diff --git a/docs/notebooks/CCL_comparison.ipynb b/docs/notebooks/CCL_comparison.ipynb index 0f0d54f..fc02bb0 100644 --- a/docs/notebooks/CCL_comparison.ipynb +++ b/docs/notebooks/CCL_comparison.ipynb @@ -18,6 +18,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } @@ -40,7 +41,7 @@ "source": [ "# We first define equivalent CCL and jax_cosmo cosmologies\n", "cosmo_ccl = ccl.Cosmology(\n", - " Omega_c=0.3, Omega_b=0.05, h=0.7, sigma8 = 0.8, n_s=0.96, Neff=0,\n", + " Omega_c=0.3, Omega_b=0.05, h=0.7, sigma8 = 0.8, n_s=0.96,\n", " transfer_function='eisenstein_hu', matter_power_spectrum='halofit')\n", "\n", "cosmo_jax = Cosmology(Omega_c=0.3, Omega_b=0.05, h=0.7, sigma8 = 0.8, n_s=0.96,\n", @@ -69,14 +70,6 @@ "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/francois/.local/lib/python3.8/site-packages/jax/lib/xla_bridge.py:116: UserWarning: No GPU/TPU found, falling back to CPU.\n", - " warnings.warn('No GPU/TPU found, falling back to CPU.')\n" - ] - }, { "data": { "text/plain": [ @@ -89,7 +82,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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V7TjGGJOjMp1rC0BEIoHb8fzAflJV8+1EUv6caysj0+J3cP7rB6lavxUt73gh1/dvjDG+8GmuLRFpDgwHBuA5G8juZa1C7aZm1agRnkyDTe9xaM8Wt+MYY0yOuWIhEZG/i0g8nrOQ+UCsqg5R1fW5lq4AkYAAyvcbgQIHP38Q8l53jjHGZEtGZyTP4xkJ1QT4P2C5iKx2pitZnSvpCpio6nVZUfMBGp1ZzOrvJmS+gTHG5AMZ3Udit436Qat+z7DllW8osegVjrTtS9kSNqmjMSZ/u2IhUdWCt1pLHhASEoL0/Zg7P11D7cnrGDMoNt/NYGqMMWll1EcyPbONvfmMuVyt+k24u/tVzN14gOmzZrgdxxhjfJLRpa32IjI1g/cFiMnhPIXGXe2qU3Lpv+m6ZAI7oqZSo3F7tyMZY0y2ZFRIenmx/fmcClLYiAid+j/FsfemEvz1PZyNXkyRYiXdjmWMMVmWUR/J/NwMUhiViajI6mtH0PD7AawYcx8tHrGleY0x+Y8308gbP2rc/iYWRd5Fi2MzWTnrI7fjGGNMllkhyQNa3vUaP4Vczb+XnGLf8bNuxzHGmCzxqpCISBERqevvMIVVSEgIUUO/YElqPYZPXMmF5JTMNzLGmDzCm7m2egAr8czKi4g0zWQ0l8mGGuXCebl3QzolvM+qD+52O44xxnjNmzOSF4FWwHEAVV0JVPdfpMKrd/MomkSVIvbw18R/9YbbcYwxxiveFJJkVbUVmXJJ6yFvsTKsFY1Xv8ymuG/djmOMMZnyppCsFZE7gEARqS0iI4GFfs5VaAUFB1P93s/ZH1CBcjPvIXHvNrcjGWNMhrwpJA8BDYAk4L/ACTzrkxg/KVW6HCm3/hdU+WjSFJKs890Yk4dlWkhU9YyqPquqLZ3Hc6p6LjfCFWY16jdjeZ+5/OdgfZ7/ei15cDl6Y4wBvBu19b2IlErzurSI2MX7XHBd01o83KUW55ZPIm7iy27HMcaYdHlzaaucqh6/+EJVjwHl/RfJpDX8mtoMLLWa2I2vs2aOTaFijMl7vCkkqSJS9eILEakG2HWWXBIQGEC9+z9la1Atai14mK3L57odyRhjfsebQvIs8LOIfCIinwALgKf9G8ukVax4ScrcM4UjAWUoO3Ug+7evdTuSMcZc4k1n+2ygOfAFMAlooarWR5LLIipWIeWO/6EoUyaO4ehpm8HfGJM3eDtpYyhwFM/Q3xgR6eC/SOZKqtVuzO7bfuSdM9czZPxSzp63YcHGGPd5M2rrVeAXPJe4/uo8HvdlpyLyqIisE5G1IvK5iISJSBlnhNgW58/SaT7/tIhsFZFNItI1TXsLEVnjvDdCCsHi503r12FEv6akJCxnxYh+pCRfcDuSMaaQ8+aMpDdQV1VvVNUezqNndncoIpHAw0CsqjYEAoF+wFPAHFWtDcxxXiMiMc77DYBuwPsiEuh83ShgKFDbeXTLbq78pFvDSjzV9DztTn3HivfvQlNT3Y5kjCnEvCkk24HgHN5vEFBERIKAosA+PEv7jnfeH4+ngOG0T1TVJFXdAWwFWolIJaCEqi5Sz916E9JsU+C1u/Uv/FJ5MLFHp7N0zHCwGxaNMS7xppCcAVaKyH+cy0cjRGREdneoqnuBN4DdwH7ghKp+B1RQ1f3OZ/bz270qkcCeNF+R4LRFOs//2H4ZERkqIstEZFliYmJ2o+c5bYe8xaLSPWm1dzxxE55xO44xppDyppBMBV7CM1FjfJpHtjh9H72AGkBlIFxEBmS0STptmkH75Y2qo1U1VlVjIyIisho5zwoIDKDVgx8TV+J6ft26iAm/2ASPxpjcF5TZB1R1fGafyaJrgR2qmgggIpOBdsBBEamkqvudy1aHnM8nAFXSbB+F51JYgvP8j+2FSmBgIM0e+oyH/hvP7GkbKRIUQN/WNdyOZYwpRLwZtVVbRL4UkfUisv3iw4d97gbaiEhRZ5TVNcAGPGc+g5zPDAK+cZ5PBfqJSKiI1MDTqR7nXP46KSJtnO8ZmGabQiU4OIR/929F95qh1JvRm+VT33M7kjGmEPHm0tY4PKOjkoHOeDq1P8nuDlV1CfAlsBxY42QYDbwCXCciW4DrnNeo6jo8N0Kux7Pc7zBVvXgDxf3AR3g64LcBs7KbK78LDQrkzf5t0bDSNIl/lpWzxrodyRhTSEhm05OLSLyqthCRNarayGn7SVWvzpWEOSw2NlaXLVvmdgy/OXXyBLtH3EDt8xvZePW7NLr2DrcjGWMKAKcWxKb3njdnJOdEJADYIiIPikgfbPbfPKtY8ZJEDpvO9uCa1PvpQZZ/bzMGG2P8y5tCMhzPvR4PAy2AAXj6I0weVbJUGSo++C2/hHXg4bnJzFyz3+1IxpgCzJtCUl1VT6lqgqoOVtWbgaqZbmVcVbJUGVo8+j8qVqnJI5/H8/MPX7sdyRhTQHlTSNKbMt6mkc8HiocFM/7uVjxfdh7tfrqLZZPfcTuSMaYAuuJ9JCJyA9AdiPzDnewl8IzgMvlAeGgQfe97kTUjVhC7+gWWppynZd8n3I5ljClAMjoj2QcsA87x+zvapwJdM9jO5DFFwotRd/g0VhRpQ8t1/yLuv/9wO5IxpgC5YiFR1VXOXe21VHW883wqsNVZt93kI2FFihIz/GuWhXeg4aZ3+XD6AjIb+m2MMd7wpo/kexEpISJlgFXAOBF5y8+5jB+Ehhah6fDJjKr1Af/6+SR/+2YdKSk2Bb0xxjfeFJKSqvor8CdgnKq2wDNflsmHgoKDeWxAH+7tEE3q0jGsfrsX58+ddTuWMSYf86aQBDmTKN4KTPdzHpMLRISnu9ene/0yNDu1gC1vd+P0r3a10hiTPd4Ukn8A3+LpG1kqItHAFv/GMrnhqgHPs6Tp/1Hn3Br2j7iWY4f2uh3JGJMPZTrXVkFT0Ofayo4Vc76g3oIHORxQDrnvJ6IqlHM7kjEmj8lorq2M7iN5QlVfE5GRpLNglKo+nIMZjYuaXXMb64uVYdqs6fzvwxV8NKglTauUcjuWMSafyGhhqw3On/breyEQ0/o6QqPbMn1cHG+OHsNjV5WjWbdBmW9ojCn07NKW+Z3Dp5LYMeImWiQtZWmdR2l9x99A0lvV2BhTmGT30tY0rrAGOoCq9syBbCaPKVcslPDhX7P8vdtpveUtlr63g+b3fUhgULDb0YwxeVRGo7beAN4EdgBngQ+dxylgrf+jGbcUKRpOs8emsLDiAFoensK6N2/k9KmTbscyxuRRGU2RMl9V5wPNVPU2VZ3mPO4A2udeROOGwMBA2t33HovqP8v2U0Hc/OFyEo6dcTuWMSYP8uY+kgjn3hEARKQGEOG/SCYvaXvbE5Qe8DF7T5zjgZGT2bB4ltuRjDF5jDeF5FFgnojME5F5wFzgEb+mMnlKx7rl+XrYVfxFPqXWrP4s/epNtyMZY/IQr0ZtiUgoUM95uVFVk/yayo9s1Fb2nTh2hJ0f3EqTpGUsiehLi6HvExQc4nYsY0wuyGjUljdnJKhqkjOt/Kr8XESMb0qWLkuDx2ezsPzttE78Hxvf7MqJY4fdjmWMcZlXhcSYi4KCg2n3wAcsbvQPks/8St8Pl7HxwK9uxzLGuMgKicmWNjc/Qsrg2Ry/EMSA934gbsY4tyMZY1ySaSERkebpPGqKSEbTq5hCoEWNCKY/3J6/lpxDq6XDiXv/z1w4f87tWMaYXObNGcn7wGJgNJ4bEhcBE4HNInJ9dnYqIqVE5EsR2SgiG0SkrYiUEZHvRWSL82fpNJ9/WkS2isgmEemapr2FiKxx3hshYnN55LbyxcP408NvsbB8P1od+h/bXu/Mkf273Y5ljMlF3hSSnXhuSox1VkdshufO9muB17K5338Ds1W1HtAEzwSRTwFzVLU2MMd5jYjEAP2ABkA34H0RCXS+ZxQwFKjtPLplM4/xQXBIKO0e+A9LW7xB1fPb0P9czYb4+W7HMsbkEm8KST1VXXfxhaqux1NYtmdnhyJSAugAjHG+77yqHgd6AeOdj40HejvPewETnZFjO4CtQCtn1cYSqrpIPWOYJ6TZxrigZY972N93OgcCKnDPV7v5cMF2CtukoMYURt4Ukk0iMkpEOjqP9/Fc1goFLmRjn9FAIjBORFaIyEciEg5UUNX9AM6f5Z3PRwJ70myf4LRFOs//2H4ZERkqIstEZFliYmI2Ihtv1WzYiiqP/0yD+vV5eeY6vvn3I/x65KDbsYwxfuRNIbkLz1nAcDx3uW932i4AnbOxzyCgOTBKVZsBp3EuY11Bev0emkH75Y2qo51Lc7ERETa7i7+VLBrCBwNa8E4HofuxTzkzsh2b4390O5Yxxk8yLSSqelZV31TVPqraW1XfUNUzqpqqqqeysc8EIEFVlzivv8RTWA46l6tw/jyU5vNV0mwfBexz2qPSaTd5gIjQq/tN7Oj1NSkSSI2pt7Dkv/9AU1PdjmaMyWHeDP+9yhlFtVlEtl98ZHeHqnoA2CMidZ2ma4D1wFTg4pJ8g4BvnOdTgX4iEupMGFkbiHMuf50UkTbOaK2BabYxeUTd5h0o9tAvrAlvQ+vNbzL/nUEcP3Pe7VjGmBzkzb0gY/Bc0ooHUnJovw8Bn4lICJ5LZYPxFLVJIjIE2A30BVDVdSIyCU+xSQaGqerFHPcDHwNFgFnOw+QxJctE0Ozx6Sz6/F/8Z0M4O//9E+/c2oTWNcu5Hc0YkwMynbRRRJaoautcyuN3Nmmju1YnHOfhz1dw24mxNK9elhYDXyUoJNTtWMaYTPg6aeNcEXnduWnw0t3tOZzRFBKNo0ox/aH2NCuXSuuEcWx7vQP7d250O5YxxgfenJHMTadZVbWLfyL5l52R5B1LZ3xE3bjnEVG2tHyJ5jfe43YkY8wVZHRGkmkfiapmZ4ivMZlqeeOf2RtzNSc/G0SDuKf5+7FqPHpLZ0qEBbsdzRiTBVc8IxGRAar6qYg8lt77qvqWX5P5iZ2R5D0XLpzny2nTeW5ZGBVLhPHetWE0jW3ndixjTBrZ7SMJd/4sfoWHMTkiODiE2//0J768ry2dWUrT6TewZNS9nDt72u1oxhgveNNHEqGqBWZeETsjydvOnP6VVWOH0/bIV+wKqEJKnw+JbtTW7VjGFHq+jtpaKCLficiQtFO7G+MPRcNL0PahsazqOJaiqaeI+vJGfvrkHySn2B3xxuRV3kyRUht4Ds807vEiMl1EBvg9mSnUmnS+mcBhi1hdvAOTNiRx86iFbDl40u1Yxph0eLXUrqrGqepjQCvgKL9N926M35SJqETs41/Ttd8wdh89w+fvPseSCc+SkpydSaeNMf7izVxbJURkkIjMAhYC+/EUFGNyxU2NK/Pdox25ruQ+Wm9/l+2vtGPXxuVuxzLGOLw5I1kFNAX+oap1VPVJVY33cy5jfieieCht/jKJZS3folzyfip+fj1LJjxL8vkkt6MZU+h5U0iiVfVRYK2IFPN3IGOuRESIvXEIyfctZG2xNrTc9h5PvPsJ6/adcDuaMYWaN4WkgYiswLNO+3oRiReRhn7OZcwVRVSsSou/TmfhtVNYcKY6Pd/9hcmff8i5M9lZHscY4ytvCslo4DFVraaqVYG/OG3GuKr91Z354bEO3NMAem38K4mvt2TDYltJwJjc5k0hCVfVSxM3quo8frvr3RhXlSoawlP9u7Pumo8JJIX6s/uxdOSd/Hq8wNxDa0ye500h2S4iz4tIdefxHLDD38GMyYrGHXpT8rGlLKpwO80PT+PkO+2YuXIXmc3cYIzxnTeF5G4gApgMTHGeD/ZnKGOyI7x4Sdre/wHb+8zg82J38sDEtQweF8fe3dleGdoY4wVvppE/BjycC1mMyRG1m17F8EZtKbNoF2u+G0/ZMe+ypOa9NO/3PMEhYW7HM6bA8eaGxFgRmSwiy0Vk9cVHboQzJruCAgO4u30Nnhw6kHXF2tB6+7vseyWWDYtmuh3NmALHm0tbnwEfAzcDPdI8jMnzKkZF0+Kv01l+1QcEaxL1v72deSP+TOJJu5HRmJziTSFJVNWpqrpDVXddfPg9mTE5qPl1t1Pq8XgWRt7N5EOV6PLGPMb/tJnkC+fdjmZMvpdpHwnwgoh8BMwBLv0ap6qT/ZbKGD8oGl6Cdve8TcXEU+8AJMUAABeaSURBVBybuo69s99iz7xFJHV9jXqturodz5h8y5szksF45trqxm+XtW7yZyhj/Ck6ohgT7m7F9R2upkjKKerNvJX4t24hca+NajcmO7xZIXGNqjbKpTx+ZyskmrROnzzBqokv0CLhU1IIYFH9Z2l/y4OEBgW6Hc2YPMXXFRIXi0hMDmdCRAJFZIWITHdelxGR70Vki/Nn6TSffVpEtorIJhHpmqa9hYiscd4bISKS0zlNwRZevCTt7nmHxIEL2BjekvdWpdL17QXMWbMHTbVVGY3xhjeFpD2w0vkhvtr5wZ0Tw38fATakef0UMMdZkXGO8xqniPXDs0JjN+B9Ebn46+IoYChQ23l0y4FcphCKqhlD8ydm8MjgAQQGCPu+GM7a165l90Y7ezUmM94Ukm54fkhfz2/9Iz4N/xWRKOBG4KM0zb34beXF8UDvNO0TVTVJVXcAW4FWIlIJKKGqi9RzfW5Cmm2MyZaOdSKYPbwDNWNaUO3sBip/fh1x797FscR9bkczJs/yZs32XUApfutoL5UDw3/fAZ4A0l47qKCq+5197gfKO+2RwJ40n0tw2iKd539sv4yIDBWRZSKyLDHRJvMzGQsODKDdHc+QPCyeZRF9aJ74DUHvNefbyeNISk5xO54xeY43d7Y/guemxPLO41MReSi7OxSRm4BDWVhlMb1+D82g/fJG1dGqGquqsREREV7u1hR2ZcpXps2DY0m4fQ6bizTnpaVw/dsL+H7FFus/MSYNb+4jGQK0VtXTACLyKrAIGJnNfV4F9BSR7kAYUEJEPgUOikglVd3vXLY65Hw+AaiSZvsoYJ/THpVOuzE5qnq95lSvN5N/bU7kXzPWEzx5CJtmXkC6vkTd2GvdjmeM67zpIxEg7fl8CumfDXhFVZ9W1ShVrY6nE/1HVR0ATAUGOR8bBHzjPJ8K9BORUBGpgae/Js65/HVSRNo4o7UGptnGmBzXsU4EMx9qT1iTXpS7sI+6029m+Rs92LPFpp4zhZs3hWQcsEREXhSRF4HFwBg/ZHkFuE5EtgDXOa9R1XXAJGA9MBsYpqoXC9v9eDrstwLbAFsez/hVUFAgbW75C0X+spqFVe+l7sk4Kn7aif9OGMXhUzZ/lymcMr0hEUBEmuMZBizAAlVd4e9g/mI3JJqclHhgN5u++ifD9l5PSnBxnowV/tSxJeElSme+sTH5SEY3JGbaRyIibYB1qrrceV1cRFqr6pIczmlMvhNRsSoRw0YzOfEUr83aQMulg0mKP8HauvfStM9jhIYVdTuiMX7nzaWtUcCpNK9PO23GGEfNiGL8Z2BL6DWSvSHRtN70Osdeacyyr0eSkpzsdjxj/MqrznZNc/1LVVPxbrSXMYVOvRadafj0PNZ0Gc/JwFLErnyOV998mW/XHbD1402B5U1B2C4iD/PbWcgDgC2CbcwViAiNOvRG2/dk2fef8+Pqioz+JJ77I1bTrXlNGne8BQnw5nc4Y/IHb2b/LQ+MALrgueFvDjBcVQ9luGEeZZ3tJrclp6QyZXkC9WbdQqPUTWwKrkdyh2do0L4n2DyjJp/IqLPdq1FbBYkVEuOW80lJLJ/2LtXXvk9FDrM+pBF6/b9oENvR7WjGZMrXaeSNMTkgJDSUNrf8hVJPrmFx3acof34PL09eRP+PFrN020G34xmTbVZIjMllYUWK0ub2pwl/Yj2duvZl04GTrBr3COtevpr1C2e4Hc+YLMuwkIhIgIjcmlthjClMihQN556ONfnpiS7Ua9CMCud3E/PdHax/uT3rfv7GJoY0+UaGhcQZ6vtgLmUxplAqEhJI+9ufpNgT61hU50nKnd9Lgx8G8r83H2TupkM2bNjked6M2noeOAt8gedmRABU9ah/o/mHdbabvO7c2dOs/OZdRmyrwMKTEXSrcIJ765+nyXV3EhBoa8kbd/g0aktEdqTTrKoanRPhcpsVEpNfnE9OZcqKBAK/fZpbkqezK6AKiU2H0fSGIQQFh7gdzxQyNvw3DSskJr9JvnCBFd+Op+zykUSn7mSflGdnzAM07/0wYcF2hmJyh8+FREQaAjF4FqICQFUn5FjCXGSFxORXqSkprPpxImFxI1lwNprRoYMZ3K4adzYrTckytvKn8S9fL229AHTCU0hmAjcAP6vqLTmcM1dYITH5naqydNtBRv20m5QtP/BB8DusrtiHGj3+SoWoWm7HMwWUT9PIA7cATYAVqjpYRCrgWUzKGOMCEaFVrYq0qlWRbRuCWTdrObEHJqEf/o9lJbtQ+tpHqdn4KrdjmkLEmxsSzzrDgJNFpASetdTzZUe7MQVNzfrNaPnYlxwavJj4Cn2pf+Inin41gIEfLmT+5kQbOmxyhTdnJMtEpBTwIRCPZ22SOL+mMsZkSeXqdan8wH84cfRfLPz5ZzauOcOQsQuZWOxtNKYPjbv/mdCwcLdjmgIqS6O2RKQ6UEJVV/srkL9ZH4kpDM4np/LDojjqzb2X6NSdHKUEm6vcSq0bH6FcxapuxzP5ULY625112q/o4tK7+Y0VElOYaGoqa3+ZTvLC92lyZjHJBDKi1kd0v+YaYiqXcDueyUeyW0jmZvCdqqpdciJcbrNCYgqr3VtWs3XOxwzbex1nL6TyTIUltIypRaMu/ewGR5MpuyExDSskprA7ceYCE+N20Xn+zdTRnRygHDtr3Ebd7g9ROqKS2/FMHuXrfSQD02u3GxKNyd+SL1xg9Y9fEBz/IY3OryRJg/km8lFibnyQhpEl3Y5n8hhf7yNpmeZ5GHANsBzIl4XEGOMRFBxM864DoOsAdm6I58API/liT2niR/5Mz8onuLPqURpdfxdhRYu5HdXkcVm+tCUiJYFPVLVntnYoUgVPEaoIpAKjVfXfIlIGzwzD1YGdwK2qeszZ5mlgCJACPKyq3zrtLYCPgSJ47rp/RDM5IDsjMebKTpy9wJfxCYTN/yf9L3zJCcLZWLEnUdcNI7JmI7fjGRflaB+JiAQDq1W1fjbDVAIqqepyESmO596U3sBdwFFVfUVEngJKq+qTIhIDfA60AioDPwB1VDVFROKAR4DFeArJCFWdldH+rZAYkzlNTWXtwpmcXzyaxid/JlhSiCtyNcdu+ogu9coTHGiLqxY2Pl3aEpFpwMVqE4Bnzq1J2Q2jqvuB/c7zkyKyAYgEeuGZ0wtgPDAPeNJpn6iqScAOEdkKtBKRnXjuaVnk5JyApyBlWEiMMZmTgAAatb8J2t/Eob272Prt+6ze+yuvfBJP+WIhvF55PrU796dyjWz9PmkKGG/6SN5I8zwZ2KWqCTmxc+cGx2bAEqCCU2RQ1f0iUt75WCSeM46LEpy2C87zP7YbY3JQ+chqlL/7VVqlpFJzUyLzf15A+13vEjh+JGvCmpPcdBANu9xOcEio21GNSzItJKo63x87FpFiwFfAcFX9VUSu+NH0YmXQnt6+hgJDAapWtbt6jcmOoMAAroupwHUxfdm/pzk7vvuA6D2Tqbj4EY4ufp7JDd+nc8fO1IywzvnCxptLWye5/Af0CWAZ8BdV3Z7VnTr9LF8Bn6nqZKf5oIhUcs5GKuGZHBI8ZxpV0mweBexz2qPSab+Mqo4GRoOnjySreY0xv1epSk0qDXmd5Asvs2L+V5xb+SVvLFf+uWw+j5VfTtvqJWhw/SCKFivldlSTC7y5j+TveH5A/xfPWUA/PCOuNgH3q2qnLO3Qc+oxHk/H+vA07a8DR9J0tpdR1SdEpIGz74ud7XOA2k5n+1LgITyXxmYCI1V1Zkb7t852Y/zj0MlzTF6+l2YL/kzrlOWc0VDWlbmW4m0HUTf2OiTAOujzM19vSFyiqq3/0LZYVduIyCpVbZLFMO2Bn4A1eIb/AjyDpxhMAqoCu4G+qnrU2eZZ4G48fTTDL47MEpFYfhv+Owt4yIb/GuMuTU1l47I5/LpwLA2PzSFckpgW1JXdV71Mn2aRVC5VxO2IJht8LSSLgLeBL52mW4DHnEKyUlWb5mhaP7NCYkzuOXXyOOvnfMqMPaGM31uZqnKQUSXGc65BP2K69KdIMZs4Mr/wtZBEA/8G2uLpK1kMPArsBVqo6s85G9e/rJAY4449R8+weO43tFv7ApF6kDMayvpSnQiLvYP6bW8iMMibQaTGLTZpYxpWSIxxV2pKKhvivuVU3GfUPzqHIiRxU8gYOjWrx80NS1Cnqo3iz4t8vSExArgHz9Qllz6vqnfnVEBjTOEREBhAg7Y3QNsbOHf2NHGLfiRqd0XG/LyDaxa/yI6gcxys1oPqnQZSsVpdt+MaL3hzLvkNns7xH/DMdWWMMTkirEg4V3XpwVXAkZPn2DJjDUnbptBmx7uw4102BsdwoOFQGl/bnzLhtmZKXuVNH0m+61DPiF3aMibv27t9I7sXTKDi7mmMS+rMf7UbXaNDGVxuPXU63U6JUuXcjljo+NrZ/k9gYWb3Z+QXVkiMyT9UlQ17j/PN6gOcXzGRFy68w3kNYn14K1Ji+lC/061202Mu8bWQnATCgSQ881sJnqV28+W4PSskxuRPmprKxuXzOR43kehD31GBo5zVEF6MnkiHZjF0rluOoqHBbscssHzqbFfV4jkfyRhjskYCAqgf2xliO5OSksK6uO/Zu/pH5uxJ5YsNy3knZBTViiup9XtTr8MthJco7XbkQsOr4b8iUhqojWeFRABUdYEfc/mNnZEYU7CkpCpxO46S/O3z1Ds0kwiOkaTBbAhvydlG/YnpdBsli9iZiq98Hf77ZzyLR0UBK4E2wCKgS06GNMaY7AgMENrWLAsPvH/pTOXk8q+okTiHSb98z8Cfy9AhugT3llxCzav7UraCzQCe07wZ/vsInnXbF6tqZxGpB/zdv7GMMSbrAgMDadC2G7TtRmpKKu13HeTUxuMcWv0trfb8g9Q1L7ExpD4nqnWlStu+VK7ZwO3IBYI3heScqp4TEUQkVFU3iojdJWSMydMCAgNoFl2JZtGV0G512b6hHQcW/48Ke7+n9da3YevbDCv2NtGNr6Jr7WI0qFYRCQh0O3a+5E0hSRCRUsDXwPcicowrrPthjDF5kQQEEN2gFdENWgGwd8cmdi6ewpETdZk1dysRC8ZRISieHWWvJqzBjdRpcyNhRW2BLm9laa4tEekIlARmq+p5v6XyI+tsN8akdfT0eTbMm0jY+knUO7WUcDnHGQ0lvsQ17O/4Gl3qladcMVtG2CZtTMMKiTHmSs6dPcOmJbM4u2Y6G48LL56+GRHli+Ij0IqNKde8J9GNryqUl8CskKRhhcQY4w1VZd2+X/l59RY6xQ+jzoVNBIhyhFJsL9WWC83vpnHrLhQLLRzT3/s0/NcYYwojEaFhZEkaRsbCDUs4cmgf2xZ9Q8DW76h7fAF/nV2PObOT6Rl5ituKryKi2U3UaNC6UC4pbGckxhiTRRcunGf5rqPM3XKcIqsn8MjZ9wA4TCl2lGpLYJ3riW5/C6VK5MuZpNJll7bSsEJijMlpift2sWPJVAK2zaH2qTjCNInm50dTO6oi/cvvoFHVctRq1pmgkPzbaW+FJA0rJMYYf0q+cJ5N65bzXWIZFmxJ5NkDw4kN2MwpLcLW8GYkVetI5ebdiarVCBFxO67XrJCkYYXEGJObThw9zLa46VzYPIeqRxdRiUR+TGnK8+EvcFWtsvyp2FpqN+tA2QpV3I6aISskaVghMca4RVNT2btjAyu372PGwTJs3LqdufwZgB0B1ThUrjVhtTtRo2XXPLd4lxWSNKyQGGPyipTkZLavXcThVbMptm8htc6tpYic55kLQ1hX+WaurSp0Kr6Pmi2uoWhxd6fFt+G/xhiTBwUGBVG76dXUbno1AEnnzrBuxXyqHi3Flj3K3iVTaBQ0muS5AWwKqcOxiFaE1+1EzZZdKZqHpnCxMxJjjMmjTp88wbYVczm1aR6lDy2h1vlNBEsKbc+/T6Wo6vyp3B4aRQQQ3ewaipcq69csBfqMRES6Af8GAoGPVPUVlyMZY0yOCC9eksYdekOH3oCnsKxb9Qu9T0WzePsRyq0dQ5OAOFLmCduCokksG0to7Y5Ua9eXMuEhuZYzX5+RiEggsBm4DkgAlgK3q+r6K21jZyTGmILizOlf2b5iPr9uWkDxg3HUSlrPJo2i9/l/Uqt8MR4rOovylapQufE1VKpWx6e77gvyGUkrYKuqbgcQkYlAL+CKhcQYYwqKouElaNi+B7TvAUBS0llky1aeOFyEZdsP02L3RCocOAYrYK605tde4+jVNDLHc+T3QhIJ7EnzOgFo/ccPichQYChA1aq2zKYxpmAKDS1Ck4aNaALQqRapKdvYvmEZievms/1EMDHFw/yy3/xeSNK7LfSya3WqOhoYDZ5LW/4OZYwxeUFAYCDRDVsT3bD15b9h5+R+/PjduSEBSHs7aBS2eqMxxuSq/F5IlgK1RaSGiIQA/YCpLmcyxphCJV9f2lLVZBF5EPgWz/Dfsaq6zuVYxhhTqOTrQgKgqjOBmW7nMMaYwiq/X9oyxhjjMiskxhhjfGKFxBhjjE+skBhjjPFJvp5rKztEJBHYlYVNygGH/RQnLyuMx10YjxkK53EXxmMG3467mqpGpPdGoSskWSUiy640UVlBVhiPuzAeMxTO4y6Mxwz+O267tGWMMcYnVkiMMcb4xApJ5ka7HcAlhfG4C+MxQ+E87sJ4zOCn47Y+EmOMMT6xMxJjjDE+sUJijDHGJ1ZIHCLSTUQ2ichWEXkqnfdFREY4768WkeZu5MxJXhxzf+dYV4vIQhFp4kbOnJbZcaf5XEsRSRGRW3Iznz94c8wi0klEVorIOhGZn9sZ/cGL/+MlRWSaiKxyjnuwGzlzkoiMFZFDIrL2Cu/n/M8yVS30DzxT0G8DooEQYBUQ84fPdAdm4VmVsQ2wxO3cuXDM7YDSzvMb8vsxe3vcaT73I56ZpW9xO3cu/FuXAtYDVZ3X5d3OnUvH/QzwqvM8AjgKhLid3cfj7gA0B9Ze4f0c/1lmZyQerYCtqrpdVc8DE4Fef/hML2CCeiwGSolIpdwOmoMyPWZVXaiqx5yXi/GsQJnfefNvDfAQ8BVwKDfD+Yk3x3wHMFlVdwOoamE5bgWKi4gAxfAUkuTcjZmzVHUBnuO4khz/WWaFxCMS2JPmdYLTltXP5CdZPZ4heH6Lye8yPW4RiQT6AB/kYi5/8ubfug5QWkTmiUi8iAzMtXT+481xvwvUx7NE9xrgEVVNzZ14rsnxn2X5fmGrHCLptP1xXLQ3n8lPvD4eEemMp5C092ui3OHNcb8DPKmqKZ5fVPM9b445CGgBXAMUARaJyGJV3ezvcH7kzXF3BVYCXYCawPci8pOq/urvcC7K8Z9lVkg8EoAqaV5H4fkNJaufyU+8Oh4RaQx8BNygqkdyKZs/eXPcscBEp4iUA7qLSLKqfp07EXOct/+/D6vqaeC0iCwAmgD5uZB4c9yDgVfU03mwVUR2APWAuNyJ6Ioc/1lml7Y8lgK1RaSGiIQA/YCpf/jMVGCgM+KhDXBCVffndtAclOkxi0hVYDJwZz7/zTStTI9bVWuoanVVrQ58CTyQj4sIePf/+xvgahEJEpGiQGtgQy7nzGneHPduPGdhiEgFoC6wPVdT5r4c/1lmZySAqiaLyIPAt3hGeoxV1XUicp/z/gd4Ru90B7YCZ/D8JpNveXnMfwPKAu87v50naz6fMdXL4y5QvDlmVd0gIrOB1UAq8JGqpjt8NL/w8t/6JeBjEVmD55LPk6qar6eXF5HPgU5AORFJAF4AgsF/P8tsihRjjDE+sUtbxhhjfGKFxBhjjE+skBhjjPGJFRJjjDE+sUJijDHGJ1ZIjDHG+MQKiTHGGJ9YITEmDxCRr53JEteJyFC38xiTFXZDojF5gIiUUdWjIlIEz9QeHQvI3GamELApUozJGx4WkT7O8ypAbcAKickXrJAY4zIR6QRcC7RV1TMiMg8IczWUMVlgfSTGuK8kcMwpIvXwLH9qTL5hhcQY980GgkRkNZ7ZaBe7nMeYLLHOdmOMMT6xMxJjjDE+sUJijDHGJ1ZIjDHG+MQKiTHGGJ9YITHGGOMTKyTGGGN8YoXEGGOMT/4fsD2R7E7v/e0AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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Qz8xqAbuAgcCg07bZAVwO/GxmFYAGwBY/ZhKR87Rn1zamfBfNuPVFqH1RW6KaXkyLPvdRLbyQ19HkAvmtCJxzqWZ2D/AtGR8fneicW2NmozLXjwOeByab2SoyDiU95pw74K9MInLuEo4fY/mnL9By+ySuoTLhXacyqktdihXW15CCRVBcvF5Ecl96WjrLZr9D9d/GUIkDrLjoMir0H0PFmpoWOhDp4vUick5+23GYuZ+N5ZFjL7G5YB3Wd3+D5u16eR1L/ERFICKn7N+7k0+++ZH/XV+WShe1plPr/yGq5wjCCuqlIpjptysiGd8H+HQMTTeN5QYKk9TpK+68vCEX6TxASNBvWSTELZ8/g9I/PUFHF8fqopGUvvZ/eaR+E69jSR5SEYiEqB0HE5k87XOe2nM3u60iqzuNo0nXgfo+QAhSEYiEmKQTiXwxexZPxpakYFhZOjZ5kcv63ELliKJeRxOPqAhEQoRzjt9+nEb5hU/SLz2elQ0+4d4+l1KxZA+vo4nHVAQiIWDXto3s+fQBIhMXsiusEpsvH8+Lnbp7HUvyCRWBSBBLTk1j8g+xDPr1ai4mjWV176HFDU9QpXARr6NJPqIiEAlSMTFLeXheIlsPJFC0+r30uGYAUdXrex1L8iEVgUiQid+zgy0fPUTbY9/TJOJFnh5xA10aXO11LMnHVAQiQSItLY2l01+h8ZpXaEkyS6rfwss33UxEUV0mUnKmIhAJAmt2HSFp8nW0T4lhbURzSvR/nbb1WngdSwKEikAkgCUmHue1eTt495dtDI9og7W8jpa978LCwryOJgFERSASoGLnz6TMT3/nQHJfbogczL09nqNUUV0kRs6dikAkwBzYt5tNH95Puz++Y1dYJUb27kzD9rpWsJw/FYFIgHDO8ctXU2gU8wStXSLLqo+g+aAXqVKkmNfRJMCpCEQCwLYDCTw+YxVFt+7g0WJVSLj+TaIaRnkdS4KEikAkH0tJOcnSqf9i4YZ9rCrQl3/0HU7dyP9HWIECXkeTIKIiEMmnNq5agpt5Nx3TNlKkRCeGj+xEhZKaGkJyX45FYGZhQH/n3Kd5lEck5CUlnSDmgyeI2jmJ41aM2Lav0KrHLbpOgPhNjh82ds6lA/fkURaRkBez/TD3vj6VtjsnsrpUVwrcs5QWPW9VCYhf+XJo6Hszexj4BEj4c6Fz7pDfUomEmMSEY3w1fTKPratN5ZI1+K33HNpEtvU6loQIX4rglsz/3p1lmQNq534ckdCz+tdvKfnd/fRP38veFh9yS79Oumi85Kmz/mtzztXKiyAioSbh+B+smPIw7fZ/yr6wsqy/8j3u66hZQiXvnbUIzCwcuBPolLloPvC2cy7Fj7lEgtqijfsp89FVdHBbWFb+OpoMe5VKxUt5HUtClC/7n2OBcOA/mfeHZi67zV+hRILV8YTjjP5uCx8s2cltJfvRv0trotpf43UsCXG+FEGUc655lvs/mtkKfwUSCVarfp1Dqe8eIOlkH267dDh/u7IHRQrpi2HiPV+KIM3M6jjnNgOYWW0gzb+xRILHicQEfpv8MO33fcy+sHLc1rsLDds18jqWyCm+FMEjwDwz2wIYUIP/+ySRiORgXcx8inx1Nx1dHNHl+tH45n/rXIDkO74UwUKgHtCAjCL43a+JRIJAUkoar36/gc2/LODF8BOsuXwykZdd63UskWz5chmjX51zyc65lc65Fc65ZOBXX57czHqY2Xoz22Rmfz/DNl3MLNbM1pjZT+cSXiQ/2rhyMW++8gxvL9hCudb9KPbwChqrBCQfO+MegZlVBKoARcysJRl7AwAlgKJne2IzKwC8BVwBxAHLzGyWc25tlm1KkfFppB7OuR1mVv58ByLitdSUFJZ8+AxRW8cyxEoTNfR2Ojeu7nUskbPK6dDQVcBwoCrwSpblfwCP+/DcbYBNzrktAGY2FegLrM2yzSDgc+fcDgDn3H6fk4vkIzs2reb41NvpmLqW5cU7UXv4eDqXreR1LBGfnLEInHNTgClmdr1zbvp5PHcVYGeW+3HA6ZOn1AfCzWw+UBz4t3PuvdOfyMxGAiMBqlfXOyzJP5xzfPrzKnrOvYpSBr+1folW19yhSeIkoPhysri1mc11zh0BMLPSwN+cc0+c5XHZ/Z/gsvn5rYHLgSLAr2a22Dm34S8Pcm48MB4gMjLy9OcQ8cS++IM88uVmFmyI53CVe7j+uoG0qlLH61gi58yXk8U9/ywBAOfcYaCXD4+LA6pluV8V2J3NNnOccwnOuQPAAqA5IvlczJz3CH+rOeFb5/F8vybccc/jlFMJSIDypQgKmFnhP++YWRGgcA7b/2kZUM/MaplZIWAgMOu0bb4ALjOzgmZWlIxDR+t8iy6S944dPcTi1wbRevG9HCpQnmeGXMnQdjUwHQqSAObLoaEPgLlmNomMQzu3AFPO9iDnXKqZ3QN8CxQAJjrn1pjZqMz145xz68xsDrASSAcmOOdWn+dYRPxqzdK5lPzmLqLS97Gk2ghaDRtNeKEIr2OJXDBz7uyH3M2sJxnH8Q34zjn3rb+DnUlkZKSLjo726sdLCDqZms5rP2zg6M9vc0+hrzja8y0atrnS61gi58TMYpxzkdmt8+nqF865b4BvcjWVSADYvnEVE2f9wJT4+gyMHE6Jq57WFBESdHy5HkE74A3gEqAQGYd5EpxzJfycTcQzLj2dJTPfpOmKF7nDitNh0Dyualbt7A8UCUC+7BG8ScaJ3s+ASGAYUNefoUS8dPjgfjZPvI12CT+xrnAzyt48mauqqAQkePl6aGiTmRVwzqUBk8xskZ9ziXhi0aqN1J7eg+buMEvr3kvkTc8QVlDXD5bg5su/8MTMj3/GmtkYYA9QzL+xRPJWckoqL3+7gQkLt/JsySu4tOcg2rTodPYHigQBX4pgKBnfN7gHeJCML4ld789QInlp+6bVHJt6O4sShjCkXSdu6PWWrhwmISWn2UfnOucuB+5yzj0GJAHP5lkyET9zzrFk5n9oGvscpa0AL1xellbdm3odSyTP5bRHUMnMOgN9MmcO/ctXJ51zv/k1mYgfHT1yiPXv3k67Yz+wrnATygydQqtq+gyEhKaciuAp4O9kzBH0v/y1CBzQzY+5RPwmetshln7wFCNTfmRJrVFEDnmRAjohLCEsp2mopwHTzOxJ59zzeZhJxC/S0tJ4f84vPLfwGDVK9eXyq2+kbcvLvI4l4rmzvg1SCUgw2L97B3un3MxVSdtY1+Q9nri+HcUjwr2OJZIv+DL7qEhAWz5vOgXGX0r9pFXsanYvo2/qqBIQyUIHRiVoJZ9MJvrdh+i47wO2hVUn4YYZRDZs7XUskXzHpz0CMytgZpXNrPqfN38HE7kQ2w4k0H/cYk7uXsWysv2o+PCvVFcJiGTLl0nn7gWeBvaRcc0AyPjUUDM/5hI5b0tnT+LxpYWIDytHyg0fENVU71tEcuLLoaH7gQbOuYP+DiNyIU4kJhA74S7aH5rJ34r2ptkd71ClVBGvY4nke74UwU7gqL+DiFyIbb/HkvbpzbRP38aSSkPoPuIVwgv5ckVVEclpiomHMv+4BZhvZrOB5D/XO+de8XM2kbNyzjHvu5m0XXQHKVaIVZ0n0LbrAK9jiQSUnPYIimf+d0fmrVDmDTLOEYh4KiE5lSdnrua75an8p/RlNBryMk2r1PY6lkjAyembxc8CmNkA59xnWdeZmd5yiae2ro1h6+dP83XCrYzq3pyO3fpTIMzO/kAR+S++fHz0Hz4uE/E75xxLZrxJhU960iJ1BVOvK88D3eurBEQuQE7nCHoCvYAqZvZ6llUlgFR/BxM5XcKxo6yZMJK2R+ewtnAzyo94nxaVanodSyTg5XSOYDcQDfQBYrIsP0bGBWpE8sz6vcfYNWEwXVIWsqT6bUTePJoCBTVNhEhuyOkcwQpghZntBn5xziXmXSyR/zNt6Vae+PJ3Ghe+gQrdb6PtZf28jiQSVHy9VOVbZnYQ+DnzttA5d9ivySTknUg4zooJo4g4EE+ras/w75u6Ua64vhsgktt8mYZ6GICZVQb6A28BlX15rMj52rFxJSkfD6Nd+laWVr+Z90dE6eIxIn7iy1xDQ4DLgKbAAeBNMvYKRPxi6eyJNFr6OGlWgFWd36FN1xu8jiQS1Hx5i/UasBkYB8xzzm3zZyAJXcmpaYz5Yil3r3yS3YWqU2rYBzStVt/rWCJBz5dDQ2XNrDHQCXjRzOoB651zQ/2eTkLGrp3buHPGDlbuPkbFyLcZ3qc74YUivI4lEhJ8OTRUAqgO1ABqAiX5v+moRS7Y8rmfUevnB+hCX+4e+hRXNa7odSSRkOLLoaGFWW5vOufi/BtJQkVqSgpLJj9K+7hJbCtYgxsH3UmVOioBkbzmy6GhZgBmVpxznGzOzHoA/wYKABOcc6PPsF0UsBi40Tk37Vx+hgSm+L072TtxCB1PxhJ9cS+a3D6eiKLFz/5AEcl1Z51ryMyamNlyYDWw1sxizKyJD48rQMZHTXsCjYCbzKzRGbZ7Cfj2XMNLYFq85SD/eGcmtZN/J7r580Te/7FKQMRDvhwaGg885JybB2BmXTKXdTjL49oAm5xzWzIfNxXoC6w9bbt7gelAlM+pJSC59HS++Gomf1scQY2Lm7K7/zIia+oykiJe86UIiv1ZAgDOuflmVsyHx1Uh4+pmf4oD2mbdwMyqANcC3cihCMxsJDASoHp1vXAEoj+OHmLD+BH0S5jPhtpvcueQKygeobmCRPIDX6ah3mJmT5pZzczbE8BWHx6X3bzAp59jeA14zDmXltMTOefGO+cinXOR5cqV8+FHS36yeW00R167lJbHf2Jpnft45JZBKgGRfMSXPYJbgGeBzzPvLwBG+PC4OKBalvtVyZjRNKtIYKqZAZQFeplZqnNupg/PLwFgyZfv0CT6/5FkEWzs8SFt2l/tdSQROU2ORZB5Ivcz51z383juZUA9M6sF7AIGAoOybuCcq5XlZ00GvlIJBIfk1DSe+3ItRK+lZLG6lBvxMQ0r1fA6lohkI8cicM6lmVmimZV0zh09lyd2zqWa2T1kfBqoADDRObfGzEZlrh933qklX9sTt4Wxn87mw/21GdVpJHWveImC4YXO/kAR8YQvh4aSgFVm9j2Q8OdC59x9Z3ugc+5r4OvTlmVbAM654T5kkXxuxc+zqDb3bu51YVw26CeuaFbT60gicha+FMHszJvIGaWnpfPr+0/RbuubxBWoStiN73NFg5pexxIRH/jyzeIpeRFEAtfRY4lsGjuAjokLWV6iCw1GTqZo8dJexxIRH53x46Nm1tfM7s5yf4mZbcm89c+beJLfrd39B73HLmHNsWIsa/AwLR6coRIQCTA57RE8SsYnff5UmIwvfRUDJgGaEyjELflyAv9amkJykXo0vu1tWtdQAYgEopyKoJBzLus3gxc65w4CB338ZrEEqZPJySybcC8d4z/h4WJdaXD3LbqWsEgAy6kI/vL2zjl3T5a7+npviNq/ewfxkwbSMWUNyyoMoN2tb1KwkEpAJJDlNMXEEjO7/fSFZnYHsNR/kSS/Wh4bg43vRO2TG4mNGkPUnRMoqKuIiQS8nPYIHgRmmtkg4LfMZa3JOFfQz8+5JB9xzvHuwq28/M0u/l20JY2u+zstGrU9+wNFJCCcsQicc/uBDmbWDWicuXi2c+7HPEkm+UJiwjF+nfAgY/d0o0vj+nQc8KkmjBMJMr58j+BHQC/+IWjnlnUkfzCIrmlbealFMy6/8SYyJwgUkSDiyzeLJQQt/3EatRfchwFru75D9y4DvI4kIn6iIpC/SE93fDP1LXquf4LtBWtQePDHNKn9X1cYFZEgoiKQU44mpvDAJ8tZvr4sF1UeQNtb/5eIYiW8jiUifqYiEAC2rIth/fQXWHJiBP/o155ObW/U+QCREKEiEJZ+M4XGix+lpBXm0xsep0lzXUBGJJSoCEJYakoKSyY+RMc977GhUAMuHj6VJlVqex1LRPKYiiBEHTyezPL/DKd74tdEl+lDs9vHUyiiiNexRMQDKoIQtDLuCKPej6FMQhdKtWpL5HUPeB1JRDykIggxi78Yx+8x87GiI/nnqIE0rVrS60gi4jEVQYg4efIky965l47xUykZ0YTed7SiTGmVgIioCEJC/L449k4YRMeUFSwrP4CWt72lqaNF5BQVQZD7bdsBSk7pQb30vfwW+S+iet/ldSQRyWdUBEHs46U7eOqL1fS76GbuvLoDrZp19DqSiORDKoIglJycRPT4u1m3txjt6wzh/w28n1JFC3kdS0TyKRVBkNm/dyfx7w6kY8pqClYfSuTwKAqEaaoIETkzFUEQWRc9j4u/upXa7hixbV6m7dUjvY4kIgFARRAkpv8UTa8fb+BIWEn29Z9FiybtvY4kIgFCRRDgklNSeebLtXy8dB/xVf/GoIHDqVS2otexRCSAqAgC2P7dO9g7aTDbEnpzd9c+3H5FL50PEJFzpiIIUOuW/cjFs2+lnjvOo5fdQsurGnodSUQClIogwDjn+HX667Re9TyHw0qxf8CXtGzczutYIhLAwvz55GbWw8zWm9kmM/t7NusHm9nKzNsiM2vuzzyBLjk1jYlT3qXD6qfYVKQJRe9eSA2VgIhcIL/tEZhZAeAt4AogDlhmZrOcc2uzbLYV6OycO2xmPYHxQFt/ZQpk+46eYNSHv7F8R0UqNXmaqwbeS4GC4V7HEpEg4M89gjbAJufcFufcSWAq0DfrBs65Rc65w5l3FwNV/ZgnYK2Lmc/RV9uRsHcTYwe3pteQh1QCIpJr/FkEVYCdWe7HZS47k1uBb7JbYWYjzSzazKLj4+NzMWL+9+vnb1J7Vn+KWwLjb2xIz6aVvI4kIkHGnyeLs/sco8t2Q7OuZBTBpdmtd86NJ+OwEZGRkdk+R7A5mZxM9Dt30eHANNZGtKDq7Z/o+wEi4hf+LII4oFqW+1WB3advZGbNgAlAT+fcQT/mCRj7jyXxw9uPMuj4NJZVvIlWt72hQ0Ei4jf+LIJlQD0zqwXsAgYCg7JuYGbVgc+Boc65DX7MEjCWbz/IqA+Xc/LE5dTrGElUj2FeRxKRIOe3InDOpZrZPcC3QAFgonNujZmNylw/DngKKAP8x8wAUp1zkf7KlN8tnjmWYr+Np2SxF/j3XV25pFIJryOJSAgw5wLrkHtkZKSLjo72OkauSkk5ydLxGdcT/r1wUyre9hmlyumksIjkHjOLOdMbbX2z2GMH4/ew652b6HhyOdHl+9Pitv/oesIikqdUBB5aGXeEAxOHc2naKpa3eoHIvvd6HUlEQpCKwCPTo7fzj5lraVLsFmr0fpyWLTt7HUlEQpSKII+lpqSw+N0HKbFrLa2rPc+bg7tR5iIdChIR76gI8tDhg/vZPv4mLk2OJqZCX94bEUm4zgeIiMdUBHlk0+qlFJ4+jEbp+4lp9jStr3/I60giIoCKIE98uXwHTWcOpaglsb33J7SOvMLrSCIip6gI/CgtLY0x3/7O2wu2cWPlv/No/67Uq1zT61giIn+hIvCTI4cPsvntwVx0vAJD2j3MU9f0pFBBv14HSETkvKgI/GDL7ysI+2QQzdN345o9SmS/pl5HEhE5IxVBLov+fir1Fz5ImhVkc88PiWzXy+tIIiI50rGKXJKe7hj31S80WXgP8eGVSL3tRxqoBEQkAGiPIBf8kZDIg5+tYe7vR6DBGIbfOICIosW9jiUi4hMVwQXavmkNqR8NotjJPjzX91aGtutF5pTaIiIBQUVwAZbP/5xa8+4lzBx39mjNJe1reh1JROScqQjOg0tPZ+EHz9Fh82vsLFiNiKGfcEnNRl7HEhE5LzpZfI4SklN57d3JXLblVVYXv4wKD/xMRZWAiAQw7RGcgx37jzLyoxVs2FeBBm3eoGffwVhYAa9jiYhcEBWBj1YsnE3ZH+6nJA8zecT1dKpfzutIIiK5QoeGzsKlp7Pwo9E0+n4o6WGFeGVwO5WAiAQV7RHkIOlEIsvH3calR2ezslg76tzxMcVKXux1LBGRXKU9gjPYdeQEU954mvZHZ7Os2i00/dtslYCIBCXtEWRj6cY93Dl1NWmpXYns0pGorv28jiQi4jfaI8jCOceiaa9R/oMu1IxIYNrdnWitEhCRIKc9gkzJyUlEv30nHQ99ztoiLZl8W3uKl77I61giIn6nIgDi98ax792BdExZRXSlQbS69XXCCoZ7HUtEJE+EfBEs33GYXZPvoXva78S2GUPk1Xd4HUlEJE+FdBFMW7KZx2dtoF6JW2jc6xFaNO3odSQRkTwXkkWQkpLCknfuo8beaDrUepXXBrWhVNFCXscSEfFEyH1q6FD8Xta+fCWX7v8Iq9iECcMiVQIiEtJCao9g46qlFPl8KJekx7O85XNE9rvf60giIp7z6x6BmfUws/VmtsnM/p7NejOz1zPXrzSzVv7K8uO6vZycdjsRLomdfT+jpUpARATwYxGYWQHgLaAn0Ai