{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to *pyshtools* (Part 2): Localization windows and spectral analysis\n", "\n", "Now that we know how to work with spherical harmonic coefficient and grid classes, let's move on to the other major feature of *pyshtools*: localization windows and spectral analysis. *pyshtools* allows for localized spectral analyses using either spherical-cap localization windows or localization windows constructed from an arbitrary map. As with our examples in Part 1, almost everything can be performed using a single class, `SHWindow`. Here, we will demonstrate how to construct optimal localization windows, and how to obtain localized spectral estimates for arbitrary regions on the sphere.\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyshtools" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we will make use of a pathological data set. We construct a function on the sphere whose power spectrum is different in the northern and southern hemispheres." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dm9CUOe52AdsAW6r+eEjUURjRGRedp0gRxx1D1GmMHaE4Gl85f97UCNcyOaIQ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\n7yKF9T/+uRewx5hzMCO7P6MutLgMSHXLVGlayvsJHcEA2f+SD1yxxYC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ljCUYaS64+3Db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oElptKkkDj8LzsM4LtCZVrxzVRbYfq7VIJoAeW+0cKbI+Wewb9Q/fy9q8m8YdedRkkxe97Yhg\n0KKX9U1r16lP0c53vSgWd4fxv5SYFWvPWOxMRh9tJ92chHOqeEz7s+Y9JiRB2dVNTj3hJYiAWZ/0\nRSzJuOhe4kiBsKWgdmOx9au6gkJJlR80F4Q1itoo90JfDopsUbZdqdmNoz7r5924YWzpP4/7UecT\nwwSyi1hrOAgs/B5K33lZLcjmQJCTutK3Y3EprmUUKal1K9eBsLu1JOIMUl6lztETGx7DcOCc+pIc\nUqpBcSrXP3QMH6BIKlMfB7oU0IDhggIilb9NKkPfgsTaeAt1+UB3vq74Nx1Dc54W7s6z8rAopAG+\nqdJnHrfxa4Bbrmg5GBQLfj5n6X2r8uJru6h5jHGjmZsqeFxV63Z+URgydkInycNrOFJLFDmgydwT\nQ+ixMpAeNCMglaJEdNuezzFHJqcUCOy5lULXKX6WHD+dpOsQyxieW1RMmfowbp+eUve7sgxAqqV0\nmBgs0vM+dSoYwwWkHFQzWhgTL6Lq2VFboLi+K6cOWcM8K3/qtAy18FMuygkFNagXu9NT2mgp1BMp\n9iAPYl0YHbIQX/Ob2Bal06aXx5v6JetxHfU2RNnjrBTB/GIopDCQOaXytBprGbSoz6X6SEoa1lrT\ncel7banX2sXavOk5a5hXzdNT/bCoT5vGkrHYxq76ghz7vKhfCvq7hBEFSUHF1mzAMKiXomBJZoBG\nJNuvGua6tEEKVLgV2o0sS7JP4/u+gIW6XzVZqpiJzdBkXXg+iCT96FMKD0PVXrWKTEiyBam5GWiP\nQtKLhrJtTlfudd+dG0hF+icQMJuYhiN007u+6nU3fJIOxogq/KBvxnotJrMrLADrz2TvH1ODYgBL\nlLgqyWr9GjKfqFP7pmoMmFvuxVI83Ck/z2zzkIOvPWObLI9rJbsfCssBAQbLF1HjgSfVHQCgG53R\nQRFKx/VuJ8ePb9BQbtBVn1RjM2TZefASQ0WHe5ATZSodEUKyv1lBvQXt9rxLz7UaD0BHUiArsh+5\nJc4Q48rj3YniVX5n15HQQYxOqptA41C9qzoyxNg865UvYQAAIABJREFUvwMkTwwPu45t5v5vq/R8\nL/LYSTnXJQVrjh+VZwxJei41TPmyhUEbBqkbpYRDwaTghXxVN5QGmVFSNU4Iu+w+i3Uq9LAHEd3h\n4H5l99NxnTV2s4ZuUadJq9hbS4WgyzvJg5KNmEXNXqTeIYt0WYR9y2+6Pe8a5pCClGNt0PAlqNvL\n66zx58/61H9Vyln9uqlbgi6ap6T5MsqXaZNJmbI0LIuWYdCcRqUua3rO2vpQyDknXZdV433R8Iw1\nR9Ow6jp81cvlrsdljH3k1GlO44F6HOdnePWlmO2wrpr6R1GXvUjQkJKoc0jyC+ik5j0G1YeBuxVD\nACXYF9ce2mwqLhQUHEZD0p7EQxZixN/etOqhWbHMQuW7WaM+l127qZ4RRY1Hpb32Y7w1Tkag3bpk\nAkQHIoWCXYtxc+qTBd6Orj1eiJHFeJH2z0LpXpE1SmEunEjGnrjstZQ8jsQl7RwA4wc6V5Ie104p\nS9PXTaNX+IA6xOBk+86LDmPEiI94OTsvdeRrxPjf15H55rzQkqn5DuTIejW8bBQVVBQIwGu/ojc+\nOH58gyZV78MtBsYJ1OZZN1gdBo/vSB+Hd8Z7QJtjzIo3s36Wlmcdk59V982DGmZJx1cdd20AEWFj\ns53rySHo7zYlH0Po1UJkzeb1cJCQS9ahvdh1JCZx/VdZotFWuwaZhXofFHqQhBeM5bwE9Ze7QGqS\n9bun9/pmnjgQvKCvVSEji6QTz77k/DdrQG/nMjjQzkoaUiyeTdpEGjloKJRb0I1Lob9YCJ2Liem0\n6ZbfNa6zupy1dDGNXr4+Nc5hgHjnBCtwj79fnmV0zZnKg9StWSnPWodOKWelrdJuypHFNqRFw7qo\nWzd1a9Ywb1pfnsq5U9pyFKUtWWP9IPUXaXiuGp+rui2y3uZC18TC9EjzXlJSv6zql02pzxq6QHZk\n7UEJeu1G0v7JuoNGhX4Fz0iRFFEXqxeKVBG3uuRZlxz7POWu240u5m3WVBJDLnsiCWsCvYoKyIks\nwlWUIgtD0Wsra+FqEWff0oYtashm5N6eKYnpCXnZRPnouuygLq9mK5+gWx/7dqm15Fkk1kSctdvH\nGteAg13N77rpqViUHc8vma3pvuu+pe81dttRmaAT+RslAspibr4rQABhGShD6WhE3GPn/zZ7Tfa/\nr1NF4TmYwLl1h9dTu3F4PTnEGbPm+PENGp1PzRK0PxTVYOfQiUBY0vMRAKkGoVb7DSxHCEp6adqk\nadRe0zEvNWZJViKxUXeWyE+RAlCiy3kcDk6L2kkqedExwxbkRdwUsJPL579Xjc9hR3xndByprJLt\naO1HtjyTUvY513L9V5XA9CJt90BoCbrBg3VSFWZfvP2wm9KZvpM1HQl1wvnQjqBy5+tL0HJ8k9K4\nau1WzUPUgay7WEfqPun5U0kMiGbXYrvKWeO6RJ28OWuYpW5Zw3g5NMaAE6y8299JdSfWTUpvgYSH\nKWu7BNxP2L1iHNdRWsZYX7SWgbvcpWEOrdS7sjCF1fXShUFNUv81fucpa76uWsak52XUOvTql03j\nc1G3bXpcSFQIxTxpLsVxbfPJHMhtTGzPGQoaFIZBCZmMbEOnHy/rU5/u7xqem9ZRWoek3CUN3aKp\ne+qerlrSsKMdGdqLQsyLSNEnKSfS7lelEuNjcTZltqiyAgKiZibxR2J+scRh2ilDaEASgkhQIaZ6\nVtWjpuGvJZr5Vqjau1jIfS/JOzU2GTHIQK1bMerj3n6qyfDc+TIo5UWX+6Zu22J8cb6RBXQZXjHx\nfwwRHqkvfs77S8TRpk4767XaNc624Ez6wuuHnTfZ+TzL572HjPgN5fTB8eMbtJ9VIc9D4WEwiFj2\n2X78wGNxSIQguKHjbxRu0e5bDoQyDdJ1jKr6fa52kixUqeZBSFWH4yx9VgUXXmj+F1V6EcACOqcw\nNc3FflNWUao0+E3HQtYuN7SvpR99WQpy5d3h7MRg93molOZaI67Ww6dyYAkRTOf2PRYqVW+M89iM\n8N68ZG/nbapZqUw6MyxDJ71uT023RdfprrfhRVuKrVLGrQT1u6CfYsgHDXnRWJDRMG8aniX4Lim9\nl5iFp6jiODkN4+WF+M49ijKxO/oKY1/a32/S1knLRXpcRg1LZOikXurZ1sP7F1hNW1ypKNDimKV+\nzeq2Z8TmFmkZktKWddkeenbVOI2FOhvzrGFbNORFXY7GXrK0pbuew6hHijVw7CHWb6se6bJv9zPk\nQJkpZ02PRZevQcf2g7TestYhq09ZOS3KU9JjuOiq+47MKBr8XhaPJ7HHGZmfbOYpPcp5VPRnsfak\ntNOAY6EW2XftrquoE0LlEy8vxoLoa0nuILEHtEd2JqWt6Dd2xe5La4nlvZRizU63RgLSJtL9ZUYy\nRH7Um256SVLXbxrTEgWI2aDYFT6MEkYNPYhs+t+kU5MRicfqqfsey3AaCST4VGVEoDi9fBFKhDZR\nYBYjiOzywz2J30E/fnD8+Abtd6oUE0FQFKPTjmTDtbyye9QYQbwZqkK/lWsZhNL5o9WgumTp5zUm\nJ/SxjzmJPx5S4n/Z/59U9TZUIDE1Yq4YHa6DCkeXXlRXGcA2kAXPhgR8Bg3aOmB0F8/jXOTfszRx\n4tCZk2IN9eAN5QA9+AswUaBJPMjMA9wKk73qwWK3vP7j+qC8xPAuDcum7uWp7VMsTL693zXMWesg\nvb9cdwqSErRZSf2yReA9KxaqMsCddUxWndDII/KF99HrWIINb8O93TbzdpTGwgDMY1a3bpEIAMft\nm+B5AB3jicEj5vwMQ9xPYUzYKn1Qliap++mhdMm6D5G0MWjRbXnX9f7c+4AK7mmOv7dx0f3loa1P\nmp5Bi25Jyj9Jax50yQ/1y6pu2zQ8s6Y3KRUF3HVS9x6Zqeqz8iDlbtbSv6lLtVhxDHVdjATlGUsi\n3kWV/rtu+99UQwFhsej7Z/2qm9701EVf9KnGpKSdbqzFgx+GzB57huMxYzGWaETsLqqRkERzLWgO\nmhZqdlItq8b+AY7yMJb30qZFsXaP6iereuUuRSWQLyZjnnEItYJOQ7F4SAYZ6VUXUHtughc9cArf\nWZa5uQ8eNaUEL/ZcjBVyzvOcIr029+ZZv2mDxgtS9QMLz3cM7L35caMFfIKmIkAp1fx5gqYICANc\neOCcIqPupY8UdrIaMURZASadaib71FcGyJoBWvd99xhTL7nY2znIrW8QC/oDsW861gzF8KE/6cpf\nVAEsGZmoEgya14HGptwlfc3SfZZeHDHQ32yj7U6EQz0XWjoCL44+97HjWiYbpXYYVzq4UBzrNeJW\nOUn9VqISXSq0V2QLPvphz3rrUtba90pTVrctgaI804YBhgFATpyv9UoNyJobWoKrvu4CQy7t6x6H\nu/TTl6XSr7JrnFnwWAYOHOdudo6v9ZkKbfpFun7Nutweuvx+1teXq7q8qc+rtj5p66V+yRofUmfK\ns++kl/etvsckzVfp05f3ULpbmIxhCeOVvqqu9KetSxmjQVq7FPRoMS6S9oSITlHN3xM2riUJJXaQ\njg68lkXIsbi9UoacH6n2UqxPnPSplL2hTuJSkjxYeoEBo+I91ONN74Xu/KK3UvKMyjVTSSaqiSKL\nMXlJNVZXs0ID5c5iKQDLQ1gPN2jWLb/r5f6u6Z6PxsSpRc8bcONBA6D8PGUfWZGOygpPnPnpsQoc\np0Jp73S/O2WzanUhDJgbXZw7qbJnGFEHIL/pSiFSeCZkXTBZ8dA9CYTPpONgO5RmogO9feW8dPT4\nFd/nVXqWTT3HIfY8u+aKsnrFImooZJI10LefFMbOsw1B1zBH6A0ezW8Y18927i+qGfFuC0gE4fml\n+btcbaq2HgCCP0AYkkxIt0fInFRp8U1RSmsq8aF953CsOJPIk0b4cVoD+ClrNEqa7BbZdXgRvsAP\nJ6V8v1yDWpMie1Apae06pbxqmFc9L115HCneq/q8ql9XpU3HMkJuZKUKa9v4K2nR7p1iCPEm3Ftw\nlIUSKjKbYAoQGJdHljjgXXAQx5PqHMHjwSuhP++BnNIn6dZtmp5vWkrf92uhRcsci219tAtLQqEV\nfnza17LkY8aT06TQSAihpP4qjfOieViUOtaJvRd2+qqoxj/oRV8VSwHqNkDUu8z6qklPzYp1fJ6l\nCp0Y3bCKKjGjFrErNjtl19Jezx2dXffM10WvJVU/hi4qojzKPa6676n8pN7H7guxEJadqR8lzbom\nq5BEU1EiawwHzfqkr/rp85umr1Jy+UJ/dToqDD5r8wWQr1d9m0QCg8C5GEJXUKQ3x8ses8wwZLSF\npADmDYUS0MV49Rcd5wloEBDxm07bpzy9UzQOp9HKbzouNJSqUsDjdygElePWRHHucg8jNoxhxB53\n6es9/naDQSzNM88xUuhaUug9E1Y6OkrIT7JzCMmQQOTUHxX/L6r1Hj0nhtdF9view5kzgCpyDPuw\nqTK4xJJfSnvYdeC6RNbdtEi3dmGlGyxXvp4F42jCxxRF7B2C0WLiAmHp6LKmZb1KW5+kLoidreti\nTPu+eJmrnn1Urxjyosv6UL9sWsbwerp5jSolHkRM9lwMGN4LdDWyxToe2kvboR3pTN5V9j9y61Uc\nkO/2c+mobN4VTh+eOk7crKNRk6oSXErCCrHQsQwFBtdpVh8r2uHUMoJ60dFBwbvnKN8tvfSYJt27\nq6i4wm9JWlXXD64lDsZ6NOJlLMhmU0522aamppT2hIt4vVnvehFFp2kmFCcIj59aiPqxGyayF98U\nySfsRhBV8+saRhbNU3vSd8wOZiBWw037fWMhOBVZfnr7ogv19dw5wGuFrRoUMuiVQnD8iN3+pGp0\nHjpW7MCY4Olmu0+y+3jMjd8oQ37DdOHlIw/sZE/CGDLrnjZggxTyD44f36AR+GcSQQM5MnNohDJE\nwbZBIRSVpyIWK5Cf0vyUvrxFavo4RJzoOUuP8iyc80EhJ2QxMgbQg1DXODJutJwhoKD1qpBVj2Mh\nw+yC40wVRtOTmEh2cxSPkw/y53V5hjtp/I/u8iSkUXUjamf4luJlDe/S+ItqyqevbYB+W3WcDEwm\nqhZ4VoxLrhs7YCSlc7hvebkuS5d7VloDMeR+0/MijSkG+3kdd498yIvG56rrl6zcbVqHSM7YD0dC\nnUKJYLxo91dFHUundGgfO3S3Ma72HDMwO7XIgDN4fOYGjbgy12BUETbeAc/pRUcB5h1eFZve9uW3\nU5w4G7Qt2/1cEX5RTAbG0cfP6dnSduJzXtgYWo7KI76dC4YgYmUPfdIXeQku0BuZjlR2YVkASSGz\nprJgPK5l3Ziju1tJv5dqwkigqyoco34Ri6ZBgKxvg4qsMbG4z7FD4tyr7ntsbSgo8ae3L7r9eT6y\nF8Rp6+XHLEOMHOPrRg06x5OU2OeqTSRBPhlzD+/goDCPkflFdUmAZ1c6UvS55M6WU43MKxTSyfHj\nGzS8E/dAgC8MLHLv9BacrVNDfo5UqZGntC3S/AhDllLEX74ukS6Ng4qxoBnX5nawX8jTpY9MyWWr\nSGi0H9dR3JOkjndVI9LbecgaThCvAf3pjjiozsMYdCMZ5m7TPdu+1xGcoFf/vPz/olKea5X+oVV6\nudkJWaHcsNJko8L9o5Q9ceRNdYJKxyxB/oduaXe1RQF3Uvq1xIkKzZX6SOjZvQDNSpesYV51e8ux\njixHAkXnCJGOB/ISeCReRlYNadRMTIwFMtgWjMWD8D3+iBfybOT5LDi+qnrnDDwUKVVyWDKAAnqo\nQnRqAHrgf9FRweElufOBcwJltdiPV093VgQlTJ8hwGVeTWtkU/YpiDwpFlxL2oscs7RiLTEw0vGv\nxUMg0QOD0hVar1Yg2fb7Qu2xpDyMYD6k1FPaCzralyFI1cAFooq2EX+TJLI/MWBz+X2ss5lK8orK\n37N+Wj9rXGZN903jr4XafVc9GJfFPmOCkiXYIjQM3dV+XxUyiyLB2YRRgZb0OLI7lB4bwxFFJkGA\nBPF9p3v0tCNHZyw8rud/N8ePb9B+0TEgLlXlgKaX/Y9ycAqH85h8Ton0Ut6KQVuCVtw26VFiZFJl\nm5j/7gBTvQPKEQPQd3GfZ67M0KRIKumSNBeF50l8AExf2kHTWeKVVNfB4eggO27soLOvCiTJ0i70\nM474q72LJz45NV4D3PH/59IWqpv8Kun2Ln3qFBlxX6X0e1WlvtlDePAXVZQCd0vWoNeI88QKoCqN\neNg9aBxIgN+5xKTKsy+DtHWrxnuOz5ErV9z+wigJTxdFsTzKy7cl1vByPRsNagVY7jINSuPeroRQ\nZAwatAze0OfSBveGyRr6narxQeFhpDgXoQHmY5h8CQwG8VLe9dF8j6DJ+sFpSvoLqmKQ0lMa3leN\n46L7kHfD5fvGsUaMONeL3sXmnNB0YbSyKEpNTU6qnER5qjBgILBBkzYt+5qvXuu+KJpkEEd8oxkp\n1jWS4BGFre97WwMRDmJN3qxpv1fd6HPTRXdRkeaS77q9PdWvWT19RbC8PRhDHBbiUE7beUISKdG/\nt/ORP2QLL9zjnMgqci4bR2NEDvX7MIxTecZNoXy85m5u7o/C4R7S0ZA3x49v0D7r+BZO2TB5nXr0\njBvZ52h5h1jSrlhSSfh4f0hf1xp7d8rYnU8QDk3CsE0Kg5VSaU4+JoOkpCiwW7IlvyzHUIjLGMAG\nio+xf7Xz3TkCvIDynNqUKrLiOYAMWbdALxImYn747uqgNS/C8ufPqA3Z99LlEsZNKn2O9+9Uopfe\ncc6djmZSf9JR8B0Z4OH5CnWe6/QmL/k7qZulV7wMR4rZ7uvcMKgM1OLPRsk7rY1y8DppeL50PIkl\nL6qGOKsmdkzRVr3IPCQdDSOOGygRhYTnw4DhMTld74jKn889pCPCIhaKUPEcz4ZjbIjRoKT4DkVX\nPPbtKuVRkcCRH3ok1odF3UV2yL4XD7RWoo8KH7NGRXHk4+4JbOnzVCyqD6O0iHT4qx566lIMaCr3\njgHqisB4KS+2iImU/ajpyFo1simTclk314lF23ddVXdQfxT/5lIST95EKeWb3nV7PjQuOZJx7qo7\nT686FObeP/P4K54qsozT5zRLcTLypxj3hLF8s3tBF5eiErvcYhyJi3hJI1/kz3wioeDnOtaSKjUN\nasPx4UBHc78Pjh/foLlyccqxNV5P1dXC8LVM5taj9PhZuf8+j5M0pjBEznozt3FiHZ0zjlKhEwvX\nN3XSLUnzXBV930Xc6fmU5u3YTChCXusq6aWLOF6WtM3Vqf6q6lS/q2Y7tpne6F6//9A8i0QjdDtJ\nLDfrau6RVZNRflbMg0FS11UDzk8CLv5iN/asKxRfK9goViYYjWUi+YRzbh4Khmuh1egodJhU6Q/W\nRTDYnmmJQvAYFfQe1RroNNZxAKFl79UKCwYQI+Pri+ibX8tnoFXocVLhoRihHzu7L331q2p2GfMH\nepd3pM8Zh5bmdTrfENYh0aSNu0EpeeDYYop5kJZJWsaapn7Vu2Lvshc9CgrCGO11KTWL9PZnMSzP\nEiN7qlbbhyJklwW2oqHIMBuGPm0VL0WdfduhWrMx0vEpdoyxI/OSNH1WjnVKO3XaFzJU0k5tvuhN\n7Hv26flFr59n9egkxph1NIN9zsFkxTFhrDA6UPMsTKWy/SQ9JulC5uqgGo9wZ1KqDghjJ1WqCuPF\n56tCITCHQGUkCiFDUEzIPsYOpgQGwgFHc/z4Bo1tnF35YMA85R7vEF4NrxJvFg4fj9O81zRKfQ7v\nveui3NWyRDLIfT3Gpsh3aBIj9aK6XnHLxcEdpNstlLuy1JUJ3i9lXNdIkebe6EaQ/lPx/VVh1BzE\nSFX2v6hW70dmiNl5Nj16iDYzJ7AJbvNhKkhmwxCiO0F7r1O8x3vpy17S6NykpwBDJyLkjA/KcVMN\n2LlhwUB5wJEJTEdJFen19r/f+7OqfPAcp294JvELlDRtANay3QEGzoORGBSeTRvxXPAQMJQY5a+q\nk5xroPEc3flz6QPqotHes+QA6FlP0GhjJAgDzwRlcQ3GabDvWDuS7Ds3hF7+iLEpCnV8ZvXLonx5\nqu9XXdJTl/RUTemIAakVF2PJcl14HQYIlJbKJ74XHQWV33UTC55JHJnKDN636CmmcCsIa1WnW0nL\nByEGkBjExp81WSVpKq5t7M92Vy7ojWUEVDJ51Ve95q8at6fGZYmYL2ib1GIcJ6miaPrQU6RHOwen\nB6R2U3icv5NyMT6XMi75Gs67BlWEzvWMp1OMyMygaqhwXhhv2sb8g+oGJVJxHwdvtWsIO3Q6OrjN\n8eMbNLxgJrcvpmVSoXU9kI1Q0NnQMs7fblL+Iq1fg/4bekUV+RSGbSudzu2Y6+himBdPBlkk3cqA\nlMpBSr2U50BYaS0GLh1jo05Bvw5xzrxp39plyUeq2Q0QzJSHCl1Gub/rLZ6FU+c7uOCM0z7ABYYM\nY3axxIxOgWy7TupTxCT1a6C0znc64BrGgc99PDmfdGTiSRhFDBhj72nATmVyPw+AIk+zDRqQ1DNm\nQIkYEdLzyeaSfe4TFOoEA+AJMZ4cgkHDW8AgYryg92T3QwHw3rTTGQlijE6nkjzCu6KwcPpop3vG\nvA99SP96G+l7KAoP5sOZs6Qi1WtTlgYmVJLG51NbLz2nh4brsp8bRuWo3WLO1dJS7EqNMaoYKw42\n2SS2JmWx/11kJZJhWIsZd/v9IhMxtqqJBJJYOsAO3ZvYlZu0/lVdpN3rs9gOxjMlST65LA9dH3OU\ntEI+cTKg/ViGAer3ZAvPD3BqGKqZ2AFKoVOUVuul3BVHmtjnrKjoQhuYFx6IZ2xxmlrlkuy5Pt7I\nAl61e9B+DnLbft4cP75BA7J4qqdncNGpHjDCmElVi3sgvPC5eZW2N+nxCIO2DoHOoMy27cgoeSUX\nZGhROEE/KRIOblNQjjkHzahcjFkRwF7xrOczEkNo8k3S1Me1fSddiuf1mKX3ci7OP3LjxezdqD50\nrCSCEQOokJxEuIMED69E5UUm+N6zMl3mliLsWdK6RRxyWcM5GAbpkqSEF0b/M3EwbBg1lD+Twg2g\nZ8rBlXqQWTpuGuhQFW6WLBdenD2bMBqOWpjgGEKQD5MP2q+N13pcF8/CeWUPxEpVnsmedEOEwTMD\nsBsPpzIxlI5QeQeuwdiCRnmXdmA7+x/PB6XUKiuQLAWqEVBoLl9Ya9x1sgWQ/VPqZ2nMmy6f3rTc\npK2Xbt1dj2nS2vW7EYpLKgp7lLgUO0hTC5JEjE6rXvVF91LzUZJGPVU3Gd0KevINWwNNkahCbA3k\niOFbFZuJUnE/NhLFKK5iqxsyMKMuSbEGWervCqqxjU21BR888QOjBX0v+xzKhTH4JC2fpPWSlHKO\nQtXToJzKNjYvWeMy6/IeKS7JHNRdTpBjD+34GiAYAuYK8wXZhHVBL7vMcn/WczoF/sHx4xs0KBi8\nDRSCQwziDlLld3fOTkdIW2IweQnE9PWtKuR1jcSGnEMxr7kaEYwH//+R6nhNkq69dLtIt5eivD0w\nu8YEXpb4kQIFjn38v0m6jdJPr0EDbFsYtdSFUbxepHeEP1fg4KycO1CD/aBP0GVvqjLP35znurJF\ncMit7DlvW6zbQ+afuerQeZamLWKI6yINCDlowFeaO5rysW1fwieSVJUryRuMO+f4uaAhVqRTxQDo\nileMkXGlj0yhkFvq0w0rn9GhDA7v485XS622SM/jbSBMgphebcGv7+2eGO5JR89mUDX03s/SEe06\nxUUshjgH44RgeVruJ1XUS2DXx4Y+5HyM+0Ox39sfR4yty5uG513rmDRPg5Y+JlacTgr+qlGLku4a\n9dwpwNj3LB7EOjPS9tkuhpJT7DJAMgibbrIfwbqbqIimgeaii2sySVIs7Gb7nTByfJfV73eMws+J\nMXbE7ayFb2aMbEnHOLPsfIrFXqX1Kj1ekh7XUXM3GagedgybuqyhH7UMd13GJWJrPB8PFnDgRSk4\nx2MQOEIYRRw+5i85DvzvxvNsvn5w/PgGzflYOFmfTAwkHYonCp3isbPiZeSCmu5l3dm8Hg0CenO0\nWzlilqQhleQPlYSPMShLSbsHm1cpP8NgzovYY1HLUpYI5ID9wxBGC2Q4L9JjjRjc2Ftcbw3EhgOM\njvMsV/QQyXk0B70thVz1qgADRxp9iz1mg1Fn0R7N9ziFnOdbLG1rxCGHSRrw0Cid5Mak5egduXlW\nH1wnngXXQk1i2EA5HifzuBudhKEiMM6ElarHwMszIcnGAc1giJ2qpAPc0CEbyGRv37nXCnTGu3AU\nx31d1ukf6Fbk389lYPGGXUlC77qRxktjSQWIAPQLLeYUAM8j+cMXULrCAol4ZqrTm10Rj3J9J0lj\nVvc6qx9jlm5dVyq7VDovaL+lxKliUTYkoid8QB1idriWqiBU9Z8060Xvei91R9gDHANG1X9Ju2Gl\nsHEtYcXWRevetmFb1K+rhmWLGBYyyhiTKMUYed8i/zh4uzetXTnlq7SWWpm5k/pt03sa9EixD9ys\naTfaZIV2ORDyvn5TJkeewQhDALjA6LnzI9XYnycZeZUS5BXUl+1aX7N0cvz4Bg1Lg/IieAQ9xUCj\nDH1ApKPCgYZU0GKf32r1KxwNjs4u5TG3IQxXSmG89t+XgsoYpAJZtk16e5e+PKR7rgwC8/5WjOIw\nVEO2rtG2txzn3sp7kGnuiN5ZCHQjhsdDU7wX8vO5/N/b9TS/TU5Cfzt4wBHDeXekOvXVsLNEYfco\nHXnQSDx2JgreYbLfKE68Qu7JGjAPXK+KGBdbzODMQP2ROflZx6okHqoBcjq1STLGu477nzHhneLG\nmaLzPTGEQcw6lizCY2Kgso4d7QcDDXICbXX6dnDIkgRtoiQ5h35dVD18zuvtB+PNde5Qcr+SVZev\nUv4kbckUJe/UIpFs/yMH9G0q8edbOHTdtmkuaK1T1id91qBZd91ERXuPoEUM66KnYvugurB63bd1\nqedhqAIDskCauot9iadR3xFDNekpMihBfltQTtv/AAAgAElEQVSJtoXhmMVi7k6xp9n4XDXd8zE9\nX6qZWNIxqxFUDuK2eOTuLJTJvlyk+ZKUk7T1MfNHzZpLtJAqJr1WXfJDt8dd033TwCRHbjzZw3+j\nLFYdUTmhAI9hZ/u92d/INnqbv5El5Pnk+PENGocHrqQ6EVyheP453oFP2FKYVYt0nUoW41yVOnqM\n+Yn93BmArSjtQRrLGovk5WSAdbO03aXHu/TLvZY3W61JnwZp7LTv+Jxz/D3PYbx2UJArSECWPNbl\n4QmagQ1At3N4rgKMBl1DbgBdy/VeUQz9zDo11kvC+N4ugSYfz/h9m2KpgrpAq3vRXTrWKx0QjPRG\nOf0HYiIRw5GCbMDwGD17iwN54Z5tMLs1bCgODOCfqSaFkNlIG5fmOq8zSad6cQCMG6gRRINScbRP\nn9FW55xx4oDW7gAgKAgwa41ApbTHOWee7QVIneqHHsDAL/asErhNhdvui/LNtyLnLEvAE/PKEig5\nV2agwlFKS3n1lDXNs9ah19zFtjJRa/G5m6BBi5Zi3N607bG3Xm/ytP6bnrrpXVEiK651Qxbdn3e6\nkgxJymZhPEkiiWFO5VkRQxv11LCtGudF02PVsJT+mXXY+fwQYyUADm23qVbcYazIYOTzPpDZMiat\nQ6ec0q5cekUxZxDroEV9XnWZn3r5skVb0F94+J7p6+sPmTf8TTk1N8DICToZJ4o4q2dEflL1onmu\nJxc1x49v0Eizdk0MPAFC/KpqzKQqCM7d472XSXR/VqoRXYMhwwFxxmuQdN+k7T1iQp9KfGvPVisK\nLReEsS0Rh5u6QGptebJflyK7XXnmUBiktVKFziDh9LO+lQxYmDC3Fc7Web6CO050recPAIr4Hp2L\nnQbxwXIgXHTt/Kj6M69h1C43xY7WKDT4UaiHFhYPdkNviKwBLZpyLw8kQCKHP4OJ5zyq03X89lRo\nDOj/qyjrRQFWryfmBrhTLcqJ900lEIfRHpPz1HccMia1x+nw0N2QSUcPRzoaINrnn6/N+dK3moJY\np8dM+ByDzXVw8TAUb6Eg8yBtl+IgZVPgtJ938/47aTuVXrqfilO1rlr7VbpK29jva9XYEiZS9GNf\naPYl65XERptPXXYaMF4pFkh70gnVSsYifCAvSfuz4vNo6FX3ndKkMPGsQbflXZ++PDR66b72QAak\nOrFwWOgHJjaLQCmmWmQ794rtkcZOyzAobZumx6Juy+qHwKmStIyDHv1FW+q09J2WXhrQiyzSJwGq\npeKRHXQq6xsxZoylr9f0mKzHidHXOHFeIMB1QnP8wQxaSuk/kPSvS/q/y0f/Xs75vyvf/buS/lVF\n8//tnPN//+GN8Ezd+7TkjgNCw3uRagaEpzzT0QoDMvRS3o5hA18j6g44WYBJ4WGlN+mnoXg2nkX2\njESJPfMvH5vPK4EG1608zzxT9OGbnSfrBq+A5JWInCLFSfK1iugiqYIbUCPd6ru/uCFFb7ktcYrf\n14FOkqZCx+43wfOUKm2CpXxRXYzp/Gi2BwBZPd7jFBtKEsPmGV/cz2NHso6B0vFCwhhfCq6SNEJn\nO/IDGaKEjNpWUnXKpIqweD4Upe8z5fEt73BiGtCzKBbqQXrGmb8nWsDXr9E2Dle2ToNxrQtia9Tc\nUPqRpW4NdLXPQc7xWJFTl8xT6ahIC/3YX+P3OiSpyxrzU13O6rZNOSV13aYtHanHXIKNMT0vGkSd\nx0gQYc0a9SHZ1ywdBpluCFqRnav7MuNCzMO4RvmsKH59eS4a8ThBo5484WPWxqKYMyiMSVHN4DVo\nXZV9/7ZOWvuImXXrpiEtgdAU/d+vWWsvPW6jlr7XkGcN2yblrPmapJyjjV7tgzkFVeh0EDJKwgiy\nT5yC+qJZ1QHzse5UDd5Pqo6ZI4kPjj80QvvrOee/7h+klP6KpH9J0l+R9Jcl/Y8ppX865/yt9EjV\nknB47IVOpaO9GgQKk44rEzlLyktkDX6ejzEtp9nQtYALvpdCUb++GN0o7VaESiP9It3vUuoiOQK9\n7oyohyo8cYjXbPMHMLaOxhzMOMWNzkH2+NuRmxts704HCoAD5BWDSpcSd+N/GIg1S+Msjc9iZwh4\n88NBQz1hxA0Z5zCWJH/QQAbHEQOD6NQfynJr7onhYqmAB09Nbg6T14PYsr/xAlxx87crLQ9IOs9N\nO5n8s46KgGucV+5VER8GEDQM9UiShlSFx/veke8Zh026vmcOIczuREqHuGPKqtlLHj9j/KApWYrD\nczc776tqAlHRBd1FGres3C1a+0hJX/teSx/JD+yPthWktBaLSBo+C5yvuu/JEZ7YwWadW7mH8xqz\nKHK87EisHl5r5ORwtINT7rFDxoSxIAbsOQIlczQVQ7aVpvVlIq9DVtYWDkBRqd0aBm/tIpVFSZp7\nacihmPp+qfQhigml6F64zwNkjja7IfOtbRh7f2c30E770B/fOf7QBu1sbP8FSf9VznmR9Kcppf9d\n0j8r6X8+vUM++U2nwPXTKXRoC7EM5aUCW8ZRkSKs4wapHuJxYMHqgUHSZZI6vCnaZNkX6RYC9tJF\nrO79EfupvecjBcjhiRxu0KSqO/iOvzFKXrHEE0SQP/QN7JGHPgAxgBv3EwACME/8YHsI+wAUmA+f\nrPvfZ6lL0Q+dN96NkXOqjBed5KgcS+6wlWu9Mv7ZYlCgqhtCOtCr6HssyVFXsnM99tfG6NzTRCl5\nEoXzt8SheD+oTg/I01euEPjMvaxe3ypJPvPF6BhpN+oNdbX3q3RUMMROcABop+9/RJ86VYlidE8f\ngU/2fTtXoY9xSBnnouT7TrrmrG3KWkZpGZKWFIYsSlZR/5FXGUwZRk3Iq95LZf3IiCSRg6okZAH6\nHmeRHxmJIO960btuuzFc1Su2n3lXVO5fYgfwUbFprGws3RkB8TM/kioNjWHjMEq6e8T8cgWRb1Kf\nqiHboCL7OsAPXaI/0qLX/k2XtHxL67hni5PjVDgd644N85PxQieiRJiD6G8cVKkqt7/D8Yc2aP9W\nSulflvS/Svp3cs6/SPrHJP1NO+dvl8/OD7i1h+rkaSEGkxzvHIjvC3gLfMnl99DF2rG8VgXNnHvV\nEUljGDrFREqSno/gnlMX6CM5vZbjvttalgUUBY3+8fqIGCHkBFCAvc6qVUlg0pADSgB66MF1HLF6\n5g1zyreYQ3dIR1Agu6eXjMPge9jJjW62e45lDq2rIttNxWvHmvqiWyhjLDETDGfFr+OBLbz0icf1\n1Fgko9E5fH5oNAoVA8r36AKsOl6soz4UPMYMA+XeBQqib367Ufd4ldNP/O1xMR9UvIqnaracJ8r4\nPd2ZaClz+hUhcA/Jr3ND6mPidBXt5By8wrW5L/2DAfPnOnr0JTuPmHt9YT/ypW6oGdmH826IiJ3F\n69c0f2o0sgv2Vq5/aBJ7k9XtYlb1OVDbmsKE5VIxX6Ly/yY26uy1qc+r0rZpw6Ejxsg4MKH93X05\nA16lp7Lj4DDpfTw7aZilbpNyih9J2rqkre80bFtUCpHE/mtZSVsXtOOhz3sdnQzGJNnzpKo0CP3g\nOGFopSqDzGccM/6mIDf3+87x99WgpZT+B0n/sH+kaOq/L+k/l/Qf5ZxzSuk/lvSfSvrX/m6f8Vf/\npvaO/JN/UvqTf0LV8/R4GRPDazzS+Ri/0tnrolgDNkhLGUT0BHOZtYD8PSpKPY3EzaS9ksguXFaW\nJkmx2eQoTdd45vMZKfyPtTYPvclz3TbTdI/F4uB8kfT/KPT1RbHQm0LBZwUdpKqv6C4cQUJXToG2\njjvfIdPYDtg0nrfQXyne/Vas5zxL+SF1XUmAmaREhhaIDOcEry/b58678iDpW6qEgwaSjehrYDg8\n08XTkn0g6AQmoBtWT7PHELpXisJpuWDPjHXE4nyyQ2NmMde6IUVRoHxos6MyuOGh+ense5w+HEH6\nFmFyfvraXA8qU+kT57g9wcb5a97/LEmGg34FcdKvjD9IYIqbRbr9VoD6qGeRyp/0WVLGLO2IChTm\ne5xBM3baItaUV6Wc1c+rum3TOg56DJNSCgQY2ZTRaAygJKW8aVqeGuey0cyoWpC7jRM5jYxj8KuO\nHiqy70eRqYxhLLLZrxFbWwYpbVLasvpl1Tr0u8GVJJYSpJyrYfRkI6d/nEnAw0f+SSJh/JEXn8eO\nRI0x0xLX/I0/lf7G/6Ej43Fy/H01aDnnf/4veOp/Iem/LX//bUn/uH33l8tnp8df/edUlZx0pFyA\nta86amAmqSsoU3aPp/T1PYxaS/fRYUnSS6p/dyliZ30XP+NUvK6C2HavH2XUBc8taa/fmHMYUPSG\nOzDMaXQAbaHZDkLQ0YPCGHlR7RY1gT7RE1DcWUcHj3AGertNkJGqLuXAmL2q7vKOw7VkaSkL18ng\nTCkMmhR9mZjYmz2IiYs376jLS54xcAyYw00QFpuGOhxG2XqJFBSlexWcxw+D49QfXhAeqhs8zsco\n4Z145zKhveO4DxvVeRvoJ4930Q7P5mGQWo6ZCtpu0NwwrXY+92Xw8VhcqKB4eV+WyPCebDTaemqg\nWUd1XMOx6bw6hdNxNn7Dtuia37WkqMm/WUeAnKTIZmT7l5SlLsfasGGJtWU5Ja19LyWp2zZ166Zu\nzbGua+i19L36HBuTbimp38sCSV3O6rdFw7JqeG57Vufal6F05EMciv5mCcdif5PURJ3FSTHRGNs+\nUNg6SMso5ZTUL1kdBkPhVOdNWjvtMTVif1lJY16iOgjBcMYP6seT6xgXkBjtJR7miT4+jg40kGGU\nTumPP/lL0p/8o+WaXvoP/yedHn8wyjGl9I/knP/P8u+/KOl/K3//N5L+y5TSf6agGv8pSf/Lhzdy\nisU9NNn/DAL8HAoA4WhqhV2nMEosZl7WgraS1PehgPsyH3jUusU54yBNt0IxbqG0pUJFVtmuHnEx\nZlsZ5FsvpaWu5WK8PU8CuZeOGeboMGQBah0w0LIBOFGb6lo4ZA9nCyZutPu8qBY89kQRDxu6zibn\ngO4HvIwp+nbdpLH0a0rRdx1odmhuTCNQtF3zv3cY/e00HZCaDnRj4OtnnEZz6qc1sjwPY4vR4llJ\nx2QRngn9JxsUYiIux07xMNi8k8cXOruXDxboEiPBu3CedDRWTu309jnX+/N45tx8vtk1CCX9QYwR\ng+wpuO5l+XFVTR6hbaBKlKaPI6GEEsRNkoZ5VdKmZVjU95P6tGnVLNLqnV7sc2QgTs9Z/ZqlLA1L\nUHVbl7X2oCxpS1LupHXotYxRB7FfN6UtayuIp18XXR6zlCNuNT6kbimUX9FPu61mfOlX+sbRuicD\nOUWZ9I03mpZ4Vhqk3GWtYzx3WCOOn7tAas9p1DNFSbC7rtrU6aK7LumhdUqalTU8pORxYRylzdrL\n3yib1ily5OlOiLMtLo8ewMd7d6alOf6QMbT/JKX0zyhe608l/RuSlHP+Wyml/1rS31J00b/5YYaj\ndLDieydIR8/ZOwmv+KpqyN6lXGiUNEjdGGnlUi0pJYWyHYZimFKNt6UiTFnFkJUByHONk7GO8TpV\nZJbLIG1Ze7mr/Vk6GiCXo8G+d6TmdW4XHR3pzT6TjuEnugknD1qQbHkP/zjSQ/cAljq7FzqFv5m7\n3GuSLRxPsei674vzsEjbLHXEC9rOQHGB1DzJQjpOdqewHLVhlVmc6wobRc/9pCOnD9J2ntWNmMd+\nGABmmnO3UpVJN778TYKFKwrQHMsEcNjcADrdilfSKYyIL17EcDrFKVXjS794dR0oJd7NA6tOCTpC\nlY7oEiHDuaQNCDIKnP6C03d61xGLIwGezfVbGJFhVay5WhYNw6p+WrV0g/oyMFTrkKQ1RaErTdKw\nroHCtqx+CyOWynP6cl910rCsem5Zz2nQ2vca11nX92fsMJ1zPH8uBuFx7O59HKRv4/++2B65JXnC\n+xfDke27Qtd0D+lyl7artI3RfmJo7GwwDovmaRKbikalkLsu81Npy3u87ZCXgDwwhiBmkkb8HVjf\nCc3D92WM9vs5e+Cf45R5nPjk+IMZtJzzv/Kd7/6apL/2F74ZyuOhY1wDBOaZW52iU5+qZYGKweFe\nzmwkhVFTQQ77PXrFgmCOTcc1Z08pXaTpJTyy+RHKelmL3OVAJlIgu1yeM41h2Lb5WMwXHQR9yBi7\noaMwvIPW0rSduXD96cCEZV7oqEkRc3OK8qIotXUt1KpUkem2HfXJVSqRifM1yXQuFffHi9RP4Qmv\ns7SWxnZ47lBJGIcWYUGjOJpzZOBIYGuuH+0aWSdJVYFLNW4FPcK6HKkOFArlrJixW3Xk02NWtNWD\n49AwbgR7+0G5twfvxe7UIFYGHWXjBo2Dtkx2LfdEUUKH4Wi4t8K1zolLVbg8LMB9XblJRwRIEVsv\nusyPU7N4Ze7kFJQyFDSiQVqGrPHx0NY/9LxGUeOcpMvjqX7ZpCStfaeUpX7ZND2ktBroKOOxr59T\nOMH9bdNwfWrrpOkpdfdiwHhnT25xmqWlGsmWxUg7A8D4MI6O8gdVBcEYqF6fttJ2BbJ8Fhq6W6Vh\n3qLc11CtRcpZaSs0pPe3T2YMFs6lOzr8fLW/nSrHWDMnZe/k2bjoADf8Hxx/SIT29+Zw6gG47gVO\nEQ4PQDIwXqHhoqr0FjNeGEuffBwoz3ZQVvu+KCZfSP2Oh5YKFZkkkyP1XTEQy1GHSQUhGf/4/qwy\n7TS260ji4m5/mRPIGWwbr0j34KT3XaCo6yWoV0l7UeVtK+hyCbSaFBPnpqozXxS04jgEEoO+lSJu\n1hWBTVPR00tFsodslFb5epyMF0HZ+jYbHgi92PU4Qm4QuR/oBI8TSuxsUvn48ywMjhsdD8KebZiJ\nEnOFLlUe2BUb7XC0B5TGG/YtWkh84XMvKuzvjMNA/I4+cGPoaNIXYaLQ6FcSSrxyN07lxe4Hb80Y\nJLtXtusG+95/+0QZ7J5GnabiXQ1WsivlRWO37Ou0ONK2qV+k4a4oRdUpNsFMqhXn/ecRMj85PdvG\nvpw2k7XN+8DlFcOHLIC8Fn3rKDD2q10j1bH/KqX3mF8apW6QhqYP+2VTLvBzHaStTxqWHO/kdKHP\nE6dDHbG5XkyqeQwk6sCweBKAl6rzogdS1cNOWZ4cvw2DhrcH54+QMQE4MGh4t55v/q66iNODsi7o\n3sFqnkPA0zOy+lDMb/dYqO1Fi9nXLCWpH6U0xoTLc2Q7joP0sknPreqNpLiGWFPOBcE/azNd5zgl\n6a+AHXbGiANa8bXQgLdrGJ+1UKsDHnsvTUtM4LxI61qN2rPckPV7Qx+GcByq4c4KQ5gUhm3faykF\nsk3U7vLJ40rX93ViwmX7DV3XZuT19r0T2a7gW2rDKURHGNJRuXzUqQwE98LoPlTXTnCgAHxxIMaS\n9ns7PFhKG3kOSwrce0mqCwQxMg7Z/XAKk/7w+2HgPR6XVNcbeaHPT+V7FDgUlPPXbqxdebnyXnWk\niN25oO/cS/N4U3FcE8q1Dyrum2e7UTcHZt+jzRGIx1HvxQkjQYZxQidwwAiQUOEVjZ52Dn0M8vKY\npVd0wSjRB4x7G5dMCirmp2hPcmR8KSJaxnxYpbXLUVvS31v2XtwfOXUq0avODAoZtaLSh9gD7WhZ\njqyjMff1ax8cP75Bc+XE5HcPRTrSG04JeRIAnebnIswedGcweruXKzl4bFsq0HWx2HopaGYawyht\nW6Uhx6Uis64LA3BlQZiKwZi1bwTK1jSPZ9AHfa422rvhksouAFM8s+/DO0tJyqv0/ib98i51RVih\nFK8XxeLyYsD27nTkUBRZ6qTB4h7LGgkfYy/1Q7z3/RE/vuv3OBZjVvo3FyWRVT9LTHyeN+iYRUdK\n5xm1hUcLWhntOzrJiwj3qtk1fo4jDhRPmzXJc2lni54wDm4gXE5aqtThsiO+Nki+Wptl13B9u04O\n5OpoyON7yDeKpY1L+XcgCo8rLs3fzLHPqtw2zoqj0taYOqXKO9E+p3Fbg+Gox0MRULc4OVCiPreR\ns3bZAf3UUmktNQZi8WUmyCE0NgFnHyOOtr9duS86LsnQyW/egdiqyz3KARnfmnuV/lw6RaxQdU7n\noQwPRsXHvHVCcCKQ6d4+x0nx92iXZAAMHH3Tr74M5oPjxzdoHkx1xdZ6UXQuHox79e16oUXhxTp8\n5z7uubG3lhszp0XKYF2JRZQJQoq+CtWWUij+VGJTPcrNhH58BmWwzNJ0kYayUegffZJ+fw9Ut2/H\nUo6UgttPvg2KGfa0SC9jcfTvYWhfrtqTM9YS9E5u6N3Au+PwlIavpa291BUkKknrUhaQL3HftMa7\nYpxTmThrQXfLEsbuMhX0ihIjQw5lLBsvxpvvmLAeZ2INF4bIA86bjkZGOs4O7sGE9thWi958xbpf\n7zSSUyegR/emOZ8xc7Tk6ypdKTrdyHWtN+3xFzKEFh3XtJlzcvCW+X+ze9CetoalP5e1cHDfrtTd\nYPCOKHJ3KLwfHBF7//qz3Vi64XdFSj9dmnNxmHh3zvO4qLdP1u8eJ/O+g2IGibiBxrD64lBHxO5E\no4Ocapf1jaf6g3xBwd6vXAOyHupHq+mefgs9k7fQF/tJyBJyxDi1iTseG2NsW8q+RdlObXL+qhrD\neOjD48c3aHgKXsAQQXKu2ykSJp9UOwx+zJUAXoZ7SXS20zld87e0C3e6xLMynouqok+5yFYyqoIJ\n7x57efbl52J7DUWmTUq3Ut3DFbjH8bzauVQnb6mu8jpKr42SGHORdb+GyTLZPX2dlgqi875XBOR7\nSdclqMu8hbF8GuLcNmlepWUr8yGX2Nqk4P19dbZUPVaE3St6OKcqVRRvVPDBcHEfNncb7AfFgvxc\n7L4gI+QKw892FygYFJyXaPL4mis1FKh7zsgBBq0tU8N9BtVF5BxOiTmy5X4+VqtdS3IBa8Vk93Fj\nAbXkjEdn91ya/9nax5Vri1ha5OIJAdl+ZO0FTWEgpSNipG3+He+EoXPqFGS3quqWjxKBcPJ4DkuB\n3MC289ANGn1JbJHDdQtt9bb7OPJ+TtXybo6OnApHds0I9Vu5DaGBVBzaFqHzTugt5Aw5pz30YYto\nnVrncCPpuhzZZmx/05Sjx0raGELrvfokYLJxuCfknhcKEt4fTx9PG/6401FZcD3FQhWKHKXXdWHQ\nOC9vRXAYRDLU2knshtW9bae7OHzieB80NIN+btrtVMlmPz6B3fAjcLSXz71UT+mvvkyCbq5NXhbp\nuURW51q6dMtBsfaPQGvJlR60hStAR5+NQT30QUvbMXauwPyd6SOnxFBOHjvw/gQRezwHysQVXaej\ncsfo4u37M3kOCsmVt9M+OB3uZMmuQ5E4zUi8zrWBKys8/dY4+u4C3oYWmTjqQsGyXor+IbHE0Tdz\nr3UqMGI4MU5dtUoXOfY5TR/4+EhHZAu9vNr3yLTHgXDoHEGjuP1oQxYcrZy6fLbVjnyROsjXaV+P\nqTmtB82MDPo4mb5wcRu6oo/40OXJ+4/4mFSXQTlyBy2eFbJgLPvm/p1d2xpgH8eT47dh0KRvkZV7\nKu61YwA88/EsKO7nMxndm8Io0INOBbmA8vtSlLLRmPsu1jwPYSY5wSe5VAVh01EBtYsveV+nvbjW\n2+mKnvdCYJyW5VyPFbSG3+MRnGv3np/alydkvMC1UpvPfKwb/VilqXz3SdKQbXjwYn2MVZ91oBsZ\nV8+i65of7uOxUGhm+tiNN5mCXNsiQxIuejuHyYnR5GidDDcAbuxQlG2fy57h8o/3WzaaPdDhyJcX\nuJVdI1XHhHVwtMsVMm3x5AvkrjWQrrDccEi175EZN/guv72OS3J83NrwAsaqrVjhfesIqFOlE3GS\nve4gKJMx8PVX7vzQj9CCfrTy6vPZ6WCfg47AkSHaCO09271ayr3VAdzbnVQd+yhxL8bSUZMbJZc1\nZFDWn07vejgHI+XUvKMyf5Y7Re5IfXD8+AYNJUElXhSGU24MCh6iU0941L4WqbfzfSIwcd1o+qTk\ne5CbD9Zdx0EnO62tBejZZ27M3HvlnaQ68E43ZjvHEyEQiFnH96d9PgFbpIYgeXzHFY4Lbms8Fckg\niyLbc3GFXg5sO/LcS7r0saN119K+TEpHRk5h0U8+fpzTKjH61Y2E073e53wGOnN05MgCZTTp2/Hy\nw6k7xqOVI6cbW2NGbMoVF56906AoJ/eIaRPneXyExBunfDwT0dO4QcejjqWovD8cXbmDwXvJzqUf\nXCnuUN6e6fSfOyUtHedGzT8/MyQgDI8JSkdajntwHy/XRD94nNmpXL7zd3Ja2x1c5hsGtEWmbV87\nNemy78icn7bNr6qODXONvmspXPqtnWM8g3Z/VV1/puYeTsXe7V7uvLkucaP+m0doLsTuMTIxnX5w\nwXZ60NNLne/nni395gavRT1SVSouHPzNc8fmb5/EblxBBD4ZpCMa88/83fx9+JzYiE98/kY58FwX\n/FV1WQOf+/szyRpkpqzIXlQkvFwvEnVfsoJuXNeq73ew00cmZ9eV1+I9zwyDxy7dOKn5mwnImKIg\nHAn7eLbjp+Y5KCA3mlKlL991RHOpuY87WM/mx8fHjVwbt2HMaAsOkSOkNkEBxeVj1SI3EAgMCG1x\nBNEyIV501ucM7bva9X15H283BoHxcPrcFRvv1KbDS9UY0SanNd0xYZy9L6BCnR5DIKHOOdyAeL8S\nd3SnpzXOIAwMiusidISv7WudTXdI3AhyfYvEWtaq9RyRDQy7MzDev44CndbEIWYXE3f8ebYDDW+b\nswPuADjj4OPezu/m+PENmseyCrV36DiHyVJ9Y4+juZfu9A2HKwOnLFoBv+lbD5kBRUhogytE95xd\nwN3jl33m7XOEwP0chbWIw++92XlOFyBwCG7f3JtsLQzZ1tzb6YbSZzzyUlZ3Z+vTzby21KnGy4wi\nSh6bYrxar1aqysnb8dEkwHnACIC4fCKCPP3eHq9QfceDzHhFBRS6rL20aWv+pl0c7lW7cbHFwZKO\n4++Gx+XWDxw470ee8UlVJjG67qy4w3OL4B8AACAASURBVOIJFxxnimi0/1/sXYn3kWLuY9lSdu58\nuTfPd47S3dA6XevXtc6Ay7ujVuaPOxbucLgjynWeRUn/toc7UaOOfeshDwwQ+gAq2dv9Udzbj1Xn\nWdnunHAv1z0u1y4XTvk6muWgn9xJcN1M//mY++GMQBuj/eD48Q0aXqr0LfLx4G17OArzicD/HD6B\nmACuxP1ebYcjlF5ZmHYOzY/fJzXnIzw++Cga7gdN2elIM9AXlmV5mGggDI+LuMfpbZCdz7XuWbqz\nYJRPOjEAHnDuQROuKF25M4mgKGg/7972V4tcz2iZTjW2hAdOG0EKV/vMvVg/3Gi2Do7HZtvxa2kt\nYi6OtjEYZ4v8pXMDQF+zXYejucH+J1OVSiEoOakqPpdLp3t9nFpF6srKj8HOZZ0UY9KXNjDm7rnL\n2t8yI8x9nu2xJGcWWmbGUbbTznyGs4ARZmxbeXf0CYvixRp430G1opHfxxkBdzDoA9qLA+mH94nr\nDO8L9JS/sx/uDJ+EAfb3XPWtXmipe34YZxiOXrXcVZv9yf09Luey5p+7bm7nux0/vkGTqoCcBWKd\nQvOOwTNvqSYEiwnlEwiE4ue2dJMHkmmbG63vvUPrqTitJ/vejZr0Le3YLsB0Q+vIqRUuF2oQkRs9\nlDD3ok+gq9zouZfLjx+OAp0idTTlXuRHh4+XG7m2L3mO7LmtUvH3593bxAb/rPWEW6+Y+3oiRKfa\nH650nLZFiebmx+Xb0YkfyKvsvLYfULzQi+5YoSB9wbrHLfx+tNsZBD98XkqVOvuiajBoS3t40oWj\nFlf4bjiYcxhcV4xOHUvVGLboxqt7q/mb92Acfdsb6ei8mDO3O57JzpPdy2OxrQHi/b1Emq/Bchlg\nbrYOhtd6pN8coZ05atzT+6Gdxzh8MCbcy40S78n9WbBOOz1z09vt92nl90xP2vHjGzQmhR9wtqTZ\nO3/uFBoC6IrBB61rPvNBYAKhGFqBkY5K9MyopebvM4TStoNzWwGjgGu7oNfv4fsRtdtAtO1rK62j\nWFy58blnK7XeIGPRUnKOmFqD1cYc/F7uoXm7W+qxPc7a1bbJHQYQjsdMfdK6o+SHKwG8ctn1Hr9x\nmSLhxmNom92zbWv7bk6vcbQy73UcUaatjLuSO3vmmUfthoaD98ZYnXnVOEROWancs11k7GOM/Hvs\nl2cwB2irx5POFKcbs5ZGbo35om9jtYy/L7k4e1fana19HlsinugMgs8tZ1DcqDh9ynVeBcXXiLUI\n2ulAb7MzLRyuZ1tUllUNpyN5d8RxyjzEQV845d0WZpaOcnDmxJ00/cc9PjIkg2pMyz0fFzg63r1e\n2Xeyz30i+HMdRbiyPXsWh9MObRyohfceKPUYCudv9j8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ldata = 200\n", "degrees = np.arange(ldata+1, dtype=float)\n", "degrees[0] = np.inf\n", "power_north = degrees**(-2)\n", "power_south = degrees**(-2.5)\n", "\n", "clm_north = pyshtools.SHCoeffs.from_random(power_north)\n", "grid_north = clm_north.expand()\n", "clm_south = pyshtools.SHCoeffs.from_random(power_south)\n", "grid_south = clm_south.expand()\n", "\n", "nlat = grid_north.nlat\n", "grid_north.data[nlat//2:nlat+1,:] = grid_south.data[nlat//2:nlat+1,:]\n", "\n", "clm = grid_north.expand()\n", "grid = clm.expand()\n", "fig, ax = grid.plot_rawdata()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we made use of the grid attribute `nlat`, which is the number of rows of the gridded data, and we modified the raw gridded data for `grid_north` that is stored in the `data` class attribute.\n", "\n", "Next, let's construct some spherical-cap localization windows. This is done using the constructor `from_cap()` that is associated with the `SHWindow` class. The other option, as we will demonstrate later, is `from_mask()` and takes as input a user defined masking function. For spherical-cap windows, we need to specify both the angular radius of the cap and its spherical harmonic bandwidth. For this example, we will use an angular radius of 30 degrees and a bandwidth of 29." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "scapwin = pyshtools.SHWindow.from_cap(theta=30., lwin=29)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This command calculates the spherical harmonic coefficients of the tapers along with their associated angular orders and concentration factors. If you ever need to access these directly, they are stored in the class attributes `tapers`, `orders` and `eigenvalues.` By default, `theta` is provided in degrees, but this can be changed to radians by specifying the optional parameter `theta_degrees=False`. If you are curious to see what these windows look like, you can plot them using the built in method `plot_windows()`. Let's plot the first 35:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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J5hNnZyC+Aieuw99Zt7eCJL2i7r1ubX+a88Lh4hOfPuocKMq2JISji9GAmB41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Bmchy8Bd0P90TEaLxtl89WTtF8UMsUKRWqc4xL3Llxh9Es1xBd1Oj+nw6lqXRSACTgfQuk3WxQf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av78l/7Ylj7glX7clT7qLX0kOlcfepc0GsfEAVqh3vdlxK7L1y1y6JOgtl6OjraMo3aVbey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fvoKXHn6gWA/leuVUkKIliUNEGDJBluXUBm5AexKH5Yk8cjmkT+nNkE5bcCN9LsGtVac3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\nCOGFEMKrAL4BwI+3yBxePuF3Avg/Z8j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = scapwin.plot_windows(35)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As is seen, the windows are centered at the north pole. The concentration factor is noted above the window, and almost all of these windows are very well localized. If you want to know how many windows have concentration factors larger than a specified value, you can use the method `get_k()`:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "34" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scapwin.get_k(0.99)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are really curious about the windows, you can return gridded maps of individual windows using the methods `get_grid()` and `return_grid()`, you can return the spherical harmonic coefficients of individual windows using `get_coeffs()` and `return_coeffs()`, and you can also return as a numpy array the power spectrum of one or more windows using the method `get_powerperdegree()`. If you want to plot the power spectra of the windows, this can be done using the built in method `plot_powerperdegree()`:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1qnDIlvRYs8a0/t50kwl6c845phtE8+a5TlnyiEiduvS2C1WbP/9sXiJ23hn+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\nkTPP1O+1bhGvd3btE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58KX5+ocDTeCdeUFbU+L4+D86olyjuJDh9zDAwYYPH00xaffhr7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\nXry4D1deCa+/7mz/ksLh4UTd0osMr1ix4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = scapwin.plot_powerspectra(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In general, we will not perform localized spectral analyses at the north pole, so lets rotate the windows so that they are centered at 45 degrees north and 90 east. This is easily accomplished using the `rotate()` method:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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C5sbg7Yr1pWk25ibYbrfp0YwsItU9fzjOhYdXS0XMZ39cEfPLsb/I9iz7Rspd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\nJ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MGmQVB8MwOIIAYgBoN11t6m9+3tSy0Z/iMzKpaMzMqqV6+73uv4zqnuV5UR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\nkc6n+i1+LvZxAGn3Hf2r+iWuuz3ouM9J5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hHks7N85pfZWQ/pvoamLKrrtsx2h37sphgQ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\noOXosq7LR+WAEO6vPl6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scapwin.rotate(clat=45., clon=90.)\n", "\n", "fig, axes = scapwin.plot_windows(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In rotating the windows, the spherical harmonic coefficients of the initial `tapers` centered at the north pole are not modified, and a second set of rotated coefficients are created and stored in the attribute `coeffs`. If you ever forget how you constructed your windows, you can always use the `info()` method to print out all the metadata:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kind = 'cap'\n", "theta = 30.000000 degrees\n", "lwin = 29\n", "nwin = 900\n", "clat = 45.000000 degrees\n", "clon = 90.000000 degrees\n", "dj_matrix is stored\n", "Taper weights are not set.\n" ] } ], "source": [ "scapwin.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's calculate the localized power spectrum at two different locations, one in the northern hemisphere and the other in the southern hemisphere. We will use all 34 windows that have concentration factors greater than 0.99:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "k = scapwin.get_k(0.99)\n", "\n", "mtse_north, sd_north = scapwin.get_multitaperpowerspectrum(clm, k)\n", "mtse_south, sd_south = scapwin.get_multitaperpowerspectrum(clm, k, clat=-55., clon=90.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you don't provide the central latitude and longitude of the analysis with the parameters `clat` and `clon`, the coefficients that were created previously using the `rotate()` method will be employed. If these coefficients are not available, the analysis will be performed at the north pole.\n", "\n", "This function returns a power spectrum whose maximum degree is `ldata - lwin`. This is because localized degrees beyond this limit depend upon coefficients of the global data beyond `ldata`, and these are **not known**. If the global function is truly zero beyond `ldata`, simply construct the spherical harmonic coefficients of `clm` to have zeros beyond that degree.\n", "\n", "When a function is multiplied by a window, the power spectrum of the localized function is modified. For the case of stationary and random data, the expectation of this biasing effect can be estimated using the method `get_biasedpowerspectrum()`. This can also be quantified by calculating the \"coupling matrix\" using the method `get_couplingmatrix()`. With this second approach, the output power spectrum is simply calculated as the multiplication of this matrix by the input spectrum. If you are interested, you can plot the coupling matrix using the built in method `plot_couplingmatrix()`:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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g8nnwtangxy+NSzSV9ohEVNispRvEqOjyJx/slwuCEr7lMkvMksusgt0ThKgu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\nfiWpzlISVaEsFmyhJFlIuLbhc3VacZSI9VhPHauHQbAqHAE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = scapwin.plot_couplingmatrix(ldata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, however, we will estimate the expectation of the windowed spectrum using `get_biasedpowerspectrum()` and the global power spectra of the northern and southern hemispheres." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [], "source": [ "power_north_biased = scapwin.get_biasedpowerspectrum(power_north, k)\n", "power_south_biased = scapwin.get_biasedpowerspectrum(power_south, k)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this function returns a spectrum with a maximum degree `ldata+lwin`. In calculating this, it is assumed implicitly that the global power spectrum is exactly zero for all degrees greater than `ldata`.\n", "\n", "Finally, lets plot the global power spectra, the localized spectra, and the localized expectations." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[None,\n", " (1e-06, 1.0),\n", " ,\n", " (0, 200),\n", " ]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LGb25Ve7lqgrnjA6v+BW4CEy1H3oaKCYiPZ1OgZNy0vCKtN54Az78EEqXvvu1\nIsIvv/zCP/7xD5544gn++9//Urz4jd2oZHck/3hgM2ukJXNXlqB8vWJZlHKlMia7hlfUF5EBIhJm\n314C6jn60tzg9GmYNy9j1xpjeOqpp4iMtPpZ1qlTh4kTJ94wxaupW4fRh57gyVq7aBKYxO8fbMqK\nZCuVfTJSNgN+Bpqn2W+GNT+P19b5OGvhQpFq1UQuXcr8vRs3bpQmTZpIy5YtZdOmTbecX/X1FqmZ\nd7/0rLxBjuy+4ILUKpV5ZFOdTyNgrTEmxhgTg1Xf08QYs8MYE+HqgJhZOWV4RVodO0KzZjC8fwyc\nydQkADRu3Jjw8HCef/55Hn30Ufr27cuhQ4eun2/95v1sO+pHzRKnCayfykfPRHH5sos/QKl0ZHcn\nw0p32pyJfs5uZFPO55NPPpHITK55fPiwSPH88XLp068cfu/FixflP//5j5QoUUL+9a9/ybmb2twP\n/rxaetyzQKoWOiaLJh93+D1KZRbZkfMRkUN32pwPgTlfsWLFeOGFF0hNTc3wPQEB0PnBy+z4ZiVc\ndWyloSJFijB8+HB27NjB2bNnqVWrFqNHjyYpKQmAys+0YubphxjbcyUv90/mmft2Eheb7NC7lMpO\nGS125Xqvvvoq+fPnZ9SoUZm6b+qiUjSvEge//OLU+8uVK8f48eNZunQpy5Yto3r16nzzzTckJyeD\nry+dJ/Vm505DwOU9NKhyiR9e2YQtNee1Aip1nTPZppywkY0VzjExMeLn5yfr16/P3I2LFonUqSOu\nHCexceNG6dKliwQEBMi33357QyfFbd+vl6aFIqRNkS2ya8pml71TqbTIzqVzcuKGi8d23c2sWbOk\natWqcv78+YzfZLOJNG0qMmuWy9Ozfv166dy5