From 11d4e1b6a013a3642c64edce0d90a5473e7ac3c5 Mon Sep 17 00:00:00 2001 From: Eric Koch Date: Thu, 9 Nov 2023 19:51:29 -0500 Subject: [PATCH] Add building notebooks and a github-page (#29) * Test notebook building + deployment on gh-pages * Fix branch name * Make sure jupyter is installed * Comment out change checks while testing * Try setting the kernel name * Update deployment version? * test set up using deployment with pages and jekyll * Avoid mkdir for docs * Try setting the folder to deploy * First attempt to link to built notebook and binder * Bump python version now that casa works with >3.6 * Attempt to install without libgfortran3 in binder * Initial working version of decent enough formatting per tutorial * Move all logos to images * Test executing multiple notebooks * Previously working build now fails? Revert as a quick check * Issue from the pipe for some reason? * Skip matplotlib style for 2nd notebook build * Remove old build * Add casadata to requirements * CASA's plotbandpass function calls a deprecated matplotlib warning. Pin to older version * Causes other issues. Pin to last matplotlib version before warning was removed * Copy all generated html files to the site * Download the data for the Dame map in the notebook * Ensure PV example from MAPS is still running and clear outputs * Clear all outputs * Add all notebooks to pages and build them * Clear notebook outputs * Missing import * Add regions to requirements * Add astroquery to requirements.txt * Known issue with the reprojection tutorials. Ensure rest of builds work for now * Fix copy cmd --- .github/workflows/build_and_deploy_site.yml | 78 ++ .jupyter/custom/custom.css | 14 + DameCube.ipynb | 78 +- DiskPVExample.ipynb | 296 +--- PVDiagramPlotting.ipynb | 6 +- SpectralCubeReprojectExample.ipynb | 12 +- SpectralCubeReprojectMaskExample_v4p1.ipynb | 1186 ++++------------- SpectralCube_Examples.ipynb | 663 ++++----- apt.txt | 2 +- .../casa_to_spectralcube_guide.ipynb | 120 +- docs/css/jquery.sidr.light.css | 31 + docs/css/style.css | 663 +++++++++ docs/images/ellipse.png | Bin 0 -> 21410 bytes docs/images/pvextractor.png | Bin 0 -> 308284 bytes docs/images/radiosnakes.svg | 249 ++++ docs/images/radiosnakes_almacolors.svg | 369 +++++ docs/images/radiosnakes_cees.svg | 453 +++++++ docs/images/radiosnakes_cees_nostars.svg | 399 ++++++ docs/images/radiosnakes_fft.svg | 254 ++++ docs/images/radiosnakes_fft_almacolors.svg | 315 +++++ docs/images/radiosnakes_nostruts.svg | 357 +++++ docs/images/radiosnakes_nostruts2.svg | 361 +++++ docs/images/signalid.png | Bin 0 -> 78607 bytes docs/images/spaceinvaders.svg | 369 +++++ docs/images/spaceinvaders_mothership.svg | 433 ++++++ docs/images/spectralcube.png | Bin 0 -> 61045 bytes docs/index.html | 286 ++++ docs/js/analytics.js | 9 + requirements.txt | 11 +- runtime.txt | 2 +- 30 files changed, 5415 insertions(+), 1601 deletions(-) create mode 100644 .github/workflows/build_and_deploy_site.yml create mode 100644 .jupyter/custom/custom.css create mode 100644 docs/css/jquery.sidr.light.css create mode 100644 docs/css/style.css create mode 100644 docs/images/ellipse.png create mode 100644 docs/images/pvextractor.png create mode 100644 docs/images/radiosnakes.svg create mode 100644 docs/images/radiosnakes_almacolors.svg create mode 100644 docs/images/radiosnakes_cees.svg create mode 100644 docs/images/radiosnakes_cees_nostars.svg create mode 100644 docs/images/radiosnakes_fft.svg create mode 100644 docs/images/radiosnakes_fft_almacolors.svg create mode 100644 docs/images/radiosnakes_nostruts.svg create mode 100644 docs/images/radiosnakes_nostruts2.svg create mode 100644 docs/images/signalid.png create mode 100644 docs/images/spaceinvaders.svg create mode 100644 docs/images/spaceinvaders_mothership.svg create mode 100644 docs/images/spectralcube.png create mode 100644 docs/index.html create mode 100644 docs/js/analytics.js diff --git a/.github/workflows/build_and_deploy_site.yml b/.github/workflows/build_and_deploy_site.yml new file mode 100644 index 0000000..89ec5fc --- /dev/null +++ b/.github/workflows/build_and_deploy_site.yml @@ -0,0 +1,78 @@ +name: Github Pages + +on: + push: + branches: + - master + # paths: + # - 'spectral_fitting/*.ipynb' + # - '*.json' + # - '.github/**' + +jobs: + build: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v2 + + - name: Set up python + id: setup-python + uses: actions/setup-python@v2 + with: + python-version: '3.10' + cache: 'pip' + + - name: Install requirements + run: pip install -r requirements.txt + + - name: Export notebooks + run: | + JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert spectral_fitting/*.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert casa_to_spectralcube_guide/*.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert masking_and_moments/*.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert parallel_spectral_fitting/*.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert DameCube.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert PVDiagramPlotting.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert DiskPVExample.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + # JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert SpectralCubeReprojectExample.ipynb --execute --to html --ExecutePreprocessor.kernel_name=python + # JUPYTER_CONFIG_DIR=./.jupyter jupyter nbconvert SpectralCubeReprojectMaskExample_v4p1.ipynb.ipynb --execute --to html --ExecutePreprocessor.kerne]l_name=python + + - name: Prepare public folder + id: folder + run: | + cp spectral_fitting/*.html docs + cp casa_to_spectralcube_guide/*.html docs + cp masking_and_moments/*.html docs + cp parallel_spectral_fitting/*.html docs + cp *.html docs + + - name: Build with Jekyll + uses: actions/jekyll-build-pages@v1 + with: + source: docs + destination: docs/_site + + - name: Setup Pages + id: pages + uses: actions/configure-pages@v3 + + - name: Upload artifact + uses: actions/upload-pages-artifact@v2 + with: + path: docs + + deploy: + permissions: + pages: write + id-token: write + + environment: + name: github-pages + url: ${{ steps.deployment.outputs.page_url }} + + runs-on: ubuntu-latest + needs: build + steps: + - name: Deploy to GitHub Pages + id: deployment + uses: actions/deploy-pages@v2 diff --git a/.jupyter/custom/custom.css b/.jupyter/custom/custom.css new file mode 100644 index 0000000..4310bff --- /dev/null +++ b/.jupyter/custom/custom.css @@ -0,0 +1,14 @@ +/** +For this file to be processed by jupyter, +ensure you export JUPYTER_CONFIG_DIR, for example: + JUPYTER_CONFIG_DIR=jupyter jupyter nbconvert --to html + https://blog.derlin.ch/share-your-jupyter-notebooks-like-a-pro +*/ + +/** Make jupyter HTML export more responsive. */ +@media (max-width: 600px) { + .jp-InputPrompt.jp-InputArea-prompt, + .jp-OutputPrompt.jp-OutputArea-prompt { + display: none !important; + } +} diff --git a/DameCube.ipynb b/DameCube.ipynb index fc2af2f..14c16c7 100644 --- a/DameCube.ipynb +++ b/DameCube.ipynb @@ -11,14 +11,12 @@ "\n", "https://lweb.cfa.harvard.edu/rtdc/CO/download/COGAL_all_interp.fits.gz\n", "\n", - "The key result is in this paper:\n", - "\n", - "https://ui.adsabs.harvard.edu/abs/2008ApJ...683L.143D/abstract" + "The key result is in [Dame & Thaddeus (2008)](https://ui.adsabs.harvard.edu/abs/2008ApJ...683L.143D/abstract)." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "3af7c5c2-8689-4327-8697-ec2251b2d01e", "metadata": {}, "outputs": [], @@ -32,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "f30b33f9-a996-4af3-9f3d-2c28fad69e5a", "metadata": {}, "outputs": [], @@ -46,11 +44,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "7cffa818-9ef1-4e73-affd-6c44e9f8778b", "metadata": {}, "outputs": [], "source": [ + "import numpy as np\n", "from spectral_cube import SpectralCube\n", "import radio_beam\n", "from astropy import units as u\n", @@ -68,12 +67,32 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "f2116162-7896-4dfb-bf2d-cfcf168b6057", "metadata": {}, "outputs": [], "source": [ - "cube = SpectralCube.read(\"COGAL_all_interp.fits.gz\", use_dask=True).with_beam(radio_beam.Beam(1/8*u.deg))" + "from astropy.utils.data import download_file\n", + "\n", + "datafile = download_file(\n", + " 'https://lweb.cfa.harvard.edu/rtdc/CO/download/COGAL_all_interp.fits.gz',\n", + " cache=True, show_progress=True)\n", + "\n", + "from spectral_cube import SpectralCube\n", + "\n", + "cube = SpectralCube.read(datafile, use_dask=True)\n", + "cube = cube.with_beam(radio_beam.Beam(1/8*u.deg))\n", + "# cube = cube.with_spectral_unit(u.km / u.s)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "73d171e5-257e-48a4-a377-02a46a65c126", + "metadata": {}, + "outputs": [], + "source": [ + "cube" ] }, { @@ -88,14 +107,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "7294bf39-5792-4f49-b095-501058773aa9", "metadata": {}, "outputs": [], "source": [ - "lmin,lmax = -12,12.5\n", + "lmin,lmax = -12, 12.5\n", + "\n", "def v_of_l(ell):\n", " return (56 + 4.0 * ell)*u.m/u.s\n", + "\n", "far3kpcarm_mask = [(cube.spectral_axis > v_of_l(l)-13*u.m/u.s) &\n", " (cube.spectral_axis < v_of_l(l)+13*u.m/u.s)\n", " for l in np.arange(lmax, lmin-0.01, -1/8.)]\n", @@ -112,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "fd63d384-fbad-42dd-821e-babae7568068", "metadata": {}, "outputs": [], @@ -131,20 +152,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "89e82122-8f96-4642-ab8a-87a352cea6f3", "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[########################################] | 100% Completed | 0.2s\n" - ] - } - ], + "outputs": [], "source": [ "far3kpcarm = cube[:,int(ymin):int(ymax)+1,int(xmax):int(xmin)].with_mask(far3kpcarm_mask.T[:,None,:])\n", "f3m0 = far3kpcarm.moment0()" @@ -152,23 +165,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "41d6ccca-7a88-42fa-a591-4799cbbc224e", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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EYTgBwogRI4JjYgm1ssMG04MHDw6O6dOnT65lchn9+/cPyuD7Gie34XE8YcKEoIy8JlnhfgyE92hOjsSJKDipBgCMGzfOxF9++aWJ2Qw7Nl4K4n7BCUG4HvXr1zdxo0aNgjLYUJyvJa8/eK0JJI9LvrZLliwJjuH5Ik1SFYbHFI9BvtaxJCvLltmEKHz9OWYzdSCScKqU7XOjRo3KtV4A0KFDBxNzApRJkyaZ+LPPPgvK4H7H9wK+d6RJssJ9Kj8kGd9/++23wWt8L8hLPfQNnhBCCCGEEEKUEPSAJ4QQQgghhBAlBD3gCSGEEEIIIUQJ4U+vwWP23HPP4DXWgPBeatYAxDQBvB83pk0pKbCuItambPzObcw6Pj4eCDUBHP+Z4L34bPCaH80ma4aaNm1qYjZoB4D58+ebmLWBvM+ezaFjr7Geg8dP7Nqylo01AjE9A8N9iDURrJmI7edneD87w+0HJGu5WMvB+hAg7xqamP6FdQPc7mwIm585ij83di4xo+7ssL4jZlDP4yNp7LPBNhD2B+63+RlzrC9kg+CYjo9f45j7ZUwfxW02c+ZME/N4iY39woD1Ylz3mHEzX5eYGXp2uN+mgT83poVaunSpibmP8fhhrRwAPP744yZmDdF7g742cYeyPYIyXtv8vInb7m3Pt0mTJiaO6aJZI9SiRYvgmOzEdG58j+aYx1hM48vt3Lx581w/lzXPQHi986Nt4vsLm8fzuOU5HADGjx9vYtbGNmjQINcygbzromPzR0Hoa3k8zJkzx8R77bWXiWNjjvsY39d47K9ZGc7Z6zfaMVexrL3vLVw43cSspwPCe8OGDRtMzG0Y6z88P3Ib832N5wog7MusUS2InAC8xon1j6TrkBv6Bk8IIYQQQgghSgh6wBNCCCGEEEKIEoIe8IQQQgghhBCihFDihGQxX54keG8t74sFCkdzx3uLC8tPbFuJ+V7xa7x/f8GCBSZetGhRUAbrCLbX808D1533kecH1hCxfow1eUDoB/Xzzz+bmPeax3wjWYfFe755vLDmBgj1C6zb4v4Q071yH2MtD+9Nj2kBY9qL3Pjqq6+C17id+dxY1xjbI8/+R6wJ4Dbl8QOEPm+s22I9SKwPcjtzm6U5l5hnUHZYD8JaFyA8lxo1apiYtQgxjR7XnTV4+fEJ5Hme65GkJ4vB3mkxf7apU6eamD0w+Vxj/To2H2wrfD/leS7mkcr9MqZd2la4j8XalOc6rgfPWzEN3iWXXGLiGiu7mbjPrmeY+Ijay4MyBsw81sRvf/+KidlrMDYXss6I752sKYrds5M0dzGdK1O9enUTs16Q7x2x/sF9iscpf0ZMS8vv4RwJaZg7d66J2YOM54KYvyPrwLmPcZun8eLMD+yRy+fGdY/5sbFOnK8d3wsaZ3QKyphdymrqKmXYeX3DFru2njhxYlAG6ymTtNUxPSFr8NhbkNcfsfU9z3U8r/E4ja2DkvTZixcvNnGsr/NaILY2yAl9gyeEEEIIIYQQJQQ94AkhhBBCCCFECUEPeEIIIYQQQghRQihxGrwYvDeW97CyvqN169aFXicgvmc3Cd5rz9qNTp3CfdGFAe/Hnj7d+pvwXvSY/1hMJ5BXWJvyww8/mJg1ArG957xPfsaMGSbmvelp/E/4c1jfEPOBY88g3p89cOBAE/O5AkCHDh1M3L17dxPzHvCYTon1Haw74r35MY0Vt1GS52FMP8d9LMmPj/fIx2DtEvsFxTx1WC/H58bvielBkvoM/559i4BQs8txki4WCPUv3IbcP2L6KdY+chnc93v37h2UwfPFhAkTTMyaPNYoAmHf5X6aH98i1mKwh19Ms9q2bVsTx+aY7MQ8DrmurP/ga1tcPqxcj5guiTXsrAdKGk9pYG/BmAaP25DHC8+3rIUDgC5dupj47bffsJ/hzzRx/RXheKlV3vbTY7dY3d4P6+z8+d133wVlJGlDeV6LaTTZ4/Onn34yMd8HY3pT7rsc33rLgybuvNOJQRkzd7vfxD/++KOJ0/hXch8bNmyYiblfxvopay4POeQQEzdq1MjEsfwOSfpSnqMKS4PXqlUrE3Nf59/H4DHEXoO8Dnp+451BGZs2s6+bLSPD2bHuUCUog/XHHPMal+dfIFw7cd/n8cEaPSC8J33//fcm5ueEWB9j/SBfF9aicwyEc27S/SU7+gZPCCGEEEIIIUoIesATQgghhBBCiBKCHvCEEEIIIYQQooSgBzwhhBBCCCGEKCHsEElWODEJmz/vt99+Jo4lwGDx4zfffGPigw8+2MRpDHHTGIsyXPcPP/zQxIWRZCVWTxaojxkzxsSc7CMmQGVYOJ3GtJ4TfrBAna/DPvvsE5Qxbtw4Ew8dOtTEbLzJ5waEiQJYfM1idE5UAYTJXbjfPvPMMyYeN9oKiYHwfC+66CITs0EwG3DHymA4qcioUaOCY9II5bMTSxrBom+ue5okK5wAhsXWLKTnGAiTQnBdCyJZUBo4aQTHTEywnXRd+Pex47lNefycfvrpuX4GEBrfDxgwwMScdIcTQADhGEsaczEqVKhgYp5zOMnK119/HZTBCT86duyY62fGxn5Swhzuc0WVZGXhwoUmjpkKMzwu2cyYk1vEDMaTTOr5OsWSrHAbsTExJ1jiZB8AsP/++5uY7/NXX2UThuy54rigjNZVbF/uuJudx0rPtska3l08Nijj3XffNTH3oSOPPNLEnDAECBMEDR482MQ8n7BZNBAmjeBEcd3KnWri69rY/gMA545vaeK83iuAcB5//fXXTXz00UebmOdwINn8m8cgzxX5Iba2LAi4rvvuu2+ey+DrzUlW2rRpY+LmLcMxN2OGHWMbN9p7UJlSlGSmTHhdeI3LiQS7du1q4libcp/ipF6c9C9NQqGPP/7YxDwXxhLZFESSFZ7HYgmUckLf4AkhhBBCCCFECUEPeEIIIYQQQghRQtADnhBCCCGEEEKUEFJt5HfONQDQxHv/uXOuPIDS3vtVSe8rDmKGuLw/n00N05hP8p5eNn3kvbNp9GN8DGuuYnttWa9wzTXX5PoZrFsCwvNlLQIb037yySdBGZdddpmJWcfImrQKO4U6i0VLrdaA65qmDVl3w3vvuQ1j5vKsPeD96/wZ3bp1C8pgjQTvm2adzrJly4IyWIPXs2dPE99zzz0mrlImNI9nDSLro1hH8N///jcoo0GDBibmuj/xxBMmbt++fVDGcceFWpS88u2335qY+xSPwZhmhPWjbCDO2q7Yfn7eR58fY+bVq1ebmNu0MIhpW1jPwFq4NPVirQH35XfeecfEJ5xwQmLdeMxVr17dxKx5BkI9bYP6TUy8xds5OabjY90vc/jhh5s4ZmzM/YPnwg8++MDEMe0k61p53uI5OKadvemmm0zMRrw8R6XRRbO2h3WuMV0S319YT8nzy9KlS4MyeCzzuOQxGNMk8jE8Blu0aGFiHhuxY/i67FKmrokXb7B9AQBWbbJteEL3z0x8ch97HYacc0RQxsBZNUz87jg7b7NJe6yPde7c2cS33367ibt3725iHoNAeC25X67ew7Zx7/GhZrNuKzvmWNPbsGFDE/M8D4Q5AC699FITsw72X//6V1DGSy+9ZOJbbrnFxHyvmDx5clAG95m+ffuauDjmfSDUnMW05Uzz5s1N/Oijj5r4yiuvNPH4cXbdCACnnnaMid9/267xNm6x88eGTSuCMvagubBlS6vZ5JwIMXiuZ80mz/uVK1cOyuB7Ej9bsK4zdn9hWOfJWuOYFpD7EK+LciPxGzzn3IUABgB4KuulugDeTf0JQgghhBBCCCGKhDRbNC8DsD+AlQDgvZ8KoEau78gB59zzzrlFzrnx2V6r7Zwb4pwb6Jwrmj9vCCGEEEIIIUQJJM0D3u/e+z9yezrnSgNI/i4yzosAjqLX/gagL4BnAZyVz3KFEEIIIYQQYocnjQbvK+fc9QDKO+cOB3ApgPfy82He+6HOuYb0cgaALVn/cje/SQFrjoBwPzZr8JjFi0N/Md6PztqV/Gjwkj43psGL7YvPDdZtAcCtt95qYm6zsWPtvul//vOfQRk333yziVnnyBqR2+vyc32oOYzp45LgvdNJ7RPTJLJegb0E+VwWjQu9W2J9Jju8jzymweN980l+J9V8qE0YPdruz2avI/bwe/nll4MyeH/6nDmLTFyv4kEmXr/e6v6AZB+rNHz55ZcmZq1fnTp1TBzT4LHmga81a0oWLbLnCoQaqyT/vZgvHnsFspdPGtiXJ6YbSIL1Lkm6pDR6Q74ODz/8sIm57wOhvoX1QdyGTz75ZFDG3nvvbeLXXn8pOCY7sT6ZpJtgbdcBBxwQHMPeeFxX9h+L3X9YzzF69GgTswaRtbZAqMHj8cP6oH/84x9BGTzG+PxXrLCamTTeYDx+uMyYnpDvn0k6+TQaPB633Ndj2hbWJdWtazV3VWHXAQsQehyu2mivt7/xbBOXrWzHx4HvfR6U0fjC0SZ+7kOrB9p5J3v/jfk1sifq/Pl2nmddbI0a4UYt9vGaMGGCidN4T/J9/4033jAxe9uedtppQRmswevdu3eunxmbPyotsXPODz/8YGIekyNHjgzKuP9+64N44YUXmpjXVqzPLSh4jE2aNMnErMFjb0ogHA98r2DqlA/9gDkHwjsDhpt40+b1FIfroPr1rfYtdv/IDueQAML5g/NK8Bonpo3k+YP12Dyv89hIA6/xYho8/pzYtcuJNA941wI4H8A4AH8B8CEyv20rKB4F0B/ACgBnFGC5QgghhBBCCLFDkfiA573fAuCZrH8Fjvd+JoADC6NsIYQQQgghhNiRyPEBzzk3Drlo7bz3bQqlRvG69AdwIhDfhiWEEEIIIYQQIvdv8I7N+n+r4Vn/rP/PQv6TrOQL7/3ZAM4GgObNm/sRI0b88Tv2qmC9XQz2jGE/pZgvD2u72LOsadOmJu7Xr19QRp8+fXKtV5MmTXL9fX5grWCM996zkkrev/3QQw8F7+F9wKxDYr++owZanxog1ETwnn/WqbGHCBDqBVnfUq+e9YrjegKhDon3dNesab18vpj4WFAG71fnvei8Bzzmpcf9kGHdzQsvvBAc88ADth58vg8++KCJZ86cGZTxaKMzTdz7if4mdnv8bOLzTu8Zr3A2WAvImpmDDrK6PgD4y1/+YmIet1xGGo9DbvchQ4aYmHUXsTLef/99Ex977LFIgvVirP167bXXTBzzW7v+1FdM/Otmqxn5aYz1W+M5CQi1B6y54jEX0+BxX2ctIHsrsi4FCPsuXztu81g/fewxOw7PPNP2W9bbxnRc3M6sD2LdXqwM1lOyT+Qll1xi4pgn1UcffWTi64+z13pWqRkmfmXg00EZDHuUnX/++SZu0yb8Gy33y59/tmOd74PnnHNOUMaLL75o4iRPzGbNmuX6eyDsl+xvyRrwGHfddZeJH3/8cROzBgkA7r77bhOzVvSQilYHPXNNOAe9vPILW8b+do1y+jirMSq91GqxAaDJe1Y/d0KVESZu1teOweuvvz4og8fLqlX2nnTqqaea+JFHHgnK4HsQa+74c7nNY2WwXrB/f3u/icHzNveh6667Ltd6AeE96YEHrO9b27ZtTXzwwQcHZdx4440mPu+880z8/PPPB+9heC3JfmuscY7pxViz/PnnVsfJ6xH+PQAceeSRJt7lty4mfuqpp0xco3moN2VvwYql7Zru2DOtppXXZ0DYH5K8A1kXC4Q6TvZJZG/W++67LyiD1+Ocv+CBBx4wccyvkdfJfL9lzf/bb78dlHHxxRebmH0Ax4wZE7xnKzlm0fTez8zaPnm49/5q7/24rH/XAAidOFPgnPsvgO8ANHXOzXHOnZ/0HiGEEEIIIYQQ6UiTZMU55/b33n+TFXRBOnuFAO/96fl5nxBCCCGEEEKIZNI84J0P4Hnn3C7ItDFYBuC83N8ihBBCCCGEEKKoSZNF80cAbbMe8OC9X5HwFiGEEEIIIYQQxYBLMnp1zt0ce917f3uh1CiBDh06mCQrbE564IGh4wIbVHIiFhYpsrEgAHTv3t3EbM46efJkE++5555BGSz6Z3Eoi4/ZPB0IzWs5eQOLwGMC1O+//z7XmMWl5/WyQnMA+Nfj55qYjUbvvfdeEzdu3Dgog68Dny+bIacxz2azcE5o8NVXXwXvYXF9kln6//3f/wWvcfISvk4xgXYSbJLasGFDE8cScTADBgwwMSeqiRk319zVGr1P6mXb/cJ3bVKJCdVscg8AmDHDjiHvrXCcRd//+c9/gjIOO+wwE3OSlYULF5p42LBhQRksauZxyYJuHk9AOD44uQsn4Rk+3Jq7AqH4nmHR94C3T8r1+Bh33vGriW++OZy6WQS/yy67mPj4449P/Bwe61dddZWJOXlSTHxev7Y1/L30b/ZzH3nImh+/3nL/oIzjR9m+zX3s8ssvN3EsWRQbILOg/d133zUxj0EgTNbBcx8nouD+AoTJbMqWscmx1m2wSQCGdgnF+Id891bwWnY4wRDPlUCY7IcTP2W/9wLh+ALCBBecjGDUqFGJZXByKL4ns5FxLAkPJ9z617/+ZeL997d9KpbshccLJ7MY/PQCE09Y/3FQxnE7n2Xi5n+18/Yl0z418a+z6gdldP2mV/Ca+dyjbNKiNp+ESTQ4oUOtWg1NPGTIhyaO3bOeeca6ZXECJe7rMRN7TqDE8+kHH9j7CScHyg+cXAoIk6lNnTrVxNznuP2AcL7gdSB/Rsy0PU0yuSR+/PFHE/P58ro4ZkjP99sxo+z5/77RnstOZcK15eYtdo1br4Jdj85aa9frRx4ZGr/zmp6TWHFSQJ6jgXAtee65dr3KawlOZBNj4MCBJubETrE1PxuXjx492sRsnh6D15JsqH799ddj5MiR0cVxmi2a2XtKOWRm15yUw7FCCCGEEEIIIYqJNFs0788eO+fuA/BJDocLIYQQQgghhCgm8pMNswKA8LtZIYQQQgghhBDFShoN3jj8z9g8A0B1AHd470MXzCKgRYsWPvu++DTG5qx9YxPEKVOmmJgNLoHQAJb3MLdu3TqxHknwvuGY+SLr0k455RQTswlxuXLlgjK++eYbE7MWgfc4xwzY2ZyT9R0x09i8wnveY5ozNh7m63LLLbeYmLVyMY466igTs0lmTIfD14XNsE86yWqqWD8GhNqc2267zcSsh4lpm7jvvvzyyybu0aOHic8+++ygjCGfWnPjU86w/YMNUdkgFwBuv91KdNnw9sQTTzTxq6++GpTB+sEn+1hj2g+XWU0VazuAUA/H+smHH37YxGx0DYT75lnXySb2rP0CgNmzZ5v4b3/7m4nzo7ljPt93kIm7DH42OCaNbjMJ1i/EtAfZ2bhxY/Aaa7lOPeomEx9Yxs6nZ+wRanmOHnmMic+tZrWSNw3/q4nr1w+1Tax9mzTJqg+aN7fGvPPnzw/KYJNyLuOYY2w9TzrmH0EZS9ZY0/ryOzU08er1d5p47dpQc1a5op0vrrvu7ya+4YYbTMw6this5eH3xK4t69QY1kEfdNBBifWoV8nqg6b9Zts86TMBoF+/fibme2NsHmPYYJ21s4MGhRq8uhWthqjBZjt/nPhP28eevdlq8QFg1JczTFy6wxW51nPCuHA9wqbtrD997rnnTMyG9UCoa6xRwxpZcz6DsWPHBmWUKlXBxPXqWc07G5DH5pdVq1aZmHVajz5qTctjWnM2++Z1DpcR0/EtXrzYxJzzgLVxfDwQaqUPPfRQE3Mbs0YNCHMv8Ppi992tpjcGryWPOMLaXbOOrWrFNkEZ6zfZHIylSi81MfefObOt1hYAqlW33ztVq1bNxBdccIGJY5p31jqyFu7YY481MetzAeCiiy4yMWvuWDvJen4AOO6440y8adMmE7PGl9cjQJibg+Orr756mzR42VtiE4CF3vtNOR0shBBCCCGEEKJ4SLNF85/e+5lZ/+Z67zc55/oXes2EEEIIIYQQQuSJNA94LbMHzrnSADoUTnWEEEIIIYQQQuSXHDV4zrnrAFwPoDyArRtlHYANAJ723l8XfWMh06FDB599z+3SpXaPL/uOAECbNnav8AsvWM8Y9nViXVcM9kxhLxferwuEmqKqVauamM+F9zwDocfQIYccYuJBg6wOJ+YRst9+1nuEfYnYLyrmx3fyyScHr2UnjbcL651YPxfTzDC8p5mvQ2GQRnfCGgHWPnGbA+E+cd6/f9VfrSZg1YbQr/Guf1ndTZcuXXKNa1UMtQkvNreeMH0mWf3YtIWfmTim5VmwwPpDsSaR+2XMW5D1TqxzZG3twQdb7QIAbNlirxXrO3r1sHq5o45rFZTB8wV7Yn79tdVPNa4Qets8/Kb1S+rV8zITr1p/R/CevPJSyy9MPLxrRnAM629Zs5sf0viaMXzt+ta/1sSPL7Ba0oxSVisXw79tNXfPLra6ik8/tX5jAPD226GfXF5ZvXq1iXm+ZA1JjH333dfE5ca1M/Fnq+zv16+dEZTxystWZ3PJJZeY+NdfrU8i3yuA0K/xs8/sWG/atKmJ2UcRSDdvZyema+T7BeuU2GswDaz92rIl1P8kUTrD3tc3bbb37LPOsp53ANDgK3ufP6SOPd+Tx9q1RPkqod/a1KHWn7Nc49Nzrednn4TrD16z9O3b18Q8FnjeA0KfUPZXO+wwq18vWzb8DuH3361fJWvNWbf31luhvyOvW9N45DKZ31X8j8svt/PHQw/Z+221auEa5sk69nz/PcWuA+qWqWjizzd+GZSxftNyEz/xlG2P3377zcR//7u9xwPAF1/YuZ/zTLAmjbX5QHhv5DHGHohPPfVUUAbrFDdvsPrKMqUoZ8L6iUEZu5S3+tHGzW2bsu8o+2wCwOuvv25i1miyTv7kk8Px5H24zssO30969Qq9KlmvzrkYeAzG/IBrjLffp32y0WrrW7ZsmaMGL8dv8Lz3//LeVwLwb+995ax/lbz3uxXXw50QQgghhBBCiJzJ8esO51wz7/1kAG865/bm33vvfyrUmgkhhBBCCCGEyBO57We7EsBFAO6P/M4D6BZ5XQghhBBCCCFEMZHjA573fqsJRHfvvREVOOdCczUhhBBCCCGEEMVKmowU3wLgLZqx14oE55xJaMHGkZxEAAjN0Fn0zqaQnNwCADp16mRiNsVk0WrMeJUF7CxqHTlypIlvvfXWoIw+ffqY+LXXXjMxm1M+8YQVxgLhubCImdujSpUqQRlstsgm0x06JCda5bpffLFNRMHm6UOGDAnKKIykKmzWyubhsSQCnCiAk6r88INNxBEzgGVDbTbjfGOQFT03a9YsKIOTm7AJN1/Lb78PTVNbt7JJeBo0tIL95RdZwfK9w6wROgBs2mI1v+s329+PX2WT49y/JdwowEmIuO7cPk8++VhQBicROfxwmyBlpzI2MUXMaLRCBZucYewP1sz14YftdWFDYQD48dIPTHxY2aODY7aV/fawSRQ27H1GcAybTLPRNyek4n4LABXL2UQbq9f/nGu9rqv3t+C17/eaYOJPF50XHJNXnrvBJn7a+Qab/Ofdd0MT6mnTppn4iSeeMPGcZ21CiNG1bNIRIDQ2r1ixYnBMdl599dXgteOPP97EX463ycJ23fkuEy8evUdQxjldN5i4SxfrZsTJtRo2bBiU8cYbb5j4zDPPNDGPBU4mBYTzGM9TbDDO5uGxY4488sjgmOzccsstwWucvIOTqvD9pHp1mxACCBNfcVIVJpa84pKaNqFDkwYzTLzLBGv+vHBZOJ72bWv7cteK35v469V23t/iwjaduPpNE19//fUm5vstJ5MCgMsus2N5l/LvmLh0hp2z77rr6qAMhpOt8Xpk4MCBwXt4vCQxffr04LUvvrBG56cea9vjwuo2Edbj94RJRQDbpq9ecaGJ31pp37PzzuG6sEFZm5Rr6T/tnHv7PJtApV27dkEZderYxGj/OtbW64Lz7XUYM9aWCQAnnniiiTmJyOzZNtla/ZVh/1hRarmJa2VYk/Z1sHPU1CphorhKm+x4WPCzTXZywqH2XNZtsfdjIBz7K3+yazbucxmlKgdlVC7f3MTdj7P3xjfeeNfEt95q+w8APPfccyYe/t0UE/86yq5Z5q8Jnz0OKW8/99JdbR/7CuEabiu5afBqAagDoLxzrj0yM2gCQGUAFXJ6nxBCCCGEEEKI4iG3rz+OBHAOgLoAsuchXYVM+wQhhBBCCCGEENsRuWnw+gHo55zr5b0PjUiEEEIIIYQQQmxX5Gh0bg5y7hgALQH8sTHee397IdYrR2rWrOmz6wKuuuoq8/uY+SIbI55wwgkm5v3+vD8XCE24Dz74YBM/cNOHJp67ZkRQxkknW1NM/hzW4J166qlBGd/1s5qHgZPuNPFRR9nPaNy4cVAG6yxq1qxpYjaJjOlwzj77bBM3atQoOCavzJtn92OztoW1cUBo6PnCU1Yj87u35r5szAqEJsOffPKJidm4OdbHWOvWsmVLE7/00ksm3rDB7kUHQhNMNtUdPMQa0bJ5OBDqv1hDMmzYMBMfcEBodM6wTuvXE60Z+O6vXplYxr2N7T7xe5dZHVL9DaEm7fmhtlzWdfL4OeSQQ4IyRo+2Gjw2L2W9x5R/hDrPBevs38H2rmqNrS/71bbpnfXCBMN/nZLcztvK8kvslPxBRBv5YBlrSn7TTTeZeONG2z5dunQJyqhXr56J79nDalWqXGM1A19fF5rZPtjL6juqPn1jcExeuaXBcBPPXWttXu86JtSdbFhv+/bChVYzsmKd1T49Wstq8gBg553tMS+dY3XgpY+YaeLPP7faHyAch+eee66JB75t7yelXKjlWbHOmoEv6m21oVdssFq4mCH9999bbVdBGMEnsXRpqGtjzdTBB1gt4Kx5VgM+efLkoIwvv/zSxKw5W7TIGorXqGGvPRBqDFlbvWzZMhNXrhxqefgevNsiew9qdbLVK48eYPXJANClos0b0KuRvVfe5Kxmc/OYUJ/9/VprXM6aK77W55xzTlDGY49ZzVDFilVM/OuvVj94/vnnB2WwKTff52vVshqs2P322muvNTHfC/l+y/kPAGDECDumOr1n63HExVZf+MC/wnOpWtbOl3PX2fnk1pk2B8Kee4b6/asy7H2r9+n2nvRwP2tSvutO4drh4Vl2fVrdVwmOyc6ghfcFr/Xr18/E77xjz//bb+09/OoaFwRl3LvgPRPfUdfe1/96/ism/vIdu14FgEPvt/kJNnxijd53ambPddnQhkEZx79i71sTYdew+5WyeQQqHGk1rAAw6yM71lfWs3PO9Gm2Ho89Hj4S8bzEeuS//82atLdx4TqhXWWriNu5tH1mG1zr27wbnW/FOfckgFMB9EWmDu9kAA2S3ieEEEIIIYQQomhJfMAD0MV73xvAMu/9bQD2A7BX4VZLCCGEEEIIIUReSfOAty7r/7XOudoANgLYPZfjhRBCCCGEEEIUA4kaPOfcTQAeAXAogMcAeADPeO9vzvWNhYRzGb6U+5/PULmy1rvm8LKhN8f1e1uvo7Jl7B73VevKm3juyipBGa/NsPtxV2+2ZXzr7f7ldevWgalX0fqdLNlstTt169Y1ccyTa+jQoSZu0aKFiX//3WpEnn766aCMY445xsQPPvigiU87ze75Zi8kANh/f6vvYX0c6x+uuOKKoAzmrrus19N779n93DHNyNB+Vr9xCnkZdahmf//2zFBn8cE66z1y+wO9TXzDldbLpKZvGJRxUCWrGxi0xvp8LVhv/cc6lbGfAQCPdLa6ik+mW6+r75fav8dUPM7qP4DQh+maa64xMfsHxTRWQRkX2/OvBOt1NGGV1XLE8K/9xcTuNKurqF0p9LBrucVque4davf89+jRw8SsywBCvceyT63etFlFq7+9olOo82xyidWVvHKN1RVULWfH+tEj7fgqLu5s9F3wWpNKVj947s9Wc/hCU6sf7NHD6lEBYMzX+5j4lp9qm/iT1YWvNyxp+AGXmviZG+0cXKO89XA7YG+rpQSAas9dZ+LX2lit31cLrT7s6UUPBWWUKmU9/LZsWR0ck52MUrsEr/37PutJx7pwvmfFtOasA2efO/b9uuiii4Iy2Ff1v/2+NvGKdXaOjvkTnnmm9Z395RerqWH9GPteAaGWifVixx1nr/X9ja2+HQBunWPv+4u+trqcQw9sZ+Lb24T3htFL7L2vYhmrH/vP7OUmnrzWencCQLfytj3+1tTqkG752d6jqsOumwBgprOesXM2jTNxuQzbp/ZxnYMyMpyVHJ3WwI6PF6dbLVwGQolSt5r2tb4fWh/RnZrac938cKg563Or9SQrf4IdL+Nfs+vrtc7WEwBeP9B6OX/6i/UZXdPH9vVZD9vjAaBOBWs0+9QS26YHlrZevm+t/m9QxuYta0ycUcpeuw5l7X3twobh90PfLrZ65IVkgHsKXafTL7WaPADYfIC9v5RpfXFwTHbmnf5g8FrrQVanWKPuehNXmWPXrzNLhd6TF+xq/bM/W2r1uIsybD9etNmOUSDUq2+aazc/vn+QLbPPF2Eui1mlbL8s4+yapWbT5Tlq8BJdor33d2T9+JZz7n1kJloJFbxCCCGEEEIIIYqVNFs0/8B7/7v3fgWAN/P7gc65o5xzPzvnfnHOXZv1Wkvn3HfOuX7OuTzVSQghhBBCCCFEJvl9mIp+HZj4JucykLnNszuAFgBOd861AHAlgOMAjARwRD7rJIQQQgghhBA7NKl88II3OTfLex8aeiS/bz8At3rvj8yKt4oGmgK4Cpl2DNO89x/lVEbV0jX9ERX/t2d/7eYt5vfda2/kt+CiyaH3WXb8R1eb+MLeJwXHXNzS+qm9OsV623yyyvrQVN4S+uHwnt3OGXY/bvnS9rn5y99/Ccoos7vdjztzut3TXGUne1l2clZTAQALN1g92KZNdj9/+fK2DZs0aRKUUb681S2OGGG1CE88cY+Jn3322aCMatWstw/78fV/aZCJ27ZrGJQxecIKE+/Z1O4BZ03iwoULgzLYB3H+fHudTqjc18RrNtt95QDQaGfrS3VgTatNOKm3/dJ7w6JdgzJwhfXDqVD7SBNv3mLP5YOOoWfbd4utPq7GTlYr+uICq0mssW+4n5+pX9/2qd0H2749fGnoDfb5mtzHHLNx3JPBaz9fZa/LTNKQTF5htRoTu4b6hjdfszrXMytbHcHE1fY9zx8W7sVftdr2qVXrbd9fts6On6P627kAAMrMsuPWdb83OKagKZNxYfDarFObm7jy41Zzd2drey1Xbwr/lrfF5x4/vtBqKMS2M6TzQBN3G358DkfmzP/Vth53r2x4OTim9O9W//PWx7af3nBEfxMvKGW95IBQU1W9lp2DWBvHPoIA8Nln1s/0iCPs332rVKliYva0A4BWraxf56BB9n7yfj97f6272eplAGBqKavTO3sXq8vpv8J611b3YRkL3QwTNyVtcZUMqxe7q0vo6dfiVKsfdOc+HxyTHf/GJeGL5eznrO1mjyn70CMm/m1yw6CIx76y/mHXnW3va2WrL7f1bB3m41vSz2q7SpezeqlK5PG3abWdXwFg3eIq9pj1ZU1cbV/bhsvHWD07AKxeZu8fo3/d08RH/tf2qV8ut2tNAGj76WAT/+Mf/zBxp06dTLxmjdW5AcBnV/5k4jdWWv1pl/2tIirm9/rkk/b+uc8au4adscXe92d7u14DgHK72LXR2rX23lh5iz2X9d7qxwBgyRqbz6BeRXt/abTZasxe6mHPHQDqvnZF8FpuLPvLHcFrJ798kIl/LmX7w4+9rEZ11+f+GpRRJsPOS2dVtb6Jn2+0cSw3Qx1YL+Ne9e3ausc+towz3twvKIOZRHNS3Wbr867Bc869h8yEKsGvAKp1euoAmJ0tngNgXwAPAfgAwFQA4UpPCCGEEEIIIUQiuSVZCa3u0/0uz3jvRyHzQU8IIYQQQgghRD7J8QHPe/9VTr/bBuYCyL6HoW7Wa7ninOsP4EQAKOt2SjhaCCGEEEIIIXZMijpj5Q8AmjjnGjnnygI4DcCghPfAe3+2935n7/3OO0d8d4QQQgghhBBC5DPJyjZ9oHNHA/gPgAwAz3vv78zL++vUqeMvueR/4uCbbrrV/P7EyqG4+LV3bM6Wn26zotVbylsR+OGHW0NyAOh3sxVT71XaGmq/tfJxE9erZ81/AeBM39PEs9dYXeSM9VbUOjfDio0BYN56a8S8YZMVxvatZQ1zY8rLySut0LNLdfucf/vs0HySKZNhhdK1atsyypSxSUceeOCBoIxHH33UxI89Zs2u99zTip6fesqaYwPAJZf83cQXXmhN2WfMmGHiTz4JjZtPOOEEE8+cOdPEa6Y0MPFqLA/KuLymTV5x5b1kJLrCXttPH7efCQDPT6UkInRtNznbT/d0oYC9xS72OnStucTEy363iUu8D3vIP2fa96x3Vhh++i7WqHjy3jOCMu53v5l4j3cjov9srLvhquC1J1+3bdR/gU2os7LGtyZ2LjwXNkA+7TRrKtywYUMT9+ljzW0B4MO3rED7kqo2icjklfZzHzvZJogAgLI7WzP0ig/aaW/TvTbxROmrt12KzMmjAGDAtXZuu+xXmxBj2Torvm9fLkw4dWlDm9DgnAmh6F8UP2uWjzbxQXUXmPiUG+04BoDevXubmJOd8Nw4YYIV/APADz/8YOJKi6xRdcdTbZKi/fYLEwtceKFNEFSlQpvgmOw0aRnu7Kk6kRJceHvfq13W1uOzDaFR8SkVbbKGSmXseqlyGZt444x2oQH9WZ/axDX3trcJHh4cV9fEV7aZDWbT5gwTdwo92Q0rbpwevFaxhk20UeYvtl6lP7KJXDZdahOlAUCZZ2wSkdU/27pPn2gTsj01zn4GALyw7A0T71fmOBN/vd6uP87a9fygjBPq23Pp96tNWtaluk2EtmaTbT8AGLLYJpTa1NbOhd99913wniQGDBhg4svOseueAR+FbTpmjF3TZWTYuvI6qPtR9h4GAB62Hx5zjE2GM3eu3Sj3/fc24RIQrnsbNLDrnsGDbUKZ7Ovwrbzxhr22TZva63/jjTea+O4DnwnKePSs90zc+fn2Jm5fxhq/Vy4T3vfHrLYJYOZl2MRna7fYMfh8U5vwEAAOO8bOfe3fsH3szN9te72/KEygM2GLHVP7lDrUxF+t57V2mMhnn3L2eq+m9Vi55r/m3+i8oPHefwjgw6L+XCGEEEIIIYQo6SRu0XTOfeacq5It3tU5F34NIoQQQgghhBCiWEmjwavmvV++NfDeLwNQI+fDhRBCCCGEEEIUB2m2aG5xztX33s8CAOdcA8T98YqEjIwMVKr0P/3XeedZzUyjRjX5Lah0lDXS7HKA1UNdduFlJj766KODMurVs/uCZ82aZeKvb7W6nFWrQiPJ+1ZZXdaWLbZePStZ/cOWjbWCMsrvZE0/q5SxptPf1LbGzj169AjK+PS2f5l4zBKrVYC3+4AfejiUSV59tdX3LJpv67p5i9Uc7bNPaH7ctm1bEy9YYDUiV155pYmffvrpoAzW4HXv3t3EPXv2NDFfNyDc4876wfcnv2/imGn7sGG23Zv2OcDE09ZYHejq1c8FZRxNhr9sXnrF3+4y8QV3/S0og7WOj4y3eqnfN9g27lA+3M+/tBxpMdbZMdXlUWsKejSZDgPAitvyZuSdUS40S39skdX7tOpm/x61ZIntczHNxPr1603MpvabNlldY79+/YIyan9m9bQPL7F9e8G3Vo9apq3VGcTY8vU/TTzvh5Ymttby+WPRq+Hf4fpPs33slIq2n/bbZLUJM8p/EJRx0c92fqj+ntXQHNMjNMD9s1K7ktUFV3C7Bsf8svKMXMvwL1oNkTsnHPt5ZVrPJ4LX7vuug4nXWRkSup5v637D9bcFZTz88MMmvvvuu038888/m5g1NwCwfPlyE7Mx8+2323tp3bpWxxXjl1lDTFytWjUT33TTTcF7npz0qYnP2sVqAYc3sDqkN27/d1AG34PmT7PzR4az94orXvo4KOPwf9tyD77TtlmL8seYuP3HoQF99xq2Hj0Os0u35xbON/GDzUJN0Ysf2PngvGFW4/3kzxeY+JDHwzXMP2bapd9VV51q4jMesmPhlqpVgzL+WcbOjzxHH3GE1UK+NT2cgwZOtprLU87qYuKDScMZW3+0etOatK9aZfvHxIkTTbzHHqFZ+ubNdpCddJLVLHfrZo2+580L8yrUq1fPxN9+a7XlrHV74cX/BGXweBg7dqyJmzSx2shBg8LchkOGDMn1mKp0LcuWtWsLIFxL/ec/tq5Dh9pr+1vnqUEZ91a0a5JaHW17DPjG1qtPFZt3AgA2k5Zt0e9WR1+xjF3TjFwS9tNWExub+IldrfZvzmr7HPHjrLeDMqpWsPk+vlxj5/6dyti1RZWq9pkAACavt+WWL2+1w3Vg65WdNA94NwAY5pz7Cpk5O7oCuCj3twghhBBCCCGEKGoSH/C89x875/YGsPXPG1d475fk9h4hhBBCCCGEEEVPjho851yzrP/3RuaOoXlZ/+pnvSaEEEIIIYQQYjsit2/wrkTmVsz7I7/zALpFXi90KleubHRWW7bYvbbHH3988J4jjjjCxLH92NlZu3Zt8Nopp5xi4lKl7LPxfffdl2uZQFjXNm2stw97Cr1Je8QBYOZPi2w99rSagLtvs5qJY489Nihj2TKrs3n0kRdtvdraveYnn3xyUEbHjh1N3Lmz3b9eqlRFE198sfX5AoATTzzRxP/4h/XYYU0V798GgF69rOYuuz4TAP7+d6vR473oAHDYYYeZeMUK67d24IEHmrh5c+t5B4T76B9/vGtwTF755ptvTHzq6VbLsmRJ+EU6+1S9/bbdv92oUSMTT55s96YDQNeut5h43DjrD3TccVZzFRsv3UZYfdw3wRGWtfOqB691O8WW8eqr1vypW8Z5JmbNBAC0aBF6fWWHffKef/754BjWTXStYN9Tpq31yorx+1Srq9mpq9Wh1E/RXRadYz2UNqy3OpSBo6wG66vWoWakWWXrsdSjofXcmjjaevt8tTT0nrzuuutMvGaN9eXJcNaL8uVW9joBwOnjDg1eKw5eaW29nd6fY+etxWt+MvH/XWn12gCw1543m7hv374m7vKuPdcO5+S1lsDKv9nPOGJIs+CY6aseMnH5nRqa+AJv9di33xFqRdmn6qef7PnHfCKZKqTJPf98q0FMo7nbuNF61rHGiLnjjjtSvZZXeO5L4osvvkisx6233mpi9j078sgjgzK+XmsTl596qtW+NVlj2+uOpVZrDQAzyn9l4le/s2N/wkO2/zRtaXXBAHDzSKv34f4yapT1AaxdO/QDZm65xd5vJk0KtX/MqlVW57tundVFz59vNYmLFtl1ExDex0ePHm3i336zXq6xe+Xw4cNN3Lix1W0dfPDBJm7VqlVQxiOPPGLis846K9fP2LAh1GlxbgHWx/FaKwave3amnADcT2NrS74XfPnllyaeNm2aiT/71HpmAuFakueT1atXm/i220ItcYu5y03cdTerjWRfwIHv22sNAFeQb+Qx79s+1etkq18/op7VgQLhWjtjhp3HqlffxcTvv2/zPQChVy9f/zp18qHB895vXcV0994bFaxzrlzkLUIIIYQQQgghipE0NgnfpnxNCCGEEEIIIUQxkuM3eM65WgDqACjvnGuPzAyaAFAZQIWc3ieEEEIIIYQQonhw3sct7ZxzfQCcA6AjgB/wvwe8lQD6ee9D04cioHXr1n7gwIF/xDvtZHUosf2oH374oYnZ5473BVevHuqB7r3X+nqxv9xee1nfmdmz7f52AHjwwQdNfPrpp5uYdQYxPz72SNl9991z/T3vmwaA9u3bm5g9U1hPVrNm6C3IbTZ1qvUzqVzZ+vPF/OfYk4w1dytXrjQxa1sA4K233jIxXxf22GHfGiDub5Md3gMd02W0bt3axDyunHPIK+PHjzcxX5fp06cH72EPKtYALF682MSffGK1HUB4vvvuu6+J2ScwxssvW83ZXs9aD8gOX1i/pP+SFgoAZpxmr8vHd1l94Zu9rI/VjWWtLhQAPvjAeihdc801Jr7gAuv99NRToebslhutH+HKdeGe/4LGv/3X4LV2va2WePL6z0385F5WZ/H0TOvxBwCXNbKbNs4an7uUes/Krwavvfi+9cA86CCrQWT/pBdeeCEo46U9R5q4wr13B8fklW47W43utIxfTbxyk9VQAMArb1pdI+tJ2fft9tusTxwA3H6H9ShjjWKzZlYv90ptq4MFgLUb7H1sz0Z2bB80wmqMTjjhhKCMe+65J3gtr/C1Y71tUTFgwAATs79YGlhnw2sD1vnF5jXWFLEuqSDqkQa+B//6q+3b3F583wNCTzbm++/tfBrTnFWsaDWq1157rYnZVzTmt8Y6NfbD5XVRTEv5EOkF//lP6yu6yy5W25QfWJPXrl274BheF/L9lvM9xPTqrJvn9Sdr0FgbCAA1aliPw19++cXE7E/H/RoAzjnnHBPHckAkwRqymE4vOzH/yiSNahr4ntOli9XHsafyFVdcEZTB2mGec/newJ5/QNgePC5ZKxpbW06ZMsXEvB4bPHgwRo4cGV1g5qbB6wegn3Oul/f+rZyOE0IIIYQQQgixfZBGg9fBOVdla+Cc29U5989cjhdCCCGEEEIIUQykecDr7r1fvjXw3i8DEO4dFEIIIYQQQghRrKR5wMtwzv0hEHDOlQewUy7HCyGEEEIIIYQoBnJMsvLHAc5dA6AHgK2qxXMBDPLe35vzuwqPVq1a+ezmzZzchMWlAFC/fn0Ts0C5adOmJmYTcwD44QdryMjJOthQOZa8gg3Df/zxRxOzWedh3WwiCgA482xrRMwiXhaOx4xpWfg5Y8YME3ftal2XY2alnJhkzJgxJuakI5zcAwgFpjERc3Zixt6cmIaTZLAh7FdfWbNXIEzUc9RRR+Vaj+xJfrZy/PHHm5gNX1n0HUvswqagPDaTDD+BMDELJ3g45BBrlh6Dxfbcx5hYMiBOzlDr6WEm7vGjNahf/6tNwgIAXdraNpuyydqld8ywSUemVAqvCyf/4THI42PytTbRDwDcMrNz8Nq24t+ziTn6X2uTA928Kpw/OHETm/eyQTInXohxTmubmOPLNTZhyuE7fx2856vfXzfxL79YM+xGjWwSkdoVQyP4bmXbmbjf0tz7mH8uNEt/u3J/E5/X2wr2l62yYyGWRIPHB4vxu3e3/ZTvN0CYWIKPueGGG0z89JPvBmX0vdzOU/fdZ5O59Ohhry0nTQCABx54wMScmOPjjz82cUzQ37t37+C17PB9Lz8JEH7//XcT8/wbg5NT8L2A7/EA8O6775q4Z8+eJh4yZIiJk5KQxODEYPvtt1/iezg5A68/YgnJatWqZeIFC6yRObfprrvuGpSRZBbP3H777cFrN998s4kfffRRE//1rzY5VGw9xgk+XnnlFRNffPHFJo4ljOH1Bids44QYMQNpTkzSsaNN0sXrQL63AqFx+Zw5c0xct27d4D0Mj0O+/55yyikmZhNzILzPcSKfWH9IIik5YRo4QQi3R4UKeU/Iz/fB2Po0r/MSJ7oBgAYNGpjYOZuyxHs773OiHyCcc7i/3HXXXSbmNR4QJiwcPNgmpBs3blzek6xsxXt/j3NuLIBDs166w3sfrj6EEEIIIYQQQhQriQ94AOC9/wjAR4VcFyGEEEIIIYQQ20CiBs8519k594NzbrVzboNzbrNzbmXS+4QQQgghhBBCFC1pNHgjAZwG4E1kmp73BrCX9/66XN9YSLRo0cK/9NJLf8SsQ2E9BAB06tTJxF9/bXUlvNe2efPmQRls+jlv3rxc63nEEUcEr7FBJZumvvfeeyZmTRYQaiR4nzjv54+ZlLOBJe/73W233Uy89957B2U8/LDViPC5sVlljGXLlpn4oosuMvFpp51m4sMOOywoI6+Gpk8++WTw2uuvW01Rv379TMyaAdbtAOH5cxvy/n3eiw2E+9N5Pz9fJ9aQAEDHjgeYeMsWq11Jozthk3IeU3wdYnMI7z2fNslqd55qYs1t75kaltH3cVs31hixVvLf/7a/B4Bdyltt7IvN2ph4YFury3rmqNDyc+0RfzHx7DOsdrbZh9YQNcbvt15h4jcHWI3i8AOtroL35gOhjmLhwoUm5rHO4wsINbqsQ+FrXbfKwUEZKzfaua/fy1bHxxrVx6qHOj6m4gPh+WanMentAGBDpbEmXvGb1XOMGms1JDH9HGuKuI1Zy8J6GAD46CO7uWXDhg0mPvTQQ03MRs4AsP/++5uYrwtrRHiuBICRI615PI9LHpPbCzfeeGPw2uGHW635QQdZHSf3MdZA5wfWFwL50xgyK1fav4ezpiaNjo+vpXNRyc0fpNGLMawbj83r3C/5nrV8+XITx/RzrCdkLTmbqaeB8xdw3dm0HAj1trzGGzp0qIljY441ZqyFfPHFF00cM9Tm+eOAA+w9nPM7sJYWCNuU8xnwtY2ZpfM8xfA6Kbb24nvy/fffb+JLL73UxOXLlw/K4Psaa3SXLl1q4kmTJgVl8DqZdXu89o7x0EMPmbhDhw4m5ucIzjsBhPkt+LrwdeA1HxDOF3369DVx+/aNc9TgpcmiCe/9LwAyvPebvfcvAMg9C4UQQgghhBBCiCInjQZvrXOuLIDRzrl7AcxHygdDIYQQQgghhBBFR5oHtbMBZAD4K4A1AOoB6FWYlRJCCCGEEEIIkXcSNXjbG3Xq1PGXXXbZHzFr0K699tpt/oyYtol9eNi/g/dzs8cbEPpDMa+++qqJzzgj9MFjnR57prDeMOYR8tZbVmfEe8tvu+22XOsJAPfea20Qef8x74GO7e/mvfbsT8j7lWNeJey3xnvtuYxhw6wfGxDurWZd2mOPPWbimKcfn/9rr71mYu4/7M8HAJ999pmJWSv5xRdfBO9Jgr1Z+DrE9B6s03ruuedMzPv9+dyAUO/DelLWJrC+Dgh1JqyHevDBB03MHogA8K/y1tvoo7lWG/npOutJNaBj+DevZyY0MXHjSrZ9/v6L1U/5V0Otxl+uuMDEI9ZaH6uVpaxe7vRL2wdl3HOP1bq98847Jub2ifkX8ngZNGiQiVl3cPnllwdlMKwX/PJOqyOoVDrUMVUpa9t5EOzc136t9SscUdp6ZQGhdoV9RXlO5nEOAJ9//rmJ+/e3Wj/W43K/BYCDDz7YxKzB++Yb69/IczQQ6npZp3ffffeZ+Pnnnw/K4DFXvXp1E7NeiudbANh9991z/Rz2OYvpX3j+YI3ZX/5iNa2FxQsvvGBi9pe75ZZbEstgnU29evVMzPeb4tI5sn4sphNnTTvfo9q0sfrksWOtxhUI5xRef7A/HedIAEJ9JXvTch+MaWfZ1+7YY48NjslO7N7JXpLsdczrgJhH2fYC6+PYv5N1XDHuvvtuE+dnLc1aNx4vaWAdOOdAYM/D/Pho5sd/j8cLj6fYupDn4DfeeMPEMU038+2335qY1+vlypXLuw+ec24cgByf/rz3bXL6nRBCCCGEEEKIoic3DV7ufxLJI865ZgBeALA3gBu89/dl+91pAK4G8JL3/j8F+blCCCGEEEIIsaOQ4wOe9z7cD7dt/AbgbwB6Rn53GoBOAF5xzlX03q+OHCOEEEIIIYQQIheKzOjce7/Ie/8DgI2RX2/dP+qz/SyEEEIIIYQQIg8UudG5c+5WAKtpi2YfAFcAeNl7f38ObwUAVKhQwWc382ZhKCf/AIDBgwebeNy4cSZmw8aqVasGZbBQ/tNPPzUxGzrmh2nTppk4lhCEBcpsEsom1e0GhUL6J6ZYwe3UGjZZAZuTHr4hFIIO3WCTU5zR15qhc73YIBUIE35MmDDBxCzyjrXxzz/berCZKyeladvWGmwDQP369U3MgnU2jWWRL5As8k4DG3hysgY2BI4lFeHzPeGEE0zMSSRiiXz4OnzwwQcm5vETS7TA4uFKlSqZmJMRxETgLNjv2rWriX/66ScTz507NyiDk4pw0hBOVLJ6SbWgjBtr28QCfa+xiSfefMgmxHhrVnguu51mDXAfeeQRE3MiCjZ2LiwKQhTfuXNnE+863iYzuaPT9OA9+3xpE1l99rntY6GJ/b+DMlatWmXiI4880n4GJYSIJXzguY7nAu6DjRs3DspIMmaePt2efyzZFo8pTtrEc8Nuu9lkQUCYlOnkk22imiTDbQB4+OGHTcxJVXhubNLEJiACgDJlyph43rx5JubEX7H5gw1/+b6XHxo2bGhiNiGOkdfkDJwQAQjP7/zzz8+1jAULFgSvcWIrHrcnnXSSiWOG2pz8hhOhcdIiTtQBJCea4ERoDRo0CMrg8+N6cbK52LX/5ZdfTMz3GzY+j10XHuvclzlpRt++1mAaAG6++WYT81zAY2zLli1BGbwG53Pbd999TRwzw+YESmyGzvMpJygDwvUn36MYThgChPdkTpjDfS5mOF62bFkT81qS23jJkiVBGdWq2fs4r6W4zdMkamF4DPJnAOF6fOrUqSb+76t2vbZ5y4qgDE7+88QTT5h47Nix27fRufe+n/e+fdLDnRBCCCGEEEKInEnzgGeMzp1z/5fyfXDOXeacG531L8zXnxLnXH/n3Brn3JrYU7IQQgghhBBCiPRG56WQD6Nz7/1j3vt2Wf/mJb8jx3LO9t7v7L3fmb++FUIIIYQQQgiRSW42CQBMNs31AJIdsHPAOVcLwEgAlQFscc5dAaCF9z5PCVtq1aqFq6+++o+Y9zSz5igGa6h4v3bMsLBmzZomjhl3byusBWzRokVwDOs5Jk6caGLenz18SqizGLbJ7s/uSWbXQ4cONfHkdeElmr3eaoZatbJ7q1mrwKaiQLj3nvUwrKeL7V9P0kTwfu0VK8I9zmykyXpB3p+dRruRH3i/PmtZeP966dLh8GWzWoZ1SRkZoQk1awC4P3B7xfbRc7msb2DjWdagAck6tL333jvXGAj32jP8B6OY+fPbH202cbvnrN7y/bn2un21eURQxqW17K527vstW7bMtZ4FBWtWWWfzyivWUHw/mhuA0IiWjc7vvPNOE3cdFrbpXk0bmpg1zmxS3a5du6CML7/80sSsx2YdW2xssI6P50/WtsT0Hkn3Ah4fMQ3vf/7zHxNz3fk9sfES00xlh+cXnm+B0LS9VCn7N+A6deqYmDVXQDjX864b1gLG6sHwnFO+fHkTs1YuRo8ePRKPYfJqiMxjAwj1x3wMzwWst4uxbNkyE7MWLjZuncs9f90BBxyQ+Lm8Dho1apSJ+VrHNHi8zuFrybrpmGk7m47H1gbZYd0nkKyd5TF35plnBsfwteXz//13q73mezoQ6mlj+trs8JwUI6kP7brrrsFrXbp0SSw3O7H5lNdOPH8sX77cxKxjA8Jry+OFrxvr7WL89ttvJuZxnR8NHvep2FrqmGOOMTGvrfhcY+tT7g+sN+VcFdnJ8Rs859zxzrnLssUjnHPTsv6dlNP7csJ7v8B7X9d7X9l7XyXr5zxn4xRCCCGEEEIIESe3LZpXAxiULd4JmV51BwO4pBDrJIQQQgghhBAiH+S2RbOs9z7796fDvPdLASx1zoV7soQQQgghhBBCFCu5PeCZTbre++yGONULpzrJbNq0yXgC8R7omAaPdQK835Y9hmL7YNkfKrsXX0GRRoP39ttvm5j1Uez1NLvBrKCMXh32N3GnTp1MzHqYqbD77AHgyKNsGawZYc8hvk5A6A/E+9VZU7V5s9VCAeH+fS6T91rHri1rQti7hXVa7BcDAJ988omJ2ZOLtWAxrUZsf3520nijsU8X61vS9FvWoX399dcm5j3vsTJ5PzrrcthP6aWX3g3KiHls5RXWS/J1OvXUU03coYP1cAPC6/LwhItNPHjjZyZu1jrs66yJ4OufRkfAfZc9D7nfxnQW7HM2Y4b1pGKPHdZQAOFYZm9Jjr8YYucTAGjXrqeJWTPEugPWKgChpuroo482MY9rnueBUOfLHqis0eMYCPUdrOnmOYq95ACgevXcb6ms44tprPhzR44caWK+78Xm05jWMTt8j/rxxx+DY1gfxu9hHXlMg8fz5Ycffmhi1iHFNFZcD9Z2pfFsS4Lvt2k0eOxXyPfKmNcin0uSBo/ngjTE7tEM91P2VWUdVxqPMqZ58+aJ9dhjjz1MzOOS9emx9uC5jduUx1xMw8lzMns+ct8uqiSBfL48F8Tm05iGPTdi2kh+ja8L+8CxJg0ItaLsV8jXPg08R8f0ckkkzesxOnbsaGJuH/YnnDUrXK/z+fN72B85O7lt0RzhnLuQX3TO/QXA97m8TwghhBBCCCFEMZDbN3j/B+Bd59wZALba03dAphavZyHXSwghhBBCCCFEHsnxAc97vwhAF+dcNwBbc3h/4L0fUiQ1E0IIIYQQQgiRJ9L44A0BsN081JUrV87sY2XNRGxvLXuT8L5o1qqwZgAI907zXnv2zovpClhXwvow3jce8zljnyLea817jWOaEd7jzvuC+VzfeOONoAzWmPF7Yv5IDF+rnj17mpivbaw9WDfAx7D2Kcn7BgivbaNGjUzM1wCI+/xlh/eVJ+ntCookf6AYvMedr8tee+1lYtZwAqHOgverd+7c2cTcb4HQc2n16tUm5vET04ux7oh1rWm0KtyHli+188naDVaH07HjIUEZrCeMzTFJ8DzGvmYcxz7jpJOsww1rZ1kzENMBc5vy2D/88MOD9zD77281vOwDyHNDbOzz3MZeaTw3xHRufAy3Ic9BMS8x7nes/UujfYt5SeYVHkNJ7cGeVUCofUvyTuvWrVvwGuvSRo8enevnxrRv7JfFmiHuHzFtNc/jPAdxe8Xu2Vw39kbjMRabT/hcGO4/sXs29yHW7eVHc5cf+P7JczRf2zTa4oKAxxR7C/KYBML7B/eP2P2E4bwBHPOcE9NFFwY8Xrh9Yl6crPVKIqYX4zmG5w+eT3ktAYT3+TRatyS4PyTNazH4/pumXjwvffzxxzkcmUlsHcR5AWJ5AnIiuQcLIYQQQgghhPhToAc8IYQQQgghhCgh6AFPCCGEEEIIIUoIesATQgghhBBCiBJCYpKV7Y1y5coZY2VOVhET47PAlEWcLFCOmUAybIrJBpcLFlgDYSBMZpIfY1U2eOW4ILj4YmvkfMghYdIITt7B14ENLVloDwC9evUycczgNTucAAAIEzykSbyRBCcn4KQjnHQDCJMzbC9wm7GAPyY25vM94YQTTLzvvvuaOE0f5PHCRs2xJDVc988//9zEPH5i9eD+wUlDWPQdI0iy8ttaE7tSVsC/zz77BGXExOR5hUXeLGjnOJZk5dhjj801LggOO+wwE7P5MZD3JDNr164NXuPECTxukxJApCE/hrhJiQYKIqFK7P6SZLjOYyGW8IHN4Hke5+RIMbidZ8yYkevvYyblnMyDrz8baMcSmfC14zKTzhUIryXXlZOfxO4NTFIim1hCEC63IJKqcAKINGOS+y5fy/yMsYKA13icMIfvP0C4NuD+kSYRB38Ox7weKQhi6yCuK/dL7rcFkewlNl7q1Klj4qQkM7HEV5ywkBOk5DURVKyMNPAalxPopGHKlCkmfv/9903MzyuxenK/5KR/uaFv8IQQQgghhBCihKAHPCGEEEIIIYQoIegBTwghhBBCCCFKCH86Dd7GjRsxZ86cP2Lei866CyDcv897r3l/NmsVgHBPc5JOL2ZkzbqB2bNnm5h1OsW1n521G7F9wbw/mduH91a3adMmKIPfkwRrkIDwWuZHc8fnwvumWR8W09uxqS5rQgrD8DV2Xbivc8zjI9Ze/BobF0+aNCmxjN12283EvPeeTVJjpqlcBhux8hjjaxA7hmG9S+z43r17m/jZZ5818SUHXWLi2PzBc0xeTWWBsP/zfFKvXj0TF5bJMLcza7/YADY/pu5MTAvH7cyfG9OqFAVJmpBY/8grPDaAUP/Dn5NGW87lFsS1Yw0m615jBuPTpk0z8a+//mpiPrdYm/N4YG0xrx34vgfENUK5EasHtylrapJ05ECoBSwI8nNtuT3atWtnYtZgFRWsB+M5iXMkAMBBBx1k4vzo5XgNw/fCwtDk5cekmykI8/CuXbsGryXNbePHjzfx4MGDg2O4X7LmjK9tLJcF5xrgNV6anAl8LfOzHuf+wSblrGmNraV4zcb3/dzQN3hCCCGEEEIIUULQA54QQgghhBBClBD0gCeEEEIIIYQQJYQ/nQZvw4YNRrvGuoLY3mLeF8x6DtbHxPwuWDPDe6lZYxTz4/vuu+9MPGrUKBPzfm3erxv7nCR4LzIQ6rKSvNLSaPAY3qsf27/MeifeW81tGNt7znuWy5Url2u9YvDn8n5+1hXE9BDcRqwZYd1JbK81X/+ff/7ZxAsXLjTx/PnzgzLYC47rnsY/iccHa/D4XNm3BgAOPfRQE/M+cu5zMQ0ejzHW1LCPU6yfJvmYsQYvpgc6++yzTdy3b18TsyZxwoQJQRmsyeT38PwS80rj8+O9+LE5J4nJkyebOMlbDwj1LBy3bt06sYy8kkaDx/2FvbFi/SNJo1kYxK4Te7Nyv+TxE6s360q4ffKjucpPn2JatWplYr4u7EcHANOnTzfxN998Y2LW5cTui6xpT9O38wr3qdg9iud+7ssFoakqLvjaFhd8z86epwEI8x0A6Twdk0jS4MV0nQxrmllrXRheegVBfrTEc+fONfEzzzwTHMPrXl7T8XqDr3Wsbrz+LAgdNMPrJCDsH3vvvbeJeW6I3ff5XiANnhBCCCGEEELsgOgBTwghhBBCCCFKCHrAE0IIIYQQQogSwp9Og1euXDm0aNHij5j3rMb2wbK+gfe8syaNNXlAqO1j7w3eRx3T8bE2hb3hWJcU27/N+5G5XnwuMd0J7+lmLUKtWrWC9zBcLse8jzymGWG9E1+XNF4lrAVkrRPvcY6xZs0aE/O14/4Q0xPye/iYNJ5cfG3btm1rYtbksQYNCK8D6wt5fMTOhX2aDjjgABOn0eUkaTRZc9arV6/gGG6PJL1lTMvC14X1paxLimkUuVxudy6DvaFix7BHHfcP1ikB4bU6/PDDTdywYcPgPUnwtWYtU0z/wfMp97GYH2FeYZ1BTEvMbdikSRMTs3YhpvVirXCSZrMgiOk8eb7kmOeo2NzI14r9O/PjEVoQ8Pny3BDrY3xvZA0i99vY/SXN3L+t8Hwbm/f4Ps7jg+se84fl+YHfw3NU7L7P178g+jqPy8Lw60tD8+bNTcz9J9amzZo12+bP5RwQHTt2zHMZfD8tCN1rURBb43Kf4nPheYzXxEC4hvviiy9MzPfS7t27B2XwvF4Qfp5J8P0GCNfjPPbTjMnGjRubmOe+3NA3eEIIIYQQQghRQiiyBzzn3JnOubHOuXHOuW+dc22z/e4059xPzrkriqo+QgghhBBCCFHSKMpv8KYDOMh73xrAHQCezva70wB0AtDZOZf++0chhBBCCCGEEH9QZJt9vfffZguHA8hu2LV1A7nP9rMQQgghhBBCiDxQXGrO8wF8lC1+G8BIAC9770M1fTbKly9vzDVZjM9GikAoUGZhIws/2VAaCEXtLPBnMSWL5IHQdDoJNsuOfQ4L1FnQHhNksjA4P7DIm+M05px8HWLJB/JaBifAKIgkK5xEYtq0aUEZ3M6cFIDF97FEFDEheHY4sQ+bu8bK5brPmDHDxLHkFdw/OMkKJw2IGW/y+XIb83VJc534XDjBUKxNkxJt8OfGxguPZS5jt912M3Ht2rWDMpLgJAmxOYj7VEGMY06KkGbc8nu43/J1WLBgQVAGj1PuL5zYKJY0om7dusFr2eFrOWvWrOAYnteTzj8/Zul8brF5juccjjmxTcyol5MOpUmWlQTXncdCLBEYX3++Z3GbxxLGcGIBjtPAded6cEKDNElHeJxye6RJssLXkokl5OJ+x23Mn5smoQ6PW07SlNSvgXBOLq4kK5wwJS+JKEoCfL9gM3BOQlMQCXaGDh2aeAz3oTRJVj7++GMTT5o0ycRshM7JpPJDzCw96f7CxJLe8diPJU/LTuy6bEtfLvIHPOfcIch8wPtj1ei97wegX1HXRQghhBBCCCFKEoWqwXPOXeacG531r7Zzrg2AZwEc770Pc1bnXE5/59wa59ya6dOnF16FhRBCCCGEEOJPTKE+4HnvH/Pet/Pet0Pmt4VvAzjbez8lj+Wc7b3f2Xu/c6NGjQqjqkIIIYQQQgjxp6cot2jeDGA3AI9n7WPf5L3Psyvkxo0bjaaD98TH9oCz2SLvV2YdTky7wPonNljnuCBIozvgvfisD4rt5y8Kw1uuV8wEMqZTzK2MmAEo752ePXu2idngMqb1YnNn3tPN1yFmDp5X2MwTSNbgscaG96IDob6DNXbcj1k/BoTXhfeWs/YtpjnjaxXTDOUVrge3YUx/y2OZrx3vkZ83b15iGWwWz9elIOaC/OhRmdh+f+4ffP58LrE+yXMs90P+jJjmiNuINWfcx2L1iOmdssPzHI9zIJ3mMDtpdElJ5tex+ZfPj9uYr0tRmSFzXXkcJ2lKgLDNuO6FZS7Pdec25OuSRvvG55tkXAwkz+v8ubF+zZ+bVPdYGXwMXwfWKMbMoXkO5jKTcgQUFjua5o5hfTbHhUEa7Rv3D9bbxtYOPF+wHrt+/fppq5iagtArx9brSXMbn2ssj8C2UJRZNC8AcEFRfZ4QQgghhBBC7GgUpQ+eEEIIIYQQQohCRA94QgghhBBCCFFCKC4fvHzDGrzq1aub38c0eLwPfObMmSbmfcD58dzJD6zlyY+2i/fRs7YlyXOnsGDtAmvjgGSdDbdPTMfFXoH8Oby3OqbB49d4b3lBaO6YmH9UXn3Ndt9998RjWG8a09wx3M6s42O9A1/HgoJ1Waz/YF+zMWPGBGXsv//+JuaxzR5t7BMIhPNDx45WOsxtHNtHn6SZ4vfE+kcSrFVg/yAgvHasieBrnZ9+yp8R81rkOZm1Gmm0O0kaPKYgfAPTwDokvvZpdFr8nqLSrSXBdY9pElkvlqTBKyq47kmedkCyPyET09slnT/341i/zmtfj81B/BqfP/fbmG4+qa78nphvJLcRayPFn4M0CQ+5z7EXdKyf8romSZ8dG5NJulcmzZzE9zF+1iis+wuPKb7P54a+wRNCCCGEEEKIEoIe8IQQQgghhBCihKAHPCGEEEIIIYQoIfzpNHjly5dHy5Yt/4jT+BLx3nrWIbHWa9q0aUEZvC+YdVvsGRPzwmKdScyXaVth/Utx+cPwPumYdwnvWWZNQBrY143L4N/H4P3adevWzXM98kpR6YFiXkZ5hTWI+dHcpfE0ZPi6cJuxBi/GmjVrTMw6E77WzZs3D8oYNWqUidu3b29i9hwaP358UEarVq1yrSe3R378o3g+yT5PboXbg2P234vNY3wMz8GsD0ujFeX5lK/T4sWLg/ewviepXxaGVykQ6pC4TflzY/cs1r1yG/K9Iz9zZWEQ00XzddleNHgMt2FM58b6Hr62afRk3EZJGrw03oIM6wvT6An5c/m6xfRzXC6Xye+J+Xlye3DM67Ptpa/H4HHJmu40c19JJklLnOSFDIR9iNc0BeGxG4OvbWw8FAVpNIc5oW/whBBCCCGEEKKEoAc8IYQQQgghhCgh6AFPCCGEEEIIIUoIesATQgghhBBCiBLC9qF2zgPOuVSJVbLDwk4W8U6dOtXEw4YNC8rgZB1cBps+xpI1FIbBJ5s/5yepxogRI0zMyRkKIlFLYSSUAcLrwsLYvBpeFhWFZQ7OcB9LSoAQoyCu//Lly01crVq1PJfBfYjF93ztgeQkK2y8GoOTqiTBBqj5oSD6R2wu4P7A14WJJXvh5DacpOqAAw5IWcP0nxubK1mgzwawhTHnxMyfkxLXcBKA2LkkJR7ZnhNNMEkm7NtLkhUmlmSF+xjPH3yuseuUdL6cIIXj/BCbP7hcvhdwcpdYAgw+f445AUTs/pKUlInryQmYtieWLFli4l9++cXE3Kdq1aoVlJE0XkoysTHHr61bt87EPJ8W1tzI46G4kqzweMlLsjB9gyeEEEIIIYQQJQQ94AkhhBBCCCFECUEPeEIIIYQQQghRQnAx3cr2TLVq1XzDhg0LpKzp06cH2rkdGbWHRe1hUXtY1B4WtYcQQghRdEyfPt0vXbo0+mXdn+4BryBxzq3x3qdXLJZw1B4WtYdF7WFRe1jUHkIIIcT2gbZoCiGEEEIIIUQJQQ94QgghhBBCCFFC2NEf8N4u7gpsZ6g9LGoPi9rDovawqD2EEEKI7YAdWoMnhBBCCCGEECWJHf0bPCGEEEIIIYQoMZT4Bzzn3PPOuUXOufHZXvu3c26yc26sc+4d51wV+t1I59xBxVLhQiaH9qjqnPvMOTc16/9ds14v5Zx7yTn3rXOuZfHVumhwzv2fc26Cc268c+6/zrlyzrmWzrnvnHP9nHMlfrxkxzlXxTk3IGusTHLO7eecq+2cG+KcG+icq1jcdSxqnHMZzrlRzrn3s+Idsn845+o5575wzk3MGjOXZ72+Q/cPIYQQYntgR1iQvAjgKHrtMwCtvPdtAEwBcB0AOOeaZf3+QACXFVUFi5gXEbbHtQAGe++bABicFQPAEQBGADgBwN+LqoLFgXOuDoC/AejovW8FIAPAaQCuBHAcgJHIbI8diYcAfOy9bwagLYBJyGyjvgCeBXBWMdatuLgcme2wlR21f2wC8HfvfQsAnQFc5pxrAfUPIYQQotgp8Q943vuhAH6j1z713m/KCocDqJv1cwaALQA8AFdklSxCYu0B4HgA/bJ+7gegZ9bPW9tjC0poexClAZR3zpUGUAHAPGS2gceO0wYAAOfcLsj8Q8dzAOC93+C9X44dr0/8gXOuLoBjkPnwspUdsn947+d773/K+nkVMh9662AH7h9CCCHE9kLp4q7AdsB5AF4HAO/9BOdcBQDDAPyjWGtVtNT03s/P+nkBgJpZP38C4GUAvQFcVBwVKyq893Odc/cBmAVgHYBPvfefOucWA/gAwFQATxZnHYuYRgAWA3jBOdcWwI/I/PbqUQD9AawAcEbxVa9Y+A+AqwFUyvbaQ9gx+8cfOOcaAmiPzG/7p2DH7R9CCCHEdsEO/YDnnLsBmVuNXtn6mve+b/HVqPjx3nvnnM/6eRMytymWeLJ0h8cj88FmOYA3nXNnee9fBrBvcdatmCgNYG8Afb33I5xzDwG41nt/EzK/2duhcM4dC2CR9/5H59zBW1/33o/Cjtk/AABZOru3AFzhvV8JYCV2wP4hhBBCbE+U+C2aOeGcOwfAsQDO9PKKWOic2x0Asv5fVMz1KQ4OAzDde7/Ye78RmZ5eXYq5TsXJHABzvPcjsuIByHzg21HZH8BxzrkZAF4D0M0593LxVql4cc6VQebD3Svee3ngCSGEENsJO+QDnnPuKGRutTrOe7+2uOuzHTAIQJ+sn/sAGFiMdSkuZgHo7Jyr4JxzAA6FTaaxQ+G9XwBgtnOuadZLhwKYWIxVKla899d57+t67xsi81vtId77HTaJSNYYeQ7AJO/9A8VdHyGEEEL8jxL/gOec+y+A7wA0dc7Ncc6dj0wdUSUAnznnRjvndhjtTA7tcTeAw51zU5H5TdbdxVnH4iDrm6oBAH4CMA6ZY+PpYq1U8dMXwCvOubEA2gG4q3irI7Yj9gdwNjK/yRyd9e/o4q6UEEIIIQCn3YlCCCGEEEIIUTIo8d/gCSGEEEIIIcSOgh7whBBCCCGEEKKEoAc8IYQQQgghhCgh6AFPCCGEEEIIIUoIesATQgghhBBCiBKCHvCEEEIIIYQQooSgBzwhhBDFhnOupnPuVefcNOfcj86575xzJyS8p6Fzbnw+P+8c51ztbPGzzrkWKd97sHPu/fx8bsryazvnBmT93C4/3oLOuVudc1cVfO2EEEL8WdADnhBCiGLBOecAvAtgqPd+D+99BwCnAahbiB97DoA/HvC89xd47ycW4uelxns/z3t/UlbYDoDM44UQQuQZPeAJIYQoLroB2OC9f3LrC977md77R4A/vqn72jn3U9a/LlxAbsc4565xzo1zzo1xzt3tnDsJQEcArzjnRjvnyjvnvnTOdcw6/qisMsY45wanPQnn3OlZnzPeOXdPttdXO+fuzCpvuHOuZtbrjbPicc65fzrnVmc7l/HOubIAbgdwalY9T+Vv5rKOa5j18w3OuSnOuWEAmmY7prFz7uOsb0a/ds41S3tOQggh/rzoAU8IIURx0RLAT7n8fhGAw733ewM4FcDDaY9xznUHcDyAfb33bQHc670fAGAkgDO99+289+u2FuKcqw7gGQC9so4/Oc0JZG33vAeZD6vtAHRyzvXM+vXOAIZnlTcUwIVZrz8E4CHvfWsAc7hM7/0GADcDeD2rnq/n8vlbv/Vsh8xv/Dpl+/XTAPpmfTN6FYDH05yTEEKIPzeli7sCQgghBAA45x4DcAAyv9XrBKAMgEedc+0AbAawV+RtOR1zGIAXvPdrAcB7/1vCx3dG5lbR6SmP30onAF967xdnncMrAA5E5tbTDQC2avZ+BHB41s/7AeiZ9fOrAO5L+VkxugJ4Z+t5OucGZf1fEUAXAG9m7oQFAOy0DZ8jhBDiT4Ie8IQQQhQXEwD02hp47y9zzlVD5rdsAPB/ABYCaIvMHSfrI2WkOaa42Oi991k/b8a23XM3we66KZdwfCkAy7337bbhM4UQQvwJ0RZNIYQQxcUQAOWcc5dke61Ctp93ATDfe78FwNkAMiJl5HTMZwDOdc5VAADnXNWs11cBqBQpZziAA51zjej4JL4HcJBzrppzLgPA6QC+SnjPcPzvwfa0HI7hes4AsHdW3fYG0Cjr9aEAembpCSsB6AEA3vuVAKY7507Oeo9zzrVNeU5CCCH+xOgBTwghRLGQ9e1WT2Q+IE13zn0PoB+Aa7IOeRxAH+fcGADNAKyJFBM9xnv/MYBBAEY650YjU4MGAC8CeHJrkpVsdVkM4CIAb2eVlZPu7VDn3Jyt/wA0BHAtgC8AjAHwo/d+YMKpXwHgSufcWAB7AlgROeYLAC22JlkB8BaAqs65CQD+CmBKVr1/yqrrGAAfAfghWxlnAjg/63wmIFOTKIQQooTj/rd7RAghhBCFTda3iuu89945dxqA0733evgSQghRIEiDJ4QQQhQtHZCZGMYBWA7gvOKtjhBCiJKEvsETQgghhBBCiBKCNHhCCCGEEEIIUULQA54QQgghhBBClBD0gCeEEEIIIYQQJQQ94AkhhBBCCCFECUEPeEIIIYQQQghRQtADnhBCCCGEEEKUEP4fU31/7DEG5/AAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pl.figure(figsize=(15,10))\n", "ax = pl.subplot(projection=far3kpcarm.wcs.celestial)\n", @@ -194,9 +194,9 @@ ], "metadata": { "kernelspec": { - "display_name": "py39", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py39" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -208,7 +208,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/DiskPVExample.ipynb b/DiskPVExample.ipynb index e67256e..e980cef 100644 --- a/DiskPVExample.ipynb +++ b/DiskPVExample.ipynb @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "detected-trustee", "metadata": {}, "outputs": [], @@ -43,12 +43,13 @@ "import numpy as np\n", "from astropy.utils.data import download_file\n", "from spectral_cube import SpectralCube\n", - "from astropy import wcs" + "from astropy import wcs\n", + "import os" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "seeing-issue", "metadata": {}, "outputs": [], @@ -60,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "successful-chosen", "metadata": {}, "outputs": [], @@ -70,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "engaging-representation", "metadata": {}, "outputs": [], @@ -88,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "emerging-cross", "metadata": {}, "outputs": [], @@ -109,29 +110,18 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "charged-living", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'221 Goodbye.'" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import ftplib\n", - "ftp = ftplib.FTP('ftp.cv.nrao.edu')\n", - "ftp.login()\n", - "ftp.cwd('NRAO-staff/rloomis/MAPS/HD_163296/images/CO/0.15arcsec')\n", - "with open('HD_163296_CO_220GHz.0.15arcsec.JvMcorr.image.pbcor.fits', 'wb') as fp:\n", - " ftp.retrbinary('RETR HD_163296_CO_220GHz.0.15arcsec.JvMcorr.image.pbcor.fits', fp.write)\n", - "ftp.quit()" + "outputs": [], + "source": [ + "# import ftplib\n", + "# ftp = ftplib.FTP('ftp.cv.nrao.edu')\n", + "# ftp.login()\n", + "# ftp.cwd('NRAO-staff/rloomis/MAPS/HD_163296/images/CO/0.15arcsec')\n", + "# with open('HD_163296_CO_220GHz.0.15arcsec.JvMcorr.image.pbcor.fits', 'wb') as fp:\n", + "# ftp.retrbinary('RETR HD_163296_CO_220GHz.0.15arcsec.JvMcorr.image.pbcor.fits', fp.write)\n", + "# ftp.quit()" ] }, { @@ -144,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "powerful-emperor", "metadata": {}, "outputs": [], @@ -154,31 +144,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "surrounded-monte", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DaskSpectralCube with shape=(127, 2048, 2048) and unit=Jy / beam and chunk size (127, 512, 512):\n", - " n_x: 2048 type_x: RA---SIN unit_x: deg range: 269.082528 deg: 269.094790 deg\n", - " n_y: 2048 type_y: DEC--SIN unit_y: deg range: -21.961977 deg: -21.950605 deg\n", - " n_s: 127 type_s: FREQ unit_s: Hz range: 230523958206.200 Hz:230543336804.442 Hz" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cube" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "diagnostic-synthesis", "metadata": {}, "outputs": [], @@ -196,33 +172,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "postal-artwork", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pl.imshow(mx.value, origin='lower')" ] @@ -237,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "nominated-ordinance", "metadata": {}, "outputs": [], @@ -247,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "delayed-sheep", "metadata": {}, "outputs": [], @@ -258,33 +211,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "transsexual-theory", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ax = pl.gca()\n", "ax.imshow(mx.value, origin='lower')\n", @@ -301,24 +231,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "protected-lender", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DaskSpectralCube with shape=(127, 481, 481) and unit=Jy / beam and chunk size (127, 241, 241):\n", - " n_x: 481 type_x: RA---SIN unit_x: deg range: 269.087219 deg: 269.090094 deg\n", - " n_y: 481 type_y: DEC--SIN unit_y: deg range: -21.957622 deg: -21.954955 deg\n", - " n_s: 127 type_s: FREQ unit_s: Hz range: 230523958206.200 Hz:230543336804.442 Hz" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cutout = cube.subcube_from_regions([ellipse])\n", "cutout" @@ -336,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "circular-masters", "metadata": {}, "outputs": [], @@ -346,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "attractive-marina", "metadata": {}, "outputs": [], @@ -364,33 +280,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "derived-inclusion", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ax = pl.subplot(111, projection=cutout.wcs.celestial)\n", "ax.imshow(cutout.max(axis=0).value, origin='lower')\n", @@ -407,18 +300,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "coastal-johnson", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "outputs": [], "source": [ "pv = pvextractor.extract_pv_slice(cutout.with_spectral_unit(u.km/u.s, velocity_convention='radio'), path, spacing=5)" ] @@ -433,23 +318,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "virgin-civilian", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ax = pl.subplot(111, projection=wcs.WCS(pv.header))\n", "im = ax.imshow(pv.data)\n", @@ -472,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "handy-officer", "metadata": {}, "outputs": [], @@ -502,49 +374,27 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "decimal-field", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n" - ] - } - ], + "outputs": [], "source": [ "reproj = cutout.reproject(header)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "strong-rehabilitation", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DaskSpectralCube with shape=(127, 400, 600) and unit=Jy / beam and chunk size (127, 200, 300):\n", - " n_x: 600 type_x: RA---SIN unit_x: deg range: 269.086547 deg: 269.090774 deg\n", - " n_y: 400 type_y: DEC--SIN unit_y: deg range: -21.958249 deg: -21.954328 deg\n", - " n_s: 127 type_s: FREQ unit_s: Hz range: 230523958206.200 Hz:230543336804.442 Hz" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "reproj" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "written-julian", "metadata": {}, "outputs": [], @@ -554,31 +404,10 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "interstate-cooler", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "INFO: Auto-setting vmin to -2.459e-03 [aplpy.core]\n", - "INFO: Auto-setting vmax to 6.337e-02 [aplpy.core]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "rmax.quicklook()" ] @@ -593,41 +422,20 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "associate-jones", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: WCSWarning: Slicing across a celestial axis results in an invalid WCS, so the celestial projection (SIN) is being removed. The WCS indices being kept were [0 2]. [spectral_cube.wcs_utils]\n" - ] - } - ], + "outputs": [], "source": [ "pv2 = reproj.with_spectral_unit(u.km/u.s, velocity_convention='radio').mean(axis=1)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "opponent-generic", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ax = pl.subplot(111, projection=wcs.WCS(pv2.header))\n", "im = ax.imshow(pv2.data)\n", @@ -647,9 +455,9 @@ ], "metadata": { "kernelspec": { - "display_name": "python39", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "python39" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -661,7 +469,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/PVDiagramPlotting.ipynb b/PVDiagramPlotting.ipynb index 5e89205..0430ac5 100644 --- a/PVDiagramPlotting.ipynb +++ b/PVDiagramPlotting.ipynb @@ -531,9 +531,9 @@ ], "metadata": { "kernelspec": { - "display_name": "py39", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py39" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -545,7 +545,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/SpectralCubeReprojectExample.ipynb b/SpectralCubeReprojectExample.ipynb index d51e6f1..c80f82e 100644 --- a/SpectralCubeReprojectExample.ipynb +++ b/SpectralCubeReprojectExample.ipynb @@ -468,7 +468,11 @@ "outputs": [], "source": [ "import radio_beam\n", - "common_beam = radio_beam.commonbeam.common_2beams(radio_beam.Beams(beams=[cube1vel.beam, cube2vel.beam]))\n", + "common_beam = cube1vel.beam.commonbeam_with(cube2vel.beam)\n", + "\n", + "# This works with older versions of radio-beam:\n", + "# common_beam = radio_beam.commonbeam.common_2beams(radio_beam.Beams(beams=[cube1vel.beam, cube2vel.beam]))\n", + "\n", "common_beam" ] }, @@ -618,9 +622,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Py 3.9", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "python39" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -632,7 +636,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.2" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/SpectralCubeReprojectMaskExample_v4p1.ipynb b/SpectralCubeReprojectMaskExample_v4p1.ipynb index 61ac06f..8c372d9 100644 --- a/SpectralCubeReprojectMaskExample_v4p1.ipynb +++ b/SpectralCubeReprojectMaskExample_v4p1.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "3898bc3f", "metadata": {}, "source": [ "# Cube Reprojection and Signal Masking Tutorial, version 4\n", @@ -15,6 +16,7 @@ }, { "cell_type": "markdown", + "id": "d75448ba", "metadata": {}, "source": [ "## Index \n", @@ -34,6 +36,7 @@ }, { "cell_type": "markdown", + "id": "e180368c", "metadata": {}, "source": [ "## Step 0: Some imports and version checks" @@ -41,20 +44,10 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "spectral_cube version: 0.6.1.dev153+g7d0b9c7\n", - "path to spectral_cube installation: ['/blue/adamginsburg/abulatek/spectral-cube/spectral_cube']\n", - "astropy version: 4.3.1\n", - "reproject version: 0.8.dev31+g9f8ec7b\n" - ] - } - ], + "execution_count": null, + "id": "b65a9e44", + "metadata": {}, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "# # Make plots have dark backgrounds; run this if your notebook is in dark mode\n", @@ -76,6 +69,7 @@ }, { "cell_type": "markdown", + "id": "1e71967c", "metadata": {}, "source": [ "## Step 1: Download the data\n", @@ -87,7 +81,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, + "id": "bcb5dd48", "metadata": {}, "outputs": [], "source": [ @@ -97,20 +92,10 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'/home/abulatek/.astropy/cache/download/url/33718a6f64d8a437fe89bff80278ca22/contents'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "6876df20", + "metadata": {}, + "outputs": [], "source": [ "filename_1 = download_file(\"https://almascience.nrao.edu/dataPortal/member.uid___A001_X1465_X3a33.BrickMaser_sci.spw71.cube.I.manual.image.pbcor.fits\",\n", " cache=True)\n", @@ -119,20 +104,10 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'/home/abulatek/.astropy/cache/download/url/391fb3a562ec7b94842f7b6e2a55c67e/contents'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "bdaccd0a", + "metadata": {}, + "outputs": [], "source": [ "filename_2 = download_file(\"https://almascience.nrao.edu/dataPortal/member.uid___A001_X87d_X141.a_sma1_sci.spw27.cube.I.pbcor.fits\",\n", " cache=True)\n", @@ -141,6 +116,7 @@ }, { "cell_type": "markdown", + "id": "e9cc1664", "metadata": {}, "source": [ "## Step 2: Load the cubes\n", @@ -150,220 +126,51 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: StokesWarning: Cube is a Stokes cube, returning spectral cube for I component [spectral_cube.io.core]\n" - ] - }, - { - "data": { - "text/plain": [ - "SpectralCube with shape=(75, 250, 250) and unit=Jy / beam:\n", - " n_x: 250 type_x: RA---SIN unit_x: deg range: 266.534072 deg: 266.554577 deg\n", - " n_y: 250 type_y: DEC--SIN unit_y: deg range: -28.713958 deg: -28.695975 deg\n", - " n_s: 75 type_s: FREQ unit_s: Hz range: 139434992275.503 Hz:139503942362.300 Hz" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "596b65cc", + "metadata": {}, + "outputs": [], "source": [ "cube1 = SpectralCube.read(filename_1)\n", + "cube1.allow_huge_operations = True\n", "cube1" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: StokesWarning: Cube is a Stokes cube, returning spectral cube for I component [spectral_cube.io.core]\n" - ] - }, - { - "data": { - "text/plain": [ - "SpectralCube with shape=(478, 420, 420) and unit=Jy / beam:\n", - " n_x: 420 type_x: RA---SIN unit_x: deg range: 266.537002 deg: 266.551600 deg\n", - " n_y: 420 type_y: DEC--SIN unit_y: deg range: -28.711371 deg: -28.698569 deg\n", - " n_s: 478 type_s: FREQ unit_s: Hz range: 216957714464.027 Hz:217190639088.700 Hz" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "7d19a001", + "metadata": {}, + "outputs": [], "source": [ "cube2 = SpectralCube.read(filename_2)\n", + "cube2.allow_huge_operations = True\n", "cube2" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: ExperimentalImplementationWarning: The line-finding routine is experimental. Please report bugs on the Issues page: https://github.com/radio-astro-tools/spectral-cube/issues [spectral_cube.spectral_cube]\n" - ] - }, - { - "data": { - "text/html": [ - "Table length=4\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
idxSpeciesChemical NameFreq-GHz(rest frame,redshifted)Freq Err(rest frame,redshifted)Meas Freq-GHz(rest frame,redshifted)Meas Freq Err(rest frame,redshifted)Resolved QNsCDMS/JPL IntensityS<sub>ij</sub>&#956;<sup>2</sup> (D<sup>2</sup>)S<sub>ij</sub>Log<sub>10</sub> (A<sub>ij</sub>)Lovas/AST IntensityE_L (cm^-1)E_L (K)E_U (cm^-1)E_U (K)Linelist
0H2CSThioformaldehyde----139.483410.000284(1,3)-3(1,2)-3.218530.5167411.223-4.447320.1716.146523.2310820.7991729.92519JPL
1H2CSThioformaldehyde----139.48368165e-054(1,3)-3(1,2)-3.218230.5966111.251-4.44619--16.132923.2115120.7855729.90563CDMS
2H2CSThioformaldehyde139.4836991.7e-05139.4837412.4e-054(1,3)-3(1,2)0.030.594723.75-3.944260.1716.13323.2116520.7856829.90578SLAIM
3H2CSThioformaldehyde139.4836991.7e-05----4(1,3)-3(1,2)0.00.00.00.00.170.00.00.00.0Lovas
\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "765e0051", + "metadata": {}, + "outputs": [], "source": [ "cube1.find_lines(chemical_name=' H2CS ').show_in_notebook()" ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: ExperimentalImplementationWarning: The line-finding routine is experimental. Please report bugs on the Issues page: https://github.com/radio-astro-tools/spectral-cube/issues [spectral_cube.spectral_cube]\n" - ] - }, - { - "data": { - "text/html": [ - "Table length=6\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
idxSpeciesChemical NameFreq-GHz(rest frame,redshifted)Freq Err(rest frame,redshifted)Meas Freq-GHz(rest frame,redshifted)Meas Freq Err(rest frame,redshifted)Resolved QNsCDMS/JPL IntensityS<sub>ij</sub>&#956;<sup>2</sup> (D<sup>2</sup>)S<sub>ij</sub>Log<sub>10</sub> (A<sub>ij</sub>)Lovas/AST IntensityE_L (cm^-1)E_L (K)E_U (cm^-1)E_U (K)Linelist
0SiO,v=0-10Silicon monoxide (global fit)----217.1049192e-06J=5-4,v=0-0-1.321147.99090.0-3.28429--14.484320.8398121.7261431.25927CDMS
1SiOv=0Silicon Monoxide----217.104988e-055-4-1.321147.991475.0-3.284291.614.484320.8395621.7261431.25889CDMS
2SiOv=0Silicon Monoxide----217.104985e-055-4-1.319947.99115.0-3.284291.614.484320.8395621.7261431.25889CDMS
3SiOv=0Silicon Monoxide----217.104988e-055-4-1.316648.146515.0-3.282881.614.484320.8395621.7261431.25889JPL
4SiOv=0Silicon Monoxide217.1049841.4e-05----5-40.00.00.00.01.60.00.00.00.0Lovas
5SiOv=0Silicon Monoxide217.1049841.4e-05217.104980.00015-40.047.68495.0-3.28706--14.48420.8391321.7258431.25846SLAIM
\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "1fcc119b", + "metadata": {}, + "outputs": [], "source": [ "cube2.find_lines(chemical_name='SiO').show_in_notebook()" ] }, { "cell_type": "markdown", + "id": "3a025ea9", "metadata": {}, "source": [ "We can see four listings for the H2CS 4(1,3)-3(1,2) line (139.483699 GHz) in `cube1`, each from different linelists. We can also see a few different SiO v=5-4 lines (217.104984 GHz), some from the same linelist (CDMS) and some from the other linelists. These printouts are just for verification purposes; we'll use the center frequencies we have written down in Step 1 for each of these transitions instead of the frequencies given in the `find_lines` function." @@ -371,6 +178,7 @@ }, { "cell_type": "markdown", + "id": "b6f595d7", "metadata": {}, "source": [ "### Convert from Jy/beam to kelvin\n", @@ -380,18 +188,10 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n" - ] - } - ], + "execution_count": null, + "id": "deb201b6", + "metadata": {}, + "outputs": [], "source": [ "from astropy import units as u\n", "cube1 = cube1.to(u.K)\n", @@ -400,6 +200,7 @@ }, { "cell_type": "markdown", + "id": "9f11afbc", "metadata": {}, "source": [ "## Step 3: Convert cubes from frequency to velocity\n", @@ -409,23 +210,10 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SpectralCube with shape=(75, 250, 250) and unit=K:\n", - " n_x: 250 type_x: RA---SIN unit_x: deg range: 266.534072 deg: 266.554577 deg\n", - " n_y: 250 type_y: DEC--SIN unit_y: deg range: -28.713958 deg: -28.695975 deg\n", - " n_s: 75 type_s: VRAD unit_s: km / s range: -43.509 km / s: 104.685 km / s" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "053eddbe", + "metadata": {}, + "outputs": [], "source": [ "cube1vel = cube1.with_spectral_unit(u.km/u.s, velocity_convention='radio', rest_value=139.483699*u.GHz)\n", "cube1vel" @@ -433,23 +221,10 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SpectralCube with shape=(478, 420, 420) and unit=K:\n", - " n_x: 420 type_x: RA---SIN unit_x: deg range: 266.537002 deg: 266.551600 deg\n", - " n_y: 420 type_y: DEC--SIN unit_y: deg range: -28.711371 deg: -28.698569 deg\n", - " n_s: 478 type_s: VRAD unit_s: km / s range: -118.278 km / s: 203.359 km / s" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "84f9d272", + "metadata": {}, + "outputs": [], "source": [ "cube2vel = cube2.with_spectral_unit(u.km/u.s, velocity_convention='radio', rest_value=217.104984*u.GHz)\n", "cube2vel" @@ -457,6 +232,7 @@ }, { "cell_type": "markdown", + "id": "399cf7a8", "metadata": {}, "source": [ "From the shape of the cube, we can see the H2CS cube is narrower in velocity, so we'll use that as the target spectral reprojection (otherwise, we would have empty velocity channels on either side of the smaller cube that would be getting reprojected). However, the SiO cube is the smaller footprint on the sky." @@ -464,6 +240,7 @@ }, { "cell_type": "markdown", + "id": "3e01349a", "metadata": {}, "source": [ "### Do some quicklooks of the peak intensity to see what we expect to see\n", @@ -473,31 +250,10 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "/blue/adamginsburg/abulatek/spectral-cube/spectral_cube/spectral_cube.py:441: RuntimeWarning: All-NaN slice encountered\n", - " **kwargs)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "31e042bf", + "metadata": {}, + "outputs": [], "source": [ "peak_fluxdensity1 = cube1.max(axis = 0)\n", "peak_fluxdensity1.quicklook()" @@ -505,31 +261,10 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "/blue/adamginsburg/abulatek/spectral-cube/spectral_cube/spectral_cube.py:441: RuntimeWarning: All-NaN slice encountered\n", - " **kwargs)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "1f850037", + "metadata": {}, + "outputs": [], "source": [ "peak_fluxdensity2 = cube2.max(axis = 0)\n", "peak_fluxdensity2.quicklook()" @@ -537,6 +272,7 @@ }, { "cell_type": "markdown", + "id": "7809d54e", "metadata": {}, "source": [ "## Step 4: Spectral Interpolation\n", @@ -548,20 +284,10 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(, )" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "e4e399f9", + "metadata": {}, + "outputs": [], "source": [ "velocity_res_1 = np.diff(cube1vel.spectral_axis)[0]\n", "velocity_res_2 = np.diff(cube2vel.spectral_axis)[0]\n", @@ -570,6 +296,7 @@ }, { "cell_type": "markdown", + "id": "46c42867", "metadata": {}, "source": [ "`cube1`, our H2CS cube, has broader channels. We want to smooth `cube2` to that channel width before doing the spatial reprojection. To do this, we'll smooth the spectral axis of `cube2` using a Gaussian with an appropriate FWHM:" @@ -577,23 +304,10 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/latex": [ - "$1.8856963 \\; \\mathrm{\\frac{km}{s}}$" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "e91fdbf5", + "metadata": {}, + "outputs": [], "source": [ "fwhm_gaussian = (velocity_res_1**2 - velocity_res_2**2)**0.5\n", "fwhm_gaussian" @@ -601,6 +315,7 @@ }, { "cell_type": "markdown", + "id": "4c4364c9", "metadata": {}, "source": [ "Here is the [page on smoothing](https://spectral-cube.readthedocs.io/en/latest/smoothing.html#spectral-smoothing) in the `spectral_cube` documentation. Importantly, here, we're using a Gaussian to smooth the spectral channels, and then we say that the spectral resolution of the resulting cubes is equal to the FWHM of that Gaussian. However, spectral resolution is defined differently by the ALMA correlator: Adam thinks it's half of the channel width smoothed by a Hanning function and then sampled by the channel width, but the answer lies somewhere in the ALMA documentation. *The takeaway: we are not necessarily using the \"correct\" definition of resolution, but we could figure out what that is, if we wanted to.