4ycxOn7i/J1Av8zYSGOuvPPUqlOCT6s8QdsdP1Gl1ub9+jIhIwPHnoaE2wCbn3BYAM5sK9AXWZtmmL/Cec84Bi82slJlVcs7tye0w1S4uynO3XpvbTysiEvD8eWioCrAzy/24zGXnug1mNtLMos0sOj4+PteDioiEMn8WgWWzzJ3HNjjnxjvnIp1zkeXK6VoAIiK5yZ9FEAdUy3K/KrD7PLYRERE/8mcRLAPqmVktMysEDARmnbbNLGBY5qeH2gFH/XF+QEREzsxvJ4udc6lmdg/wLVAAmOicW2NmozLXjwO+BnoBm4BEYIS/8oiISPb8+oUy59zXZLzYZ102LsufHXC3PzOIiEjOQm6KCRER+SsVgYhIiLOMozOBw8zige3n8JCywAE/xcnPQnHcoThmCM1xh+KY4cLGXcM5l+3n7wOuCM6VmUU75yK9zpHXQnHcoThmCM1xh+KYwX/j1qEhEZEQpyIQEQlxoVAE470O4JFQHHcojhlCc9yhOGbw07iD/hyBiIjkLBT2CEREJAcqAhGREBc0RZCfLouZV3wY8+DMsa40s0Vm1tyLnLntbOPOsl2UmaWZWf+8zOcPvozZzLqYWayZrTGzn/I6oz/48G+8pJl9aWYrMscd8POVmdlEM9tvZqvPsD73X8uccwF/I2NSu81AbaAQsAJodNo2vYBvyLgGQjtgide582DMHYDSmX/uGehj9nXcWbb7kYy5rvp7nTsPftelyLj6X/XM++W9zp1H434ceCnzz+WAQ0Ahr7Nf4Lg7Aa2A1WdYn+uvZcGyR3DqspjOuZPAn5fFzOrUZTGdc4uBUmZWKa+D5qKzjtk5t8g5dzjz7mIyrvcQ6Hz5XQPcC0wH9udlOD/xZcyDgM+dczsAnHOhMm4HFDczAy4iowhS8zZm7nLOLSBjHGeS669lwVIEuXZZzAByruO5lYx3EYHurOM2syrAtcA4goMvv+v6QGkzm29mMWY2LM/S+Y8v434TuISMC1qtAu53zqXnTTzP5PprmV+noc5DuXZZzADi83jMrCsZRXCpXxPlDV/G/RrwmHMuLeONYsDzZcwFgdbA5UAR4FczW+yc2+DvcH7ky7ivAmKBbkAd4Hsz+9k594efs3kp11/LgqUIQvGymD6Nx8yaAROAns65g3mUzZ98GXckMDWzBMoCvcws1Tk3M08S5j5f/30fcM4lAAlmtgBoDgRyEfgy7hHAaJdx8HyTmW0FGgJL8yaiJ3L9tSxYDg2F4mUxzzpmM6sOfA4MDfB3hlmdddzOuVrOuZrOuZrANOCuAC4B8O3f9xfAZWZW0MyKAm2BdXmcM7f5Mu4dZOwFYWYVgAbAljxNmfdy/bUsKPYIXAheFtPHMT8FlAH+k/nuONUF+IyNPo47qPgyZufcOjObA6wE0oEJzrlsP34YKHz8XT8PTDazVWQcMnnMORfQ01Ob2cdAF6CsmcUBTwPh4L/XMk0xISIS4oLl0JCIiJwnFYGISIhTEYiIhDgVgYhIiFMRiIiEOBWBiEiIUxGIiIQ4FYFILjCzmZmTva0xs5Fe5xE5F/pCmUguMLOLnXOHzKwIGVMjdA6SuZ0kBATFFBMi+cB9ZnZt5p+rAfUAFYEEBBWByAUysy5Ad6C9cy7RzOYDEV5mEjkXOkcgcuFKAoczS6AhGZcPFAkYKgKRCzcHKGhmK8mYDXOxx3lEzolOFouIhDjtEYiIhDgVgYhIiFMRiIiEOBWBiEiIUxGIiIQ4FYGISIhTEYiIhLj/D6BCgmp884FkAAAAAElFTkSuQmCC\n", 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\n", + "image/png": 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\n", 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" ] @@ -284,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -293,12 +286,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -311,8 +304,8 @@ ], "source": [ "#Let's have a look at the linear power\n", - "pk_ccl = ccl.linear_matter_power(cosmo_ccl, k, 1.0)\n", - "pk_jax = linear_matter_power(cosmo_jax, k/cosmo_jax.h, a=1.0)\n", + "pk_ccl = ccl.linear_matter_power(cosmo_ccl, k, 0.5)\n", + "pk_jax = linear_matter_power(cosmo_jax, k/cosmo_jax.h, a=0.5)\n", "\n", "loglog(k,pk_ccl,label='CCL')\n", "loglog(k,pk_jax/cosmo_jax.h**3, '--', label='jax_cosmo')\n", @@ -323,12 +316,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -342,8 +335,8 @@ "source": [ "k = np.logspace(-3,1)\n", "#Let's have a look at the non linear power\n", - "pk_ccl = ccl.nonlin_matter_power(cosmo_ccl, k, 1.0)\n", - "pk_jax = nonlinear_matter_power(cosmo_jax, k/cosmo_jax.h, a=1.0)\n", + "pk_ccl = ccl.nonlin_matter_power(cosmo_ccl, k, 0.5)\n", + "pk_jax = nonlinear_matter_power(cosmo_jax, k/cosmo_jax.h, a=0.5)\n", "\n", "loglog(k,pk_ccl,label='CCL')\n", "loglog(k,pk_jax/cosmo_jax.h**3, '--', label='jax_cosmo')\n", @@ -361,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -374,12 +367,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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zJ6V2oAO8b24FZvCr5TpLF0lWCvTjeGVrHVkZRtX45Ls7UX+VF+dx/qQRPLSsmq4uzUkXSUYK9ON4eWsdMyuGJf1yubG6pqqC6kMtvLKtLuxSROQExBToZna5mW0ws81mdvsx2lxsZivMbI2Z/TG+ZQ6+I60drKquT4vulm6XnT6aotwsHtLgqEhS6jPQzSwTuAOYD0wHrjez6T3aFAM/Bt7j7qcD1wxArYNqyfaDdHY5505MzQuKepObnclVs8pYvHovjUe1YJdIsonlDH0esNndt7p7G3A/sKBHmw8AD7v7TgB33x/fMgffa9sOkpVhnDm+OOxSBtXCuRUcbe/iyVWaky6SbGIJ9HIg+rrw6uC1aFOA4Wb2nJktM7Ob4lVgWJZuP8Tp5cPIz0mP/vNuc8YWM6m0gAeXqdtFJNnEEui9LQDecxpEFjAXuAK4DPh/ZjblLR9kdrOZLTWzpbW1tf0udrC0dXSxsvpwWsxu6cnMuKZqLMt2HGJLbVPY5YhIP8QS6NXA2KjnFcCeXtr81t2PuPsB4HlgVs8PcvdF7l7l7lWlpYm7tvjqPfW0dnRxVmX6BTrAX80pJzPDeEhn6SJJJZZAXwJMNrMJZpYDXAc81qPNr4ELzCzLzPKBs4F18S118CzbHrnP5tzxqbt+y/GMHJrLRVNKeWT5bjo1J10kafQZ6O7eAXwKeIpISD/g7mvM7BYzuyVosw74LbAKeA24y91XD1zZA2vpjoOMPyWf0qLUW/88VtfMrWBfw1Fe3Hwg7FJEJEYxjfi5+2JgcY/X7uzx/JvAN+NXWjjcnaXbD3HR1MTtEhoMl5w2kuL8bB5aVs1FKXbrPZFUpStFe9he10zdkTbOqkzP7pZuQ7IyWTCrjKfW7KO+RXPSRZKBAr2HpdsPAqTlDJeeFs4dS1tHF0+s6jkGLiKJSIHew7IdhxiWl82k0sKwSwndjPKhTB1VpNkuIklCgd7Dku0HmTt+OBkZvU2/Ty/d66S/vvMwm/drTrpIolOgRzl0pI0ttUeYq+6WNy2YU0ZmhmmddJEkoECPsqL6MIACPcrIolwunlLKw8urNSddJMEp0KOs2HmYDIMzyoeFXUpCWTi3gpqGVs1JF0lwCvQoK3YdZsqoorS5oUWsoueki0jiUqAH3J2V1YeZPTa9lsuNheakiyQHBXpge10zh5vbFejHoDnpIolPgR5YsSuyINfscQr03mhOukjiU6AHVu6qJz8nk8kji8IuJSFpTrpI4lOgB17fdZgzyoeRqQuKjklz0kUSmwIdaO3oZN2eBnW39GFkUS5vn6o56SKJSoEOrN3TQFtnF3M0INqn7jnpL2xK3FsIiqQrBTqR+ecAs8fqCtG+XDJtFMM1J10kISnQiQT6qKFDGD0sN+xSEl5OVgYLZpfz9Noa6ps1J10kkSjQiQS65p/HbuHcCto6unhcc9JFEkraB/qhI23sqGtWd0s/nF42lGmjNSddJNGkfaC/sbsegJkVWpArVt1z0lfsOszm/Y1hlyMiAQV6EOgzyhTo/bFgdjmZGcZDy3aHXYqIBNI+0FfvrmdcST7D8rPDLiWplBYN4e1TS3nkdc1JF0kUaR/ob+yu1/rnJ0hz0kUSS1oH+qEjbVQfamGGAv2EaE66SGJJ60BfvSfSf64z9BOjOekiiSW9A313AxBZGlZOjOakiySONA/0esaW5FGcnxN2KUlLc9JFEkdaB7oGRE+e5qSLJI60DfT65nZ2HmzWgGgcaE66SGJI20DXgGj8aE66SGJI20DXFaLx1T0n/XnNSRcJTVoHesXwPIYXaEA0HjQnXSR8aRvoqzUgGlfdc9J/t0Zz0kXCkpaBXt/Szo46DYjG28K5FbR1dvGY5qSLhCItA33Nbg2IDoQ356Qv3RV2KSJpKT0DfU/kCtHTy3SFaDx1z0lfWV3P+n0NYZcjknbSMtDX7m1g9NBcTikcEnYpKed9Z1aQk5nBfa/uDLsUkbSTnoG+p4HpOjsfEMMLcph/xmgefn03LW2dYZcjklZiCnQzu9zMNpjZZjO7/TjtzjKzTjNbGL8S4+toeydbaps4bUxR2KWkrA/MG0fj0Q6e0OCoyKDqM9DNLBO4A5gPTAeuN7Ppx2j3DeCpeBcZT5v3N9HR5UwfowHRgTJvQgmTSgu47zV1u4gMpljO0OcBm919q7u3AfcDC3pp93fAr4D9cawv7tYGA6Lqchk4Zsb188axfOdhDY6KDKJYAr0ciJ6HVh289iYzKweuBu483geZ2c1mttTMltbWhnOJ+Nq9DeTnZDK+JD+U/aeL951ZQU6WBkdFBlMsgW69vNZzBabvAZ9z9+OOgrn7Inevcveq0tLSWGuMq7V7G5g2uoiMjN7+WBIvwwtyePcMDY6KDKZYAr0aGBv1vALoOdpVBdxvZtuBhcCPzey9cakwjtyddZrhMmiu1+CoyKCKJdCXAJPNbIKZ5QDXAY9FN3D3Ce5e6e6VwEPAJ9z90bhXe5KqD7XQ2NqhAdFBosFRkcHVZ6C7ewfwKSKzV9YBD7j7GjO7xcxuGegC42nt3sgAnaYsDg4NjooMrpjmobv7Ynef4u6T3P2rwWt3uvtbBkHd/UPu/lC8C42HtXsayDCYNlpdLoOle3D0/zQ4KjLg0upK0bV7G5gwooC8nMywS0kbwwtyuOKMMTy8fDdNrR1hlyOS0tIq0NftbeC0MTo7H2w3nTueptYOHlmum1+IDKS0CfT6lnaqD7VohksIZo8tZmbFMH7+8g7cdc9RkYGSNoG+LhgQna4z9EFnZnzw3Eo272/ipS11YZcjkrLSL9B1hh6KK2aOoaQgh7tf2h52KSIpK20Cfe2eBkYU5jCyKDfsUtJSbnYm188byx/W1bDrYHPY5YikpPQJdA2Ihu6Gs8djZtz76o6wSxFJSWkR6O2dXWyqaVJ3S8jKivN41/RR/HLJLo62a30XkXhLi0DfUttEW2eXBkQTwAfPq+RwczuPrdD6LiLxlhaBvn5vI6ArRBPB2RNKmDqqiJ+9tF1TGEXiLD0CfV8j2ZnGxNKCsEtJe2bGh8+vZN3eBl7WFEaRuEqLQN+wr4FJpYVkZ6bFHzfhvXdOOSMKc/jJC1vDLkUkpaRFwm3Y18jU0VphMVHkZmdy07mVPLuhlk01jWGXI5IyUj7Q61va2VN/VIGeYP76nPHkZmdw1wvbwi5FJGWkfKBvrOkeEFWgJ5KSghwWzq3gkdd3s7/xaNjliKSElA/09fsigT5VM1wSzt+8bSLtXV3c85IuNBKJh5QP9A37GijKzaJsmC75TzQTRhTwztNGce+rO2hu01rpIicrDQK9kamjijCzsEuRXtx84UQON7fz0DKtlS5yslI60N2d9ZrhktDmjh/OnHHF/OSFrXR0doVdjkhSS+lA31t/lMajHRoQTWBmxicuPpVdB1t4bKWWAxA5GSkd6Bs0IJoULp02kmmji7jj2c10dmk5AJETldKB/uYMl1E6Q09kGRnGpy45lS21R/jt6n1hlyOStFI60Dfsa2DMsFyG5WeHXYr0Yf6MMUwsLeBHz27Wol0iJyilA10DoskjM8P45MWnsm5vA8+s3x92OSJJKWUDvb2ziy21TQr0JPKe2WVUDM/jh8/oLF3kRKRsoG87cIT2TtcMlySSnZnBxy+exIpdh3lx84GwyxFJOikb6H8eENUMl2SycG4F5cV5fOvpjTpLF+mnlA30DfsayMwwJo3UTS2SyZCsTG699FRW7jrM79bWhF2OSFJJ4UBvZOKIAoZkZYZdivTT+86sYMKIAr799Ea6NC9dJGYpG+ia4ZK8sjIz+Pt3TmFDTSOPr9LVoyKxSslAb2rtoPpQiwZEk9iVZ4xh2ugivvu7jbRrjReRmKRkoOuS/+SXkWHc9q6pbK9r1kqMIjFK6UDXGXpyu/S0kcwZV8z3f7+JlrbOsMsRSXgpGugNFORkUl6cF3YpchLMjNsvn8a+hqPc9cLWsMsRSXipGeg1jUwZXURGhm5qkezOnngKl58+mv/64xb2N+jeoyLHk5KBvqmmiSkj1d2SKm6fP432zi6+/fTGsEsRSWgpF+h1Ta3UHWlj8qjCsEuROKkcUcAHz63kgWW7WLunIexyRBJWTIFuZpeb2QYz22xmt/ey/QYzWxX8vGRms+Jfamw27W8CYIrWQE8pf3fJZIrzsvnKk2u1JIDIMfQZ6GaWCdwBzAemA9eb2fQezbYBF7n7TODLwKJ4FxqrTTWRGS46Q08tw/Kz+cw7pvDSljqeWqMlAUR6E8sZ+jxgs7tvdfc24H5gQXQDd3/J3Q8FT18BKuJbZuw21jRRNCSL0UNzwypBBsgNZ49j2ugi/v3xNRxp7Qi7HJGEE0uglwO7op5XB68dy98Av+ltg5ndbGZLzWxpbW1t7FX2w8aaRiaPKsRMM1xSTVZmBl957wz21B/lB89sCrsckYQTS6D3loy9dmKa2duJBPrnetvu7ovcvcrdq0pLS2Ovsh827W9S/3kKq6os4dqqsfz0hW1sDLrXRCQilkCvBsZGPa8A3rJikpnNBO4CFrh7XXzK658DTa0cPNLGZAV6Svvc/GkU5mbxhUdXa4BUJEosgb4EmGxmE8wsB7gOeCy6gZmNAx4GbnT30CYLb6rpnuGiAdFUVlKQw+fnT+O1bQe1zotIlD4D3d07gE8BTwHrgAfcfY2Z3WJmtwTNvgicAvzYzFaY2dIBq/g4Nu0PZrjooqKUd83cscyrLOHLT6ylRleQigAxzkN398XuPsXdJ7n7V4PX7nT3O4PHH3X34e4+O/ipGsiij2VjTSNFuVmMGjokjN3LIMrIMP5z4UzaOrv4/MNvqOtFhBS7UnRjTWRAVDNc0kPliAI+e9k0nlm/n4eX7w67HJHQpUyguzubahrVf55mPnReJWdVDuffHl+jrhdJeykT6HVH2jjU3K7+8zQT6XqZRVtnF5/71Sp1vUhaS5lA36hL/tPWhBEFfH7+aTy3oZaf/Wl72OWIhCZlAv3PUxZ1hp6Objp3PO84bSRf/816Vu+uD7sckVCkTKBvrGlkaG4WI4s0wyUdmUW6XoYXZHPrfa9rrRdJSykT6Js0wyXtlRTk8N1rZ7Ot7gj/79e6ilTST0oEuruzcX+jLvkXzps0glsvmczDy3dz7ys7wi5HZFClRKAfaGrjcHM7k0dqQFTg05dO5pJpI/m3x9eyZPvBsMsRGTQpEejdN7XQgKhAZCrjd6+dTcXwPD7xi+Wany5pIyUCfeObga4zdIkYlpfNopuqONLawc33LKWlrTPskkQGXGoE+v4mhuVlU6oZLhJlyqgivn/dHN7YXc+t979OZ5cGSSW1pUSgd1/yrxku0tM7p4/iS1edzu/W1vDlJ3SDaUltWWEXcLLcnY01Tbz7jDFhlyIJ6oPnVVJ9qJmfvLCNsuJcbr5wUtgliQyIpA/02qZW6lva1X8ux/X5+aexp/4oX1u8nvycLP76nPFhlyQSd0kf6LrkX2KRkWF89/2zOdrWyRceXU1udiYL51aEXZZIXCV9H7oW5ZJY5WRlcMcNZ/K2U0fw2YdW8usVWkNdUksKBHoTxfnZlBZqhov0LTc7k0U3zeWsyhI+88sV3PfazrBLEombpA/0TTWNTB6pGS4Su/ycLO7+8DwumlLK5x9+g0XPbwm7JJG4SOpAd3c27W/SGi7Sb3k5mSy6sYorZo7ha4vX8/XfrKdL89QlySX1oGhtYzDDRWu4yAnIycrgB9fNoTgvmzv/uIXtB47wnWtnkZ+T1P8sJI0l9Rn6Rs1wkZOUmWF85b0z+MIVp/HU2n1c+9+vsK9ea79IckryQO+e4aJAlxNnZnz0goncdVMVW2ubuPKHL/DCptqwyxLpt6QO9E37GynOz2ZEYU7YpUgKuPS0UTz6yfMZnp/DTf/zGt95eoPWf5GkktyBXtPElJG6S5HEz+RRRfz6U+fzvjMr+MEzm7n+J6+ws6457LJEYpK0gR5Zw6VRFxRJ3OXnZPGta2bxrWtmsW5PA5d973nu/tM2zYKRhJe0gb6/sZWGox0aEJUBs3BuBU/9/YXMm1DCvz6+lusWvcL6fQ1hlyVyTEkb6LrkXwZDWXEed3/4LL65cCYbahp59/df4Iu/Xs2hI9xfP5UAAAsTSURBVG1hlybyFkkc6JEpi5NH6gxdBpaZcU3VWJ677WJuPGc8v3h1J2//9nMsen6L7oQkCSVpA31TTSPDNcNFBtHwghz+bcEMFt96ATMrivna4vVc8J/PctcLWznarmCX8CVvoAeX/GuGiwy2qaOLuOcj83jolnOZOrqQrzy5jvO+/gzfemqDbkgtoUrKQO+e4aKbWkiYqipL+MVHz+GBvz2XqvHDueO5zZz/9Wf49P2v89KWA5oVI4MuKRetqGlopVEzXCRBzJtQwrwJJeysa+bul7bz4NJd/HrFHsqL87h6TjlXn1nOpFKdfMjAS8pA757hcqoW5ZIEMu6UfL541XT+6bKpPL12Hw8v382Pn9vMj57dzOSRhbzr9FG8c/poZpYPIyNDXYUSf0kd6DpDl0SUl5PJgtnlLJhdTk3DUZ5ctZffra3hzj9u5Y5ntzCicAjnTjqFcyeewrmTTqHylHyNBUlcJGWgb97fRElBDiN0lyJJcKOG5vKRt03gI2+bwOHmNp7dsJ9n19fy8tY6Hl+5B4DRQ3OZNXYYMyuKmVkxjDPKh1Gcr9lb0n9JGegbg7sUiSST4vwcrp5TwdVzKnB3ttQe4eWtdby27SBvVB/mqTU1b7YtL87j1JGFnDqykEmlhUwqLWBiaSEjCnN0Ni/HFFOgm9nlwPeBTOAud/96j+0WbH830Ax8yN2Xx7lWILhLUU0T751TPhAfLzIozOzNwL7xnPEA1De3s3pPPauq61m7t4GttU28uq2Oo+1db74vJyuD8uI8yopzKRuWR1lxHqOG5gbfWHMoKcjhlMIhDM3NUvCnoT4D3cwygTuAdwLVwBIze8zd10Y1mw9MDn7OBv4r+B13+xqO0tjaoUv+JeUMy8/m/FNHcP6pI958ravL2VPfwpbaI2w/cIQ9h1vYHfw8v6mW/Y2teC+zI7MzjeH5ORTlZlGYm03RkCwKh2RRmBv5XZSbRcGQLHKzMhiSncmQrAyGZAW/s//ycU5mBlkZGWRmGlkZRoYFvzMivzO7f8w02BuyWM7Q5wGb3X0rgJndDywAogN9AXCPuzvwipkVm9kYd98b74J1yb+kk4wMo2J4PhXD87loSulbtrd1dFF3pJW6pjYOHml783HdkTYOHWmjsbWDpqMdNLV2UNvYSlNrB41H22lq7WAgpsmb8ZehbwaR/978xmBRzy14Dhb1OthfPI96Xy/b+v2/kH68ob+fHeu3ouvOGstHL5jYz0/vWyyBXg7sinpezVvPvntrUw78RaCb2c3AzQDjxo3rb60AFORk8o7TRjF1tAJdJCcrgzHD8hgzLK9f73N3Wto7aW3vorWji9aOzsjv9qjHHX/e3tHldHZ10dlF8Nvp6HK6PPK7s9PpdKez688/3dujv0G4Ow64g+PBb4I2wfNetjmRJ/6Wz+gf7+3rzLHa9vOz+/OGgZrQEUug9/a/nJ6lx9IGd18ELAKoqqo6ofODqsoS7qosOZG3ikjAzMjPyUKTaVJLLJf+VwNjo55XAHtOoI2IiAygWAJ9CTDZzCaYWQ5wHfBYjzaPATdZxDlA/UD0n4uIyLH12eXi7h1m9ingKSLTFv/H3deY2S3B9juBxUSmLG4mMm3xwwNXsoiI9CameejuvphIaEe/dmfUYwc+Gd/SRESkP5Jy+VwREXkrBbqISIpQoIuIpAgFuohIirD+XDkV1x2b1QI7TvDtI4ADcSwnXhK1Lkjc2lRX/6iu/knFusa7+1vXgSDEQD8ZZrbU3avCrqOnRK0LErc21dU/qqt/0q0udbmIiKQIBbqISIpI1kBfFHYBx5CodUHi1qa6+kd19U9a1ZWUfegiIvJWyXqGLiIiPSjQRURSREIHupldbmYbzGyzmd3ey3Yzsx8E21eZ2ZkJUtfFZlZvZiuCny8OUl3/Y2b7zWz1MbaHdbz6qmvQj5eZjTWzZ81snZmtMbNP99Jm0I9XjHWFcbxyzew1M1sZ1PVvvbQJ43jFUlco/x6DfWea2etm9kQv2+J/vNw9IX+ILNW7BZgI5AArgek92rwb+A2ROyadA7yaIHVdDDwRwjG7EDgTWH2M7YN+vGKsa9CPFzAGODN4XARsTJC/X7HUFcbxMqAweJwNvAqckwDHK5a6Qvn3GOz7H4D/623/A3G8EvkM/c2bU7t7G9B9c+pob96c2t1fAYrNbEwC1BUKd38eOHicJmEcr1jqGnTuvtfdlwePG4F1RO6DG23Qj1eMdQ264Bg0BU+zg5+eMyrCOF6x1BUKM6sArgDuOkaTuB+vRA70Y914ur9twqgL4Nzga+BvzOz0Aa4pVmEcr1iFdrzMrBKYQ+TsLlqox+s4dUEIxyvoPlgB7Ad+5+4JcbxiqAvC+fv1PeCzQNcxtsf9eCVyoMft5tRxFss+lxNZb2EW8EPg0QGuKVZhHK9YhHa8zKwQ+BXwGXdv6Lm5l7cMyvHqo65Qjpe7d7r7bCL3DJ5nZjN6NAnleMVQ16AfLzO7Etjv7suO16yX107qeCVyoCfqzan73Ke7N3R/DfTI3Z6yzWzEANcVi4S8mXdYx8vMsomE5i/c/eFemoRyvPqqK+y/X+5+GHgOuLzHplD/fh2rrpCO1/nAe8xsO5Fu2UvM7N4ebeJ+vBI50BP15tR91mVmo83MgsfziBznugGuKxYJeTPvMI5XsL+fAuvc/TvHaDboxyuWukI6XqVmVhw8zgPeAazv0SyM49VnXWEcL3f/vLtXuHslkYx4xt3/ukezuB+vmO4pGgZP0JtTx1jXQuDjZtYBtADXeTCsPZDM7D4iI/ojzKwa+BKRQaLQjleMdYVxvM4HbgTeCPpfAf4ZGBdVVxjHK5a6wjheY4Cfm1kmkUB8wN2fCPvfY4x1hfLvsTcDfbx06b+ISIpI5C4XERHpBwW6iEiKUKCLiKQIBbqISIpQoIuIpAgFuohIilCgi4ikCAW6JCUz67TI2tarzezx7qsF+/H+fzWz246xrdKOvXb7S1GPb7XIuuW/MLNiM/tE//4UIvGlQJdk1eLus919BpGleT85GDt19/Oinn4CeLe73wAUB89FQqNAl1TwMsGyo2b21xa5g80KM/vv4JJwgm3/YpE7Tf0emBq8VmBmTwZLq642s2uD5plm9hOL3AXn6WCdEMysKfh9J5GbnDxmZn8PfB2YFOz3mz0LNLNn7M93zDlqZtcM4PGQNKVL/yUpmVmTuxcGgX0/kQWtdgD/CfyVu7eb2Y+BV9z9HjObC9wNnE1kDaPlwJ3ANuByd/9Y8LnDgOFE1teocvcVZvYA8Ji739u936Dt9qDNAYusXf5E8I3heHV/HHg7cL27d8bxkIjoDF2SVl6weFUdUAL8DrgUmAssCbZdSuQsGuAC4BF3bw7WF+9eIfMN4B1m9g0zu8Dd64PXt7l79+JYy4DKky3YzG4C5gM3KMxlICTsaosifWhx99nBGfUTRPrQHfi5u3/+GO95y9dRd98YnL2/G/gPM3sauAdojWrWCeSdTLFBF8sNwAJ3bz+ZzxI5Fp2hS1ILzqhvBW4DngcWmtlIADMrMbPxQdPngavNLM/MioCrgjZlQLO73wt8i8jNrE9EI5GbOr+FRe5e8wkiXUFHT/DzRfqkM3RJeu7+upmtBGYCXwCeNrMMoJ3ImfsOd19uZr8EVhDpa38hePsZwDfNrCto//ETrKHOzP4UTHf8jbv/U9TmnxOZifOn4D4LP3T3n57IfkSOR4OiIiIpQl0uIiIpQoEuIpIiFOgiIilCgS4ikiIU6CIiKUKBLiKSIhToIiIp4v8DEI9Oxu76y+8AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -399,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -418,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -427,13 +420,13 @@ "Text(0, 0.5, 'Lensing angular $C_\\\\ell$')" ] }, - "execution_count": 15, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -455,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -477,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -486,13 +479,13 @@ "Text(0, 0.5, 'Clustering angular $C_\\\\ell$')" ] }, - "execution_count": 17, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -515,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -527,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -536,13 +529,13 @@ "Text(0, 0.5, 'shape-position angular $C_\\\\ell$')" ] }, - "execution_count": 19, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -574,9 +567,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "jaxccl", "language": "python", - "name": "python3" + "name": "jaxccl" }, "language_info": { "codemirror_mode": { @@ -588,9 +581,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.8.12" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }