Commit 2b7fef42277f8cfcc2f78f42202727cc2210b312

Authored by Luigi Tibaldo
1 parent 87403836

use csresspec

doc/source/users/tutorials/howto/howto_advanced_python_fitting.ipynb
... ... @@ -140,9 +140,9 @@
140 140 "outputs": [
141 141 {
142 142 "data": {
143   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVgAAAENCAYAAABKL30EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBuFxAAAAAElFTkSuQmCC\n",
  143 + "image/png": "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\n",
144 144 "text/plain": [
145   - "<matplotlib.figure.Figure at 0x10a870fd0>"
  145 + "<matplotlib.figure.Figure at 0x10895c470>"
146 146 ]
147 147 },
148 148 "metadata": {},
... ... @@ -254,8 +254,8 @@
254 254 " RA .......................: 83.6331 [-360,360] deg (fixed,scale=1)\n",
255 255 " DEC ......................: 22.0145 [-90,90] deg (fixed,scale=1)\n",
256 256 " Number of spectral par's ..: 3\n",
257   - " Prefactor ................: 3.53420599763427e-16 +/- 6.13986831272974e-18 [1e-23,1e-13] ph/cm2/s/MeV (free,scale=1e-16,gradient)\n",
258   - " Index ....................: -2.27926376645739 +/- 0.0145867158537894 [-0,-5] (free,scale=-1,gradient)\n",
  257 + " Prefactor ................: 3.53420581059778e-16 +/- 6.13986803854443e-18 [1e-23,1e-13] ph/cm2/s/MeV (free,scale=1e-16,gradient)\n",
  258 + " Index ....................: -2.27926367934528 +/- 0.0145867159374822 [-0,-5] (free,scale=-1,gradient)\n",
259 259 " PivotEnergy ..............: 300000 [10000,1000000000] MeV (fixed,scale=1000000,gradient)\n",
260 260 " Number of temporal par's ..: 1\n",
261 261 " Normalization ............: 1 (relative value) (fixed,scale=1,gradient)\n",
... ... @@ -267,8 +267,8 @@
267 267 " Model type ................: \"PowerLaw\" * \"Constant\"\n",
268 268 " Number of parameters ......: 4\n",
269 269 " Number of spectral par's ..: 3\n",
270   - " Prefactor ................: 0.996370125392351 +/- 0.00821566524412627 [0.001,1000] ph/cm2/s/MeV (free,scale=1,gradient)\n",
271   - " Index ....................: -0.00225671560118688 +/- 0.00508689620150335 [-5,5] (free,scale=1,gradient)\n",
  270 + " Prefactor ................: 0.996370165375849 +/- 0.0082156655736933 [0.001,1000] ph/cm2/s/MeV (free,scale=1,gradient)\n",
  271 + " Index ....................: -0.00225668505770844 +/- 0.00508689620095184 [-5,5] (free,scale=1,gradient)\n",
272 272 " PivotEnergy ..............: 1000000 [10000,1000000000] MeV (fixed,scale=1000000,gradient)\n",
273 273 " Number of temporal par's ..: 1\n",
274 274 " Normalization ............: 1 (relative value) (fixed,scale=1,gradient)\n"
... ... @@ -344,9 +344,9 @@
344 344 "outputs": [
345 345 {
346 346 "data": {
347   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
  347 + "image/png": "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\n",
348 348 "text/plain": [
349   - "<matplotlib.figure.Figure at 0x108969910>"
  349 + "<matplotlib.figure.Figure at 0x10839b7f0>"
350 350 ]
351 351 },
352 352 "metadata": {},
... ... @@ -416,7 +416,7 @@
416 416 {
417 417 "data": {
418 418 "text/plain": [
419   - "<gammalib.model.GModelSky; proxy of <Swig Object of type 'GModelSky *' at 0x10e32d120> >"
  419 + "<gammalib.model.GModelSky; proxy of <Swig Object of type 'GModelSky *' at 0x1034d4960> >"
420 420 ]
421 421 },
422 422 "execution_count": 15,
... ... @@ -460,7 +460,7 @@
460 460 "name": "stdout",
461 461 "output_type": "stream",
462 462 "text": [
463   - "189.902171128\n"
  463 + "189.90216831723228\n"
464 464 ]
465 465 }
466 466 ],
... ... @@ -486,9 +486,9 @@
486 486 "outputs": [
487 487 {
488 488 "data": {
489   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmVnFfgM2FBuHT3I8YQAAAABJRU5ErkJggg==\n",
  489 + "image/png": "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\n",
490 490 "text/plain": [
491   - "<matplotlib.figure.Figure at 0x10c12af50>"
  491 + "<matplotlib.figure.Figure at 0x1094d9978>"
492 492 ]
493 493 },
494 494 "metadata": {},
... ... @@ -526,7 +526,7 @@
526 526 "source": [
527 527 "## Modifying the spectral models\n",
528 528 "\n",
529   - "Next check if the model agrees well with the data at all energies. Start by defining a function to make and plot residual maps in separate energy ranges."
  529 + "Next check if the model spectrum satisfactorily reproduces the data in the region around the Crab."
530 530 ]
531 531 },
532 532 {
... ... @@ -535,13 +535,22 @@
535 535 "metadata": {},
536 536 "outputs": [],
537 537 "source": [
538   - "def resmap_erange(ebounds):\n",
539   - " for elow, eup in ebounds:\n",
540   - " resmap['emin'] = elow\n",
541   - " resmap['emax'] = eup\n",
542   - " resmap.models(like.obs().models()) # we make sure we are using the latest best-fit model\n",
543   - " resmap.run()\n",
544   - " plot_residuals(resmap._resmap)"
  538 + "resspec = cscripts.csresspec(like.obs())\n",
  539 + "resspec['algorithm'] = 'SIGNIFICANCE'\n",
  540 + "resspec['mask'] = True\n",
  541 + "resspec['ra'] = 83.63\n",
  542 + "resspec['dec'] = 22.01\n",
  543 + "resspec['rad'] = 0.2\n",
  544 + "resspec['components'] = True\n",
  545 + "resspec['outfile'] = 'resspec_1.fits'\n",
  546 + "resspec.execute()"
  547 + ]
  548 + },
  549 + {
  550 + "cell_type": "markdown",
  551 + "metadata": {},
  552 + "source": [
  553 + "We can use an example script to display the residuals."
545 554 ]
546 555 },
547 556 {
... ... @@ -551,29 +560,9 @@
551 560 "outputs": [
552 561 {
553 562 "data": {
554   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEJuZNcyF2MysYVcAdFKIXJTyiwgAAAAASUVORK5CYII=\n",
  563 + "image/png": "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\n",
555 564 "text/plain": [
556   - "<matplotlib.figure.Figure at 0x10e461850>"
557   - ]
558   - },
559   - "metadata": {},
560   - "output_type": "display_data"
561   - },
562   - {
563   - "data": {
564   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnXnYLUV17n/rA1EQMRJUUARixOuQEEXFgSMeUCMahxg1\nGjWamMQkOHBDDA7cXMFEI1xNHDJq1KgJDsE4oSKgHMMgyqgoiETjdBGuiEyiCJx1/+juvWvXrmFV\nD3vv7zv9Ps/eXd1dw6oe3n5rVXW1qCojRowYMWJ5WFu2ASNGjBixrWMk4hEjRoxYMkYiHjFixIgl\nYyTiESNGjFgyRiIeMWLEiCVjJOIRI0aMWDJGIh4xYsS6hYjcVkS+ICIXiMhFIvLqQJwdROT9InKZ\niHxeRPZahq0pjEQ8YsSIdQtVvQk4WFUfCDwAeLyIHOBF+z3galXdF3gTcNyCzcxiJOIRI0asa6jq\njXXwtsD2gP+W2lOAd9fhE4BHL8g0MwYlYhHZU0Q+KyIX182Gl9TbjxORS0TkQhH5kIjskshjTUTO\nF5GPDWnriBEj1idqjrgAuAI4RVXP8aLcHfgugKreClwjIrsu2MwkhlbEtwBHqOr9gIcDLxaR+wAn\nA/dX1QcAlwGvTORxOHDxwHaOGDFinUJVt9auiT2Bh4rI/bwoElhfqbkdth8yc1W9guophareICKX\nAHdX1VOdaGcDTwulF5E9gScArwWOiJUjIit1UEeM2Jagqj7RFWEfEf22PfqVqrp7xI7rRGQLcCiz\n4u27wD2Ay0VkO2AXVf1Ra4MHwKBE7EJE9qFypn/B2/UC4P2RZH8D/Blwx1z+V10V5+Jjjz2al7/8\naIOVeYhMf/762lq1fO1rj+bP//zomX1uGh+q05+/vnXr7NL/bd0Kxx13NH/2Z0cH82jC7rJLvQHe\n+MajednLjm6fWUGZAG94Q1W/IeAeE9WqrFjdUsfTvR78Zep6OfbYo3nlK4/O5uEum7Jj5zp07pvw\nsccezZFHHj2zLRf26+iG73KXThwMwLcBXbM1zmXr1rvO2iS7ATer6rUisiPwGOD1XrKPA8+n4p5n\nAJ/tanPfWAgRi8jOVE7yw1X1Bmf7UVQH8fhAml+jevpdKCKbmW9ezODYY4+ehA88cDObNm3uxfZZ\nm+I3lX+RCjpvcIIIpf5TneY1CStIHfDFR+jmaG4icfJzl6WIPUB89DWR31z9e8w7hiHy94+b5aHs\npw0t/fPrh0Prft65PEL5AZx55hbOOmtL2vg2MBIxW7f6W/YA3i0ia1Su1g+o6idF5BjgHFU9EXgH\n8F4RuQz4IfCsvszuC4MTsYhsT0XC71XVjzrbn0/ldjgkkvRA4Mki8gRgR+AOIvIeVX1eKHJfitfH\nHMFGSLhRw9V+Rdam5Bok5SpaFRdBaeILzcqawFaANZCt1V2xtjZ/LcZubJ+EY0iRkJWEuyBHIK7C\nK4XF/tK8Qw84a1mpPJulVRkHH9pM111bffusZOxj06ZZkfOGNxxjr2QKViL2oKoXAfsHtr/aCd8E\n/GZr2xaARSjidwIXq+qbmw0icihwJHBQfZDmoKqvAl5Vx38U8KcxEs7hwAM3F8UPXYBWEhaBRz1q\nc62KgZqEJXi3+9sm8ney2pji2uST8YEHbjYTTuxmzcGN84hHbM4noB15hkj54Q/f3Ios3fxSbiEX\n1rpZHnCpchts2rR55rry06VI3rchpGD9/S6JWgjYUsdesL2Rin72s2HtWBJkyInhReRA4D+Bi6hY\nR4GjgLcAO1A1EwDOVtXDRGQP4O2q+kQvn4aInxwpR3/4w2HqEVLEKSKuwpUtgla8OiHcmBOuYdwq\nkyb1VgXdCltnfMQy5z/2f032vpJM+QBTzVjLtlz+qbjWcq0IEVofCNkcI6rYtZL6uelc22NKNrSM\nXQu+/blzZb0e7nxn6dxZJyKqO+9si3vDDZ3LW0UMSsSLwhBEHFMneRKuiLjyUFTPnqkaVoeLdbqQ\nppCaiOuwS8STpUPEKTJO3XxWErYcm1A+JYQcitOVPC1qsg1KjlMbIk6RsR+OnVf/egjFSeVRit6I\neJfoqwSzca+7bkMS8cJGTQyNIZpPFjUsovPkXLFwldAhXoneGU3iaVBr3/GMWM7Y6CPlQwzF6Rsx\n4rem6wOugixJU7K9C1zS9ctIKXuLWwHm41jTLRwtfcQbBRuGiPtGrnk7dwP5ERRHlmT8BKF1BFGt\nBbOgHhFbbqDYTRfDMhtHfatiP9+lE00Ai7ApdA2UXhcLwUjEI3xY3BIz8efCOvvLOWyDRlR/Qq2O\nvUItBOzfdKVY1A1a4qP0kVL5FrIZigxXifj7IuNB6zQS8cbA0K6JaBw37BNtzHHrxokVOtkn1abG\nl8y8yyFmb+imc7fHsEi1FHo2lZzLVJPccoyGVMyxB/eQyLkm3HBb18Qg9RmJeEQIOf/c5AZr/Loz\nQ9Ec/3CKiEOYuVuafGf9Ejm/7yR5oLlfQqwxMusLfXQcpY5FiGRiLpC+fOWlD5HSMkvPYconXHp+\nB32gWIevbVBs27WPIOeamIs/s+b2UGUUcc4OqEYhi0PInk1NUSWEnNrf1Z1hRR899k1aS4ekj74J\nOJZ/bL0tSs6lpYOulIAHI+NREW8MLN014V6sXZyewTImYygqOvZuMP9GKe2gSzXr3fVlderk/LtW\nZRdSxqFj2dafvEp+YR9WZZzLIxTuBSMRj2iDYt9fT0zm3zhtbohS8rWQ1DJgUcN+fIir5hJSWjRC\n5yeFEjW8dP8wjES8bAPWA3wlMHMx+k3QUOKe2cstf21t3uthLTJGvv76ssk4VWYpGafSdOnAaoPS\n/Ps4/rH6WYh9UIxEvDFQclG1zT/lhxUSF2tOanW4yl1l3MYN4W/PxVkGGac8PSWdTrHDnCPmVUKb\n4x7yHft5Wes5KuJhsGGI2MUiiGLSeVeSoA1L9BM9CwsZLVsZu7a6YatLIUWy64mMcwidmy7kuxBs\n40S8YWvf9SJL+WBTroleCjVGmzwM6l943ovZn5/ezccaLjS3V6TUsdUdE8vLdfEs4iGzCLFg2bYS\n2H57289D4LuYL40VISIPEZFbROQ3Bq1LC2wYRWxpmg5rgBsuu9o1yHjNevM3m2dMkeZ8nCWKNtbk\nz3UAhZbWPLqidMSDpePSAr8fIVWmX5Yb1+pmSeWVw0qScXtF3HwX88L6AxTnicjJqvo1N1I9cfzr\ngZO6GToMNgwRrwxEIPYpjpREmVk2Po95AjabQHpoW2qbi1jHTo5IQ4SfKqsrGZeQZ66TsjTPEAnH\n1i125TxYuXNYehxLHhiDof3E8MHvYgJf86K+hOoDFQ/pYOVgGIm4NwiIJ/lMyeJEPP2uh8sa8SzM\nlrYgPYv6jhFvTkF3sStkY1slak3rIkbCpfnE/O8htR5Km9ofg/Wh0UWlm9GDjzj2XUwRuRvw61Rf\nAzqgc0EDYCTiPuBfwDmJ6G93l808mE7mba99ayeWCyshWVwTsW0hG2PrbdBFHZcgR8KlD4ScO6dP\nlDw0/BbWIDZFiHjL9dez5frrs8lj38Ws8Sbg5aqq9eRZK+ec2TATw193XVWPLk202Tznl81vtiOs\nno8YZ90tvOkBinVXS020M0RcLRWYmUsecOfEtvhDQ51PfqdUm18oz1Q4tnRRkp8FbcjGDQdd95m8\nc4TsXkehMmL2tn1Y5K4R60Mjdv522aWnieEf/GBb3HPPnSuv/i7micCn3E+yOfu/2QSB3YAfAy9U\n1Y91sbtPjIq4d1QvJCfbl57infqDmRKzM6FmAwsh9XUD52B1OYSUXkxZWV0Ybe0NleWrvS4oIf5Q\n2SEl3FYZW1pDVjIOna/er6turom572K6UNV7NmEReRfw8VUiYRiJuBXmLnCFyTNaoWr+KBOSDd4R\n4iwc94OngJvyQuEUfFUcIpzQc6Ik/xiZuPtjaWLNbwuhW+1MEVHItlwefZB1LP/QcelS5pAujUHy\nbjn7Wv1dzOcAF4nIBVS3z6uAvQFV1bd5SVbSBTAoEYvInsB7gN2BW4G3qepbReQ44EnATcA3gN9V\n1eu8tLel+vDoDrWdJ6jqMUPaW4KZi7ERtTX3Ni4FcXeGmuLgMDiTzrkUEacQUzYpsvTzD930KfVt\nUbUl6jdVRhsSsBJZLl6OMPuwqW8y7htd651E+1ETZwLbFcR/QauCBsbQL3Q0Y/zuBzwceLGI3Ac4\nGbi/qj4AuAx4pZ9QVW8CDlbVB1L1hD5eRFayxxOYKNmGhBuVO3EzOM5BrX+Nc7mKJ8Hpi63+2hBC\nhOz7KC3w01n8oLH9Fp9oyr0SyieH3HEKldmkSy27IuVr920eSuGWYrAHwtqa7bdBMagijo3xU9VT\nnWhnA0+LpL+xDt62tnVFLkcHjSvBUcXT78tNFa6IOm6HeeXbkDDEb7oSNWLthImVY8k/pXyt+2Mq\nN+ST7Oo/zrkqLCp1KEWYch8N6Rppg1VSxBsFC6t9bIwf8ALgU5E0a7Xf5wrgFFU9Z0gbSzBRpP62\nJsyUoJsxwe4bdCkSTinfUhXcBikFHCurRBnHOoliCj6VXyhdCm2UZd9KOJS3NbwMLIT8R0U8PGJj\n/ETkKOBmVT0+lE5VtwIPFJFdgI+IyP1U9eJQ3Ne97uhJeNOmzWzatLm/CszYVC2nF6dE1VnOHxtq\n8uZu+hJ1ZPWNWlDSSdbFr5vzJy8LIb8txH25Vp9zVzss8UMIqXzLMf7P/9zC6advsRtgxQYmWQsG\nH0ccG+MnIs8HXggcUvuDc/n8b+AGVf3rwD699tppPbpWyaLkQut+/FCeOb+gxf6UorT4UFOqe+tW\n237fdku4bTpLfqH1GKz+7FC61DWQyqd0mzXcFn3lt/POPY0jPvRQW9yTTupc3ipiEY+huTF+InIo\ncCTw5BgJi8huInLHOrwj8Bjm3x+fQ5/PFf8CTd34MXVbQnJW+4d8di7DB9kX4XSxvWu9LQ+KPsrL\nqezUtZWyd9ktjtE1MSAiY/yOAt5CNSztlPqVw7NV9TAR2QN4u6o+EdgDeHc9a9Ia8AFV/WSsrD4u\npNImX0lz3Y+X8gFab+BV6bzpA36T3ndtWJvOpeekQZtjGXI7Lcs1katvzJXiblsqGW9gkrVg6FET\nsTF++0bifx94Yh2+CNh/OOtmEXMlhBC74VKEYVHTFgxBvv6NuEyfbCnx5vIpiW9B6PinCDh2voZQ\nxL5NoTQx+5eOkYg3BtpcTJbRALky23ZMdb34LYRsVZDLIOCU/9pKxqk8SlGiZmN2hh7IuXp2sTMV\nJ7S+Eso3hpGIt10sq2m/aDdKqvy2ytyaZ59o46bw43VRvv6+FBlbbPPtyXXeldjf2OmmCbknSjEY\niY9EvDHQtRnaByn3pVJTsCq1HFKdNaWqfhEk3Ba+4k8h51ZIuSW6Xj99kXDqnPShiEciHgbbDBHH\nOin6VsWLHNGQ82Pn0LetiyThEjdKVxUZIuPYNdRFFQ85XK2xbZXymUHLSX82CraZ2oc6L9bTqAPL\njWlVZ21HbKSwSN/yInye1g64NtdQqvOuDwIOqeIuefZ1jSSxjSviDVP7pnmd+rlx/bSrjDY3Z65O\nIddE206uRWNRD8+Sa6bt8evaYVwKy30Sum9y91RndBhHLCLvEJErReTLkf27iMjHROTC+kvPv9Oj\n5b1gmyHiJo4bf6hy+0SX5qrlgRSzt+TGW9jN6iDnS7X+uiClPEN25ezv0+7cOenr1xu6vdDxLuBx\nidxfBHy1nu3xYOCN9Ru/K4OVMqYL/OZqaH+o2R5qZqbysjb/u8JCwG171C1qx5qHu56L3zdCvtq+\n88+h5DrwSdRdj4Xdcvy82ta3j5ZP7+ezg2tCVc8Qkb1TUYA71OE7AD9U1VtaFzgANgwRNwhdIH3f\nUBbCLoGleZpTw138iV1UkJW0uyBFOkORcV8P2di5shJy6BprW98uZDpUy2aCYX3Efwt8TEQuB3YG\nnjlkYW2wYYg4pBjcfVYVG1LIXeKlYCHUUCdOKn0KbZuroXxCanjwm9WAVex8jbkTcoTsLhv4IsCK\n2DlaGTKOfcX58svZ8v3vd839ccAFqnqIiPwi1dQK+wW+9rw0bDgi9nvSS27MUreDr0xKykq5Fbr4\nhWNI+XctqjenhpdJwkOOnugTMR+vvz3lmnCvtVJSDpFxW0LvHZHha5v32ovNe+01WT/mggva5P67\nwF8BqOo3ROS/gfsA57bJbAhsmM66Bha1Nri/qxCpjhs/nMvHEjflIw7FCW1314eGS0Kp+g2hhnPH\ns22Zsc63WMdcSC1bEbsf2rSQBkP32dek/oXwbarZGxGRuwL3Br7Zq/0dsWEUsY+Y6yAXTi1DsMTN\nKVyRaQKZ/AXCM4E0KjtkUrcGuYdQioBj6YYmY4tbpk0LqKsNTbklnXWpfSHyTV2jzTYLSsXJwtHB\nRywixwObgZ8Xke8Ar6aa3bH5ivNfAv/iDG87UlWv7mZwv9iwRAzzN4nlok6RcaqMErdGSunKXDz1\n9s9nbr2H2rQEUmp4SFiOpWtLVwJuW69SEg4p3tSDJtYPEXrY5+oQI96S62IwH3y3URPPzuz/Punh\nbUvHhiZiSBOuHycUP6RyLaQcihdqas4T8fxdMBtF5/aIVJtLCLmEeGI36iKU8NCk4J+rNj5T64M3\nF6eL28VKzKmWTk4hl/iji7GNv1m34YkYyt0UfroUcVvygbQfsEpY/U2jxQjZzXxamApIgoxz5Jnz\nCS5SDbuwkFgXu3wC7ptscv7f4MM4sG2IY58jYV98lLhhijES8baDEtcEhBVxrqmYumBNN6GbWbgW\n05gT10XlsLCSsb8tVVxODS/dt0g/bolB1R421ZzzIYfQ1mYrCcdahr0T8kjEGwO5Jmypa8INt1HR\n4f1hIwUcBtV6W0y6MvVF1OpYnfBc9ACRhhRvCm18y20xmOKKwOKKSqGLvaGHcSzs2+zGKfEXW1wT\nOTIeBOPsa9suSlwWJWTcIHijBX5MHLw6fxdYMHPnzRuzCqq1D/RNAikSzvmMs64mg72DElshlt7S\n2cYV8aC1F5E9ReSzInJxPevRS+rtx4nIJfVsSB8SkV0MaV/ah02pC67EZ5br2PAxuUnnbryahGNO\nWutvoqDDxlh9w6uAlAsn5We1/kLlNOvu0g+HtqVcUKk4q4CUAl44tvGvOA9ds1uAI1T1fsDDgReL\nyH2Ak4H717MhXQa80pD2RXXaILoQyaLI2CuVGSVMhmhDjOku1V0S5ONYNqE4faELUbZNX1pWCRmH\nwjHb1wNWgoRhmyfiob/ifAVwRR2+QUQuAe6uqqc60c4GnmZNC3wtXWa1DN0UuSZoVzdFDtNoOl1I\nhmStOYs6Jbjh5aEtMYXIuI98IXy+UufY98f64diDww+vMpZOwrChSdaChfmIRWQf4AHAF7xdLwDe\n3zJta/RJxjm4bonGO1Elnb3ypdlSKksF0ObuLyPhmDruelP2QcKWcBdYz7F/rkPquc3DYpVIeulu\nqZGIh4eI7AycABzuzngkIkcBN6vq8aVpfbzhDUdPwo94xGYOPHBzMF5pR1xlw3w4pJbKOl90MlRN\nHDaUGDO6BfmGOnnGSDjl4egC/zi4JvrhkjxT+fRJYCVkHLJtSF9wF1fbjNcqcL7bnv+zztrC5z+/\npZ1hKWzjRCw68KOwngn/ROBTqvpmZ/vzgRcCh6jqTSVpA/H08svVWff329ZL0sX8i014bW26Pg1r\nrYa1+lVMPEu+Fpb0HJ0qTa7VvplSFLZuLXM7h9ZD+xrkmu+pY5raX0rEIZeDj6B73RAOlZNaWn7u\nNRJKH4N7Hqzn1nLeU4jV9W53E7SZ1KQlRET19a+3xX3FKzqXt4pYhCJ+J3CxR8KHAkcCB8VIOJY2\nB4sq8dVNrAkaUrxuOKSU8qrYkyXihPuUqk62/nrPRWQJ10qcqXSxh6Ulf0tdLco4ZUfKPkuZJfua\n/W3OYd/nvjds44p46OFrBwLPAQ4RkQtE5HwReTzwVqqZ8k+pt/19HX8PETkxkfbQeFnlTUO/qdYs\nY6ovpxpD+fnhoBEx6dajLyGnZPtEioRdReivt/m5qtIax7UrZk8uHKtfH4i5FUovg1Q68/W5KIyj\nJoaDqp4JbBfYtW8k/veBJ2bS9oqYEmrWXYRUcRMuLLWNqb1gaEVU6lqwKMtSF0UJQuc8poxj5fdF\nxvnWVFle6wrdpsF8BxVvXKmq+wX2Pxt4OdWNdwPwx6p6UesCB8CGebOuywUcuuFC+YdIuMgON43o\n7Aar5Ik5ZFPFBvyAVt9gCJZi2xJqVyJOnRsXuQdwztVU4iJpgy5Emrt8upz7wdBN7b6LqpX9nsj+\nb1K5Qa+tW9VvBx7WpcC+sWGIeGhYbs5mH8z7nOfTSD3GISKrU0wf9cNMt2kii6GRItPSbW3UcOhQ\n+ufD3d6E3bSph26OcEv9xG46iyoews+/dAz4FWdVPdtZPZvqfYSVwkjENaw3gIWM3f0zaSZ7BWam\nvGw2G6VmgowDufaKnOIsIVdrnC7qM0W+sXW3jNiDNYdSMnbzz7XQUqp23ZLz4ib9+X3gU4sqzIqR\niB1YCMbqxnDjJm/gFAtY4DOVznpA+miGxkgiFd8Pt1nGfLBtSLi0L8Ddbql37OESbbxE8neXobhu\nOLZcl1hAR5yIHEz1IdFNgxdWiJGIjWijhue2Qb2juWPcMGl2cOME726ZCS/LNVGqcnNxrO4IC0rd\nS02Zlgd0bpvFlpwitpDxukWEiLdceilbLr20c/Yish/wNuBQVf1R5wx7xkjEBUjdPLG4vmtiJmqz\nEnNUhhCSXHMZztvSF1LElCJNKwmHiLgNAVvUsLUF1KzH3AQWMk6Rfk4RpzpbNwwiRLz5vvdl833v\nO1k/5sQTYzkIkRtARPYCPgT8tqp+o5OdA2HDEHGpaulSToiMQ+X5+yf6V2i+qUGlXud7iiRDxuqx\nXqz+JTds7hhanhPu/pzKTROwzu3LQyb1SD0wLfVo04lW6jKxuHssytd6jnPxUg/YnOukM4b9ivOf\nA7sCfy/VjXWzqh7Q2eYesWGIeFGwNjubuDPhJo+GfFVqwmkyrcMpgnCNEFcE1O4Ixy1hvWmtN1Wp\nGs4p3dA+6le/Jz9IHg+vJo0F1VqCPCxkYlHObryuKCU5XyHnfn2hpNPSjGG/4vwHwB+0LmABGIm4\nAKUXX6xZO6ELoR7lUCtghcnsaTnGa0i4YaqJ3I7bUtIBFENKwVmUcIqcY+HYYZ8zVZl8SaqrgmtD\n3E28Nkip45Rroi8fcSp9znfdCzbwW3MWbBgi9m+aHHp/onu2uPnP2AbVRz5nxhFXCnlCxkSYbpJJ\niITdAuftia23uaFS/k+LvzdJvE2VvOoF7cCpqjbHNa+EodwNk1OBQ7i/cu6m0LJUBZeo7xL3VDHG\nb9ZtPCzypvHLbfKP3kQ1ezS8qTOUnPENT+Cz1DSNNr/MzdiHumrjjrASclOrvhVmHx10sXRd7EyV\nm1OrzbKL28mCUREPhw1JxCkMqYR9xG6MGbVWWTUhY2aWAUwqMCXhCfk226uSiuyz+H5DyjKlhkPr\noakfg2G3igk0CpgJQcicirWSacwVsQxfsSVOiIRDD+C+yRgGuI/WORGLyO2Bn6rqrW3Sb1NEHCKN\noRBW5TKzb0rGFZPUmrhaJg2s83E66txyq5+YOm5Sbou5UiPHL6+CvQ44j3CntaicvBMSztz0U1On\nEUSUZrraEt+wxX3Th/JN+Vtz+ecUb98uqIVinRGxiKwBz6KaIfIhwE3AbUXkB8Angbep6mXW/DY8\nEaeUW5/5WxG8IZm6KiotLFklqFRyurm/QgSbImE/bEVf7oiJD9jV8apzJGywCCYPsunDqYSEGwxF\nViH3SMxtEn3oBM5t6b6VxjojYuA04FSqDx9/RVW3AojIrsDBwOtF5MOq+q+WzDY0EedIuG9VbM1v\nrslcE0+lgnVCLUx3z6b3lwnStZJwSbM7dlxThCu19J3ZrtOaNEQ875Wpnzahgzs5XjJtVdSjTtoS\nUNsHlDXvkNskR8Yp0g2FQ+uxbW0eWINg/RHxY1T1Zn+jql5N9fLIh0TkNtbM1l3tLYgR4jJVcUyx\nTsJQc870U0fNTx0Gm/ksUsQ3mOvcKSXhUF2LlO9a9VuT6a8h5+azUZUarj4bNf10VOI7QP6BWycI\nkWdO4Ybix/bn4sewyL6TINbZxPANCYvIC3NxLNjQihhW1zXhr2sl5Gpl7ORf/2kTdvNy8miWJarY\nXVrqGHNBhPbl1PFMF+PMU8Vo0MSxCtQddH1+yawvVRxSvtZwyJ7Qesm+lcX6Hb72pPptvh2A81T1\n/7bJZN3WPgeLO2JRKiBEvrOQWTJ20jQcNQnDzIQ+MbdDjoh9O3ybfPLIkfBE3UrlHmi2ra1NHybT\nOPW2SZkNIW81HE3fSCZPqMnIE9G6Pq6fw3aycy2KLoiRbpf8QuHQugVLVcUrpHYLcQ/gLsCPgcPq\nV6iP0sKvMm9YIl4mcjdc7BTNCL1AuFmmSLfExpQ9ubziHXPhV5QrtwNMiDH3lEgV7MabObYyE9IM\nCXc5frH8rESb6pSzXi8bCuuXiC8FjlfVW6j8wncCngF8sCSToT8euqeIfFZELhaRi0TkJfX240Tk\nEhG5UEQ+JCK7RNK/Q0SuFJEv28vsy/py5JqIoZs96vpMEK67raudJXm45Otvi/0mJFyVVqnWrUYf\nisW/UotpZyD11LZpLefqP6Tq9cOlD7pVdy3MnN++sM58xA7+HPhHEXlUTcK3p8W3Noeu2S3AEap6\nP+DhwItF5D7AycD9VfUBwGVUQ0BCeBfwOEtBKb9lCZKkYoDFBWAlWndfalsbDgvZZYWpg85XxRg7\n4YorEmHhJcIq7HN5rCoJD4J1SsSq+nXgxcC9gGOA3wD+vTSfob/ifAVwRR2+QUQuAe6uqqc60c4G\nnhZJn/wWVd/IXWR+qziHJq6lMyZVll9uSj2X2uaGc83pkI1mItb6z9IEsBTsxp0YrfhuCNdL7NbV\nLXYINMcydkxLj/UqoIvAyaLbNJiHAm+iEpbvUNVjA3F+k2p6zK3Al1T1ua0LrPKTxg+sqj8F3pGK\nk8PCfMSGV8ukAAAgAElEQVQisg/wAOAL3q4XAO/vr5xh01nJ2L/RfBJOEW2svBQhh9ZTtoXCIbtj\nNoX8w2uuO6Im4EYN04yOSLoZyllRRNAZo+fJOIRVb/5vc2hJxPUbbn8LPBq4HDhHRD6qql9z4twL\neDnwcFW9TkR268Hi00TkQ8BHVfU7Tlk7UH2K6flUL338iyWzhRCxiOwMnAAcrqo3ONuPopqk+fiu\nZbzhDUdPwo94xGY2bdocsKMs7KLLzRojYZ9kU+W4cXMcZmnRh4iohIDd+K4/GIeAmy9Uy6SQTAVy\nlfcOYmOKb7bGwh3PYQlSarjZ3xWph7Tl4R66DlO2isBZZ23h85/f0t14H+2Hrx0AXKaq3wYQkfcD\nTwG+5sT5A+DvVPU6AFW9qoOlDQ6lEpHvE5FfAK4BdqRS5ScDf6OqF1ozk8JRFsUQke2BE4FPqeqb\nne3PB14IHKKqNyXS7w18XFX3S8TRK65Qb1t4aQ37CCnHHOaIKmGX74uOkV5Ttk+ouRa/Kmzdmq5H\nimTdyXrc9dmlM/uF6LxveGvEN+xXynogQ4aIsNWZZ2PrpGgJHovc8yD04LIgdV5DyxKEDlnqcMbU\nf0mrIHYt3u1ugmq3Edwionr22fmIgDzsYTPlicjTgMep6gvr9ecCB6jqS504Hwa+DhxIRZTHqOqn\nu9js2X8bYDfgJ6p6TZs8so+hWvr/CnA34CfAV1X1yoIy3glc7JHwocCRwEEpEm6iY2lrpjLoSMKp\nPK03aEiBxBSJVd3kCCTEdymbYwoup+pmfMFMlfCcAvaNi633BJ0LTIszpW9JwkMjpoT9azLSkAjG\nt1z/g/q02/uIQ1b5Z2x7qs60g4C9gNNF5P6NQu6K+g2673fJI0rEIvKLVH6Vx1CNbPgBcDvg3iJy\nI/BPwLubyS4ieRxINTvRRSJyAdUBOgp4C9WbKKfU8++eraqHicgewNtV9Yl1+rlvUanqu3KViqmN\nEkK23nwWn7GFhC35+O6JZlnilrAqYitmlLtLxpOMMwQcMqbPO177cU+UKMYcuqriGAmHHt6h6ypE\n2KW2947YV5zPPZct552XSvk9KnJtsCeVr9iP8/maq74lIpcC+wLJjBeJqGtCRN4H/ANwut/zJyJ3\nAZ4N/EhV3z24lRn4romUS8AahjJ3hKVVHdsWc1O48X3XRLO0uCZCzfCcrW445ZZwfyJVATIx0h2y\nZng6xJ4KLV0TW7fGXROp45Vr3ueOX8jkVBXaIGdr7JnXt7rfY4+eXBPnn2+Lu//+vmtiO6qXKh5N\npUq/CPyWql7ixHlcve136o6684AHqOqPutjdJ6KKWFV/K7Hv/1ENF1lZlBKve3PkSNVFTJGE4sWa\niG76ErdETBW722JpQ3WzNlGb+HO/aQnVT3U6hqFEmvcAja6sBrq4xWLXR+raKT2/C0dL14Sq3ioi\nL6bqIGuGr10iIscA56jqiar6aRH5VRH5KtW7DS/ri4TrV5qfA9xTVV8jInsBu6vqF4vyyXXWichv\nBDZfC1xUE/LS4SrilBq2kHADq4JItbRTZYXKtSxDrolm2bciDqlgVwn7qljEUcDO1HBZVewaazlI\nGQMninim7hLtK+xDEVsFfB+KOKWCQ/Xw7e/zmbf77j0p4i/bXp6V/fbrXF6fEJF/oBqbfIiq3rd+\nu+5kVX1IST6WMSO/R/VW3Gn1+mYqaf8LIvIaVX1vSYFDIdaUb0PCzXpIobZBSA274ZxS8e2IkbCf\nJkW8Jao/ZHfQZsU4itcrMJRZyJCYcYmDJ0wFcZtzabkOctdTjoRzZJx7eMauLzd9bv/SsX5nX3uo\nqu5f94Ghqj+qxxIXwVL77YH7NiMlROSuwHuAhwL/CawkEYeWuXhNONac63LB5sjYD4f2+fn523OK\nN5VPCqmbOFgGRjL2Wc5CtL6MzBkkVFOLekW2QbaowLPEJ2B3ux8OIXQNhA5b6fXluzCWjhV8fdmI\nm2s/tQKIyJ2pFHIRLER8D2+42v+rt10tIuaJjxeFriTcLEN+t67quIR0YzdMqIkZaoammuB+vn6d\nUooqVi+t2XfyiaPmmIUSlDYJQkYZ2vUTNSxMPzKK/TyWtIosz4Y2ronctWi5hiz7lo71S8RvAT4M\n3EVEXgs8HfhfpZlYiHiLiJzIdCKLp9fbbk/1NslKwEqylv3N+qLIONd0dNOGlu5+i22xfCxqKemi\ncFwT/nImw7ZNDgtzDYQ2ronYz9+fQupBUNrCCu3P1W1hWKdErKr/JiLnUY3aEODX3REbVliI+EVU\nMwptqgt6N/ChekjbwaUFDoUQkfrbreEhCLgUJS6GlNp197vxYq6NBqGHRbM95COeKOJpDs2eps02\niSgh9smp4kJ3hK/INVKnECmFTOpqXoqE2zxbQi2lVIvK6r5YGtYpEQPU81p8LRsxgSwRq6qKyLnA\ntap6qojsBOwMXN+l4CFhdU+E1kN5xXxzsf0laHNDpFwMvrsiZE+OuGMuEL/+7k9q8quiTj/iOc1k\nujqnkkOFhlDCFv559upRml22uMi15qveEveE/8DIPUD6CC8N65SIReTdVHPoXFOv3wl4o6q+oCQf\nyyvOf0A1J8SuwC8Cdwf+kUqKrxxiJJwj4Jgq9te7krGVaHPuCT/sx8n93PQpn2GoviH3xFQRV4zc\nfItaJjI5SL95tGBPRxDPbjdcA20IKdW6srgnLPmGkHJbNOmt1+rSyXj9jprYz51foh418cDSTKyu\niQOop69U1cvqN+tWCqGbIUfGsW3N9i5kXIqQ6snFd8MlPzd9yEXh1sHf76thd72KUP1Nvx9Xfixm\nKlbiknDtb7KI7c+QYAly116OhFN2hFRwaHvq2nS358JLwzpVxMCaiNypeUFERHalxayWlgQ3qerP\nGr9ePZvashsyUVgudOsF14WMh4RFFcfShdKGbsSUKo6R8exxrUm4kafucibasAdNJn+zUK3u/Vzr\nxXJurUTsxilxTcRguf7WhRqG9UzEbwQ+LyLNYIZnAK8rzcRCxJ8TkVcBO4rIY4HDgI+XFrRIpG4M\nS1qfhCB9AbtxrBe15QaL7fPDJUo4locfdu2MuSZCZFwl8vPo0EQIGVbCHM0DgOEUn4WI3XCpayJ0\njTWwnLPY9blSZLxOiVhV31P3oR1Sb/oNVb24NB/LK85rVG/X/SrVZf1p4J9LPxc9JEREr75anfX0\nxW7xvaW2lRBZCaxEkSLj1Gu8KddEU37zs8w/HAqHm+LTuYkBZ2a26bbJp5QCFUselkCBqtQfA5Hp\nsQnUuToeTpzEsSl9uKaIOBSOwfLgzdmfq0+X63a33Xp6xfkq21ztsttuncvrEyJyW6pPve2DI2xV\n9TUl+VhGTWwF3l7/Vh6hmyG2f4iyF/l4Ct2Y7j4LETdh/7iEXBOhMv2wDY5Mrbv3cEdZWJsEKaNr\nP7UiWdXpK/yYkowWFTAlp4xj6WL2hcK+LaHWS2z7SqlhWLeKGPgo1dw75wG5udWjSM1HfBHEfcGp\nL2YsA5aLO6ZA+rwIY63pvpAiQqt7olTxxW70HBE3cUWo3cPzfoJqizO6wuHjOTZ00kUL06YkRcUh\nYyffSTGBJrxVPVoINLfMKeIUAYeeRxay7YuMexc065eI91TVQ7tmklLET6yXL6qXzZwSzyVB0KuG\n2I3gx+mbOPvOM6R23e0hwo3lU9IsTZFUiJTd7ZNj7ZKrQ7giOiForTcTShMi5FjlZMrmExLGk7Te\n8yBExm39s02efthyHYbySRFl6BllId6cyrZcE71j/Q5fO0tEfllVL+qSicVHfIGqPtDbdr6q7t+l\n4D4hIvqjH2kdpmhpVYc5hRRDHyojVF5IkVr8w6n6Nv7ekJ83/I26+WWTz6zi09l9gPulZ2aWyoy/\nWB0fcezAewdOZ07yLMPPnA5l6r2OHONc0T45+0i5I6yEljr/uRZSLo/U/hB8m3/+53vyEd94oy3u\nTjvNlVd/eu1NTOcjPtbbvwPVRGUPAq4Cnul+ebmj7RdTfYbpv6lcEwJoqcfA8hgSEdmkqmfUK4+g\nqvBKIaZ0U8sm7KuEruX2ra79fFM3nZWIY3aGtlma8OkmrsytSpNmKpBnXAaOC7nm5aZggMhr0k2S\nGWOrTHT6zp9nlk6CTpEzdmTDMxm6uUyPSSjcB1LXrUVRl7gphqxHW9dEPZjgb6leMLscOEdEPlq/\ndtzg94CrVXVfEXkmcBzwrI4WN3h8H5lY5yN+p4jckeoqu5bqM9Irj1BTMtT0dJd9o6uLwuJmKCVj\nS96+/bGmeygv6w2ebTZP/gPEqpnRFNGn6+y6IDPlTWhUp7EFNyzTyPOF1guJ7C+Db3pMyZae05VE\nex/xAcBlqvptABF5P/AUZud+eArw6jp8AhVx9wJV/Xb9WvO+VN/0bPDtknwsoybOA35FRHahcmVc\na81cRPakahLsDtwKvE1V3yoixwFPopLy3wB+N/RF1VyTow1C9+fQF29bMs41SUM3ZFdF7NrcxEmR\ncYyUUz7WLBlXa5MXpefI2N2WQqqpo9PArI6ddWF4beCZMpv3B/0i8efZyJg3kzYSL7RtQxBwg/ZE\nfHfgu87696jIORin/rTSNSKyq6pe3bbQBiLy+8DhVB8tvRB4GPB5puOKTUiNmngucHzzlWafKOuv\nPO/RuCwiuAU4QlUvFJGdgfNE5BSq70u9QlW3isjrgVfWPzd/S5OjFUKKeGhYmnK5GzF3Q1pVcSjv\nlMKNkW6shREj3pgbyFfBU0FZk3GzMaCMsyew3j+hUIeAHQsc1avelploswHRWTK28W/IvOy22D7/\nnOfSryxiX3HesoUtW7akUoaOuH8E/DiGp7gZhwMPofoS/cEich96frPu54EL6rk2zwN+QCW97wU8\nisrp/YpU5qp6BXBFHb5BRC4B7q6qpzrRzqYaEO3D0uRojfVwsVoUcZtfqhwfDe+5BGohWzec80/O\nrDsOY2l2QKUyfTIOZRSpkIb2TYjT18PMqNopNTeGuQbGUXqNGaox2R5TxOvhug4h5mh61OaDedTm\ngyfrx7xm7j2J7wF7Oet7Ugk3F98F7gFcXn9NY5cev+D8U1X9qYggIrdV1a+JyP8ozST1Fec3i8jf\nUknsA4H9gJ8AlwC/XdrrKCL7AA+gnjzIwQuA9weSWJocmTJLYveHrn5hH5a8SlRxSRk5tWuJH1pC\nnIwn6XG5TsrIOFQxddwQk4OEUxGHYKfc7Lkn3KXMRW+ycbMtOX/W+G7c9U7CALfc0jrpOcC9RGRv\n4PtUnXD+F+g/DjyfinueAXy2dWnz+J6I/BzwEeAUEfkRhf5hyPiIVfVW4JT61xq1W+IEqnk7b3C2\nHwXcrKrHh5KFTIqV8Vd/dfQkvGnTZg46aHNUjZWiTfqSh4BVpVrVbqkittqbGoI1O1zNtgzVrxkN\nMUvIEb2UUsMBAp4JR0+qQ/8eIU/DLnE3KSZ6eeJasSrclOmxeKV594UzztjCmWdu6T3frcVfeatQ\n+3xfTOXubPqSLhGRY4BzVPVE4B3Ae0XkMuCH9DdiAlV9ah08WkROA+4InFSaT3YccVfUs7WdCHxK\nVd/sbH8+1TzHh6jq3KuBIvIw4OjmrRUReQWgoQ47EdFrrlFv2+yyFKXKsQsi3BHc5v/cscNNODee\nOIbU/BL+z93uxoUwObvb/TixNNNl4xxwD4hHqKVLN+xfJJYniWOoN5PGdJko2jchFY6lsahhyzUV\nK9Nvrbho1nfdtZ9xxDfeaLuxdtqpe3mriEWMB34ncLFHwocCRwJPDpFwjUmTox6Q/SzgY0MZ2aX5\nvgjECNldd+OVEHCojBDnhH6xOKlJgELpY3bMbIeKjRu3QKwCoYMQ2u6ms/5C+c4NiZuvV+y85Pbn\nTEgdr67oKmZKsHWr7bdqEJF3166JZv1OIvLO0nwGfa9QRA4EngNcJCIXUF2xR1F9+XQHKp8KVD2O\nh4nIHsDbVfWJsSZHqQ1uEze237JtFRDjDzecukFThFx6s1mI2c83VEbu3MwMkoDJ/BEzb12kGM3f\n5sezIueTlsY9URltcU2k1GrOvEVdo4vqZ1lFkjViMV/oEJHXAcd532T6U1XNfjJaVc8Etgvs2jcS\n//tM57hAVU8Cinsg22KVCdhft6hhN2y5sUPNzzY/N62bVxtMyBhXA9csHOsAsDKc5YTHCHguDHPD\n2RJ1KjU1l896xzom4oV9oePxqvqqZqVm/CcAWSJeJnJKuImTC7fBECoixSOm1nMkjxKb824Jnd8O\nQS9CdzSSOILY06pZTyG1P0rGk7+kZbnzGIuTQx+kvCj1G8I6JuKFfaFju3p83E0AIrIjcNvSghaN\nZV5UXWHhjxKhV+pPDKnZWEfb3A9ohnS1OQU+cctkQwtXAuTVbC69Hw7Ga8piMrpOmX9ADkHCXeNZ\nDsUi0GH42lLhfKHjYKoL4altXKgWIv5X4DMi8i6q6+sFwLtLC1ok1jMJhxDzLaZa5SF3RLPNenxS\nhBx1TUBNxJm5IGZLmiXfyd/8NlOePrtMHM2FZJzKP2CcIlMyjsBCvG0UcQqWZ86yyXi9KWIROUNV\nN4nI9XieMxFRVd2lJD/LXBPHiciXgcfUhf2Fqn660O7BMTT59tXJlcs/p4ZLVFUoH3d/G0LO+oir\nEmpFbLm7hckMO55BMhcwGArzFQyRcqC8aH6xfc6BaUrQ+s9XxC5yZFxKiqXxg32NSxYv642IVXVT\nvbxDH/lZncqXALeo6qkispOI3EFVr+/DgFVHm06uPsvMuTZLOnZ8RWyxPTYSIk3EriJOGdaQ8EzC\nkPXxXa6hMcJ1K+Ir414wT8Yp9xDYSHgolbps9RvCeiNiEXmvqv62iBzuDs1ti+w4YhH5A6q34v6p\n3nR3qtf5RtQY4sLO+Xxj5aY68GL5+Qh1yLn7/DhzHXYOCYvlJ7WCbpbOb1JuzuDYuu9fiaWJ7S98\nyqpK8BxM98+GYz7kVSTLIbEOxxE/SETuBrygHju8q/srzcyiiF9ENcfDFwBU9TIRuUtpQUOjbxeB\nH+4779L9bV0TbhxXEftLix1TbtK57Y0adhVx1UZP+Iobx6+q42edcbclR12oMqNuxVe9fthPXEjG\nOvOEmv6qmsqMJPZVcYpoh1TDbZ5By8CKkawF/wh8Brgn1aRo7lHVersZFiK+SVV/1lzk9SvLG+p5\nvchmYar83PYuronS8mOqbMJNzItNERwnqTrLDOb8tk2aAsaQarJ4RKavPud8vCnbYs0Adx4K14nt\n+oUhSrw59Wu5BleRSLtivRGxqr4FeIuI/IOq/nHX/CxE/DkReRWwo4g8FjiMajajDYsSUhvSP5yL\nk1PHMTKNqeFUfBciTgcbLidNtGE6wxCCHW2z6jiQyImTkPhtEBy+1sj+Rgm7irhxxJQp4TYiYP58\nGOu0wljHw9c6kzDYiPgVVJ9Lugj4Q+CTwD/3UfgqoY2y7HoDWG6+kIKKxY/ty5FxrMyUXeAQsCcU\nJ0q4rbNzhlANZNx0+PVFwo0Nc2GZVFhddeyMI8Y5biWq2F364ZyJM8+uHrFIgl9vijg1fA0YZPja\nVhH5CPARVf1BmbkbF32ScGmaUv9wbHtOEWdb7vVvtnNNZ90TpRWdcWCT5uBpIiaKuDE8po6tIyYS\nRKwztXUV8axbwuKOsPiLY6b5BDzUc2gRGIqI6ykZPgDsDXwL+M3Q595E5B5UAvMewFbgCak51xc2\nfE0qp/CrgRfTNMhEbgXeqqpz0+SvCnxiyaGNXzjWAdLWT9vWz5tTxxZitW5r0IyMmKzP7GRCwtKy\nUtIUAnMdd4aUFS326ZqYyWtWAeuEAfEaAfMjJxqkCNmNk0KKgPsk40ViQEX8CuDU+n2Il1N9ki30\nZaH3UL0j8VkR2YmKjLMQkdtSfWFoHxw+LeXI1PC1/0n1ZY6HqOrPq+quwEOBA0XkT0oKWQRCo5Ri\nI5dSeZTECQ3zyvUPWWAh1lIC9fPJlas6X+acHY34nex0g+K21M1wVeX8RmYJz9s1U66GwtMRDlq7\nF6K/UPyZesks8QYG3ZWo4lT81LmwhGPprYgPVSzPK4YBh689hembwO8Gft2PICL3BbZT1c8CqOqN\nqvpTY/4frcu4Bfix8ytCyjXxPOCxqnpVs0FVv1l/VPRk4G9KC1tFlCjZYGt1oHJTN09b5exvi43q\nSpHEzI/Z8DS72m+rMh1S5hvS4gDOcLNXJ5nZX69pE3ZTu+uznwidP0y+jdN3BSfHZYaQw+etjWsi\nhZgCHkIZL0pdD6iI76KqVwKo6hUicudAnHsD14rIh6iU7alUHze23Gl7Nh+v6IIUEd/GJeEGqvoD\nEblN14JXDSUd7m0Juck/pWZTarWtonHTh+xJpfHLniOahu8q3qUit5qWpfrI0cRN0aHJok7AJUOf\nZp3MZ/c4E0DI3IdBE+V6E0donffUBqVxReSI2A3HiHi27PB2/1odkoz7IvQcuoyaqL8Mf1d3E9Wp\nss4QuT2wieqbmt8FPgj8DvAuQ9qzROSXVfUis8ERA2L4Wct9K4cu/ttQXqHwUHbkyLetOg71a9l/\nUhOQo4pxqW/mC255x330QHrbXdKv805Wf0YRN5Y1/3Y05DsJq7s9EN9TuCn126a1456zRSnjoRFT\nxOedt4XzztuSTKuqj43tE5ErReSuqnqliOwO/L9AtO8BFzhfjP8IlRvWQsSbgN8VkW8CN1Ff9Kq6\nnyHt1M6Y+q475kK+DgFup6oro4pFRK+/Pn0FW1Vo6kbowzWRa57GyC/3HTo/Tip+rD6hb9OtrcF2\n283/1tZ0dlvzaSTdCk1nnVZGSOwgBxyOk7fX8LbPHbtZZ4QF4gQspy9Iup4ir5Z294QbzrWCsvUJ\n9CeWhnN55+Lvsks/36w7+2zbQXjYw8rKE5FjgatV9di6s+5OqvoKL84a1dtxj1HVH9afOjpHVf/B\nkP/eoe0NqVsRVcSqGvqyxsqii+J1lerQrok2+61160v5WwhfxCOfKiWNa6IJNcN7p3JZZxhExJmj\nLXAwGzUaJrTSJomTqSFp7AEdUrVdSLj0nKVG6VnDsTyXhQF9xMcCHxSRFwDfoZq4HRF5EPCHqvrC\neojuy4DP1n0a5wFvN+b/tMC2a0XkPFW90Grk0N+s25NqWMjuwK1U36N7i4g8HTgauC/VqIzzI+kP\nB36/Xn17/VphZ7RpDk5tCodXDW1JOXTDzhLwNG93XQTWZErFtbsYxx3rGDZZTIeAzSydaYM81Rhb\ntq2bxUeeKq+UhGP5lyBEsKVknMoztK/BUNf8UESsqldTTeHrbz+P6ivyzfpngF9pUcSD61/ztvET\ngS8DfyQi/66qx1kyGZSIqYZ0HKGqF4rIzsB5InIy1Vt6T2U6o9scROT+VG/0PbjO5yQR+YSqfqOL\nQdsCCTfwbcyRj3tThxRcjpBZazi3IVU36MhRYV4FT4xyO8LCbgl36Ydz8I9BimRyZcWOkSVuKk4M\nvqu9bzJ2EbtW+mhxhbDe3qxzsCewv6reACAirwY+ARxEpayXT8SqegVwRR2+QUQuAe5eP30QSV4S\n96X6unPziabPUZH3G9rbEw7nEOrsX1WklHDbER4hEvbVcHMjrcmsDK5OsftqhuPbdci3WUy+ctHE\nasJGIk6d11ifYa75nlO0FldEic3+ekzFD03Gvi1DXvfrmIjvwuzghZuBu6rqT0TkJmsmQyviCURk\nH6rhIV8wJvkK8Jf1K4o3AU8Azmlb/rZAwg1SvsAc/BvWJ+AUGetW2LoGa7VPYjJ2IkTGM8fRUdDK\n5KWJycsbhM9fqTqOkUqImHIuEL/MFCmn0sX2hbZbCbZvMs7Z1wfW66Q/wL8BZ4vIR+v1JwHHi8jt\ngYutmSyEiGu3xAnA4Y2Ez0FVv1b3eJ4KXA9cSOWi6ISNTsIuQvZa6h8imYaA3bx9MmYN1rR6N3RN\nBG0IWhzXhPgG+Ae5KXiqimPN+RxZWuvokpe7jOUdItCUAraQcSr/0o64Icl4KKxXRayqfyEin6J6\nC1mAP1LVc+vdz7HmMzgR1/MXnwC8V1U/movvQlXfRT2WT0ReSzXYOojXve7oSXjTps088pGbA/mF\nw/M257eV+Nm6wJJHSM3FXBRtVFDs5yvjhkXX1pwbaw1EtSZj6jHGsYpAbChYY4trV2rZFW3J1Erg\nVjdFs20RZGw5dmecsYUzztiSj1iI9UrEADXxnpuNmEB0HHFfEJH3AFep6hGBfacBL6t7MENp71y/\nybcXcBLw8MjMSXrNNfZ65Koc7MgP7C8tK6WcQsSTGzscS5v7xY6BW9+Z0RCJ8cWhsJ8GdDbvmUL9\n4yXBeoWOpR/ucin7HbHW/EPEm3tIhOJa7I91FufCqU7mrop41137GUf8yU/aTt4TntC9vD4QmAZz\nsgvofxrMLhCRA6nk+UUicgGVwa8Cbge8FdgNOFFELlTVx4vIHlTD1J5YZ/Gh+vtPNwOHhUjYCutN\nmrswrSMnmvJSnWcpWG7KWBPWkncofUwdpZRwU67vtgjZO7Ns/nQ2TuxB49rih0vILITYsYitx/aV\nknCqvBD6VsZuuct2Uaw3Rbysrzi3gqqeCcReDJn7AKmqfp9qHF6zfpC9rHbxYs36EGIKORZ34MbG\nTFkwW16quRnyhbrw9/kkPON6YP7GXgvM6ecTsOPJmIRTrQU3f9/WWD2tSCnd2DaLYm5Lyjlb+yDj\nBl06dvvEeiNiEXkI8N16ZBgi8jyqlzu+BRxTj182Y2GjJoZG2wvJJ94cCee2+fkOcYG7+fpht/yY\njSUknFKpLjk3230SbvLzCXiGiGtlHCJ/ty5+3fz1vo51Kh9L2TGS7kvB90HGXcofAuuNiKnegXgM\ngIgcBLweeAnVyLC3AU8vyWybJuJU73HOP5xSxzEyi8EnNv+Xsj9HyKkyY7aF9rlq2CVf3x4/n8pn\nLJP9LuniEYRPUDmC7UpoMVjdBH44RcapOKW2t+2Ii5FxyOZFYx0OX9vOUb3PBN6mqh+icqeaX21u\nsAXKC1sAAB1TSURBVGGIuAusrgi/MyuVn/WizsXz8/KJK3cDWpEi8ZT7JqaWXdKOpbXYswxYHpwp\nlBJsacsp9qBftp+3C9ahIt5ORLZX1VuAR+O8Lk0LXt0wRGy5kK0dcameZ5eEY2rYzzPXtE7Z4xOk\nT8IpMo7Z6NuSehCl1JNrQ0o55x5cOfssWJRPvrSMLjbF0sbOu0X1rirWIRG/j+oL91cBPwFOBxCR\newHFgwq2GSK2XqA5Mg6FfcVqscvievBt9+thUUYWQi65cUNq2C0nRMiLguWh0wUWldzG3VD6oF4k\n4S6qZbLeiFhVXysinwH2AE52vuaxRuUrLsICb5PlIneDlBCvr/C6KL7GphJFb1HpzTbrz6+LRQ27\nYdcl4W9rtlvmVC55QJWi5GHjr7ch1jZ1CPmWQ8clt/TR5vpcpHtoqG/WicjTReQrInKriOwfibOn\niHxWRC4WkYtE5KWWvFX1bFX9sKr+2Nn29dhskils84o4RMC5cEg1h9wCpQiliyngnHsipIzb3Iw5\nQo6F3WFupQ+qUvdKCdr4Y7vCmoeVwNu4IkrP/yJJGAZVxNmZHonMEqmqXxvMKg8bhohzsF6IFgL2\n9y0KKbdEKk5fZafgu0fcbak8Y/ZbyiytW8jGnF0lxN2WvCzn1Vp+qL+gLzuHxIDzEV8KkJrpMTZL\nJDAScd9oS0ilam6ZF3mp/7gkX3fZF1J+77ZIkU+o1ZDKp5SM/Xip8xDL10LGpdejhZxzdRkaqzJ8\nrcUskb1gmyFiiF+EKXeFv20ZSrgNUi6LZn8KfryYfzyUrg3h9fGgsMTJlRUiUj9sKSv2kLHst9Yr\n99BJua5K6zE0uijixFecj1LVj4dTBfMpniWyL2wYIu6bIEuUcKjDZKgOpxxiN49fl1zTNeSGSblq\nYgiVk1PpJcRc4i6yNP9D/mkLGVtbIxYy9m1I1dmKLmS8CMSI+NJLt/D1r29Jpk19xdmKLrNE9oEN\nQ8Q5tFUXLuFYVLF/86yKq6KxxbW9zQ1paT2kyNdN09V9kntYlMKihhepjLvWJXX+++w/6AMxIt53\n383su+/myfonPnFMl2JSNX4ncLGqvrlLAW2xTQxfs6qmtvt8LLszxH94xNwLuV8qfQ5ui8A9Hn5r\nwd/XBla7cvXwVb4lnConFg4d09h+C/yHqx+OHeNlX6cuBhy+9usi8l3gYVQzPX6q3r6HiJxYh5tZ\nIg8RkQtE5HwRObS/2uWxYRSx5cItuZlKsWzla7WhjUouIRMfJS4Q67625JXznbp5LvJ8plRym7xC\n4dz+ZavjAUdNfITMTI+ZWSIXgm2KiP14bS8+ix9vaKSasqmbOue/jBF0TE3mVHbf6PJQiCF1Pock\n5T7cH35+qXBXEh6SrNfbm3V9Y5sj4r7ShW6URZNyTNWlbuoY4eb8hxZSXiRiJNxGYbtx3PwXcT77\nIuM+SLitO6QPrMrwtWVhwxCxFbnmWhusilsidvOmtvuwqGI3vEgyjqlwP5xKG3PFdFWjXZBzTeTs\nWRQJj4p4OGwYIu7qT2uLVenwCLkYSkYB+MfC3bbKZNyELTZYRhAs29Xkhy3pUuE+SDjVOuoLIxFv\nEAxNArkbo48b2HIzxlSsNf8mfkxJx4i5LRkPeV58FZwi45zrZVEEnDp/pW6Kvkm4hJD7Pq/bOhEP\nOnwtNquRZUakOt6f1PG+LCL/JiI79G9jeFmCkiFDOTtiNg39oIk1863hlL0W24ceVmVVzUOgpLyU\n0rcc3yFIOFV2Xxhq+Np6wdDjiJtZje4HPBx4kYjch+mMSJ+LJRSRu1HN67m/qu5Hpd6fFY/f7tek\nbeCTgDvmNYQUCZcq1ZxtfSF2s/vruRs/Fzdke07RL1qZLuIh55bXJm7qOPdNwql7JFV2V2zrRDz0\nV5yDsxqp6mcAUjMi1dgOuL2IbAV2Ai7v28bQRR+C1TVRQsJ+Uzk0gsHN343fFX5z1887d1xSaji1\nTMEysqENQse52V7aMdaXHW3ixo5NV+KN5W29N/rAOGpiQSid1UhVLxeRNwLfAW6kmgX/1Hj+PRhJ\n3pcYSxNa+mEXIUKILWPxuyKUT66+qZu4Dfk2GJqEm3BqdIkbZ0iUlNFWSXch4Vj8NjZZsZHVrgUL\necW5zaxGIvJzwFOAvYG7ATuLyLOHszIOi2sitEzd7LFtuSZhKSzEao3TloRT9sdcQX09aGLbFuGO\nsKIPW/og4dh1564PddxG18TA6DCr0WOAbzafrBaR/wAeARwfivxXf3X0JPzIR27mkY/c3NLiCqmh\nYKG47jKFkEvA0lS2pIu5N0JujpBdObtD6yniteTr2+XGj7lO/DiWfaE828La4kmljbmGuqILCaf2\nN+unn76F00/f0outLjYyyVog2seVmSpA5D3AVap6RGDfacDLVPW8wL4DgHcADwFuAt4FnKOqfxeI\nqzfcEK5Hl+pZCCV2U4bKDanllDvDj5dzfVj91KWjOELbSgnY2vx1lZf/c/f7cUP7/PxTx7j5Nd/V\n8+Okln44hVALoC8MQcK587jzzoKqdnqMiIgeeaTtQBx3XPfyVhFDD18LzmpkmRFJVb9IpaQvAL4E\nCPC2eFnxJnTbJpV/o4V+sbg5WJvyue25m6i03rnjFyo7Rpq+XV2QI9Fc/CFHZvT1sO+CIUk4dg30\n6aYYXRMDIjOrUXJGpHr9GOAYS1mpJmmXTq7YKAJ/fx+IuSnc9VAdUm6KUF6p8tuEc+q5C1KdlaVu\nDD9e6sFqtWsoX3YfefVFwql0fWEjk6wFG2Y+4lyT1Y3XBjlF3NbmnH0phdmGIHO2+OlzLoHUtq6w\nuGBC58HSUml77gb25HVCnyScOsd+uA/ccovtV4pVenkshQ1HxDESDl00MXLt+rPY6octRNqHwmnC\nMeK03JRWgs6lTSHn37bsD4VTaUvRJp+SY1T6c8vww7n9ubRtz6MVA7omen95bAhsmLkmNjpE4i6H\n0LbQfndfKP/UMretS71yCNXBTRdz4bhp3Xgx90TOhlB4lWAh2z7Js08MODH8pQCr8PJYCiMRrwP4\nBNqVjGNl+GELOYfWUwj5cnPxU7antjdlxAg4ts2yfxUQqrdF4abSLwvL9BGXvjw2BEYiXkewkq2/\nP5Y+lH/JMpQ2hlynpx83Rr4xtRva75brr+eWoTSLRAlJljxcS/NeFGJEfPnlW7j88i3JtCJyCnBX\ndxOgwFGq+vFc2d7LY9cCJ4jIs1U1+M7CEBiJeJ2gRPlCmMxCxGXxLVqI2GJ/Y0MpLHWxPoCs6jgX\nZ0hyth5fq8JddRKGOBHvvvtmdt9982T9/POPmYujqo/tWHzRy2NDYCTiFYdF2Zao4BQZ59wTXYgY\nwv5aa5qUWyW1zy3LQsaxtCU2d4Hl2JYQ63ogYViYayJ2BL4DPExEbkf18tijgXMWYlGNDTNqYqie\n8S62xEZTtLWtpDPGJ84Ysbq/2PY+fiE7Y/FySB2/3GiW0DKlhK32dPnFkDuWlnPm5mXJN1dPv859\nYcDha72/PDYEBn/FeREQEf3JT2brYWlWDlX1XL45v6U13DZNg5wC9pdtFXGpXSnbrA+alB0lxyxE\n4iX1sMDygI1t61tBN3EsrSSAHXfs5xXn5z7XdhD/9V835ivOG841UdLkHQohF8FQ5VrcFL47oFRN\nx7al4NbTLT8UdtN0dXv0eXxXSaOkyNR6zEqObcov3+U8xbCtv1m3YYh4FQh4WeX2ScDN0qKMQwiV\n1WyPEXLIphJYCSLn0rDEs9qTQmk9Yw/AIQgY5o9njIz7xEjEI3pHV59jG8TIuFmPpXHDXYk4RoQp\nEg4Rchf0RaJt87Gka6Mou5JxWwypgl2MRDxiUAzhiojlnSLjWB45NRwj5Fy+ro0WEg6p95JjF1Pi\nbdBWHQ/xwM35aIeCfx5iCrkvjES8QWDpIFtUZ13IprY3tKVDy0K4qf2xjhmrf7hU1VoIOWRPKJzK\nu08M1VHnok3d29S19FqMkXGfGIl4g8A6UmFVSXhRduXgux5i5BzbH1PpsRs51XmXss3ibhkCfRNy\n7CEY2xZKG9vfxS4/jyFJGMaPh24YIk4hRsKLIL2Sm3UopRVCzuUQImALQVhu1Jgrog/0qYhT10sf\n15CVcFNpc2n68sEPScIwKuINQ8Srpoj9MlaJhGMIqeEQ0VqUmrW+KZ+3n2eqzKHR5/mxdp623eYi\n5HNvS6h9PzRdjES8QRG60EYSDiPnd3QVscU9EEPsRrbe4MsmYH+9j3NlIdcccecUcd/X1BDX6EjE\nGwSxi2PoGymHtoS8CJR2AvlEHIuXQ6qDzoplk3LpQz012sByPGPkbFHEVv/u0O6HFLZ1Ih7646F7\nishnReRiEblIRF5ab89+vkRE7u18cPQCEbm2SR9C0yHk//z9fnhILFvp5pCyL9WisCBH5C6BhFwg\nqXyXQcIuujTrrShRyhYfsdWWZV2n48dDh8UtwBGqeqGI7AycJyInM/18yT/FEqrq14EHAojIGvA9\n4MPx+HljFnmRrbISDpU/BLn5KjClhEM2hEZghMJWrHoT3UK0JSTcJ4a+RjcyyVow9FecrwCuqMM3\niMglwN1V9TMAhs+XNHgM8A1V/a6t3H7i9IFVVcV+k9XdDv3d4Cky9m0J2RCyp61tfY0gcGHtYGwL\nv+Xgb8uV1VcHXW5bV4zD1xYEEdkHeADwhRbJnwm8LxXB6iNeJBbZOdgVQ/aIp/yjITtSPfxdlOCi\nCNiN0/WhEQuXPJj6IGGL66oLhlLEInIc8CSqeYa/Afyuql4XibsGnAt8T1WfPIxFYSxkPuLaLXEC\ncLiq3lCY9jbAk4F/T8XL+YgXjfVAvg1KOpzaIqTmStVe1+Z4H8350hZOW99wKNyWhC3bfMTqOdR9\nNaCP+GTg/qr6AOAy4JWJuIcDF7cqpSMGV8Qisj0VCb9XVT/aIovHA+ep6g9SkV7/+qMn4QMP3Mym\nTZtbFNU/lukmieXbdsRCyGfbRknHFK/fu59Tcl1sD+1LkU8fsI5S6cMNk4J1JFEofMYZWzjjjC29\n2zTgV5zdj4CeDTwtFE9E9gSeALwWOGIYa+IYfGJ4EXkPcJWqzlVORE4DXqaq5yXSvw84SVXfnYij\nV12Vr0fuorYcir5u/jbxSvOxklhoBEPu56eL5e3bkrMxRopt1GAqX38UTWibJZxDqgMuNnIkdoxL\njneDkO0lD55ceLfd+pkY/oADbDfBF7/YvjwR+Rjw/tBHQUXk36lI+I7Any7aNTGoIhaRA4HnABeJ\nyAWAAq8Cbge8FdiN6vMlF6rq40VkD+DtqvrEOv2OVB11L+zDnj4IL+SvHKqsEpSWZ+lASyGkWkOd\nYSlVm3tQ+Pn2pQ5zHVCLVsZt3AsuLC2bvloEQ13XMUV83XVbuP76Lcm0lq84i8hRwM0REv414Mp6\ndNfmOv1CsWE+lfSDH9jqketd7pJHWwzVERLLN+eHTCngIVRxyuZmW1tfZ6jsvsIWWHzipUq49PoL\nKeFQa8CvVyjs1/vOd+5HEe+/v+2Ann9+eXki8nwqMXeIqt4U2P864LlUw213BO4A/IeqPq+knC7Y\n8G/Wucipt1w+fppF+O+GyLeNGnbjWI9RKE2b+g1xnGMYQgm27YDro94Wf7BLzKk4sTz7wFDD10Tk\nUOBI4KAQCQOo6quoWuqIyKOoXBMLI2HYRog4RA4W36SfR47E/fJKYbnAu94ErjvBPy7W+jVIda6F\nXBKLaOJa807ZUkLG1mvA0lFnvW7auKHa+oAX5aIY8IWOtwI7AKfUry2craqH+W7QZWPDEHEKIXII\nkU2uyZxSkauK2M0VI2M3Xsy/m/L7ltizaOQIqc2+RaLNdWcl3ZIHzhD1H3DUxL6R7d8H5khYVT8H\nfG4Ya+LYJoi4QYxgrBfWqpNxrB6xG8snY387lJGu5Zi0vYm7Hmursls2IYWQaslZ01tdDMtwS8D4\nivOGIWJLM9oSN9fUXEUyLmkyx1wSpW4Gi02WjtHS5nhXRRgjF4tajKVdxDVQWk6KUEvrlwv3gZGI\ntxH4F06pwkg145dJxilFF1pvtlnI2EUXd0QK1jzbHOMS/2cqfmjdz2dRZNw2TYpsY3kvioRhJOJt\nhoh9tL2oV4mMu9woOTKGefIdioybvC32dvGTxsjYooZTebn2LRu5B4a/3VK/Rbgmxkl/RhRhSAIu\n9cemwql8Ug8Tn4RjZNwXKfcxQiOElBIsJZucmlw0+rpG/PVlkTCMingk4p7QhZS7+GNLSdiyv0QJ\nd7E9Fz/WiWgpJ6d+LcS8KBLqGxaXS6x+yyBhGIl4JOIVQR+dY6FlqrxcvJhNXX3I1nHYKSWeeuil\n1LC/zB233PqqwULClv2LfgiNRDxiIbAQh5WMrUSTQoxIU2q4D5+xRQVbbUuhDfmWqMVVhJWEc2p/\nGS2BkYhHDI6cy6JEefroQsZdbGqjkNu4LsBWXgg53+cqNc37RqnSzdV/aIxEPKIXxMjW6jcegoxL\nYHFl5OyzjtX244bsKC0vlIcb9tVuinjWIwH3QbbLrPdIxCOK4N78Tdi6zQrXB1raJPfzscK30bfB\njRPbZ3U5lPqT2zygSlSwH47ts9QvNqLGX18EVs39kMI4fG2EGSnCte6LIXSjuiQcutGHQI6Am/XY\nvhwsJJxza3QZNRGytQ9SCp0jN7/YMe0b69XFMiriDYJFqo2cG6KLKo6RbxdlXAoLmZQQcB8KuE1e\nFjK2uihy+afOmRt/Waq4Tf0WiW2diBfy8dCNhJjyjZFws6/NL5TfouD7Ut3tqf2pvPxwSVy3PAtB\nxvIILf20FpQS+yJJr4/6LRpDfTxURF4jIl8SkQtE5CQR2T0S7/ki8nURuVREFjoXMWwjRHzmmVt6\nycfqCz7zzC2dCTe0zw83OOusLR1rloZPgP7x9Eky9HPj5dL4cU8/fYspXQmJxxRiUzcLmZWo69j6\nEB/i9OHa1ZS3aqp4wK84H6eqv6KqDwQ+AbzajyAidwL+N/AQ4KHAq0Xkjh2qU4wNQ8QpojvrrDJi\nTBFmU5ZfthtuLvYSdZyK75fjp/v857d0OHJphG7Us84qL6/ET+kTpk+OuTxSajiXz1lnbemNnHKt\nCRiOiGNEe+aZ/dWvTwxFxKp6g7N6eyCUy+OAk1X1WlW9BjgZOLRNPdpiw/iIR2wsLNoVswysIiEu\nC0P6iEXkL4HnAdcABwei3B34rrP+f+ttC8OGUcQjNhZGktq2cMsttl8IInKKiHzZ+V1UL58EoKr/\nS1X3Av4NeEkoi8C2hV6BG+Yrzsu2YcSIbRU9fMX5W8DexuhXqmqww81Qzl7AJ1T1l73tzwI2q+of\n1ev/CJymqh9oU04r2zYCEY8YMWJECCJyL1X9rzr8EuCRqvqbXpw7AecC+1N5Cc4FHlT7ixeC0Uc8\nYsSIjYzXi8i9qTrpvg00qvdBwB+q6gtV9Uci8hdUBKzAMYskYRgV8YgRI0YsHeu+s05E/kREvlI7\n5/9NRHZw9r1VRK5PpH2liFwmIpeIyK+2KOu2IvLPInJh/fugiOwUSHcbEXlnne4CEXlUy7pZy9te\nRP6lTvdVEXnFwOU9u67X+fXyVhHZb6jy6rT7ichZdfovued9gPrtLSI31vU7X0T+PldW1/rV6fcS\nketF5IghyxORh9Tnrfn9uqW8ET1CVdftD7gb8E1gh3r9A8Dz6vCDgPcA10XS3he4gMo9sw/wX9Qt\nhJKygJ2dOG8EjgykPQx4Rx2+M3Bu27oZy/st4Pg6vCPw38BeQ5Xn5fNLwH8NXL/tgC8Bv1Sv3yl1\n7noob2/gy31cmyXHEzihTnfEwMfzdsBaHd4duLJZH3+L+a17RUx1U95eRLYHdgIuF5E14P8Af5ZI\n9xTg/ap6i6p+C7gMOKC0LK0HjIuIUJFeyNdzP+AzAKr6A+AaEXlwm7oZy9M63XZ1upuA6wYsz8Vv\nAe8zlNWlvF8FvqSqXwFQ1R9pzSIDlQfhIU6DlSciTwG+AXx16PJU9aeq2ozk3ZHwSw8jBsS6JmJV\nvZzqKf8dqkHY16jqqcCLgY+o6pXEb6CiQdyJshCRdwLfB/4H8NZA8i8BTxGR7UTkF6jU+j1a1s1S\n3gnAjXWcbwFv0EznQ8fyXDwTAxF3LO/edbyTRORcEUk9cPuq3z4icp6InCYim4Ysr3YfHAkcg/EB\n0LV+InKAiHyF6lr9I4eYRywA65qIReTnqJTt3lRNs9uLyG8DzwD+Npc8sC2qqgJl7SwizwZQ1RcA\newCXAM8KJH8n1c1xDvDXwJlAcgbWjuUdUOe/O3BP4GUiss+A5TV5HAD8WFUvTpXVQ3nbAwdSqe9H\nAk8VkdAbU32VdzmVa+dBwJ8Cx4vIzgOWdwzwN6p6Y5NdqqweykNVv6iqv0Q138KrLD73Ef1hXRMx\n8Bjgm6p6tareCnyY6iL+ReC/ROS/gZ1E5OuBtN9jVpXuSXXDWcv6D+ARzc66afxB4Df8hKp6q6oe\noar7q+pTqXyalxXWzVwe8GzgJFXdWrtCzgRyrpAu5TV4Fna3RJfyvgd8rnZJ/AT4JNUY0EHKU9Wb\nVfVHdfh8KpfBvQes30OB40Tkm8D/BF4pIocNWB5OvEuBH1P5+kcsCOudiL8DPExEblf7wB5N1Qy/\nm6reU1V/AbhRVUM3zceAZ4nIDrW74F7AFwvLukREfhEmPrgnAV/zE4rIjk1vtYg8FrhZVefi9VVe\nnfaQOt7tgYdF4vVVXrP/GcD7M+X0Ud6ngf3qtNsDjwJyKrzL+dut7ndARO5Jda18c6jyVPWg+vq9\nJ/Am4HWqmhup0aV++9T9CYjI3lQPmW9lyhvRI9b1Cx2q+kUROYFq9MPN9fLtfrQmINW75w9S1aNV\n9WIR+SDVDXwzcFiqwydQ1vnA24DTROQOVM3HLwF/7JcF3AX4tIjcSuWi+O0WdSsp7++Ad9U+P6hG\nbHyFBDqWB3AQ8N264zOLLuWp6jUi8tdUA/C3Ur22+qkB63cQ8BoRuRm4lepFgJzPvevxLELH8jYB\nrxCRn1Edzz9W1avb2DGiHcYXOkaMGDFiyVjvrokRI0aMWPcYiXjEiBEjloyRiEeMGDFiyRiJeMSI\nESOWjJGIR4wYMWLJGIl4xIgRI5aMkYhHJCHVlJbnS/UdsI+KyC6JuA8Uka31SyvW/P9GAnM3iMij\nROTjHew+RRb8SfQRI9piJOIROfy4fjX7l4EfAS9KxH0WcDrVHBBZSPWJmoeq6hmRKF0Gub+HtK0j\nRqwMRiIeUYLPk/7M+NOB3wEeZ5w05unASc2KiBwq1ST95+LMiSAiO4nIO0TkC1LNgPbkevuOIvIB\nqSZD/w8ROVtEmjknPo7xgTBixLIxEvGIHASgnovg0VRzdMxHEjmQatKZ/wZOA55gyPtA4Lw6/W2p\nXsn9NVV9MNXMcQ2OAj6jqg+lmkPj/4jIjlQT7l9dzxr25zgT/9SvIO9Qq+4RI1YaIxGPyGFHETmf\naj7buwCnROL9FtMJfz5ANQNcDnsAP6jD96Ei8mYynX914v0q1VwIFwBbgB2AvajmSHg/gKp+Ffiy\nl/8PqKaEHDFipbGuJ/0ZsRDcqKr7i8jtqGY9ezHe5OL1zGRPA54kIkdRPeB3FZHbq+qPE3n/hOoz\nPTkI8DRVnZk6tJ5RzI/n4nZ1GSNGrDRGRTwiB4HqczrA4VSTzG/nxXkscKGq7l1P37gP8CHgqZm8\nL6GaUhKq6Rn3kWpKUpj1734aeOnEIJEH1MEzqL4Igojcj/k5dO/KOJ3jiHWAkYhH5DAZuaCqFwIX\nUn/loXZZUK9/2Ev3H9RkKiKfEJHdmccngIPrvG8CXgh8su6su9KJ9xfAbaT6OvGXgdfU2/8e2K2e\n7vM1VN93u7Yu80HA2eMnf0asB4zTYI5YKkTkP4Enqqrl46Z+2jXgNqp6Uz1h+6nAvVX1FhF5E/BR\nVT2tZ5NHjOgdo494xLLxp1Qdb8mJ6yPYiWri89vU63+kqs23AC8aSXjEesGoiEeMGDFiyRh9xCNG\njBixZIxEPGLEiBFLxkjEI0aMGLFkjEQ8YsSIEUvGSMQjRowYsWSMRDxixIgRS8b/B+XHfU9qp55x\nAAAAAElFTkSuQmCC\n",
565   - "text/plain": [
566   - "<matplotlib.figure.Figure at 0x10b7b73d0>"
567   - ]
568   - },
569   - "metadata": {},
570   - "output_type": "display_data"
571   - },
572   - {
573   - "data": {
574   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
575   - "text/plain": [
576   - "<matplotlib.figure.Figure at 0x10e4a9dd0>"
  565 + "<matplotlib.figure.Figure at 0x1094e80b8>"
577 566 ]
578 567 },
579 568 "metadata": {},
... ... @@ -581,16 +570,19 @@
581 570 }
582 571 ],
583 572 "source": [
584   - "resmap_erange([[emin,1.],\n",
585   - " [1.,10.],\n",
586   - " [10.,emax]])"
  573 + "import sys\n",
  574 + "import os\n",
  575 + "sys.path.append(os.environ['CTOOLS']+'/share/examples/python/')\n",
  576 + "\n",
  577 + "from show_residuals import plot_residuals\n",
  578 + "plot_residuals('resspec_1.fits','',0)"
587 579 ]
588 580 },
589 581 {
590 582 "cell_type": "markdown",
591 583 "metadata": {},
592 584 "source": [
593   - "The most obvious problem is a negative residual cluster at the position of the Crab nebula at the highest energies. Change the spectral model of the Crab nebula and test if this improves the fit. Try for example an exponentially cutoff power-law rather than a simple power law. Let's use as starting values for the Prefactor and Index the current best-fit values and tentatively set the cutoff energy at 1 TeV."
  585 + "From the residuals it is clear that the model does not reproduce the data well. There is an excess at low energies and the model overshoots the data at high energies. You may try to change the spectral model for the Crab nebula.Try for example an exponentially cutoff power-law rather than a simple power law. Let's use as starting values for the Prefactor and Index the current best-fit values and tentatively set the cutoff energy at 1 TeV."
594 586 ]
595 587 },
596 588 {
... ... @@ -628,7 +620,7 @@
628 620 "cell_type": "markdown",