*" @@ -608,7 +323,8 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, + "id": "8dbfa36c", "metadata": {}, "outputs": [], "source": [ @@ -620,6 +336,7 @@ }, { "cell_type": "markdown", + "id": "49e56298", "metadata": {}, "source": [ "Then, let's cut down to the same spectral coverage. This is not technically necessary to do, but it is more computationally efficient to smooth over a smaller spectral range. We will do this in a general way, determining the smallest coverage and cutting both cubes based on those values, so no matter which cube has a larger spectral coverage, this code should work." @@ -627,37 +344,10 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-43.50907945 104.68541315] km / s\n", - "[-118.27802894 203.35920145] km / s\n", - "-43.509079452344274 km / s\n", - "104.68541315391005 km / s\n" - ] - }, - { - "data": { - "text/plain": [ - "(SpectralCube with shape=(75, 250, 250) and unit=K:\n", - " n_x: 250 type_x: RA---SIN unit_x: deg range: 266.534072 deg: 266.554577 deg\n", - " n_y: 250 type_y: DEC--SIN unit_y: deg range: -28.713958 deg: -28.695975 deg\n", - " n_s: 75 type_s: VRAD unit_s: km / s range: -43.509 km / s: 104.685 km / s,\n", - " SpectralCube with shape=(221, 420, 420) and unit=K:\n", - " n_x: 420 type_x: RA---SIN unit_x: deg range: 266.537002 deg: 266.551600 deg\n", - " n_y: 420 type_y: DEC--SIN unit_y: deg range: -28.711371 deg: -28.698569 deg\n", - " n_s: 221 type_s: VRAD unit_s: km / s range: -43.432 km / s: 104.913 km / s)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "2ef227da", + "metadata": {}, + "outputs": [], "source": [ "print(cube1vel.spectral_extrema)\n", "print(cube2vel.spectral_extrema)\n", @@ -675,6 +365,7 @@ }, { "cell_type": "markdown", + "id": "8b9dc868", "metadata": {}, "source": [ "We then smooth with the kernel. Note that this is doing 420x420 = 176400 smoothing operations on a length-221 spectrum: **it will take several minutes to run.**" @@ -682,23 +373,17 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: nan_treatment='interpolate', however, NaN values detected post convolution. A contiguous region of NaN values, larger than the kernel size, are present in the input array. Increase the kernel size to avoid this. [astropy.convolution.convolve]\n" - ] - } - ], + "execution_count": null, + "id": "84d9cd8f", + "metadata": {}, + "outputs": [], "source": [ "cube2vel_smooth = cube2vel_cutout.spectral_smooth(spectral_smoothing_kernel)" ] }, { "cell_type": "markdown", + "id": "68c3d687", "metadata": {}, "source": [ "Now that we've done spectral smoothing, we can resample the spectrum. We include the parameter `suppress_smooth_warning = True` in this step, because otherwise we'll see a warning that \"the data should be smoothed prior to resampling.\" Since we have already smoothed the data, this warning can be safely ignored." @@ -706,23 +391,10 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SpectralCube with shape=(75, 420, 420) and unit=K:\n", - " n_x: 420 type_x: RA---SIN unit_x: deg range: 266.537002 deg: 266.551600 deg\n", - " n_y: 420 type_y: DEC--SIN unit_y: deg range: -28.711371 deg: -28.698569 deg\n", - " n_s: 75 type_s: VRAD unit_s: km / s range: -43.509 km / s: 104.685 km / s" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "40868f73", + "metadata": {}, + "outputs": [], "source": [ "cube2vel_spectralresample = cube2vel_smooth.spectral_interpolate(cube1vel_cutout.spectral_axis, suppress_smooth_warning = True)\n", "cube2vel_spectralresample" @@ -730,6 +402,7 @@ }, { "cell_type": "markdown", + "id": "f9262c35", "metadata": {}, "source": [ "## Step 5: Spatial Smoothing and Reprojection\n", @@ -739,27 +412,17 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(Beam: BMAJ=1.29719604986604 arcsec BMIN=1.04247149438736 arcsec BPA=82.95313553702 deg,\n", - " Beam: BMAJ=0.8935712308515601 arcsec BMIN=0.6649610689789199 arcsec BPA=85.81119797802 deg)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "426c22b0", + "metadata": {}, + "outputs": [], "source": [ "cube1vel_cutout.beam, cube2vel_spectralresample.beam" ] }, { "cell_type": "markdown", + "id": "4b323381", "metadata": {}, "source": [ "`cube1` again has the larger beam, so we'll smooth `cube2` to its resolution." @@ -767,6 +430,7 @@ }, { "cell_type": "markdown", + "id": "87c13bd2", "metadata": {}, "source": [ "### Aside: mixed beams \n", @@ -776,23 +440,10 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/latex": [ - "Beam: BMAJ=$1.29719604986604^{''}$ BMIN=$1.04247149438736^{''}$ BPA=$82.95313553702^\\circ$" - ], - "text/plain": [ - "Beam: BMAJ=1.29719604986604 arcsec BMIN=1.04247149438736 arcsec BPA=82.95313553702 deg" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "eb9bdafc", + "metadata": {}, + "outputs": [], "source": [ "import radio_beam\n", "common_beam = cube1vel_cutout.beam.commonbeam_with(cube2vel_spectralresample.beam)\n", @@ -801,7 +452,8 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, + "id": "bb3132c8", "metadata": {}, "outputs": [], "source": [ @@ -813,30 +465,10 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n" - ] - }, - { - "data": { - "text/plain": [ - "SpectralCube with shape=(75, 420, 420) and unit=K:\n", - " n_x: 420 type_x: RA---SIN unit_x: deg range: 266.537002 deg: 266.551600 deg\n", - " n_y: 420 type_y: DEC--SIN unit_y: deg range: -28.711371 deg: -28.698569 deg\n", - " n_s: 75 type_s: VRAD unit_s: km / s range: -43.509 km / s: 104.685 km / s" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "ce348003", + "metadata": {}, + "outputs": [], "source": [ "cube2vel_spatialspectralsmooth = cube2vel_spectralresample.convolve_to(common_beam)\n", "cube2vel_spatialspectralsmooth" @@ -844,6 +476,7 @@ }, { "cell_type": "markdown", + "id": "6f2f2964", "metadata": {}, "source": [ "Now, we can reproject `cube2` onto the same spatial grid as `cube1`." @@ -851,30 +484,10 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n" - ] - }, - { - "data": { - "text/plain": [ - "SpectralCube with shape=(75, 250, 250) and unit=K:\n", - " n_x: 250 type_x: RA---SIN unit_x: deg range: 266.534072 deg: 266.554577 deg\n", - " n_y: 250 type_y: DEC--SIN unit_y: deg range: -28.713958 deg: -28.695975 deg\n", - " n_s: 75 type_s: VRAD unit_s: km / s range: -43.509 km / s: 104.685 km / s" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "89ee0def", + "metadata": {}, + "outputs": [], "source": [ "cube2vel_reproj = cube2vel_spatialspectralsmooth.reproject(cube1vel_cutout.header)\n", "cube2vel_reproj " @@ -882,6 +495,7 @@ }, { "cell_type": "markdown", + "id": "20464757", "metadata": {}, "source": [ "These two cubes are now on an identical grid, and can be directly compared:" @@ -889,33 +503,17 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(SpectralCube with shape=(75, 250, 250) and unit=K:\n", - " n_x: 250 type_x: RA---SIN unit_x: deg range: 266.534072 deg: 266.554577 deg\n", - " n_y: 250 type_y: DEC--SIN unit_y: deg range: -28.713958 deg: -28.695975 deg\n", - " n_s: 75 type_s: VRAD unit_s: km / s range: -43.509 km / s: 104.685 km / s,\n", - " SpectralCube with shape=(75, 250, 250) and unit=K:\n", - " n_x: 250 type_x: RA---SIN unit_x: deg range: 266.534072 deg: 266.554577 deg\n", - " n_y: 250 type_y: DEC--SIN unit_y: deg range: -28.713958 deg: -28.695975 deg\n", - " n_s: 75 type_s: VRAD unit_s: km / s range: -43.509 km / s: 104.685 km / s)" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "38863b71", + "metadata": {}, + "outputs": [], "source": [ "cube2vel_reproj, cube1vel_cutout" ] }, { "cell_type": "markdown", + "id": "16576500", "metadata": {}, "source": [ "These spectra can now be overplotted as they are in the same unit with the same beam. Using the quicklook maps of the peak intensity from step 2, we know that there is some signal in the central region of our pointing, so we can plot the spectrum for the pixel there. We can approximate the pixel coordinate using the peak intensity map with fewer pixels, since we know both cubes got smoothed to that (coarser) spatial resolution. The center is at about (125, 125)." @@ -923,30 +521,10 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: SliceWarning: Slice (slice(None, None, None), None) cannot be used on this 1-dimensional array's WCS. If this is intentional, you should use this 's ``array`` or ``quantity`` attribute. [spectral_cube.lower_dimensional_structures]\n", - "WARNING: SliceWarning: Slice (slice(None, None, None), None) cannot be used on this 1-dimensional array's WCS. If this is intentional, you should use this 's ``array`` or ``quantity`` attribute. [spectral_cube.lower_dimensional_structures]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "116b9ea8", + "metadata": {}, + "outputs": [], "source": [ "plt.plot(cube1vel_cutout[:,125,125].spectral_axis, cube1vel_cutout[:,125,125], linestyle = '-', drawstyle = 'steps-mid', label = 'Cube 1')\n", "plt.plot(cube2vel_reproj[:,125,125].spectral_axis, cube2vel_reproj[:,125,125], linestyle = '-', drawstyle = 'steps-mid', label = 'Cube 2')\n", @@ -958,6 +536,7 @@ }, { "cell_type": "markdown", + "id": "d4031ef2", "metadata": {}, "source": [ "### Do a quick continuum subtraction\n", @@ -967,22 +546,10 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "f773644a", + "metadata": {}, + "outputs": [], "source": [ "# Calculate the median value along the spectral axis\n", "med1 = cube1vel_cutout.median(axis=0)\n", @@ -991,22 +558,10 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "37b08c88", + "metadata": {}, + "outputs": [], "source": [ "# Calculate the median value along the spectral axis\n", "med2 = cube2vel_reproj.median(axis=0)\n", @@ -1015,18 +570,10 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n" - ] - } - ], + "execution_count": null, + "id": "77e7ba93", + "metadata": {}, + "outputs": [], "source": [ "# Perform background subtraction on cubes by subtracting the median spectral value for each pixel\n", "cube1vel_cutout_bgsubtract = cube1vel_cutout - med1\n", @@ -1035,30 +582,10 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: SliceWarning: Slice (slice(None, None, None), None) cannot be used on this 1-dimensional array's WCS. If this is intentional, you should use this 's ``array`` or ``quantity`` attribute. [spectral_cube.lower_dimensional_structures]\n", - "WARNING: SliceWarning: Slice (slice(None, None, None), None) cannot be used on this 1-dimensional array's WCS. If this is intentional, you should use this 's ``array`` or ``quantity`` attribute. [spectral_cube.lower_dimensional_structures]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "89389c86", + "metadata": {}, + "outputs": [], "source": [ "# Plot continuum-subtracted spectra for the central pixel\n", "plt.plot(cube1vel_cutout_bgsubtract[:,125,125].spectral_axis, cube1vel_cutout_bgsubtract[:,125,125], linestyle = '-', drawstyle = 'steps-mid', label = 'Cube 1')\n", @@ -1071,30 +598,10 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: SliceWarning: Slice (slice(None, None, None), None) cannot be used on this 1-dimensional array's WCS. If this is intentional, you should use this 's ``array`` or ``quantity`` attribute. [spectral_cube.lower_dimensional_structures]\n", - "WARNING: SliceWarning: Slice (slice(None, None, None), None) cannot be used on this 1-dimensional array's WCS. If this is intentional, you should use this 's ``array`` or ``quantity`` attribute. [spectral_cube.lower_dimensional_structures]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "d003359f", + "metadata": {}, + "outputs": [], "source": [ "# Plot difference between non-cont-sub and cont-sub spectra for the central pixel\n", "diff1 = cube1vel_cutout[:,125,125] - cube1vel_cutout_bgsubtract[:,125,125]\n", @@ -1110,6 +617,7 @@ }, { "cell_type": "markdown", + "id": "a5be621f", "metadata": {}, "source": [ "For our spectra, since they are already continuum-subtracted, there is almost no visible change." @@ -1117,6 +625,7 @@ }, { "cell_type": "markdown", + "id": "4f5c4698", "metadata": {}, "source": [ "## Step 6: Signal Masking\n", @@ -1128,30 +637,10 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: Input data contains invalid values (NaNs or infs), which were automatically clipped. [astropy.stats.sigma_clipping]\n", - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "09a9664c", + "metadata": {}, + "outputs": [], "source": [ "# Make signal mask out of template molecule cube, in noise-free area (should be flat)\n", "cube_sclip = cube1vel_cutout_bgsubtract.sigma_clip_spectrally(3)\n", @@ -1165,6 +654,7 @@ }, { "cell_type": "markdown", + "id": "8f0d4b3e", "metadata": {}, "source": [ "We can see that between -15 and 45 km/s, the noise estimate is affected by signal. However, above 60 km/s, the noise is flatter. We'll use this part of the spectrum to estimate the noise map." @@ -1172,32 +662,10 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "/blue/adamginsburg/abulatek/anaconda/lib/python3.7/site-packages/numpy/lib/nanfunctions.py:1114: RuntimeWarning: All-NaN slice encountered\n", - " overwrite_input=overwrite_input)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "52d5ce54", + "metadata": {}, + "outputs": [], "source": [ "# Calculate noise map based on flat part of spectrum\n", "cube_sclip_cut = cube_sclip.spectral_slab(60*u.km/u.s, 100*u.km/u.s)\n", @@ -1211,6 +679,7 @@ }, { "cell_type": "markdown", + "id": "ad6d11d6", "metadata": {}, "source": [ "Now, we'll create a \"plain mask\" where we mask the template cube and only keep pixels that are at or above 3 sigma (where sigma is given on a pixel-by-pixel basis by the noise map we just created). This procedure was originally illustrated in this [signal masking tutorial](https://mybinder.org/v2/gh/radio-astro-tools/tutorials/HEAD?filepath=masking_and_moments%2Fmasking_and_moments_guide.ipynb)." @@ -1218,7 +687,8 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, + "id": "b3a089ce", "metadata": {}, "outputs": [], "source": [ @@ -1229,26 +699,17 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(75, 250, 250)" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "45382c82", + "metadata": {}, + "outputs": [], "source": [ "plain_masked_slab.shape" ] }, { "cell_type": "markdown", + "id": "642b20a5", "metadata": {}, "source": [ "Then, we'll apply that mask to the template molecule cube and create a more sophisticated \"signal mask\" from that cube, which takes into account the fact that connected regions of signal are more likely to be real than an individual high-sigma pixel." @@ -1256,18 +717,10 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial number of regions found: 11705\n", - "Final number of regions found: 7\n" - ] - } - ], + "execution_count": null, + "id": "da5bd982", + "metadata": {}, + "outputs": [], "source": [ "import scipy.ndimage as nd\n", "# Make a low and high mask\n", @@ -1308,6 +761,7 @@ }, { "cell_type": "markdown", + "id": "7908389d", "metadata": {}, "source": [ "### Binary dilation\n", @@ -1317,7 +771,8 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, + "id": "40b7614b", "metadata": {}, "outputs": [], "source": [ @@ -1326,6 +781,7 @@ }, { "cell_type": "markdown", + "id": "f9189b0b", "metadata": {}, "source": [ "### Mask application" @@ -1333,6 +789,7 @@ }, { "cell_type": "markdown", + "id": "b2e820a4", "metadata": {}, "source": [ "Finally, we'll apply the signal mask we just created using the template molecule cube (which has a mask at each velocity step) to the target molecule cube." @@ -1340,7 +797,8 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, + "id": "3de87353", "metadata": {}, "outputs": [], "source": [ @@ -1354,6 +812,7 @@ }, { "cell_type": "markdown", + "id": "7ab21ad2", "metadata": {}, "source": [ "Visualizing the masks:" @@ -1361,22 +820,10 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "7db5505e", + "metadata": {}, + "outputs": [], "source": [ "plain_mask_comp = plain_mask.include() # Need to compute this mask before we visualize it\n", "plt.imshow(plain_mask_comp[30]) # Pick a channel\n", @@ -1385,22 +832,10 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "9027ad47", + "metadata": {}, + "outputs": [], "source": [ "plt.imshow(signal_mask[30]) # Pick that same channel\n", "plt.show()" @@ -1408,6 +843,7 @@ }, { "cell_type": "markdown", + "id": "054d93a3", "metadata": {}, "source": [ "## Step 7: Moment Maps\n", @@ -1417,22 +853,10 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "f4b020f9", + "metadata": {}, + "outputs": [], "source": [ "# Make moment maps from the target cube\n", "masked_moment0 = masked_cube.moment0()\n", @@ -1447,30 +871,10 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/blue/adamginsburg/abulatek/spectral-cube/spectral_cube/_moments.py:169: RuntimeWarning: invalid value encountered in true_divide\n", - " np.nansum(data, axis=axis))\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "5ae3fd7d", + "metadata": {}, + "outputs": [], "source": [ "masked_moment1 = masked_cube.moment1()\n", "\n", @@ -1485,6 +889,7 @@ }, { "cell_type": "markdown", + "id": "f97344a9", "metadata": {}, "source": [ "The color bar on the moment 1 map is skewed due to the presence of at least one outlier pixel with a large negative velocity." @@ -1492,6 +897,7 @@ }, { "cell_type": "markdown", + "id": "f58f1f2b", "metadata": {}, "source": [ "## Step 8: Masking Outliers\n", @@ -1501,30 +907,10 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/blue/adamginsburg/abulatek/spectral-cube/spectral_cube/_moments.py:169: RuntimeWarning: invalid value encountered in true_divide\n", - " np.nansum(data, axis=axis))\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "84228efd", + "metadata": {}, + "outputs": [], "source": [ "# Look for outliers\n", "v_thresh = 1000\n", @@ -1537,29 +923,10 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-359493.3414641982 km / s\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "0a643beb", + "metadata": {}, + "outputs": [], "source": [ "# Look at spectra of outliers individually, can check neighboring spectra here too\n", "max_vel_coord = np.unravel_index(np.nanargmin(masked_moment1), masked_moment1.shape)\n", @@ -1573,17 +940,10 @@ }, { "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 3610 good pixels\n" - ] - } - ], + "execution_count": null, + "id": "63fab9c6", + "metadata": {}, + "outputs": [], "source": [ "# Remove outliers\n", "mom0 = masked_cube.moment0()\n", @@ -1594,22 +954,10 @@ }, { "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "058bede7", + "metadata": {}, + "outputs": [], "source": [ "# Make moment maps from the target cube with outliers removed\n", "masked_moment0 = masked_cube_no_outliers.moment0()\n", @@ -1624,30 +972,10 @@ }, { "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/blue/adamginsburg/abulatek/spectral-cube/spectral_cube/_moments.py:169: RuntimeWarning: invalid value encountered in true_divide\n", - " np.nansum(data, axis=axis))\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "e087f5c5", + "metadata": {}, + "outputs": [], "source": [ "masked_moment1 = masked_cube_no_outliers.moment1()\n", "\n", @@ -1662,6 +990,7 @@ }, { "cell_type": "markdown", + "id": "d3830e95", "metadata": {}, "source": [ "The velocity structure is more visible here with the outliers removed." @@ -1669,7 +998,8 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, + "id": "db47bd10", "metadata": {}, "outputs": [], "source": [ @@ -1678,6 +1008,7 @@ }, { "cell_type": "markdown", + "id": "13856eee", "metadata": {}, "source": [ "### Addendum: collapse masked cube along spatial axes to make PV projections" @@ -1685,20 +1016,10 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "WARNING: WCSWarning: Slicing across a celestial axis results in an invalid WCS, so the celestial projection (SIN) is being removed. The WCS indices being kept were [0 2]. [spectral_cube.wcs_utils]\n", - "WARNING: PossiblySlowWarning: This function () requires loading the entire cube into memory and may therefore be slow. [spectral_cube.utils]\n", - "WARNING: WCSWarning: Slicing across a celestial axis results in an invalid WCS, so the celestial projection (SIN) is being removed. The WCS indices being kept were [1 2]. [spectral_cube.wcs_utils]\n" - ] - } - ], + "execution_count": null, + "id": "3a1d4da2", + "metadata": {}, + "outputs": [], "source": [ "masked_cube_no_outliers.shape # (75, 250, 250)\n", "collapse1 = masked_cube_no_outliers.sum(axis = 1) # Collapse along one spatial axis\n", @@ -1707,22 +1028,10 @@ }, { "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "fe870421", + "metadata": {}, + "outputs": [], "source": [ "plt.imshow(collapse2.value, origin='lower')\n", "plt.xlabel('Spatial axis (pixels)')\n", @@ -1759,6 +1056,7 @@ }, { "cell_type": "markdown", + "id": "7acf8ad1", "metadata": {}, "source": [ "This is another visualization, but it includes outliers." @@ -1766,22 +1064,10 @@ }, { "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "77d6dc62", + "metadata": {}, + "outputs": [], "source": [ "# Imports and matplotlib settings\n", "from astropy.visualization import simple_norm\n", @@ -1849,7 +1135,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1863,7 +1149,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/SpectralCube_Examples.ipynb b/SpectralCube_Examples.ipynb index 2b7460c..3820f69 100644 --- a/SpectralCube_Examples.ipynb +++ b/SpectralCube_Examples.ipynb @@ -1,327 +1,394 @@ { - "metadata": { - "name": "", - "signature": "sha256:2ef7631563d8c6cf8bd8e5417c38c9b837d86e8e8200e1ae848f16e1596ce7eb" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ + { + "cell_type": "markdown", + "id": "629f8e93", + "metadata": {}, + "source": [ + "Example Session: Working with Spectral Cubes\n", + "============================================\n", + "\n", + "This is a quick demo of how you can work with Spectral Cube objects" + ] + }, { - "cells": [ + "cell_type": "code", + "execution_count": 1, + "id": "0620d7c1", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "# Intro stuff: imports!