Tutorial for basic fitting with a SpectralCube #10

e-koch · 2020-09-01T22:34:19Z

Basic spectral and spatial fitting using an ALMA 7-m mosaic of M33.

I still need to host the data cube. But the content is mostly together.

The spatial fitting example uncovered a known spectral-cube bug where Projection.with_fill_value() is not working correctly (see here).

keflavich · 2020-09-02T19:46:05Z

I immediately hit an issue with the binder configuration; how am I supposed to start that up? Is there some custom environment I should have access to?

e-koch · 2020-09-02T19:52:32Z

Sorry, I didn't make that part clear: I haven't setup the environments yet so just comments on the content and layout would be helpful. I still need to host the actual data, too.

…downloading from there)

…ple requirements.txt files)

e-koch · 2020-09-09T21:02:35Z

Binder is only looking for an install (requirements.txt here) at the top level. That's not ideal for tutorials where we'll want to install CASA 6 (since they're big packages to install)

e-koch · 2020-09-09T21:03:34Z

Also noting that we want a complete dask install (or at least dask array). Apparently only the core is installed by default (https://docs.dask.org/en/latest/install.html)

e-koch · 2020-09-09T21:22:01Z

@keflavich @astrofrog -- This should now be complete. The full notebook should now run on binder.

I've made a very small cube cutout for this tutorial here: https://zenodo.org/record/4021108. It may need to be updated to work for all of the tutorials later.

astrofrog

This looks great! Just some minor things below.

Also the notebook should not include output cells in the repository, so if you could clear the output, commit and then squash it will reduce the size of the repo.

make_m33_tutorial_datasets.py

spectral_fitting/fitting_with_spectralcube.ipynb

astrofrog · 2020-10-01T09:22:02Z

spectral_fitting/fitting_with_spectralcube.ipynb

+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"264.187875pt\" version=\"1.1\" viewBox=\"0 0 387.65125 264.187875\" width=\"387.65125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 264.187875 \nL 387.65125 264.187875 \nL 387.65125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 45.65125 224.64 \nL 380.45125 224.64 \nL 380.45125 7.2 \nL 45.65125 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 4.8 \n\" id=\"m2b5011dad5\" style=\"stroke:#262626;\"/>\n      </defs>\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"68.465988\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −275 -->\n      <defs>\n       <path d=\"M 52.828125 31.203125 \nL 5.5625 31.203125 \nL 5.5625 39.40625 \nL 52.828125 39.40625 \nz\n\" id=\"ArialMT-8722\"/>\n       <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       <path d=\"M 4.734375 62.203125 \nL 4.734375 70.65625 \nL 51.078125 70.65625 \nL 51.078125 63.8125 \nQ 44.234375 56.546875 37.515625 44.484375 \nQ 30.8125 32.421875 27.15625 19.671875 \nQ 24.515625 10.6875 23.78125 0 \nL 14.75 0 \nQ 14.890625 8.453125 18.0625 20.40625 \nQ 21.234375 32.375 27.171875 43.484375 \nQ 33.109375 54.59375 39.796875 62.203125 \nz\n\" id=\"ArialMT-55\"/>\n       <path d=\"M 4.15625 18.75 \nL 13.375 19.53125 \nQ 14.40625 12.796875 18.140625 9.390625 \nQ 21.875 6 27.15625 6 \nQ 33.5 6 37.890625 10.78125 \nQ 42.28125 15.578125 42.28125 23.484375 \nQ 42.28125 31 38.0625 35.34375 \nQ 33.84375 39.703125 27 39.703125 \nQ 22.75 39.703125 19.328125 37.765625 \nQ 15.921875 35.84375 13.96875 32.765625 \nL 5.71875 33.84375 \nL 12.640625 70.609375 \nL 48.25 70.609375 \nL 48.25 62.203125 \nL 19.671875 62.203125 \nL 15.828125 42.96875 \nQ 22.265625 47.46875 29.34375 47.46875 \nQ 38.71875 47.46875 45.15625 40.96875 \nQ 51.609375 34.46875 51.609375 24.265625 \nQ 51.609375 14.546875 45.953125 7.46875 \nQ 39.0625 -1.21875 27.15625 -1.21875 \nQ 17.390625 -1.21875 11.203125 4.25 \nQ 5.03125 9.71875 4.15625 18.75 \nz\n\" id=\"ArialMT-53\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(58.555676 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"106.448771\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −250 -->\n      <defs>\n       <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(96.538459 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"144.431554\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −225 -->\n      <g style=\"fill:#262626;\" transform=\"translate(134.521242 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"182.414337\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- −200 -->\n      <g style=\"fill:#262626;\" transform=\"translate(172.504025 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"220.39712\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- −175 -->\n      <defs>\n       <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(210.486808 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"258.379903\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- −150 -->\n      <g style=\"fill:#262626;\" transform=\"translate(248.469591 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"296.362686\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- −125 -->\n      <g style=\"fill:#262626;\" transform=\"translate(286.452374 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"334.345469\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −100 -->\n      <g style=\"fill:#262626;\" transform=\"translate(324.435157 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"169.628906\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"372.328252\" xlink:href=\"#m2b5011dad5\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −75 -->\n      <g style=\"fill:#262626;\" transform=\"translate(364.864752 239.238875)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_10\">\n     <!-- $\\mathrm{\\frac{km}{s}}$ -->\n     <defs>\n      <path d=\"M 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(207.19525 254.299875)scale(0.096 -0.096)\">\n      <use transform=\"translate(0 43.810938)scale(0.7)\" xlink:href=\"#DejaVuSans-107\"/>\n      <use transform=\"translate(40.537109 43.810938)scale(0.7)\" xlink:href=\"#DejaVuSans-109\"/>\n      <use transform=\"translate(36 -26.639062)scale(0.7)\" xlink:href=\"#DejaVuSans-115\"/>\n      <path d=\"M 0 18.810937 \nL 0 25.060937 \nL 108.725586 25.060937 \nL 108.725586 18.810937 \nL 0 18.810937 \nz\n\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_10\">\n      <defs>\n       <path d=\"M 0 0 \nL -4.8 0 \n\" id=\"mee040b7359\" style=\"stroke:#262626;\"/>\n      </defs>\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"45.65125\" xlink:href=\"#mee040b7359\" y=\"222.405367\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- −0.2 -->\n      <defs>\n       <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(19.9795 225.554805)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-8722\"/>\n       <use x=\"58.398438\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"114.013672\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"141.796875\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"45.65125\" xlink:href=\"#mee040b7359\" y=\"190.747298\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(25.11925 193.896736)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"45.65125\" xlink:href=\"#mee040b7359\" y=\"159.089229\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.2 -->\n      <g style=\"fill:#262626;\" transform=\"translate(25.11925 162.238666)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"45.65125\" xlink:href=\"#mee040b7359\" y=\"127.43116\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(25.11925 130.580597)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"45.65125\" xlink:href=\"#mee040b7359\" y=\"95.773091\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 49.75 54.046875 \nL 41.015625 53.375 \nQ 39.84375 58.546875 37.703125 60.890625 \nQ 34.125 64.65625 28.90625 64.65625 \nQ 24.703125 64.65625 21.53125 62.3125 \nQ 17.390625 59.28125 14.984375 53.46875 \nQ 12.59375 47.65625 12.5 36.921875 \nQ 15.671875 41.75 20.265625 44.09375 \nQ 24.859375 46.4375 29.890625 46.4375 \nQ 38.671875 46.4375 44.84375 39.96875 \nQ 51.03125 33.5 51.03125 23.25 \nQ 51.03125 16.5 48.125 10.71875 \nQ 45.21875 4.9375 40.140625 1.859375 \nQ 35.0625 -1.21875 28.609375 -1.21875 \nQ 17.625 -1.21875 10.6875 6.859375 \nQ 3.765625 14.9375 3.765625 33.5 \nQ 3.765625 54.25 11.421875 63.671875 \nQ 18.109375 71.875 29.4375 71.875 \nQ 37.890625 71.875 43.28125 67.140625 \nQ 48.6875 62.40625 49.75 54.046875 \nz\nM 13.875 23.1875 \nQ 13.875 18.65625 15.796875 14.5 \nQ 17.71875 10.359375 21.1875 8.171875 \nQ 24.65625 6 28.46875 6 \nQ 34.03125 6 38.03125 10.484375 \nQ 42.046875 14.984375 42.046875 22.703125 \nQ 42.046875 30.125 38.078125 34.390625 \nQ 34.125 38.671875 28.125 38.671875 \nQ 22.171875 38.671875 18.015625 34.390625 \nQ 13.875 30.125 13.875 23.1875 \nz\n\" id=\"ArialMT-54\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(25.11925 98.922528)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"45.65125\" xlink:href=\"#mee040b7359\" y=\"64.115022\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 17.671875 38.8125 \nQ 12.203125 40.828125 9.5625 44.53125 \nQ 6.9375 48.25 6.9375 53.421875 \nQ 6.9375 61.234375 12.546875 66.546875 \nQ 18.171875 71.875 27.484375 71.875 \nQ 36.859375 71.875 42.578125 66.421875 \nQ 48.296875 60.984375 48.296875 53.171875 \nQ 48.296875 48.1875 45.671875 44.5 \nQ 43.0625 40.828125 37.75 38.8125 \nQ 44.34375 36.671875 47.78125 31.875 \nQ 51.21875 27.09375 51.21875 20.453125 \nQ 51.21875 11.28125 44.71875 5.03125 \nQ 38.234375 -1.21875 27.640625 -1.21875 \nQ 17.046875 -1.21875 10.546875 5.046875 \nQ 4.046875 11.328125 4.046875 20.703125 \nQ 4.046875 27.6875 7.59375 32.390625 \nQ 11.140625 37.109375 17.671875 38.8125 \nz\nM 15.921875 53.71875 \nQ 15.921875 48.640625 19.1875 45.40625 \nQ 22.46875 42.1875 27.6875 42.1875 \nQ 32.765625 42.1875 36.015625 45.375 \nQ 39.265625 48.578125 39.265625 53.21875 \nQ 39.265625 58.0625 35.90625 61.359375 \nQ 32.5625 64.65625 27.59375 64.65625 \nQ 22.5625 64.65625 19.234375 61.421875 \nQ 15.921875 58.203125 15.921875 53.71875 \nz\nM 13.09375 20.65625 \nQ 13.09375 16.890625 14.875 13.375 \nQ 16.65625 9.859375 20.171875 7.921875 \nQ 23.6875 6 27.734375 6 \nQ 34.03125 6 38.125 10.046875 \nQ 42.234375 14.109375 42.234375 20.359375 \nQ 42.234375 26.703125 38.015625 30.859375 \nQ 33.796875 35.015625 27.4375 35.015625 \nQ 21.234375 35.015625 17.15625 30.90625 \nQ 13.09375 26.8125 13.09375 20.65625 \nz\n\" id=\"ArialMT-56\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(25.11925 67.264459)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"fill:#262626;stroke:#262626;\" x=\"45.65125\" xlink:href=\"#mee040b7359\" y=\"32.456952\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 1.0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(25.11925 35.60639)scale(0.088 -0.088)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_18\">\n     <!-- K -->\n     <defs>\n      <path d=\"M 7.328125 0 \nL 7.328125 71.578125 \nL 16.796875 71.578125 \nL 16.796875 36.078125 \nL 52.34375 71.578125 \nL 65.1875 71.578125 \nL 35.15625 42.578125 \nL 66.5 0 \nL 54 0 \nL 28.515625 36.234375 \nL 16.796875 24.8125 \nL 16.796875 0 \nz\n\" id=\"ArialMT-75\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(14.0715 119.12175)rotate(-90)scale(0.096 -0.096)\">\n      <use xlink:href=\"#ArialMT-75\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#p5e7e125d31)\" d=\"M 60.869432 197.186511 \nL 61.378401 197.186511 \nL 61.378401 190.149776 \nL 62.39634 190.149776 \nL 62.39634 201.681621 \nL 63.414278 201.681621 \nL 63.414278 174.617614 \nL 64.432217 174.617614 \nL 64.432217 190.085526 \nL 65.450155 190.085526 \nL 65.450155 191.363207 \nL 66.468094 191.363207 \nL 66.468094 189.238312 \nL 67.486033 189.238312 \nL 67.486033 214.756364 \nL 68.503971 214.756364 \nL 68.503971 192.177588 \nL 69.52191 192.177588 \nL 69.52191 183.362503 \nL 70.539848 183.362503 \nL 70.539848 198.654804 \nL 71.557787 198.654804 \nL 71.557787 203.465588 \nL 72.575726 203.465588 \nL 72.575726 182.457988 \nL 73.593664 182.457988 \nL 73.593664 172.154818 \nL 74.611603 172.154818 \nL 74.611603 183.938962 \nL 75.629541 183.938962 \nL 75.629541 181.25261 \nL 76.64748 181.25261 \nL 76.64748 198.300963 \nL 77.665418 198.300963 \nL 77.665418 208.560766 \nL 78.683357 208.560766 \nL 78.683357 188.081215 \nL 79.701296 188.081215 \nL 79.701296 185.908931 \nL 80.719234 185.908931 \nL 80.719234 185.049869 \nL 81.737173 185.049869 \nL 81.737173 203.455205 \nL 82.755111 203.455205 \nL 82.755111 210.653971 \nL 83.77305 210.653971 \nL 83.77305 200.014482 \nL 84.790989 200.014482 \nL 84.790989 192.248416 \nL 85.808927 192.248416 \nL 85.808927 201.365267 \nL 86.826866 201.365267 \nL 86.826866 186.400389 \nL 87.844804 186.400389 \nL 87.844804 189.912845 \nL 88.862743 189.912845 \nL 88.862743 192.1471 \nL 89.880681 192.1471 \nL 89.880681 190.981827 \nL 90.89862 190.981827 \nL 90.89862 180.199896 \nL 91.916559 180.199896 \nL 91.916559 179.270068 \nL 92.934497 179.270068 \nL 92.934497 199.318015 \nL 93.952436 199.318015 \nL 93.952436 186.478671 \nL 94.970374 186.478671 \nL 94.970374 190.150592 \nL 95.988313 190.150592 \nL 95.988313 197.593135 \nL 97.006252 197.593135 \nL 97.006252 196.758248 \nL 98.02419 196.758248 \nL 98.02419 202.001077 \nL 99.042129 202.001077 \nL 99.042129 177.342411 \nL 100.060067 177.342411 \nL 100.060067 203.67348 \nL 101.078006 203.67348 \nL 101.078006 196.787662 \nL 102.095944 196.787662 \nL 102.095944 195.95027 \nL 103.113883 195.95027 \nL 103.113883 209.244551 \nL 104.131822 209.244551 \nL 104.131822 172.356372 \nL 105.14976 172.356372 \nL 105.14976 203.049854 \nL 106.167699 203.049854 \nL 106.167699 198.519344 \nL 107.185637 198.519344 \nL 107.185637 191.647515 \nL 108.203576 191.647515 \nL 108.203576 189.701464 \nL 109.221515 189.701464 \nL 109.221515 191.642804 \nL 110.239453 191.642804 \nL 110.239453 180.125963 \nL 111.257392 180.125963 \nL 111.257392 184.319685 \nL 112.27533 184.319685 \nL 112.27533 201.627493 \nL 113.293269 201.627493 \nL 113.293269 181.258923 \nL 114.311207 181.258923 \nL 114.311207 203.127274 \nL 115.329146 203.127274 \nL 115.329146 191.709643 \nL 116.347085 191.709643 \nL 116.347085 179.101139 \nL 117.365023 179.101139 \nL 117.365023 207.052976 \nL 118.382962 207.052976 \nL 118.382962 203.91471 \nL 119.4009 203.91471 \nL 119.4009 180.49888 \nL 120.418839 180.49888 \nL 120.418839 194.225837 \nL 121.436778 194.225837 \nL 121.436778 196.529836 \nL 122.454716 196.529836 \nL 122.454716 197.118353 \nL 123.472655 197.118353 \nL 123.472655 184.700624 \nL 124.490593 184.700624 \nL 124.490593 199.297087 \nL 125.508532 199.297087 \nL 125.508532 195.480574 \nL 126.52647 195.480574 \nL 126.52647 185.069907 \nL 127.544409 185.069907 \nL 127.544409 187.075939 \nL 128.562348 187.075939 \nL 128.562348 201.135074 \nL 129.580286 201.135074 \nL 129.580286 178.961759 \nL 130.598225 178.961759 \nL 130.598225 178.708496 \nL 131.616163 178.708496 \nL 131.616163 181.865503 \nL 132.634102 181.865503 \nL 132.634102 188.686988 \nL 133.652041 188.686988 \nL 133.652041 197.947054 \nL 134.669979 197.947054 \nL 134.669979 195.733286 \nL 135.687918 195.733286 \nL 135.687918 186.681125 \nL 136.705856 186.681125 \nL 136.705856 198.612644 \nL 137.723795 198.612644 \nL 137.723795 175.318906 \nL 138.741733 175.318906 \nL 138.741733 186.304056 \nL 139.759672 186.304056 \nL 139.759672 173.698779 \nL 140.777611 173.698779 \nL 140.777611 186.629845 \nL 141.795549 186.629845 \nL 141.795549 188.104602 \nL 142.813488 188.104602 \nL 142.813488 197.301073 \nL 143.831426 197.301073 \nL 143.831426 182.648665 \nL 144.849365 182.648665 \nL 144.849365 183.775737 \nL 145.867304 183.775737 \nL 145.867304 173.739308 \nL 146.885242 173.739308 \nL 146.885242 176.207354 \nL 147.903181 176.207354 \nL 147.903181 194.168353 \nL 148.921119 194.168353 \nL 148.921119 210.117812 \nL 149.939058 210.117812 \nL 149.939058 188.903765 \nL 150.956996 188.903765 \nL 150.956996 170.663895 \nL 151.974935 170.663895 \nL 151.974935 168.251381 \nL 152.992874 168.251381 \nL 152.992874 149.24959 \nL 154.010812 149.24959 \nL 154.010812 194.719607 \nL 155.028751 194.719607 \nL 155.028751 177.491643 \nL 156.046689 177.491643 \nL 156.046689 143.596797 \nL 157.064628 143.596797 \nL 157.064628 82.889336 \nL 158.082567 82.889336 \nL 158.082567 48.194055 \nL 159.100505 48.194055 \nL 159.100505 31.786262 \nL 160.118444 31.786262 \nL 160.118444 18.791221 \nL 161.136382 18.791221 \nL 161.136382 20.058859 \nL 162.154321 20.058859 \nL 162.154321 19.571705 \nL 163.172259 19.571705 \nL 163.172259 25.789708 \nL 164.190198 25.789708 \nL 164.190198 39.467292 \nL 165.208137 39.467292 \nL 165.208137 25.375326 \nL 166.226075 25.375326 \nL 166.226075 63.549589 \nL 167.244014 63.549589 \nL 167.244014 48.655426 \nL 168.261952 48.655426 \nL 168.261952 75.259607 \nL 169.279891 75.259607 \nL 169.279891 45.360152 \nL 170.29783 45.360152 \nL 170.29783 75.865097 \nL 171.315768 75.865097 \nL 171.315768 71.734794 \nL 172.333707 71.734794 \nL 172.333707 84.301215 \nL 173.351645 84.301215 \nL 173.351645 115.324104 \nL 174.369584 115.324104 \nL 174.369584 142.556442 \nL 175.387522 142.556442 \nL 175.387522 106.431778 \nL 176.405461 106.431778 \nL 176.405461 182.52928 \nL 177.4234 182.52928 \nL 177.4234 175.823086 \nL 178.441338 175.823086 \nL 178.441338 189.328036 \nL 179.459277 189.328036 \nL 179.459277 196.017244 \nL 180.477215 196.017244 \nL 180.477215 208.593052 \nL 181.495154 208.593052 \nL 181.495154 183.010618 \nL 182.513093 183.010618 \nL 182.513093 209.745772 \nL 183.531031 209.745772 \nL 183.531031 189.706599 \nL 184.54897 189.706599 \nL 184.54897 181.000847 \nL 185.566908 181.000847 \nL 185.566908 200.679513 \nL 186.584847 200.679513 \nL 186.584847 202.790856 \nL 187.602785 202.790856 \nL 187.602785 204.108113 \nL 188.620724 204.108113 \nL 188.620724 192.191832 \nL 189.638663 192.191832 \nL 189.638663 164.632226 \nL 190.656601 164.632226 \nL 190.656601 187.75886 \nL 191.67454 187.75886 \nL 191.67454 194.417533 \nL 192.692478 194.417533 \nL 192.692478 166.161726 \nL 193.710417 166.161726 \nL 193.710417 159.938547 \nL 194.728356 159.938547 \nL 194.728356 189.336613 \nL 195.746294 189.336613 \nL 195.746294 201.714603 \nL 196.764233 201.714603 \nL 196.764233 195.149377 \nL 197.782171 195.149377 \nL 197.782171 209.28123 \nL 198.80011 209.28123 \nL 198.80011 196.099863 \nL 199.818048 196.099863 \nL 199.818048 178.302556 \nL 200.835987 178.302556 \nL 200.835987 177.679587 \nL 201.853926 177.679587 \nL 201.853926 195.840037 \nL 202.871864 195.840037 \nL 202.871864 191.819609 \nL 203.889803 191.819609 \nL 203.889803 200.915471 \nL 204.907741 200.915471 \nL 204.907741 181.194079 \nL 205.92568 181.194079 \nL 205.92568 175.023885 \nL 206.943619 175.023885 \nL 206.943619 194.555295 \nL 207.961557 194.555295 \nL 207.961557 190.549424 \nL 208.979496 190.549424 \nL 208.979496 187.106022 \nL 209.997434 187.106022 \nL 209.997434 196.577413 \nL 211.015373 196.577413 \nL 211.015373 186.747741 \nL 212.033311 186.747741 \nL 212.033311 188.064972 \nL 213.05125 188.064972 \nL 213.05125 180.55612 \nL 214.069189 180.55612 \nL 214.069189 211.863477 \nL 215.087127 211.863477 \nL 215.087127 213.330372 \nL 216.105066 213.330372 \nL 216.105066 168.299241 \nL 217.123004 168.299241 \nL 217.123004 183.744539 \nL 218.140943 183.744539 \nL 218.140943 203.755188 \nL 219.158881 203.755188 \nL 219.158881 182.595798 \nL 220.17682 182.595798 \nL 220.17682 170.757439 \nL 221.194759 170.757439 \nL 221.194759 172.822619 \nL 222.212697 172.822619 \nL 222.212697 182.414391 \nL 223.230636 182.414391 \nL 223.230636 204.259697 \nL 224.248574 204.259697 \nL 224.248574 185.644571 \nL 225.266513 185.644571 \nL 225.266513 181.569167 \nL 226.284452 181.569167 \nL 226.284452 197.78587 \nL 227.30239 197.78587 \nL 227.30239 191.60367 \nL 228.320329 191.60367 \nL 228.320329 176.238108 \nL 229.338267 176.238108 \nL 229.338267 186.542321 \nL 230.356206 186.542321 \nL 230.356206 202.214133 \nL 231.374144 202.214133 \nL 231.374144 188.028972 \nL 232.392083 188.028972 \nL 232.392083 203.458511 \nL 233.410022 203.458511 \nL 233.410022 193.838832 \nL 234.42796 193.838832 \nL 234.42796 184.345159 \nL 235.445899 184.345159 \nL 235.445899 204.51104 \nL 236.463837 204.51104 \nL 236.463837 205.038795 \nL 237.481776 205.038795 \nL 237.481776 178.025133 \nL 238.499715 178.025133 \nL 238.499715 197.738187 \nL 239.517653 197.738187 \nL 239.517653 197.121146 \nL 240.535592 197.121146 \nL 240.535592 190.409153 \nL 241.55353 190.409153 \nL 241.55353 194.641919 \nL 242.571469 194.641919 \nL 242.571469 188.770518 \nL 243.589407 188.770518 \nL 243.589407 195.348029 \nL 244.607346 195.348029 \nL 244.607346 202.802353 \nL 245.625285 202.802353 \nL 245.625285 188.081656 \nL 246.643223 188.081656 \nL 246.643223 193.712895 \nL 247.661162 193.712895 \nL 247.661162 198.596054 \nL 248.6791 198.596054 \nL 248.6791 191.983492 \nL 249.697039 191.983492 \nL 249.697039 201.549829 \nL 251.732916 201.508175 \nL 251.732916 191.028239 \nL 252.750855 191.028239 \nL 252.750855 192.434535 \nL 253.768793 192.434535 \nL 253.768793 169.132369 \nL 254.786732 169.132369 \nL 254.786732 184.991592 \nL 255.80467 184.991592 \nL 255.80467 202.554531 \nL 256.822609 202.554531 \nL 256.822609 180.176078 \nL 257.840548 180.176078 \nL 257.840548 197.203872 \nL 258.858486 197.203872 \nL 258.858486 200.255994 \nL 259.876425 200.255994 \nL 259.876425 182.308638 \nL 260.894363 182.308638 \nL 260.894363 201.708566 \nL 261.912302 201.708566 \nL 261.912302 203.721465 \nL 262.930241 203.721465 \nL 262.930241 178.088519 \nL 263.948179 178.088519 \nL 263.948179 199.842775 \nL 264.966118 199.842775 \nL 264.966118 188.625575 \nL 265.984056 188.625575 \nL 265.984056 198.59072 \nL 267.001995 198.59072 \nL 267.001995 206.57531 \nL 268.019933 206.57531 \nL 268.019933 203.478943 \nL 269.037872 203.478943 \nL 269.037872 180.162898 \nL 270.055811 180.162898 \nL 270.055811 174.310671 \nL 271.073749 174.310671 \nL 271.073749 188.786544 \nL 272.091688 188.786544 \nL 272.091688 184.557559 \nL 273.109626 184.557559 \nL 273.109626 188.118791 \nL 274.127565 188.118791 \nL 274.127565 186.826039 \nL 275.145504 186.826039 \nL 275.145504 184.132914 \nL 276.163442 184.132914 \nL 276.163442 187.935913 \nL 277.181381 187.935913 \nL 277.181381 181.460743 \nL 278.199319 181.460743 \nL 278.199319 189.510911 \nL 279.217258 189.510911 \nL 279.217258 204.853403 \nL 280.235196 204.853403 \nL 280.235196 177.927919 \nL 281.253135 177.927919 \nL 281.253135 173.356299 \nL 282.271074 173.356299 \nL 282.271074 176.091765 \nL 283.289012 176.091765 \nL 283.289012 180.432426 \nL 284.306951 180.432426 \nL 284.306951 191.199828 \nL 285.324889 191.199828 \nL 285.324889 199.029065 \nL 286.342828 199.029065 \nL 286.342828 169.337339 \nL 287.360767 169.337339 \nL 287.360767 206.548672 \nL 288.378705 206.548672 \nL 288.378705 191.718273 \nL 289.396644 191.718273 \nL 289.396644 189.474484 \nL 290.414582 189.474484 \nL 290.414582 194.577689 \nL 291.432521 194.577689 \nL 291.432521 193.945957 \nL 292.450459 193.945957 \nL 292.450459 166.322495 \nL 293.468398 166.322495 \nL 293.468398 182.616661 \nL 294.486337 182.616661 \nL 294.486337 191.882036 \nL 295.504275 191.882036 \nL 295.504275 194.979064 \nL 296.522214 194.979064 \nL 296.522214 183.002792 \nL 297.540152 183.002792 \nL 297.540152 199.303851 \nL 298.558091 199.303851 \nL 298.558091 195.676926 \nL 299.57603 195.676926 \nL 299.57603 201.698829 \nL 300.593968 201.698829 \nL 300.593968 191.625334 \nL 301.611907 191.625334 \nL 301.611907 199.78661 \nL 302.629845 199.78661 \nL 302.629845 180.954302 \nL 303.647784 180.954302 \nL 303.647784 206.246684 \nL 304.665722 206.246684 \nL 304.665722 194.12957 \nL 305.683661 194.12957 \nL 305.683661 194.863326 \nL 306.7016 194.863326 \nL 306.7016 190.794943 \nL 307.719538 190.794943 \nL 307.719538 201.030727 \nL 308.737477 201.030727 \nL 308.737477 185.845642 \nL 309.755415 185.845642 \nL 309.755415 181.269038 \nL 310.773354 181.269038 \nL 310.773354 194.168964 \nL 311.791293 194.168964 \nL 311.791293 180.46941 \nL 312.809231 180.46941 \nL 312.809231 182.210937 \nL 313.82717 182.210937 \nL 313.82717 182.984652 \nL 314.845108 182.984652 \nL 314.845108 195.897495 \nL 315.863047 195.897495 \nL 315.863047 201.226302 \nL 316.880985 201.226302 \nL 316.880985 196.244077 \nL 317.898924 196.244077 \nL 317.898924 189.281806 \nL 318.916863 189.281806 \nL 318.916863 196.843791 \nL 319.934801 196.843791 \nL 319.934801 191.955007 \nL 320.95274 191.955007 \nL 320.95274 198.187851 \nL 321.970678 198.187851 \nL 321.970678 176.380691 \nL 322.988617 176.380691 \nL 322.988617 182.802679 \nL 324.006556 182.802679 \nL 324.006556 195.151125 \nL 325.024494 195.151125 \nL 325.024494 174.529695 \nL 326.042433 174.529695 \nL 326.042433 193.075478 \nL 327.060371 193.075478 \nL 327.060371 199.088739 \nL 328.07831 199.088739 \nL 328.07831 192.394166 \nL 329.096248 192.394166 \nL 329.096248 188.530349 \nL 330.114187 188.530349 \nL 330.114187 194.944931 \nL 331.132126 194.944931 \nL 331.132126 173.847397 \nL 332.150064 173.847397 \nL 332.150064 185.441147 \nL 333.168003 185.441147 \nL 333.168003 200.345912 \nL 334.185941 200.345912 \nL 334.185941 178.114395 \nL 335.20388 178.114395 \nL 335.20388 185.681895 \nL 336.221819 185.681895 \nL 336.221819 188.097605 \nL 337.239757 188.097605 \nL 337.239757 183.536905 \nL 338.257696 183.536905 \nL 338.257696 183.191608 \nL 339.275634 183.191608 \nL 339.275634 185.630815 \nL 340.293573 185.630815 \nL 340.293573 196.149456 \nL 341.311511 196.149456 \nL 341.311511 185.610738 \nL 342.32945 185.610738 \nL 342.32945 182.357611 \nL 343.347389 182.357611 \nL 343.347389 188.047669 \nL 344.365327 188.047669 \nL 344.365327 193.189741 \nL 345.383266 193.189741 \nL 345.383266 198.723851 \nL 346.401204 198.723851 \nL 346.401204 193.014654 \nL 347.419143 193.014654 \nL 347.419143 181.675888 \nL 348.437082 181.675888 \nL 348.437082 194.958069 \nL 349.45502 194.958069 \nL 349.45502 192.828115 \nL 350.472959 192.828115 \nL 350.472959 197.718611 \nL 351.490897 197.718611 \nL 351.490897 192.023636 \nL 352.508836 192.023636 \nL 352.508836 205.191239 \nL 353.526774 205.191239 \nL 353.526774 208.781016 \nL 354.544713 208.781016 \nL 354.544713 188.818539 \nL 355.562652 188.818539 \nL 355.562652 177.482227 \nL 356.58059 177.482227 \nL 356.58059 181.592296 \nL 357.598529 181.592296 \nL 357.598529 200.227581 \nL 358.616467 200.227581 \nL 358.616467 187.632403 \nL 359.634406 187.632403 \nL 359.634406 180.657239 \nL 360.652345 180.657239 \nL 360.652345 179.140308 \nL 361.670283 179.140308 \nL 361.670283 198.672042 \nL 362.688222 198.672042 \nL 362.688222 180.031973 \nL 363.70616 180.031973 \nL 363.70616 181.64752 \nL 364.724099 181.64752 \nL 364.724099 174.014076 \nL 365.233068 174.014076 \nL 365.233068 174.014076 \n\" style=\"fill:none;stroke:#0173b2;stroke-linecap:round;stroke-width:1.2;\"/>\n   </g>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#p5e7e125d31)\" d=\"M 60.869432 190.747298 \nL 140.268641 190.647992 \nL 142.304518 190.422391 \nL 143.322457 190.181741 \nL 144.340396 189.787724 \nL 145.358334 189.160346 \nL 146.376273 188.189107 \nL 147.394211 186.727669 \nL 148.41215 184.590955 \nL 149.430089 181.556707 \nL 150.448027 177.373713 \nL 151.465966 171.778663 \nL 152.483904 164.522744 \nL 153.501843 155.40751 \nL 154.519781 144.327466 \nL 155.53772 131.314388 \nL 157.573597 100.522636 \nL 160.627413 51.463314 \nL 161.645352 37.805067 \nL 162.66329 27.051526 \nL 163.681229 19.96954 \nL 164.699167 17.083636 \nL 165.717106 18.611815 \nL 166.735044 24.438337 \nL 167.752983 34.128206 \nL 168.770922 46.980846 \nL 170.806799 78.562331 \nL 172.842676 111.725487 \nL 174.878553 140.502107 \nL 175.896492 152.191121 \nL 176.91443 161.908495 \nL 177.932369 169.721896 \nL 178.950307 175.805765 \nL 179.968246 180.397549 \nL 180.986185 183.759372 \nL 182.004123 186.148434 \nL 183.022062 187.797199 \nL 184.04 188.90268 \nL 185.057939 189.623055 \nL 186.075878 190.079419 \nL 188.111755 190.529013 \nL 191.16557 190.713636 \nL 199.309079 190.747223 \nL 365.233068 190.747298 \nL 365.233068 190.747298 \n\" style=\"fill:none;stroke:#de8f05;stroke-linecap:round;stroke-width:1.2;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 45.65125 224.64 \nL 45.65125 7.2 \n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 380.45125 224.64 \nL 380.45125 7.2 \n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 45.65125 224.64 \nL 380.45125 224.64 \n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 45.65125 7.2 \nL 380.45125 7.2 \n\" style=\"fill:none;stroke:#262626;stroke-linecap:square;stroke-linejoin:miter;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p5e7e125d31\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"45.65125\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAENCAYAAADt3gm6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deZgcd33n8XdVT8+lOTSSLMkywhjZ/skGBcMTYhuslTC2c+4mLPusQ0LYXBuSgDcEa/3EEPAAAQIWRwIsOIRdcjiOhZPAggPYDkgxsYkxi20Zmx+2ZGNsWfdcmu6Z7umq/aO7Znp6umf6qKOl/ryeR496+qj6dlV1fX9X/crxfR8REelsbtIBiIhI8pQMREREyUBERJQMREQEJQMREQG6kg6gWcYYDYMSEWmCtdapfO60TQYA1tqkQxAROa0YY6o+r2YiERFRMhARESUDERFByUBERFAyEBERlAxERAQlAxERQclA2szs0e+RnziYdBgiHee0vuhMziy+73Psq78G+Gz61Qdxu/qSDkmkY6hmIIkay+QYy+QAyB17iPz4k3hzs0x+7xMJRybSWVQzkMSMZXKsH70LgP27djD06K30br6SnvUvZ/b5+xOOTqSzqGYgicnmPQqeT8HzufjDe7nvwa/DpivpXvdScscfSzo8kY6imoEkbv+unczOFfBuf565VVvoXruFucmn8HJTuN2DSYcn0hFUM5DEjfSl2dAzy9rUJM7QFtJrtoLbRe6EagcicVEykLbgTx6g4Ls4g+fipLpJj1xI7vijSYcl0jGUDKQt+JMHOVRYh5PqKY4uGt5K/uTjSYcl0jGUDKQt+JMHeHrubJ4Zz7J+9C4+/UiB7PgzSYcl0jGUDKQtuKcO8kzhbF71iW9R8Hyen1vD3KlDSYcl0jGUDKQtpDLPcu2rL5v/+0hhDX7m+QQjEuksSgbSFgqZw/QObZr/+2hhDWSex/e9BKMS6RxKBtIW5qaP4PRtnP/7cGEN+HN4mWMJRiXSOWK/6MwY81HgG9bar5Q99ybgrcAE8N+stWos7iD+XAY/Nwl9G4BnAThaGAFgbvoQqVUbEoxOpDPEVjMwxqSMMX8NvK7i+R7g94BXAe8F3hlXTJKsydl88UH2CABO3/r51/KkoXcdBXUii8QizmaiFHAr8FcVz28F9ltr54BvAT8ZY0ySkLFMjm2795FyHbpzx8BNQ8/Iovc4/Zs0okgkJrE1E1lrc8DXjTGXV7w0BEyV3uMbY5YkKGPMKHBT5EFKbIJJ6h67YSf9E3eT7d+A4yze9U7/2RSmn0soQpHO0g4T1U0BAwDGGAeYq3yDtXYUGC1/zhjjxxCbRGyoJ00hc4TUqo1LX+zfyNz04fiDEulA7TCa6AfAy4wxaeDVwMMJxyMxK0wfpqtKJ7HTuw4veyKBiEQ6T2I1A2PMDmCbtfaTxpjPUOwvKABvSComScbc9GFS/RspVL7Qs5bC8W8nEZJIx4k9GZSafAL7Ss99Hvh83LFIeyhkjtCz/pIlzzu9a/CyxxOISKTztEMzkXQ4L3MMt++spS/0rqMwo2YikTgoGUjiCjMnSfWuWfK807MWL3sC31vSgCQiIVMykMR5Mydw+9bRl3ZJuc78807vWsDHmx1LLjiRDqFkIInyvTm82XFSvWsZ6e/m6Og17N+1s/hi71oACuo3EIlcO1xnIJ0sNw6AW2omGunvJpsvzVTaNYCT6tHwUpEYqGYgifJnTgKQ6lu75DXHcXD71lHIauZSkagpGUiyZk+Cm8ZJD1R9OdW7lkL2BGOZXPHeyCISCSUDSZQ/e5JU71ocx6n6utu3junJI6wfvYv1o3cpIYhERMlAkjV7Erdv6bDSQKpvHfnMMQqeT8HzF/oTRCRUSgaSiOBeBv5MsWZQi9u7Bl9DS0Uip2QgsSu/l0HX3Nj8SKIl78vmyaUGYXY85ghFOo+SgcQuuJfB/l076J4bJ9W3rur7tu3ey3v2HiE/o2QgEjUlA0nMUE+awsyJmjUDgPHCKjUTicRAyUAS5WVPLpsMJv1VOPnJGCMS6UxKBpKo4lQUIzVfn/QGcPNqJhKJmpKBJMqbncDtGa75+qS3CmdumtTSW9+ISIiUDCRR3uw4bs/qmq9PeKsAGHKn4wpJpCMpGUhifN/Dy00umwwmg2TgKBmIREnJQJKTmwT8ZZuJpvx+fBzVDEQipmQgySmNElquZuDj4qcHlQxEIqZkIInxcxMAuN21awYAfnq1koFIxJQMJDm5CZz0KpxUetm3+d3DDLunYgpKpDMpGUhi/NmJZZuI5t+XHmbIycQQkUjnUjKQ5OTGl+08DnjpYYZUMxCJVGz3QDbGdAG3ApuAB6y115e99vvAbwDTwButtc/GFZckx89NkKqnZtA9zJB7PIaIRDpXnDWD1wOPWGu3A6uNMa8se+0twOXAbuC6GGOSJOXqbyYaVgeySKRiqxkAlwFfKD2+B7gC+E7p74eAPmAAmKr8oDFmFLgp+hAlVrnqU1H0pV1SrkPB84FSn4GSgUik4kwGQyyc6KcpnvgDU8D3gTSwvfKD1tpRYLT8OWOMH0WQEh8/N4G7amnNYKS/m6Oj13BocpZtu/fidSsZiEQtzmaiKRYSwAAwAWCM+QnAAFuAVwOfjTEmSVKNmgEUE8JIX3HIaXE0kZKBSJTiTAYPAjtLj68EHig9PgVMW2vzwElgVYwxSYLq7kBOr9Z1BiIRizMZ7AEuMcbcD8wBPcaYt1prDwL3lZ7/Z+DGGGOSJOUmcFa4+hjA7x5i0M0AahkUiUpsfQbW2hxwbcXT+0qvfQD4QFyxSHso1gzqSAbp1XQ7c/Q5szFEJdKZdNGZJKfOoaVeupgw1G8gEh0lA0mEg1f/dQalpqRhd5qxbJ6xTC7q8EQ6jpKBJGKVk2WlexnMS/Uy66cZdKfZtnsv60fvUkIQCZmSgSSi2CG8/L0Myk14q+ZHFBU8n2zeiyw2kU4U50VnIvOCi8jqqRkcOzVLl7dKF56JREg1A0nEkDMNXf04qe6a7wmmpfj5zz3ApDeg+YlEIqSagSRiyM3ACtcYBNNSZPMes3fdwr2P654GIlFRzUASMeRO13XB2Uh/N5uGe1k1sIYbXrWW/bt2Rh+cSAdSMpBEDLnTK9YMyrm9I6QLk/PzFYlIuJQMJBGDTn01g4DbM4yXm4gwIpHOpmQgiWi4ZtA9jDerZCASFSUDSUQ9Hcjl3J7VSgYiEVIykNhNzuZLHcj1XXAGkOpRzUAkSkoGEquxTI5tu/cx5E6T7qs/GTg9w3iz4/N/T87mowhPpGMpGUissnmPgudz6UaXVQNr6v5cqmc1Xm6C3i6HlOuwbfc+zU8kEiIlA0mEm5+sb5K64P09w+B7rE7n2L9rh+YnEgmZkoEkIzde9yR1sDChnTc7zlCPrjUQCZuSgcTOwYP8ZF33Pw64pZFH5f0GIhIeJQOJ3SpnBnyvoWYip6sHJ9WLNzsZYWQinUvJQGI3OD99df01g+D9qhmIREPJQGI36JRubNPARWcAbs+QkoFIRJQMJHZD7jSk+nC6ehr6nK5CFomOkoHErtF5iQJu6VoDEQlfbDe3McZ0AbcCm4AHrLXXl73208BoKZ6brLX/HFdcEr9672VQye0eUs1AJCJx1gxeDzxird0OrDbGvBLAGJOimAiuAX4aeFGMMUkChpzGJqkLuD2rKajPQCQScSaDy4Bvlh7fA1xRemyAY8BfArcDd8cYkySg6ZpBzzC+agYikYjzHshDwFTp8TQwUHq8Bng5sA14AfAx4BfKP2iMGQVuiiVKidygOw0NXGMQKNYMlAxEohBnMphiIQEMAMGvegz4nrV2HBg3xmys/KC1dpRiU9I8Y4wfWaQSqWIH8vqGP+eWZi51IohJpNPFmQweBHYC9wNXUmwWAjgAnGeMGQTWAidjjEkSMOQ0di+DQJAMUhHEJNLp4uwz2ANcYoy5H5gDeowxb7XWzgDvodifsAf4oxhjkgQ0epezQHFoqaajEIlCbDUDa20OuLbi6X2l1+4A7ogrFknWkDuNkx5q+HNBzcD31UIoEjZddCaxG3JPQYPzEkHpngaFHBRmIohKpLMpGUjshhu8/3FgfmI7NRWJhE7JQGLl+15xorqmagbFz/iakkIkdEoGEq/cBK7jN1UzcLr6wUlBTlchi4RNyUDiFZzIm6gZOI5TrB2U1QzGMjnGMrmwohPpWEoGEis/mFso3fjQUig2FfmlPoOxbJ71o3exfvQuJQSRFikZSLxy40x5/Thuc5eOuT1D8zWDbL5AwfMpeD7ZvBdmlCIdR8lAYuXPjjPhrWr688WagTqQRcKmZCDxyo0z4Q2s/L4a3J5hyGtoqUjYlAwkVn5ugsmWawYaTSQSNiUDiVerzUTdw6Ab3IiETslAYuXnxpnwW2gm6h1Rn4FIBJQMJF6z4y01E6V618DsWIgBiQiskAyMMd01nl9yAxqRevi5sdY6kHtH5pPB5MxcWGGJdLyVagZfNMaky58wxvwC8J3oQpIzWq7FPoPeNZAbI+U6XHXL/SEGJtLZVrqfwTeBfzTG/BLFxPERijey/7moA5Mzkz87zmQLNYNU7xr82XH2v/0KLt59b4iRiXS2ZWsG1tqbgW8A/5fi7SqngUuttftjiE3ORC3XDEYAn0E3E15MIrJyB7K19mPAVyne0P6PrbX5yKOSM5Lve5CbaPGiszXFB+pEFgnVss1Expj/A/iAA1wA7DXGPAFgrf3N6MOTM4mfmwLfY9Jv5aKzIXBcfCUDkVCt1Gfw+RqPRRpWmCmNAmqhmchxXNyeEdUMREK2bDKw1u6LKxA583mzrScDgFTfmlLNYCSEqEQEdNGZxMibHYeuAeZWrJAuz+3RhWciYVMykNh4s+NN3eGsktu7Bj+nZCASJiUDiY03M97UvY8rub0jMHMyhIhEJNBafb0Bxpgu4FZgE/CAtfb6ite7gceBl1lrT8UVl8THmx0LpWaQ6l2DP3UshIhEJBBnzeD1wCPW2u3AamPMKyte/wPgrBjjkZgVZsbCqxmoz0AkVLHVDIDLgC+UHt9DcVqL7wAYY9YBrwT+X7UPGmNGgZuiD1GiFGqfgZKBSKjiTAZDFK9ihuK0FuWXod4E/Anw59U+aK0dBUbLnzPG+KFHKJHyZsZwute3vJyUagYioYuzmWiKhQQwAEwAGGMuAtLW2kdijEUS4M2OQxjNRD2qGYiELc5k8CCws/T4SuCB0uOrgZcbY/YClwB/HWNMEiNvZgwnpGYicmM4eCFEJSIQbzLYA1xijLkfmAN6jDFvtdb+ubX2UmvtTuAh4E0xxiQxKsyOhVIzSPWtAd9jlZMNISoRgRj7DKy1OeDaiqf3VbxnZ1zxSPy87AlSvWuhxRK921ucuXS1e4pThdamthCRIl10JrHwvbnSdQZrW16W2z0MOIy4Uyu+V0Tqo2QgsfBKVww7va0nA8dNQfcww66uTRQJi5KBxKKQPV58EEIyAKBnhNVKBiKhUTKQWBSyJ3C6+nC6+kNZntMzopqBSIiUDCQW3sxx3L514S1QNQORUCkZSCwK8yOJwlGsGagDWSQsSgYSCy8bcs2gWzUDkTApGUgsCtnjpEJMBk7PCKtVMxAJjZKBxCL0ZNB7FmtTk6EtT6TTKRlILLzsCdy+8PoM6FvPWncivOWJdDglA4lFYeY4qd51TM7mQ1le74CSgUiYlAwkFl7mONnUMNt27yPlOvSlWzv0htdsot+dZf8f/GRIEYp0NiUDiZzv+xQyR8inz6Lg+ezftYOR/u6WlpnqK94kZ7UzHkaIIh1PyUAi5+cm8QszUDqBD/WkW16m2zsCbhd+9ljLyxIRJQOJQSFzBACnr/VbXgYcxyXVd5aSgUhIlAwkcuMnn4VUD6SHQl1uqu8smFEyEAmDkoFEaiyT4zf/6h6enR1ifGYu1GWn+jfgKxmIhELJQCKVzXusdcY47q0mmy+Eumy3/yzIHg11mSKdSslAIrcuNc6xQuv3Pq6U6l+vmoFISJQMJHLr3AlOFIZDX26qfwO+agYioVAykMitS41xzAu/ZtA1cDZMHwp9uSKdSMlAIrcuNcHxKJqJVp2Dn3ke8ENftkinUTKQyK13o6oZbIJClkEnE/qyRTqNkoFEyvcKnJUa43AhxBlLS1IDmwDYmDoR+rJFOk1XXCsyxnQBtwKbgAestdeXvXYD8DqK9f3rrLXfjSsuiVj2MF2Ox/NzId7lrMRNr4LuYTakToa+bJFOE2fN4PXAI9ba7cBqY8wrAYwxG4CfsdZeDrwReG+MMUnE/OnnyPspjnvhjyYCcPrPVjIQCUFsNQPgMuALpcf3AFcA3wFOAP+lLJ5c5QeNMaPATdGHKGHzp5/jaGEEj1Q0K+g/m40hJIOxTPGwa3U2VZHTVZzJYAgIblo7DQwAWGvngJPGmD7gFuDGyg9aa0eB0fLnjDEaQnIa8DPPRdJfEHD6N7E+dbylZYxlcqwfvQuAo6PXKCFIR4qzmWiKUgIo/T9/mypjzADwZeAvrLXfjjEmidr0czxfCL+/IBBGM1E271HwfAqeTzbvhRSZyOklzmTwILCz9PhK4IGy1/YAn7bW3hZjPBIDf/oQz0dZMxjYzDkpTUkh0qo4m4n2AH9jjLkfeBjoMca8FdgPbAf6jTHXAdZa++YY45II+dPPcrjw0siW7wycy+auo/i+Wg1FWhFbMrDW5oBrK57eV/p/MK44JF7+9HMcmtsZ2fKdwXMZdDMwex


Not sure if there will ever really be any benefit to do so?

Probably not in the near future. It would have to be a cube/image with a huge spatial area. I added this here just to match the spectral fitting w/ dask above.

Because I cleared output, this was referring to the mention that we don't have 2D Projections implemented in dask form.

e-koch · 2020-10-08T14:56:46Z

NOTE: commits need to be squashed on merge to remove bloat from notebook outputs

astrofrog

Looks good to me! One very minor comment below, and indeed commits need to be squashed to remove notebook output from history.

make_m33_tutorial_datasets.py

e-koch · 2020-10-13T14:58:26Z

@keflavich - Ready to merge!

Tutorial for basic fitting with a SpectralCube

27cad67

e-koch requested a review from keflavich September 2, 2020 19:33

e-koch requested a review from astrofrog September 3, 2020 14:43

e-koch added 9 commits September 9, 2020 10:32

Add requirements.txt for binder

8251285

More requirements added

e14dfc6

Add script for making subcubes for tutorials

db4aafa

Update fitting tutorial to use subcube hosted on zenodo (and trigger …

55ea6a1

…downloading from there)

Try just dask; binder having issues with the build

44041f7

Add missing import and minor plot adjustments

15503a5

Move spectral fitting tutorial to its own folder (will need for multi…

d92c5ee

…ple requirements.txt files)

Force "complete" dask install?

1297d03

Need requirements.txt at the top level for binder to find?

74b41ef

E. Koch's script for producing the M33 tutorial cubes

989fbde

astrofrog requested changes Oct 1, 2020

View reviewed changes

e-koch mentioned this pull request Oct 1, 2020

Proof of concept of full cube spectral fitting with dask #12

Merged

Changes and fixes from @astrofrog

2ae8707

astrofrog approved these changes Oct 10, 2020

View reviewed changes

make_m33_tutorial_datasets.py Outdated Show resolved Hide resolved

e-koch added 2 commits October 13, 2020 10:54

Use relative paths in the script for making the M33 tutorial data cubes

7d04781

Add link to the Zenodo repo

d046145

keflavich merged commit 47b37c1 into radio-astro-tools:master Oct 15, 2020

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

Tutorial for basic fitting with a SpectralCube #10

Tutorial for basic fitting with a SpectralCube #10

e-koch commented Sep 1, 2020 •

edited

Loading

keflavich commented Sep 2, 2020

e-koch commented Sep 2, 2020

e-koch commented Sep 9, 2020

e-koch commented Sep 9, 2020

e-koch commented Sep 9, 2020

astrofrog left a comment

astrofrog Oct 1, 2020

e-koch Oct 8, 2020

e-koch Oct 8, 2020

e-koch commented Oct 8, 2020

astrofrog left a comment

e-koch commented Oct 13, 2020

Tutorial for basic fitting with a SpectralCube #10

Tutorial for basic fitting with a SpectralCube #10

Conversation

e-koch commented Sep 1, 2020 • edited Loading

keflavich commented Sep 2, 2020

e-koch commented Sep 2, 2020

e-koch commented Sep 9, 2020

e-koch commented Sep 9, 2020

e-koch commented Sep 9, 2020

astrofrog left a comment

Choose a reason for hiding this comment

astrofrog Oct 1, 2020

Choose a reason for hiding this comment

e-koch Oct 8, 2020

Choose a reason for hiding this comment

e-koch Oct 8, 2020

Choose a reason for hiding this comment

e-koch commented Oct 8, 2020

astrofrog left a comment

Choose a reason for hiding this comment

e-koch commented Oct 13, 2020

e-koch commented Sep 1, 2020 •

edited

Loading