s1SoUEHGjh0rCQkJIiJyNSVVxj67Xkr5nJY3q/4p\nJ1dmrr5KqfRk69iunLxlZ87nmu+++05Onz6duZsOHBC5fFlEXJoBui48PFy6desm/v7+8tFHH11P\nX9yhy/Jmq81S0pyWj+r/IvEbdrv+5SpXcjb4aJ2PA1555RVKliyZuZuqVIECBZg9G17MgsWfmzVr\nxpw5c1i+fDkxMTHUqFGDf/zjH1yWOL5eHcT6bQXYnacBlZv5817duRwN2+P6RCiVCRp8slnHjrBq\nFYwdmzXPr1OnDhMmTGDHjh3kz5+foKAgevXqxbELW5i2tTYbthcgsXgADdr58VzlFUTM2J01CVHq\nLjT4ZLP63vAHAAAb+UlEQVTChWHxYhgzJusCEED58uX5/PPPOXjwIG3atGHAgAHcf//9hG2YwcjQ\nuuw/lI869Xzo3LcEHUpsYuHHGxGbto6p7JOhgaU5WU4YWJqSkoKI4Ovrm+F79u+H5s1h6VJrFZ2s\nZrPZWLJkCWPGjGH9+vW88MILvPbaa5QtVY4Z/9zIqMklsYnh89cO0fmzB6zFDZW6g+waWJqjuXt4\nxaeffsrrr79OhoPgnj1U+/h5Ro4Qhg3L0qRd5+PjQ8eOHfnzzz9Zt24dKSkpBAUF0a3HYxTucJwN\n5yozYmgCb4yrR++iCznx9mcQG5s9iVMexS3rduXEjRwwsDQ+Pl4CAwNlxIgRGbshJUXk/vvFNuFH\nhwaeukpiYqJMmTJFHnzwQfH395fBgwfLtm3R8v7A01K60AWZW+QZkW7drH5KOperugna1O7+4CMi\ncuTIEalUqZJMmjQpYzds3Sri5ydy7FjWJiyDoqOjZciQIVK6dGlp06aNvP/+n1KxwhUZ+MBuiW/Q\nQqRGDZFRo0ROnnR3UlUOocEnhwQfEZHdu3dL6dKlZf78+Rm74cMPRTp1ylG5ipSUFJk9e7Z0795d\nihQJkMqVw6RMmUuy9OttIv36iRQtKvL44yLz5lnTxapcy9ngoxXOLrZu3Tp++OEHJkyYcPeLr1yB\nBx6Anj1h0KCsT1wmnT17lpkzZ/LVVweIjn6H+vV3838fGR6K24uZNAkOHoS+faF/f6hb193JVdnM\n2QpnDT7udvCgtbVt6+6U3NGWLYcYMOA8ERHlKVJkFr17J/J2xyrUDg/HTJliDeHv0wd694Zy5dyd\nXJUNvDr4GGMKASuAYSIyP51rPDv42O3ZA59+ChMngnH415n1IiOFTz+NY/bswly9eojChcPo3lV4\nr4kPNTZvwsydCw0bwtNPw5NPQokS7k6yyiLeHnyGA/HAbm8PPikpVr+fgQPhlVfcnZq7u3oV1qwR\nJkyI46+/fLhwwUahQkt5pH0CHzaOp+7WcMzixdCmjZUjeuwxKFLE3clWLpTjg48xZgLQFYgTkcA0\nxzsBo7H6Gk0QkZE33dceKAkUAE6LyF/pPD/HB5/4+HhiY2OpV+/Oc+5HR0OrVrB1K1SokE2Jc5Go\nKOG7747x229XOX68OL6+Kwhudoyh9x2hWfQm8qxZAw8+CE88AY8+etelhVTO5wnBpzVwCWvC+UD7\nMR9gD9ZihMeAjcBTIhJljOkHBAH3AhewVslIFJHH03l+jg8+YWFh9O7dmzlz5tCyZcs7Xjt0KMTu\nvsRPs+/JptS53okTwvjxJ5g6NZF9+0pjzAqa1t/DBw0P0+70XnxXroRGjeDxx6F7d8+LtArwgOAD\nYIypBPyRJvg0x6rH6Wzffw+r2W7kbe59Fivn49HFrkWLFtGvXz+mTp1Khw4d0r0u/kQCNctf4s+R\nu2k0+KFsTGHWOH8epk27wIQJ54mI8ENkJxXL7qZPzXM8l3crNTb9halWzSqWdeli1Rfl5EovdZ2n\nBp8ngY4iMtC+3xdoKiJvOfBsGZZmjEJwcDDBwcEuSberrV69mieeeILRo0fz9NNPp3vd7//bT/lP\nXqXpn/+B1q2zMYVZKzkZli5NZvLkw6xdm8KxY+Ux5hJ1SsXQsdheHr64lOaygXu7PgCPPALt22s9\nUQ6yfPnyG4YxDR8+XIOPJ+R8rtmxYwddu3bl22+/pUuXLulfuHgx9OsHoaHQoEH2JTAb2WzCkiUH\nmTo1mpUrL3P4cBl8uI+qRY7QqeAGOp7/nTbNr1KkW1srV1SjhruTrNLw1JxPcyBERDrZ99MtdmXg\n2TJs2LAcneO5WVxcHCVKlCBfvnx3vvCXX+Af/4AlS8DRdeM9yOXLl1m6dDU//RRNWJgQf74hYmtE\npQInaGrbRJPC0TRq5UujXtUp2DlYm/Hd5FoOyFNyPpWxgk8D+34eIBqrwvk4sAHoIyKRDjzbo3I+\nmTZzJlStalXQ5jKxsbHMnx/KnDl7Wbs2maKp9+FrGnPyckXamuV0r7CFro/5UKpbK6uZUKcByVY5\nPudjjJkGBGM1m8dhVTRPNMZ05sam9hEOPt/jcj4q80SEyMhIli1bxqJFG1m5rCDF5DHOpLShpe8m\nXkydyGOtz1Gw04Pw0ENWxXWePO5OtlfyqJxPVvKWnM+ZM2dYvXo13bp1u+F4fDwsXGgN/1J/S01N\nJSIiggULVvHrrylE7QwCCaL9vaG8lmcaD6csI2+bVlbfogcfhKAguFsxV2VKjs/5ZDVvyfns3r2b\nRx55hF69evHpp5+SN29eAM6dg3r14Ndfvarhy+WuXr3K4sW7GDfuIitWVCQh/h4q5FtHh6K7eNi2\nneaJ6ynXqho+wfZg1KSJFtMcpDkfO2/J+QCcPn2aPn36YLPZmDp1KmXKlAFg7lyr3nnLFiheHJg8\n2Wq3HjjQvQnOwY4cEWbMOM7ChWfZtcuH0ydLk0eghu9emuaJpEnKZpoEJtGwU3nytG5hjW0pVszd\nyfYomvPxouADVnFi+PDhjB8/nh9//JHOnTsDVvA5eBDmzAGzfx906mT1EB4xQus2MkAEtm07zqxZ\n0axYcZZ9u/OScL4WNkrTJP9mHkpdRV2/kwS2LEa1jjXI27o51KoFPl4x03CW0ODjJcWum61YsYK1\na9fy/vvvA9bA0zZtrIHi//oXcOaMVRFUsCBMmwZFi7o3wR4oMTGR0NAdzJp1gg3hNs7EFOLq1Rpc\npizVffbT2iecdnWO0r5rYYq3vR+aNtVOj2ix6zpvy/ncyaFD8NVXMGqUfQTClStWligsDObNg+rV\n3Z1Ej3fkyBFWrNjIggWH2LoSzh6pw3laUiPPPjpJKC38o6jfsgRV29UgT7PGVgfQXFqRrTmfXBR8\n0jV+vDUjYq1a7k6J10lJSWHjxghmzTrCimWGY3v9SLhcgRRKUsUnhjoSTaDfYVo0EZo/4kex4IbW\n7yEXFIU1+HhpsSs9GzdupFixYtTQoQZuc/nyZdav38miRQfYuOoUJ3b6cuFCLc5wP+V9jtOMjdxf\n/gitWuXj/i4V8G3WEKpV85r6Iy122eW2nM9PP/3EoEGD+PDDD3njjTfIkycPu3ZByZJgbxxTbpCY\nmMjmzduZPz+G8KWXOB55D+cv1eMC1ajns4tmZiN1y5ygYWNfgjoGULBZoNWHwoOb+zXnk8uCD8De\nvXt58cUXSUpKYty4caxfH8QHH1jzuA8ZAv7+WM07S5ZAhw46RYWbJCYmsmHDbv766zgbViRxYk9B\nzl2syAWpQSWfGFrKeuoX30f1OvmoF1yRgAdrULBpA49pPNDgk8uKXdfYbDYmT57Me++9x1tvvUX/\n/h/w2WcwdSq89BIMfukCfj2DrYndx4/XbFEOYbPZ2LPnIH/+GcPK0HgObs/DxdPFSLgaQDxlKUgS\npfOcxL/IJapUhAaNClDnAX/qtC5J5SomR1QlabHLLjfmfNI6ffo0Bw4coGnTpgAcPmxNRB8aCnt3\npcDHH1vBZ+xY6NHDzalV6Tl37hzbt0ewbvUuDi6P5tKus1w9VRihHudstdhDbU7hT8lClyjrL5St\n5Mu/hhWidXBet6VZcz65PPi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "degrees2 = np.arange(ldata+scapwin.lwin+1)\n", "degrees3 = np.arange(ldata-scapwin.lwin+1)\n", "\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(degrees, power_north, '-k', degrees, power_south, '--k', degrees2, power_north_biased, '-r', degrees2, power_south_biased, '--r', degrees3, mtse_north, '-b', degrees3, mtse_south, '--b')\n", "ax.set(yscale='log', xlabel='degree', ylabel='power', xlim=(0,200), ylim=(1.e-6, 1.))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As is seen, the expectation of the localized spectrum is significantly biased at low degrees in comparison to the unwindowed global fields. This is not necessarily a problem, because this effect is quantifiable. The localized power spectrum using 34 windows is found to closely resemble the expected value. \n", "\n", "In this example, we calculated only the localized power spectrum of a single function. If you were interested in the localized cross-power spectrum of two functions, this could be caluculated using the method `get_multitapercrosspowerspectrum()`." ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }