{ "cells": [ { "cell_type": "markdown", "id": "e111b3bf-c7e5-4a1d-b431-97a9dcdecdcd", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Visualize spherical harmonic filters in the spatial domain\n", "*Author: R. Rietbroek Feb 2024 (r.rietbroek@utwente.nl)*\n", "\n", "*updated, Jan 2025*\n", "\n", "Spherical harmonic coefficients can be filtered in the spectral domain with various filters. However, intuitively, it is difficult to understand the impact of the filter on the signal.\n", "\n", "This notebook serves to illustrate how spatial visualizations fo the filter operations can be constructed. This can be realized by:\n", "1. Constructing a unit load in the spherical harmonic domain centered at specified locations\n", "2. Apply a filter of choice to the unit load\n", "3. Apply a Spherical harmonic synthesis to the resulting coefficients (on a grid around the center of the load)\n", "4. Plot the results in the spatial domain\n", "\n", "The Gaussian filter is described in \n", "[Wahr, J., Molenaar, M., Bryan, F., 1998. Time variability of the Earth’s gravity field: Hydrological and oceanic effects and their possible detection using GRACE. Journal of Geophysical Research 103, 30205–30230]( https://doi.org/10.1029/98JB02844)\n", "Information on the anisotropic DDK filters can be found:\n", "* On the [github repository](https://github.com/strawpants/GRACE-filter/) containing the filter coefficients\n", "* in [Kusche et al. 2009](https://link.springer.com/article/10.1007/s00190-009-0308-3)\n", "\n" ] }, { "cell_type": "markdown", "id": "c8ece8c5-8203-42c2-b034-c9377ed045be", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## 1. Import the necessary modules" ] }, { "cell_type": "code", "execution_count": 1, "id": "631a09b8-0419-43e3-a783-875275bcda2e", "metadata": { "editable": true, "nbsphinx": "hidden", "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "#Optionally enable autoreloading for development purposes. Note that this does not automagically reload the binary extensions\n", "%load_ext autoreload\n", "%autoreload 2\n", "#also supress some warnings from pandas\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "236e9058-3609-407f-9776-f0b42647ee9a", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "import shxarray\n", "import xarray as xr\n", "import numpy as np\n", "import matplotlib.pyplot as mpl" ] }, { "cell_type": "markdown", "id": "510108a6-0bc8-449b-9e7f-de2a3c67c422", "metadata": {}, "source": [ "## 2. Define a set of locations and create unit loads at the specified locations" ] }, { "cell_type": "code", "execution_count": 3, "id": "3eea4594-3966-4bf7-acdd-a24d4b3002ec", "metadata": {}, "outputs": [], "source": [ "lon=[20,-60]\n", "lat=[65,-5]\n", "\n", "#create an isotropic unitload kernel up to degree and order 120\n", "nmax=120\n", "unitkernel=shxarray.kernels.axial.Unit(nmax)\n", "\n", "# position the unit loads on the specified locations on the sphere\n", "daunit=unitkernel.position(lon=lon,lat=lat)" ] }, { "cell_type": "markdown", "id": "440cf314-c3db-44d3-875b-d7cdfd5d9c01", "metadata": {}, "source": [ "## 3. Filter the unit loads with a Gaussian filter\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "836ff647-4adb-4927-ac3d-40ff63cf6bad", "metadata": {}, "outputs": [], "source": [ "dsfiltered=daunit.sh.filter('Gauss300').to_dataset()\n", "# or alternatively\n", "# dsfiltered=daunit.sh.filter('Gauss',halfwidth=300).to_dataset()" ] }, { "cell_type": "markdown", "id": "35f1a081-fbf2-471b-aa71-11ccb7bdea92", "metadata": {}, "source": [ "In the spectral domain, the Gaussian kernel coefficients show an exponential decline with increasing degree, as shown below " ] }, { "cell_type": "code", "execution_count": 5, "id": "82d71b0c-a9e1-4942-b975-b23277eaeee1", "metadata": {}, "outputs": [ { "data": { "image/png": 