\n", + "import os\n", + "from astropy.io import fits\n", + "from astropy import wcs\n", + "from astropy import units as u\n", + "import spectral_cube" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "69a167f4", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "# Download the file to the present directory, but cache it in the astropy cache directory too\n", + "url = 'http://grunt.bu.edu/grs-stitch/source/grs-50-cube.fits'\n", + "from astropy.utils.data import download_file\n", + "def download_file_locally(url):\n", + " fn = os.path.split(url)[1]\n", + " if os.path.exists(fn):\n", + " return fn\n", + " else:\n", + " f = download_file(url, cache=True)\n", + " os.symlink(f, fn)\n", + " return fn\n", + " \n", + "fn = download_file_locally(url)" + ] + }, + { + "cell_type": "markdown", + "id": "c60f0ec1", + "metadata": {}, + "source": [ + "SpectralCube knows about and respects cube-related FITS standards\n", + "fits.gsfc.nasa.gov/fits_standard.html\n", + "\n", + "There is a minor error in the GRS cube we downloaded: `CTYPE3` is specified as `VELOCITY`, which is not a valid specification. It is not clear whether the correct type is Radio Velocity (most likely) or Apparent Relativistic Velocity, so we'll pick Radio Velocity. The difference is small (<<1 pixel) in this case." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "95bdd441", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Example Session: Working with Spectral Cubes\n", - "============================================\n", - "\n", - "This is a quick demo of how you can work with Spectral Cube objects" + "name": "stdout", + "output_type": "stream", + "text": [ + "Incorrect FITS: VELOCITY\n", + "Correcting to VRAD\n" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Intro stuff: imports!\n", - "import os\n", - "from astropy.io import fits\n", - "from astropy import wcs\n", - "from astropy import units as u\n", - "import spectral_cube" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Download the file to the present directory, but cache it in the astropy cache directory too\n", - "url = 'http://grunt.bu.edu/grs-stitch/source/grs-50-cube.fits'\n", - "from astropy.utils.data import download_file\n", - "def download_file_locally(url):\n", - " fn = os.path.split(url)[1]\n", - " if os.path.exists(fn):\n", - " return fn\n", - " else:\n", - " f = download_file(url, cache=True)\n", - " os.symlink(f, fn)\n", - " return fn\n", - " \n", - "fn = download_file_locally(url)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, + } + ], + "source": [ + "hdu = fits.open(fn)[0]\n", + "print \"Incorrect FITS: \",hdu.header['CTYPE3']\n", + "print \"Correcting to VRAD\"\n", + "hdu.header['CTYPE3'] = 'VRAD'" + ] + }, + { + "cell_type": "markdown", + "id": "c03ab1b6", + "metadata": {}, + "source": [ + "We then read the HDU object from memory. If the FITS header didn't have any errors, we would just read the file directly from disk," + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ec3c96ec", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "# cube = spectral_cube.SpectralCube.read(fn)\n", + "cube = spectral_cube.SpectralCube.read(hdu)" + ] + }, + { + "cell_type": "markdown", + "id": "b270b220", + "metadata": {}, + "source": [ + "We now extract a subset of the data, selecting a sub-cube over the range 55 to 70 km/s" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "bb43a6c1", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "slab = cube.spectral_slab(55*u.km/u.s, 70*u.km/u.s)" + ] + }, + { + "cell_type": "markdown", + "id": "69bd2513", + "metadata": {}, + "source": [ + "Compute the first moment of this slab" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "600e0ff0", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "SpectralCube knows about and respects cube-related FITS standards\n", - "fits.gsfc.nasa.gov/fits_standard.html\n", - "\n", - "There is a minor error in the GRS cube we downloaded: `CTYPE3` is specified as `VELOCITY`, which is not a valid specification. It is not clear whether the correct type is Radio Velocity (most likely) or Apparent Relativistic Velocity, so we'll pick Radio Velocity. The difference is small (<<1 pixel) in this case." + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/adam/virtual-python/lib/python2.7/site-packages/numpy/lib/nanfunctions.py:514: FutureWarning: In Numpy 1.9 the sum along empty slices will be zero.\n", + " FutureWarning)\n" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "hdu = fits.open(fn)[0]\n", - "print \"Incorrect FITS: \",hdu.header['CTYPE3']\n", - "print \"Correcting to VRAD\"\n", - "hdu.header['CTYPE3'] = 'VRAD'" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Incorrect FITS: VELOCITY\n", - "Correcting to VRAD\n" - ] - } - ], - "prompt_number": 3 - }, + } + ], + "source": [ + "mom0 = slab.moment0()" + ] + }, + { + "cell_type": "markdown", + "id": "cf073c50", + "metadata": {}, + "source": [ + "We want to display it, so we import matplotlib and aplpy" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d53e083c", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We then read the HDU object from memory. If the FITS header didn't have any errors, we would just read the file directly from disk," + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: ConfigurationDefaultMissingWarning: Could not determine version of package aplpy Cannot install default profile. If you are importing from source, this is expected. [aplpy._astropy_init]\n", + "WARNING:astropy:ConfigurationDefaultMissingWarning: Could not determine version of package aplpy Cannot install default profile. If you are importing from source, this is expected.\n" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# cube = spectral_cube.SpectralCube.read(fn)\n", - "cube = spectral_cube.SpectralCube.read(hdu)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, + } + ], + "source": [ + "%matplotlib inline\n", + "import aplpy\n", + "import pylab as pl" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d60578f3", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ { - "cell_type": "markdown", + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, "metadata": {}, - "source": [ - "We now extract a subset of the data, selecting a sub-cube over the range 55 to 70 km/s" - ] + "output_type": "execute_result" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "slab = cube.spectral_slab(55*u.km/u.s, 70*u.km/u.s)" - ], - "language": "python", + 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PMO3wqzVcj5dTrDy9yanCtapfzlNRhfu9SsBcls9VQathgsuo3mYV3K3rwbV/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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 5 - }, + "output_type": "display_data" + } + ], + "source": [ + "pl.imshow(mom0.value, vmax=1e5)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "25b4c5c9", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute the first moment of this slab" + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:astropy:Auto-setting vmin to -4.132e+03\n", + "INFO:astropy:Auto-setting vmax to 2.603e+04\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "mom0 = slab.moment0()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "/Users/adam/virtual-python/lib/python2.7/site-packages/numpy/lib/nanfunctions.py:514: FutureWarning: In Numpy 1.9 the sum along empty slices will be zero.\n", - " FutureWarning)\n" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We want to display it, so we import matplotlib and aplpy" + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;32mINFO\u001b[0m: Auto-setting vmin to -4.132e+03 [aplpy.aplpy]\n", + "\u001b[0;32mINFO\u001b[0m: Auto-setting vmax to 2.603e+04 [aplpy.aplpy]\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "import aplpy\n", - "import pylab as pl" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "WARNING: ConfigurationDefaultMissingWarning: Could not determine version of package aplpy Cannot install default profile. If you are importing from source, this is expected. [aplpy._astropy_init]\n", - "WARNING:astropy:ConfigurationDefaultMissingWarning: Could not determine version of package aplpy Cannot install default profile. If you are importing from source, this is expected.\n" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "pl.imshow(mom0.value, vmax=1e5)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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PMO3wqzVcj5dTrDy9yanCtapfzlNRhfu9SsBcls9VQathgsuo3mYV3K3rwbV/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- "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "F = aplpy.FITSFigure(mom0.hdu)\n", - "F.show_grayscale()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "INFO:astropy:Auto-setting vmin to -4.132e+03\n" - ] - }, - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "INFO:astropy:Auto-setting vmax to 2.603e+04\n" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\u001b[0;32mINFO\u001b[0m: Auto-setting vmin to -4.132e+03 [aplpy.aplpy]\n", - "\u001b[0;32mINFO\u001b[0m: Auto-setting vmax to 2.603e+04 [aplpy.aplpy]\n" - ] - }, - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "/Users/adam/repos/aplpy.git/aplpy/normalize.py:115: RuntimeWarning: invalid value encountered in less\n", - " negative = result < 0.\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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qcdc8FKLAu1goHDfxLoQo6LNm8zKDo9aj+lPtF9TsFrESxykyQ/wclc8xVDIu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fjEJz4RERE//dM/Hd/7vd8bH/zgB+Nv/uZv4sd//Mej1WrFq171qnjNa14TTz31VLz1rW/dKiMH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VajlKNjdhtas+F1ibLmhdoxBAp9MJv/f7faf8SJe5Nm8CdOOMpWbT8HStVnO4C4ZYGbojmE9g\nWipgMp5OHBfxM9lsNrS/qJuktMbGBrFa1NqIQ24scX4a1evixYtuk2dIhjRirXcEfOsemt8q1KXp\n9XpOw4iKuZPJJKzZ2WzWyuVyoOvW6/Vg1AkUOy9LsuYsQ0c0dFjnTqfjQJ9cyxniIw1Xz5p36NH9\n9e6UAtC8p+GiOtfr9dDflMDXPdmnHGucRypaK0ulUlhDJYlAKnpseJuZHTt2zJ73vOfNvf+lNMEe\nd8DpvJPRL/3SL9nHP/5xe9e73mUf//jH7Zd/+ZfD/3/913/dfu/3fs9OnTplDz30UMBp/CTXa+G9\n99577eabb7ZPfvKT9ra3vc3d65ZbbrHPfvaz9oIXvOCK3u9DH/qQmXmEvRa1y9G3T0pSkpKUpCTl\np7Xce++99t3vftexKmV4Xqo87sbHvLDIu9/9bnvFK15hd911V6DKmpk94xnPsFe84hX2jGc8wzKZ\njN1xxx3h2te//vX2xje+0Y4dO/ZjXX/HHXfYa1/7Wuv3+3bbbbfZrbfeamZmv/Vbv2WvetWr7ClP\neYqtrKzY3XfffUXvJwuQbnKp4dE1LmtYpw2CIWV1ptPpYDHq1EpLkyETisqsr687sBoV8ei1oPWr\nUz5DB+ynarXqRNLofWDYgsI8ejeeCEmLpUs4FowiqCpOTBSrdOpdmdVWp929Qiax8h8pglTeJD2O\nTB4lypL3SeEbs6k3S1Rc9QHBpwydbW1thZMYk28pI6VOHWIdqK70HPH0nslknKBXHFLi98gKoFqr\nFHLZx6Trcizv7MzylQjwRqAqXe86IVcqFQegXF9fD54JzRn1N5U4Y/czT8YKZzFEw/AMAYicD8pV\nYzbLHaJQCGmMAoPS+6DCZIBqY4ZWCOolS4LZYgVoZfhJ7zaPYUQhMbrX6ZGZTCYh/KrrGeZTKRaL\nLvxEpps8i/Tq6dnLy8vWaDQco4ahNLXdhQsXbHV11SV+05yq1+tB2Mpsus7wewxN0ltTLpdtPB6H\ncUPPrbxUqv/S0lLwbBPUq7ANgZIM67TbbecdoteLHOW1uAAAIABJREFUYdx4baI3Rvc1896sUqnk\n7hF7SPjTzOdqyWQyzqsaq7Lq2QSnMq8PgdG6p4oAslzLCPieTCbOs81EggzH8f05jy5V9lU4feEL\nX2if/exng/trY2PDXvnKV9rf/d3f7Xvz/+0llUrZ0572tPA7F4TRaOTioXSTcvPodrvOzamBoY2U\nSbA4CMgQEEPEbIZq5wBlTJvueSLsOSAVi6ayqIoWJoaHGD5RW+jZsRtV/x8Oh44hwAUonjhyhWsz\n4AbKZ1POuFarOSVATgYqJ5I5QKPBbJZSWu0aYzRU6vW6Xbx4cS7KvVgsOmZKt9sN76ZQgNqkUqmE\n51OCXAnViCZnofIgjQhuhGLT6F07nU5Aw+u9mJwu5umT+ieDLJVKWaFQCO+xsrISjDvKX/d6vV3M\nES5Uhw8fDu/NPiwWi8EYU3spfBknTFQb6t4ci2wThgqUrZTtxZQFg8Eg/M2NXKE79WNsbFLvRxRq\n1TnGWikkVywWA4twbW3NGeClUsnhKIgf0DPMZqrFZjPv67ywi96bTBvi06rVaviMG5zWElJjSRtX\n0YbM8LV+r9VqDh9COf12u73LOGCbc5Mk9Vn6OWZT42NtbS2E69fW1sJ43dzctPX19RCCHwwG4VkK\nM+uerVYrtJ3CJRrPMcaH4VG9v/qABgnDeDqgms3WNY0hrhcy7rU+xgrPPCipbroHD5q8b7lcDnXW\n+KTRxTWbhwaGpGNKNLFHHJP/8i//sicubF/PB2N5ZtNBpJh1UnwWQUoBk4pE7rRSeHPBoB6IFiPl\nAGE8kSAwM3OYBg2+arXqAFfNZtPJsGtxEoaBQDNKC8f5JGLrl9Q8FQkxEV9BASFu5KSJcYHu9XpW\nKBScHDapbJz43MhVP3oLCJRirhgaU5xQvV7Ptre37ZprrtnV5qSw6nmq88bGhqPYcfGgd2M0mubQ\n0HWUsZbOAE926hvpaWgBkkS/3iedTjujUn3Puat4uepCSrSosGxLPVtx7Hlx+Var5U5iwmioHjSk\nYs8HsQ7yHKnQK0VjhOM8BmzvBYSVF4RtScwKT5UcT81m051cK5WK24TZ/+12281vGkGFQsHp88Re\nSJ5+1W+qfyxhbTZLN8ATKAHYpIYzXs9n1+t1lwU49riazYyFdrs9F/yuZ1DjJV5LiDei4BVppvQq\nlMtlS6VmeaTG47Fz38dy7jTIdEARXV7zvVAoOE9pt9t1oHFiPkg/poEveitxEsy9wjWCnuZ8Pu9y\nc8U0ZYJWqatEEG4qlXJYF65XxInIcGZeIYKlqUdCbZhqtWqdTsdli6YnJpvNOkOUGk76XcYrD2TU\nA9mr7AtJTafT9vDDD4e/mZAqKUlJSlKSkpSkJOVKy75hly996Uv2hje8wZ73vOeZmdk//dM/2Yc/\n/OGAmbiaSyqVsp/5mZ8xM3OKfmYzV7PZDB1vNvMGyDKvVCrOjRmf4HSP8+fPB+u+Xq9bu912WRb1\ne61Ws8FgENzVtHgZnpErj1RMCjbFLm2i1VVX/U0sCiWGRe8083FSvrsKXd/xs3UilAQ835vS5Tz1\nK0Zs5l2J8kRQEZY4HL4PTzU6gdNtTks/biMKCNFFbjbzXBHFLnwAmQtEuJNWypOjBOAoZa3nMHSi\nfiMNkK5qeqwYy5fkte65vr7u6Lo8DbKdeQrXZ6RbCp3P1ADqHxXRSvU5T+tiGMXqonpvCknx3WKU\nPzMX82St/xOnxDmsE7yep3atVqtOWE+n+XnvpzY0m64RsViVxkkul3NpBHjK5Jwmu4meCNWZY5fr\nE+vXbDZdXfRMMy+WaOZPv4VCIXyme2t+yyNqNmUXjsfjcNIej8ehXSXUd/bsWTMzhxtZW1uzyWTi\nPHBkqen+YkLG+Dj9Ph6Pw9jjuwyHQ1tfX3cYLHqnB4PB3FALVYQVbqcHUf2kOSYvD+ulEDrDYpSV\nJ/ZJ416FYS8x5vQ9tZXwJZRqUFG9KG7IEAxDa/Sm0POn3/k8teMDDzywNx1/P+PDbAog+sY3vmGp\nVMpuueWWEHe92ksqlbLrr78+/E3XJQchtTDirJT5fN4BfGKdAW3URBDHQDKC6BTi0cCgdgFTycuw\n4QTkZOOCzc8oYW42nRzcvLmYE3jE95ayIN3aXEyJwxD4zmym3cGJQrrd9va2y6SqxYkhEbngGTpg\nrJLgSrrrFXoiboHKkqQAd7vdUH9iT0QzpDQzDQDqazDDqiSWOZ5UZLBSXp2KqvECRxc33fXEBnFJ\n0HupnQkIXFlZsYsXL4Y2T6fTTqckTiGud2M4SDF+hh6J9+EYjXUSiHti/akbw9AA31V1jDVSNFc0\njzhX6aJn+K7b7e4C6ak9SBWmKqqMWW5Oqufq6qp1Oh03zpnvhtiU2JiK8Rh0y5P22ev15o4ZGdh8\n15geTCObKe4Jimy1WkECgWEi4Q10HUN1orYTXyQjZXl52dFa6/V6qGO5XA73O3z4sJ09ezaEpDc3\nN8O62Ww2LZvNhj5otVrhWd1u1/L5vAsXUGVUByu2sdqV80Zhb/3Na7iuMW8X31d1UdEaSj2S2KhU\nHfk+jE5MJrO8UGbTdYFhWhoSXN/6/b4bz5PJLGs1qe2lUsk2NzcdMUD9fd999+1pfOwZP/ne975n\nZtOEbI8++qhdc801dvjwYXvkkUfs/vvv3+uypCQlKUlJSlKSkpRLlj0Bp3/yJ39id955p7397W+f\nqyD6ta997XGt2E9LobVPa5IWJCmucmHTGiQASiecfr9v1WrVgbwoVtRut112VALLFhYWHBiIp0OC\no2IwHz+jR6PT6QR3sQBcdBETnU735MLCLB+NTu9m5kB2+inLXCdi0u1UdNJl24qxoVOrTt5ra2sO\npMVsvxIwU50p9kNKMEXZ8vm8lctlF7aikBtF07a3t0O9KBymejIcpDoye6T6lH/TczRPIIxeDN5D\nRc8iuFL9pJO1QnWkyUrFUu1QqVSce5hrQ7vddqdFjifmOSmXy4FOWywW3QmRuSXkzYqBc3wnMhAY\ngtH3xPggVZVu8hgMSdVdfV/voyIAMBkb9LqoThKuIgBbzCDNT3o6mdF4YWHBtS0pp1R9pXeGmWvl\n3dPcV9I2M3NzWd9V0amY1FvOb74PPZuj0ch52fRMXcfsvaRCk7IuD4PuQ6XaRqPhWBSbm5vhnqRu\nm0099WIOZTIZl6uJ9ZxMJsFDIrox85hwfuv7qqe8KfSqisFHL7HaTt64OPypQg80QenylKo/6Jkh\noF90Y43Xfr/v8mPttQ/EySEpTKd9jPOFYG3mMIoVjbn27FX2ND7uvPNOM5tiPuLYNifi1V4YA6Mr\nkbF+Tlgz795VtkMzc+7IWKSs1+uFmF2sAZBKpZw0MzUniGSXu9VsptFAbYFYUyGedLpHnPKeNGKz\nWZKtVqvlVPZU5DYmVTEeUxrI9XrdpaqnIccwklx9GqvELVACud/vW71eD/3RaDTcNZ1Ox3HsVW8u\nCHoe8TLb29uOWaLCOun53GjpJuU4GQ6Hu5Kx8bsaM8qaqranhDqT7amd1JZc/EQr1HcZAhAKn/L3\n+kyLG5Ma0gBj+1DzhRTQwWBglUrFsRNkmMgNTzVMvYdoxAzPkZXBGDmNZY75mPlEIzidTrtFmuwE\nvQ8ZO6q/7sPfmThNm5bah4cL3p9hNoY6aMionupTsjdEuecmoHZV35E9Rb0Lju3RaBSM0nK5bN1u\n140pHZYo0R0brIcOHdql/ROHmHQPMk7IRFpcXHSJKokxUV+azdYgzUXi5gqFguvjzc1NNxaog0PW\nkkJPGl9k0NCoK5fLLmFes9l0bBeuXexfKq2a+TEjRel5KRM4PuP1o1QqhXaNVWoZFhHOjPNRRfg7\nhrZp/Mf0Xhl8HAuXKvtSbZ/znOfsCrPM+9/VWmjJUvZ2fX3ddQ5xMt1u1w4fPmxmM267mU95n8lk\nHJYjjvPTImXMU1kdGY/T4sGUywR4mnmKle5DDwY3H8aquZhr4FMrg1RkAvSYxZHiNaPRyNHSeCLU\nokijKPYOkGrGTYsxbZ7YmBGYi6KZX6C1IVAMS2VhYcFpI6RSKQcslKdFz5JXpF6vh5OwMB8Ub6P4\nVbFY3LUB6Z47Ozsurwkp01qAlCI+FkIymwFh6T3jZh2DZukp4rO5SdIA04mfeirUCiEtmobC5uam\nA/SRGi5PjvAa6gO2pdqDmy6NBgqTqc7EWfA0zTbr9Xq2s7PjdCwYt+fmEGsx6LOlpSXnuSkWi+Fw\nIWwA25DgSgJc+d6cY/LGcf2gXkOpVJqry1AoFBx1ezgchg1VBpP6Q+kC1Dcqk8nEOp2O/ezP/mz4\nHzdFjt9qteo8JLF+kdau1dVVa7Va7jN6criuDQYDJ9wo6vzi4qIVCoUwHymAqU2dhzYa4K1WK7yj\nvCRqL64Jp0+fdgD/OJcPjUHNfY0ZemfpHc1kMm4Mc40i2JjGSL/f34Uti3PumF2aEhvTg83my7cL\nC0f5BT5jr7Kn8XHmzBk7ffq09Xo9u//++4Pbt9Vquc0lKUlJSlKSkpSkJOVKyp7Gx5e//GX72Mc+\nZqdOnbK3v/3t4f+VSsXe9773/bdU7qehyAJ+9NFHwwlBtEmdmomiFupZp6F2u+1iibLEl5aWXEZM\nKmVKnIjX0aJuNBrB09LpdBxVNZYapigUEdVEZpvNrGW5HHm6ZlIjun4ZZ6QFrbATXeOq19LSkssG\n2Wg0nEXNWKNc42bT0xuTvfX7/V1S1qpjt9t1LBa1D70m+lvvViqVbGVlJZxk6PFR8jh6Q3QqJmWv\n2Wza6urqXNEetZcKmQSiKtIrEit2zgtvbW9vB3e63PpE9xO3Q8bDZDJxcWu6ehlO0WdqN54Ch8Oh\nY76srq46DIjq+eijj7rnxeqwFFSjFySVSlmtVnN4DXom2AakTDN7qYTQ5DlQCMjM3LxQvWJPoOYj\nqaRkl5G1o795MmUYiVgp9anmPmnKOpHr3rlcztGiSQFtNptu3tLzwTg/sQMbGxsO20QsUr1ed+GI\nGPPDMMjRo0cdJkZtLFzQtddeG76r/m02myHMoHfVPRqNhmWz2fBd1rFSqTjvG71BDJHIc0aPKD1F\nCwsLLjRI7A6xQaPRyHkU1TexOCOxGvl83oVc43WMuCd60UejkaPaEvvFd4kFKKmILUo88Rqxt1qF\n40l0XYZ2qFLN+cY1m0q+lyr7Um0/97nP2cte9rJ9b3Q1llQqFSYR3auKozE2Slc1QUqFQsG5+jSJ\nstmsVSqVEEfb3t52IYZ8Pu8ME2YlPHPmjNts6a7nPWgQMDbKVNIqsVoh3fZ8Ft2HdPsyhKHFbh6+\nQYaVNtNY04KAqFqtFvQPZMQR1DoPm9TpdJwRRjVP1Ytx8zhnB1VMGcemrgUBp5RR1mbNZ6t/iVHR\ndVrg5BYnvZKhElJo2QblcjkYTxqPerdCoeDCATSmKEceJ0eMgWSxq5qbEWPFNMaZ60jA3dig0XsS\n30R1Un0WA6hVf2pHcGPPZGaS3bExG4f0mJnVbIZtWV1ddfF76uKkUrNcTZonHBeqV61Wc7ou4/HY\nLfLb29uOvkuavbRXVGduOOqvRqPhxoLGrz5T5lldRxAqjRFuJPFWoRCpmc8xMx5PMwXrMFYsFt28\nZLhraWnJ0d5Pnz7tsGP6TO2lccLPGCJR+54+fdrMdqe173a7QaFbBo3ehRstAdLCgfFwpntWKpVw\n0FO76TriS9bW1lwohNpPw+HQHYhYKP8evysBstJLoTIxcSkkJZA2TCNU78D1O1amViHlV4q8XJPU\nT9/5zneunGqrct9994XJZDaNU73nPe/Z77KkJCUpSUlKUpKSlLllX8/Hs571LHvggQfc/2666Sb7\n9re//bhW7KehUOGUp2IB9Agg0glUiGu5BRWiUVHWVDNzLshms+mSRPGkVCwWXeZMUhn3UqDU6ZaU\nOn7GjKH8THS4eSeemAbLMAQFqOTejJPZqe10XzOfDVcnZib/0vfz+bzzMrDQZa5+iD1Ruj+BVHwX\n1ZGnUbWB6NNkO6lvKpVKOAHmcjl7+OGHnQAWlQwJjCUNOvZIUUFVbUv3PduQnhu6senmJfvEzHaF\nkOZlsORz5+XooViYEpnpfRgK1PPJyCKFfF6eGbOZ21f9QWE3ht8UJiAIVF4ptXNMYzWbzSm9WyzW\nR9Ahw6qxSFWxWHR0VH6mvBpqO3p1+JNhl9FoZKurq+Fds9lsaK9qtRraan193QntjUaj4Lmp1+tO\nyMpsdsJWe1MBmAwOjXWz6bjQnKY3lGEIs6l3Q+Op1WrZzs6OE0NT2drasjNnzoQ6k6pPZVP1hz4j\n60lgWs1zjnmd4n/wgx+EdmW4ghm6SXWXh4fzhZIAZMvpObonw170TJHVtbOzEzxVKrEwof7ey3ui\ndYvq0pzD9MjQu8s20GfqvwMHDliv19uV2dvM3NzQXKFHV+PiP//zP/f0fOzLdpEENN3NcVKnq7lw\nY2AYgRTLyWQSwgOiwDELpibi4uJi8DLJRa6OI/Je4Qd9t9VqOZqk0PhmXsKbcT/RDIW4pgz0zs7u\nFNIaTMPh0Or1utM3URsI+6AB2ul0gkuSLkHFunXPWM+A7k+mPJeLmcj8eIIxhstJRcOQIbJut7vL\nUJsXs5V+iuoaG09xKmoal2pLxbtJR2UYhDocSvamon5V/5ASSDcqWUTZbNZt8rFeAGPyW1tb4f7U\n+ZBxGTNc1FdEuTNEwv6WEq3+pgqk3P+6TkakPotDfAyRzMMw6dlsj1gqgHHyTCYTNhJq56i96JKO\n3c/U52HojokcuUgTA5VKpazdbruwCLFNlEcnAySXy1m/3w8G1GQyS3nebrfDOiNMGA8s3BSFQVBd\naLySFcfQljZTMt+oh0IcCjOnsq1kSGkc0nhtNBp24MCBwHCpVCrBSOr1eg53oXVUddS75HI5azQa\n4f6tVmsXNkd4LLIylFqB0gn6TMndqHdCg5hrDg0OGfxm03VGhqPZdL1VO4ruzzaK1YFpiBLvFUs4\n6B4cPwq9cx7FyQ5p1KtdG42Gk0GItYwYTuahgeyjS5V9jY/f+I3fsBe84AX2m7/5mzaZTOyjH/2o\nvfrVr973xklJSlKSkpSkJCUp88pl5Xb527/9W/uHf/gHS6VS9qIXvch+8Rd/8b+jbv/jSyqVsmc+\n85lmZrtOGRSooiXLPBBmU+uebjSyYtrtdji5ElUt/jitarqEY6DlPLSywHuygImcZkIoM8+SGY1G\nTsyGLmH9rTrz1EhBJ4G55rnyFRqiB4CqkPQ41Ov18Lu8ImQy8NkxOIonTp5UqLXBz1QYkqErPBY8\nU383m02nxMg2ob4CmQ5mPimcNB90KmM+DCXYInCRugnUC4iVLHWN8vXMCzeJ9TRPX2E8HrtTE9ki\nROjLzc6wlO6n/BF0p8cqpkTmx6EIeoPo5Ylz5qg/CJCVx4A5gMjqaTQau1R5VQ8qAFOkif2Wz+ft\nzJkzjk1DICxPmfPCbHrv5eVl57GsVqvBW8OQm9nMe7exseGStrFuCj/Iq0D2msCU1OBR2EXgbzJv\neJ1OvsVi0YVAU6lU8DZo7rHfNE56vZ4VCoXwWQyE1f/MfGhNHlf1BQHA8piY7QZLxyFWgdH1GRME\n0pMaz33Vo16vB8C82SwHkNogn88HjxVDE2L5qMTiaQTk8/d4/aYnld6sTCZjhULBzR29d6fTcWE4\nenXkwVWb0EPJ9yYYVtdp/Jw4ceLHD7uYmb3kJS+xl7zkJZfz1auu0EWvARmLTGUys2yrS0tLIWxi\n5jEHCmmYTRdlDlDdx2y6sGQyGec60wLa6XTcRs+QBmPyctdrUsfqiCwxOjpmuuhdBoOBQ7ZrU1Y7\nccOPcQvcqKjQmkqlgrEWGzqU8DabLkh6h1qtFlDt+kxFi4nqEiuJqi6cYNqcGY+m8Fan03Fof4pH\nySASWp+TkaE6xoQZzpLcvfqKCHSNHyaMI6VOJRYLIspdokaM2dPY1Dvps3mGm9qIuAvF3SeTiZOW\nZohSxgv7P05cOA/pr/pzQVWhQqTG5DyGwLznse3IhOF7inFFijnd9cS60MAgBVTjQPflhh9jl1qt\nlgu7kt1EBshwOAybsDb4mOKuzzgGeVDq9XpuLeMmr3lJTBHHAvEMWod0D4bV2M5UYdXmRqq7Sr/f\nDyEVM2/41Gq1IBwmHASfF+OoKHzIOcvQBA1k1XHe/CBttdfrWbFYdEq7xNLQ6KIQmph/NFRIg1cd\n9N6cKzTcGLohG0WhXh7AqOLc7/cdLolGPI3/QqHgQk881DI8x/3oUmVf4+Nf//Vf7W1ve5t973vf\nCxsIAY1Xe1Fn0BsgLIIGK2OouVwuWPhmXo2R9FNZsYzRcxGWAWLmVRzlUeBpkaAz5lphjDDmc8ee\nCS5APEkyTqqBTJwKT1cEJJnNJhafLcAk45r6vjYEGlA85e/s7ISTd7/fD5OIYD4ZYDwJq17SFCGN\nkYBAAm/ZBopxEn/Akz1VOAkcpidK3hl6QGJqH8eG6qHNcx71mQuaxgT7gFgE6pFQY0SAX56gVS8t\nhNpQm82mU4TlKYzXl8tlh7mhccv5oA2aBobaQBlimXuFz+CmTsOB2Bbl61Ef87udTmeXESY8Rbfb\ndfowjUbDGcg0kKrV6i5jR21MrBaNIGHs5qVnkDIpPWb0QjI3iYDpZt6jlE6nXVyefaVNhUaL1jj1\nNw1dPZs4G+HHiBvRGJGhyQ1b/a2DltoyVhxutVrhGcKF6NkqUnalh4ReHCqs8sClPmE7aIOWN5Gg\nfvUbsRWLi4tujg2HQ4cPoueF6yHBpapzvB7O8x7oXc0sGD3z5r4A4wQZxzocvI6GDkG4Zha8YBcv\nXtxF0Y33iP3KvlTbt771rfbXf/3X9pSnPMW2trbsrrvusje/+c373jgpSUlKUpKSlKQkZV7ZF/Nx\n7Ngx+9a3vmU33nijHT9+3Mzm02+vxpJKpewv/uIvzGx66vi3f/s3u++++0LcUVYvKXByrdPSVGGc\nXFawPBXnz5/f5ZKnB0CnkUOHDlmn0wmn7W63G9x7dG/LktfJW25B3c/MnNojT3N088uTo99ppfP0\nE5+miMOgKmAsbkXWB8MIZj72Kve9ntftdh1lMz7R8ERCNyZP/cTxxHlVdJJTIcOI6PtSqbQL+0K2\ngO4vF73eh54IhTroCqdrt9VqOcbUvNgu8UJ6HzJCtre3d2XBNJu5o7lMUCGSp1gyL0gdLJfLIdmi\n7k9mDTP/khK6sLBgtVotnHLJ5JGbn6drenI4BhkapNtd76Cxlk6nw1wR04IMBLJwiD2ityP2QG1s\nbLjQJvuDbn+69SXOF39Xbb+ysuJYM/qdVG1SrnUPrSUS5CNdlzRuei/p0dO6QxEquuh1j7W1Nccq\nyeVyAeswGo1sfX09zKOHH37YYVw4p+WR03uSHs7xWqlUHDuPTMNYJI/sGuJlxuOxdTodp4bKcRiz\na+ip43PZruxThZPmhQnlbaB3i15orvXcI+hloTdHfcE1Ig49Mnxy8eJF521SHYvFoq2srIR7bmxs\nODFDemKpNn3s2DG7+eabzczsjW9844+P+dBC98xnPtPe+c532qFDh/a82dVYPv3pT5vZzFio1+uB\nQkduuyZpzFdnqMVstsGKjqq4spl3jTGeu7CwELAiCoNoghFbMZlMQkK79fV1q1Qq4Z7j8SyLbaVS\nmQvOMpsttJRLZnyPKdEZD2VoJQZxms2MDk0uUvhYR4Y+CAKsVCouVMGFmKEhfaY2ieln5N/TlSgc\nAZOJ0eVM7E673Q5tkMnMlCXlYuaGRrAjKZsE3gmUOQ8XodATF1l9L04upZi02YxaqHZlqIguWdH0\ntBAzTKE4LxdSuvlpSNENy3j61taWVatVZ8DqXUajkVPe3dnZccmxYpVFbfLEmywuLrq5Itov+4Zj\njcarJPv1DsR0Uf2WGz2NbGlH0KigAcC25qaouaK+k+6O2UyHg8Yk60z8inASqiNDQ6R89/t9F6al\nJgTpx3Hma27Q+Xw+HFYEsqaGjdLa53I5S6fTAUTOlAXqE4b8OOYHg4HLgMuQG/EsDEsSGBzvW7qn\nCnWV2I46KHHtVpvQ0I2fHYelYl0OtqNA2eoryjQQg8P1nNfogEJ6sNZo0eoJtI7B8rqOkvPSryEu\njUa86qGEmSrf/OY37b777rP9yr5hl0984hO2s7NjH/zgB61YLNpjjz1mn/vc5/a9cVKSkpSkJCUp\nSUnKvHJZVNukzC+pVMp+4Rd+wcymJwQCuMiooKdgaWnJeTOYyIcA09jq5KlPnhTmkKAXYGdnx53e\necqkezhGKPOEGQNVKfpF65vhE3kl6BrlZypxsrI4GRPfheBTnVTnPVuIelngcYiGHgWe9OgmlUgZ\nw0FMzEbhJJ4OFxcXbX193Z1OJCZ06tQp5xYn0pxtsL297cC1ceZojicqTsbqo6QRM1Qg+hvZBpr6\notNSwTEOPekdOp3OJQWEGCKjy3l9fd31G13McYI1uqZ5Qmf4L2bvkH1ULBbdu2Sz2XCPVGqWxFB9\nS6YHvXKijMbXKU8GvWd6V3pB1KYczzwVS1zKzAvkxXNTn+s60vPZ/wSJj8djl0+J4RF50pRXiLlK\n4nnDZGjyNpBlx3BfDGa/7rrrwvcocEYPysmTJ90z6dE4f/58+F2MDHoZCDbXnNAYYdhNIZ/t7W2X\nsyWWRyColGyOeL1i2I7eBnkQ1QdcJxXiYVidYTvOOXp7YzAqvdqDwcAJptH7QA/V1taWy1FE0UB5\nx9gHZDCxjVgPygl0Oh1rNpsuX5N+//73v3/lYZcbbrhhr48slUoF/MfVXthR6lAZFFS8lDHATdzM\nc8/pPheqnHFyfbdQKFiz2XS6GXTD7uzMVPBoiHBQCw/AvxliyOVyzvBhfRnSiOPpZHDEDBpu+Hxv\nakdos+FGzjgmdSUYh9VCz5gtXfJxKIEcddYxm51lTi2Xy8ElLEYJVUHVVxcvXrSVlZXgSubCvrOz\nEzYAJahiO1O+W/oRZh6DIxQ9FzIi0KlzEGtmPqnGAAAgAElEQVRkqB2lL0O3r95TGVbpqqa7m/Fc\n4n2y2ayj17KNR6OZjLlCGHSZc7MmNZaYAm2mDFvF7CYyV8hSYjuORqNg8JN90u/3bXt72w4cOBDe\nlfOTBgENCCW147uSmaJrlpaWHAWVG8fCwoKtrKyEujA0RCl3/c0DCrEEVLmsVCrh/qVSySUSJNtC\nVGdudjEDJA4LmM3YGww/cW7SwFtYWHDJLrUxFotFF0ZYXl52rBKmYSBFVwwThqX30mDhAYjZfBkG\n1N8x/kP3okEv40xjTxLxcfvIQKWxRrlzHlhiPA7nY4wbIZ06DtFznMSsGM43spsohS7cltaobrcb\n+l4Kp/P6m/glhSHnrfWXKnt6Pk6ePHnJC2XVXs0llUrZs571LDPb7WEgV5seB/2tjpIwjX5XianM\n8SZ88eLFXbx6s+kCtLm56WTBOWDpbTCbTbIYzMX8BaId6jNy2bkg6ATN5xGLQEBrjAHhZKQHyGy2\nuGhiMyYc60Wo8J6sj0BhPHXIUNCJkpONpyZu+KVSyQFCm82mO5XxhECqIk+tPK2rn7gpqywtLVmn\n03EnbY0neTNoTHFToV4KNz8abrqvvHMUp9IphifveSBM/a2NXFLyZtO4/tmzZ504Evtb+A1dR4lz\nGoo0WhcWFpzXMKaG6qSn/lYf0GNRr9d3UYjjzNFqZxoVuVzOpavP5/NuLvL/9G6YzTYEzSEeEuKT\nNr0iXKYrlYqj7s/z4mkzIOiaY4uicqqr2W7PBz0rrVbLzQ8aAMxxoo1c78b1IpvN2traWhijjUYj\n1F9to3cltbZYLDoDjSdyYqe07nKM0limZ43epfjQow1b7W/mJckJ3CemLjbc1D700rKeZlPDk96I\nnZ0d5x3lOOdaRmyc+iCet7xG3q95OZ64fqge0rmhLITWythrTu8WvYQPPvjglXs+EuMiKUlJSlKS\nkpSkPB7lskXGTpw4ERIJJSJjs6LTImmNyqRJHANPOKRcjUYjx4rhCYon+8lkEqz74XBo1157bXBr\nSn7bbGqdl0qlcIpgCIbegZjtQUxBoVCwdrvtaJmqh8IxRH7TAxAnFGM8WkUnMp5+SSuMQ1F09RGT\nwSI8CF3vscy8+obhJtIM1ZZEkOu9a7Wa85iQxSI6M+PqT37yk83MbHNzM5yY6/W6nT171p0u1fdS\nSOUJke3DLJ4bGxvuPXlqprCRmTlXuO6r50k0S/F0zWkyQHhaMvPqoRrXVEuk6qfeW+Eofc9sdhpr\nNBpWr9edB0vvViqVnPoiUfryzsyTso5l1hl+imPmdIXz3RYWFpz4Vqy2ORwOg1eMMXWqkwrvoWcr\n5KD70WuhZJTqG3rF4tBN7CbXPUnvFyuNlG8maGy3284DRI8P5xEF1HS65UmYAoMxc44neXo9u91u\n+IwZWzXXFaJhmPDixYtOnI54ilar5cIx3W43rMtxqIv4IvWR3pmJ8mKvHktML6fnI1ZI1mf8Xc+j\nV0f3NfOsJdH/4zBJ3P4qHGv6XeF7YqLUBgqzcF/QZwpZ8dkUiGQIl+sA18ZLlX2Nj7e+9a129913\n2yte8Qq777777BOf+IQ9+OCD+974aikEfWowyQ3OQSKtAoVnOPk0ubnYXbhwwcxmmBDSoVZXV92G\nw/wF29vblsvl3CJKYyDOJEvgnyb9cDi0SqXigJeMvRIfwMnW7XYdOJFy5KQqEiegNqEBw58Ej+la\n1Zkubi2M83joBHcJGEf3JGmGcSyfLmG6yelaFKWVm4Wk3WncyPibB+DSmOBGq6KNVcYBJaMzmYx1\nu11n5FHinEYmXeak8tKw1D3o5qUuTbvddgZrDEyeJzE/GAyCQas+IPCVeBAa42bThZKbpkqr1bLl\n5eVQz1wuF9q53W4HYyDO5SOJbbPp3I3BltqsVUduLCp6HyqjMjMy9ScYyiFYN35PSdzrfjSsMplZ\neobBYLCLmqwSh/GkAqs+ldEgrRDiZYiriXUgaFzyeZy3fB+9s/pD2BrVYzKZBIAoQZ7r6+vW6XSC\nUbexseGo6ExZUavVQj8Wi0UXdiG4kinhdcCiRgdl0qmFwYMaqcB6P45tUv9j3AU35HhPIAie4HyG\nuhgC0XVs85gWyzlM9VOGa4glVGiQQHq2l75j5g1YGptSoiXglHN1r7I/KsTMnvKUp4ROe93rXmdf\n+tKXLueypCQlKUlJSlKSkpRdJREZ+wkLrW+e1pk8KwYyxYA7WfTFYtGBmiTwZOZPXrpWHhMyIxqN\nhkOym80yQvLUytOgnkcPDBOZ0TUtzwZPrsxNUywW5wqL0UUosBLDKUTUM9wRMwvUvmo3gibj/B48\nket7csFTWZL5cwh23NnZCd4gAYP1bLKNpKio8ALd37lcLvSpTg3z5o+8LPPoajwhm03DGGQ48JTW\n6/WCy5m5HgS048k+BuiyEHRLlzHbJ3b70t1KL04ulwuqmnpWzK7gOFe/6QRFhVDdv1gsOlZOqVRy\nbDCOH9IrWcc4b4VYP2ovnjLp5q/VatZoNByom/OB9WVb7uzsOMCpPIxqZ3o+8vl86CsCY6mWrHty\nTKponSEAladphSDMzHn0YiZVnD+JeXgWFxedN4XhjWw2G+pDb5/YLeoretmUuZlsM9aF2VfT6XS4\nP8d5uVx26p7yCKg/6DUkM4UeUBXOCY49hobp2ZT3k8ww3b/VajlV5DhMT7XeyWSWz0hhR7Uz70lP\nudYPsvHYdnw3hiW1F9ETTUFBzvdut+vWJ67tDN1djtfD7DJ0Pk6ePGkHDx60wWBgf/qnf2qtVsve\n/OY32/XXX39ZD/jfXFKplD396U83Mz9QtVEx5qaiRU0DSJQ4s2nn0o1GRdLRaBQ2t2Kx6CS2uaht\nb2/bxsZGGOhEwHMjF8qcsUu+A9VPqRgpOqjcpjs7OyGktLy87EJKnU7HZddlvJvIdRobKjH7RfeY\n9119hyyTxcVFR/WMmR10f89jmJjNMkWamXOtmk03VCG/l5eXd4VMFI6jJkZsYKiN1I6K7+p9qGpJ\nDYqjR4+G9+j3+w7RTzcw8T7CGGhh2dmZJeETVZsxYcbQL1y4ENqSGzvZCGbeVU1NEamYzsPg5HI5\na7Vabixw8x4Oh6FfyuWy68dYO4ZLGTcKhvzo0hb9WGO7Xq87NzfVHrnwCh+gOTAcDt0GTfzK4uJi\nCMnQVa0wkebHxYsXQxuLSaNnV6vVgM+RjL/qwkyjxHHo2RpffFa5XHasn3w+b2fPng3340a7ublp\nR48eNbPpmnH99deHdt/Y2Aj3PHv2bHiWwnSq4xOe8ITwLgqlaAPkfBA9Xt+lgaexoL4THkj9wc05\nn8+7ejGcobCSig5cSsLHg5PGU7vdduNrPB47TROGQaTXo791P9Jv1R9kT5HJRWyZ9hGGvvTZeDy2\nU6dOhWfRUGSYngYv20jvzUMijcFMJuNCbWx/zn2ty1w/NeZ/+MMf7umsSETGfoJCqi0FfcQJV6eT\n/iitilhIy2w2ePU7N9mFhYWwOImyqev+67/+y8WcuQHRSq/X6+H+2swoOqaimLkGXalUcven4Fm3\n2w0nem1m3PxkBNFDIqs/1qTQ9+JTOdtgL4quJjonQGzh6x48qXKzGI1GjqaZyWSCwTeZTKWyebLX\nPQ8dOhTazWw6Ltgm7Edu0KTM6mREaiwnN2O4HGvtdtvRnUmhpb7JYDBwJ/t0Ou1iu1tbW3MzsxaL\nRZfzguJOlUrF3VPiVaoz+4b3jPstXvC0SGpBpkw060HjmZgAgvKUvZc0QOYm4amfm7XZdNOft6BW\nq1VHfVdbmHlKq8YqcyTR28A8PDIi1VdcM6rVqjOChU/Q82QEc4zIuCeglYYwc+ZQt6darVq32w1/\nHzx4MLTJYDCwtbW1YERqU9b99Xuv17Njx46F9tre3rZrr73WzKYGBXMalUqlsK4p8yrHPWnwxWIx\nYKkGg0EYv9Tc0SassaxDgOqVz+ft4MGDZjbFmDALM+vFg4fGDDFdHIdcy5ltl142HY7m4fu0X5Bq\nrXeTto0+S6VSQVhsc3MzHDqGw6EjAnA+K28NKcYaF/LAxbl9VI96vR7GGg9AwlLp3WIvoQ45lzI+\n9sR8fP7zn7cPfvCD4e+bb77ZnvSkJ9mTn/xk+8xnPrPXZUlJSlKSkpSkJCUplyx7ej6e85zn2N13\n321PeMITzGyayfYrX/mKdbtde+1rX2tf/epX/1sr+j+xpFIpu/HGG83My9lKPpinQFmoOzs7VqvV\nglUau/OIvt7a2grXra2tuXh3r9cLrlgyQlqtlgvzlEqlcHoYjUZBOExJmmht6wRiZo7tos/1LFIX\n44yqZFQwdkkPjFycKnQzqu7zVPXiEtNi2eZ0HccCPjwhqF3MpidHueJVYpEgxjXjcAAFnZghlnFZ\neph0IjGzgJWZ52GQt4YMI9aLbUTGxtbWljsdkgZdLBYdtZM/iVNRTJiS1ExAqERhalue3omGHw6H\noW8XFhZcMkJ5Xsy8qiWzD+v+8oKQpWXmGRUSZVOht4mCeQo10QtG9gyFlMjcogy++kqf0ZsnjxTH\nMr0u8XcV/hEFWM8+cuRIuK7f79vhw4ddGEZeNnoTxaBgOFZFuC0yL/TetVrN2u2285jFidm0J7Ra\nraB0/aQnPcl+9KMfmdl0bNVqtbkCcEtLSyF0q7bjGGW4jhgGsUF0oqagVrVadUkF6T1hvzWbTaeo\nSgyXqNtkLHK9YkhDaqtqf3oY5ClVexGDQekBUshXVlbc2sD1anFx0WW5ZXg09lLEmCV6GqliW6lU\nQp8cOHDAzR3RvPW7MGV6P7I7Y6ZTTA82M/vOd75z5SJjg8EgDDIzs+c+97m2srJiKysrTkP+ai+k\nZmkCKI7GjJKM35OeGisGqqPFv5bLlhS0xx57zNHtqAKpWL4GZQwq1TVxLhHKt0v9kBRdAjbp0mMo\nQoqQDB2oHlyspQ8xj/6ohZALNnEcdHPyOrUjKcdsA2441NBgrFULIUHEai/hRmS89Xo9F6NlCKvb\n7YZ70FBLpVK7tC40LqSgGbv9zWaUUG1A1LSQBgtl/jUOCU5U/zJ3DDUgdC3bwWxmdFItMU7bTkNr\nHvVSMWuGPuJU6VQD5qZFAOTS0pLDKI3H47Bh89mtViv8Lne66kJANPU+dE/1t8YZ3yHOXaJCPYql\npSX3bsSpxPOIUuJx3h26xpvNZlgXlHFa/aowidnM+FcblEqlMF6JB5lMJtZqtezIkSOhzf8Pe+8W\nI+l1lWGv6q6u87mP9sx47NjGcSAJCZBEkRCIcBAIQSQkEriJBCiAQQhxk5vckwuuoghIIgVygUKA\nCxJEkisEQgqOHcWJYjtkbMeHmZ7unq6uc3V1V3V1/Reld9ezdtdMDA3O//98S7I8M1X1ffvbe397\nr73W+75LG0ehULDd3V2X+qC+TDqdtmeffTb87qGHHjKz+WYq/NuNGzdcGJ5pWjntxLzxfeYmxg1U\n/cPULt9TbpDn54tyEPfdd18Yj/X1dfcZtarkoBL4zv7iWqD0kNrM+c+1l+k+jfUyvEmn07lQr4eO\nSL1eD9fRd80WzoGZ2WuvveacZzozcnp0faaUhsOhw5HQCdZexZR1rA+lP/MwNhgMXMr7bnbXtAs9\nODNzKRhpUCSWWGKJJZZYYon9V+2ukY93v/vd9qlPfco+/OEPu3//y7/8S3v3u9/9v96w/6/YMpR7\noVCwSqXi6q3IyyYYVEZAIk/ysYKgwEw6QTGqEKt0EukcF+PSb4RmNpufXEhJW1tbc4wW0hgZnqTY\nkp6NqZBYnZTtj6sn6vnpiVPtVAwHhkOZbmAUiUwPtU3/zpAt76H+1qmGIXkizNV/PMkrDK7raKxI\nFxStlIwbpuYoziOGi/5MhgNP+QoxxwqyZgsUvdni1EqGFMOyZ2eLQnCM4pRKJWu32y6yxmjaYDBw\nNFah78vlsu3t7YXvkUoYp594YqfglcS24srCfE5dZ2VlZWkERm1exupS+oGpEEWbqtWqNZvN8Lvh\ncOjC/IxiFItFFxVRfRspoZK5wD5YVn9DfXV6ehq+u7q6Gv6siCpFCzVWBH0qFcvaK7qGImcEi+p7\n7XbbHn/8cSegRlDvyy+/HBh4/X7fbt68Gb6nedBoNFyKl9G8drvt6Jv8XFEdRtYZKTo+PnbrjsaY\nQGcBkankyzWPgowUZaMYop6B4oOxKipFGqn4ytQH56fYd7pftVoNB3z1MdNNZMmsrKyE9aVWqznx\nM+0ro9HIdnd3HUuN6WTV5FK7ZKPRyHq9XnjulZUVV9jPbMEciyUiOEak0ptdrMq9zO6K+Tg4OLD3\nv//9ls1m7Z3vfKeZmX3jG9+wk5MT+8d//MeA8P+/bKlUyn7sx34s/Jkhbi546XQ6LKC9Xs9NWIb3\nmOfVokLpdW7eVBdk/laTgAsSHRNNClXKjNX5zCzoZWjx0CagPzebTTcJ2S79p+eh6XtSEiTNVO3Q\nBsxr8CVSX+sz5q2ZfuJnmUzG4Q2ImdD91SdM88QlsfP5/IVql/o/F0DmkhnmVR/y71wYzcyNgUwp\nKj6rTPlcvcbchEXX1r8zFTIajcKfJSDI9pOSTXYW51bsRJBuHGtRUMOGeAeNGQuBse/IOCmVSm5R\nOz8/d4wd6sgwpM53hRuyHBHm7Jk6ZWpQ3zebs5t4b+bhWTlaGiN81+lQDIfDwFyYzWaOzn5ycuJS\ndKx2TbwON2rqZ2jz171Ho1F4fyRVLiuXy+E5M5mMra+vh/6bzWZ2584dM5srK6u4nPpLv6tWq/bq\nq6+Gtu7s7LgNnb8hBq5Wq4VDzmAwsHa77TZspk6VxlK7SF/l3Do7Wyjt8mCm1KM2V87fZUq4ZEGl\nUovK5JyjdBrkRDM9yrTqYDAI14/ZUpRBINalWCza9vZ2cGg3NzcdQ0rz7oUXXrCjo6PgDDLNokJ7\nPBzzUMeKt6Jyq81cayRdr/7nwZXUYa7nzz///H8d87G9vW1f/epX7V/+5V/sueees1QqZb/8y79s\nP/MzP3O3n/yfNL7szIcR88FogAR3tOBJUtjMHNBRLwYXUeJLmHsngJI6DPouaYzc5ImF4Cap/B1F\njmTcJPT/mNLKDZW5WIL3eI1YdOpuWh6KfCxzHLRY6DN+J9YS4MvAjVDOnj4nZVNYFn0WV4Lk/Rjt\noDMjwSOe1nlvUupiZ5DaMGtra2HxFkiP/aHxiEuvE3QW04G5UE6n07Dxqe4KnRg6Dszv0pmi86F+\n5EmKglcEXU8mk9AOOVXEaMTOJTVHZHHVThodERkF4Qiao1ATT9MrKytOn4dCUxS8otS5/q9+LZVK\ntr6+7nAF1JXgAq7rqg8IiuZ3KExWKpXcQYCOwvb2ttPQ4KZo5jegbDZrDz/8sJnN1ypSh5vNppO+\nlxMxHo/t4OAg0GsHg4FzdNPptG1ubpqZ163QHORBgc4A8Tr8HQ93wjURSKr3RjRcRpvo2NJJIpBa\nkQPKx2uOck7OZjOrVCoBlMnxXl9fd7iO09NTazabYdziarJcG1lfh/tKpVIJuMzNzU179tlnw1y7\nefNmmFt0JM3m81LzJJ/Pu0hwLBJJJyVeK9XGYrHo+oFg+XvZPaXIUqmUve9977P3ve993/dCiSWW\nWGKJJZZYYq/HXp8OamJ3NZ46GS4kZTCTyQRvWEV4pChI9gbTIDrVyctlDng0GjnBGobwFB2QV3p6\nehpCZZVKxal5xjloRhvoucZIeeaZGQEQPZHPQMwHT8WMwjCtI+YGT9eMnvAExxD3slykLEau67f6\nHSNIPOXHLBw+NyMaqVTKKWeSwlwqlcLpcDgcukqm6fRC5r3b7bpTDVkkun8cptW9V1dXXc5Wpy2y\nIsSKIbaG84lRtlKpdEEITd9lESrdh1EHzidGfBjt4FzWKY+pL0pvU1mUYmpitJDKyDy5UhgKw3M8\nGC3I5/OOwqxnE15GufY4jUdxMuJz9Ftdj+PBk6NC+TpB93o99yz6vZlnT/GZzebjrcjT4eGhS1HW\n63WXr2dYvFarOVwVsSGj0SicyvP5fEi7PP744zaZTIJI1+npqb3jHe8wM7OnnnoqpHh0T+F/Tk9P\nA7Mmn887PBZThhrfZelFMrj0DFyDFJ2VMi0jRYqKKL2gSHPMPuK6ORqNQr+qb9S3xJuQxac/K5VG\nwTFGv9RORYpiZVeuZZp32i/Oz8/DnCwUCqFf19fXQyTSbD6fWIgyxnjpmYQ7YpSekekYP8O0KqOh\njG4xrXYvS5yPS9rv/d7vmdl8Aj399NP21FNPXdgQyRE/Pj4OuA8zLxnN0Lokp2MFT7MFdW1ZeEz3\n4ourFzauO0AAYq1Wc6qlTLUo72+2kEZXu6Rpou/xZeSmxM1BGxPDlTI5G9wkuaAyFxtzzemosM/j\n/CqdCILhSInV39Uns9nM2u12eElFZdRn5M7zmUiXFsiPKQE5hlISZXia9SlOT08d7iYGkzG0rGsQ\nhCoFREps6xrCBakvut1ueE5tIPpse3s7AOWUJtrY2AjXoeMQSzjrecrlsqOJi0ItIyCXeiB6Bv1u\nOp2GORanpbSQK2VFsB3nKA8PxKWofMEyrZjj42P3fpyenro6SJoHjUbD1eFh3Rct5KyMrD7mxqCx\n4lqi/lU/MMyvuSZnQ9cYDodO30IgQbP5fFL/HB0d2dWrV8MGWqlU7Pbt22Y2P4SMRqPQhre85S0B\n51Gv18P1r1y54pSPm81m2DyvX79ulUplKV5GasB0CASCzmQyTulVSshmft4J06Vrbm1thf5XGorq\nwEz3UoeDY1Or1S6keok30XgXi0VbXV11kvbETqXTaQcilxMnNVqCwbmusUpzs9kM93700UcD1TmT\nmdfbkqPYbDbD9aSRwhQKqxPz8ML1NnZamLZlSk/lE/Ssb3vb2wIW8g/+4A/sbpY4H5e0j3/842bm\nJ0xiiSWWWGKJ/V+0r3/96/bUU0993+8lu+UlbVlVR4GaGM5nSI2ncCHbzfyJVkJfy2oIiJWxjBlB\nwJzux5OXTCkFfUa6Y0x3FRhL11hbW3PgK96faRFSX+OqmrqPnpvtZkqAoEJFREhlixVReSLks1IU\niiJRy1gejFwRbc9UVKFQCO2q1WougsL7k7GgdAPBxzKdyGPKpdlCXC0O/+qaLLI1nU7Dn+NIEFNM\nbKMKzrFujSIKCmPrlKa6QmbzeUf6YDqddpEbPl8MKmV0g3OUJ2GNPUPWnBcCfqotpFsy0qEibmb+\nHVtZWbF8Pu+iFgwxFwqFC/UrNB5mi9pB7XbbCTGp/aPRyIm51ev18Fm73XYicEwhKs3JCICeU5Eu\nfcZx45qjYod8nnhO8h3Re1Sv153o27e+9a0w9sPh0BW/TKVS4eT98ssvuzRRr9cL70S9Xrf7778/\n3Dufz9srr7wS+kuRM6lrknatsWk0Gra6uhoiMuPxOER8zs/PnaDjYDAIbbl9+3aYrwLfky7PCBkV\ndRmNU+FFjRXXP4KU1Z8aq26361KzjHgTWC1wv+aX6rnodwQxx2wtRlir1WoA+V67ds3V4CGtm9FX\npUO5j2lea71iAbwYOKz+4DrHNPq9LHE+LmkMjbM6LVMQq6urTuKXL73UK828boUYJ2SScCOv1+th\nYouJoe/E2BGGkjkpuDkx1352dmbD4TDcm6mh6XQaqvaamXuh1tfXnaSzmbkNgfeVhLTuJ1O4k85E\nrI7KBVvtF5WUGwuxKCzYR+yAvqvPYmcqpqvxZaczQoXbmKnDMWWYlsh7yhqb+Zyq5J3jyphm5vKs\napcWWypjqv16NhYIk7xyzIwxWzi9DNPGZdqJcSBTgf1Pam+/33djyjC2nlXPxr/HaUjRF80WCrFx\n/6jf6aiTbUQHs1KpuI1POByzBVbLbPEeMV3AlB1R/5wLe3t77nChULyeRxbji7gBTKdTV6yQqTUe\nasbjsU0mk5AeYshcGBylYyeTiXPijo+Pg0YLDwavvvqqnZ2dhTTM1atX7caNG+Hecspu3bpl169f\ndxRU9fHGxobt7e25tKf6UQcerZUqJqffNRoNNxdYBVjzQI4bUw5MX8WaOEylKWVjtnAczSxUdWeb\ntTbGZRoymYxbk+gY8n0sFouu5Mba2lpwporFomOL8fBK9uLx8XGIMGxtbTknuF6vB6euXC7ba6+9\n5tY1rn/Eq3FdU6qUhf/0u8lk4pSsmcblvnIvu6vCaWKJJZZYYoklltj/hiWRj0saS8azrghP6OPx\nOCCUpRDKExaR3wyHbW1thfA39TuUBtFpgsp/YoqQaUPUNk/hDJURnCbQHAsY3c2rJdBPyqo8JTNV\nQFBk7NlTROluXnMcNr0Xzob3YO0Haa7od3w2XS/+O/tkmY6FBMZ4smA0gG3iyYVgXYrCmfkTlU4Z\n1ENgiiRWuNW8yGaz4VkU2aAGCNt17dq1wHCYTCYheqI6EIwwsIgatRjYJxRbMpvPX9Y8YfSKNWco\nxBUrKjIyNJlMrNlsOlAxRZrEdtGJLC7Spz+Px+OQVlhZWajbnp2dWa/XC5ED1jOaTCYXdCCWnXZX\nVlZCSkvPo3dOBc/Ud3y/mRZQX8YAR0YxGEFkRIl9V6lUAgB0NBpZvV53Am1qc7FYtF6vF6J4165d\nC2vQ2972NvcOdDqdwOhoNBqO3RSz2ySSpSiL5tPGxoYL5Us91mwecVCf33///S68TxE2Rlt1itfc\ny+fzF9LVetZutxuiD+Vy2TqdjlsTmbJipIWaH9VqNbBW2u22dTodF4HiHpDL5RzjiwrPaoPZfD5R\nfVZF6fR3zadvfvObLnJNFex+v+/ShBSOo1BcDFiv1+vh+rGWTD6fD9EZCpOtrKy4ujVM293LEufj\nksYQNHNj3GzNLFSWVR6ZKHqGr5jbkyS2mYWFQxYvMjHtk/Q+0m454SlqFTsixWIxTK5sNuvYNHy5\nUqlUWKhiR4ChZIZ9tVirXbPZzCHxWayJVF59rn5lO5ST52bPvCnDnwwDi21hZiHvSuolnTimg3h/\njTXlkblZU3BsOBy6HLE+azQaLiVADB+FgagAACAASURBVIBeZjqmTBUNBoPgBJstMEDpdDosmBKS\n0mZ6584d57B873vfC07F2tpamG/5fN5arZbra4qrUR2TDoDaZjZ/NxqNhlPD1GeSh9cmoOJi7GOm\nqWRy4pmj1zWFRTFblAbQoql+1meZTCakEeiQ53I529nZcXObDvJkMgn4g2KxGBb9VqvlNi1iiiqV\nilPipLDUZDIJY0gnXc+tPhDGR98lFZmYG9GnKZKmzU2lH+Sg6Tq8htpw48YNe/zxx8O4zWYzxySh\n6qfG521ve5u9/PLLoc9LpZI999xzZmb24IMPuhRsrVYLfVer1Wx7e/tCyk/jTUe32+0GBk0mk3Ei\nXMPhMEjAmy2oy4VCwR0SODa9Xs+lxyeTyYV26H3c2NgI32OFclGddX3KyMdFHMfjcXBahLnQO8aU\nvfYVXWs8HgcGmtI1ZguBOdKB9RuVDaCzQDFGplp2dnYcQ4oibUxh6TocR92bas/3ssT5uKSpk5kD\nXltbc1xwgiZVZTPGC5jNJ5YWlWaz6QaUoCpt5HyJqX1BMBAXbEYztGGyBDMnTDq9qBDLz7Tx8bTF\nTYwRh1jnQ6ZFnw4HHRVpIMiIbSEdjo6CqqGyeiZVDqn0yI2EsuU6BcSaJmbzF6pYLDppd2p0UA2T\nFMF4HlDamDVy5HgyIsP8MAGDxKVIflz9Rx2RszOvqEndkkqlEjafzc1NF2VgPSBGKdQnpDUOBgOn\nCMt5qGusra1ZuVx2ToUWxm6365Q5WdlZCx/B03REOI5qj55NJiCq7keMFftN148py5xfpA5TnZRG\n50aUYuJZGM2I+0MOmBxutVOKp3pGgi15MFhdXXVOo9li46Vi6tnZXHpdcyMGG7darTB/O51OuH67\n3bZ6vR76rNVqhfvduXPHbUb7+/thLjQaDVfynqDGVCoVHGI5vYoSs5x7vV63XC4XnBjVzZGpL3mI\nkjEifX5+Hhwtbqy61zK9ltls5iTteb98Ph++p+iP+oSRZjmQ1BhR+9UuGQ+MtVotHBTN5s6OnDUd\nZjROBKDyXSwUCs5BJi36+PjYyuVycEyr1apTOs5ms06Onpgl4vmOjo7c+x4flpdZgvlILLHEEkss\nscTeUEsiH5c0VtJkDpV51Jh6xNNwnFKQx6twvb7XaDScaBfDhxR80emQoUV5oQzXC/vAkx7ZCQxB\n8xS+srLi0g8xBY258PPzc3eS4AmEtC2G1oktUfuJsCbjgekatXtZLZk4HUQFVbVHxjQP+0SnYKaO\neMrncxYKBScmpZOEcA9kRrDvSN/lqVunJtbb0P3a7bYVCgUnLsV2aB6oPzhHSeU8Pz8PqcG4ECEx\nREwnMhKnfuaJh2yH8XjsmDA6sUngis+q66qQn+Y90wo6OZIqzihF/H4tUyIWnZ3pGn5GGmWhUAj9\novFmBEtjw3w6MVnxvc28yJz62WzB3CE+i2Jk5XLZqczq3tVq1dGz0+l0wPFsbW05DFQul3MYED5b\np9MJfVIul11qcDabBdrseDwOEZLZbGYHBwehvcQRvPbaay6NQPbc6elpmJOrq6u2vr4eflcoFMLz\nSJSN+INYVsBsgV/RnGHRze3tbdfPartsb2/Ppco5t4hLyuVy4bdUxb127Zrdvn07PBujXirKxggW\nWYGTySRcU1ghPScjutPp1K5evWpm8zSPImBKqyqVw8i4orusmaTooNKcWq/Oz89dIcRutxvWx9Fo\n5Or1aE5SldlsHhHj+no3S5yPS5pe2vPzRZVWbcixUqHZYmNnaJ84DC2SWuRJLSOIkdLbypvre0x3\nnJ0tKujmcrkwWeVEyBjCPjk5seFwGCYoi5cJNKcXv16vO9otr8kS34VCwaUwCKKjboE2eD4rKctc\naOiYxH3JsHWhULiQ4iGug+kGpi3i4m4xnZZ6JUwJTCYTOzw8NLMFyM1sHoqmnkoMEmWaJF7kiePp\ndruumJt+b3axkJb+rOuTdkiFSGJfOF+1OWgutNttB3wtFoshfbO+vh5wEDFYl5sknRm9KwzZMhdO\nXBLbpfCwNtDBYOA0XyjDTaddRfR0fTo0nLtyDAkqpbot01Qs0z6dTp2sNufFysqi4rDeSxbbi9Vh\ndT/ONeENiC+j7oP+XYBP9pnmjBzgZe/KdDoNZQA0HsSDtNvt0J8PPPCAcwBU6Xx/f98duEgVJrDd\nbJ4iY/pyNBq5atrq/8FgYOfn58GZopPKg169Xr/wDsikPyKFXjqsquYri1WczRYprHQ6HeZ8pVJx\nKrvlcjmojE6nU/euxIclGZ/DzM81M7/eE7DOKsapVMqlsvlsUl/W80mR2czsvvvus3w+H96j/f39\n8GyaT3p+AUt1P7aX76kovt/PkrRLYoklllhiiSX2hloS+bik6bRFUJVUJgkY1OmBgD0zf0JkWF9U\nKZ2MyFSJFfV4ktffqUJJdghpfAzl8zOdOOV9xxESqVLqXor4xFRBnnAYsYgLZ7EdZC3oMwqcUa2S\nYFF53owUyXjyZR/JGDaMUzJkrTBywCiVTrfqEypNmnkmAcV4BHBVX5HCd3Z2Fk5oOr3rBEKxONVf\nIChXn7GvUqmUYzDFgkOpVCpELfjc6XTaCoVCOA1dvXo1jFun03HPQ6E0FlvTSYtzhimk2WwW5vnZ\n2VlI/4j2TJCbxkogumUUYPaBaLZ3qz/EgmsqCKk/ZzKZcNKjiFmpVLLJZOJSX+rXXq/nGCdU0WT/\nCPSnd5MMjclk4tIPpDWKqcUIGcXhWMeJwl/Hx8eO3dJut8OzESxvNj/NE2xOMHOxWLQf/uEfNrNF\nKXWNB9MzTAufnZ3Z5uammc1TGwRQptOLeicbGxuONSa2hdl8jm5vb4doYLFYtNdeey30F+cP5wyj\nJ8fHx4Garr4kQ41UXr1XZvPIAYsAMmI5Ho9DpCadTlu5XA4n/+Pj49DHAjMzUqT+0ZxRtJQiY8Vi\nMdC+Nd6aQ0xx6nuM+MURlevXr5vZPBqr/eGxxx6zXC4XROVYU4rsLjNPMZ7NZmG/6/V6Vi6XHY2f\n69/dLHE+LmnqcEriKqRKjjfDgJrMZouiW2Z+k9zc3HS5YqYYtKARm0AcBP9P50OYDLNFMTFiN+Jr\nUJ+AG2ts/J3y6GYe0a37mflQsZlXrpRxgyZ2g4wEOgpivtDRYoE4VqqlESGu/C1TQAw5kh1EOWRR\nGvV3Fohj+Fl/ZrpGL/r29nYI18Z9rg1UfXl4eBgWHoVSlS9myDaXy7nCdSwSxY1bqSf9nRifUqkU\nnAz1OZ0bbubUXuA8Ea2UzAKNabVavRBmVtpCG4XeAxaaU3VahfpbrVaYU2TgCBeicWfZADltDKcz\nNcT0InVWlALQAq7nM5uvA8QKtFot5yCrjc1m02azWdgsyPA6Pz93xf2UBtU1WOSOfZ3NZsOGIBoy\nWW98p8hwIc5BmCcytzT2rVbLSqVSSH2YLdYKFeJTG5vNpsMw6F6FQuGCvgnVO0ejkSt4Rxl+alcw\njUCcwsHBgaMDx2lazlGmgCqVyl01ZqSLIgeKByKlcszm72K5XA7PTcdKY8K+pkw/i19yHxCrh+kb\nOgWs2Fur1cLzsu9EIdazlUql0HdK78kxIe5pOp26tYbMxtFoFO5Vr9dtMBiEdtMRvZclzscljRgA\nRiZ4uqNIk148isZwUaDTQLrU8fFxOJlqsYudBV2PNChx2808b16ASU0SUkBVj4LURTowp6enYaIR\nw6CKs/FmrnsTh0Lng4sFTxX6rtqhkwMFcmSx80FAJR21mOJIY6TAbEHt1fW0eOnZSDdeWVlxFSu5\nGZEGyLoK6XQ6zB8t6MsWTenGaBwfeeQRpw1j5iMVeu5ut+sAzJPJ5EIkR/3DOUTp51deecW2trYu\n1G7QNdLptMM4xLVRzOZz8uTkJJzs6UhpzOjIMdLFMt6s36ITLXP2xEFRxI/gY0bqzBa6O+xrGXP2\nEqFSnxOPxchTTGMkzZ5icIqcMHKgSJfmMjFEjBJSaI/vQL/fd3OLEYD4xMwcPSXypS9D8DnxJoPB\nIIx3t9t1mx8BuKenp87x1b3W19fdutPv98Pv9O/6LueoHGQ5Qnfu3AkRB91Hv+HhptPpONAxMV7E\nk6n9ep5arRbmk4DPfAbNIZIHBoOBcw4o1kb8mUzXazabzlEk/keHBlbGllE8sVqtuqgxD7+aC8uk\nGV599VVHI67VasERmUwmdvv2bafXQpqy3htFIYXV4uHlXpZgPhJLLLHEEksssTfUksjHJU2eZqPR\ncJVfKaWrdITZIrxKRUd5kPQsZ7OZC78x3ybWB+m0jILw5MI/87QWq3Km0+lw79XV1VCESd9Vvljq\nkRTbiquQEonPyBCLu5HtwsiE0ksUVyMzKP4ur8HTHfP8PH3q5MjwOk8TPHmTlSTWCumcOsVK+Iny\n2zrhMPyokzoxPhy3WOSN8vbsk1u3boV+legT8Q5UMmTel8qfTCOUy2UX9s3n82Gsrl69asfHx+HE\n2ev1HG5kZWXF5cI1T9h+XZORKLVfdESqpGreS5pcqQme3iRPTkEnvX9UWGQ6zMyngyRVzvSlTpgS\n+WP65m4RktXVRaVfXVf/3u/33RgzsklWgE7XGkNFJ9SXLGrGe2cymaWS6ufn57a+vh7UWymet7Ky\nEtQ41SexmifTVGRUkPEQr0H6s/BpmkOFQuFC9WkWAeSJXFVWzea4FEV7YywWx4ZpZ6WlSNFV+8UA\n0mekwurvuo5O8xqbVCoVTvblcjnMtVar5cTIyEA5Pj4Obdze3rbhcOiE5EghZ0SXmBt9l6lHWT6f\nD+/e1taWpVIpt74z7VKpVEKkiNGs6XRq/X4/RN0osXB2dmYbGxsBW5NOp0MUhOlvKSlrPUmn0wFD\nci9LnI9LmiYo6XYrKysOeKaF0mxR4ZN1Llg1UNeTNLOuwQlJnQSzhV6B2cVS7qThUu5XVRqJWeH1\nCX6l46OFUO0ngEs5QToAfBFlBJjqe/q7NllqSRAUS2ckxtIIG6F78Hm44TMdxIVLFGU6Ffrz2tqa\nq+BLm06nTlqcYLu4xgmBo+zjWAuGIXO1We2s1+tuEZfzI+PCTmBiTNcljZjVdjm3BGLjwkiKqZm5\ncDHnsq4n549yz6QqxikMjU2/33dVnamLcnJyYv1+P7xXo9HIpe7iCq96r8wWoW+Gjs0WVZnN5ikG\nUsBJ3xRegik6Vq2WpdNp29nZcf2p9lcqFWu3285h1eawzKjCS9VJpjm5keo7VJLlJk+MF+ehnCBq\nb2g8NM/07lPvJ5PJhPmglDDLM7AdZuYOFy+99FLoQ6UIzMxJpBeLRVtbWwvOCFOKq6ur4bqilRL4\nrM80z/hsBNlXq1X3DnPtTafTzhnRfE2lUgEoGuP5isVi6CumxNR3ul4ul3P4rMPDQ6eLInVltYXr\nLSXZG41GmEP9ft9p6VSr1fDcTEsJY6M0EgHYu7u71mw2Q5+w8vV4PHbvkcZPz8b00t0sSbskllhi\niSWWWGJvqCWRj0saAXbySHV6U4iqVqu5k53SMjJFB8rlskt9MPSmSrZmC2YN2TS6nlDtjFTwtM7T\nNAFKogWa+ToTuoas2+1as9kMJxmGgJWyYLEvevuyGBxKMBepg2aenaKwL8OtcSSCVFuCTGk88cZo\n+Ol0GtpMsbPZbOZAxDxxqsATowyMKDGikMlkwomZER6dIpkqYkSG9yZIMn7GbDbrBJ14wuQc6na7\noZqrgKgKKzPCwLSa2fwUJcBhoVCww8NDu3LlSviuni0uqsWT9mQyCf0zHo8dA0URP7P5+6BaILq3\nxkMpSl6TVTUJwOVJTyJ/6rs4DE91R6YzSTfe3Nx07xjHgbVW4r40W6ThlB64m1gYI0WkVGqOiK1A\nBggpmhL40wn07OzM1QSheut0Og3Xi6OSjUYjpL1Go5EDcFKEj33FYopm81O5xmM0Glk2m3UpZUUz\nYmGwXq8XPsvn87a9vR2eh+ka1oPJZDLW6XRcWlXRuOPjY6vVamFt4xyNI4+k8Wt+kgJOKQPOGa5X\nZNZMp9MAVFY7NZ+UalLUYmdnJ4z5cDh00WuCOfv9vqM37+3thXYxii71ZN1vY2PDUfPPz89DOw8P\nD53YXTabDWPQbredwiwL9hUKBbd3vR5LnI9LmvK2pJqZzScXZcYZ4ta/yfQZKY3aCPUZw+Rm3uHg\ntVRameF86jAwZ0iVQ266Kjql56nVamGxEAWQeWw6DvEzMu9IpgLbHec3iZGJ0z/chPks6qtlaRFu\nAHJ0yEwiboTPIUoi208qL9MbZF6cny+KeAmtruszXxzjTWgMCVcqFet0Ok4emYyiVCrl0PCkC3Kh\nZUHDWq3mUnwsuc0+bLVa9uY3vzk40ux3LuxmF9lCXPzMFuPO4luiAJKVw02YFFQu0Opj0n5J2STm\ng+kmppDkeCwr9qYNUteUDLzZfAMlc2w6nYZ+pgM2GAxsOBw6h0Pv92AwsHK57JxISuQzf8++00ZI\nhoie9ejoyFF3zSzk8qUqLIvTCmI4iGKsNler1dB3YpvxfWE6makVHrh4kJHjpneA7JDj42NH/ycr\nxmyehtH70mw2XVl7tenk5MQVtWORNrHL1EelUsmxEFlFnJ+pXDwdLVmpVArzvNvt2mAwcGse536/\n33eqzqRxNxqNMAb3339/eD+++93v2srKSjgYqF80phqb27dvuzRPLpdz433z5s1AS6ecug4eGqPz\n80VJDD0bWXzcg+TwNRoNp/pKJeh7WeJ8XNL0chcKBSdfTPAjgVni32uhocfITViL2zJMgE6RscaF\nLI50aKFiDRhVgeX1ZTrFkN8tkxw1KbQE7FG4h7+bTCYXJuQycKhOXqQZahETJZCAKAJriR1g/yzj\nnFOOPt7s2HeMRBCIGYN1zXzUhcbvxeI7MYCVkalYN4ROFyunptNpVxWWp3wuVMTBVKvV8Jtyuewc\nZAJ5S6WSw/zk8/nwWa/Xc5sMT/1cLIvFoqtVQ2qnaOfsFwLXeJosFovO6Yqjh5SHpzYM/09ALiMs\nugaBu5RiH41GDjxNEKWEv3RNYQCUr9fvGNUTLkhrBqmvmUzGBoOBA7BT88VsgZ0gUJHYHznZy8DT\nZvMNlRLqrNPRaDTChtrv90M7VPMl1uVg/6o/i8Wie246r9Q2Wltbc1iRfD7vonXEopRKpTBW5XI5\n9DNBtzqsKMpzenrqNlrWZaEkwenpqdVqNYdVkJNC+XS1U+0iFm82m7lIZzabdZGI8XgcoidcQ9fX\n161er4cIw5UrV0L/F4tF293dDdfpdrt28+bN0P/aO/L5vHU6nQsgWd6bmktqY6fTsU6nE8aANYs0\n9sTBEFzO9m5tbTlRRPXxJz/5SbubJZiPxBJLLLHEEkvsDbUk8nFJ+/Vf/3Uzm3uFzzzzjD3zzDMh\nr8jTO1MHrMjIgmvT6dRhKRjKordqdjE3S6R/HGpcJoxl5k9UpK4JH8D0g75XLBadx83r82TKdqpd\nlErmSZ4RDP1mmTiSTirM85OeyNNzjN1gaF3/pt/Rs2cUgZgMRUgoxsR0Fq+p/oxN+AaecNV3CvmS\noaPTg7AnPPWyyiWVP6nS2O12nbx6HAbWCVbsBBadi7FBy4rhra+vO8YDQ9XE5sQF+4SR4RgyLcYx\nZQSIlWXN5qc7Vi/V74rFoosa6XllzFtXq9UQ4avVaq66J+mppOzqvVkm2pTP58PYC0PC90rzaWNj\nw7GpKGqlcdJnzWYzzG39m06dTNWS/SWGBKNlTOMwotTpdEL7FfUg7Vq/6/V6Qd1Vz6wTOSXmNzY2\nLJvN2lve8hYz84XRdA1FFRjyV1pAn1Wr1TC+vV7Put2u+w6lypmO6ff7Yf5yTSiVSpbL5cL1yXwR\nBoby/YxgiaJvNn8fFdkjNf/09NRRrpkyFMaNqWKl7FdXV63RaLh0na4pzI0iOTdv3rRbt25ZbJIu\nYERDUbutrS07OzsL87zdbof+abVaNhqNwnpOTEmc9qQcQCqVCoqvjz/+uBUKBXvHO95hZmYPP/xw\n6Mff+q3futBWWeJ8XNL+9m//1szmC41KqQsIxFCkJnytVrNOp+NwHlxYNAlU20GTXGqJZhZyptqA\nYr49VTQZKlO9B1k6vahP0mw23cZKeiodH6aWdG+C3OJqh2wHMSHc2GNgKp0qXi92uHQPs8WGQDAn\ngYocC/L54xRJLKss0+JDxVP+mf3M8Dc3H6VtWG9DL/PW1pa7Nyvxmi0wLbofw58rK4tqqcw5s46Q\nHBvSJLV4KLzNhZhUYfH49TvOQ1bEpC4DF1npPpBySjwI8RPdbjfcW+XE9RkBoblczo6OjsJ9mFJg\n/1erVZd+YOqD5Qb0d6pmCv9gNt8YtRFWKhWH7SCWhiBf9RevT2XSuP4P9Sh4DeqDSANE7SbWJZVa\nlJIX7oVpQ5lSv2oLQ/InJyf2yiuvhLlxcnIS5gzbIdvd3TWzeRokrtkkjZHr16+HjVbYCeIIWHFa\n6spmHljdarWs2+06/RHqpLzwwgtmNp+DMQ2UFbLL5bI74JG2r3vG9z44OHBp6EKh4PQuuOaQuk+H\nW+UAdM1MJhPav7Gx4TSeDg4OXIkEgrx3d3fdmidnRyrRcrYrlUp4x+TMqp+Pjo5C/yutzarYlIeP\nHXnNo1qtFgDrAiy/+c1vDr97PZakXRJLLLHEEksssTfUksjHJY0a/ATwMZTM+iqj0ciq1Wr4XbPZ\ndFVamYJh9GF1ddUODg7CNViPg7UTVlZWXDEuMkCWpSZ0/X6/H9rLwl9mvtaAjKhqAvEY8SE4LU6r\n6P5qI4tqMZ1CiqZOa6SXxpGLZTRZ/V1GSitTPGoHCz6pXcPh0FU2jVlDBAzyVMxiUkL28/QmE3sp\nBiaz/WSZMN3A02N8wiX4lwj409NTe/HFF0P7qVTa6XRCxE1AUbKu9JlO60zJcS6oP5RqoiquTpFi\ndeizzc3NMNfECGDVWdaWIMCVQFICGkVp1GmOlVIrlcqF95QpRBZH63a7Tj2SFMtisRhC4QTC9vt9\n1yeZTCacYBUR40lbhQUVRWO1V6ZOSVOn4i/VYCUWpf5pNBqhfpCq6bKAm/pAn5GhovdI1ZRZt0gm\nBpDZIkLCSAivUa/XQ7uOjo6c4F8ulwvRs62trfC9arVqhULhgrKsTKd8Uf15Qic4e2dnJ1TGpZrn\n/v6+Y6Csrq66wovD4dC2trbc85mZU3ztdru2vr7uUuBk1W1vbzuq+EMPPRTaZWZBbI0A4Eql4sCo\nW1tbLoKs9kvETHONUS/OEbWfdVhYlLFYLIZ73Xfffba5uRnmPUXGKLo3Ho9tb28v3Pv+++93Ynt3\ns8T5uKTpBaxWqxekb4k014QU3ZVIeYZvZVIx5aLJcDFTIXFBLS4KNE5A5ayJVlf7xSvnBiojNdds\nQRPTs5HqGWt+yLRAa3NiSobUQTOv4sf8qf5Op+L8/Nw5LcS9xKwV4jricSKbRhuJSlYzvx6zH0gX\npYItadZ0TJgCkPOi68c4GLaTIWFthGQtxSkmXZ8VdemIXr161RVbS6VSDsfCdhK3MB6PHX27Vqs5\njAwX4fF47HRQ1A7peOh5er1e6B+lN6hqqudR/jlWgjS7qPRJJ5J591arZfV6PVy/1+uFdMPR0ZHl\ncjlX8I/VcEk/5/NQNVj0e0rHa9Hv9/tWLpddgUk65SwmRidSTo/uV6/XL8jR689s88HBgWNrKE2s\ncVMb79y5Y41G44Kkup4trkita3AeiEmnzfTk5MRt3I8++mh4nnK5HDbkarXqnLr19XW3Tuoay0zj\ntrW1ZYeHh051U31Sr9cdVoRaG0qLaI72er3QByo1wcOF2kK151qtZplMxqnp6r3J5XJWLpdDWm99\nfT1QVTc2NhxeZ29vz1G8d3Z23AFGfbe/v+8YP9ls1qWyqQGSy+XC/crlspMVGA6HLg2q/rn//vtd\nUVHiczTGstu3b4d+aLfbLmV8N0ucj0saTx1aWLrdrqNt9vv9QLFSZIKOBstla4JrE2Tundx4bqDl\ncjlMEGE+KG3MehukhdKp2NzcdJOMCzvrI2gxioGxZguOOOmuBC8tA8GqzTwVs53EbrDOhj7T7wT8\nIiCKWiS8XkyDpkaA/k2me3a7XSuVSmGh54ZvZo7DT6PgFaMyZt4ZTKVSTkOB99ZcYu0SzS1hB4jz\nkG1sbITNU31F4CUF065fvx4ofFtbW06bolqthvlLxySXy1m9Xnd6DnQwuLGy3gqlpnUqUw6dkQ6V\n7SbgWO0ShZUbAsujazHV6Z/gaT1LvV63drsdHHzhSMwWEup6huPjY3dNPsPR0ZGbX5QQJ3g3l8uF\n51xfX7d0Ou1O16zlwk1yMBiEZ1PVXPa5oh1yaMzm81NS43puRVZUDVWbPss/qCaV5gap7XoviVug\n9DppxJxrwqmYmT300EOWSqUccJSn/J2dnfDc0r1Qu/SbZaaIkv7PZ6PTNZlMnIOhfuz3+1apVBwQ\nWmtcuVx2eifpdDo4OxSAk5geRd9IFSYFtVgshnGrVCquTMX6+nqYh8Vi0VKplL3pTW8Kn33nO98x\nM7Nvf/vb4V4HBwcXavzI0Wk0GnblyhVX6oIRacoZ6H5m83ler9cdAFzPs7+/7+rBDIfD0Pevp66L\nWYL5SCyxxBJLLLHE3mBLIh+XNObUmRMmhU+IZVmn03HeJdHSip50Oh0nxc2KiDwByhiazuVyDqEe\nV/LU90U9M/PYB4WpSaFk9VCmO4gCV0SHnzHSwpMQowtEiBMRrr+zzVRq5GlL15R3z+cx86JiZJyo\nj/gZ+0unH3n37EedhFQVVicESlCToaOQPz+Lpb4pja7fiSXDtJuuoX+nDLw+I47HbH6CVkrg5OQk\nzLWDgwNHt2M71tbWrNlshmejAunm5qa1222XXrlbZI1pI6ZZhGXhOLKwHE/aw+HQRToYjWA/N5vN\ncJIvlUpurEejkcNblUqlcEJkGFkKp0wxKEqhVIq+Px6PHS2aIm+dTsfRlPVsio4wvK55p+iS2BDn\n5+fh+/l83vL5fPguFVTX1tYc53UG+QAAIABJREFU1XkymTgxN4330dGRwwR0Op3wDsdCgBTpkggX\n05I6oe/s7ISojlRrNTalUimkZiuVim1vb4d3ulgshoiMRMTU5itXrrixu5cxskyhMKZHxdpSWyhN\nr89ITWf7GQ06OzsLkYjRaBRSH5oHTOvo+o1Gw+GgxuOxe2djDB+LMPZ6vYDPWllZCe1iWkpzkqlB\nVt5ltd3z8/PQ54qyyShK2e/37fDwMPTncDgMY3znzp3AZnr88cdtPB67FOXrYbwkzscljZoNmjz1\net263a4DRspEd9Wiwzwm5bu1eBC/oUlNvISuyQ1tNpuFCRov+rG2RqyAqfYyxLaxsRGuwfoG+q4W\no2q16jQCYr2OmHa4DH8grAnV+djXd6Pkxv1M2iptGcWWYWRuhATsSdo9BhPqzyxDHmNr9D2GbePv\naSHSZ8Ph0EmmV6vV4Bwwraa+0++52MaObbVadfRjLRZKJ2kTVshe7UqlUuGaBE8fHR05LAc3ZDqU\n5XLZOSIcN6ZVzHx1WimcMh1IJ4WOLnPTxAzpPdOmzE1R12Yqh/VFCLykw8Q0jvqEaqSkl5stNnRS\nZHV9hrRZ72RnZ8fhsTQ2eoflLLAP1tbWghOkNum52WapUVLuniq8xABwfEqlklOSJUZJjqKsXC6H\n1ATL02cyGbv//vvDhnbnzp0wf1KplG1tbQVswut1PG7duhVShq1Wy2l5rK6uhvlWrVbt2rVr4d4P\nPfSQ7e/vm9n8fWOKNJ/PO8eNsge5XC48dz6fdw4fJRFSqVRoRzo9r3Csd+727dsBE6Mq1UzhXL16\n1czmTuoLL7xgX/3qV8N1RHGVI6dxunnzZkh9CNtmNn9PS6WSk06gVEK/3w/zK8bf7e/vh7Hb3d21\nl19+2czMXnnlFefsT6fT0A/NZnOpqnRsSdolscQSSyyxxBJ7Qy2JfFzSdGIg00W0PIojkU0gVUoz\nD5okojquohpXQyWYk9ENMy+eQ6rt6elp8MQF7GPtC51a6cmbedqnwuAsgCcvV6eHuFCbvqdriAmx\nTDUzVo7kCVogRoqaxaJpMqLHmUKSWmscYdK9SLFj7YfJZOKiOqSEKvqj8abSIRk4+juBtxQCSqVS\n4RRYr9fDuOm0G4eT9RnpwYw+DAaD8Bud6ghiVNRN7Ck9N6nWqmDM07VOaNls1kWAWPyOhRYVzWCK\nUteL1YA5Vooo6X6ZTMaxiM7OzkIInQJUcWTw+PjYRbf0Z1FMCaYlcJTifaVSyTEv4nQW557Gotfr\nuXA3U3e5XM4Gg0Hoo9PT09CPonYygqNT7GAwcMwenrzjtBRP/RReGwwGIW2ldsnEAGJKkXOG8yQW\nQmPdoGKxaPfdd9+F/s9ms7a5uRmiGw888IBd1nZ2dkJaQkKAmodieqgPOI5kgOjdIyBU/cIUuplP\nL04mkyC0pjSdIiZcIzKZjN25cyekO/b390MKY2dnx8kjtFqtEMHodDr23e9+N0R2JpNJuMab3vQm\nlw4lm011eMwW0StWRSc4mJTjbDYbqlRLdVUpv1u3bjnFWY3pzZs3Q60iXV+pqHtZ4nxc0piPJrOD\n4enj4+OwWZP2qd9xwYuLXmkiMw2i62pSsOy4aI1kVOj6+Xze5YfjYlZk1hSLxdBmXcdsvlnwRWSe\nMV5QqT9Bp0HPQ4orXxT+PWaQMETPRYA4E/UR0xusfkr+PZkwsb6BCjLpWaToqfvRuaFmCp1I/dZs\n7sRRZTRW29QYmfnS8mbzeaLrkC7a6XQsm806BgrVF/XvdMbMzDF3JGEux5Q0X/Wdfnt0dOSYF8K7\n6JpkDJH1RA0TVr8Va0hzg4uwHFbKTqtfi8Wi08bQdc3mzo6+J0VLshqoFcGiZzHLijRcOtLKaese\n6+vrDqtD6jwp2JyH7XbbMU44Z+TcaAzoiAqrsaxaLduvNCHbTC2MbDa7lH0mVpU2b7KIxKYh+4hp\nXN1bmA/iGygLEKdLL2tkmkmXhrL1165dMzMLa9PdmHSlUik4otQU0cGAzCQegGTtdttVrZbWitm8\n/+/cuRMcleFwGFI+SpvT4dDa2+l07ODgILyr6XQ6aMqIii5rNBrhmoVCwRXG63a7bi5rfE9PTy+k\nMzXeTz31lFWr1aCLQvVZ4kaUftOa1G637yr3QEvSLoklllhiiSWW2BtqSeTjkkYBLEYbGFpmqFep\nAoJHmVphmNfMAy7jtAVDfxQo4qmDJ6iVlUVJdZ5YzHzoWPUwYi64vk/PnyJK9XrdaYIQOa+Ihtni\nFEltD10vrmvBNAyjDWY+AiC1y+9X1p5pLRnLe8fpGoLO4loNep5ms+lOrizwROEiPTujW7rXdDq9\ngBIno4HCYirup3YQoR4XICSgkfOCBdtirn/M1GJ/sUS8FEepmRKDbdUGspYY5lWqgLVLdA2BZMmi\nUBsldqUTHEuBKxWjf2cUMi6oF9fMoTHCx0gOy7qbzceRoEmdUhWyptCU/tzpdMIpXcZ00Gg0ckXb\ntB4I1MiUn96dtbW10Fd6To6xTu6KgjBCyfebEaxisRjGjSkLXZMMP4Jp9/b2wnclymY2jxLt7+8H\nMOr/lOl6ihpwPPj+UTzs9PQ0tLHX69krr7ziasIIYLqzs+PSxIeHhxeAz2aL6CXTzhqP4XBo/X4/\nRAuYlhBYU/OGbDlpJzGtr0hEq9VytY02NjbcmqT5e3Z2Zqenp+H6hULB6RVtbW2FiMbt27ddfaCH\nH344tPXRRx+1f//3fw+fKUU1nU6t1Wq56F9cA2iZJc7HJY1Kn1zEcrmck4KOmRfcJCnGxLA+MRms\nLCuZbkr3Mnw4nU7Dy06BIi4Quh9FlGRaqChDTXpdTEnToq1wN7EJ+oxVWc0uFo9jflvPq+eRMaXC\nv+t7TDExpXFycuJkjekIMf2jtJfGhmkn4TqWSXhXKhW30CsNEz+LClvp5abTwPaazRcIMlM4bmYL\nVVvNn2XOB4WLJE1P7A77NZ/Ph7A8F0blyWVcyGPBNjqlTN0I77FMxE1MC84vOubD4TC8EyzIqLSC\nnmdjY8MVR2OKajQauQKNxEVwvEnXVZ8SL6VrHh4eWrVadSFo9rmeRYswKbm6vgStKA6nMLmup+sI\nF6M+7nQ64btkqXGe6z3ku0lMRky7lom1pd+RtUcsmfqWjqLSwGTQmXkV5/39fXv66afDNd761rfa\nZa1er4e19uzszBVDm81moSyF+lT92m63w1wfjUb23HPPOcaanL+HHnrIKpVK2MzJVqQDJlq3rk8h\nwtlsZvv7+4GeyvFot9tu7g0GA3dA47u/srISUm6rq6supfvWt77VHn30UTMze+aZZxyLy2yhRss0\nbZx2oSx+Pp+3f/7nfw7vDqnVnPP9ft9RsKnOey9LnI9L2jLNCYEy5RlKdpzfZ60GGSsbalFmHph5\nfdYXYD5aRk43T1SarJKxJh1Q9+LibTZ/ufXiqX3UvOBGTkwLN2RuxvouVVm5aXGTp2KgTnmsHiuL\n67xwI4yNyoxxDZV4I+G/m5k7WZKqSEqoHBxdX6ZxIwWVYETqj3Djq1arjgJHnY+VlRXrdrvOCdam\nMpvNHJiSDiBrM+i7ejbWAREwUQ5TsVgMYy/lVc0/0kXpPAmMxrw/9Qj0TGYe+yC8QUxDNpsveKRF\n8x1jv8cOEk+Qur7uxyikcFqsuMq8O6tRs+ZPXCk1k8mEzUI1bvTcfIeIFRDlXu8csRx6x5bl1Bk5\nE46DmCJGKdLptHseRinpOFKy+/j42GHbOKaxfg3r9fBZFQ149tlnzWy+tohWehnTnG+32wGorPsx\nOl0qlQI49fnnnw8YDDkixF4xCqJog9l87STGhBguHhJLpVLAYEhyXO9Es9kM/dXpdGxnZyfMvUKh\n4KLHPCxRbXgwGAT8R6lUshs3bgQV2OFw6DCB7XZ7aZQ+jmadnZ0FZ02aJfq7mbloFh0frmss93Ev\nSzAfiSWWWGKJJZbYG2pJ5OOSRuVBeXzD4dBR5Xha18mB1DN5oTztKj/PcBjpocRvEFWtFABrc8jO\nzs4c5Xc2m7mKjzwtMj8dYwpI9ZtMJiEEHNcuYXRD7TZb1IehyBjTLDxtUfFUJwBdh2FsRVwYadEp\nJo6eEPvAsLgKcbEyZCzmRWq10hSj0cideFVEStcnnZI1QbrdrktRMf0gQSc9C9MRFMOSUuIyXA9T\nBYoekP7N8eU8HAwGDutyenrq2A/xNTQXWFWTkTOlPlg/gtEmpRE1VhQ/Y0qJlGJ9nxEUpvVinAKZ\nMDq9CQ/CfmA6UeOqPokjYuqTarXqqM/qA0VVJAQ1HA6d+iUjgxTs0vWpgBlHRbi2kFXEZ1GdJ40H\n53Is5McIHaO4/X7/QpSTEVIZ1wutD1TsJCupXC6H7z777LOXjny0Wi178sknzWweUSDV/eGHH3bY\nnHa7ba+99pqZzamjivY1m00XveR7dHBw4PqAaW1SqRVhU/+Q7np2duZwGIzIbGxsWLvddil3UYCP\nj49tY2PDRZzVZqa69vb27Pbt22FOMpp8eHhok8nERUI4rxnpZsrk5OTEut2ui/BSFoLCkEz/nZ2d\nva7oR+J8XNIkgXx4eBhebtG0CKhkGJD0O6ZMyJVPp9OuKBU/Ex6EYXhWW42vo0WCEuDCidBh4KYS\nT0hOOoItSX/kBmNmF8LgceEj2bK0EYGSTM/QcYtBk+onM1/wLgbIEi/D0HSxWHQ5Wzp/KysrQYlQ\n7SMAkRRLSq9zo9WiyPA3c7uZTCbkV+Oqwrwm0xZSnCStUU5ROp12ToTaYOal1xuNhnMGRqORm690\nADhnZFqsRqORU0llyJ9UYRZDi0tvHx8fO7XFdDodnvX09DQsasVi0emYsL/YH7GDFDsoMciXjgPv\nx+8IQMl3mPOJ9Hu9x2Zz7IYwBlIXXgYIVQqDmBI9pxwWPoeuwVSNHFmCvPnOEidG3RLdm++u1jXN\nLWJ3ODaaa5VKxT3bycmJU0JlKoqb+n/Xut2uo4ITY/Lqq6+G+TmZTGw4HAbcRa/XC06R5rme9fT0\n1OHNdnd33Xqo3ymVo2swHVGtVl3lY+KxiBk7Pj52hSOZpppMJnZ0dBS+y3TN3t6eIyYMh0O37siJ\n114kh4Y0bM0rVl2nzD/BrgSG8/BoNk+faY2gFtC9LEm7JJZYYoklllhib6glkY9Lmk4ra2trwfum\nmJfZ3EskeIyqkOl02iGnYxCjTmL0wlmjxcxcNEDhXIaZWeacYWqq0jFsqlMXAZQsVc80TDqddicj\nRguY8lHqQL9h++NTJUPorJmicDM9bLIF4ogP+4zpGdbpYBvN5qcCngJlOqnqpMCxUVuYXhHYmEJS\njDrpewSrUbBIpc3NFuBN/b1cLod75fN5lx5i/6hd+j9PoMPh0AklkfbJMDyBh7q+rillUqYJdNqK\nw/oc42Kx6OpfcNzYTwrxU0RL74eiLEqhEICdSqVcNI1RAjJ3FBYnnZipx0qlslTNM5VKBUEptZeR\nFoLJq9WqU5yNQdH67urqalgTFB3VZ4yUkj1m5tlHuqbZYn5yLjA9Q1G5w8NDt86Q3s56UxIYIyhT\nKYBSqeQKsWUyGaeEq34X7VnfjQvZ/XdNY3H9+nWX2my1WiHalE6n7aWXXgptJhBZkdJlNUmUJiYz\nhvOIIH5FT/U9Kofm8/kQdcnn8wE4ms1m3TiqmKOZhXWEqUeJkUlhWL9hSqzb7YY2is3C4oHqn+Fw\n6Ng0MR2ftHWmBimCKNaZxoCKxfeyxPm4pGmycgGKX6iVlZUwUP1+P2wEZj43x/ytwl1MtTD9QK0E\nXk8LPRkJywpuEZFt5he4GHdxenrqQq3M/cXpjVjZkIumJjnpaWoLnZGVlUVlSuI49D3mtRnajyXc\nZdRCyGQyTh/k5OTkArKcoVFegxgAOgPaaKk5QvaDHAylBphK40ZF/RdSNofDoU2nU6f7Qd2SuxVt\nW1lZCfltLTJq12OPPRZSHqPRyMn3k3EiJ47jTzVSshxGo1FIQ56enl4Ytzj1qDZy4aXTqFwyvxsz\naDhH6eDQeTo/XxTZGo1Gzgkke4eLt9ghujf1TXq9XtBf0D3oIOn6cjzIoNH4aqyZG9f1VFFX96Ys\nflwwkSklMi2kS7OszILSJbGWi9n8HSBzgU6XChjyHRALZDqdOsn01dXVkHLg3FUlVj0bMU//XeO9\nDg8PLZfLLS3xcOPGDet0OsH5YGqFuDszf/DQu6hrptPp8O6Uy+Ugfa75qe9JRdpsrs0xm82CA3Nw\ncOBo8P1+3+GlyJYrl8suPUmMCQ9f1O9gCknPp5Rur9cL9xL1mFgXOdylUsnpNsXKzVTy7ff7zjFe\nlkqPLXE+Lml6EY+Pjx1WIMYVaOBFD9QLQK+XWgix50iAj4SZKDLGhT0WFuNLQ90Cs0VEhSBVAV91\nPwIazTzmID618rvEmMTAUT1T3C79Ox2muEYLn5sRDEoDs0/iiAhz3LzGysqKZbPZsBkxLy7nj1Uv\n1T/Hx8dWLpfdQkb5Yup1xDLsOn3u7+/b+fn5UudJ0QwKfRHgyA3PzNOBdf1cLudO0zp16fqDwSD8\n7vz8PNR9UQSMEuHUDSBNjxiA2DFgn1Po6/j42MbjsZN217MI7Eqnngs0HUdqHihqIRuNRo56ThCg\n2cIB12JrdrG2EqMUojNrThWLxUBHzGazwQErFouhT80WYHBdnxgfRkCF1yCAj8/JqBt1SvRbjRNl\n7JedVPUZoxnxHGWUQmscnVT1z9bWVigzf+3aNctms2HDPDo6Cpvi+fm51ev1oEeh31zGptOpW081\np8x8dEbYHJaR0DpI0LmZB+/W63VHb5/NZmGNIB5jMBjY+fl5mE+vvfZaED/L5/N29erVAD6+deuW\n7e3tmdkcT1KtVsO7xBotk8nEXnzxRbemssaX+vi+++5zgGau56r3xPGOdVH0zh0cHLh6N7FQnfqS\nv6lWq5ZOL2qDcY7cyxLn45L24Q9/2Mzmk+I//uM/7KmnnvoBtyixxBJLLLHEfjD2oz/6o/b2t7/d\nzMy+9rWv3fV7ifNxSfv0pz9tZr7yqHLr8pyZm1O+jRUsdYJigSRdR6ez4XAYfpPJZAIjwMxTdIWE\npxCQjMJYCvMvE0mLcSNmi0iJUgf6LkPJomvqVMaUA+muipyQhksRJVIJWSUyph8vM9ITGe1gWDGb\nzbpCWrEAFSMtMfWSKn48EcSy5jpBZ7NZx34ol8suT8uqlMQLmPmQMSMAigjoGmTzjMfjkCdmMSyd\n+IkV4PUZFUmn0wHNXyqVrFAohEhOs9kMJzvhMShsRWwTU4YUuaK6pgp66TOe5JUWYQSAgmbEG/V6\nvaWCWoyWqH90PVZm1u8UMRmPx05pkic7jRujQcsiXXo3dP1arRZYHt1u1zFjdA/9n6koRhrPzs6c\n4BzTfzyRK21KTINO1hIRI32a1ZTX1tYck45RFlK0Nzc3A002lUoFgSthPnSCZlSu2Wza9evXQz8z\nQvXftStXroR1LZ/PW6PRCGPV7XZdGo+ii0xR5nI529/fd+kmXbPf71sqlQpzW6rC+p6sVCpZp9Nx\ngnyKiL388svWaDTskUceMbN5pEhKr0dHR3ZwcODkEYSfUDRF9yMFmJG/fr/vRPGoVKr3NGap6blZ\nmbxcLrvCjkyzxnsa+4rpwyeffNK+8Y1vLB8sWOJ8XNI0oLFaJMFLs9nMSdTGm4UGMZfLOapfLpcL\nCyTTAaTWmfmQqkKmXLyWSXiLYsi0S6w2qU2ML6kUQeONWu2fTCZL8QEMYcuhYIohllunKit5+lRV\n5CIZ9zkXBYaYBZilAxOnOGjEZMSLsvpgGY6HjonuLdzFMoyPnov9RQnt9fX1EGKNQ5oEzrGOCbVB\n5PwRgEhnk9gRzhPNT/2OKRMtwlzUNF9Z00Q1Wfjc2oQVDuaGLet0Ora+vu4wROr/4+NjW19fD22u\n1WpLyw3k83nr9/tuA6L8NzUnCLJW2J3z8m4aIDQqBeswQpq3NoRWq+XmuUCN6jvO32KxGECGej46\nTLoG6a5KjzFcz3WGKUo9r9nCQaaGUKxiKqfi6tWrIX2ysrKoyjoajWwwGASw4pUrV8JzqxqxvhsD\nZv87lslkguMjGrSuzxR3tVp1dXJI1RbFm3gWri0xlooHAZnSwtTj0TVefPFFhwuj86cUsd53pvDl\nqOsQwUPC2tpawNzIuYircOsaMY6Hqd8Ym0dAsX5rNk8NP/jgg6HP2T/EhggX+P0sodomllhiiSWW\nWGJvqCWRj0tarORotggdK4pBIKFCnEQ662RBEI8Eokj1o9AQlUopRqbfMlRNei3rw/A3RDzLY9fp\nIUY4EwxHKpZCeDq9EkhKpoJYEhTVYdsJoCRiX6kNVtwkA2g6nTpa7r0iGkzrUICL4UQi1xUxIY1O\nv3vxxRetVqs5gKtOYmb+NM8UmYSs9NxkEbH/lTJhlIkKlxQTYzoljoKo79WmmL6p+RXXkVGUQt9V\n/2jOkBnDtItM6o0s2kVWDwGVhUIh3I+1jmQM+5LJxRQSo4kqJMfIYFzjghEZng4ZUeQcHY/HTo2W\nAnqlUskVtaNCJFN1lUrF0SH5/ik6yiiGxqbT6bgwPMPpnP9UnVW7GEHi6Z0RuMFgEESv9Ay6t6jO\npI+yD1SvZTgcWrVatWvXrpnZnOGi59zY2LBareYAx3o/LsN80ZhOJpNQ4FLtV3Rgd3fXrl69Gu69\nuroa5len07G9vT0HbtZckHDZMiPzTO8vo57qn1arZS+99JKrHM0aLWQJst5KqVRyKQ2mgpkuEaWf\nEUtZNpt1ZIb4WZRW0vU11/Uexqw1XVMmADP3J+6Ld7PE+bikKVR2cnISBrzVatna2prbEBj+1MJm\nNt9AiU2QqaostTbE/VaZa00E5tDFitD98vl8mGytVsuFypg/rFQqTlaXC+WdO3fCvXZ2di7Qchm2\njrEQNOqIcPPjs4jWRuYC2QnUeohpgEJ1m9mFRUA2m82cIiJZGOfn88Jo1JLgi0rcRbVaDX/e2dmx\nbDbrdBrIHiAlrdvtOs0MLSwaJyqJcj7E1DWml8bjcRh/UnnPzs6cI8h+oK6L8spKDdJROz8/t4OD\ng9BHVGhVmJn0Pi5iurcwGOof4hy0YPJdYRqBC165XHbaJ7HKJ98j9hfnF2mS6+vr7vrEYMgBWMbq\nEj2Xypakjuo3vV4vLPxqh9p15coVazQajo5KNlA2mw3vIxd6tZdy6xxXbrp0+GM9ITqydGbIBtLY\nqb9UuVR4MzG0zOapoldeeSU8y+HhobuHWB5bW1tWr9ddX/5P0G2Zdmk2m+79YBpZ/W1mThF0Mpk4\npVq+R/V63Tl2JycnYW5XKhXnjPPd4WFSm7/6qFgshqJ2pVLJXbNUKoUxVXqR9GCxqYhBOzs7c6rF\nxWIxHH7FbuHBTJTfSqUSmG1mC00QfY8FTdfX18Pz7O3tuRTl/fff71Iteje++c1v3mXEEufj0kaN\nCE3yZrMZhIjMvFMhzjsBUfQsWYpY8s9m8wVOL70mHasu8vTJ2gMEAzGioJMWFydNJskQayFuNBou\nksKIxtHRUdhUhAfQJOeiTzwDNwIzv4CKiszTI3UxqPvAawioSh0IfkZKLjcxnnbVdo0NF2+WjFYf\n6XfFYtFmM19mmyexeJMkZz/G4LC/uFDyNM82axMmnoZgNeJlSEGkpLoE53iKZa0dRu7YDs0DUhBZ\nT0eYITmQBGwS6KyFX+NDfAY3bNbR0AmcEQlqt2jh1YlQJ1zSuKXBEVeSNptvTNKkUD/H9FM6O3wH\niENpNpvO2WLkjGKE3CTllJLWKBsOh07AjTLdiuTwPnHERG0UxVL9prVKz6XrM2qnGjkCUabTi+q6\nxDcouvTCCy+ENuuQpqgIgeGXtXa7HeaIIh902Ii5KhQKYeOls6F1hs/NgwcjPplMJmyuxNVoTaZM\nPuenhCN1fWrIcA3PZDKhGu5sNrODg4PwHlPXZTKZhLFYX193z8Y1Uloh+h0xPZ1Ox5UYYKRFFaU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Z9Rwkaj4arcTiYTV0yTirOkG5Nm3el0QlFOXZPv29raWljLCEx97bXXHNgyk8mEFF8mk7Fs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kR0eHZYdle+g4zBYswDorJQJ9cdiWug4olQGQEQ5KSkpQUlJiD2bxeNwK92z/0tJS63tG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\n9O/hu7W0tNjxSpZ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- "text": [ - "" - ] - } - ], - "prompt_number": 9 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can then have a look at the 0'th moment along the other axes too" + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/adam/repos/aplpy.git/aplpy/normalize.py:115: RuntimeWarning: invalid value encountered in less\n", + " negative = result < 0.\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "moms = [cube.moment0(axis=ii) for ii in range(cube.ndim)]" - ], - "language": "python", + "data": { + "image/png": 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qcdc8FKLAu1goHDfxLoQo6LNm8zKDo9aj+lPtF9TsFrESxykyQ/wclc8xVDIu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fjEJz4RERE//dM/Hd/7vd8bH/zgB+Nv/uZv4sd//Mej1WrFq171qnjNa14TTz31VLz1rW/dKiMH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VajlKNjdhtas+F1ibLmhdoxBAp9MJv/f7faf8SJe5Nm8CdOOMpWbT8HStVnO4C4ZYGbojmE9g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Z9Rwkaj4arcTiYTV0yTirOkG5Nm3el0QlFOXZPv29raWljLCEx97bXXHNgyk8mEFF8mk7Fs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kR0eHZYdle+g4zBYswDorJQJ9cdiWug4olQGQEQ5KSkpQUlJiD2bxeNwK92z/0tJS63tG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\nZNLFv/jii5+6jDvvvBP33Xf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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 10 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "pl.figure(figsize=(8,8))\n", - "pl.subplot(2,2,1)\n", - "pl.imshow(moms[1].value)\n", - "pl.subplot(2,2,3)\n", - "pl.imshow(moms[0].value, vmin=-0.1, vmax=100000)\n", - "pl.subplot(2,2,4)\n", - "pl.imshow(moms[2].value)\n", - "pl.subplots_adjust(hspace=0,wspace=0)\n", - "for ii in (1,3,4):\n", - " sp = pl.subplot(2,2,ii)\n", - " sp.xaxis.set_visible(False)\n", - " sp.yaxis.set_visible(False)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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Sn6sml0ceeYxlXD2IlTADQ5+QnLfd73IkFjFJMcUMGZKSVCfytaY1TB4SU0vi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77z8xZxn6yRZaYsWEIYRWSz3gPSNvDVFUuULd0uA24/td26o8eVZbeAnzQg1kQTlzG+nmWncgIZ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\nFihpbo3KIc369hs0o0KyC4FovdenSWCLWsQ3pTIT8Rn0MxcD4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r1blGvQvIxB+B71vFfm\njJgbpwvxu0zTcoKxmUOZT8A7RuUYUwJMINbQ4ETBSUSeU8BJiW8eULPf2U/zRObh0tAxD3rJ9O7H\nPvPtefCI37PtqYtoGFFmFGy8T47FsVCg/ygZ0vxmMlnva/NgE8b38zNyKRoUcqbqDNYAYZAx4DpD\nTqaU8loGs4EKrMo/sjqDkwFJsPAc21QgXKMCtjmoGbUg8TLwbfjql36fj3mRl9mrmfsiTarssuNx\n7vEq7/HaC+/w9S/+Hq/xTkmN52mXZkKtXm+eznGYN1yYL8uA6n7m6vL7lOZWqOfLBsqwMOnnSBab\nEwYZynzgHyi3nhLhRu/LeUp+kw0mQMDYBSlILMdxC4z7kEw9844JLCnPWneei9jfHKxAnIzW7Zmb\ny3/hnBglAN5mHJIeUZ4AxHIpoT1qEdc71AsDDc6CE4yZl9OxNEE8oK2EkOAg+9JcYD2nqRyXgVKj\ngKyKqOM+LUhu9X234xzbFIOBCsIysT1qJZATtIe4rfMVaikic3X0/snvLfZfmdXzb1CgIjN8j/Hr\nW+adirdod7tgag5PoNfAkQE4WYNML3NDS7HN7dPowykKOPM4c3wJIPcZv/ZkYa7+DPLp/kwmNc+8\nHiUNzpf8znMs8DAo5U+OW0rHFg0rKfcuUNdzh1pd37Z+VhufchFgzMWsUEsapRngNiWVGZAFFAOs\nt7DfK4Gl7HhAC6oTHs4tyeZSGttgvIxUsoxFSqLbhwl/wJ/jH/ANfsBLl3br+y49LZ6/w5QtlrnH\nN/gBf5G/zSof8dJkt1ySskr7q7S23us5S7G11WiH8tYyZafP/mnCUJYdep297bxBMRABQpCAYooD\nJV8KcjNKUk2p1+8EYBlRyr/W5TUUGBI4l+NY5j7TIUm03+93Y7tAI+iuxt8paSoPek+mXCpgrjHO\nDc4Y5wMttv0zyhM+7GzNBt2EUme63gXzz1dNaEv0aNbIgLVNGUU0gtyN43x2yOBosNZkcpJihzDO\n8+xQSfn1+P5r/TMlQcEJ2t34DvVwsz8zypkooGWeL4EACtw9h23epFxyRgpZyaOkPgHUMR8YuyEf\nxwLmZbms89Tcvp5jJ/7eY5xTg8qJCaKC1fFo35moA2p9zZQEBUgXNn5Ujsvzzfclwcrv07UK4wex\nnRz4nQ9uf1ZJ7WyPtuKL18Bz7TGeeDyj4izbvMs+1f00eBj0csY8oVxmA5XbMVgdxL6ygouUfX9C\nu51n8beBcZ2y4BvUlBl/se9zrTXtla9vsnz2n/Ai93mRj/kJX+Te/vFaiX+ttenF5fu8wE85zj3+\nIn+bv/LTv8lrvMOXv/hRPfw8oR6IFgBXow3bfTzsl+YB992lzBu5z23K2i7r06m5TLkXDczm8qYU\n2/H8jtGUCtADFcS34zwClXUIRubeBAAB14lCyouCaRo2lud+d2KxGvsvM2ZOxHYYr7AhSFnfFmMm\nlgw2c4O7FFv0HIK5JhOv2WPKEz7snA8cJwMyn2XyX8bhPkvUG4avU2+LcwYsa5gwdhq+Ri1XdI4C\ntFNxDgH0ZK/7HG1h4F+Jtlt/OgjfoQD1NQpUB1pgvkrJed/pdV/v7TvDOJGflvEFar0dx8PAavA9\nxZht3adMMf4O8OejvTJNpbLHuRk9zxkaQNgmgTIl3ztz9QhM9xhPWPy0Hx6fz7HNen0zxqzzTnze\njXqhwM81ERNk7Jfb78e2bNd9xsCsxOj9uBDHuz1BTvnXetOgkqaS07RHLVIST5OIbPsZFANOzoIP\nqH9+KCZmkHOGvEvNpJ3958x4i0q2C3xKjDmTvsjDpgTlNeW8dSrflgH/IvyZf/8P+eiPv8zPfemP\n+Dq/x4/5WT7mRV5Y+GmB5lq7Rqde2OMr/JBv8AO+/uPf48TffMDP81u8xjucPLtTbGWVWkXDAJtg\nluxr6O25ScmhC9T715KZpoy41dtmsJ5SrFaQWaDJjQK4E41sw4QCYM+XOaybFIObMn5eTcCYxLWU\nmfuvLxOyXiccadywX94/s9h+MFef95XyYMrN3mMC03LsI0i5j/eV+yWT3Or7aBqRFzymPCETs7dQ\nAU2zAtRsXHOHkted+F7ZLHM+BhmD3e/273pi99P3gO1QMtYbtMByLs55ijYteov2ziuLM+Yd6m3J\nyRDMhd2l3tz7OjXL/x7133iFkhHTQPEBJU9dYSy93aVkyxn1HJkz+iUaqA7RjiXgd6gc0zTanMaP\n+XyVTGGH8QoaSn3zslrKjQbuZNcyYu/eBJNsg31ZYCztOk6uxrEU3+0wXg9RxqShIkGTuW0p42VO\nLdv0YXyfD6u7/y0ql+t1mMWnbfFB6BPUveY1Gqhc7J/E7J5SMcFvSelGIDOwCVbKhms0JrTdP2UA\nBnoNGwZjAyIUY1mkchcGdvf9CzSTgyAyoZaJOk8DgEX4yY9/li9/6SN+whdZ6v/373GOB7sn+Jm1\nP/5ULvtXvv5/c5tVPuZFVvmIL/39fwZ/A/7MtQNe4x2mL2yNbe23qXzSKuOV/W/332VFy1R+jt5W\n82UG3vU4XvC5wfiB86Hv4/lWaM/ErVLmFK+NE4VkzubgiH0cPycCUwoQlES9LjIrr7ltcTIhk5tQ\ngLbAw+xsPodnfTI+j1mL370HZM4HVF407xvv1zRtLET9TjYEvpTHH1OeAMQmNOCwGLBlRQa+lI1m\n1OoYBsuXYx+Zwqm+330q9/Cgt9r8g04wg8f7/dO38CrxeT4Dz7xJQWebAUmGYGATLASBk5TM6Z11\ntx/7Ie11H3fjGPtymnFANZjPF5kDFDvN/XKGb0BOAE7GlH12ApHl5bm/EwC8XgbwBcp5l3Kkrr35\nfJvg698DJRcmGMnYsiRofkg5SeeFcduQpp00fHjfJKMToNLwcWzu+HkwTpk585tODqw/JetnaOzI\nfFjKPwYqzQCaLQxCymIGQeswUK9TAXRCmSBkEQZt6zTIWe/Qfww+DuUuMD3kZyZ/DOuHsAY/enuN\nez89zh999C/zA77B/8ZlfsLPwiH8s4MXYeWQs6/cAODr/B4XucY3+AH8v8AfADfhK/yQn+OPxkAl\ncNgPjS1nqbzYt/qP0p/GEMfGoC/4TCgGuhLHeRuvUu9I22S8mojMg9jP4C17XadkwszTGcy3Yvxl\nfebTMv/FY863HtsXGLNUeNi0IbuWjSZL24/xkXnZT9uexzpJ8p5NOXNg7GRUasw+f0Z5wjc7X6We\nG1KiG6gAKhAJOHeo55oM1vcocDtBuzp71EgrSRloZGc5o16POs1ZyQLTcGKg0VlI33aaWhEEmlzo\n+n7X+/c+zKvMpxHhNO3dZB/23z+mgNBxsc0Z1O5Tr2lJmQrqSvtyTBhLkDCWEAVm3YgyIAHuFA8v\n9zzPiNNUkkCfQdvzyYyggNJnwFImzfamvOyxmfPKds/LiBuMzSWC0AIl/3ltPGd+ypQEuJepB7rd\nNi9BpkSeZpT5SZDXJxnaEg/34XMsBiOoHBaM8xJnKdARtK5RlnslLgOR9e0yNkZonNAwsU6X+qi8\nmHUoTU5pQXk92rS5yDdO/aDavwJ33j7Ni8sf83/wb/J/fvDn+IMfTeAQfma5MbOtH32Vn/ICX+f3\nmDDwjTv/uIkVC8BLDdy+wg9ZnNxh8ewduHhY4COoXOp9WGf8dmiLJoZdyggyYWxE0Qgj08gJgKAu\ng9KRKVvNHFjWKQPcpliMx6WbD8Z9cv+U/JyIJKitPqIOgSVBxW1EfVm3LNd6ss9TipFp3hDUrU+5\nM3Nn3l/Lc/vbR8dCMH1Mmb+UjyjHqECvpGfCXwkp2cDQv9uiAEXJ6Ra15lwGvzvU809L1FJP79Nk\nw/coe7Ov0ThNM2m8389nXmk+oJyhgbBAKzO6SwOuSa/zNC3wfkTJgLI8or0+L5d5qhyreYDISGO5\nT7t7zUEJMjIigdm6J7S8zCnKgDHt42K/XqEkOqXOgQI5r90e40cS7IPvQMt9NcfsUOCYcrB9tp8w\nfnXP466JY2R/zcltUoClDGv7d+I4GVOyMSca9/t4bVGSoYwy16rMkkzMtg7UeHuuBWqi9IzYVxZn\nsjB2pUEFnoEKbrepAGcAMe+1GsetRD0TarYtm3FWvU690NJZvKaOQxpYnqVkz6HVc3Pt32iXZ7cf\nP4UfscaPVtZgHw4PTsL6A15c/phvfOkH/FNW+OGPvsILL/2Uc7zLF96m/ft9DXgZfo4/4jV+l7//\n0r/ND3/0FdZO/xEfLa7yYPNE2daXqWfmtqi8HZRUmjmf3b5tQj3ntsHYij/E+GxR71UbKKYlMBm0\nkwl5fc7H2JozMpDPKAnRicI29XzdGvUOMsHCsZ5EW5XuDqPe5fje6575r/y3Nm8mE8uxErwdJ7/z\nM1kaVJ52QrFmpUfv4QNqsiQze0x5wpyYwLNHvXPKHJNGgjvUKuQPKBfaErVM0wWKZZk0Vwq8Q0mC\nFyg7/0CZOt6n2BG0wC4ztE3OtA2gd6lE/oRxXkb94RRNHvyon1v2Zt7vHOP8nSDo60Ay0E0o0Jow\nZgqv9e2nqRdZut+5vv3bFNPyYWnZ17xslzLZVt/PnJv5szRw0I+5wJhpyJyg5EHvXvNLgng+zmAg\nT6YIJUnmuT2XLCoZkFKsxzgxUs7NHGoyumOxHQqgtua221YnVdPY7nn83eK9Of9d9ulx+cnPqSj/\nGeAMlCbDt6gZ+UAFSWffZxmvZGEA2u6fBqXbVFBLM8kuTY5TmpJxyQjNRxHnWKReAzP0Ot6k1oE8\nBBY/gdkCLyz8lI95kePc4+sv/T/8mJ/l1I8/hB/3858Fvl5gkhcAACAASURBVAQv/vEhU7Z4lfdY\nfekjLvIP+de+/H9x8tIOJ395p/VjA16a7rJ46U4F6ku9not8us+nubtvxfiYI9SR6PhuUACY1+Bs\njKdOSa/VGiUBLlDuxQmVa1uNOqZx3CH1vJ1t0lQy5dM846ePM8D4tTqyoFns5+2dkqL3jH1KiTAN\nGIYIWZQSo4C5HfUKYH6XTDM/VxgD5TbjbNYjyhMwMaiHgOFhu/W8fGUux2B0nHrthoAiE5tRL2/0\nuwSrM9SIfUQFsQkl/+V5h2inAWuLmkW/SAOFeQZwi7b01BLjRW7vUg93G7yG3sbXextkUzKWHYoJ\nDIyZmGxBNuh0UCl1Qq3Pp9nEyYAMCgqskwlnvsx85YwGWPep67RAPVCe7EOQsr3ZbtmN0tzJ+Dw2\nV5dje4cxyzvGeIHknNzciXOlXKxEO8+Ukhm53bHKksdCgXFOtgR+x0/59ngc51gkcKou7PHMWJkz\n1NX422C5RclmKQfJxpzRG+CUwJTTJoxfN3JIC5RvU/M0gQhaiLhEMYAZTQB5gwp8zsAFQI+3nTdo\nAfrGFzj2xl1+tH2Kr351iym/zz4rvMp7vPjH/wz+kBb0/izwJfjij+HSnX/E8lfu8a9zjT/LwHHu\n8eUXPmKLr/Lx+SWmL/0+x7nHx198kX/0xqUOCJ/AyhfG7k6Du8AkMBz29n+LkgZ3KaBPI0SaMjK4\nG6Chcl0DBZbebtPYnm5Ir0tKwSm1yXrm5TkBaYV6kDqNFe4rYDmZcdsh45IuyJQnZfZdJv508uOk\nxnpSLbB/Mq8E1xklxX5GecJlpxYYL3orIzHgm2vJhD8UW8sZs1KMQOdST7K0bcZuR4PKMRoIvUgD\nHZ+tyryQDEoWc5IGTsnKfDmnDO4uJTPdotyCBmPdh8doAGOe6Lf735omrE/pyzZBBfS7NManFf0q\nZe3XvLJAuRK9krd6v83raU4x7+iYyzYEBYF9oIKyE4j5+YvjbLEu/+v2GDOxfDeZx6t9zJtC7C9x\njJJmsh3rEfC8BqlrpDyY08G96J9gaj+VRx9VTvFwjkvTkSCstJkTOYEuJxCfczH46kp0tu18xWCs\n2yuDWSbVB4qtGQQFsF1qRmwAVDI0XzKlAZjMYpsKYLdpALdNAedNatY96f1IuWwRHlw7weLqP+U+\nL7LEx/yYL3KbVb7wI+CPe/+6D+gLP2r1XeQfsspHfIUf8lW2+CpbnOJDvvFSy8F9mY/auowrn/QH\nsH88zvFogBDcv814XcBpjHmCgP+qyqgwnkDcpoGhgLMR10qJcyU+Z5RpxPqntEWIDynbfV57xxDG\nkuAs6vTvdALa/2STyc4O537PvicrSzafjlidoOYGBUrrVYoUYuxzHvcnuBOfkIkt0YI7FEBkUIGy\nJe9QoAFjGceci7kGmciUmpFb5z1akHiPWvrKQLpHMZNcvugC8H2KKchS4P8j7u1+48jSNL+fKpPM\nDzGpLJLFZPGjK2qUKlFqqVqtElqFVrdLtrWersXOYtFe9Cx2fDkX+wcYvvGF4Qtf2Be+NBbwXHgu\nvPA27J4GZrDdC2i96g81WmW1Wi1p9NFKVYWaH8VkMVkpJsVMkpklX5zz8H0jVVWjxQxKASSYzIw4\nEXEi8n3e53mfc8KClY5boKJjWydbNxMQ7GMSqmoynbiva3z+zOliEnqysfZ9HrP8+7rKrdjut4b6\ntIIxsz42X6SA+2psV32+T9ZlKdCRAUXnLWlS/f1G3I8Ysa9l5eP3AmkxNm/c0H7EcrzsJ6ajNjTz\nu6Rjb4fPu/V13H4guMBCDNozSHj+F6j/PUPz119twfO1zxX3f21oPe17c2jbr3hR1ixQEQCBzc3X\nI5t9v4sBk6QxbwiRfCgZSkH4FFnml2L1tQ2sPqJtzsW2rpB99IjqQqlbH/f5Wtw2gUJxjySuWKHD\nOa6Hy3cB+H+BHDCA3iwUP4JJNjjJXXYoU2OdAXmO0qDFFLOskpDSpsrS0QUG5OiTC7Wz3ii0i0ws\nrrD56zkDZC+7tbHJaGXyEFCpliNJtR37toHdgncIrPQONihcbA6ybEys0F9PsedzBMaq65V3fc/n\nHLdYJGRBSEAmNrfttvcgJzDS8fj1NjBgFqAqiZqPfZBg9VT1kxjvDPbw1AaWSPTIWvn/DnfiC4CY\nAvImFjz7WN1Edm/VYHzwkhzUxWz1uP8VSG677yTH1TEjiDeMaFFW3MAC3i33vWcNytA9mBLPZxIb\nzOyloopbTyYJBbcK2ac5q04nNtDH5lPcJ7BNgUyKMRAFZsmEm/HcxVJ8f4oxemns7XgsSgbA2LEC\nrYKv2KRqjeojD3gJ2XqSTDefJxF6ANNAd7FBz2jU92JPpXgeqgmK1eDWVX9OYLZ7b8zw/S02pgTD\nbzMsl3oGqs89GHtJU/3vjSs1nje4vESDh2orYkneNFAlBEyBUR6rkamYruA1776TSUDZsowZCiwC\nQy8jeTYj5pdijE/7aQ9t57N52fgjCMwff0iVNhU6TNGiwB4VOuxPw8hTQtcvAX+AYiv8ffvUbWb5\nOMiGlGgyzQJLvEnKKHuc4zrXOUdCyoAcZXZ4MHmcXUYZzOXpPi3xxoX7dAYVqrk2Hz74ejivFKtt\n/RKrFyowqz8XgbEeVAvQP2RBXkF9G6tjLWNg4s0wcoEK1CVHNrCfZ4MAiEW3vZcBda0W3X4kcUKW\nXflcb3vos2HWpOumNrQfb97QOSuJUsLkzR1Ft732OzXUFtj99Pd3J75Nth6jwFbHgnETy8RVuFfA\nqxBYSwtjFfs8/3ymLUKKJWBsYgK/z4I1Y0aeYE+6Edc9gdXVFNDyGAAKxPS95MURbFyUAmjHfQbZ\nQcYK7vtuXQXIBGOLOr8RzEXoTRMK9gnBrn9s6DjK8X+xVgGA+ldtrBPAW+clUGtiU5J7ZqrADcaA\n9FfrbrnPdM56iSnhtvXLOIF1NTCg6GPgI9BU+1rHszwxujksUQBjbToGz7zADCpKQNRfuh98bQ2e\nZ1DqU8/gT2OJ0g3XFvE85ah8CYuCoXa/iAWsIlavkaS07dZLMRBMscAxgzn4iq5NORxVDxJjUw1I\nrjgFKEmYakvSo+Q5LQkGBvO2To7BwWuBpTCLB4MAYEfitl42uwNfX/2Qldk2TWp0oyEEYECe81zj\nOA9ISTjJXTpUaDFJlTZtqpRpUzncoUqb3+a+SWt3kiPJGk/uzED9GWMzQd/a7r9m+1a/xiD7SvUp\n07Um7SdVepcnLFFQgjGF1SRVaxs2TwgUBUpiu5J48wQgVM1N196zYfXJMgYs+qmIefmalq6v+lPH\nozZmyCZIHuB0vP7YlUT5OuCwnKn7UVKo6ovaJu/+/h0/rxf49YndeHeWmBeY8UBPdVZgE1B0sGl7\nFGTnyMpzJQIISR4TqA27z/JYAC4RmJrcgiuEoCL5McUGV6s2JwlPgVXnI/NGHbPcK8DWyNrKvUEl\nxViTn1dRx+gDnuo0Og9/TmUMdJoEdqggr74tE8CujNXOtD+ZN7S/NLadkpXT1H+SDHWHeABRwuLb\n83LcMJPxjO103Oc6WQDz4Ky+1PGfJ9wfJdduP36u8/DXXf8PS4f+Vq5hCZKMN9q/lx71mRYNa+i6\n9zcI/dsgy74EmJ7tvoRlBgsikH1qs5jNsHQo3NVLoKRAJslLDECZvpcvfTCrY260Gbfe9+L2vyQ7\n0FY1ojRuI1DVGKx5OMd1RtnjNLcps0OVNlXarMxOMHd109T+D+NxfxT+zzHgNqep0WSWj2kxyXFu\nU4vxapIWA3JU6JCjT5U213mHBZYYZY9ZVlligaOFRzzgLXbro0CYYb/FJNtjr2UBWQAwBqPFXbq7\nZWaPfMyH/6QMy8Ugp34HY0HvEoYeTMU+ELODLEtOMRYtVuaBMyE7I4a+ExgKLJYxgOt/zvq67rrG\nuieKbl9995JcKiD0Ul8fY+5rrg1/r0EWvHQf6Tx1jwrc1S9fsryAsaMe/wq8xL5kctB3j8kGBC/l\nSX4U67oXX5NxnSY2E4ey9QQ7cwVXn0nLFHIhvjSTxkj8e5rs4088m1Hv7WN2/iR+LgCTicLXobxh\npRn3AVYzEdApyPk6ixYv3YHVi2RKEfscjy8dDzw/fMDXdySNSq5TP4kN+nQIsqYEsUexYG9jF/vS\nZ2rHv1dE0bntk7Xia/HXVQCo+0KP2NG53ot/Ze7xgKXPaxjD8i8Prv7+nR5qT6Cqdj/PyQghMeJz\nvh82fLyERVJfEZMPZRiQFVsykGoTClpgUx+lGDgpmEmqEkitYa66fmx/xv0vFjgf93E97uNdrN4h\n0JwiTAS8iI3FivstzmzSj4ObT3KXadY5SoP6oMHc+iasEmz2mwRAPky4tB/BLqOc4zodKgdc7iMS\nmtS4y0lyDNhlNNOFZbq8zio5+uxQZoEl9hilQodBP095rEuFDrOsZoFgA16pPz34rFDc48naJANy\nzMzFdS9h8zAuEgZjgxkWqsB3nmVZlIK29pNi8msfq7kJUNawn6SX/lKy9S+9/P/aRrKw3ou9+esm\nNtgbahf3XtsJ5Gbc95KU58myQc/ixTbzbr+qG37B8gIgJlnoDQwI9KMtYwChwAFZM4fA7zSBbdUI\noAMhTbmNOR+V1sm6r6Ctusw+Nkv6JGFuw3uEOQtPkDUYrMd9aTsFRZkqFORuYbUrBbIRArhNYvM0\napC1gux5jPWJ8cm4on7wjFRsph7/9zqQn8ePeP6/IbCAFUKwvBbP4Vb8TiYMH/h1DXTuPgWqEH7p\n/dhXYiLEc1D/eWDMD7UNBtA+yJcw84rYj/pYiU4fk17V90oGVrDaaoI5Kf1+1K/+HtwkO3heS9O9\nlzSoum6drMtQ5+nrf3LGarjCtPtMycV0bOsNXtqiH74ASuAgF+C2W0+1By8TKWj5IOKL88PBTiCX\nYjWim1htawYLRJLSxrABwVNk62EbZB/pMgYk+xSKe1Rpk5Ayyypn+C0VOoz29kOuu04wdSxg+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KSGRYUbCVJCcgn8fYRAUDTp2frNgK8HINQgAhyM5+MixPpfHYrpCdc3Hd9YsCvtx1XUKUKWMP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\nqp/4VO1DqiPr/KfP/j88f/gH/DTPryq4Q50GUywAUNCk4E4Wm2zSpEiVL+j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R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\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- "text": [ - "" - ] - } - ], - "prompt_number": 11 - }, + "output_type": "display_data" + } + ], + "source": [ + "F = aplpy.FITSFigure(mom0.hdu)\n", + "F.show_grayscale()" + ] + }, + { + "cell_type": "markdown", + "id": "221054b6", + "metadata": {}, + "source": [ + "We can then have a look at the 0'th moment along the other axes too" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d487514c", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "moms = [cube.moment0(axis=ii) for ii in range(cube.ndim)]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4e030e15", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", + "data": { + "image/png": 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Sn6sml0ceeYxlXD2IlTADQ5+QnLfd73IkFjFJMcUMGZKSVCfytaY1TB4SU0vi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77z8xZxn6yRZaYsWEIYRWSz3gPSNvDVFUuULd0uA24/td26o8eVZbeAnzQg1kQTlzG+nmWncgIZ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\nFihpbo3KIc369hs0o0KyC4FovdenSWCLWsQ3pTIT8Rn0MxcD4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r1blGvQvIxB+B71vFfm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KSGRYUbCVJCcgn8fYRAUDTp2frNgK8HINQgAhyM5+MixPpfHYrpCdc3Hd9YsCvtx1XUKUKWMP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\nqp/4VO1DqiPr/KfP/j88f/gH/DTPryq4Q50GUywAUNCk4E4Wm2zSpEiVL+j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R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\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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 11 + "output_type": "display_data" } ], - "metadata": {} + "source": [ + "pl.figure(figsize=(8,8))\n", + "pl.subplot(2,2,1)\n", + "pl.imshow(moms[1].value)\n", + "pl.subplot(2,2,3)\n", + "pl.imshow(moms[0].value, vmin=-0.1, vmax=100000)\n", + "pl.subplot(2,2,4)\n", + "pl.imshow(moms[2].value)\n", + "pl.subplots_adjust(hspace=0,wspace=0)\n", + "for ii in (1,3,4):\n", + " sp = pl.subplot(2,2,ii)\n", + " sp.xaxis.set_visible(False)\n", + " sp.yaxis.set_visible(False)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6a42f50d", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/apt.txt b/apt.txt index 06c8bca..1c74645 100644 --- a/apt.txt +++ b/apt.txt @@ -1,2 +1,2 @@ gcc -libgfortran3 \ No newline at end of file +# libgfortran3 \ No newline at end of file diff --git a/casa_to_spectralcube_guide/casa_to_spectralcube_guide.ipynb b/casa_to_spectralcube_guide/casa_to_spectralcube_guide.ipynb index 3f9db25..014e854 100644 --- a/casa_to_spectralcube_guide/casa_to_spectralcube_guide.ipynb +++ b/casa_to_spectralcube_guide/casa_to_spectralcube_guide.ipynb @@ -1,30 +1,4 @@ { - "metadata": { - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.9-final" - }, - "orig_nbformat": 2, - "kernelspec": { - "name": "python3", - "display_name": "Python 3.6.9 64-bit ('casa_py36': conda)", - "metadata": { - "interpreter": { - "hash": "2d716b7c92d5d4166e3213fb09c67a7f0504f606473c52b1c1916f6fd984541f" - } - } - } - }, - "nbformat": 4, - "nbformat_minor": 2, "cells": [ { "cell_type": "markdown", @@ -85,7 +59,7 @@ "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "plt.style.use('seaborn-colorblind')\n", + "# plt.style.use('seaborn-colorblind')\n", "\n", "import astropy.units as u\n", "from astropy.io import fits\n", @@ -140,7 +114,7 @@ " cache=True, show_progress=True)\n", "\n", "# Note that the datafile will not end in \".fits\". Because of that, we need to specify the format\n", - "# When the file name end in \"fits\", `format` will not need to be specified \n", + "# When the file name end in \"fits\", `format` will not need to be specified\n", "cube = SpectralCube.read(filename, format='fits', use_dask=True)\n", "\n", "# Convert to km/s for the spectral unit\n", @@ -955,6 +929,8 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "## Fitting ##\n", "\n", @@ -963,9 +939,7 @@ "### Spectral fitting ###\n", "\n", "To demonstrate fitting in both spectral-cube and CASA, we will fit a single spectrum with a high signal-to-noise to a Gaussian model.\n" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -982,11 +956,11 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "Spectral fitting in CASA uses the [`specfit` task](https://casa.nrao.edu/casadocs/casa-6.1.0/global-task-list/task_specfit/about)." - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -1019,13 +993,13 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "`specfit` has many additional parameters and settings, including fitting multiple spectra, which are not shown for this example.\n", "\n", "The equivalent fitting with spectral-cube and astropy is:" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -1087,6 +1061,8 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "The fits are essentially identical.\n", "\n", @@ -1095,9 +1071,7 @@ "Similar to the spectral fitting, we will demonstrate spatial fitting to a single source in the integrated intensity (moment 0) map with a 2D Gaussian model.\n", "\n", "In CASA, 2D Gaussians can be fit using the [`imfit` task](https://casa.nrao.edu/casadocs/casa-6.1.0/global-task-list/task_imfit/about)." - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -1162,15 +1136,15 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "We have used a few conversions to match the `models.Gaussian2D` expected inputs. Notably, CASA outputs the FWHM of the 2D Gaussian, so we have converted those to the equivalent Gaussian standard deviation.\n", "\n", "It is also important to note that we have *not* used the output units given by CASA as (1) it is easiest to use the pixel coordinates for the `x_mean` and `y_mean` from the full CASA output, and (2) there is some discrepancy in the units returned by CASA, as the peak amplitude is labeled as \"Jy/pix\" but is in the original moment 0 units of (K km/s).\n", "\n", "To view the full `imfit` output, uncomment the line below:" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -1241,6 +1215,8 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "While the CASA output converts into angular sizes using the WCS information, the astropy fit is fit using the pixel grid. Because of this, we add one additional step to convert the pixel size to angular units.\n", "\n", @@ -1262,9 +1238,7 @@ "\n", "The conversion for ${\\rm x\\_stddev}^{\\rm ang}$ is the same with the trig operations switched in the equations (since there is a $90^{\\circ}$ offset in `theta` for the other ellipse axis):\n", "$$ {\\rm x\\_stddev}^{\\rm ang} = {\\rm x\\_stddev} \\ \\left( \\Delta_y^2 \\ {\\rm cos}^2 \\theta + \\Delta_x^2 {\\rm sin}^2 \\theta \\right)^{1/2}. $$\n" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -1292,18 +1266,18 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "As promised for this example, the pixel and angular sizes are the same because 1 pix = 1 arcsec.\n" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "To compare the two fits, we plot the data from `moment0_cutout`, the models, and their residuals:" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -1348,13 +1322,13 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "The spectral-cube/astropy and CASA model results agree well. There are minor differences in the models, which can be seen in the difference of the model solutions in the left lower panel. However, these differences are small, just $0.25\\%$ relative to the peak in the integrated intensity map.\n", "\n", "This agreement is also clear from the model parameters:" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -1371,11 +1345,11 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "However, the evaluated models are essentially equivalent, as expected." - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "markdown", @@ -1395,5 +1369,31 @@ "outputs": [], "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.6.9 64-bit ('casa_py36': conda)", + "metadata": { + "interpreter": { + "hash": "2d716b7c92d5d4166e3213fb09c67a7f0504f606473c52b1c1916f6fd984541f" + } + }, + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9-final" + }, + "orig_nbformat": 2 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/css/jquery.sidr.light.css b/docs/css/jquery.sidr.light.css new file mode 100644 index 0000000..1cc45fc --- /dev/null +++ b/docs/css/jquery.sidr.light.css @@ -0,0 +1,31 @@ +.sidr{display:none;position:absolute;position:fixed;top:0;height:100%;z-index:999999;width:260px;overflow-x:none;overflow-y:auto;font-family:"lucida grande",tahoma,verdana,arial,sans-serif;font-size:15px;background:#f8f8f8;color:#333;-webkit-box-shadow:inset 0 0 5px 5px #ebebeb;-moz-box-shadow:inset 0 0 5px 5px #ebebeb;box-shadow:inset 0 0 5px 5px #ebebeb}.sidr .sidr-inner{padding:0 0 15px}.sidr .sidr-inner>p{margin-left:15px;margin-right:15px}.sidr.right{left:auto;right:-260px}.sidr.left{left:-260px;right:auto}.sidr h1,.sidr h2,.sidr h3,.sidr h4,.sidr h5,.sidr h6{font-size:11px;font-weight:normal;padding:0 15px;margin:0 0 5px;color:#333;line-height:24px;background-image:-webkit-gradient(linear, 50% 0%, 50% 100%, color-stop(0%, #ffffff), color-stop(100%, #dfdfdf));background-image:-webkit-linear-gradient(#ffffff,#dfdfdf);background-image:-moz-linear-gradient(#ffffff,#dfdfdf);background-image:-o-linear-gradient(#ffffff,#dfdfdf);background-image:linear-gradient(#ffffff,#dfdfdf);-webkit-box-shadow:0 5px 5px 3px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 5px 3px rgba(0,0,0,0.2);box-shadow:0 5px 5px 3px rgba(0,0,0,0.2)}.sidr p{font-size:13px;margin:0 0 12px}.sidr p a{color:rgba(51,51,51,0.9)}.sidr>p{margin-left:15px;margin-right:15px}.sidr ul{display:block;margin:0 0 15px;padding:0;border-top:1px solid #dfdfdf;border-bottom:1px solid #fff}.sidr ul li{display:block;margin:0;line-height:48px;border-top:1px solid #fff;border-bottom:1px solid #dfdfdf}.sidr ul li:hover,.sidr ul li.active,.sidr ul li.sidr-class-active{border-top:none;line-height:49px}.sidr ul li:hover>a,.sidr ul li:hover>span,.sidr ul li.active>a,.sidr ul li.active>span,.sidr ul li.sidr-class-active>a,.sidr ul li.sidr-class-active>span{-webkit-box-shadow:inset 0 0 15px 3px #ebebeb;-moz-box-shadow:inset 0 0 15px 3px #ebebeb;box-shadow:inset 0 0 15px 3px #ebebeb}.sidr ul li a,.sidr ul li span{padding:0 15px;display:block;text-decoration:none;color:#333}.sidr ul li ul{border-bottom:none;margin:0}.sidr ul li ul li{line-height:40px;font-size:13px}.sidr ul li ul li:last-child{border-bottom:none}.sidr ul li ul li:hover,.sidr ul li ul li.active,.sidr ul li ul li.sidr-class-active{border-top:none;line-height:41px}.sidr ul li ul li:hover>a,.sidr ul li ul li:hover>span,.sidr ul li ul li.active>a,.sidr ul li ul li.active>span,.sidr ul li ul li.sidr-class-active>a,.sidr ul li ul li.sidr-class-active>span{-webkit-box-shadow:inset 0 0 15px 3px #ebebeb;-moz-box-shadow:inset 0 0 15px 3px #ebebeb;box-shadow:inset 0 0 15px 3px #ebebeb}.sidr ul li ul li a,.sidr ul li ul li span{color:rgba(51,51,51,0.8);padding-left:30px}.sidr form{margin:0 15px}.sidr label{font-size:13px}.sidr input[type="text"],.sidr input[type="password"],.sidr input[type="date"],.sidr input[type="datetime"],.sidr input[type="email"],.sidr input[type="number"],.sidr input[type="search"],.sidr input[type="tel"],.sidr input[type="time"],.sidr input[type="url"],.sidr textarea,.sidr select{width:100%;font-size:13px;padding:5px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;margin:0 0 10px;-webkit-border-radius:2px;-moz-border-radius:2px;-ms-border-radius:2px;-o-border-radius:2px;border-radius:2px;border:none;background:rgba(0,0,0,0.1);color:rgba(51,51,51,0.6);display:block;clear:both}.sidr input[type=checkbox]{width:auto;display:inline;clear:none}.sidr input[type=button],.sidr input[type=submit]{color:#f8f8f8;background:#333}.sidr input[type=button]:hover,.sidr input[type=submit]:hover{background:rgba(51,51,51,0.9)} + +.sidr{ + background-color: white; 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+ +
+ +
+
+ Snakes in Space +
+
+ Analysis Tutorials using radio-astro-tools +
+ +
+ + + + + +
+ + + + + +
+

Astropy Learn tutorials

+
+ There are additional tutorials available in the Astropy Learn library. Search for "spectral-cube" + under the astropy packages list. These tutorials include: + +
+
+ + + Plotting position-velocity (PV) diagrams: + Similar to the version listed above. + + +
+
+ + + Reprojecting spectral cubes onto a mutual grid: + How to match the spatial, and spectral resolution between two data cubes, and then reproject one onto the other. + + +
+
+ + + An overview of working FITS cubes: + A tour of spectral-cube operations matching 21-cm HI and Herschel data of the Small Magellanic Cloud. +
+ Authored by Dhanesh Krishnarao (DK), Shravan Shetty, + Diego Gonzalez-Casanova, + Audra Hernandez, Kris Stern, Kelle Cruz, Stephanie Douglas. +
+ +
+ +
+
+ + +
+

Contributing:

+ +
+ If you'd like to contribute, we welcome new + tutorials and recommendations for existing tutorials! Please open a + pull request +
+ +
+ + + Contributed Scripts: + A depository for community-contributed scripts that are not necessarily vetted + or well-tested but may be useful to others + + +
+
+ + + Sandbox: + A repository for anything in progress and potentially useful for others or future prototyping. + + +
+


+
+ +

About:

+
+ These tutorials are developed by Adam Ginsburg, + Eric Koch, and + Alyssa Bulatek with input from Tom Robitaille and Erik Rosolowsky. +
+
+ This project has been partially funded from the ALMA development program funded by the NSF. +
+ + +
+ + + + + + + diff --git a/docs/js/analytics.js b/docs/js/analytics.js new file mode 100644 index 0000000..74407ee --- /dev/null +++ b/docs/js/analytics.js @@ -0,0 +1,9 @@ +(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ +(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), +m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) +})(window,document,'script','//www.google-analytics.com/analytics.js','ga'); + +ga('create', 'UA-55496982-1', 'auto'); +ga('require', 'displayfeatures'); +ga('require', 'linkid', 'linkid.js'); +ga('send', 'pageview'); diff --git a/requirements.txt b/requirements.txt index 294e186..122a184 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,16 @@ +# fetch +requests +beautifulsoup4 + +notebook==6.5.2 + numpy scipy -matplotlib +matplotlib==3.7 astropy +regions aplpy +astroquery git+https://github.com/radio-astro-tools/spectral-cube/#egg=spectral-cube git+https://github.com/radio-astro-tools/radio-beam/#egg=radio-beam git+https://github.com/radio-astro-tools/pvextractor/#egg=pvextractor @@ -10,3 +18,4 @@ dask[complete] dask-image casatools casatasks +casadata diff --git a/runtime.txt b/runtime.txt index 19bd776..032aea2 100644 --- a/runtime.txt +++ b/runtime.txt @@ -1 +1 @@ -python-3.6 \ No newline at end of file +python-3.9 \ No newline at end of file

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