lens objects).\n",
"```python\n",
"# exclude strong lens objects <=154 distance\n",
"# The shape of lsst.fits file is 3998,3998 and center is 1699,1699.\n",
"df['x_center'] = 1699\n",
"df['y_center'] = 1699\n",
"df['distance'] = ( (df['x[0]'] - df['x_center'])**2 + (df['x[1]'] - df['y_center'])**2 )**0.5\n",
"df = df[df.distance > 154]\n",
"```\n",
"\n",
"**Imcat script** \n",
"```bash\n",
"lc -b +all \n",
"'x = %x[0][0] %x[1][0] + %x[2][0] + %x[3][0] + 4 / %x[0][1] %x[1][1] + %x[2][1] + %x[3][1] + 4 / 2 vector'\n",
"'gm = %g[0][0] %g[1][0] + 2 / %g[0][1] %g[1][1] + 2 / 2 vector' \n",
"'gc = %g[2][0] %g[3][0] + 2 / %g[2][1] %g[3][1] + 2 / 2 vector' \n",
"'gmd = %g[0][0] %g[1][0] - 2 / %g[0][1] %g[1][1] - 2 / 2 vector' \n",
"'gcd = %g[2][0] %g[3][0] - 2 / %g[2][1] %g[3][1] - 2 / 2 vector' \n",
"< ${catalogs}/merge.cat > ${final}/final_${i}.cat\n",
"```\n",
"**Notes** \n",
"\n",
"final_text.txt is created by imcat program after merging four lsst files (m,m9,l,l9) after cleaning.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import json, os,sys\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"sns.set(color_codes=True)\n",
"\n",
"pd.set_option('display.max_columns',200)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('ggplot')\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# if not os.path.isdir('images'):\n",
"# os.makedirs('images')\n",
" \n",
"# if not os.path.isdir('fitsfiles'):\n",
"# os.makedirs('fitsfiles')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot the gsq vs gmdsq\n",
"\n",
"```\n",
"gsq = g00 g00 + g10 g10\n",
"gmdsq = gmd0**2 + gmd1**2\n",
"\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# fN[0][0] fN[1][0] fN[2][0] fN[3][0] id[0][0] id[1][0] id[2][0] id[3][0] x[0] x[1] errx[0][0] errx[0][1] errx[1][0] errx[1][1] errx[2][0] errx[2][1] errx[3][0] errx[3][1] g[0][0] g[0][1] g[1][0] g[1][1] g[2][0] g[2][1] g[3][0] g[3][1] ellip[0][0] ellip[1][0] ellip[2][0] ellip[3][0] flux[0][0] flux[1][0] flux[2][0] flux[3][0] radius[0][0] radius[1][0] radius[2][0] radius[3][0] gm[0] gm[1] gc[0] gc[1] gmd[0] gmd[1] gcd[0] gcd[1]\r\n",
" 0 0 0 0 5301 5314 5231 5117 88.17075 1847.1934 0.0196 0.0249 0.0227 0.0216 0.02 0.0256 0.0231 0.022 -0.4253 0.1855 0.273 -0.3021 -0.4257 0.1904 0.2778 -0.3155 0.4639939 0.40717737 0.46633963 0.42037256 79841.47 82737.354 80303.923 83923.908 5.1869534 5.2938582 5.2678266 5.390682 -0.07615 -0.0583 -0.07395 -0.06255 -0.34915 0.2438 -0.35175 0.25295\r\n"
]
}
],
"source": [
"!head -2 ../data/final/final_text.txt"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['fN[0][0]', 'fN[1][0]', 'fN[2][0]', 'fN[3][0]', 'id[0][0]', 'id[1][0]', 'id[2][0]', 'id[3][0]', 'x[0]', 'x[1]', 'errx[0][0]', 'errx[0][1]', 'errx[1][0]', 'errx[1][1]', 'errx[2][0]', 'errx[2][1]', 'errx[3][0]', 'errx[3][1]', 'g[0][0]', 'g[0][1]', 'g[1][0]', 'g[1][1]', 'g[2][0]', 'g[2][1]', 'g[3][0]', 'g[3][1]', 'ellip[0][0]', 'ellip[1][0]', 'ellip[2][0]', 'ellip[3][0]', 'flux[0][0]', 'flux[1][0]', 'flux[2][0]', 'flux[3][0]', 'radius[0][0]', 'radius[1][0]', 'radius[2][0]', 'radius[3][0]', 'gm[0]', 'gm[1]', 'gc[0]', 'gc[1]', 'gmd[0]', 'gmd[1]', 'gcd[0]', 'gcd[1]']\n"
]
}
],
"source": [
"names = \"fN[0][0] fN[1][0] fN[2][0] fN[3][0] id[0][0] id[1][0] id[2][0] id[3][0] x[0] x[1] errx[0][0] errx[0][1] errx[1][0] errx[1][1] errx[2][0] errx[2][1] errx[3][0] errx[3][1] g[0][0] g[0][1] g[1][0] g[1][1] g[2][0] g[2][1] g[3][0] g[3][1] ellip[0][0] ellip[1][0] ellip[2][0] ellip[3][0] flux[0][0] flux[1][0] flux[2][0] flux[3][0] radius[0][0] radius[1][0] radius[2][0] radius[3][0] gm[0] gm[1] gc[0] gc[1] gmd[0] gmd[1] gcd[0] gcd[1]\".split()\n",
"print(names)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(57318, 46)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" fN[0][0] | \n",
" fN[1][0] | \n",
" fN[2][0] | \n",
" fN[3][0] | \n",
" id[0][0] | \n",
" id[1][0] | \n",
" id[2][0] | \n",
" id[3][0] | \n",
" x[0] | \n",
" x[1] | \n",
" errx[0][0] | \n",
" errx[0][1] | \n",
" errx[1][0] | \n",
" errx[1][1] | \n",
" errx[2][0] | \n",
" errx[2][1] | \n",
" errx[3][0] | \n",
" errx[3][1] | \n",
" g[0][0] | \n",
" g[0][1] | \n",
" g[1][0] | \n",
" g[1][1] | \n",
" g[2][0] | \n",
" g[2][1] | \n",
" g[3][0] | \n",
" g[3][1] | \n",
" ellip[0][0] | \n",
" ellip[1][0] | \n",
" ellip[2][0] | \n",
" ellip[3][0] | \n",
" flux[0][0] | \n",
" flux[1][0] | \n",
" flux[2][0] | \n",
" flux[3][0] | \n",
" radius[0][0] | \n",
" radius[1][0] | \n",
" radius[2][0] | \n",
" radius[3][0] | \n",
" gm[0] | \n",
" gm[1] | \n",
" gc[0] | \n",
" gc[1] | \n",
" gmd[0] | \n",
" gmd[1] | \n",
" gcd[0] | \n",
" gcd[1] | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 5301 | \n",
" 5314 | \n",
" 5231 | \n",
" 5117 | \n",
" 88.17075 | \n",
" 1847.19340 | \n",
" 0.0196 | \n",
" 0.0249 | \n",
" 0.0227 | \n",
" 0.0216 | \n",
" 0.0200 | \n",
" 0.0256 | \n",
" 0.0231 | \n",
" 0.0220 | \n",
" -0.4253 | \n",
" 0.1855 | \n",
" 0.2730 | \n",
" -0.3021 | \n",
" -0.4257 | \n",
" 0.1904 | \n",
" 0.2778 | \n",
" -0.3155 | \n",
" 0.463994 | \n",
" 0.407177 | \n",
" 0.466340 | \n",
" 0.420373 | \n",
" 79841.4700 | \n",
" 82737.3540 | \n",
" 80303.9230 | \n",
" 83923.9080 | \n",
" 5.186953 | \n",
" 5.293858 | \n",
" 5.267827 | \n",
" 5.390682 | \n",
" -0.07615 | \n",
" -0.05830 | \n",
" -0.07395 | \n",
" -0.06255 | \n",
" -0.34915 | \n",
" 0.24380 | \n",
" -0.35175 | \n",
" 0.25295 | \n",
"
\n",
" \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 3941 | \n",
" 3957 | \n",
" 3897 | \n",
" 3923 | \n",
" 3214.45390 | \n",
" 930.33603 | \n",
" 0.0344 | \n",
" 0.0212 | \n",
" 0.0331 | \n",
" 0.0232 | \n",
" 0.0344 | \n",
" 0.0212 | \n",
" 0.0332 | \n",
" 0.0232 | \n",
" 0.9068 | \n",
" 0.3231 | \n",
" 0.7867 | \n",
" 0.3391 | \n",
" 0.9179 | \n",
" 0.3265 | \n",
" 0.7956 | \n",
" 0.3416 | \n",
" 0.962642 | \n",
" 0.856671 | \n",
" 0.974240 | \n",
" 0.865835 | \n",
" 33913.5470 | \n",
" 34112.9040 | \n",
" 33903.5430 | \n",
" 34114.7980 | \n",
" 4.676457 | \n",
" 4.750963 | \n",
" 4.675408 | \n",
" 4.751770 | \n",
" 0.84675 | \n",
" 0.33110 | \n",
" 0.85675 | \n",
" 0.33405 | \n",
" 0.06005 | \n",
" -0.00800 | \n",
" 0.06115 | \n",
" -0.00755 | \n",
"
\n",
" \n",
" 2 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1301 | \n",
" 1310 | \n",
" 1323 | \n",
" 1312 | \n",
" 2652.56650 | \n",
" 1772.34480 | \n",
" 0.2510 | \n",
" 0.1715 | \n",
" 0.1663 | \n",
" 0.3002 | \n",
" 0.2522 | \n",
" 0.1715 | \n",
" 0.1665 | \n",
" 0.3017 | \n",
" 0.9614 | \n",
" 0.5881 | \n",
" -0.9979 | \n",
" -0.4635 | \n",
" 1.0062 | \n",
" 0.6076 | \n",
" -1.0206 | \n",
" -0.4729 | \n",
" 1.127010 | \n",
" 1.100289 | \n",
" 1.175422 | \n",
" 1.124837 | \n",
" 3694.2411 | \n",
" 3674.4453 | \n",
" 3684.1640 | \n",
" 3663.4596 | \n",
" 4.161950 | \n",
" 4.303319 | \n",
" 4.159870 | \n",
" 4.301257 | \n",
" -0.01825 | \n",
" 0.06230 | \n",
" -0.00720 | \n",
" 0.06735 | \n",
" 0.97965 | \n",
" 0.52580 | \n",
" 1.01340 | \n",
" 0.54025 | \n",
"
\n",
" \n",
" 3 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 3564 | \n",
" 3564 | \n",
" 3541 | \n",
" 3538 | \n",
" 2536.84490 | \n",
" 712.48793 | \n",
" 0.0071 | \n",
" 0.0125 | \n",
" 0.0071 | \n",
" 0.0129 | \n",
" 0.0074 | \n",
" 0.0129 | \n",
" 0.0074 | \n",
" 0.0134 | \n",
" -1.0289 | \n",
" 0.4499 | \n",
" -1.0196 | \n",
" 0.3961 | \n",
" -0.9862 | \n",
" 0.4332 | \n",
" -0.9816 | \n",
" 0.3755 | \n",
" 1.122963 | \n",
" 1.093837 | \n",
" 1.077150 | \n",
" 1.050970 | \n",
" 107866.5700 | \n",
" 109330.9900 | \n",
" 109214.9900 | \n",
" 110405.2400 | \n",
" 4.848973 | \n",
" 4.967938 | \n",
" 4.963241 | \n",
" 5.096215 | \n",
" -1.02425 | \n",
" 0.42300 | \n",
" -0.98390 | \n",
" 0.40435 | \n",
" -0.00465 | \n",
" 0.02690 | \n",
" -0.00230 | \n",
" 0.02885 | \n",
"
\n",
" \n",
" 4 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 4634 | \n",
" 4659 | \n",
" 4569 | \n",
" 4615 | \n",
" 109.82575 | \n",
" 1405.32120 | \n",
" 0.3760 | \n",
" 0.3919 | \n",
" 0.2353 | \n",
" 0.2783 | \n",
" 0.3803 | \n",
" 0.3949 | \n",
" 0.2379 | \n",
" 0.2831 | \n",
" 0.2055 | \n",
" 0.1655 | \n",
" -0.1817 | \n",
" -0.0868 | \n",
" 0.2052 | \n",
" 0.1698 | \n",
" -0.1773 | \n",
" -0.0987 | \n",
" 0.263857 | \n",
" 0.201368 | \n",
" 0.266344 | \n",
" 0.202921 | \n",
" 3512.8911 | \n",
" 3518.9333 | \n",
" 3517.0462 | \n",
" 3518.1529 | \n",
" 4.338535 | \n",
" 4.362407 | \n",
" 4.374177 | \n",
" 4.392268 | \n",
" 0.01190 | \n",
" 0.03935 | \n",
" 0.01395 | \n",
" 0.03555 | \n",
" 0.19360 | \n",
" 0.12615 | \n",
" 0.19125 | \n",
" 0.13425 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" fN[0][0] fN[1][0] fN[2][0] fN[3][0] id[0][0] id[1][0] id[2][0] \\\n",
"0 0 0 0 0 5301 5314 5231 \n",
"1 0 0 0 0 3941 3957 3897 \n",
"2 0 0 0 0 1301 1310 1323 \n",
"3 0 0 0 0 3564 3564 3541 \n",
"4 0 0 0 0 4634 4659 4569 \n",
"\n",
" id[3][0] x[0] x[1] errx[0][0] errx[0][1] errx[1][0] \\\n",
"0 5117 88.17075 1847.19340 0.0196 0.0249 0.0227 \n",
"1 3923 3214.45390 930.33603 0.0344 0.0212 0.0331 \n",
"2 1312 2652.56650 1772.34480 0.2510 0.1715 0.1663 \n",
"3 3538 2536.84490 712.48793 0.0071 0.0125 0.0071 \n",
"4 4615 109.82575 1405.32120 0.3760 0.3919 0.2353 \n",
"\n",
" errx[1][1] errx[2][0] errx[2][1] errx[3][0] errx[3][1] g[0][0] \\\n",
"0 0.0216 0.0200 0.0256 0.0231 0.0220 -0.4253 \n",
"1 0.0232 0.0344 0.0212 0.0332 0.0232 0.9068 \n",
"2 0.3002 0.2522 0.1715 0.1665 0.3017 0.9614 \n",
"3 0.0129 0.0074 0.0129 0.0074 0.0134 -1.0289 \n",
"4 0.2783 0.3803 0.3949 0.2379 0.2831 0.2055 \n",
"\n",
" g[0][1] g[1][0] g[1][1] g[2][0] g[2][1] g[3][0] g[3][1] ellip[0][0] \\\n",
"0 0.1855 0.2730 -0.3021 -0.4257 0.1904 0.2778 -0.3155 0.463994 \n",
"1 0.3231 0.7867 0.3391 0.9179 0.3265 0.7956 0.3416 0.962642 \n",
"2 0.5881 -0.9979 -0.4635 1.0062 0.6076 -1.0206 -0.4729 1.127010 \n",
"3 0.4499 -1.0196 0.3961 -0.9862 0.4332 -0.9816 0.3755 1.122963 \n",
"4 0.1655 -0.1817 -0.0868 0.2052 0.1698 -0.1773 -0.0987 0.263857 \n",
"\n",
" ellip[1][0] ellip[2][0] ellip[3][0] flux[0][0] flux[1][0] \\\n",
"0 0.407177 0.466340 0.420373 79841.4700 82737.3540 \n",
"1 0.856671 0.974240 0.865835 33913.5470 34112.9040 \n",
"2 1.100289 1.175422 1.124837 3694.2411 3674.4453 \n",
"3 1.093837 1.077150 1.050970 107866.5700 109330.9900 \n",
"4 0.201368 0.266344 0.202921 3512.8911 3518.9333 \n",
"\n",
" flux[2][0] flux[3][0] radius[0][0] radius[1][0] radius[2][0] \\\n",
"0 80303.9230 83923.9080 5.186953 5.293858 5.267827 \n",
"1 33903.5430 34114.7980 4.676457 4.750963 4.675408 \n",
"2 3684.1640 3663.4596 4.161950 4.303319 4.159870 \n",
"3 109214.9900 110405.2400 4.848973 4.967938 4.963241 \n",
"4 3517.0462 3518.1529 4.338535 4.362407 4.374177 \n",
"\n",
" radius[3][0] gm[0] gm[1] gc[0] gc[1] gmd[0] gmd[1] \\\n",
"0 5.390682 -0.07615 -0.05830 -0.07395 -0.06255 -0.34915 0.24380 \n",
"1 4.751770 0.84675 0.33110 0.85675 0.33405 0.06005 -0.00800 \n",
"2 4.301257 -0.01825 0.06230 -0.00720 0.06735 0.97965 0.52580 \n",
"3 5.096215 -1.02425 0.42300 -0.98390 0.40435 -0.00465 0.02690 \n",
"4 4.392268 0.01190 0.03935 0.01395 0.03555 0.19360 0.12615 \n",
"\n",
" gcd[0] gcd[1] \n",
"0 -0.35175 0.25295 \n",
"1 0.06115 -0.00755 \n",
"2 1.01340 0.54025 \n",
"3 -0.00230 0.02885 \n",
"4 0.19125 0.13425 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names = ['fN[0][0]', 'fN[1][0]', 'fN[2][0]', 'fN[3][0]', \n",
" 'id[0][0]', 'id[1][0]', 'id[2][0]', 'id[3][0]',\n",
" 'x[0]', 'x[1]', 'errx[0][0]', 'errx[0][1]', 'errx[1][0]',\n",
" 'errx[1][1]', 'errx[2][0]', 'errx[2][1]', 'errx[3][0]',\n",
" 'errx[3][1]', 'g[0][0]', 'g[0][1]', 'g[1][0]', 'g[1][1]',\n",
" 'g[2][0]', 'g[2][1]', 'g[3][0]', 'g[3][1]',\n",
" 'ellip[0][0]', 'ellip[1][0]', 'ellip[2][0]', 'ellip[3][0]',\n",
" 'flux[0][0]', 'flux[1][0]', 'flux[2][0]', 'flux[3][0]',\n",
" 'radius[0][0]', 'radius[1][0]', 'radius[2][0]', 'radius[3][0]',\n",
" 'gm[0]', 'gm[1]', 'gc[0]', 'gc[1]',\n",
" 'gmd[0]', 'gmd[1]', 'gcd[0]', 'gcd[1]']\n",
"\n",
"\n",
"file_path = f'../data/final/final_text.txt'\n",
"\n",
"\n",
"df = pd.read_csv(file_path,comment='#',engine='python',sep=r'\\s\\s+',\n",
" header=None,names=names)\n",
"\n",
"print(df.shape)\n",
"df.head()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# new columns\n",
"# df['gsq'] = df['g[0][0]'] **2 + df['g[1][0]']**2 # only for imcat 00 and 10\n",
"# df['gmdsq'] = df['gmd[0]'] **2 + df['gmd[1]']**2\n",
"\n",
"df['gsq'] = df['g[0][0]'] **2 + df['g[0][1]']**2\n",
"df['gmdsq'] = df['gmd[0]'] **2 + df['gmd[1]']**2\n",
"\n",
"df['gmsq'] = df['gm[0]']**2 + df['gm[1]']**2\n",
"df['gcsq'] = df['gc[0]']**2 + df['gc[1]']**2\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" fN[0][0] | \n",
" fN[1][0] | \n",
" fN[2][0] | \n",
" fN[3][0] | \n",
" id[0][0] | \n",
" id[1][0] | \n",
" id[2][0] | \n",
" id[3][0] | \n",
" x[0] | \n",
" x[1] | \n",
" errx[0][0] | \n",
" errx[0][1] | \n",
" errx[1][0] | \n",
" errx[1][1] | \n",
" errx[2][0] | \n",
" errx[2][1] | \n",
" errx[3][0] | \n",
" errx[3][1] | \n",
" g[0][0] | \n",
" g[0][1] | \n",
" g[1][0] | \n",
" g[1][1] | \n",
" g[2][0] | \n",
" g[2][1] | \n",
" g[3][0] | \n",
" g[3][1] | \n",
" ellip[0][0] | \n",
" ellip[1][0] | \n",
" ellip[2][0] | \n",
" ellip[3][0] | \n",
" flux[0][0] | \n",
" flux[1][0] | \n",
" flux[2][0] | \n",
" flux[3][0] | \n",
" radius[0][0] | \n",
" radius[1][0] | \n",
" radius[2][0] | \n",
" radius[3][0] | \n",
" gm[0] | \n",
" gm[1] | \n",
" gc[0] | \n",
" gc[1] | \n",
" gmd[0] | \n",
" gmd[1] | \n",
" gcd[0] | \n",
" gcd[1] | \n",
" gsq | \n",
" gmdsq | \n",
" gmsq | \n",
" gcsq | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 5301 | \n",