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PBUNaAQA+2n4B3x5KkzgRERFR3cFyY6bGdQ3ClN5NAQBvbj6NX09mSJyIiIiobmC5MWPT+zXH850bQhSB6LgTOJp6W+pIREREkmO5MWOCIGDxUyEY0NobpRotJqxLxLU7RVLHIiIikhTLjZmTywR8MrIdWvm44FZhKV76+igK1eVSxyIiIpIMy40FcLBVYNWYMHg4KXEuKx/T4pJ4DhwiIrJaLDcWwtfNHv+JCoWtQob4szfwcfx5qSMRERFJguXGgnRsWA/vD28DAPhi12XsPHdD4kRERES1j+XGwjzdwR9jugQCAKbHneACYyIisjosNxbojcHBaOfvirziMkz+7jhKy7VSRyIiIqo1LDcWSKmQ4/NRHeFip0DS1VzE/JYsdSQiIqJaw3JjoQLqO+CTEe0BVFyDatvpTGkDERER1RKWGwvWt5UXJvRoDACYs+kUbqhKJE5ERERU81huLNzr/VogxM8FuUVlmPHjCZ7/hoiILB7LjYWzVciwdGQH2NnIsPdiDr4+mCp1JCIiohrFcmMFmno64Y1BwQCA9347hws38iVOREREVHNYbqzE6McD0aN5A6jLtZj2fRLU5RqpIxEREdUIlhsrIQgCPnymLeo52OBspgpf7LwkdSQiIqIawXJjRTxd7PDO0IrLMyxPuIyzGSqJExEREZkey42VGdTGG/1be6FcK2LWxhMo1/DsxUREZFlYbqyMIAh4+6kQuNrb4PR1Ff6z94rUkYiIiEyK5cYKebrY4a0nWgEAlu64iEvZBRInIiIiMh2WGys1rKMferZogNJyLWb9lyf3IyIiy8FyY6UEQcC7T7eBk1KBY+m52HAkXepIREREJsFyY8V83ezxemRzAMD7v53DzXy1xImIiIgeHcuNlRv9eCBC/FygKinHu1uTpY5DRET0yFhurJxCLsOSoW0gCMBPx6/jwKUcqSMRERE9EpYbQrsAN7zQORAAMP/n07w0AxERmTWWGwIAzOjfAh5OSlzJKcSXu3nuGyIiMl8sNwQAcLW3wZtPVFw5/Itdl3DtTpHEiYiIiB4Oyw3pPNnOF52D6kNdruXiYiIiMlssN6QjCAIWPtkaMgHYeioLBy5zcTEREZkflhvSE+zjguf/Wly8aMtZXliTiIjMDssNVRLdrzncHGxw/kY+1v/JMxcTEZF5YbmhSuo52uL1yBYAgI+3n8ftwlKJExERERmO5YaqNKpTQwT7VJy5+JP481LHISIiMhjLDVVJLhOwYEgrAMCGw1dxKTtf4kRERESGYbmhB3q8sTv6tfKCRivi3a3npI5DRERkEJYbqtbcgS2hkAnYeS4b+3ndKSIiMgMsN1Stxg2c8MLjFV8Nf+d/ydBoRYkTERERVY/lhv7R1D7N4GKnQHKmChsTr0kdh4iIqFosN/SP6jna4rXezQAAH20/j0J1ucSJiIiIHozlhgwSFR6IhvUdkJ2vxup9KVLHISIieiCWGzKIUiHHjP4VJ/b7z54ruFWgljgRERFR1VhuyGBPtPFBiJ8LCtTl+HzXJanjEBERVYnlhgwmkwmYPaAlAODbQ2m4ertI4kRERESVsdyQUSKaNUC3ph4o04j4JP6C1HGIiIgqkbzcLF++HEFBQbCzs0NoaCj27t1b7fbr169Hu3bt4ODgAB8fH4wbNw63bt2qpbQEQLf35uek6ziboZI4DRERkT5Jy01cXBymTZuGefPm4fjx44iIiMDAgQORnp5e5fb79u1DVFQUxo8fjzNnzuDHH3/EkSNH8NJLL9VycuvWxt8VT7T1gSgCH/zOyzIQEVHdImm5+eSTTzB+/Hi89NJLCA4OxtKlSxEQEIDY2Ngqtz906BAaNWqEKVOmICgoCN26dcOECRNw9OjRWk5OMyJbQCETkHD+Jv68wj1nRERUd0hWbkpLS5GYmIjIyEi98cjISBw4cKDK54SHh+PatWvYunUrRFHEjRs38N///heDBw9+4Puo1WqoVCq9Gz26Rh6OGPFYAADg4+0XIIq8LAMREdUNkpWbnJwcaDQaeHl56Y17eXkhKyuryueEh4dj/fr1GDlyJGxtbeHt7Q03Nzd89tlnD3yfmJgYuLq66m4BAQEm/RzW7LXeTWGrkOFw6m3suciLahIRUd0g+YJiQRD07ouiWGnsrrNnz2LKlCl46623kJiYiG3btiElJQUTJ0584OvPnTsXeXl5utvVq1dNmt+a+bjaY/RfF9X8ePt57r0hIqI6QSHVG3t4eEAul1faS5OdnV1pb85dMTEx6Nq1K2bOnAkAaNu2LRwdHREREYF33nkHPj4+lZ6jVCqhVCpN/wEIAPBKzybYcDgdJ6/lYfvZG+jf2lvqSEREZOUk23Nja2uL0NBQxMfH643Hx8cjPDy8yucUFRVBJtOPLJfLAYB7DSTi4aTEuK6NAACfbL8AjZb/HYiISFqSHpaKjo7GqlWrsGbNGiQnJ2P69OlIT0/XHWaaO3cuoqKidNsPGTIEmzZtQmxsLK5cuYL9+/djypQp6NSpE3x9faX6GFbvXxFN4GynwPkb+fj1ZIbUcYiIyMpJdlgKAEaOHIlbt25h8eLFyMzMREhICLZu3YrAwIp1HJmZmXrnvBk7dizy8/Px+eef4/XXX4ebmxt69+6N999/X6qPQABcHWwwoXtjfLT9Av4dfwGD2/hAIZd8ORcREVkpQbSy4zkqlQqurq7Iy8uDi4uL1HEsRoG6HBHv78SdojJ89H/t8Eyov9SRiIjIghjz+5v/vCaTcFIq8K/uTQAAn+28iHKNVuJERERkrVhuyGSiugSivqMt0m4VYdPx61LHISIiK8VyQybjqFRgYo/GACr23pRx7w0REUmA5YZM6oXHA+HhZIurt4ux6dg1qeMQEZEVYrkhk3KwVWBij7trby6htJx7b4iIqHax3JDJPd85EB5OSly7U4yN3HtDRES1jOWGTM7eVo5Xelbsvfli1yWuvSEiolrFckM1YlSnhrq9Nz/xm1NERFSLWG6oRtjbyjGhe8U3p77YdYnnvSEiolrDckM15vnHG+rOe7PlBK85RUREtYPlhmqMg60CL0UEAQA+33mJVwwnIqJawXJDNSqqSyO4OdjgSk4hrxhORES1guWGapSTUoHxXf/ee6Pl3hsiIqphLDdU48Z0bQRnOwUuZhfgt9NZUschIiILx3JDNc7Fzgbj7u692XUJosi9N0REVHNYbqhWjAtvBEdbOZIzVdh1PlvqOEREZMFYbqhW1HO0xQuPBwKouOYU994QEVFNYbmhWjM+Igi2ChmOp+fi4OVbUschIiILxXJDtcbT2Q7PPRYAoGLtDRERUU1guaFa9a8eTaCQCThw+RYS0+5IHYeIiCwQyw3VKj83ewzv6A+g4ppTREREpsZyQ7XulZ5NIBOAneeycSYjT+o4RERkYVhuqNY18nDE4La+AIDYhMsSpyEiIkvDckOSmNSzCQBg66lMpOQUSpyGiIgsCcsNSSLYxwW9W3pCKwJf7ubeGyIiMh2WG5LMq70q9t5sPHYNmXnFEqchIiJLwXJDkgkNrI9OQfVRphGxam+K1HGIiMhCsNyQpO6uvfnuz3TcLiyVOA0REVkClhuSVI/mDdDa1wXFZRp8dSBV6jhERGQBWG5IUoIgYFLPpgCAr/anoEBdLnEiIiIydyw3JLkBId4I8nCEqqQc3x9OlzoOERGZOZYbkpxcJmBC98YAgJV7r0BdrpE4ERERmTOWG6oTnu7oB09nJW6o1Nh8PEPqOEREZMZYbqhOUCrkeCkiCACwYs9laLWixImIiMhcGV1uvvnmG6jV6krjpaWl+Oabb0wSiqzTc50awsVOgSs3C7H97A2p4xARkZkyutyMGzcOeXmVr+Scn5+PcePGmSQUWSdnOxtEdWkEAIjdfRmiyL03RERkPKPLjSiKEASh0vi1a9fg6upqklBkvcZ2bQSlQoYTV3Nx8MotqeMQEZEZUhi6YYcOHSAIAgRBQJ8+faBQ/P1UjUaDlJQUDBgwoEZCkvXwcFJi5GMB+OZgGmITLiO8iYfUkYiIyMwYXG6GDh0KAEhKSkL//v3h5OSke8zW1haNGjXC8OHDTR6QrM/LEY2x/s907L2Yg9PX8xDixz2CRERkOIPLzYIFCwAAjRo1wsiRI2FnZ1djoci6BdR3wOA2PthyIgNf7rmCz57rIHUkIiIyI4L4kKs2S0tLkZ2dDa1WqzfesGFDkwSrKSqVCq6ursjLy4OLi4vUcegBzmTkYfCn+yATgIQZvdDQ3UHqSEREJCFjfn8bvaD44sWLiIiIgL29PQIDAxEUFISgoCA0atQIQUFBDx2a6F6tfV3RvXkDaMWKsxYTEREZyuDDUneNHTsWCoUCv/76K3x8fKr85hSRKUzs0Rh7LtzED0evYlrfZnB3UkodiYiIzIDR5SYpKQmJiYlo2bJlTeQh0unS2B1t/V1x8loevj6QiujIFlJHIiIiM2D0YalWrVohJyenJrIQ6REEARN7NAEAfH0wDYXqcokTERGROTC63Lz//vuYNWsWEhIScOvWLahUKr0bkSn1b+2NIA9H5BWX4fsjV6WOQ0REZsDob0vJZBV96P61NnfPXKzRaEyXrgbw21Lm57s/0/HGT6fg62qH3bN6wUbO670SEVkbY35/G73mZteuXQ8djOhhDOvoh0/iLyAjrwS/nszA0x38pY5ERER1mNHlpkePHjWRg+iB7GzkGNe1ET78/Ty+3H0FQ9v78Vt6RET0QA+1f3/v3r144YUXEB4ejuvXrwMA1q1bh3379pk0HNFdL3QOhKOtHOey8pFw4abUcYiIqA4zutxs3LgR/fv3h729PY4dOwa1Wg0AyM/Px7vvvmvygEQA4Opgg1GdK85+/eXuyxKnISKiuszocvPOO+9gxYoVWLlyJWxsbHTj4eHhOHbsmEnDEd3rxW5BUMgEHLpyG0lXc6WOQ0REdZTR5eb8+fPo3r17pXEXFxfk5uaaIhNRlXxc7fFUez8A3HtDREQPZnS58fHxwaVLlyqN79u3D40bNzZJKKIHmdCj4v+xbWeykJJTKHEaIiKqi4wuNxMmTMDUqVPx559/QhAEZGRkYP369ZgxYwYmTZpUExmJdJp7OaNPS0+IvKAmERE9gNFfBZ81axby8vLQq1cvlJSUoHv37lAqlZgxYwYmT55cExmJ9Ezo0QR/nMvGfxOvYVrfZvB0tpM6EhER1SEP9VXwJUuWICcnB4cPH8ahQ4dw8+ZNvP322w8VYPny5QgKCoKdnR1CQ0Oxd+/eardXq9WYN28eAgMDoVQq0aRJE6xZs+ah3pvM02ON6qFjQzeUlmvx9YFUqeMQEVEd89DnsXdwcEBYWBg6deoEJyenh3qNuLg4TJs2DfPmzcPx48cRERGBgQMHIj09/YHPGTFiBP744w+sXr0a58+fx4YNG3iFcisjCAIm/HVBzXUH01DAC2oSEdE9DLq21LBhw/DVV1/BxcUFw4YNq3bbTZs2GfzmnTt3RseOHREbG6sbCw4OxtChQxETE1Np+23btuHZZ5/FlStXUL9+fYPf5168tpRl0GpF9P1kN67kFGL+4GC8FMHF7ERElsyY398G7blxdXXVne7e1dW12puhSktLkZiYiMjISL3xyMhIHDhwoMrnbNmyBWFhYfjggw/g5+eH5s2bY8aMGSguLn7g+6jVal653ALJZAL+1b2i0Kzel4IyjVbiREREVFcYtKB47dq1Vf79UeTk5ECj0cDLy0tv3MvLC1lZWVU+58qVK9i3bx/s7Ozw008/IScnB5MmTcLt27cfuO4mJiYGixYtMklmqluGdvDDx/EXkJlXgl9OZGBYR15Qk4iIHmLNTUpKCi5evFhp/OLFi0hNTTU6wP0XQBRF8YEXRdRqtRAEAevXr0enTp0waNAgfPLJJ/jqq68euPdm7ty5yMvL092uXr1qdEaqm+5eUBMAvtx9BQYcYSUiIitgdLkZO3ZslYeN/vzzT4wdO9bg1/Hw8IBcLq+0lyY7O7vS3py7fHx84Ofnp3f4Kzg4GKIo4tq1a1U+R6lUwsXFRe9GluP5zoFwUipw/kY+Es7zgppERPQQ5eb48ePo2rVrpfHHH38cSUlJBr+Ora0tQkNDER8frzceHx+P8PDwKp/TtWtXZGRkoKCgQDd24cIFyGQy+PvzkIQ1crX/+4KaK3hJBiIiwkOUG0EQkJ+fX2k8Ly8PGo3GqNeKjo7GqlWrsGbNGiQnJ2P69OlIT0/HxIkTAVQcUoqKitJtP2rUKLi7u2PcuHE4e/Ys9uzZg5kzZ+LFF1+Evb29sR+FLMS4ro1gIxfwZ8ptHE+/I3UcIiKSmNHlJiIiAjExMXpFRqPRICYmBt26dTPqtUaOHImlS5di8eLFaN++Pfbs2YOtW7ciMDAQAJCZmal3zhsnJyfEx8cjNzcXYWFheP755zFkyBB8+umnxn4MsiD6F9TkJRmIiKydQee5udfZs2fRvXt3uLm5ISIiAgCwd+9eqFQq7Ny5EyEhITUS1FR4nhvLdPFGPvr9ew8EAfgjugcaN3i4E0sSEVHdZPLz3NyrVatWOHnyJEaMGIHs7Gzk5+cjKioK586dq/PFhixXMy9n9A2+e0HNFKnjEBGRhIzec2PuuOfGch1JvY3/W3EQtgoZ9s3uxQtqEhFZEGN+fxt0Er+TJ08iJCQEMpkMJ0+erHbbtm3bGp6UyITCAisuqHksPRdr96di9gBec4yIyBoZtOdGJpMhKysLnp6ekMlkEAShyhOmCYJg9Demahv33Fi27Wey8K91iXC2U+DAnN5wtrOROhIREZmAyffcpKSkoEGDBrq/E9VVfYO90KSBIy7fLMSGw+n4V/cmUkciIqJaZtCC4qeffhq5ubkAgK+//hoNGjRAYGBglTciKclkAib8VWhW70uBurxu70kkIiLTM6jcJCcno7CwEACwaNEivTMEE9U1T3XwhZeLEjdUamw+niF1HCIiqmUGHZZq3749xo0bh27dukEURXz00Udwcqr6PCJvvfWWSQMSGUupkGN8tyC8u/UcVuy5jGdC/SGTVX0xViIisjwGLSg+f/48FixYgMuXL+PYsWNo1aoVFIrKvUgQBBw7dqxGgpoKFxRbh/ySMoS/txP5JeX4cnQo+rf2ljoSERE9AmN+fxt9npt7vzlljlhurMf7284hNuEyOjR0w6ZXwiEI3HtDRGSuTH6G4o4dO+LOnYoLEi5YsOCBh6SI6pJxXRvBViHD8fRcHE65LXUcIiKqJUYvKF68eDEXFJNZ8HS2w/CO/gCAFbsvS5yGiIhqCxcUk0Wb0L0x4o6kY9f5m0jOVCHYh4ciiYgsHRcUk8V79btj+N/JTAxt74ulz3aQOg4RET0ELiiuBsuN9Tl9PQ9PfLYPcpmAhBk9EVDfQepIRERkJJMvKL6XVqs122JD1inEzxURzTyg0YpYufeK1HGIiKiGGV1uAGDdunXo2rUrfH19kZaWBgD497//jc2bN5s0HJGpvNKz4pIMcUeuIqdALXEaIiKqSUaXm9jYWERHR2PQoEHIzc3VXQW8Xr16WLp0qanzEZlEl8buaOfvCnW5Fl8fSJU6DhER1SCjy81nn32GlStXYt68eZDL5brxsLAwnDp1yqThiExFEATd3puvD6SiQF0ucSIiIqopRpeblJQUdOhQ+RsnSqVSdy4coroospU3GjdwhKqkHN/9mSZ1HCIiqiFGl5ugoCAkJSVVGv/tt9/QqlUrU2QiqhEymYCJ3Sv23qzamwJ1uUbiREREVBMMOonfvWbOnIlXX30VJSUlEEURhw8fxoYNGxATE4NVq1bVREYikxnawQ//3nEBmXkl2Jh4HaM6N5Q6EhERmZjR5WbcuHEoLy/HrFmzUFRUhFGjRsHPzw/Lli3Ds88+WxMZiUzGViHDSxGN8favZ/HlnssYEeYPhfyhvjRIRER1lNEn8btXTk6O2Z33hifxo6LScnR9byfuFJXh0+c64Ml2vlJHIiKif1CjJ/G76+bNmzh37hwuXryInJych30ZolrnYKvA2PAgAEBswmU8Qr8nIqI6yOhyU1hYiBdffBE+Pj7o3r07IiIi4OPjg/Hjx6OoqKgmMhKZ3JjwQDjaypGcqULC+ZtSxyEiIhMyutxER0dj9+7d+OWXX5Cbm4vc3Fxs3rwZu3fvxuuvv14TGYlMzs3BVreY+ItdlyROQ0REpmT0mhsPDw/897//Rc+ePfXGd+3ahREjRuDmzbr9r2CuuaG7bqhKEPH+LpRqtPhhQhd0CqovdSQiInqAGl1zU1RUBC8vr0rjnp6ePCxFZsXLxQ7PhPkDAD7n3hsiIothdLnp0qULFixYgJKSEt1YcXExFi1ahC5dupg0HFFNm9i9CeQyAXsu3MTJa7lSxyEiIhMw+jw3y5Ytw4ABA+Dv74927dpBEAQkJSXBzs4Ov//+e01kJKoxDd0d8GQ7X/x0/DqW77qMFaNDpY5ERESP6KHOc1NcXIxvv/0W586dgyiKaNWqFZ5//nnY29vXREaT4pobut/FG/no9+89AID46d3RzMtZ4kRERHQ/Y35/G73nBgDs7e3x8ssvP1Q4orqmmZcz+rf2wu9nbiA24TI+Gdle6khERPQIDF5zk5iYiF69ekGlUlV6LC8vD7169cKJEydMGo6otkzu1QwAsPlEBtJvcWE8EZE5M7jcfPzxx+jdu3eVu4JcXV3Rr18/fPjhhyYNR1Rb2vi7onvzBtBoRazYc1nqOERE9AgMLjd//vknnnrqqQc+PmTIEBw4cMAkoYikMLlXUwDAf49eQ1ZeyT9sTUREdZXB5