629 621 "metadata": {},
630 622 "source": [
631   - "and use TS to quantify the model improvement (in this case there is only one additional degree of freedom, the ctuoff energy)."
  623 + "and use TS to quantify the model improvement (in this case there is only one additional degree of freedom, the cutoff energy)."
632 624 ]
633 625 },
634 626 {
... ... @@ -640,7 +632,7 @@
640 632 "name": "stdout",
641 633 "output_type": "stream",
642 634 "text": [
643   - "319.823191288\n"
  635 + "319.8230714731617\n"
644 636 ]
645 637 }
646 638 ],
... ... @@ -677,9 +669,9 @@
677 669 " RA .......................: 83.6331 [-360,360] deg (fixed,scale=1)\n",
678 670 " DEC ......................: 22.0145 [-90,90] deg (fixed,scale=1)\n",
679 671 " Number of spectral par's ..: 4\n",
680   - " Prefactor ................: 3.59476304274447e-16 +/- 7.19602145430449e-18 [0,infty[ ph/cm2/s/MeV (free,scale=1,gradient)\n",
681   - " Index ....................: -1.82160618592727 +/- 0.0226092702974795 [-10,10] (free,scale=1,gradient)\n",
682   - " CutoffEnergy .............: 3206993.95272881 +/- 117129.972166476 [0.1,infty[ MeV (free,scale=1,gradient)\n",
  672 + " Prefactor ................: 3.5947627991423e-16 +/- 7.19602031907029e-18 [0,infty[ ph/cm2/s/MeV (free,scale=1,gradient)\n",
  673 + " Index ....................: -1.82160233651441 +/- 0.0226092875383086 [-10,10] (free,scale=1,gradient)\n",
  674 + " CutoffEnergy .............: 3206969.84019295 +/- 117128.52342759 [0.1,infty[ MeV (free,scale=1,gradient)\n",
683 675 " PivotEnergy ..............: 300000 MeV (fixed,scale=1,gradient)\n",
684 676 " Number of temporal par's ..: 1\n",
685 677 " Normalization ............: 1 (relative value) (fixed,scale=1,gradient)\n",
... ... @@ -695,7 +687,7 @@
695 687 "cell_type": "markdown",
696 688 "metadata": {},
697 689 "source": [
698   - "The best-fit cutoff energy is 3.2 TeV, which seems consistent with the behavior in the energy-bands residual maps above. Note that this has changed significantly the Index value, that now is 1.82. Check the residual maps again to make sure that the residuals are reduced."
  690 + "The best-fit cutoff energy is 3.2 TeV, which seems consistent with the behavior in the energy-bands residual maps above. Note that this has changed significantly the Index value, that now is 1.82. Check the residual spectrum again to make sure that the residuals are reduced."
699 691 ]
700 692 },
701 693 {
... ... @@ -705,29 +697,9 @@
705 697 "outputs": [
706 698 {
707 699 "data": {
708   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
  700 + "image/png": "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\n",
709 701 "text/plain": [
710   - "<matplotlib.figure.Figure at 0x10e699590>"
711   - ]
712   - },
713   - "metadata": {},
714   - "output_type": "display_data"
715   - },
716   - {
717   - "data": {
718   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
719   - "text/plain": [
720   - "<matplotlib.figure.Figure at 0x10c153910>"
721   - ]
722   - },
723   - "metadata": {},
724   - "output_type": "display_data"
725   - },
726   - {
727   - "data": {
728   - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAEPCAYAAAB4Ns7+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
729   - "text/plain": [
730   - "<matplotlib.figure.Figure at 0x10eae0ed0>"
  702 + "<matplotlib.figure.Figure at 0x109089208>"
731 703 ]
732 704 },
733 705 "metadata": {},
... ... @@ -735,9 +707,17 @@
735 707 }
736 708 ],
737 709 "source": [
738   - "resmap_erange([[emin,1.],\n",
739   - " [1.,10.],\n",
740   - " [10.,emax]])"
  710 + "resspec = cscripts.csresspec(like.obs())\n",
  711 + "resspec['algorithm'] = 'SIGNIFICANCE'\n",
  712 + "resspec['mask'] = True\n",
  713 + "resspec['ra'] = 83.63\n",
  714 + "resspec['dec'] = 22.01\n",
  715 + "resspec['rad'] = 0.2\n",
  716 + "resspec['components'] = True\n",
  717 + "resspec['outfile'] = 'resspec_2.fits'\n",
  718 + "resspec.execute()\n",
  719 + "\n",
  720 + "plot_residuals('resspec_2.fits','',0)"
741 721 ]
742 722 },
743 723 {
... ... @@ -777,7 +757,7 @@
777 757 "name": "stdout",
778 758 "output_type": "stream",
779 759 "text": [
780   - "311.120290752\n"
  760 + "311.12034105171915\n"
781 761 ]
782 762 }
783 763 ],
... ... @@ -802,35 +782,28 @@
802 782 "## Exercises \n",
803 783 "\n",
804 784 "- Test other spectral models for the Crab nebula, such as log-parabola and broken power law. Can you say what the best spectral model is?\n",
805   - "- What can you say from the residual maps about the spectrum of `Src1`? Try looking at the residuals below and above 300 GeV.\n",
  785 + "- What can you say from the residual maps about the spectrum of `Src1`? Try looking at the residuals below and above 300 GeV, or calculate the residual spectrum at the position of this source.\n",
806 786 "- Replace the 2 sources with a single extended source (disk). Can you say which of the two hypotheses is describing the data better?"
807 787 ]
808   - },
809   - {
810   - "cell_type": "code",
811   - "execution_count": null,
812   - "metadata": {},
813   - "outputs": [],
814   - "source": []
815 788 }
816 789 ],
817 790 "metadata": {
818 791 "kernelspec": {
819   - "display_name": "Python 2",
  792 + "display_name": "Python 3",
820 793 "language": "python",
821   - "name": "python2"
  794 + "name": "python3"
822 795 },
823 796 "language_info": {
824 797 "codemirror_mode": {
825 798 "name": "ipython",
826   - "version": 2
  799 + "version": 3
827 800 },
828 801 "file_extension": ".py",
829 802 "mimetype": "text/x-python",
830 803 "name": "python",
831 804 "nbconvert_exporter": "python",
832   - "pygments_lexer": "ipython2",
833   - "version": "2.7.11"
  805 + "pygments_lexer": "ipython3",
  806 + "version": "3.5.4"
834 807 }
835 808 },
836 809 "nbformat": 4,
... ...