" 5314 | \n",
" 5231 | \n",
" 5117 | \n",
" 88.17075 | \n",
" 1847.19340 | \n",
" 0.0196 | \n",
" 0.0249 | \n",
" 0.0227 | \n",
" 0.0216 | \n",
" 0.0200 | \n",
" 0.0256 | \n",
" 0.0231 | \n",
" 0.0220 | \n",
" -0.4253 | \n",
" 0.1855 | \n",
" 0.2730 | \n",
" -0.3021 | \n",
" -0.4257 | \n",
" 0.1904 | \n",
" 0.2778 | \n",
" -0.3155 | \n",
" 0.463994 | \n",
" 0.407177 | \n",
" 0.466340 | \n",
" 0.420373 | \n",
" 79841.4700 | \n",
" 82737.3540 | \n",
" 80303.9230 | \n",
" 83923.9080 | \n",
" 5.186953 | \n",
" 5.293858 | \n",
" 5.267827 | \n",
" 5.390682 | \n",
" -0.07615 | \n",
" -0.05830 | \n",
" -0.07395 | \n",
" -0.06255 | \n",
" -0.34915 | \n",
" 0.24380 | \n",
" -0.35175 | \n",
" 0.25295 | \n",
" 0.215290 | \n",
" 0.181344 | \n",
" 0.009198 | \n",
" 0.009381 | \n",
"
\n",
" \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 3941 | \n",
" 3957 | \n",
" 3897 | \n",
" 3923 | \n",
" 3214.45390 | \n",
" 930.33603 | \n",
" 0.0344 | \n",
" 0.0212 | \n",
" 0.0331 | \n",
" 0.0232 | \n",
" 0.0344 | \n",
" 0.0212 | \n",
" 0.0332 | \n",
" 0.0232 | \n",
" 0.9068 | \n",
" 0.3231 | \n",
" 0.7867 | \n",
" 0.3391 | \n",
" 0.9179 | \n",
" 0.3265 | \n",
" 0.7956 | \n",
" 0.3416 | \n",
" 0.962642 | \n",
" 0.856671 | \n",
" 0.974240 | \n",
" 0.865835 | \n",
" 33913.5470 | \n",
" 34112.9040 | \n",
" 33903.5430 | \n",
" 34114.7980 | \n",
" 4.676457 | \n",
" 4.750963 | \n",
" 4.675408 | \n",
" 4.751770 | \n",
" 0.84675 | \n",
" 0.33110 | \n",
" 0.85675 | \n",
" 0.33405 | \n",
" 0.06005 | \n",
" -0.00800 | \n",
" 0.06115 | \n",
" -0.00755 | \n",
" 0.926680 | \n",
" 0.003670 | \n",
" 0.826613 | \n",
" 0.845610 | \n",
"
\n",
" \n",
" 2 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1301 | \n",
" 1310 | \n",
" 1323 | \n",
" 1312 | \n",
" 2652.56650 | \n",
" 1772.34480 | \n",
" 0.2510 | \n",
" 0.1715 | \n",
" 0.1663 | \n",
" 0.3002 | \n",
" 0.2522 | \n",
" 0.1715 | \n",
" 0.1665 | \n",
" 0.3017 | \n",
" 0.9614 | \n",
" 0.5881 | \n",
" -0.9979 | \n",
" -0.4635 | \n",
" 1.0062 | \n",
" 0.6076 | \n",
" -1.0206 | \n",
" -0.4729 | \n",
" 1.127010 | \n",
" 1.100289 | \n",
" 1.175422 | \n",
" 1.124837 | \n",
" 3694.2411 | \n",
" 3674.4453 | \n",
" 3684.1640 | \n",
" 3663.4596 | \n",
" 4.161950 | \n",
" 4.303319 | \n",
" 4.159870 | \n",
" 4.301257 | \n",
" -0.01825 | \n",
" 0.06230 | \n",
" -0.00720 | \n",
" 0.06735 | \n",
" 0.97965 | \n",
" 0.52580 | \n",
" 1.01340 | \n",
" 0.54025 | \n",
" 1.270152 | \n",
" 1.236180 | \n",
" 0.004214 | \n",
" 0.004588 | \n",
"
\n",
" \n",
" 3 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 3564 | \n",
" 3564 | \n",
" 3541 | \n",
" 3538 | \n",
" 2536.84490 | \n",
" 712.48793 | \n",
" 0.0071 | \n",
" 0.0125 | \n",
" 0.0071 | \n",
" 0.0129 | \n",
" 0.0074 | \n",
" 0.0129 | \n",
" 0.0074 | \n",
" 0.0134 | \n",
" -1.0289 | \n",
" 0.4499 | \n",
" -1.0196 | \n",
" 0.3961 | \n",
" -0.9862 | \n",
" 0.4332 | \n",
" -0.9816 | \n",
" 0.3755 | \n",
" 1.122963 | \n",
" 1.093837 | \n",
" 1.077150 | \n",
" 1.050970 | \n",
" 107866.5700 | \n",
" 109330.9900 | \n",
" 109214.9900 | \n",
" 110405.2400 | \n",
" 4.848973 | \n",
" 4.967938 | \n",
" 4.963241 | \n",
" 5.096215 | \n",
" -1.02425 | \n",
" 0.42300 | \n",
" -0.98390 | \n",
" 0.40435 | \n",
" -0.00465 | \n",
" 0.02690 | \n",
" -0.00230 | \n",
" 0.02885 | \n",
" 1.261045 | \n",
" 0.000745 | \n",
" 1.228017 | \n",
" 1.131558 | \n",
"
\n",
" \n",
" 4 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 4634 | \n",
" 4659 | \n",
" 4569 | \n",
" 4615 | \n",
" 109.82575 | \n",
" 1405.32120 | \n",
" 0.3760 | \n",
" 0.3919 | \n",
" 0.2353 | \n",
" 0.2783 | \n",
" 0.3803 | \n",
" 0.3949 | \n",
" 0.2379 | \n",
" 0.2831 | \n",
" 0.2055 | \n",
" 0.1655 | \n",
" -0.1817 | \n",
" -0.0868 | \n",
" 0.2052 | \n",
" 0.1698 | \n",
" -0.1773 | \n",
" -0.0987 | \n",
" 0.263857 | \n",
" 0.201368 | \n",
" 0.266344 | \n",
" 0.202921 | \n",
" 3512.8911 | \n",
" 3518.9333 | \n",
" 3517.0462 | \n",
" 3518.1529 | \n",
" 4.338535 | \n",
" 4.362407 | \n",
" 4.374177 | \n",
" 4.392268 | \n",
" 0.01190 | \n",
" 0.03935 | \n",
" 0.01395 | \n",
" 0.03555 | \n",
" 0.19360 | \n",
" 0.12615 | \n",
" 0.19125 | \n",
" 0.13425 | \n",
" 0.069621 | \n",
" 0.053395 | \n",
" 0.001690 | \n",
" 0.001458 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" fN[0][0] fN[1][0] fN[2][0] fN[3][0] id[0][0] id[1][0] id[2][0] \\\n",
"0 0 0 0 0 5301 5314 5231 \n",
"1 0 0 0 0 3941 3957 3897 \n",
"2 0 0 0 0 1301 1310 1323 \n",
"3 0 0 0 0 3564 3564 3541 \n",
"4 0 0 0 0 4634 4659 4569 \n",
"\n",
" id[3][0] x[0] x[1] errx[0][0] errx[0][1] errx[1][0] \\\n",
"0 5117 88.17075 1847.19340 0.0196 0.0249 0.0227 \n",
"1 3923 3214.45390 930.33603 0.0344 0.0212 0.0331 \n",
"2 1312 2652.56650 1772.34480 0.2510 0.1715 0.1663 \n",
"3 3538 2536.84490 712.48793 0.0071 0.0125 0.0071 \n",
"4 4615 109.82575 1405.32120 0.3760 0.3919 0.2353 \n",
"\n",
" errx[1][1] errx[2][0] errx[2][1] errx[3][0] errx[3][1] g[0][0] \\\n",
"0 0.0216 0.0200 0.0256 0.0231 0.0220 -0.4253 \n",
"1 0.0232 0.0344 0.0212 0.0332 0.0232 0.9068 \n",
"2 0.3002 0.2522 0.1715 0.1665 0.3017 0.9614 \n",
"3 0.0129 0.0074 0.0129 0.0074 0.0134 -1.0289 \n",
"4 0.2783 0.3803 0.3949 0.2379 0.2831 0.2055 \n",
"\n",
" g[0][1] g[1][0] g[1][1] g[2][0] g[2][1] g[3][0] g[3][1] ellip[0][0] \\\n",
"0 0.1855 0.2730 -0.3021 -0.4257 0.1904 0.2778 -0.3155 0.463994 \n",
"1 0.3231 0.7867 0.3391 0.9179 0.3265 0.7956 0.3416 0.962642 \n",
"2 0.5881 -0.9979 -0.4635 1.0062 0.6076 -1.0206 -0.4729 1.127010 \n",
"3 0.4499 -1.0196 0.3961 -0.9862 0.4332 -0.9816 0.3755 1.122963 \n",
"4 0.1655 -0.1817 -0.0868 0.2052 0.1698 -0.1773 -0.0987 0.263857 \n",
"\n",
" ellip[1][0] ellip[2][0] ellip[3][0] flux[0][0] flux[1][0] \\\n",
"0 0.407177 0.466340 0.420373 79841.4700 82737.3540 \n",
"1 0.856671 0.974240 0.865835 33913.5470 34112.9040 \n",
"2 1.100289 1.175422 1.124837 3694.2411 3674.4453 \n",
"3 1.093837 1.077150 1.050970 107866.5700 109330.9900 \n",
"4 0.201368 0.266344 0.202921 3512.8911 3518.9333 \n",
"\n",
" flux[2][0] flux[3][0] radius[0][0] radius[1][0] radius[2][0] \\\n",
"0 80303.9230 83923.9080 5.186953 5.293858 5.267827 \n",
"1 33903.5430 34114.7980 4.676457 4.750963 4.675408 \n",
"2 3684.1640 3663.4596 4.161950 4.303319 4.159870 \n",
"3 109214.9900 110405.2400 4.848973 4.967938 4.963241 \n",
"4 3517.0462 3518.1529 4.338535 4.362407 4.374177 \n",
"\n",
" radius[3][0] gm[0] gm[1] gc[0] gc[1] gmd[0] gmd[1] \\\n",
"0 5.390682 -0.07615 -0.05830 -0.07395 -0.06255 -0.34915 0.24380 \n",
"1 4.751770 0.84675 0.33110 0.85675 0.33405 0.06005 -0.00800 \n",
"2 4.301257 -0.01825 0.06230 -0.00720 0.06735 0.97965 0.52580 \n",
"3 5.096215 -1.02425 0.42300 -0.98390 0.40435 -0.00465 0.02690 \n",
"4 4.392268 0.01190 0.03935 0.01395 0.03555 0.19360 0.12615 \n",
"\n",
" gcd[0] gcd[1] gsq gmdsq gmsq gcsq \n",
"0 -0.35175 0.25295 0.215290 0.181344 0.009198 0.009381 \n",
"1 0.06115 -0.00755 0.926680 0.003670 0.826613 0.845610 \n",
"2 1.01340 0.54025 1.270152 1.236180 0.004214 0.004588 \n",
"3 -0.00230 0.02885 1.261045 0.000745 1.228017 1.131558 \n",
"4 0.19125 0.13425 0.069621 0.053395 0.001690 0.001458 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.plot.scatter(x='gsq',y='gmdsq', figsize=(12,8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Matrix of Number density from two columns"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def matrix_of_number_density_from_two_cols(df,xcol,ycol,N):\n",
" \"\"\"Create grid of number density of two columns\n",
" \n",
" - Find the absolute max from two columns.\n",
" - Create N bins -absMax to +absMax.\n",
" - Return a matrix of N*N shape.\n",
" \"\"\"\n",
" from itertools import product\n",
" \n",
" # derived variables\n",
" xlabel = xcol\n",
" ylabel = ycol\n",
" xlabel1 = xlabel + '_cat_labels'\n",
" ylabel1 = ylabel + '_cat_labels'\n",
" \n",
" xlabel2 = xlabel + '_cat'\n",
" ylabel2 = ylabel + '_cat'\n",
" colname = 'cat_freq'\n",
" \n",
" # take only xlabel and ylabel columns\n",
" dx = df[[xlabel, ylabel]].copy()\n",
" \n",
" # get absolute maximum from two columns\n",
" max_abs_xcol_ycol = df[[xcol,ycol]].abs().max().max()\n",
" \n",
" # create 1d array with N+1 values to create N bins\n",
" bins = np.linspace(0, max_abs_xcol_ycol,N+1)\n",
"\n",
" # create N bins\n",
" dx[xlabel1] = pd.cut(dx[xlabel], bins, labels=np.arange(N))\n",
" dx[ylabel1] = pd.cut(dx[ylabel], bins, labels=np.arange(N))\n",
"\n",
" # count number of points in each bin\n",
" dx[colname] = dx.groupby([xlabel1,ylabel1])[xlabel1].transform('count')\n",
"\n",
" # drop duplicates\n",
" dx1 = dx.drop_duplicates(subset=[xlabel1,ylabel1])[[xlabel1,ylabel1,colname]]\n",
"\n",
" # use permutation to get the grid of N * N\n",
" perms = list(product(range(N), range(N)))\n",
" x = [i[0] for i in perms]\n",
" y = [i[1] for i in perms]\n",
" dx2 = pd.DataFrame({xlabel1: x, ylabel1: y, colname:0})\n",
"\n",
" # update dx2 to merge frequency values\n",
" dx2.update(dx2.drop(colname,1).merge(dx1,how='left'))\n",
" dx2 = dx2.astype(int)\n",
"\n",
" # z values to plot heatmap\n",
" z = dx2[colname].values.reshape(N,N)\n",
" z = z.T\n",
"\n",
" return z"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Transform and scale the data"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def transform_scale(z,transform='linear',scale=None):\n",
" \"\"\"Transform and scale given 1d numpy array.\n",
" \n",
" transform: linear, log, sqrt, sinh, arcsinh\n",
" scale : minmax, zscale\n",
" \n",
" \"\"\"\n",
" #==================================\n",
" # linear, log, sqrt, arcsinh, sinh \n",
" #\n",
" # we need linear tranform option to compare.\n",
" if transform == 'linear':\n",
" z = z\n",
"\n",
" if transform == 'log':\n",
" z = np.log1p(z)\n",
" \n",
" if transform == 'sqrt':\n",
" z = np.sqrt(z)\n",
"\n",
" if transform == 'sinh':\n",
" z = np.sinh(z)\n",
" \n",
" if transform == 'arcsinh':\n",
" z = np.arcsinh(z)\n",
" \n",
" #===============================\n",
" # scaling minmax and zscale\n",
" if scale== 'minmax':\n",
" z = z / (z.max()-z.min())\n",
" if scale == 'zscale':\n",
" z = (z-z.mean()) / z.std()\n",
" \n",
" return z"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Contour plots"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly\n",
"import plotly.graph_objs as go\n",
"import plotly.figure_factory as ff\n",
"import plotly.tools as tls\n",
"from plotly.offline import plot, iplot, init_notebook_mode\n",
"init_notebook_mode(connected=False)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"colorscale": [
[
0,
"#440154"
],
[
0.1111111111111111,
"#482878"
],
[
0.2222222222222222,
"#3e4989"
],
[
0.3333333333333333,
"#31688e"
],
[
0.4444444444444444,
"#26828e"
],
[
0.5555555555555556,
"#1f9e89"
],
[
0.6666666666666666,
"#35b779"
],
[
0.7777777777777778,
"#6ece58"
],
[
0.8888888888888888,
"#b5de2b"
],
[
1,
"#fde725"
]
],
"type": "contour",
"z": [
[
7.520538385838997,
6.847957851048233,
6.0003849778602625,
5.4961495191835175,
5.323950272009874,
5.1742391277330055,
5.319584706682117,
5.379090720905844,
5.488743628884617,
5.570875587912955,
5.510804466112345,
5.735595110339842,
5.85966568907344,
5.9657826486543115,
6.120233573301418,
6.272235021654196,
6.368830630209371,
6.577034622477677,
6.716782760404144,
6.893044094966109,
7.078716370545801,
7.242316292458671,
7.342131441620394,
7.25118097193521,
7.209619486390135,
6.922358794798159,
6.720187756021281,
6.508470655772358,
6.279193572831256,
6.068433578939207,
5.681487865548867,
5.669070708350615,
5.454746477126792,
5.265711798028101,
5.17926005877305,
5.112011240870641,
4.838382091680909,
4.647954772703852,
4.560775695478908,
4.280533212668133,
4.126648348295973,
4.1935631928556445,
3.9782784981693777,
3.805073443091249,
3.91242651401397,
3.6853073444860334,
3.5737136940995566,
3.642100249670794,
3.4486441556263223,
3.067379663209863,
3.067379663209863,
3.336446121524939,
2.9875848985638442,
3.067379663209863,
3.4486441556263223,
2.524865400580461,
2.3864173508915014,
2.5877222351318503,
2.309580705894194,
2.806811778981884,
1.507921785387352,
1.507921785387352,
1.8061963789387152,
1.667748329249756,
1.0875273572969697,
1.8061963789387152,
1.9283162134777345,
1.667748329249756,
0.7892527637456064,
1.0875273572969697,
1.8061963789387152,
1.667748329249756,
1.507921785387352,
0.7892527637456064,
1.0875273572969697,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
1.507921785387352,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
1.3188871062886613,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
5.982074210857415,
6.154035117053086,
5.792577593576183,
5.431446165473431,
4.999202234309879,
4.865849134596107,
4.68894114617645,
4.533125517310463,
4.455570106091259,
4.393342219228895,
4.4249229418473375,
4.523742464732996,
4.639559421299258,
4.40397636612778,
4.465587770819432,
4.551640656354018,
4.36076927131254,
4.704892541320948,
4.639559421299258,
4.6310955356557155,
4.810167555211188,
4.605281250368129,
4.587707605358451,
4.647954772703852,
4.560775695478908,
4.542424415816739,
4.455570106091259,
4.025060278415342,
3.945875228714012,
4.040196609040922,
4.009699697711335,
3.7860486848516084,
3.6198021809505394,
3.2106167294203605,
3.6853073444860334,
3.336446121524939,
2.9452598286708436,
2.8550446724578116,
2.7030432241050337,
3.2106167294203605,
2.9452598286708436,
2.9875848985638442,
2.5877222351318503,
2.309580705894194,
2.4579505560207893,
2.3864173508915014,
2.524865400580461,
2.3864173508915014,
2.4579505560207893,
2.3864173508915014,
2.2265908070290976,
2.4579505560207893,
1.9283162134777345,
1.8061963789387152,
1.0875273572969697,
1.9283162134777345,
2.0375561279304075,
1.507921785387352,
1.0875273572969697,
1.3188871062886613,
2.0375561279304075,
0.36885833565522397,
1.3188871062886613,
0.36885833565522397,
0.7892527637456064,
1.507921785387352,
1.3188871062886613,
1.0875273572969697,
1.3188871062886613,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
5.148763147443463,
5.8544555261820985,
5.885330866683549,
5.614573020989195,
5.218575488719505,
4.743729300057088,
4.605281250368129,
4.4249229418473375,
4.231732665067124,
3.91242651401397,
3.9941081221899393,
3.8237553941749938,
3.642100249670794,
3.5254808006236296,
3.4748941712138985,
3.726785684863978,
3.70625392020559,
3.8237553941749938,
3.6198021809505394,
3.895288599304281,
3.5737136940995566,
3.805073443091249,
3.895288599304281,
3.6853073444860334,
3.6198021809505394,
3.877862638965969,
3.3063912567735962,
3.365654256761226,
3.105086372533247,
3.067379663209863,
3.243534422222207,
2.5877222351318503,
2.9452598286708436,
2.9011331593087935,
2.4579505560207893,
1.507921785387352,
1.507921785387352,
2.309580705894194,
2.0375561279304075,
1.8061963789387152,
1.667748329249756,
2.2265908070290976,
1.3188871062886613,
1.667748329249756,
2.0375561279304075,
1.667748329249756,
1.507921785387352,
1.667748329249756,
1.507921785387352,
1.0875273572969697,
0.7892527637456064,
1.667748329249756,
1.3188871062886613,
1.507921785387352,
0.7892527637456064,
0.36885833565522397,
1.8061963789387152,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
1.507921785387352,
0.7892527637456064,
0.36885833565522397,
1.3188871062886613,
1.3188871062886613,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397
],
[
4.338471202592285,
5.477534652324413,
6.181067343340579,
6.32829301063975,
6.205552882792631,
5.594633555823388,
4.9504016867088705,
4.327139721130472,
4.180521256949989,
3.860138784577751,
3.6853073444860334,
3.6639288503125895,
3.394062067578335,
3.4748941712138985,
3.105086372533247,
3.176619577662535,
3.067379663209863,
3.2106167294203605,
3.549877696444322,
3.141469762936005,
2.9875848985638442,
2.9875848985638442,
3.105086372533247,
2.9011331593087935,
2.806811778981884,
2.7562251495721526,
3.067379663209863,
2.9011331593087935,
2.309580705894194,
2.5877222351318503,
2.6469852351194803,
1.8061963789387152,
2.309580705894194,
1.667748329249756,
1.507921785387352,
2.309580705894194,
1.507921785387352,
1.9283162134777345,
1.0875273572969697,
0.7892527637456064,
1.507921785387352,
1.507921785387352,
1.0875273572969697,
1.507921785387352,
1.0875273572969697,
1.9283162134777345,
1.0875273572969697,
1.3188871062886613,
-0.34981068598652176,
1.507921785387352,
1.0875273572969697,
1.3188871062886613,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
1.3188871062886613,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
1.3188871062886613,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397
],
[
3.549877696444322,
3.860138784577751,
4.845317369937718,
5.851840593563813,
5.838666080427165,
5.770158985387844,
5.101266893596081,
4.445454706505724,
3.9292857510621064,
3.7860486848516084,
3.365654256761226,
3.067379663209863,
3.067379663209863,
2.5877222351318503,
2.8550446724578116,
2.6469852351194803,
2.9452598286708436,
2.7562251495721526,
2.9011331593087935,
2.5877222351318503,
2.3864173508915014,
2.3864173508915014,
2.7030432241050337,
2.5877222351318503,
2.6469852351194803,
2.6469852351194803,
2.4579505560207893,
2.2265908070290976,
2.0375561279304075,
1.9283162134777345,
2.136375650816066,
1.507921785387352,
1.0875273572969697,
1.507921785387352,
0.7892527637456064,
1.3188871062886613,
0.7892527637456064,
1.0875273572969697,
1.8061963789387152,
1.0875273572969697,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
1.3188871062886613,
0.36885833565522397,
0.7892527637456064,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176
],
[
3.067379663209863,
3.394062067578335,
3.842106673837162,
4.219164993208876,
4.672740500418681,
4.9811701235692905,
4.664544250355758,
4.3496801791524895,
3.9292857510621064,
3.642100249670794,
2.9452598286708436,
3.2106167294203605,
2.9875848985638442,
2.806811778981884,
2.524865400580461,
2.524865400580461,
2.136375650816066,
2.7030432241050337,
2.524865400580461,
2.136375650816066,
2.6469852351194803,
2.9452598286708436,
2.6469852351194803,
2.6469852351194803,
2.309580705894194,
2.6469852351194803,
2.309580705894194,
2.309580705894194,
1.667748329249756,
1.507921785387352,
1.0875273572969697,
1.507921785387352,
1.0875273572969697,
1.3188871062886613,
0.7892527637456064,
1.3188871062886613,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
1.0875273572969697,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
1.0875273572969697,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397
],
[
2.5877222351318503,
2.5877222351318503,
2.8550446724578116,
3.067379663209863,
3.726785684863978,
4.327139721130472,
4.009699697711335,
4.180521256949989,
3.726785684863978,
3.067379663209863,
3.336446121524939,
2.5877222351318503,
2.524865400580461,
2.2265908070290976,
2.309580705894194,
2.2265908070290976,
2.3864173508915014,
2.2265908070290976,
2.2265908070290976,
2.2265908070290976,
2.309580705894194,
1.9283162134777345,
2.3864173508915014,
2.4579505560207893,
1.8061963789387152,
1.9283162134777345,
1.507921785387352,
2.0375561279304075,
1.3188871062886613,
1.507921785387352,
1.0875273572969697,
0.36885833565522397,
0.7892527637456064,
1.0875273572969697,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
2.2265908070290976,
2.3864173508915014,
2.4579505560207893,
2.6469852351194803,
2.7030432241050337,
2.9011331593087935,
3.105086372533247,
3.176619577662535,
3.3063912567735962,
3.067379663209863,
2.5877222351318503,
2.6469852351194803,
2.524865400580461,
2.5877222351318503,
2.7030432241050337,
2.524865400580461,
2.0375561279304075,
2.2265908070290976,
2.3864173508915014,
1.667748329249756,
1.8061963789387152,
2.3864173508915014,
2.2265908070290976,
1.8061963789387152,
2.309580705894194,
1.9283162134777345,
1.667748329249756,
1.9283162134777345,
1.3188871062886613,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
1.0875273572969697,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
1.9283162134777345,
2.2265908070290976,
1.8061963789387152,
2.524865400580461,
2.3864173508915014,
2.7030432241050337,
2.806811778981884,
3.5254808006236296,
3.4748941712138985,
3.365654256761226,
3.243534422222207,
2.806811778981884,
2.6469852351194803,
2.524865400580461,
2.6469852351194803,
2.806811778981884,
2.3864173508915014,
2.309580705894194,
2.2265908070290976,
2.136375650816066,
1.667748329249756,
1.667748329249756,
1.8061963789387152,
2.309580705894194,
1.667748329249756,
1.667748329249756,
2.2265908070290976,
1.9283162134777345,
0.7892527637456064,
1.3188871062886613,
1.0875273572969697,
0.7892527637456064,
1.0875273572969697,
1.0875273572969697,
1.0875273572969697,
1.0875273572969697,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
1.0875273572969697,
1.8061963789387152,
1.9283162134777345,
2.2265908070290976,
2.0375561279304075,
2.136375650816066,
3.02824972753594,
3.4486441556263223,
3.962203443863953,
3.805073443091249,
4.055115143166685,
3.6639288503125895,
3.365654256761226,
3.176619577662535,
2.4579505560207893,
2.3864173508915014,
2.8550446724578116,
2.4579505560207893,
2.6469852351194803,
2.136375650816066,
2.309580705894194,
2.0375561279304075,
2.2265908070290976,
1.3188871062886613,
1.8061963789387152,
1.667748329249756,
1.507921785387352,
1.667748329249756,
1.3188871062886613,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
1.3188871062886613,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
1.3188871062886613,
1.0875273572969697,
1.507921785387352,
1.8061963789387152,
1.507921785387352,
2.6469852351194803,
2.9875848985638442,
3.4486441556263223,
3.642100249670794,
3.945875228714012,
3.9292857510621064,
3.4217122457467797,
3.176619577662535,
2.7030432241050337,
2.806811778981884,
2.4579505560207893,
2.6469852351194803,
2.7030432241050337,
1.667748329249756,
1.667748329249756,
1.9283162134777345,
1.3188871062886613,
1.667748329249756,
2.2265908070290976,
1.8061963789387152,
1.507921785387352,
1.507921785387352,
1.507921785387352,
1.3188871062886613,
1.0875273572969697,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
0.7892527637456064,
-0.34981068598652176,
1.0875273572969697,
1.3188871062886613,
2.136375650816066,
2.136375650816066,
2.5877222351318503,
2.5877222351318503,
2.9011331593087935,
3.5004959715671307,
3.70625392020559,
4.009699697711335,
3.962203443863953,
3.9782784981693777,
3.2754391005481933,
3.067379663209863,
2.9011331593087935,
2.7030432241050337,
2.136375650816066,
1.507921785387352,
2.2265908070290976,
2.0375561279304075,
1.9283162134777345,
1.507921785387352,
1.9283162134777345,
2.136375650816066,
1.507921785387352,
1.0875273572969697,
0.7892527637456064,
1.507921785387352,
1.667748329249756,
-0.34981068598652176,
-0.34981068598652176,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
1.507921785387352,
1.507921785387352,
1.667748329249756,
1.9283162134777345,
2.2265908070290976,
2.6469852351194803,
2.9875848985638442,
3.6853073444860334,
4.126648348295973,
4.219164993208876,
4.2923827157413035,
3.9941081221899393,
3.7469187491776856,
2.8550446724578116,
2.7030432241050337,
2.3864173508915014,
2.2265908070290976,
2.0375561279304075,
2.0375561279304075,
1.0875273572969697,
1.507921785387352,
1.667748329249756,
1.667748329249756,
1.8061963789387152,
1.3188871062886613,
1.507921785387352,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
1.507921785387352,
-0.34981068598652176,
1.507921785387352,
2.3864173508915014,
2.3864173508915014,
3.02824972753594,
3.7860486848516084,
4.656282690839029,
4.704892541320948,
4.578807806219497,
4.371741016380217,
3.5254808006236296,
2.7562251495721526,
2.6469852351194803,
1.8061963789387152,
2.2265908070290976,
1.667748329249756,
2.524865400580461,
1.3188871062886613,
2.136375650816066,
2.136375650816066,
2.0375561279304075,
1.3188871062886613,
1.0875273572969697,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
0.36885833565522397,
-0.34981068598652176,
1.0875273572969697,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
0.7892527637456064,
1.3188871062886613,
1.9283162134777345,
2.0375561279304075,
2.7030432241050337,
3.02824972753594,
3.860138784577751,
4.465587770819432,
4.338471202592285,
4.465587770819432,
3.805073443091249,
3.394062067578335,
3.141469762936005,
2.4579505560207893,
2.7030432241050337,
2.3864173508915014,
2.2265908070290976,
2.2265908070290976,
2.4579505560207893,
1.667748329249756,
1.9283162134777345,
1.667748329249756,
1.3188871062886613,
1.3188871062886613,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
1.0875273572969697,
0.7892527637456064,
1.507921785387352,
1.3188871062886613,
2.2265908070290976,
3.067379663209863,
3.5737136940995566,
4.112731089220081,
4.180521256949989,
4.327139721130472,
3.6198021809505394,
3.4486441556263223,
2.524865400580461,
2.9452598286708436,
2.309580705894194,
2.4579505560207893,
1.3188871062886613,
1.667748329249756,
2.2265908070290976,
1.3188871062886613,
1.0875273572969697,
1.507921785387352,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
1.0875273572969697,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
1.3188871062886613,
1.667748329249756,
1.507921785387352,
1.8061963789387152,
2.6469852351194803,
2.524865400580461,
2.9452598286708436,
3.597014005752918,
3.7860486848516084,
3.6198021809505394,
3.4748941712138985,
2.9452598286708436,
2.4579505560207893,
2.6469852351194803,
1.9283162134777345,
2.309580705894194,
2.0375561279304075,
2.0375561279304075,
1.507921785387352,
1.667748329249756,
1.0875273572969697,
1.0875273572969697,
0.36885833565522397,
1.0875273572969697,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
1.0875273572969697,
0.7892527637456064,
1.0875273572969697,
1.3188871062886613,
2.2265908070290976,
2.309580705894194,
2.6469852351194803,
2.8550446724578116,
3.642100249670794,
3.4748941712138985,
3.2754391005481933,
3.2106167294203605,
2.9011331593087935,
2.8550446724578116,
2.7030432241050337,
2.136375650816066,
1.9283162134777345,
2.309580705894194,
1.507921785387352,
0.7892527637456064,
0.36885833565522397,
1.507921785387352,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
1.9283162134777345,
1.3188871062886613,
1.507921785387352,
2.2265908070290976,
2.3864173508915014,
2.6469852351194803,
3.4486441556263223,
3.4748941712138985,
3.3063912567735962,
3.5254808006236296,
2.7562251495721526,
2.6469852351194803,
2.524865400580461,
2.4579505560207893,
1.9283162134777345,
2.2265908070290976,
1.0875273572969697,
1.3188871062886613,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
1.0875273572969697,
0.7892527637456064,
1.667748329249756,
1.9283162134777345,
2.2265908070290976,
2.7030432241050337,
3.4217122457467797,
3.945875228714012,
3.91242651401397,
4.009699697711335,
3.642100249670794,
3.394062067578335,
2.524865400580461,
2.7562251495721526,
2.3864173508915014,
1.667748329249756,
1.8061963789387152,
1.3188871062886613,
1.507921785387352,
0.36885833565522397,
1.0875273572969697,
1.0875273572969697,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
1.0875273572969697,
0.7892527637456064,
1.8061963789387152,
2.7562251495721526,
3.067379663209863,
4.09862447387783,
4.647954772703852,
4.4249229418473375,
3.91242651401397,
3.243534422222207,
2.7030432241050337,
2.7030432241050337,
2.5877222351318503,
1.9283162134777345,
2.0375561279304075,
1.667748329249756,
0.36885833565522397,
0.36885833565522397,
1.0875273572969697,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
1.0875273572969697,
1.9283162134777345,
2.2265908070290976,
2.309580705894194,
3.141469762936005,
4.504717706493355,
5.045808742772218,
4.968972097774911,
4.231732665067124,
3.365654256761226,
3.02824972753594,
2.524865400580461,
1.8061963789387152,
2.0375561279304075,
0.36885833565522397,
1.507921785387352,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
1.3188871062886613,
1.3188871062886613,
2.7562251495721526,
3.70625392020559,
4.788491081373798,
5.323950272009874,
5.057140224234031,
4.2923827157413035,
3.5254808006236296,
2.7562251495721526,
2.0375561279304075,
1.9283162134777345,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
1.0875273572969697,
1.0875273572969697,
1.3188871062886613,
1.0875273572969697,
2.9011331593087935,
3.4486441556263223,
4.712777143831685,
5.31520068224946,
4.987215739727814,
4.167313177268069,
3.394062067578335,
2.9011331593087935,
2.309580705894194,
2.0375561279304075,
1.3188871062886613,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
1.3188871062886613,
2.309580705894194,
2.6469852351194803,
3.5004959715671307,
4.560775695478908,
5.584518156237852,
5.016926088698097,
3.945875228714012,
3.5737136940995566,
2.9452598286708436,
2.0375561279304075,
1.9283162134777345,
1.507921785387352,
1.0875273572969697,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
1.3188871062886613,
2.3864173508915014,
2.806811778981884,
3.5254808006236296,
4.551640656354018,
5.5535660000124505,
4.999202234309879,
4.112731089220081,
3.6198021809505394,
2.806811778981884,
2.3864173508915014,
1.667748329249756,
1.667748329249756,
1.0875273572969697,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
1.3188871062886613,
1.0875273572969697,
1.9283162134777345,
2.4579505560207893,
3.5737136940995566,
4.647954772703852,
5.306376627000197,
4.918692174545072,
4.0698220597320525,
3.365654256761226,
2.136375650816066,
2.136375650816066,
1.3188871062886613,
1.0875273572969697,
1.0875273572969697,
0.7892527637456064,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
1.0875273572969697,
1.8061963789387152,
2.2265908070290976,
2.309580705894194,
3.243534422222207,
4.485337324777902,
5.208885509464181,
4.802992300044718,
3.945875228714012,
3.243534422222207,
2.4579505560207893,
1.0875273572969697,
1.9283162134777345,
0.7892527637456064,
1.3188871062886613,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
1.507921785387352,
2.4579505560207893,
2.6469852351194803,
3.394062067578335,
4.256420027407033,
5.08493867844614,
4.810167555211188,
4.055115143166685,
3.2106167294203605,
2.136375650816066,
2.4579505560207893,
1.667748329249756,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
1.0875273572969697,
0.7892527637456064,
2.309580705894194,
2.4579505560207893,
3.842106673837162,
4.4145025502803215,
4.788491081373798,
4.504717706493355,
3.895288599304281,
3.105086372533247,
2.6469852351194803,
1.667748329249756,
1.8061963789387152,
1.667748329249756,
1.507921785387352,
0.7892527637456064,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
1.507921785387352,
1.8061963789387152,
2.8550446724578116,
3.597014005752918,
4.256420027407033,
4.5698309515839775,
4.382597871954335,
3.7469187491776856,
2.9011331593087935,
2.136375650816066,
1.9283162134777345,
1.0875273572969697,
0.7892527637456064,
1.3188871062886613,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
1.507921785387352,
0.7892527637456064,
1.667748329249756,
2.9875848985638442,
3.176619577662535,
4.009699697711335,
4.36076927131254,
3.91242651401397,
3.5254808006236296,
3.2106167294203605,
2.0375561279304075,
1.9283162134777345,
1.0875273572969697,
1.507921785387352,
1.0875273572969697,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
1.507921785387352,
1.3188871062886613,
2.524865400580461,
2.9011331593087935,
3.6853073444860334,
3.895288599304281,
3.7666683031361563,
2.9875848985638442,
2.5877222351318503,
2.524865400580461,
2.0375561279304075,
0.7892527637456064,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
1.3188871062886613,
2.309580705894194,
2.2265908070290976,
3.2106167294203605,
3.243534422222207,
3.549877696444322,
2.9452598286708436,
2.309580705894194,
2.0375561279304075,
1.3188871062886613,
0.36885833565522397,
1.3188871062886613,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
1.3188871062886613,
0.36885833565522397,
0.7892527637456064,
1.507921785387352,
1.8061963789387152,
2.5877222351318503,
2.5877222351318503,
2.8550446724578116,
2.3864173508915014,
2.309580705894194,
1.3188871062886613,
1.0875273572969697,
1.8061963789387152,
1.3188871062886613,
0.36885833565522397,
1.3188871062886613,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
1.0875273572969697,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
1.3188871062886613,
0.36885833565522397,
1.667748329249756,
1.507921785387352,
2.136375650816066,
1.8061963789387152,
2.309580705894194,
2.309580705894194,
2.806811778981884,
2.7030432241050337,
1.507921785387352,
1.3188871062886613,
1.9283162134777345,
1.0875273572969697,
1.3188871062886613,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
2.0375561279304075,
1.0875273572969697,
1.9283162134777345,
2.0375561279304075,
1.507921785387352,
2.4579505560207893,
2.3864173508915014,
1.3188871062886613,
1.3188871062886613,
0.36885833565522397,
1.0875273572969697,
1.0875273572969697,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
1.507921785387352,
0.7892527637456064,
1.3188871062886613,
1.8061963789387152,
1.507921785387352,
1.8061963789387152,
1.8061963789387152,
1.3188871062886613,
1.0875273572969697,
1.3188871062886613,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
1.3188871062886613,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
1.3188871062886613,
0.7892527637456064,
1.3188871062886613,
1.3188871062886613,
0.7892527637456064,
0.36885833565522397,
1.3188871062886613,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
1.0875273572969697,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
1.3188871062886613,
1.3188871062886613,
1.3188871062886613,
1.507921785387352,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.7892527637456064,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
1.0875273572969697,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.7892527637456064,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
0.36885833565522397,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
],
[
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176,
-0.34981068598652176
]
]
},
{
"mode": "lines+markers",
"name": "line (0,14) to (90,99)",
"type": "scatter",
"x": [
0,
90
],
"y": [
14,
99
]
},
{
"mode": "lines+markers",
"name": "line (0,0) to (99,99)",
"type": "scatter",
"x": [
0,
99
],
"y": [
0,
99
]
},
{
"mode": "lines+markers",
"name": "line (10,0) to (99,90)",
"type": "scatter",
"x": [
10,
99
],
"y": [
0,
90
]
}
],
"layout": {
"autosize": false,
"height": 1000,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "Contour plot: log+zscale "
},
"width": 1000,
"xaxis": {
"gridcolor": "red",
"showgrid": true,
"showticklabels": true,
"title": {
"text": "Bin number of gsq"
}
},
"yaxis": {
"gridcolor": "red",
"showgrid": true,
"showticklabels": true,
"title": {
"text": "Bin number of gmsq"
}
}
}
},
"text/html": [
"\n",
" \n",
" \n",
"
\n",
" \n",
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_contour(Z,colorscale,x1y1x2y2=None,\n",
" title='Contour plot',\n",
" xlabel='',\n",
" ylabel=''):\n",
" \"\"\"Plot the contour plot.\n",
"\n",
" Contour plot from given 2d array.\n",
" \n",
" Example:\n",
" -----------\n",
" z = matrix_of_number_density_from_two_cols(df,'gsq','gmdsq',N)\n",
" z1 = transform_scale(z,transform=transform,scale=scale)\n",
"\n",
" plot_contour(z1, colorscale='Viridis', x1y1x2y2=[10,0,99,90],\n",
" title=f'Contour plot: {transform}+{scale}',\n",
" xlabel='Bin number of gsq',\n",
" ylabel='Bin number of gmsq')\n",
" \n",
" \"\"\"\n",
"\n",
" trace1 = go.Contour(z=Z, colorscale=colorscale)\n",
" axis_layout = dict(\n",
" showgrid = True,\n",
" gridcolor='red',\n",
" showticklabels = True\n",
" )\n",
"\n",
" layout = go.Layout(\n",
" width=1000,\n",
" height=1000,\n",
" autosize=False,\n",
" title=f'{title} ',\n",
" xaxis = {**axis_layout, **{'title':f'{xlabel}'}},\n",
" yaxis = {**axis_layout, **{'title':f'{ylabel}'}},\n",
" )\n",
" \n",
" data = [trace1]\n",
" \n",
" if x1y1x2y2:\n",
" \n",
" p1x1, p1y1 = 0,14\n",
" p1x2, p1y2 = 90,99\n",
" sc1 = go.Scatter(x=[p1x1,p1x2],\n",
" y=[p1y1,p1y2],\n",
" mode = 'lines+markers',\n",
" name = f'line ({p1x1},{p1y1}) to ({p1x2},{p1y2})')\n",
" \n",
" \n",
" p2x1, p2y1 = 0,0\n",
" p2x2, p2y2 = 99,99\n",
" sc2 = go.Scatter(x=[p2x1,p2x2],\n",
" y=[p2y1,p2y2],\n",
" mode = 'lines+markers',\n",
" name = f'line ({p2x1},{p2y1}) to ({p2x2},{p2y2})')\n",
" \n",
" sc3 = go.Scatter(x=[x1y1x2y2[0],x1y1x2y2[2]],\n",
" y=[x1y1x2y2[1],x1y1x2y2[3]],\n",
" mode = 'lines+markers',\n",
" name = f'line ({x1y1x2y2[0]},{x1y1x2y2[1]}) \\\n",
" to ({x1y1x2y2[2]},{x1y1x2y2[3]})')\n",
"\n",
" data = [trace1, sc1,sc2,sc3]\n",
"\n",
" fig = go.Figure( data=data, layout=layout )\n",
"\n",
" iplot(fig)\n",
" return None\n",
"\n",
"N = 100\n",
"transform='log'\n",
"scale='zscale'\n",
"\n",
"z = matrix_of_number_density_from_two_cols(df,'gsq','gmdsq',N)\n",
"z1 = transform_scale(z,transform=transform,scale=scale)\n",
"\n",
"plot_contour(z1, colorscale='Viridis', x1y1x2y2=[10,0,99,90],\n",
" title=f'Contour plot: {transform}+{scale}',\n",
" xlabel='Bin number of gsq',\n",
" ylabel='Bin number of gmsq')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Grid of N*N from gsq and gmdsq\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.99436938\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" fN[0][0] | \n",
" fN[1][0] | \n",
" fN[2][0] | \n",
" fN[3][0] | \n",
" id[0][0] | \n",
" id[1][0] | \n",
" id[2][0] | \n",
" id[3][0] | \n",
" x[0] | \n",
" x[1] | \n",
" errx[0][0] | \n",
" errx[0][1] | \n",
" errx[1][0] | \n",
" errx[1][1] | \n",
" errx[2][0] | \n",
" errx[2][1] | \n",
" errx[3][0] | \n",
" errx[3][1] | \n",
" g[0][0] | \n",
" g[0][1] | \n",
" g[1][0] | \n",
" g[1][1] | \n",
" g[2][0] | \n",
" g[2][1] | \n",
" g[3][0] | \n",
" g[3][1] | \n",
" ellip[0][0] | \n",
" ellip[1][0] | \n",
" ellip[2][0] | \n",
" ellip[3][0] | \n",
" flux[0][0] | \n",
" flux[1][0] | \n",
" flux[2][0] | \n",
" flux[3][0] | \n",
" radius[0][0] | \n",
" radius[1][0] | \n",
" radius[2][0] | \n",
" radius[3][0] | \n",
" gm[0] | \n",
" gm[1] | \n",
" gc[0] | \n",
" gc[1] | \n",
" gmd[0] | \n",
" gmd[1] | \n",
" gcd[0] | \n",
" gcd[1] | \n",
" gsq | \n",
" gmdsq | \n",
" gmsq | \n",
" gcsq | \n",
"
\n",
" \n",
" \n",
" \n",
" 21781 | \n",
" 38 | \n",
" 38 | \n",
" 38 | \n",
" 38 | \n",
" 6451 | \n",
" 6450 | \n",
" 6448 | \n",
" 6407 | \n",
" 2519.428 | \n",
" 2550.8574 | \n",
" 0.0455 | \n",
" 0.0406 | \n",
" 0.0467 | \n",
" 0.0424 | \n",
" 0.0459 | \n",
" 0.0408 | \n",
" 0.0473 | \n",
" 0.0426 | \n",
" 1.9293 | \n",
" 0.5217 | \n",
" 1.5932 | \n",
" -0.1021 | \n",
" 1.719 | \n",
" 0.451 | \n",
" 1.4994 | \n",
" -0.1034 | \n",
" 1.998592 | \n",
" 1.596468 | \n",
" 1.777178 | \n",
" 1.502961 | \n",
" 12487.845 | \n",
" 12648.607 | \n",
" 12818.484 | \n",
" 12914.576 | \n",
" 4.594356 | \n",
" 4.671837 | \n",
" 4.688169 | \n",
" 4.746876 | \n",
" 1.76125 | \n",
" 0.2098 | \n",
" 1.6092 | \n",
" 0.1738 | \n",
" 0.16805 | \n",
" 0.3119 | \n",
" 0.1098 | \n",
" 0.2772 | \n",
" 3.994369 | \n",
" 0.125522 | \n",
" 3.146018 | \n",
" 2.619731 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" fN[0][0] fN[1][0] fN[2][0] fN[3][0] id[0][0] id[1][0] id[2][0] \\\n",
"21781 38 38 38 38 6451 6450 6448 \n",
"\n",
" id[3][0] x[0] x[1] errx[0][0] errx[0][1] errx[1][0] \\\n",
"21781 6407 2519.428 2550.8574 0.0455 0.0406 0.0467 \n",
"\n",
" errx[1][1] errx[2][0] errx[2][1] errx[3][0] errx[3][1] g[0][0] \\\n",
"21781 0.0424 0.0459 0.0408 0.0473 0.0426 1.9293 \n",
"\n",
" g[0][1] g[1][0] g[1][1] g[2][0] g[2][1] g[3][0] g[3][1] \\\n",
"21781 0.5217 1.5932 -0.1021 1.719 0.451 1.4994 -0.1034 \n",
"\n",
" ellip[0][0] ellip[1][0] ellip[2][0] ellip[3][0] flux[0][0] \\\n",
"21781 1.998592 1.596468 1.777178 1.502961 12487.845 \n",
"\n",
" flux[1][0] flux[2][0] flux[3][0] radius[0][0] radius[1][0] \\\n",
"21781 12648.607 12818.484 12914.576 4.594356 4.671837 \n",
"\n",
" radius[2][0] radius[3][0] gm[0] gm[1] gc[0] gc[1] gmd[0] \\\n",
"21781 4.688169 4.746876 1.76125 0.2098 1.6092 0.1738 0.16805 \n",
"\n",
" gmd[1] gcd[0] gcd[1] gsq gmdsq gmsq gcsq \n",
"21781 0.3119 0.1098 0.2772 3.994369 0.125522 3.146018 2.619731 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"N = 100\n",
"xcol = 'gsq'\n",
"ycol = 'gmdsq'\n",
"max_abs_xcol_ycol = df[[xcol,ycol]].abs().max().max()\n",
"\n",
"print(max_abs_xcol_ycol)\n",
"\n",
"df[df[xcol]==max_abs_xcol_ycol]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" gsq | \n",
" gmdsq | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 57318.000000 | \n",
" 5.731800e+04 | \n",
"
\n",
" \n",
" mean | \n",
" 0.724657 | \n",
" 2.701506e-01 | \n",
"
\n",
" \n",
" std | \n",
" 0.480078 | \n",
" 3.915369e-01 | \n",
"
\n",
" \n",
" min | \n",
" 0.000023 | \n",
" 6.500000e-08 | \n",
"
\n",
" \n",
" 25% | \n",
" 0.302338 | \n",
" 1.151514e-02 | \n",
"
\n",
" \n",
" 50% | \n",
" 0.779054 | \n",
" 6.114425e-02 | \n",
"
\n",
" \n",
" 75% | \n",
" 1.013857 | \n",
" 3.922410e-01 | \n",
"
\n",
" \n",
" max | \n",
" 3.994369 | \n",
" 2.432493e+00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" gsq gmdsq\n",
"count 57318.000000 5.731800e+04\n",
"mean 0.724657 2.701506e-01\n",
"std 0.480078 3.915369e-01\n",
"min 0.000023 6.500000e-08\n",
"25% 0.302338 1.151514e-02\n",
"50% 0.779054 6.114425e-02\n",
"75% 1.013857 3.922410e-01\n",
"max 3.994369 2.432493e+00"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[xcol,ycol]].describe()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"101\n"
]
},
{
"data": {
"text/plain": [
"array([0. , 0.03994369, 0.07988739, 0.11983108, 0.15977478,\n",
" 0.19971847, 0.23966216, 0.27960586, 0.31954955, 0.35949324,\n",
" 0.39943694, 0.43938063, 0.47932433, 0.51926802, 0.55921171,\n",
" 0.59915541, 0.6390991 , 0.67904279, 0.71898649, 0.75893018,\n",
" 0.79887388, 0.83881757, 0.87876126, 0.91870496, 0.95864865,\n",
" 0.99859234, 1.03853604, 1.07847973, 1.11842343, 1.15836712,\n",
" 1.19831081, 1.23825451, 1.2781982 , 1.3181419 , 1.35808559,\n",
" 1.39802928, 1.43797298, 1.47791667, 1.51786036, 1.55780406,\n",
" 1.59774775, 1.63769145, 1.67763514, 1.71757883, 1.75752253,\n",
" 1.79746622, 1.83740991, 1.87735361, 1.9172973 , 1.957241 ,\n",
" 1.99718469, 2.03712838, 2.07707208, 2.11701577, 2.15695947,\n",
" 2.19690316, 2.23684685, 2.27679055, 2.31673424, 2.35667793,\n",
" 2.39662163, 2.43656532, 2.47650902, 2.51645271, 2.5563964 ,\n",
" 2.5963401 , 2.63628379, 2.67622748, 2.71617118, 2.75611487,\n",
" 2.79605857, 2.83600226, 2.87594595, 2.91588965, 2.95583334,\n",
" 2.99577704, 3.03572073, 3.07566442, 3.11560812, 3.15555181,\n",
" 3.1954955 , 3.2354392 , 3.27538289, 3.31532659, 3.35527028,\n",
" 3.39521397, 3.43515767, 3.47510136, 3.51504505, 3.55498875,\n",
" 3.59493244, 3.63487614, 3.67481983, 3.71476352, 3.75470722,\n",
" 3.79465091, 3.8345946 , 3.8745383 , 3.91448199, 3.95442569,\n",
" 3.99436938])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create 1d array with N+1 values to create N bins\n",
"bins = np.linspace(0, max_abs_xcol_ycol,N+1)\n",
"\n",
"print(len(bins))\n",
"bins"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" gsq | \n",
" gsq_bins | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.215290 | \n",
" (0.16, 0.2] | \n",
"
\n",
" \n",
" 1 | \n",
" 0.926680 | \n",
" (0.0, 0.0399] | \n",
"
\n",
" \n",
" 2 | \n",
" 1.270152 | \n",
" (1.198, 1.238] | \n",
"
\n",
" \n",
" 3 | \n",
" 1.261045 | \n",
" (0.0, 0.0399] | \n",
"
\n",
" \n",
" 4 | \n",
" 0.069621 | \n",
" (0.0399, 0.0799] | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" gsq gsq_bins\n",
"0 0.215290 (0.16, 0.2]\n",
"1 0.926680 (0.0, 0.0399]\n",
"2 1.270152 (1.198, 1.238]\n",
"3 1.261045 (0.0, 0.0399]\n",
"4 0.069621 (0.0399, 0.0799]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create N bins\n",
"ser_ycol_bins = pd.cut(df[ycol], bins=bins,)\n",
"\n",
"df['gsq_bins'] = ser_ycol_bins\n",
"\n",
"df[['gsq','gsq_bins']].head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([Interval(0.0, 0.0399, closed='right'),\n",
" Interval(0.0399, 0.0799, closed='right'),\n",
" Interval(0.0799, 0.12, closed='right'),\n",
" Interval(0.12, 0.16, closed='right'),\n",
" Interval(0.16, 0.2, closed='right'),\n",
" Interval(0.2, 0.24, closed='right'),\n",
" Interval(0.24, 0.28, closed='right'),\n",
" Interval(0.28, 0.32, closed='right'),\n",
" Interval(0.32, 0.359, closed='right'),\n",
" Interval(0.359, 0.399, closed='right'),\n",
" Interval(0.399, 0.439, closed='right')], dtype=object)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['gsq_bins'].unique().categories.to_numpy()[:10+1]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.399436938, 0.4393806318)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# bin 0 ==> 0 to 0.03994369\n",
"# bin 1 ==> 0.03994369 to 0.07988739\n",
"# bin 10 ==> 0.39943694 to 0.43938063\n",
"\n",
"bins[10], bins[11]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analysis of Points above gmdsq bin number 10\n",
"\n",
"What is the corresponding gmsq value to y-axis bin number 10 (11th bin)?\n",
"\n",
"The 100*100 bin is created from absMax of gsq and gmdsq. \n",
"Then the line 0 to absMax is divided into 100 parts and bins are created.\n",
"\n",
"bin 10 for gmdsq is 0.39943694 to 0.43938063"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(14224, 51)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" fN[0][0] | \n",
" fN[1][0] | \n",
" fN[2][0] | \n",
" fN[3][0] | \n",
" id[0][0] | \n",
" id[1][0] | \n",
" id[2][0] | \n",
" id[3][0] | \n",
" x[0] | \n",
" x[1] | \n",
" errx[0][0] | \n",
" errx[0][1] | \n",
" errx[1][0] | \n",
" errx[1][1] | \n",
" errx[2][0] | \n",
" errx[2][1] | \n",
" errx[3][0] | \n",
" errx[3][1] | \n",
" g[0][0] | \n",
" g[0][1] | \n",
" g[1][0] | \n",
" g[1][1] | \n",
" g[2][0] | \n",
" g[2][1] | \n",
" g[3][0] | \n",
" g[3][1] | \n",
" ellip[0][0] | \n",
" ellip[1][0] | \n",
" ellip[2][0] | \n",
" ellip[3][0] | \n",
" flux[0][0] | \n",
" flux[1][0] | \n",
" flux[2][0] | \n",
" flux[3][0] | \n",
" radius[0][0] | \n",
" radius[1][0] | \n",
" radius[2][0] | \n",
" radius[3][0] | \n",
" gm[0] | \n",
" gm[1] | \n",
" gc[0] | \n",
" gc[1] | \n",
" gmd[0] | \n",
" gmd[1] | \n",
" gcd[0] | \n",
" gcd[1] | \n",
" gsq | \n",
" gmdsq | \n",
" gmsq | \n",
" gcsq | \n",
" gsq_bins | \n",
"
\n",
" \n",
" \n",
" \n",
" 2 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1301 | \n",
" 1310 | \n",
" 1323 | \n",
" 1312 | \n",
" 2652.56650 | \n",
" 1772.3448 | \n",
" 0.2510 | \n",
" 0.1715 | \n",
" 0.1663 | \n",
" 0.3002 | \n",
" 0.2522 | \n",
" 0.1715 | \n",
" 0.1665 | \n",
" 0.3017 | \n",
" 0.9614 | \n",
" 0.5881 | \n",
" -0.9979 | \n",
" -0.4635 | \n",
" 1.0062 | \n",
" 0.6076 | \n",
" -1.0206 | \n",
" -0.4729 | \n",
" 1.127010 | \n",
" 1.100289 | \n",
" 1.175422 | \n",
" 1.124837 | \n",
" 3694.2411 | \n",
" 3674.4453 | \n",
" 3684.164 | \n",
" 3663.4596 | \n",
" 4.161950 | \n",
" 4.303319 | \n",
" 4.159870 | \n",
" 4.301257 | \n",
" -0.01825 | \n",
" 0.06230 | \n",
" -0.00720 | \n",
" 0.06735 | \n",
" 0.97965 | \n",
" 0.52580 | \n",
" 1.01340 | \n",
" 0.54025 | \n",
" 1.270152 | \n",
" 1.236180 | \n",
" 0.004214 | \n",
" 0.004588 | \n",
" (1.198, 1.238] | \n",
"
\n",
" \n",
" 5 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 5592 | \n",
" 1389 | \n",
" 5393 | \n",
" 1394 | \n",
" 1668.12470 | \n",
" 1882.8265 | \n",
" 0.0453 | \n",
" 0.0393 | \n",
" 0.0394 | \n",
" 0.0218 | \n",
" 0.0457 | \n",
" 0.0395 | \n",
" 0.0393 | \n",
" 0.0218 | \n",
" 0.2646 | \n",
" 0.9514 | \n",
" 0.8981 | \n",
" -0.2964 | \n",
" 0.2685 | \n",
" 0.9593 | \n",
" 0.9048 | \n",
" -0.3017 | \n",
" 0.987510 | \n",
" 0.945747 | \n",
" 0.996167 | \n",
" 0.953775 | \n",
" 49474.3730 | \n",
" 45594.8360 | \n",
" 49496.897 | \n",
" 45655.9450 | \n",
" 5.496548 | \n",
" 5.503342 | \n",
" 5.499099 | \n",
" 5.507981 | \n",
" 0.58135 | \n",
" 0.32750 | \n",
" 0.58665 | \n",
" 0.32880 | \n",
" -0.31675 | \n",
" 0.62390 | \n",
" -0.31815 | \n",
" 0.63050 | \n",
" 0.975175 | \n",
" 0.489582 | \n",
" 0.445224 | \n",
" 0.452268 | \n",
" (0.479, 0.519] | \n",
"
\n",
" \n",
" 8 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 5895 | \n",
" 5967 | \n",
" 5826 | \n",
" 5909 | \n",
" 1448.97510 | \n",
" 2334.9766 | \n",
" 0.0188 | \n",
" 0.0227 | \n",
" 0.0239 | \n",
" 0.0182 | \n",
" 0.0189 | \n",
" 0.0229 | \n",
" 0.0241 | \n",
" 0.0183 | \n",
" -0.2900 | \n",
" 0.9268 | \n",
" 0.6441 | \n",
" -0.7562 | \n",
" -0.3066 | \n",
" 0.9498 | \n",
" 0.6584 | \n",
" -0.7697 | \n",
" 0.971112 | \n",
" 0.993329 | \n",
" 0.998060 | \n",
" 1.012881 | \n",
" 44277.4560 | \n",
" 44510.9310 | \n",
" 44328.676 | \n",
" 44646.1230 | \n",
" 4.390932 | \n",
" 4.486290 | \n",
" 4.404279 | \n",
" 4.505218 | \n",
" 0.17705 | \n",
" 0.08530 | \n",
" 0.17590 | \n",
" 0.09005 | \n",
" -0.46705 | \n",
" 0.84150 | \n",
" -0.48250 | \n",
" 0.85975 | \n",
" 0.943058 | \n",
" 0.926258 | \n",
" 0.038623 | \n",
" 0.039050 | \n",
" (0.919, 0.959] | \n",
"
\n",
" \n",
" 17 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1916 | \n",
" 1935 | \n",
" 1936 | \n",
" 1936 | \n",
" 987.00513 | \n",
" 2672.3523 | \n",
" 0.0075 | \n",
" 0.0098 | \n",
" 0.0099 | \n",
" 0.0079 | \n",
" 0.0075 | \n",
" 0.0098 | \n",
" 0.0100 | \n",
" 0.0079 | \n",
" -0.4763 | \n",
" 0.8956 | \n",
" 0.6350 | \n",
" -0.8553 | \n",
" -0.5089 | \n",
" 0.9281 | \n",
" 0.6544 | \n",
" -0.8827 | \n",
" 1.014377 | \n",
" 1.065253 | \n",
" 1.058465 | \n",
" 1.098817 | \n",
" 91854.4360 | \n",
" 93143.4830 | \n",
" 91915.122 | \n",
" 93209.8860 | \n",
" 4.097640 | \n",
" 4.188533 | \n",
" 4.106857 | \n",
" 4.199608 | \n",
" 0.07935 | \n",
" 0.02015 | \n",
" 0.07275 | \n",
" 0.02270 | \n",
" -0.55565 | \n",
" 0.87545 | \n",
" -0.58165 | \n",
" 0.90540 | \n",
" 1.028961 | \n",
" 1.075160 | \n",
" 0.006702 | \n",
" 0.005808 | \n",
" (1.039, 1.078] | \n",
"
\n",
" \n",
" 18 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 4798 | \n",
" 1156 | \n",
" 4737 | \n",
" 1155 | \n",
" 1993.05820 | \n",
" 1545.4589 | \n",
" 0.0838 | \n",
" 0.0597 | \n",
" 0.0636 | \n",
" 0.1048 | \n",
" 0.0842 | \n",
" 0.0598 | \n",
" 0.0637 | \n",
" 0.1052 | \n",
" 1.0009 | \n",
" -0.3474 | \n",
" -0.7955 | \n",
" 0.6838 | \n",
" 1.0567 | \n",
" -0.3781 | \n",
" -0.8061 | \n",
" 0.6933 | \n",
" 1.059475 | \n",
" 1.049001 | \n",
" 1.122308 | \n",
" 1.063232 | \n",
" 10896.1520 | \n",
" 10999.3280 | \n",
" 10882.732 | \n",
" 10990.3080 | \n",
" 4.145457 | \n",
" 4.541074 | \n",
" 4.145158 | \n",
" 4.539750 | \n",
" 0.10270 | \n",
" 0.16820 | \n",
" 0.12530 | \n",
" 0.15760 | \n",
" 0.89820 | \n",
" -0.51560 | \n",
" 0.93140 | \n",
" -0.53570 | \n",
" 1.122488 | \n",
" 1.072607 | \n",
" 0.038839 | \n",
" 0.040538 | \n",
" (1.039, 1.078] | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" fN[0][0] fN[1][0] fN[2][0] fN[3][0] id[0][0] id[1][0] id[2][0] \\\n",
"2 0 0 0 0 1301 1310 1323 \n",
"5 0 0 0 0 5592 1389 5393 \n",
"8 0 0 0 0 5895 5967 5826 \n",
"17 0 0 0 0 1916 1935 1936 \n",
"18 0 0 0 0 4798 1156 4737 \n",
"\n",
" id[3][0] x[0] x[1] errx[0][0] errx[0][1] errx[1][0] \\\n",
"2 1312 2652.56650 1772.3448 0.2510 0.1715 0.1663 \n",
"5 1394 1668.12470 1882.8265 0.0453 0.0393 0.0394 \n",
"8 5909 1448.97510 2334.9766 0.0188 0.0227 0.0239 \n",
"17 1936 987.00513 2672.3523 0.0075 0.0098 0.0099 \n",
"18 1155 1993.05820 1545.4589 0.0838 0.0597 0.0636 \n",
"\n",
" errx[1][1] errx[2][0] errx[2][1] errx[3][0] errx[3][1] g[0][0] \\\n",
"2 0.3002 0.2522 0.1715 0.1665 0.3017 0.9614 \n",
"5 0.0218 0.0457 0.0395 0.0393 0.0218 0.2646 \n",
"8 0.0182 0.0189 0.0229 0.0241 0.0183 -0.2900 \n",
"17 0.0079 0.0075 0.0098 0.0100 0.0079 -0.4763 \n",
"18 0.1048 0.0842 0.0598 0.0637 0.1052 1.0009 \n",
"\n",
" g[0][1] g[1][0] g[1][1] g[2][0] g[2][1] g[3][0] g[3][1] \\\n",
"2 0.5881 -0.9979 -0.4635 1.0062 0.6076 -1.0206 -0.4729 \n",
"5 0.9514 0.8981 -0.2964 0.2685 0.9593 0.9048 -0.3017 \n",
"8 0.9268 0.6441 -0.7562 -0.3066 0.9498 0.6584 -0.7697 \n",
"17 0.8956 0.6350 -0.8553 -0.5089 0.9281 0.6544 -0.8827 \n",
"18 -0.3474 -0.7955 0.6838 1.0567 -0.3781 -0.8061 0.6933 \n",
"\n",
" ellip[0][0] ellip[1][0] ellip[2][0] ellip[3][0] flux[0][0] \\\n",
"2 1.127010 1.100289 1.175422 1.124837 3694.2411 \n",
"5 0.987510 0.945747 0.996167 0.953775 49474.3730 \n",
"8 0.971112 0.993329 0.998060 1.012881 44277.4560 \n",
"17 1.014377 1.065253 1.058465 1.098817 91854.4360 \n",
"18 1.059475 1.049001 1.122308 1.063232 10896.1520 \n",
"\n",
" flux[1][0] flux[2][0] flux[3][0] radius[0][0] radius[1][0] \\\n",
"2 3674.4453 3684.164 3663.4596 4.161950 4.303319 \n",
"5 45594.8360 49496.897 45655.9450 5.496548 5.503342 \n",
"8 44510.9310 44328.676 44646.1230 4.390932 4.486290 \n",
"17 93143.4830 91915.122 93209.8860 4.097640 4.188533 \n",
"18 10999.3280 10882.732 10990.3080 4.145457 4.541074 \n",
"\n",
" radius[2][0] radius[3][0] gm[0] gm[1] gc[0] gc[1] gmd[0] \\\n",
"2 4.159870 4.301257 -0.01825 0.06230 -0.00720 0.06735 0.97965 \n",
"5 5.499099 5.507981 0.58135 0.32750 0.58665 0.32880 -0.31675 \n",
"8 4.404279 4.505218 0.17705 0.08530 0.17590 0.09005 -0.46705 \n",
"17 4.106857 4.199608 0.07935 0.02015 0.07275 0.02270 -0.55565 \n",
"18 4.145158 4.539750 0.10270 0.16820 0.12530 0.15760 0.89820 \n",
"\n",
" gmd[1] gcd[0] gcd[1] gsq gmdsq gmsq gcsq \\\n",
"2 0.52580 1.01340 0.54025 1.270152 1.236180 0.004214 0.004588 \n",
"5 0.62390 -0.31815 0.63050 0.975175 0.489582 0.445224 0.452268 \n",
"8 0.84150 -0.48250 0.85975 0.943058 0.926258 0.038623 0.039050 \n",
"17 0.87545 -0.58165 0.90540 1.028961 1.075160 0.006702 0.005808 \n",
"18 -0.51560 0.93140 -0.53570 1.122488 1.072607 0.038839 0.040538 \n",
"\n",
" gsq_bins \n",
"2 (1.198, 1.238] \n",
"5 (0.479, 0.519] \n",
"8 (0.919, 0.959] \n",
"17 (1.039, 1.078] \n",
"18 (1.039, 1.078] "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# take all points where gmdsq > 0.399\n",
"\n",
"df_gmdsq_lt_bin10 = df[df.gmdsq > bins[10]]\n",
"\n",
"print(df_gmdsq_lt_bin10.shape)\n",
"\n",
"df_gmdsq_lt_bin10.head()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# fN[0][0] ==> lsst_mono_z1.5_000.fits\n",
"# fN[1][0] ==> lsst_mono90_z1.5_000.fits\n",
"#\n",
"# id[0][0] ==> id of given object for mono file number 0"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(121, 52)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" fN[0][0] | \n",
" fN[1][0] | \n",
" fN[2][0] | \n",
" fN[3][0] | \n",
" id[0][0] | \n",
" id[1][0] | \n",
" id[2][0] | \n",
" id[3][0] | \n",
" x[0] | \n",
" x[1] | \n",
" errx[0][0] | \n",
" errx[0][1] | \n",
" errx[1][0] | \n",
" errx[1][1] | \n",
" errx[2][0] | \n",
" errx[2][1] | \n",
" errx[3][0] | \n",
" errx[3][1] | \n",
" g[0][0] | \n",
" g[0][1] | \n",
" g[1][0] | \n",
" g[1][1] | \n",
" g[2][0] | \n",
" g[2][1] | \n",
" g[3][0] | \n",
" g[3][1] | \n",
" ellip[0][0] | \n",
" ellip[1][0] | \n",
" ellip[2][0] | \n",
" ellip[3][0] | \n",
" flux[0][0] | \n",
" flux[1][0] | \n",
" flux[2][0] | \n",
" flux[3][0] | \n",
" radius[0][0] | \n",
" radius[1][0] | \n",
" radius[2][0] | \n",
" radius[3][0] | \n",
" gm[0] | \n",
" gm[1] | \n",
" gc[0] | \n",
" gc[1] | \n",
" gmd[0] | \n",
" gmd[1] | \n",
" gcd[0] | \n",
" gcd[1] | \n",
" gsq | \n",
" gmdsq | \n",
" gmsq | \n",
" gcsq | \n",
" gsq_bins | \n",
" radius_mono | \n",
"
\n",
" \n",
" \n",
" \n",
" 2 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1301 | \n",
" 1310 | \n",
" 1323 | \n",
" 1312 | \n",
" 2652.56650 | \n",
" 1772.3448 | \n",
" 0.2510 | \n",
" 0.1715 | \n",
" 0.1663 | \n",
" 0.3002 | \n",
" 0.2522 | \n",
" 0.1715 | \n",
" 0.1665 | \n",
" 0.3017 | \n",
" 0.9614 | \n",
" 0.5881 | \n",
" -0.9979 | \n",
" -0.4635 | \n",
" 1.0062 | \n",
" 0.6076 | \n",
" -1.0206 | \n",
" -0.4729 | \n",
" 1.127010 | \n",
" 1.100289 | \n",
" 1.175422 | \n",
" 1.124837 | \n",
" 3694.2411 | \n",
" 3674.4453 | \n",
" 3684.164 | \n",
" 3663.4596 | \n",
" 4.161950 | \n",
" 4.303319 | \n",
" 4.159870 | \n",
" 4.301257 | \n",
" -0.01825 | \n",
" 0.06230 | \n",
" -0.00720 | \n",
" 0.06735 | \n",
" 0.97965 | \n",
" 0.52580 | \n",
" 1.01340 | \n",
" 0.54025 | \n",
" 1.270152 | \n",
" 1.236180 | \n",
" 0.004214 | \n",
" 0.004588 | \n",
" (1.198, 1.238] | \n",
" 4.232634 | \n",
"
\n",
" \n",
" 5 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 5592 | \n",
" 1389 | \n",
" 5393 | \n",
" 1394 | \n",
" 1668.12470 | \n",
" 1882.8265 | \n",
" 0.0453 | \n",
" 0.0393 | \n",
" 0.0394 | \n",
" 0.0218 | \n",
" 0.0457 | \n",
" 0.0395 | \n",
" 0.0393 | \n",
" 0.0218 | \n",
" 0.2646 | \n",
" 0.9514 | \n",
" 0.8981 | \n",
" -0.2964 | \n",
" 0.2685 | \n",
" 0.9593 | \n",
" 0.9048 | \n",
" -0.3017 | \n",
" 0.987510 | \n",
" 0.945747 | \n",
" 0.996167 | \n",
" 0.953775 | \n",
" 49474.3730 | \n",
" 45594.8360 | \n",
" 49496.897 | \n",
" 45655.9450 | \n",
" 5.496548 | \n",
" 5.503342 | \n",
" 5.499099 | \n",
" 5.507981 | \n",
" 0.58135 | \n",
" 0.32750 | \n",
" 0.58665 | \n",
" 0.32880 | \n",
" -0.31675 | \n",
" 0.62390 | \n",
" -0.31815 | \n",
" 0.63050 | \n",
" 0.975175 | \n",
" 0.489582 | \n",
" 0.445224 | \n",
" 0.452268 | \n",
" (0.479, 0.519] | \n",
" 5.499945 | \n",
"
\n",
" \n",
" 8 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 5895 | \n",
" 5967 | \n",
" 5826 | \n",
" 5909 | \n",
" 1448.97510 | \n",
" 2334.9766 | \n",
" 0.0188 | \n",
" 0.0227 | \n",
" 0.0239 | \n",
" 0.0182 | \n",
" 0.0189 | \n",
" 0.0229 | \n",
" 0.0241 | \n",
" 0.0183 | \n",
" -0.2900 | \n",
" 0.9268 | \n",
" 0.6441 | \n",
" -0.7562 | \n",
" -0.3066 | \n",
" 0.9498 | \n",
" 0.6584 | \n",
" -0.7697 | \n",
" 0.971112 | \n",
" 0.993329 | \n",
" 0.998060 | \n",
" 1.012881 | \n",
" 44277.4560 | \n",
" 44510.9310 | \n",
" 44328.676 | \n",
" 44646.1230 | \n",
" 4.390932 | \n",
" 4.486290 | \n",
" 4.404279 | \n",
" 4.505218 | \n",
" 0.17705 | \n",
" 0.08530 | \n",
" 0.17590 | \n",
" 0.09005 | \n",
" -0.46705 | \n",
" 0.84150 | \n",
" -0.48250 | \n",
" 0.85975 | \n",
" 0.943058 | \n",
" 0.926258 | \n",
" 0.038623 | \n",
" 0.039050 | \n",
" (0.919, 0.959] | \n",
" 4.438611 | \n",
"
\n",
" \n",
" 17 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1916 | \n",
" 1935 | \n",
" 1936 | \n",
" 1936 | \n",
" 987.00513 | \n",
" 2672.3523 | \n",
" 0.0075 | \n",
" 0.0098 | \n",
" 0.0099 | \n",
" 0.0079 | \n",
" 0.0075 | \n",
" 0.0098 | \n",
" 0.0100 | \n",
" 0.0079 | \n",
" -0.4763 | \n",
" 0.8956 | \n",
" 0.6350 | \n",
" -0.8553 | \n",
" -0.5089 | \n",
" 0.9281 | \n",
" 0.6544 | \n",
" -0.8827 | \n",
" 1.014377 | \n",
" 1.065253 | \n",
" 1.058465 | \n",
" 1.098817 | \n",
" 91854.4360 | \n",
" 93143.4830 | \n",
" 91915.122 | \n",
" 93209.8860 | \n",
" 4.097640 | \n",
" 4.188533 | \n",
" 4.106857 | \n",
" 4.199608 | \n",
" 0.07935 | \n",
" 0.02015 | \n",
" 0.07275 | \n",
" 0.02270 | \n",
" -0.55565 | \n",
" 0.87545 | \n",
" -0.58165 | \n",
" 0.90540 | \n",
" 1.028961 | \n",
" 1.075160 | \n",
" 0.006702 | \n",
" 0.005808 | \n",
" (1.039, 1.078] | \n",
" 4.143086 | \n",
"
\n",
" \n",
" 18 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 4798 | \n",
" 1156 | \n",
" 4737 | \n",
" 1155 | \n",
" 1993.05820 | \n",
" 1545.4589 | \n",
" 0.0838 | \n",
" 0.0597 | \n",
" 0.0636 | \n",
" 0.1048 | \n",
" 0.0842 | \n",
" 0.0598 | \n",
" 0.0637 | \n",
" 0.1052 | \n",
" 1.0009 | \n",
" -0.3474 | \n",
" -0.7955 | \n",
" 0.6838 | \n",
" 1.0567 | \n",
" -0.3781 | \n",
" -0.8061 | \n",
" 0.6933 | \n",
" 1.059475 | \n",
" 1.049001 | \n",
" 1.122308 | \n",
" 1.063232 | \n",
" 10896.1520 | \n",
" 10999.3280 | \n",
" 10882.732 | \n",
" 10990.3080 | \n",
" 4.145457 | \n",
" 4.541074 | \n",
" 4.145158 | \n",
" 4.539750 | \n",
" 0.10270 | \n",
" 0.16820 | \n",
" 0.12530 | \n",
" 0.15760 | \n",
" 0.89820 | \n",
" -0.51560 | \n",
" 0.93140 | \n",
" -0.53570 | \n",
" 1.122488 | \n",
" 1.072607 | \n",
" 0.038839 | \n",
" 0.040538 | \n",
" (1.039, 1.078] | \n",
" 4.343265 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" fN[0][0] fN[1][0] fN[2][0] fN[3][0] id[0][0] id[1][0] id[2][0] \\\n",
"2 0 0 0 0 1301 1310 1323 \n",
"5 0 0 0 0 5592 1389 5393 \n",
"8 0 0 0 0 5895 5967 5826 \n",
"17 0 0 0 0 1916 1935 1936 \n",
"18 0 0 0 0 4798 1156 4737 \n",
"\n",
" id[3][0] x[0] x[1] errx[0][0] errx[0][1] errx[1][0] \\\n",
"2 1312 2652.56650 1772.3448 0.2510 0.1715 0.1663 \n",
"5 1394 1668.12470 1882.8265 0.0453 0.0393 0.0394 \n",
"8 5909 1448.97510 2334.9766 0.0188 0.0227 0.0239 \n",
"17 1936 987.00513 2672.3523 0.0075 0.0098 0.0099 \n",
"18 1155 1993.05820 1545.4589 0.0838 0.0597 0.0636 \n",
"\n",
" errx[1][1] errx[2][0] errx[2][1] errx[3][0] errx[3][1] g[0][0] \\\n",
"2 0.3002 0.2522 0.1715 0.1665 0.3017 0.9614 \n",
"5 0.0218 0.0457 0.0395 0.0393 0.0218 0.2646 \n",
"8 0.0182 0.0189 0.0229 0.0241 0.0183 -0.2900 \n",
"17 0.0079 0.0075 0.0098 0.0100 0.0079 -0.4763 \n",
"18 0.1048 0.0842 0.0598 0.0637 0.1052 1.0009 \n",
"\n",
" g[0][1] g[1][0] g[1][1] g[2][0] g[2][1] g[3][0] g[3][1] \\\n",
"2 0.5881 -0.9979 -0.4635 1.0062 0.6076 -1.0206 -0.4729 \n",
"5 0.9514 0.8981 -0.2964 0.2685 0.9593 0.9048 -0.3017 \n",
"8 0.9268 0.6441 -0.7562 -0.3066 0.9498 0.6584 -0.7697 \n",
"17 0.8956 0.6350 -0.8553 -0.5089 0.9281 0.6544 -0.8827 \n",
"18 -0.3474 -0.7955 0.6838 1.0567 -0.3781 -0.8061 0.6933 \n",
"\n",
" ellip[0][0] ellip[1][0] ellip[2][0] ellip[3][0] flux[0][0] \\\n",
"2 1.127010 1.100289 1.175422 1.124837 3694.2411 \n",
"5 0.987510 0.945747 0.996167 0.953775 49474.3730 \n",
"8 0.971112 0.993329 0.998060 1.012881 44277.4560 \n",
"17 1.014377 1.065253 1.058465 1.098817 91854.4360 \n",
"18 1.059475 1.049001 1.122308 1.063232 10896.1520 \n",
"\n",
" flux[1][0] flux[2][0] flux[3][0] radius[0][0] radius[1][0] \\\n",
"2 3674.4453 3684.164 3663.4596 4.161950 4.303319 \n",
"5 45594.8360 49496.897 45655.9450 5.496548 5.503342 \n",
"8 44510.9310 44328.676 44646.1230 4.390932 4.486290 \n",
"17 93143.4830 91915.122 93209.8860 4.097640 4.188533 \n",
"18 10999.3280 10882.732 10990.3080 4.145457 4.541074 \n",
"\n",
" radius[2][0] radius[3][0] gm[0] gm[1] gc[0] gc[1] gmd[0] \\\n",
"2 4.159870 4.301257 -0.01825 0.06230 -0.00720 0.06735 0.97965 \n",
"5 5.499099 5.507981 0.58135 0.32750 0.58665 0.32880 -0.31675 \n",
"8 4.404279 4.505218 0.17705 0.08530 0.17590 0.09005 -0.46705 \n",
"17 4.106857 4.199608 0.07935 0.02015 0.07275 0.02270 -0.55565 \n",
"18 4.145158 4.539750 0.10270 0.16820 0.12530 0.15760 0.89820 \n",
"\n",
" gmd[1] gcd[0] gcd[1] gsq gmdsq gmsq gcsq \\\n",
"2 0.52580 1.01340 0.54025 1.270152 1.236180 0.004214 0.004588 \n",
"5 0.62390 -0.31815 0.63050 0.975175 0.489582 0.445224 0.452268 \n",
"8 0.84150 -0.48250 0.85975 0.943058 0.926258 0.038623 0.039050 \n",
"17 0.87545 -0.58165 0.90540 1.028961 1.075160 0.006702 0.005808 \n",
"18 -0.51560 0.93140 -0.53570 1.122488 1.072607 0.038839 0.040538 \n",
"\n",
" gsq_bins radius_mono \n",
"2 (1.198, 1.238] 4.232634 \n",
"5 (0.479, 0.519] 5.499945 \n",
"8 (0.919, 0.959] 4.438611 \n",
"17 (1.039, 1.078] 4.143086 \n",
"18 (1.039, 1.078] 4.343265 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# take only first file number 0 (it has m,m9,c and c9)\n",
"\n",
"df_gmdsq_lt_bin10_file0 = df_gmdsq_lt_bin10[df_gmdsq_lt_bin10['fN[0][0]'] == 0]\n",
"\n",
"# add radius for mono\n",
"df_gmdsq_lt_bin10_file0['radius_mono'] = \\\n",
"(df_gmdsq_lt_bin10_file0['radius[0][0]'] + \n",
" df_gmdsq_lt_bin10_file0['radius[1][0]'] ) /2.0\n",
"\n",
"print(df_gmdsq_lt_bin10_file0.shape)\n",
"\n",
"df_gmdsq_lt_bin10_file0.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# Take only five columns and save as tsv to be read by IMCAT lc catalog"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(121, 5)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" x[0] | \n",
" x[1] | \n",
" gm[0] | \n",
" gm[1] | \n",
" radius_mono | \n",
"
\n",
" \n",
" \n",
" \n",
" 2 | \n",
" 2652.56650 | \n",
" 1772.3448 | \n",
" -0.01825 | \n",
" 0.06230 | \n",
" 4.232634 | \n",
"
\n",
" \n",
" 5 | \n",
" 1668.12470 | \n",
" 1882.8265 | \n",
" 0.58135 | \n",
" 0.32750 | \n",
" 5.499945 | \n",
"
\n",
" \n",
" 8 | \n",
" 1448.97510 | \n",
" 2334.9766 | \n",
" 0.17705 | \n",
" 0.08530 | \n",
" 4.438611 | \n",
"
\n",
" \n",
" 17 | \n",
" 987.00513 | \n",
" 2672.3523 | \n",
" 0.07935 | \n",
" 0.02015 | \n",
" 4.143086 | \n",
"
\n",
" \n",
" 18 | \n",
" 1993.05820 | \n",
" 1545.4589 | \n",
" 0.10270 | \n",
" 0.16820 | \n",
" 4.343265 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" x[0] x[1] gm[0] gm[1] radius_mono\n",
"2 2652.56650 1772.3448 -0.01825 0.06230 4.232634\n",
"5 1668.12470 1882.8265 0.58135 0.32750 5.499945\n",
"8 1448.97510 2334.9766 0.17705 0.08530 4.438611\n",
"17 987.00513 2672.3523 0.07935 0.02015 4.143086\n",
"18 1993.05820 1545.4589 0.10270 0.16820 4.343265"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_output = df_gmdsq_lt_bin10_file0[['x[0]','x[1]','gm[0]','gm[1]','radius_mono']]\n",
"\n",
"df_output.to_csv('df_gmdsq_lt_bin10_file0.tsv',sep='\\t',header=False,index=False)\n",
"\n",
"print(df_output.shape)\n",
"\n",
"df_output.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Caveat: Too many ellipses in ellipse_mono0.fits \n",
"\n",
"**IMCAT Script**\n",
"```bash\n",
"# %load one_file_draw_ellipses.sh\n",
"# variables\n",
"TSV=\"df_gmdsq_larger_bin10_file0.tsv\"\n",
"CAT=\"df_gmdsq_larger_bin10_file0.cat\"\n",
"\n",
"# create lc catalog from tsv\n",
"lc -C -N '1 2 x' -N '1 2 gm' -n radius < \"${TSV}\" > \"${CAT}\"\n",
"\n",
"# draw ellipse on fitsfile using given .cat file\n",
"FITS=\"lsst_mono_z1.5_000.fits\"\n",
"\n",
"makechart -r radius 2 -e gm 1 -v 60000 -f \"$FITS\" < \"${CAT}\" > ellipse_\"${FITS}\"\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(7698, 167)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" # calib_detected | \n",
" calib_psfCandidate | \n",
" calib_psfUsed | \n",
" calib_psfReserved | \n",
" flags_negative | \n",
" deblend_deblendedAsPsf | \n",
" deblend_tooManyPeaks | \n",
" deblend_parentTooBig | \n",
" deblend_masked | \n",
" deblend_skipped | \n",
" deblend_rampedTemplate | \n",
" deblend_patchedTemplate | \n",
" deblend_hasStrayFlux | \n",
" base_GaussianCentroid_flag | \n",
" base_GaussianCentroid_flag_noPeak | \n",
" base_GaussianCentroid_flag_resetToPeak | \n",
" base_NaiveCentroid_flag | \n",
" base_NaiveCentroid_flag_noCounts | \n",
" base_NaiveCentroid_flag_edge | \n",
" base_NaiveCentroid_flag_resetToPeak | \n",
" base_SdssCentroid_flag | \n",
" base_SdssCentroid_flag_edge | \n",
" base_SdssCentroid_flag_noSecondDerivative | \n",
" base_SdssCentroid_flag_almostNoSecondDerivative | \n",
" base_SdssCentroid_flag_notAtMaximum | \n",
" base_SdssCentroid_flag_resetToPeak | \n",
" base_SdssShape_flag | \n",
" base_SdssShape_flag_unweightedBad | \n",
" base_SdssShape_flag_unweighted | \n",
" base_SdssShape_flag_shift | \n",
" base_SdssShape_flag_maxIter | \n",
" base_SdssShape_flag_psf | \n",
" ext_shapeHSM_HsmPsfMoments_flag | \n",
" ext_shapeHSM_HsmPsfMoments_flag_no_pixels | \n",
" ext_shapeHSM_HsmPsfMoments_flag_not_contained | \n",
" ext_shapeHSM_HsmPsfMoments_flag_galsim | \n",
" ext_shapeHSM_HsmShapeRegauss_flag | \n",
" ext_shapeHSM_HsmShapeRegauss_flag_no_pixels | \n",
" ext_shapeHSM_HsmShapeRegauss_flag_not_contained | \n",
" ext_shapeHSM_HsmShapeRegauss_flag_parent_source | \n",
" ext_shapeHSM_HsmShapeRegauss_flag_galsim | \n",
" ext_shapeHSM_HsmSourceMoments_flag | \n",
" ext_shapeHSM_HsmSourceMoments_flag_no_pixels | \n",
" ext_shapeHSM_HsmSourceMoments_flag_not_contained | \n",
" ext_shapeHSM_HsmSourceMoments_flag_galsim | \n",
" base_CircularApertureFlux_3_0_flag | \n",
" base_CircularApertureFlux_3_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_3_0_flag_sincCoeffsTruncated | \n",
" base_CircularApertureFlux_4_5_flag | \n",
" base_CircularApertureFlux_4_5_flag_apertureTruncated | \n",
" base_CircularApertureFlux_4_5_flag_sincCoeffsTruncated | \n",
" base_CircularApertureFlux_6_0_flag | \n",
" base_CircularApertureFlux_6_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_6_0_flag_sincCoeffsTruncated | \n",
" base_CircularApertureFlux_9_0_flag | \n",
" base_CircularApertureFlux_9_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_9_0_flag_sincCoeffsTruncated | \n",
" base_CircularApertureFlux_12_0_flag | \n",
" base_CircularApertureFlux_12_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_17_0_flag | \n",
" base_CircularApertureFlux_17_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_25_0_flag | \n",
" base_CircularApertureFlux_25_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_35_0_flag | \n",
" base_CircularApertureFlux_35_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_50_0_flag | \n",
" base_CircularApertureFlux_50_0_flag_apertureTruncated | \n",
" base_CircularApertureFlux_70_0_flag | \n",
" base_CircularApertureFlux_70_0_flag_apertureTruncated | \n",
" base_GaussianFlux_flag | \n",
" base_PixelFlags_flag | \n",
" base_PixelFlags_flag_offimage | \n",
" base_PixelFlags_flag_edge | \n",
" base_PixelFlags_flag_interpolated | \n",
" base_PixelFlags_flag_saturated | \n",
" base_PixelFlags_flag_cr | \n",
" base_PixelFlags_flag_bad | \n",
" base_PixelFlags_flag_suspect | \n",
" base_PixelFlags_flag_interpolatedCenter | \n",
" base_PixelFlags_flag_saturatedCenter | \n",
" base_PixelFlags_flag_crCenter | \n",
" base_PixelFlags_flag_suspectCenter | \n",
" base_PsfFlux_flag | \n",
" base_PsfFlux_flag_noGoodPixels | \n",
" base_PsfFlux_flag_edge | \n",
" base_Variance_flag | \n",
" base_Variance_flag_emptyFootprint | \n",
" base_PsfFlux_flag_apCorr | \n",
" base_GaussianFlux_flag_apCorr | \n",
" base_ClassificationExtendedness_flag | \n",
" id | \n",
" coord_ra | \n",
" coord_dec | \n",
" parent | \n",
" deblend_nChild | \n",
" deblend_psfCenter_x | \n",
" deblend_psfCenter_y | \n",
" deblend_psfFlux | \n",
" base_GaussianCentroid_x | \n",
" base_GaussianCentroid_y | \n",
" base_NaiveCentroid_x | \n",
" base_NaiveCentroid_y | \n",
" base_SdssCentroid_x | \n",
" base_SdssCentroid_y | \n",
" base_SdssCentroid_xSigma | \n",
" base_SdssCentroid_ySigma | \n",
" base_SdssShape_xx | \n",
" base_SdssShape_yy | \n",
" base_SdssShape_xy | \n",
" base_SdssShape_xxSigma | \n",
" base_SdssShape_yySigma | \n",
" base_SdssShape_xySigma | \n",
" base_SdssShape_x | \n",
" base_SdssShape_y | \n",
" base_SdssShape_flux | \n",
" base_SdssShape_fluxSigma | \n",
" base_SdssShape_psf_xx | \n",
" base_SdssShape_psf_yy | \n",
" base_SdssShape_psf_xy | \n",
" base_SdssShape_flux_xx_Cov | \n",
" base_SdssShape_flux_yy_Cov | \n",
" base_SdssShape_flux_xy_Cov | \n",
" ext_shapeHSM_HsmPsfMoments_x | \n",
" ext_shapeHSM_HsmPsfMoments_y | \n",
" ext_shapeHSM_HsmPsfMoments_xx | \n",
" ext_shapeHSM_HsmPsfMoments_yy | \n",
" ext_shapeHSM_HsmPsfMoments_xy | \n",
" ext_shapeHSM_HsmShapeRegauss_e1 | \n",
" ext_shapeHSM_HsmShapeRegauss_e2 | \n",
" ext_shapeHSM_HsmShapeRegauss_sigma | \n",
" ext_shapeHSM_HsmShapeRegauss_resolution | \n",
" ext_shapeHSM_HsmSourceMoments_x | \n",
" ext_shapeHSM_HsmSourceMoments_y | \n",
" ext_shapeHSM_HsmSourceMoments_xx | \n",
" ext_shapeHSM_HsmSourceMoments_yy | \n",
" ext_shapeHSM_HsmSourceMoments_xy | \n",
" base_CircularApertureFlux_3_0_flux | \n",
" base_CircularApertureFlux_3_0_fluxSigma | \n",
" base_CircularApertureFlux_4_5_flux | \n",
" base_CircularApertureFlux_4_5_fluxSigma | \n",
" base_CircularApertureFlux_6_0_flux | \n",
" base_CircularApertureFlux_6_0_fluxSigma | \n",
" base_CircularApertureFlux_9_0_flux | \n",
" base_CircularApertureFlux_9_0_fluxSigma | \n",
" base_CircularApertureFlux_12_0_flux | \n",
" base_CircularApertureFlux_12_0_fluxSigma | \n",
" base_CircularApertureFlux_17_0_flux | \n",
" base_CircularApertureFlux_17_0_fluxSigma | \n",
" base_CircularApertureFlux_25_0_flux | \n",
" base_CircularApertureFlux_25_0_fluxSigma | \n",
" base_CircularApertureFlux_35_0_flux | \n",
" base_CircularApertureFlux_35_0_fluxSigma | \n",
" base_CircularApertureFlux_50_0_flux | \n",
" base_CircularApertureFlux_50_0_fluxSigma | \n",
" base_CircularApertureFlux_70_0_flux | \n",
" base_CircularApertureFlux_70_0_fluxSigma | \n",
" base_GaussianFlux_flux | \n",
" base_GaussianFlux_fluxSigma | \n",
" base_PsfFlux_flux | \n",
" base_PsfFlux_fluxSigma | \n",
" base_Variance_value | \n",
" base_PsfFlux_apCorr | \n",
" base_PsfFlux_apCorrSigma | \n",
" base_GaussianFlux_apCorr | \n",
" base_GaussianFlux_apCorrSigma | \n",
" base_ClassificationExtendedness_value | \n",
" footprint | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0034 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 44.0000 | \n",
" 12.0000 | \n",
" 44.0929 | \n",
" 11.8224 | \n",
" 44.0 | \n",
" 12.0 | \n",
" nan | \n",
" nan | \n",
" 8.0960 | \n",
" 14.3944 | \n",
" -0.6970 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 44.0645 | \n",
" 11.5793 | \n",
" nan | \n",
" nan | \n",
" 11.6343 | \n",
" 11.9580 | \n",
" 0.6932 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 0.0003 | \n",
" 0.0006 | \n",
" 11.6400 | \n",
" 11.9639 | \n",
" 0.6933 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 44.3466 | \n",
" 4.7701 | \n",
" 15.0647 | \n",
" 1.3038 | \n",
" 0.1181 | \n",
" 337.8846 | \n",
" 25.7848 | \n",
" 957.7750 | \n",
" 39.0556 | \n",
" 2167.5706 | \n",
" 52.3649 | \n",
" 8611.4854 | \n",
" 78.9495 | \n",
" 20285.5624 | \n",
" 105.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 570.4109 | \n",
" 39.0686 | \n",
" 4140.2064 | \n",
" 63.5678 | \n",
" nan | \n",
" 0.9653 | \n",
" 0.0 | \n",
" 1.0472 | \n",
" 0.0 | \n",
" nan | \n",
" 1.0 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 0.0030 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 3.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 485.9972 | \n",
" 20.3607 | \n",
" 485.9967 | \n",
" 20.0172 | \n",
" 486.0 | \n",
" 20.0 | \n",
" nan | \n",
" nan | \n",
" 10.3449 | \n",
" 12.9521 | \n",
" 0.9963 | \n",
" 0.1558 | \n",
" 0.1237 | \n",
" 0.1950 | \n",
" 485.9994 | \n",
" 20.1815 | \n",
" 11307.4899 | \n",
" 85.1235 | \n",
" 11.7969 | \n",
" 12.0755 | \n",
" 0.6936 | \n",
" -6.6292 | \n",
" -0.6385 | \n",
" -8.2999 | \n",
" 0.0002 | \n",
" 0.0005 | \n",
" 11.8036 | \n",
" 12.0818 | \n",
" 0.6937 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 485.9988 | \n",
" 20.3612 | \n",
" 10.3610 | \n",
" 12.8100 | \n",
" 0.9905 | \n",
" 3709.3887 | \n",
" 25.7848 | \n",
" 6565.0078 | \n",
" 39.0556 | \n",
" 8779.9268 | \n",
" 52.3650 | \n",
" 11045.1670 | \n",
" 78.9504 | \n",
" 11928.1577 | \n",
" 105.0 | \n",
" 12952.3077 | \n",
" 150.0833 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 11807.6742 | \n",
" 62.8547 | \n",
" 12024.0183 | \n",
" 63.9299 | \n",
" nan | \n",
" 0.9658 | \n",
" 0.0 | \n",
" 1.0467 | \n",
" 0.0 | \n",
" nan | \n",
" 2.0 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 3.0 | \n",
" 0.0027 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 809.2097 | \n",
" 14.6008 | \n",
" 809.0141 | \n",
" 14.9891 | \n",
" 809.0 | \n",
" 15.0 | \n",
" nan | \n",
" nan | \n",
" 12.8894 | \n",
" 10.4829 | \n",
" 1.1217 | \n",
" 1.0448 | \n",
" 0.6693 | \n",
" 0.8497 | \n",
" 809.1056 | \n",
" 14.8018 | \n",
" 2103.7232 | \n",
" 85.2614 | \n",
" 11.9032 | \n",
" 12.1357 | \n",
" 0.6939 | \n",
" -44.5398 | \n",
" -3.8759 | \n",
" -36.2240 | \n",
" 0.0002 | \n",
" 0.0004 | \n",
" 11.9096 | \n",
" 12.1416 | \n",
" 0.6942 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 809.2077 | \n",
" 14.6070 | \n",
" 12.8311 | \n",
" 10.3401 | \n",
" 1.1472 | \n",
" 692.5776 | \n",
" 25.7848 | \n",
" 1210.5546 | \n",
" 39.0556 | \n",
" 1631.0073 | \n",
" 52.3650 | \n",
" 2072.9514 | \n",
" 78.9501 | \n",
" 2152.6595 | \n",
" 105.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 2190.8965 | \n",
" 62.7882 | \n",
" 2238.2411 | \n",
" 64.1396 | \n",
" nan | \n",
" 0.9661 | \n",
" 0.0 | \n",
" 1.0464 | \n",
" 0.0 | \n",
" nan | \n",
" 3.0 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 4.0 | \n",
" 0.0025 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 2.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 1044.8638 | \n",
" 18.7655 | \n",
" 1044.9866 | \n",
" 18.0783 | \n",
" 1045.0 | \n",
" 18.0 | \n",
" nan | \n",
" nan | \n",
" 85.5024 | \n",
" 205.0369 | \n",
" -64.3010 | \n",
" 1.1072 | \n",
" 1.3477 | \n",
" 2.6550 | \n",
" 1047.6113 | \n",
" 11.3252 | \n",
" 41651.6688 | \n",
" 269.6733 | \n",
" 11.9676 | \n",
" 12.1663 | \n",
" 0.6959 | \n",
" -149.2870 | \n",
" 112.2694 | \n",
" -357.9939 | \n",
" 0.0001 | \n",
" 0.0004 | \n",
" 11.9678 | \n",
" 12.1737 | \n",
" 0.6976 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 1048.8291 | \n",
" 11.5367 | \n",
" 74.0755 | \n",
" 61.8624 | \n",
" -24.6222 | \n",
" 2527.9819 | \n",
" 25.7848 | \n",
" 4700.7202 | \n",
" 39.0556 | \n",
" 6747.8818 | \n",
" 52.3650 | \n",
" 10284.9004 | \n",
" 78.9503 | \n",
" 14352.3095 | \n",
" 105.0 | \n",
" 26736.3166 | \n",
" 150.0833 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 28019.8468 | \n",
" 147.2461 | \n",
" 9611.2364 | \n",
" 64.2534 | \n",
" nan | \n",
" 0.9662 | \n",
" 0.0 | \n",
" 1.0462 | \n",
" 0.0 | \n",
" nan | \n",
" 4.0 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 5.0 | \n",
" 0.0024 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 1125.8956 | \n",
" 15.3412 | \n",
" 1125.9930 | \n",
" 15.0464 | \n",
" 1126.0 | \n",
" 15.0 | \n",
" nan | \n",
" nan | \n",
" 10.2909 | \n",
" 11.5572 | \n",
" 1.4324 | \n",
" 0.6839 | \n",
" 0.5169 | \n",
" 0.7681 | \n",
" 1125.9515 | \n",
" 15.1744 | \n",
" 2480.2444 | \n",
" 82.4190 | \n",
" 11.9818 | \n",
" 12.1751 | \n",
" 0.6980 | \n",
" -28.1847 | \n",
" -3.9230 | \n",
" -31.6530 | \n",
" 0.0001 | \n",
" 0.0004 | \n",
" 11.9889 | \n",
" 12.1811 | \n",
" 0.6982 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 1125.9035 | \n",
" 15.3461 | \n",
" 10.3452 | \n",
" 11.4144 | \n",
" 1.4841 | \n",
" 868.7623 | \n",
" 25.7848 | \n",
" 1477.9594 | \n",
" 39.0556 | \n",
" 1957.6005 | \n",
" 52.3650 | \n",
" 2466.9163 | \n",
" 78.9501 | \n",
" 2577.6380 | \n",
" 105.0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 2588.9781 | \n",
" 60.8343 | \n",
" 2734.2629 | \n",
" 64.2887 | \n",
" nan | \n",
" 0.9662 | \n",
" 0.0 | \n",
" 1.0461 | \n",
" 0.0 | \n",
" nan | \n",
" 5.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" # calib_detected calib_psfCandidate calib_psfUsed calib_psfReserved \\\n",
"0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 \n",
"\n",
" flags_negative deblend_deblendedAsPsf deblend_tooManyPeaks \\\n",
"0 0.0 0.0 0.0 \n",
"1 0.0 0.0 1.0 \n",
"2 0.0 0.0 0.0 \n",
"3 0.0 0.0 1.0 \n",
"4 0.0 0.0 0.0 \n",
"\n",
" deblend_parentTooBig deblend_masked deblend_skipped \\\n",
"0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 \n",
"\n",
" deblend_rampedTemplate deblend_patchedTemplate deblend_hasStrayFlux \\\n",
"0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 \n",
"\n",
" base_GaussianCentroid_flag base_GaussianCentroid_flag_noPeak \\\n",
"0 1.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_GaussianCentroid_flag_resetToPeak base_NaiveCentroid_flag \\\n",
"0 1.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_NaiveCentroid_flag_noCounts base_NaiveCentroid_flag_edge \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_NaiveCentroid_flag_resetToPeak base_SdssCentroid_flag \\\n",
"0 0.0 1.0 \n",
"1 0.0 1.0 \n",
"2 0.0 1.0 \n",
"3 0.0 1.0 \n",
"4 0.0 1.0 \n",
"\n",
" base_SdssCentroid_flag_edge base_SdssCentroid_flag_noSecondDerivative \\\n",
"0 1.0 0.0 \n",
"1 1.0 0.0 \n",
"2 1.0 0.0 \n",
"3 1.0 0.0 \n",
"4 1.0 0.0 \n",
"\n",
" base_SdssCentroid_flag_almostNoSecondDerivative \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_SdssCentroid_flag_notAtMaximum base_SdssCentroid_flag_resetToPeak \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_SdssShape_flag base_SdssShape_flag_unweightedBad \\\n",
"0 1.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 1.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_SdssShape_flag_unweighted base_SdssShape_flag_shift \\\n",
"0 1.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 1.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_SdssShape_flag_maxIter base_SdssShape_flag_psf \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" ext_shapeHSM_HsmPsfMoments_flag ext_shapeHSM_HsmPsfMoments_flag_no_pixels \\\n",
"0 1.0 0.0 \n",
"1 1.0 0.0 \n",
"2 1.0 0.0 \n",
"3 1.0 0.0 \n",
"4 1.0 0.0 \n",
"\n",
" ext_shapeHSM_HsmPsfMoments_flag_not_contained \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" ext_shapeHSM_HsmPsfMoments_flag_galsim ext_shapeHSM_HsmShapeRegauss_flag \\\n",
"0 0.0 1.0 \n",
"1 0.0 1.0 \n",
"2 0.0 1.0 \n",
"3 0.0 1.0 \n",
"4 0.0 1.0 \n",
"\n",
" ext_shapeHSM_HsmShapeRegauss_flag_no_pixels \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" ext_shapeHSM_HsmShapeRegauss_flag_not_contained \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" ext_shapeHSM_HsmShapeRegauss_flag_parent_source \\\n",
"0 0.0 \n",
"1 1.0 \n",
"2 0.0 \n",
"3 1.0 \n",
"4 0.0 \n",
"\n",
" ext_shapeHSM_HsmShapeRegauss_flag_galsim \\\n",
"0 1.0 \n",
"1 0.0 \n",
"2 1.0 \n",
"3 0.0 \n",
"4 1.0 \n",
"\n",
" ext_shapeHSM_HsmSourceMoments_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" ext_shapeHSM_HsmSourceMoments_flag_no_pixels \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" ext_shapeHSM_HsmSourceMoments_flag_not_contained \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" ext_shapeHSM_HsmSourceMoments_flag_galsim \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_3_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_3_0_flag_apertureTruncated \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_3_0_flag_sincCoeffsTruncated \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_4_5_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_4_5_flag_apertureTruncated \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_4_5_flag_sincCoeffsTruncated \\\n",
"0 1.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_6_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_6_0_flag_apertureTruncated \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_6_0_flag_sincCoeffsTruncated \\\n",
"0 1.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_9_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_9_0_flag_apertureTruncated \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_9_0_flag_sincCoeffsTruncated \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_12_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_12_0_flag_apertureTruncated \\\n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 \n",
"\n",
" base_CircularApertureFlux_17_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_17_0_flag_apertureTruncated \\\n",
"0 1.0 \n",
"1 0.0 \n",
"2 1.0 \n",
"3 0.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_25_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_25_0_flag_apertureTruncated \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_35_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_35_0_flag_apertureTruncated \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_50_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_50_0_flag_apertureTruncated \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_70_0_flag \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_CircularApertureFlux_70_0_flag_apertureTruncated \\\n",
"0 1.0 \n",
"1 1.0 \n",
"2 1.0 \n",
"3 1.0 \n",
"4 1.0 \n",
"\n",
" base_GaussianFlux_flag base_PixelFlags_flag \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_PixelFlags_flag_offimage base_PixelFlags_flag_edge \\\n",
"0 0.0 1.0 \n",
"1 0.0 1.0 \n",
"2 0.0 1.0 \n",
"3 0.0 1.0 \n",
"4 0.0 1.0 \n",
"\n",
" base_PixelFlags_flag_interpolated base_PixelFlags_flag_saturated \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_PixelFlags_flag_cr base_PixelFlags_flag_bad \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_PixelFlags_flag_suspect base_PixelFlags_flag_interpolatedCenter \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_PixelFlags_flag_saturatedCenter base_PixelFlags_flag_crCenter \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_PixelFlags_flag_suspectCenter base_PsfFlux_flag \\\n",
"0 0.0 1.0 \n",
"1 0.0 1.0 \n",
"2 0.0 1.0 \n",
"3 0.0 1.0 \n",
"4 0.0 1.0 \n",
"\n",
" base_PsfFlux_flag_noGoodPixels base_PsfFlux_flag_edge base_Variance_flag \\\n",
"0 0.0 1.0 1.0 \n",
"1 0.0 0.0 1.0 \n",
"2 0.0 1.0 1.0 \n",
"3 0.0 1.0 1.0 \n",
"4 0.0 1.0 1.0 \n",
"\n",
" base_Variance_flag_emptyFootprint base_PsfFlux_flag_apCorr \\\n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" base_GaussianFlux_flag_apCorr base_ClassificationExtendedness_flag id \\\n",
"0 0.0 1.0 1.0 \n",
"1 0.0 1.0 2.0 \n",
"2 0.0 1.0 3.0 \n",
"3 0.0 1.0 4.0 \n",
"4 0.0 1.0 5.0 \n",
"\n",
" coord_ra coord_dec parent deblend_nChild deblend_psfCenter_x \\\n",
"0 0.0034 0.0 0.0 0.0 nan \n",
"1 0.0030 0.0 0.0 3.0 nan \n",
"2 0.0027 0.0 0.0 0.0 nan \n",
"3 0.0025 0.0 0.0 2.0 nan \n",
"4 0.0024 0.0 0.0 0.0 nan \n",
"\n",
" deblend_psfCenter_y deblend_psfFlux base_GaussianCentroid_x \\\n",
"0 nan nan 44.0000 \n",
"1 nan nan 485.9972 \n",
"2 nan nan 809.2097 \n",
"3 nan nan 1044.8638 \n",
"4 nan nan 1125.8956 \n",
"\n",
" base_GaussianCentroid_y base_NaiveCentroid_x base_NaiveCentroid_y \\\n",
"0 12.0000 44.0929 11.8224 \n",
"1 20.3607 485.9967 20.0172 \n",
"2 14.6008 809.0141 14.9891 \n",
"3 18.7655 1044.9866 18.0783 \n",
"4 15.3412 1125.9930 15.0464 \n",
"\n",
" base_SdssCentroid_x base_SdssCentroid_y base_SdssCentroid_xSigma \\\n",
"0 44.0 12.0 nan \n",
"1 486.0 20.0 nan \n",
"2 809.0 15.0 nan \n",
"3 1045.0 18.0 nan \n",
"4 1126.0 15.0 nan \n",
"\n",
" base_SdssCentroid_ySigma base_SdssShape_xx base_SdssShape_yy \\\n",
"0 nan 8.0960 14.3944 \n",
"1 nan 10.3449 12.9521 \n",
"2 nan 12.8894 10.4829 \n",
"3 nan 85.5024 205.0369 \n",
"4 nan 10.2909 11.5572 \n",
"\n",
" base_SdssShape_xy base_SdssShape_xxSigma base_SdssShape_yySigma \\\n",
"0 -0.6970 nan nan \n",
"1 0.9963 0.1558 0.1237 \n",
"2 1.1217 1.0448 0.6693 \n",
"3 -64.3010 1.1072 1.3477 \n",
"4 1.4324 0.6839 0.5169 \n",
"\n",
" base_SdssShape_xySigma base_SdssShape_x base_SdssShape_y \\\n",
"0 nan 44.0645 11.5793 \n",
"1 0.1950 485.9994 20.1815 \n",
"2 0.8497 809.1056 14.8018 \n",
"3 2.6550 1047.6113 11.3252 \n",
"4 0.7681 1125.9515 15.1744 \n",
"\n",
" base_SdssShape_flux base_SdssShape_fluxSigma base_SdssShape_psf_xx \\\n",
"0 nan nan 11.6343 \n",
"1 11307.4899 85.1235 11.7969 \n",
"2 2103.7232 85.2614 11.9032 \n",
"3 41651.6688 269.6733 11.9676 \n",
"4 2480.2444 82.4190 11.9818 \n",
"\n",
" base_SdssShape_psf_yy base_SdssShape_psf_xy base_SdssShape_flux_xx_Cov \\\n",
"0 11.9580 0.6932 nan \n",
"1 12.0755 0.6936 -6.6292 \n",
"2 12.1357 0.6939 -44.5398 \n",
"3 12.1663 0.6959 -149.2870 \n",
"4 12.1751 0.6980 -28.1847 \n",
"\n",
" base_SdssShape_flux_yy_Cov base_SdssShape_flux_xy_Cov \\\n",
"0 nan nan \n",
"1 -0.6385 -8.2999 \n",
"2 -3.8759 -36.2240 \n",
"3 112.2694 -357.9939 \n",
"4 -3.9230 -31.6530 \n",
"\n",
" ext_shapeHSM_HsmPsfMoments_x ext_shapeHSM_HsmPsfMoments_y \\\n",
"0 0.0003 0.0006 \n",
"1 0.0002 0.0005 \n",
"2 0.0002 0.0004 \n",
"3 0.0001 0.0004 \n",
"4 0.0001 0.0004 \n",
"\n",
" ext_shapeHSM_HsmPsfMoments_xx ext_shapeHSM_HsmPsfMoments_yy \\\n",
"0 11.6400 11.9639 \n",
"1 11.8036 12.0818 \n",
"2 11.9096 12.1416 \n",
"3 11.9678 12.1737 \n",
"4 11.9889 12.1811 \n",
"\n",
" ext_shapeHSM_HsmPsfMoments_xy ext_shapeHSM_HsmShapeRegauss_e1 \\\n",
"0 0.6933 nan \n",
"1 0.6937 nan \n",
"2 0.6942 nan \n",
"3 0.6976 nan \n",
"4 0.6982 nan \n",
"\n",
" ext_shapeHSM_HsmShapeRegauss_e2 ext_shapeHSM_HsmShapeRegauss_sigma \\\n",
"0 nan nan \n",
"1 nan nan \n",
"2 nan nan \n",
"3 nan nan \n",
"4 nan nan \n",
"\n",
" ext_shapeHSM_HsmShapeRegauss_resolution ext_shapeHSM_HsmSourceMoments_x \\\n",
"0 nan 44.3466 \n",
"1 nan 485.9988 \n",
"2 nan 809.2077 \n",
"3 nan 1048.8291 \n",
"4 nan 1125.9035 \n",
"\n",
" ext_shapeHSM_HsmSourceMoments_y ext_shapeHSM_HsmSourceMoments_xx \\\n",
"0 4.7701 15.0647 \n",
"1 20.3612 10.3610 \n",
"2 14.6070 12.8311 \n",
"3 11.5367 74.0755 \n",
"4 15.3461 10.3452 \n",
"\n",
" ext_shapeHSM_HsmSourceMoments_yy ext_shapeHSM_HsmSourceMoments_xy \\\n",
"0 1.3038 0.1181 \n",
"1 12.8100 0.9905 \n",
"2 10.3401 1.1472 \n",
"3 61.8624 -24.6222 \n",
"4 11.4144 1.4841 \n",
"\n",
" base_CircularApertureFlux_3_0_flux \\\n",
"0 337.8846 \n",
"1 3709.3887 \n",
"2 692.5776 \n",
"3 2527.9819 \n",
"4 868.7623 \n",
"\n",
" base_CircularApertureFlux_3_0_fluxSigma \\\n",
"0 25.7848 \n",
"1 25.7848 \n",
"2 25.7848 \n",
"3 25.7848 \n",
"4 25.7848 \n",
"\n",
" base_CircularApertureFlux_4_5_flux \\\n",
"0 957.7750 \n",
"1 6565.0078 \n",
"2 1210.5546 \n",
"3 4700.7202 \n",
"4 1477.9594 \n",
"\n",
" base_CircularApertureFlux_4_5_fluxSigma \\\n",
"0 39.0556 \n",
"1 39.0556 \n",
"2 39.0556 \n",
"3 39.0556 \n",
"4 39.0556 \n",
"\n",
" base_CircularApertureFlux_6_0_flux \\\n",
"0 2167.5706 \n",
"1 8779.9268 \n",
"2 1631.0073 \n",
"3 6747.8818 \n",
"4 1957.6005 \n",
"\n",
" base_CircularApertureFlux_6_0_fluxSigma \\\n",
"0 52.3649 \n",
"1 52.3650 \n",
"2 52.3650 \n",
"3 52.3650 \n",
"4 52.3650 \n",
"\n",
" base_CircularApertureFlux_9_0_flux \\\n",
"0 8611.4854 \n",
"1 11045.1670 \n",
"2 2072.9514 \n",
"3 10284.9004 \n",
"4 2466.9163 \n",
"\n",
" base_CircularApertureFlux_9_0_fluxSigma \\\n",
"0 78.9495 \n",
"1 78.9504 \n",
"2 78.9501 \n",
"3 78.9503 \n",
"4 78.9501 \n",
"\n",
" base_CircularApertureFlux_12_0_flux \\\n",
"0 20285.5624 \n",
"1 11928.1577 \n",
"2 2152.6595 \n",
"3 14352.3095 \n",
"4 2577.6380 \n",
"\n",
" base_CircularApertureFlux_12_0_fluxSigma \\\n",
"0 105.0 \n",
"1 105.0 \n",
"2 105.0 \n",
"3 105.0 \n",
"4 105.0 \n",
"\n",
" base_CircularApertureFlux_17_0_flux \\\n",
"0 nan \n",
"1 12952.3077 \n",
"2 nan \n",
"3 26736.3166 \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_17_0_fluxSigma \\\n",
"0 nan \n",
"1 150.0833 \n",
"2 nan \n",
"3 150.0833 \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_25_0_flux \\\n",
"0 nan \n",
"1 nan \n",
"2 nan \n",
"3 nan \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_25_0_fluxSigma \\\n",
"0 nan \n",
"1 nan \n",
"2 nan \n",
"3 nan \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_35_0_flux \\\n",
"0 nan \n",
"1 nan \n",
"2 nan \n",
"3 nan \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_35_0_fluxSigma \\\n",
"0 nan \n",
"1 nan \n",
"2 nan \n",
"3 nan \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_50_0_flux \\\n",
"0 nan \n",
"1 nan \n",
"2 nan \n",
"3 nan \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_50_0_fluxSigma \\\n",
"0 nan \n",
"1 nan \n",
"2 nan \n",
"3 nan \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_70_0_flux \\\n",
"0 nan \n",
"1 nan \n",
"2 nan \n",
"3 nan \n",
"4 nan \n",
"\n",
" base_CircularApertureFlux_70_0_fluxSigma base_GaussianFlux_flux \\\n",
"0 nan 570.4109 \n",
"1 nan 11807.6742 \n",
"2 nan 2190.8965 \n",
"3 nan 28019.8468 \n",
"4 nan 2588.9781 \n",
"\n",
" base_GaussianFlux_fluxSigma base_PsfFlux_flux base_PsfFlux_fluxSigma \\\n",
"0 39.0686 4140.2064 63.5678 \n",
"1 62.8547 12024.0183 63.9299 \n",
"2 62.7882 2238.2411 64.1396 \n",
"3 147.2461 9611.2364 64.2534 \n",
"4 60.8343 2734.2629 64.2887 \n",
"\n",
" base_Variance_value base_PsfFlux_apCorr base_PsfFlux_apCorrSigma \\\n",
"0 nan 0.9653 0.0 \n",
"1 nan 0.9658 0.0 \n",
"2 nan 0.9661 0.0 \n",
"3 nan 0.9662 0.0 \n",
"4 nan 0.9662 0.0 \n",
"\n",
" base_GaussianFlux_apCorr base_GaussianFlux_apCorrSigma \\\n",
"0 1.0472 0.0 \n",
"1 1.0467 0.0 \n",
"2 1.0464 0.0 \n",
"3 1.0462 0.0 \n",
"4 1.0461 0.0 \n",
"\n",
" base_ClassificationExtendedness_value footprint \n",
"0 nan 1.0 \n",
"1 nan 2.0 \n",
"2 nan 3.0 \n",
"3 nan 4.0 \n",
"4 nan 5.0 "
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# fitsfile: lsst_mono_z1.5_000.fits\n",
"#\n",
"# dmstack needs wcs + psf added to jedisim outputs which is already added to this fitsfile\n",
"# dmstack output csv: src_lsst_mono_z1.5_000.csv\n",
"#\n",
"df_mono0_csv = pd.read_csv('../data/dmstack_csv/src_lsst_mono_z1.5_000.csv')\n",
"\n",
"print(df_mono0_csv.shape)\n",
"\n",
"df_mono0_csv.head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(791, 11)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" 0 | \n",
" 1 | \n",
" 2 | \n",
" 3 | \n",
" 4 | \n",
" 5 | \n",
" 6 | \n",
" 7 | \n",
" 8 | \n",
" 9 | \n",
" 10 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.0 | \n",
" 43.0 | \n",
" 2075.3294 | \n",
" 50.7350 | \n",
" 0.1003 | \n",
" 0.0966 | \n",
" 0.4209 | \n",
" -0.6853 | \n",
" 0.804234 | \n",
" 6997.7660 | \n",
" 5.136520 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.0 | \n",
" 50.0 | \n",
" 2915.3262 | \n",
" 60.5586 | \n",
" 0.0654 | \n",
" 0.1069 | \n",
" -1.0058 | \n",
" 0.1430 | \n",
" 1.015915 | \n",
" 10343.2779 | \n",
" 4.488783 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.0 | \n",
" 62.0 | \n",
" 612.2358 | \n",
" 61.6086 | \n",
" 0.3508 | \n",
" 0.2937 | \n",
" 0.3401 | \n",
" 0.0791 | \n",
" 0.349177 | \n",
" 2603.9462 | \n",
" 4.195922 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.0 | \n",
" 65.0 | \n",
" 1397.2780 | \n",
" 74.4795 | \n",
" 0.0225 | \n",
" 0.0170 | \n",
" 0.6844 | \n",
" -0.8969 | \n",
" 1.128199 | \n",
" 43598.4418 | \n",
" 4.261578 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.0 | \n",
" 121.0 | \n",
" 955.2586 | \n",
" 139.5695 | \n",
" 0.2689 | \n",
" 0.2623 | \n",
" 0.1052 | \n",
" 0.2413 | \n",
" 0.263235 | \n",
" 5537.0342 | \n",
" 4.598485 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" 0 1 2 3 4 5 6 7 8 \\\n",
"0 0.0 43.0 2075.3294 50.7350 0.1003 0.0966 0.4209 -0.6853 0.804234 \n",
"1 0.0 50.0 2915.3262 60.5586 0.0654 0.1069 -1.0058 0.1430 1.015915 \n",
"2 0.0 62.0 612.2358 61.6086 0.3508 0.2937 0.3401 0.0791 0.349177 \n",
"3 0.0 65.0 1397.2780 74.4795 0.0225 0.0170 0.6844 -0.8969 1.128199 \n",
"4 0.0 121.0 955.2586 139.5695 0.2689 0.2623 0.1052 0.2413 0.263235 \n",
"\n",
" 9 10 \n",
"0 6997.7660 5.136520 \n",
"1 10343.2779 4.488783 \n",
"2 2603.9462 4.195922 \n",
"3 43598.4418 4.261578 \n",
"4 5537.0342 4.598485 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# dmstack output csv with nans: src_lsst_mono_z1.5_000.csv\n",
"# cleaned dmstack txt : src_lsst_mono_z1.5_000.txt\n",
"df_mono0_txt = pd.read_csv('../data/dmstack_txt/src_lsst_mono_z1.5_000.txt',\n",
" sep='\\t',comment='#',header=None)\n",
"\n",
"print(df_mono0_txt.shape)\n",
"\n",
"df_mono0_txt.head()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(57318, 51)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fitsfile output\n",
"\n",
"Open the ellipes fitsfile in DS9, scale = zscale + squared and color = aips0\n",
"\n",
"![](ellipse_lsst_mono_z1.5_000.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
},
"toc": {
"colors": {
"hover_highlight": "#DAA520",
"navigate_num": "#000000",
"navigate_text": "#333333",
"running_highlight": "#FF0000",
"selected_highlight": "#FFD700",
"sidebar_border": "#EEEEEE",
"wrapper_background": "#FFFFFF"
},
"moveMenuLeft": true,
"nav_menu": {
"height": "45px",
"width": "252px"
},
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 4,
"toc_cell": true,
"toc_section_display": "block",
"toc_window_display": true,
"widenNotebook": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}