eb69etwdn7wQksnJydkZmaaJBSRFDoF1UenoPoo1WixYjf33hARmSuDy02DBg1w/vz5Bz5+7tw5eHh4mCQUkVSm9K5Ye7PhcDpu5qslTkNERA/D4HLTt29fLFmypMrHRFHEu+++i759+5osGJEUujZ1R/sAN6jLtVi194rUcYiI6CEYXG7mz5+PU6dOoXPnzvjhhx9w4sQJnDx5EnFxcejcuTNOnTqFefPm1WRWohonCAKm9KlYe7PuUBruFJZKnIiIiIxlcLlp0qQJduzYgcLCQjz77LPo2LEjOnTogOeeew5FRUWIj49H06ZNazIrUa3o1cITrX1dUFSqwZr9KVLHISIiIz3UGYqTkpJw8eJFiKKI5s2bo3379jUQrWbwDMVkiG2nMzHx22NwViqwb05vuNrbSB2JiMiq1fgZitu3b29WhYbIWJGtvNHCyxnnb+Tj6wOpmNKnmdSRiIjIQEZfFZzIGshkAl7tXXGYdfW+FOSXlEmciIiIDMVyQ/QAg9v4oEkDR+QVl+Gbg2lSxyEiIgOx3BA9gFwm6A5Hrdx7BQXqcokTERGRIVhuiKrxRFtfNPZwRG5RGb45mCp1HCIiMoBBC4pPnjxp8Au2bdv2ocMQ1TVymYDJvZsi+ocTWLnnCsZ0aQRH5UOtwyciolpi0E/p9u3bQxAEPOhb43cfEwQBGo3GpAGJpPZkO198+sdFpN4qwrpDaZjYo4nUkYiIqBoGlZuUFJ7IjKyXQi7D5N7NMOPHE/jPniuI6hIIB1vuvSEiqqsM+gkdGBhY0zmI6rSh7X3x2c6LSLtVhHUH0zCBe2+IiOqsh1pQvG7dOnTt2hW+vr5IS6v4iuzSpUuxefNmk4YjqisUchle++uK4St2X+Y3p4iI6jCjy01sbCyio6MxaNAg5Obm6tbYuLm5YenSpabOR1RnDG3viyAPR9wpKsPXB1KljkNERA9gdLn57LPPsHLlSsybNw9yuVw3HhYWhlOnTpk0HFFdopDLdFcMX7n3Cs9aTERURxldblJSUtChQ4dK40qlEoWFhSYJRVRXPdnOD40bVJz35qv9qVLHISKiKhhdboKCgpCUlFRp/LfffkOrVq1MkYmozpLLBEy956zFecXce0NEVNcYXW5mzpyJV199FXFxcRBFEYcPH8aSJUvwxhtvYObMmUYHWL58OYKCgmBnZ4fQ0FDs3bvXoOft378fCoWCVyenWvdEW18083SCqqQca/fzNAlERHWN0eVm3LhxWLBgAWbNmoWioiKMGjUKK1aswLJly/Dss88a9VpxcXGYNm0a5s2bh+PHjyMiIgIDBw5Eenp6tc/Ly8tDVFQU+vTpY2x8okcmlwmY1rc5AGD13hTkFpVKnIiIiO4liA867bABcnJyoNVq4enp+VDP79y5Mzp27IjY2FjdWHBwMIYOHYqYmJgHPu/ZZ59Fs2bNIJfL8fPPP1d5mOxBVCoVXF1dkZeXBxcXl4fKTaTVihj06V6cy8rHKz2bYPaAllJHIiKyaMb8/n6kC2d6eHg8dLEpLS1FYmIiIiMj9cYjIyNx4MCBBz5v7dq1uHz5MhYsWPBQ70tkCjKZgNcjWwAAvtqfiuz8EokTERHRXUaXmxs3bmD06NHw9fWFQqGAXC7XuxkqJycHGo0GXl5eeuNeXl7Iysqq8jkXL17EnDlzsH79eigUhp3+Xq1WQ6VS6d2ITKFvsCfaBbihuEyD2ITLUschIqK/GH2BnLFjxyI9PR1vvvkmfHx8IAjCIwW4//l3L8B5P41Gg1GjRmHRokVo3ry5wa8fExODRYsWPVJGoqoIgoCZkS3wwuo/sf5QOl6OaAxfN3upYxERWT2j19w4Oztj7969j/wtpdLSUjg4OODHH3/E008/rRufOnUqkpKSsHv3br3tc3NzUa9ePb29Q1qtFqIoQi6XY/v27ejdu3el91Gr1VCr1br7KpUKAQEBXHNDJiGKIp79zyH8mXIbz3UKQMywtlJHIiKySDW65iYgIACPsAZZx9bWFqGhoYiPj9cbj4+PR3h4eKXtXVxccOrUKSQlJeluEydORIsWLZCUlITOnTtX+T5KpRIuLi56NyJTEQQBM/tXrL354eg1pObwRJZERFIzutwsXboUc+bMQWpq6iO/eXR0NFatWoU1a9YgOTkZ06dPR3p6OiZOnAgAmDt3LqKioiqCymQICQnRu3l6esLOzg4hISFwdHR85DxEDyOsUX30bNEAGq2IpTsuSB2HiMjqGb3mZuTIkSgqKkKTJk3g4OAAGxsbvcdv375t1GvdunULixcvRmZmJkJCQrB161YEBgYCADIzM//xnDdEdcGMyBZIOH8Tm09kYEKPJgj24R5CIiKpGL3m5uuvv6728TFjxjxSoJrG89xQTZn83TH8ejITvVt6Ys3Yx6SOQ0RkUYz5/W3UnpuysjIkJCTgzTffROPGjR8pJJGleT2yBX47nYWd57JxOOU2OgXVlzoSEZFVMmrNjY2NDX766aeaykJk1oI8HDHysQAAwAfbzplk4T0RERnP6AXFTz/9NH7++ecaiEJk/qb2aQalQoajaXew81y21HGIiKyS0QuKmzZtirfffhsHDhxAaGhopW8pTZkyxWThiMyNl4sdxnUNwordl/HBtvPo2cITctmjneiSiIiMY/SC4qCgoAe/mCDgypUrjxyqJnFBMdW0vKIyRHywE6qScnwyoh2GdfSXOhIRkdmrsQXFAJCSkvLQwYisgauDDV7p2RTvbzuHj7dfwKA2PrCzMfy6a0RE9Gge+qrgpaWlOH/+PMrLy02Zh8gijOvaCD6udrieW4yvD6RKHYeIyKoYXW6Kioowfvx4ODg4oHXr1rqT7E2ZMgXvvfeeyQMSmSM7Gzlej6y4LMPnuy7hTmGpxImIiKyH0eVm7ty5OHHiBBISEmBnZ6cb79u3L+Li4kwajsicPd3BDy29nZFfUo4vdl2SOg4RkdUwutz8/PPP+Pzzz9GtWzcIwt/fAmnVqhUuX75s0nBE5kwuE/DGoGAAwDcH03D1dpHEiYiIrIPR5ebmzZvw9PSsNF5YWKhXdogI6N68ASKaeaBUo8WHv5+XOg4RkVUwutw89thj+N///qe7f7fQrFy5El26dDFdMiILMXtASwgCsOVEBk5czZU6DhGRxTP6q+AxMTEYMGAAzp49i/LycixbtgxnzpzBwYMHsXv37prISGTWQvxc8XQHP2w6dh3v/O8sfpjQhXs5iYhqkNF7bsLDw7F//34UFRWhSZMm2L59O7y8vHDw4EE0a9asJjISmb2Z/VvAzkaGI6l38NvpLKnjEBFZNIPLzUcffaT7e5s2bfD111/j9OnTOHv2LL799lsEBgYiMjKyRkISmTsfV3tM6N4EABDzWzLU5RqJExERWS6Dy82bb76JtWvXVvlYQUEB+vfvD5VKZbJgRJZmQo/G8HJR4urtYny1P1XqOEREFsvgcrNu3TpMmjSp0hXBCwoKEBkZidu3b2PXrl2mzkdkMRxsFZjZvyUA4POdl5BToJY4ERGRZTK43DzzzDP47LPPMGrUKF2JKSgowIABA5CTk4OEhAR4eXnVWFAiSzCsgx9C/FyQry7H0h0XpI5DRGSRjFpQ/NJLL2HhwoUYOnQoEhISMHDgQGRlZWHXrl3w8fGpqYxEFkMmEzB/cCsAwHd/puNcFg/lEhGZmtHflpo1axYmTZqEPn36ICMjAwkJCfDz86uJbEQW6fHG7hgY4g2tCCzachaiKEodiYjIohh8npthw4bp3bexsYGHhwemTJmiN75p0ybTJCOyYG8MCsbOc9k4eOUWfjudhUFtuOeTiMhUDC43rq6uevefe+45k4chshYB9R0woUcTfPrHRSz5XzJ6tfCEva1c6lhERBZBEK1sn7hKpYKrqyvy8vLg4uIidRyyYsWlGvT5OAEZeSWY1rcZpvVtLnUkIqI6y5jf30avuSEi07C3leONwRVXDY9NuIxrd3jVcCIiU2C5IZLQ4DY+6BxUH+pyLd7dmix1HCIii8ByQyQhQRCwYEhryARg66ks7LlwU+pIRERmj+WGSGKtfF0Q1aURAGDBljO87hQR0SNiuSGqA6Ijm6OBsxIpOYVYtTdF6jhERGaN5YaoDnCxs8G8QRWLiz/beRFXb3NxMRHRw2K5Iaojnmrvi8cb10dJmRaLfz0rdRwiIrPFckNURwiCgLefCoFCJiD+7A38kXxD6khERGaJ5YaoDmnm5Yzx3YIAAG9tPoOi0nKJExERmR+WG6I6ZmrfZvBzs8f13GL8O/6C1HGIiMwOyw1RHeNgq8A7Q0MAAGv2p+L09TyJExERmReWG6I6qFdLTwxu6wONVsQbP52CRmtVl4AjInokLDdEddSCIa3gbKfAyWt5+OZgqtRxiIjMBssNUR3l6WyHOQNbAgA++v08MnKLJU5ERGQeWG6I6rDnHmuI0MB6KCzV4I2fTkEUeXiKiOifsNwQ1WEymYD3h7eBrVyGhPM38dPx61JHIiKq81huiOq4pp7OmNq3GQBg0S9nkZ1fInEiIqK6jeWGyAz8q3tjtPZ1QV5xGRZsPiN1HCKiOo3lhsgM2Mhl+OCZtlDIBPx2OgtbT2VKHYmIqM5iuSEyE619XTGxRxMAwFubT+N2YanEiYiI6iaWGyIz8lqfpmjm6YScglLM/5nfniIiqgrLDZEZUSrk+GREeyhkAraeysKWExlSRyIiqnNYbojMTBt/V0zu3RRAxZXDb6j47Skionux3BCZoVd7NUUbP1fkFZdh9saTPDxFRHQPlhsiM2Qjl+GTEe1gq6g4ud/3R65KHYmIqM5guSEyU828nDEzsgUA4O1fzyIlp1DiREREdQPLDZEZe7FbEB5vXB9FpRpM/f44yjRaqSMREUmO5YbIjMllAv49sj1c7W1w8loe/h1/QepIRESSY7khMnM+rvZ4b1gbAEDs7ss4dOWWxImIiKTFckNkAQa28cGIMH+IIjA9Lgl5RWVSRyIikgzLDZGFWDCkNRq5OyAzr4RfDyciq8ZyQ2QhHJUKfPpcB9jIBWw7k4VvDqZJHYmISBIsN0QWpK2/G+YODAYALPlfMk5dy5M4ERFR7ZO83CxfvhxBQUGws7NDaGgo9u7d+8BtN23ahH79+qFBgwZwcXFBly5d8Pvvv9diWqK6b1zXRohs5YVSjRavfncMqhKuvyEi6yJpuYmLi8O0adMwb948HD9+HBERERg4cCDS09Or3H7Pnj3o168ftm7disTERPTq1QtDhgzB8ePHazk5Ud0lCAI+fKYd/NzskX67CHM38urhRGRdBFHCn3qdO3dGx44dERsbqxsLDg7G0KFDERMTY9BrtG7dGiNHjsRbb71l0PYqlQqurq7Iy8uDi4vLQ+UmMgfH0u9gxIqDKNeKWDikFcZ2DZI6EhHRQzPm97dke25KS0uRmJiIyMhIvfHIyEgcOHDAoNfQarXIz89H/fr1ayIikVnr2LAe5gxsCQB453/JOJp6W+JERES1Q7Jyk5OTA41GAy8vL71xLy8vZGVlGfQaH3/8MQoLCzFixIgHbqNWq6FSqfRuRNZifLcgDG7rg3KtiEnrjyE7v0TqSERENU7yBcWCIOjdF0Wx0lhVNmzYgIULFyIuLg6enp4P3C4mJgaurq66W0BAwCNnJjIXgiDgg+Ft0czTCdn5akxez+tPEZHlk6zceHh4QC6XV9pLk52dXWlvzv3i4uIwfvx4/PDDD+jbt2+1286dOxd5eXm629WrVx85O5E5cVQqsGJ0KJyUChxOvY2YreekjkREVKMkKze2trYIDQ1FfHy83nh8fDzCw8Mf+LwNGzZg7Nix+O677zB48OB/fB+lUgkXFxe9G5G1adLACR/9XzsAwJr9Kfhv4jWJExER1RxJD0tFR0dj1apVWLNmDZKTkzF9+nSkp6dj4sSJACr2ukRFRem237BhA6KiovDxxx/j8ccfR1ZWFrKyspCXxxOVEf2TASHeeK13UwDAG5tOITHtjsSJiIhqhqTlZuTIkVi6dCkWL16M9u3bY8+ePdi6dSsCAwMBAJmZmXrnvPnyyy9RXl6OV199FT4+Prrb1KlTpfoIRGZlet/m6N+64gR/E9YlIiO3WOpIREQmJ+l5bqTA89yQtStUl2N47AGcy8pHiJ8LfpwQDntbudSxiIiqZRbnuSEiaTgqFVgZFYb6jrY4fV2F139MglZrVf/GISILx3JDZIUC6jtgxQuhsJEL2HoqC+9v4zeoiMhysNwQWalOQfXx/vC2AIAv91zBukNpEiciIjINlhsiKzasoz+i+zUHACzYfBo7z92QOBER0aNjuSGycq/1bor/C/WHVgQmf3ccp67x1ApEZN5YboisnCAIeHdYG3Rr6oGiUg3Grj2MlJxCqWMRET00lhsigo1chtgXOqK1rwtuFZZi9Oo/cUPFi2wSkXliuSEiAICznQ2+GtcJjdwdcO1OMaJWH0ZeUZnUsYiIjMZyQ0Q6DZyVWDe+MzydlTh/Ix8vfn0ERaXlUsciIjIKyw0R6Qmo74B14zvDxU6BxLQ7ePmboygp00gdi4jIYCw3RFRJC29nrB3XCY62cuy/dAsTv02EupwFh4jMA8sNEVUpNLAe1ox9DPY2ciScv4nJ3x1HmUYrdSwion/EckNED9S5sTtWjQmDrUKG+LM3MPV7FhwiqvtYboioWl2beuDL0aGwlcuw9VQWJn93DKXlLDhEVHex3BDRP+rVwrOi4Chk+P3MDUz8NpGLjImozmK5ISKD9GrpidVjwmBnI8POc9l4+ZujKC5lwSGiuoflhogMFtGsAb4a1wkOtnLsvZiDMWsOQ1XCE/0RUd3CckNERnm8sTvWje8EZ6UCh1NvY+SXh5Cdz0s1EFHdwXJDREYLDayP7yc8Dg8nJZIzVXgm9iDSbvFim0RUN7DcENFDae3rio2vdEGguwPSbxdheOxBnL6eJ3UsIiKWGyJ6eIHujvhxYhe08nFBToEaI748iB1nb0gdi4isHMsNET0ST2c7fD/hcUQ080BRqQb/WncUa/enSB2LiKwYyw0RPTIXOxusGfsYnusUAK0ILPrlLBZsPo1yns2YiCTAckNEJmEjl+Hdp9tg7sCWAICvD6Zh7NojuFNYKnEyIrI2LDdEZDKCIGBCjyZY8UJHONjKse9SDp78Yh+SM1VSRyMiK8JyQ0QmNyDEB5smhSOgvj2u3i7GsOUH8OvJDKljEZGVYLkhohrR0tsFv0zuhohmHigu02Dyd8excMsZqMt5yQYiqlksN0RUY9wcbLF27GOY0KMxAOCrA6kYseIgrt4ukjgZEVkylhsiqlEKuQxzBwZj9ZgwuDnY4MS1PAz+dC+2nc6UOhoRWSiWGyKqFX2CvfC/KRHo2NANqpJyTPz2GGb/9yQK1OVSRyMiC8NyQ0S1xs/NHnETuuCVnk0gCEDc0asYtGwvEtPuSB2NiCwIyw0R1SobuQyzB7TE9y8/Dj83e6TfLsL/rTiAD38/h5IyLjYmokfHckNEkujc2B2/TYvA0x38oBWBL3ZdxhOf7cOxdO7FIaJHw3JDRJJxsbPBv0e2x4oXOsLDSYlL2QUYHnsAi385i0KuxSGih8RyQ0SSGxDigx3R3TGsox9EEVizPwX9PtmNbaczIYqi1PGIyMyw3BBRneDmYItPRrTH2nGPwb+ePTLySjDx22MY99URpN0qlDoeEZkRlhsiqlN6tfBE/PQeeK13U9jIBSScv4l+/96D97edQ35JmdTxiMgMCKKV7fNVqVRwdXVFXl4eXFxcpI5DRNW4fLMACzafwb5LOQAAd0dbREc2x8iwACjk/LcZkTUx5vc3yw0R1WmiKOKP5Gy8uzUZV3IqDk8183TC65Et0L+1FwRBkDghEdUGlptqsNwQmafSci3W/5mGpTsuIq+44vBUO39XzOjfAt2aerDkEFk4lptqsNwQmbe84jKs2nsFq/eloKi04qR/jzWqh8m9m6F7M5YcIkvFclMNlhsiy5BToMbyXZfx7aE0lGq0AIC2/q6Y3Ksp+gZ7QSZjySGyJCw31WC5IbIsN1Ql+M+eK1j/ZxpKyipKTuMGjhjfLQjDOvjD3lYucUIiMgWWm2qw3BBZplsFaqzel4J1h9KQX1JxduN6DjZ44fFAjOrcED6u9hInJKJHwXJTDZYbIstWoC7HD0euYs3+FFy7UwwAkMsE9GnpidFdAtG1iQcPWRGZIZabarDcEFmHco0W28/ewNcHUvFnym3deMP6Dngm1B/DQ/3h58a9OUTmguWmGiw3RNbnwo18rD+Uhk3HriP/rwtyCgLQtYkHnu7gh8jWXnC2s5E4JRFVh+WmGiw3RNarqLQcv53Kwo+JV3Hoyt97c5QKGfoEe+LJdr7o0dyTi5CJ6iCWm2qw3BARAKTfKsKm49ew5UQGrtz8+8Kc9jZy9GjeAP1DvNC7pRdc7blHh6guYLmpBssNEd1LFEWcyVDhlxMZ+PVkJq7nFuseU8gEhAbWQ++Wnujd0hNNPZ14kkAiibDcVIPlhoge5G7R+f1MFradzsLF7AK9x/3c7NG1qTu6NvVA16Ye8HBSSpSUyPqw3FSD5YaIDJV+qwi7zmdj57lsHLxyC6XlWr3Hm3s5oVNQfXQKckfnoPrwcrGTKCmR5WO5qQbLDRE9jOJSDY6k3sa+SznYdzEHZzNVlbbxc7NHh4Zu6NiwHto3dEMrHxfY2XBxMpEpsNxUg+WGiEzhVoEaR1Lv4HDKbRxOvYWzGSpo7/tpKpcJaObphDZ+rgjxc0WwjwtaeDtzkTLRQ2C5qQbLDRHVhPySMpy6lodj6XdwPD0XSVdzcauwtMpt/dzs0cLbGc08ndDU0wnNvJwR5OHI0kNUDZabarDcEFFtEEURmXklOHU9D6eu5SE5U4VzWfl638a6n7ujLYI8HNHIwxGB9R3Q0N0BAfUdEFDPAR5OtvymFlk1lptqsNwQkZTyispwLkuFi9kFuJRdgAs38nExuwA389XVPk+pkMHPzR5+9ezh62oPL1c7+LjawdvVDp7OSng626G+oy3kvG4WWSizKjfLly/Hhx9+iMzMTLRu3RpLly5FRETEA7ffvXs3oqOjcebMGfj6+mLWrFmYOHGiwe/HckNEdVGBuhypOYW4klOI1JxCpN8uqrjdKsKN/BIY8pNaLhPg7mgLdyclPJxs4eGkRH1HW9R3tEU9B1vUd7SBq70t3Bxs4OZgA1d7G9jbyLlHiMyCMb+/FbWUqUpxcXGYNm0ali9fjq5du+LLL7/EwIEDcfbsWTRs2LDS9ikpKRg0aBBefvllfPvtt9i/fz8mTZqEBg0aYPjw4RJ8AiIi03BSKhDy18Lj+6nLNcjKK8H1O8W4lluMG3klyFSVVPyZV4LsfDVuFaqh0YrIzlcj+x/2At1LIRPgYm8DFzsFnO1s4KRUwMlOAWc7BZyUCjjYKuCklMNRqYCDrRz2tgo42MjhYCuHna0c9jYVNzsbOexsZFAq5FAqZLzyOklK0j03nTt3RseOHREbG6sbCw4OxtChQxETE1Np+9mzZ2PLli1ITk7WjU2cOBEnTpzAwYMHDXpP7rkhIktUrtHiVmEpbuarkVOgxq2CUuQUqHG7qBR3Cktxu7AMtwvVyCsuQ15xGXKLylB+/9e7TMhWLoNSIYPSRgZbuQy2ir9vNvKKm61cBhu5oLuv0P1dgFwmQCGTQSETIJcLFX/evX/3JgiQyQTIhYq9VrJ7xmSCALkMkAmC7iaXAYLufsXFU+/eF1CxrfDX+N0x4Z5tgb8e/2u84k+g4m93t6k8VuU2gN59POBx/PVe97q/Nt6/4024ZwtT7pQz5rXkMgE+rvame3OYyZ6b0tJSJCYmYs6cOXrjkZGROHDgQJXPOXjwICIjI/XG+vfvj9WrV6OsrAw2NpW/aaBWq6FW//2vGJWq8rkpiIjMnUIug5eLncEnEhRFEUWlGqhKyqAqLv/rzzIUqMsrbiUVfxaqNShUl6OgtBzFpRoU6f7UoKRcg+JSLUrKNCgu00BzT1kq1WhRqtHCiJ1IZEE8nZU4PK+vZO8vWbnJycmBRqOBl5eX3riXlxeysrKqfE5WVlaV25eXlyMnJwc+Pj6VnhMTE4NFixaZLjgRkQUQBAGOSgUclQr4VD4S9lDKNVqoyyvKTkm5FqV/3UrKNCjTVPxd/def5RqxYkyjRZnm7/tlGhHlGi3KtSLKtRXjGq2Icu3dP7XQaEVotIBWrBjTiCI0moo/tVqxYlyE7u8Vt4r7InDffRGiiCruV2wLEbrniCJ0j9895iH+tZ3eY7j72N2ZEfXu//24eN99/fF7H3vQwP2PV/dcY47TiJXfufrt79tcaSMz6vmmJumaG6Dy7jZRFKtd3FbV9lWN3zV37lxER0fr7qtUKgQEBDxsXCIiegCFXAaFXAZHpeS/WsjKSfZ/oIeHB+RyeaW9NNnZ2ZX2ztzl7e1d5fYKhQLu7u5VPkepVEKp5MXtiIiIrIVk+41sbW0RGhqK+Ph4vfH4+HiEh4dX+ZwuXbpU2n779u0ICwurcr0NERERWR9JD4pFR0dj1apVWLNmDZKTkzF9+nSkp6frzlszd+5cREVF6bafOHEi0tLSEB0djeTkZKxZswarV6/GjBkzpPoIREREVMdIemB05MiRuHXrFhYvXozMzEyEhIRg69atCAwMBABkZmYiPT1dt31QUBC2bt2K6dOn44svvoCvry8+/fRTnuOGiIiIdCQ/Q3Ft43luiIiIzI8xv7+l/a4WERERkYmx3BAREZFFYbkhIiIii8JyQ0RERBaF5YaIiIgsCssNERERWRSWGyIiIrIoLDdERERkUVhuiIiIyKJY3XXp756QWaVSSZyEiIiIDHX397YhF1awunKTn58PAAgICJA4CRERERkrPz8frq6u1W5jddeW0mq1yMjIgLOzMwRBMOlrq1QqBAQE4OrVq7xu1T/gXBmOc2U4zpVxOF+G41wZrqbmShRF5Ofnw9fXFzJZ9atqrG7PjUwmg7+/f42+h4uLC//nNxDnynCcK8NxrozD+TIc58pwNTFX/7TH5i4uKCYiIiKLwnJDREREFoXlxoSUSiUWLFgApVIpdZQ6j3NlOM6V4ThXxuF8GY5zZbi6MFdWt6CYiIiILBv33BAREZFFYbkhIiIii8JyQ0RERBaF5YaIiIgsCsuNiSxfvhxBQUGws7NDaGgo9u7dK3UkycXExOCxxx6Ds7MzPD09MXToUJw/f15vG1EUsXDhQvj6+sLe3h49e/bEmTNnJEpcd8TExEAQBEybNk03xrnSd/36dbzwwgtwd3eHg4MD2rdvj8TERN3jnK8K5eXlmD9/PoKCgmBvb4/GjRtj8eLF0Gq1um2sda727NmDIUOGwNfXF4Ig4Oeff9Z73JB5UavVeO211+Dh4QFHR0c8+eSTuHbtWi1+itpR3VyVlZVh9uzZaNOmDRwdHeHr64uoqChkZGTovUatzpVIj+z7778XbWxsxJUrV4pnz54Vp06dKjo6OoppaWlSR5NU//79xbVr14qnT58Wk5KSxMGDB4sNGzYUCwoKdNu89957orOzs7hx40bx1KlT4siRI0UfHx9RpVJJmFxahw8fFhs1aiS2bdtWnDp1qm6cc/W327dvi4GBgeLYsWPFP//8U0xJSRF37NghXrp0SbcN56vCO++8I7q7u4u//vqrmJKSIv7444+ik5OTuHTpUt021jpXW7duFefNmydu3LhRBCD+9NNPeo8bMi8TJ04U/fz8xPj4ePHYsWNir169xHbt2onl5eW1/GlqVnVzlZubK/bt21eMi4sTz507Jx48eFDs3LmzGBoaqvcatTlXLDcm0KlTJ3HixIl6Yy1bthTnzJkjUaK6KTs7WwQg7t69WxRFUdRqtaK3t7f43nvv6bYpKSkRXV1dxRUrVkgVU1L5+flis2bNxPj4eLFHjx66csO50jd79myxW7duD3yc8/W3wYMHiy+++KLe2LBhw8QXXnhBFEXO1V33/8I2ZF5yc3NFGxsb8fvvv9dtc/36dVEmk4nbtm2rtey1raoieL/Dhw+LAHT/yK/tueJhqUdUWlqKxMREREZG6o1HRkbiwIEDEqWqm/Ly8gAA9evXBwCkpKQgKytLb+6USiV69OhhtXP36quvYvDgwejbt6/eOOdK35YtWxAWFob/+7//g6enJzp06ICVK1fqHud8/a1bt274448/cOHCBQDAiRMnsG/fPgwaNAgA5+pBDJmXxMRElJWV6W3j6+uLkJAQq547oOLnvSAIcHNzA1D7c2V1F840tZycHGg0Gnh5eemNe3l5ISsrS6JUdY8oioiOjka3bt0QEhICALr5qWru0tLSaj2j1L7//nscO3YMR44cqfQY50rflStXEBsbi+joaLzxxhs4fPgwpkyZAqVSiaioKM7XPWbPno28vDy0bNkScrkcGo0GS5YswXPPPQeA/289iCHzkpWVBVtbW9SrV6/SNtb887+kpARz5szBqFGjdBfOrO25YrkxEUEQ9O6LolhpzJpNnjwZJ0+exL59+yo9xrkDrl69iqlTp2L79u2ws7N74HacqwparRZhYWF49913AQAdOnTAmTNnEBsbi6ioKN12nC8gLi4O3377Lb777ju0bt0aSUlJmDZtGnx9fTFmzBjddpyrqj3MvFjz3JWVleHZZ5+FVqvF8uXL/3H7mporHpZ6RB4eHpDL5ZWaZ3Z2dqXGb61ee+01bNmyBbt27YK/v79u3NvbGwA4d6jYZZudnY3Q0FAoFAooFArs3r0bn376KRQKhW4+OFcVfHx80KpVK72x4OBgpKenA+D/W/eaOXMm5syZg2effRZt2rTB6NGjMX36dMTExADgXD2IIfPi7e2N0tJS3Llz54HbWJOysjKMGDECKSkpiI+P1+21AWp/rlhuHpGtrS1CQ0MRHx+vNx4fH4/w8HCJUtUNoihi8uTJ2LRpE3bu3ImgoCC9x4OCguDt7a03d6Wlpdi9e7fVzV2fPn1w6tQpJCUl6W5hYWF4/vnnkZSUhMaNG3Ou7tG1a9dKpxW4cOECAgMDAfD/rXsVFRVBJtP/US+Xy3VfBedcVc2QeQkNDYWNjY3eNpmZmTh9+rTVzd3dYnPx4kXs2LED7u7ueo/X+lyZfImyFbr7VfDVq1eLZ8+eFadNmyY6OjqKqampUkeT1CuvvCK6urqKCQkJYmZmpu5WVFSk2+a9994TXV1dxU2bNomnTp0Sn3vuOav4Cqoh7v22lChyru51+PBhUaFQiEuWLBEvXrworl+/XnRwcBC//fZb3TacrwpjxowR/fz8dF8F37Rpk+jh4SHOmjVLt421zlV+fr54/Phx8fjx4yIA8ZNPPhGPHz+u+4aPIfMyceJE0d/fX9yxY4d47NgxsXfv3hb5VfDq5qqsrEx88sknRX9/fzEpKUnv571arda9Rm3OFcuNiXzxxRdiYGCgaGtrK3bs2FH3dWdrBqDK29q1a3XbaLVaccGCBaK3t7eoVCrF7t27i6dOnZIudB1yf7nhXOn75ZdfxJCQEFGpVIotW7YU//Of/+g9zvmqoFKpxKlTp4oNGzYU7ezsxMaNG4vz5s3T+6VjrXO1a9euKn9GjRkzRhRFw+aluLhYnDx5sli/fn3R3t5efOKJJ8T09HQJPk3Nqm6uUlJSHvjzfteuXbrXqM25EkRRFE2/P4iIiIhIGlxzQ0RERBaF5YaIiIgsCssNERERWRSWGyIiIrIoLDdERERkUVhuiIiIyKKw3BAREZFFYbkhIiIii8JyQ0S1auzYsRAEAYIgwMbGBl5eXujXrx/WrFmju94REdGjYLkholo3YMAAZGZmIjU1Fb/99ht69eqFqVOn4oknnkB5eXmNvW9paWmNvTYR1R0sN0RU65RKJby9veHn54eOHTvijTfewObNm/Hbb7/hq6++AgDk5eXhX//6Fzw9PeHi4oLevXvjxIkTeq/zzjvvwNPTE87OznjppZcwZ84ctG/fXvf42LFjMXToUMTExMDX1xfNmzcHAFy/fh0jR45EvXr14O7ujqeeegqpqal6r7127VoEBwfDzs4OLVu2xPLly2tySojIhFhuiKhO6N27N9q1a4dNmzZBFEUMHjwYWVlZ2Lp1KxITE9GxY0f06dMHt2/fBgCsX78eS5Yswfvvv4/ExEQ0bNgQsbGxlV73jz/+QHJyMuLj4/Hrr7+iqKgIvXr1gpOTE/bs2YN9+/bByckJAwYM0O3ZWblyJebNm4clS5YgOTkZ7777Lt588018/fXXtTonRPSQauRynEREDzBmzBjxqaeeqvKxkSNHisHBweIff/whuri4iCUlJXqPN2nSRPzyyy9FURTFzp07i6+++qre4127dhXbtWun915eXl56V8BevXq12KJFC1Gr1erG1Gq1aG9vL/7++++iKIpiQECA+N133+m99ttvvy126dLF6M9LRLVPIXW5IiK6SxRFCIKAxMREFBQUwN3dXe/x4uJiXL58GQBw/vx5TJo0Se/xTp06YefOnXpjbdq0ga2tre5+YmIiLl26BGdnZ73tSkpKcPnyZdy8eRNXr17F+PHj8fLLL+seLy8vh6urq0k+JxHVLJYbIqozkpOTERQUBK1WCx8fHyQkJFTaxs3NTfd3QRD0HhNFsdL2jo6Oeve1Wi1CQ0Oxfv36Sts2aNAAJSUlACoOTXXu3FnvcblcbuhHISIJsdwQUZ2wc+dOnDp1CtOnT4e/vz+ysrKgUCjQqFGjKrdv0aIFDh8+jNGjR+vGjh49+o/v07FjR8TFxekWKt/P1dUVfn5+uHLlCp5//vmH/jxEJB2WGyKqdWq1GllZWdBoNLhx4wa2bduGmJgYPPHEE4iKioJMJkOXLl0wdOhQvP/++2jRogUyMjKwdetWDB06FGFhYXjttdfw8ssvIywsDOHh4YiLi8PJkyfRuHHjat/7+eefx4cffoinnnoKixcvhr+/P9LT07Fp0ybMnDkT/v7+WLhwIaZMmQIXFxcMHDgQarUaR48exZ07dxAdHV1Ls0RED4vlhohq3bZt2+Dj4wOFQoF69eqhXbt2+PTTTzFmzBjIZBVf4ty6dSvmzZuHF198ETdv3oS3tze6d+8OLy8vABUl5cqVK5gxYwZKSkowYsQIjB07FocPH672vR0cHLBnzx7Mnj0bw4YNQ35+Pvz8/NCnTx/dnpyXXnoJDg4O+PDDDzFr1iw4OjqiTZs2mDZtWo3OCxGZhiBWdZCaiMgM9evXD97e3li3bp3UUYhIQtxzQ0RmqaioCCtWrED//v0hl8uxYcMG7NixA/Hx8VJHIyKJcc8NEZml4uJiDBkyBMeOHYNarUaLFi0wf/58DBs2TOpoRCQxlhsiIiKyKLz8AhEREVkUlhsiIiKyKCw3REREZFFYboiIiMiisNwQERGRRWG5ISIiIovCckNEREQWheWGiIiILArLDREREVmU/wcgrB3ahQujqAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dsgauss=shxarray.kernels.gauss.Gaussian(nmax,300e3)\n", "ax=dsgauss.plot()" ] }, { "cell_type": "markdown", "id": "0b01994a-2afa-45cb-af02-8d30820c8457", "metadata": {}, "source": [ "## 4. Add a version which is filtered with an anisotropic DDK4 filter" ] }, { "cell_type": "code", "execution_count": 6, "id": "8bd71cd5-91d0-40d3-83f6-b015f04f501b", "metadata": {}, "outputs": [], "source": [ "# Note setting truncate to False below keeps coefficients below the minimum degree of the filter to their original values\n", "ddk4=daunit.sh.filter('DDK4',truncate=False)\n", "# assign to dataset variable but make sure they are sorted in the same order\n", "dsfiltered['ddk4']=ddk4.sel(nm=dsfiltered.nm)\n" ] }, { "cell_type": "markdown", "id": "45dbd975-6b1a-41fc-9677-dfc56ed30e5d", "metadata": {}, "source": [ "## 5. Apply spherical harmonic synthesis on grids centered on the locations" ] }, { "cell_type": "code", "execution_count": 7, "id": "725bb29f-9cb7-43ae-aad3-647e6052589e", "metadata": {}, "outputs": [], "source": [ "def getlonlatspan(clon,clat):\n", " \"\"\"quick function to get a lon/lat grid around a central point\"\"\"\n", " dist=10 #half size of the blocks in degrees\n", " step=0.2\n", " long=np.arange(clon-dist,clon+dist,step)\n", " latg=np.arange(clat-dist,clat+dist,step)\n", " return long,latg\n", "#dspos1=dsfiltered.sh.synthesis(lon=lon1g,lat=lat1g)" ] }, { "cell_type": "code", "execution_count": 8, "id": "bb124eb7-e8cc-48f5-8a3b-1675ae054cd5", "metadata": {}, "outputs": [], "source": [ "lon1g,lat1g=getlonlatspan(lon[0],lat[0])\n", "dspos1=dsfiltered.sel(nlonlat=0).sh.synthesis(lon=lon1g,lat=lat1g)\n", "#also normalize to the central value\n", "dspos1=dspos1/dspos1.max()\n", "\n", "lon2g,lat2g=getlonlatspan(lon[1],lat[1])\n", "dspos2=dsfiltered.sel(nlonlat=1).sh.synthesis(lon=lon2g,lat=lat2g)\n", "#also normalize to the central value\n", "dspos2=dspos2/dspos2.max()\n", "\n" ] }, { "cell_type": "markdown", "id": "b8ec94bb-98d3-41cd-ba92-36cfeb9de37d", "metadata": {}, "source": [ "## 6. Visualize the filter kernels" ] }, { "cell_type": "code", "execution_count": 9, "id": "c84fcfa3-8b54-4606-9be7-dba5ea6b8a47", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = mpl.subplots(ncols=2,nrows=3,figsize=(15, 20))\n", "vmin=-1\n", "vmax=1\n", "\n", "pargs={\"cmap\":'coolwarm','vmin':vmin,'vmax':vmax,\"levels\":np.arange(vmin,vmax,0.1)}\n", "pgss1=dspos1.gauss.plot.contourf(ax=axs[0][0],**pargs)\n", "pgss2=dspos2.gauss.plot.contourf(ax=axs[0][1],**pargs)\n", "axs[0][0].set_title(f\"Gaussian Kernel nmax {nmax} at lon,lat: ({lon[0]},{lat[0]})\")\n", "axs[0][1].set_title(f\"Gaussian Kernel nmax {nmax} at lon,lat: ({lon[1]},{lat[1]})\")\n", "\n", "pddk1=dspos1.ddk4.plot.contourf(ax=axs[1][0],**pargs)\n", "pddk2=dspos2.ddk4.plot.contourf(ax=axs[1][1],**pargs)\n", "axs[1][0].set_title(f\"DDK kernel at lon,lat: ({lon[0]},{lat[0]})\")\n", "axs[1][1].set_title(f\"DDK at lon,lat: ({lon[1]},{lat[1]})\")\n", "\n", "#alos plot cross section in West-East direction\n", "dspos1.gauss.sel(lon=lon[0],method='nearest').plot(ax=axs[2,0],color='tab:blue',label='Gauss')\n", "dspos1.ddk4.sel(lon=lon[0],method='nearest').plot(ax=axs[2,0],color='tab:red',label='DDK')\n", "\n", "dspos2.gauss.sel(lon=lon[1],method='nearest').plot(ax=axs[2,1],color='tab:blue',label='Gauss')\n", "dspos2.ddk4.sel(lon=lon[1],method='nearest').plot(ax=axs[2,1],color='tab:red',label='DDK')\n", "axs[2][0].set_ylabel('magnitude')\n", "axs[2][0].set_title(f\"North-South Cross section at lon: {lon[0]}\")\n", "axs[2][0].legend()\n", "axs[2][1].set_ylabel('magnitude')\n", "axs[2][1].set_title(f\"North-South Cross section at lon: {lon[1]}\")\n", "axs[2][1].legend()" ] }, { "cell_type": "markdown", "id": "61cdc3e0-1937-4e88-beae-8b06d4281d39", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## 7. Interpretation\n", "From the plots above one can observe that although the spatial scales associated with the Gaussian kernel and the DDK4 filter are comparable in magnitude, the **anisotropic kernel has negative North-South lobes**. These partly mitigate the typical **North-South stripes** which are encountered in unfiltered GRACE and GRACE-FO data." ] }, { "cell_type": "markdown", "id": "14beab52-4ada-4b90-9804-55aa69a33d58", "metadata": {}, "source": [ "## 8. Spectral effect on a GRACE solution\n", "\n", "Besides the Anisotropic differences, the strength of the damping with degree shows a different behavior for the Gaussian versus Anisotropic filter. This can be seen from the plot below, where it is clear that the filters differ in the mid-degrees where the anisotropic filter retains more signal. " ] }, { "cell_type": "code", "execution_count": 10, "id": "00c1f742-6511-4e93-b597-853931294007", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gracetest=\"../../../tests/testdata/GSM-2_2008122-2008153_0030_EIGEN_G---_0004in.gz\"\n", "ds=xr.open_dataset(gracetest,engine='shascii').sh.truncate(120,2)\n", "ds['cnmfilt']=ds.cnm.sh.filter('DDK4')\n", "ds['gaussfilt']=ds.cnm.sh.filter('Gauss300')\n", "\n", "dv=ds.cnm.sh.degvar()\n", "filtdvt=ds.cnmfilt.sh.degvar()\n", "gaussfiltdvt=ds.gaussfilt.sh.degvar()\n", "\n", "fig, ax = mpl.subplots(figsize=(10, 10))\n", "\n", "dv.plot(x='n',ax=ax,label=\"unfiltered GRACE\")\n", "filtdvt.plot(x='n',ax=ax,label=\"DDK4 filtered GRACE\")\n", "gaussfiltdvt.plot(x='n',ax=ax,label=\"Gaussian 300km filtered GRACE\")\n", "ax.legend()\n", "ax.set_yscale('log')" ] } ], "metadata": { "kernelspec": { "display_name": "pyshxarray", "language": "python", "name": "pyshxarray" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 5 }